diff --git a/CV_YOLO_Object_Detection_and_Trajectory/Readme.md b/CV_YOLO_Object_Detection_and_Trajectory/Readme.md new file mode 100644 index 000000000..95f0af145 --- /dev/null +++ b/CV_YOLO_Object_Detection_and_Trajectory/Readme.md @@ -0,0 +1,24 @@ +# CV Workshop + +### Verify python version +``` +python --version +``` +### Steps to Debug python path issue +1. **Open Environment Variables** + - Press ``Win`` and search for Environment Variables + - Click on Edit the system environment variables. + - In the System Properties window, click the Environment Variables button. +2. **Check path** + - Under the User variables section, find and select the ``Path`` variable, then click Edit. + - Select python path and press ``move up`` till it gets at the top. + +### Install ultralytics +``` +pip install ultralytics +``` + +### Colour picker +- [here](https://colorpicker.me/#b0b0b2) + + diff --git a/CV_YOLO_Object_Detection_and_Trajectory/opencv.ipynb b/CV_YOLO_Object_Detection_and_Trajectory/opencv.ipynb new file mode 100644 index 000000000..b9f2d47e2 --- /dev/null +++ b/CV_YOLO_Object_Detection_and_Trajectory/opencv.ipynb @@ -0,0 +1,662 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "oil0iLfH_Qhr" + }, + "source": [ + "# CV Workshop\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Bw9u00GD_Qhs" + }, + "source": [ + "### Install libs" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "executionInfo": { + "elapsed": 9788, + "status": "ok", + "timestamp": 1729689776031, + "user": { + "displayName": "Danish", + "userId": "15337276721026380161" + }, + "user_tz": -330 + }, + "id": "gD4h69xP_Qht", + "outputId": "66351d58-0eb0-481b-e89f-7c4a850426ba" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: matplotlib in c:\\users\\mahek\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (3.10.0)Note: you may need to restart the kernel to use updated packages.\n", + "\n", + "Requirement already satisfied: opencv-python in c:\\users\\mahek\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (4.10.0.84)\n", + "Requirement already satisfied: numpy in c:\\users\\mahek\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (2.2.1)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\mahek\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib) (2.9.0.post0)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\mahek\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib) (1.3.1)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\mahek\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib) (0.12.1)\n", + "Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\mahek\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib) (1.4.8)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\mahek\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib) (4.55.3)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\mahek\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib) (24.2)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\mahek\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib) (3.2.1)\n", + "Requirement already satisfied: pillow>=8 in c:\\users\\mahek\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib) (11.1.0)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\mahek\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from python-dateutil>=2.7->matplotlib) (1.17.0)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + "[notice] A new release of pip is available: 23.0.1 -> 25.0.1\n", + "[notice] To update, run: C:\\Users\\mahek\\AppData\\Local\\Microsoft\\WindowsApps\\PythonSoftwareFoundation.Python.3.10_qbz5n2kfra8p0\\python.exe -m pip install --upgrade pip\n" + ] + } + ], + "source": [ + "pip install matplotlib opencv-python numpy" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "executionInfo": { + "elapsed": 1218, + "status": "ok", + "timestamp": 1736733179332, + "user": { + "displayName": "samyak kharat", + "userId": "15076698136967446388" + }, + "user_tz": -330 + }, + "id": "SJrGY9-__Qhu" + }, + "outputs": [], + "source": [ + "# Import libs\n", + "import cv2\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Lx6L2IpY_Qhw" + }, + "source": [ + "### Create Image" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 453 + }, + "executionInfo": { + "elapsed": 1267, + "status": "error", + "timestamp": 1736733184365, + "user": { + "displayName": "samyak kharat", + "userId": "15076698136967446388" + }, + "user_tz": -330 + }, + "id": "I9BnWrTt_Qhw", + "outputId": "bb3cab2c-9f73-4b36-c023-7df652ceab81" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[[255 255 255]\n", + " [255 255 255]\n", + " [255 255 255]\n", + " ...\n", + " [255 255 255]\n", + " [255 255 255]\n", + " [255 255 255]]\n", + "\n", + " [[255 255 255]\n", + " [255 255 255]\n", + " [255 255 255]\n", + " ...\n", + " [255 255 255]\n", + " [255 255 255]\n", + " [255 255 255]]\n", + "\n", + " [[255 255 255]\n", + " [255 255 255]\n", + " [255 255 255]\n", + " ...\n", + " [255 255 255]\n", + " [255 255 255]\n", + " [255 255 255]]\n", + "\n", + " ...\n", + "\n", + " [[255 255 255]\n", + " [255 255 255]\n", + " [255 255 255]\n", + " ...\n", + " [255 255 255]\n", + " [255 255 255]\n", + " [255 255 255]]\n", + "\n", + " [[255 255 255]\n", + " [255 255 255]\n", + " [255 255 255]\n", + " ...\n", + " [255 255 255]\n", + " [255 255 255]\n", + " [255 255 255]]\n", + "\n", + " [[255 255 255]\n", + " [255 255 255]\n", + " [255 255 255]\n", + " ...\n", + " [255 255 255]\n", + " [255 255 255]\n", + " [255 255 255]]]\n" + ] + } + ], + "source": [ + "\n", + "width, height = 640, 480\n", + "color = (255, 255, 255)\n", + "\n", + "img = np.full((height, width, 3), color, dtype=np.uint8)\n", + "print(img)\n", + "\n", + "cv2.imshow( 'Image Window', img)\n", + "cv2.waitKey(0)\n", + "cv2.destroyAllWindows()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "5T1xMgU1_Qhw" + }, + "source": [ + "### Change colour space" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "1QwraFTt_Qhw" + }, + "outputs": [], + "source": [ + "image_rgb = cv2.cvtColor(img, cv2.COLOR_BGR2HSV)\n", + "cv2.imshow('Image Window', image_rgb)\n", + "\n", + "cv2.waitKey(0)\n", + "\n", + "cv2.destroyAllWindows()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "OJB9V-X4_Qhx" + }, + "source": [ + "### Plot image" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "id": "_EQ9H66d_Qhx", + "outputId": "61b195fb-58cf-4a9e-df4b-7e5a715cc60b" + }, + "outputs": [ + { + "data": { + "image/png": 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YlB/96EcH/pkBAAfPeUhycB4SAKgZPvLzkAAAHCiCBADITpAAANkJEgAgO0ECAGQnSACA7AQJAJCdIAEAshMkAEB2ggQAyE6QAADZCRIAIDtBAgBkJ0gAgOwECQCQnSABALITJABAdoIEAMhOkAAA2QkSACA7QQIAZCdIAIDsBAkAkJ0gAQCyEyQAQHaCBADITpAAANkJEgAgO0ECAGQnSACA7AQJAJCdIAEAshMkAEB2ggQAyE6QAADZCRIAIDtBAgBkJ0gAgOwECQCQnSABALITJABAdoIEAMhOkAAA2QkSACA7QQIAZCdIAIDsBAkAkJ0gAQCyEyQAQHaCBADITpAAANkJEgAgO0ECAGQnSACA7AQJAJCdIAEAshMkAEB2ggQAyE6QAADZCRIAIDtBAgBkJ0gAgOwECQCQnSABALITJABAdoIEAKjZQTJhwoRQUVERRo0aVbpv27ZtYcSIEaF169ahadOmYciQIWHt2rVln7dq1aowePDg0Lhx49CmTZswZsyYsGvXrg/zUACAgzFIFi9eHH71q1+Fnj17lt1/1VVXhZkzZ4bp06eH+fPnh9dffz2cd955peW7d+9OMbJjx47w5JNPhqlTp4YpU6aEcePGfbhnAgAcXEGyZcuWcOGFF4Y777wzHHrooaX7N27cGH7729+Gm2++OZx22mmhd+/e4a677krh8dRTT6V1Hn744fDss8+Gu+++Oxx33HFh0KBB4cc//nGYNGlSihQA4ODzgYIk7pKJWzn69+9fdv/SpUvDzp07y+7v0qVL6NSpU1iwYEG6Ha979OgR2rZtW1pn4MCBYdOmTWHFihX7/Pe2b9+elle9AAC1R73qfsK0adPC008/nXbZ7G3NmjWhQYMGoWXLlmX3x/iIyyrXqRojlcsrl+3L+PHjw4033ljdhwoA1MYtJKtXrw5XXnlluOeee0KjRo3Cx2Xs2LFpd1DlJT4OAOAgDZK4S2bdunXhhBNOCPXq1UuXeODqbbfdlj6OWzricSAbNmwo+7w4y6Zdu3bp43i996ybytuV6+ytYcOGoXnz5mUXAOAgDZLTTz89LF++PCxbtqx06dOnTzrAtfLj+vXrh3nz5pU+Z+XKlWmab79+/dLteB2/RgybSnPnzk2R0a1btwP53ACA2ngMSbNmzUL37t3L7mvSpEk650jl/cOGDQujR48OrVq1SpExcuTIFCF9+/ZNywcMGJDC46KLLgoTJ05Mx41cd9116UDZuCUEADj4VPug1vdyyy23hDp16qQTosXZMXEGze23315aXrdu3TBr1qwwfPjwFCoxaIYOHRp+9KMfHeiHAgDUEBVFURShhonTflu0aJEOcHU8CQDU/Pdsf8sGAMhOkAAA2QkSACA7QQIAZCdIAIDsBAkAkJ0gAQCyEyQAQHaCBADITpAAANkJEgAgO0ECAGQnSACA7AQJAJCdIAEAshMkAEB2ggQAyE6QAADZCRIAIDtBAgBkJ0gAgOwECQCQnSABALITJABAdoIEAMhOkAAA2QkSACA7QQIAZCdIAIDsBAkAkJ0gAQCyEyQAQHaCBADITpAAANkJEgAgO0ECAGQnSACA7AQJAJCdIAEAshMkAEB2ggQAyE6QAADZCRIAIDtBAgBkJ0gAgOwECQCQnSABALITJABAdoIEAMhOkAAA2QkSACA7QQIAZCdIAIDs6oUaqCiKdL1p06bcDwUA2I/K9+rK9+5aFSRvv/12uu7YsWPuhwIAvA+bN28OLVq0qF1B0qpVq3S9atWq/T45ygs1Btzq1atD8+bNcz+cGsGYVZ8xqz5jVn3GrGaNWdwyEmOkffv2+12vRgZJnTr//9CXGCNejNUTx8uYVY8xqz5jVn3GrPqMWc0Zs/ez8cBBrQBAdoIEAMiuRgZJw4YNww033JCueX+MWfUZs+ozZtVnzKrPmNXOMaso3mseDgDAR6xGbiEBAGoXQQIAZCdIAIDsBAkAkF2NDJJJkyaFo446KjRq1CicfPLJYdGiReFg9fjjj4ezzz47nQGvoqIi3H///WXL4zHL48aNC0cccUQ45JBDQv/+/cOLL75Yts769evDhRdemE6W07JlyzBs2LCwZcuWUBuNHz8+nHjiiaFZs2ahTZs24dxzzw0rV64sW2fbtm1hxIgRoXXr1qFp06ZhyJAhYe3atWXrxLMEDx48ODRu3Dh9nTFjxoRdu3aF2uiOO+4IPXv2LJ1QqV+/fmH27Nml5cbrvU2YMCF9f44aNap0n3Er98Mf/jCNUdVLly5dSsuN17699tpr4Rvf+EYal/gzvkePHmHJkiU18z2gqGGmTZtWNGjQoPjd735XrFixorj00kuLli1bFmvXri0ORn/5y1+KH/zgB8Wf/vSnOFuqmDFjRtnyCRMmFC1atCjuv//+4h//+Efx5S9/uejcuXPxv//9r7TOGWecUfTq1at46qmnir/+9a/F0UcfXXz9618vaqOBAwcWd911V/HMM88Uy5YtK84888yiU6dOxZYtW0rrXH755UXHjh2LefPmFUuWLCn69u1bfO5znyst37VrV9G9e/eif//+xd///vf0/+Cwww4rxo4dW9RGDz74YPHnP/+5eOGFF4qVK1cW3//+94v69eunMYyM1/4tWrSoOOqoo4qePXsWV155Zel+41buhhtuKD772c8Wb7zxRuny5ptvlpYbr3dav359ceSRRxYXX3xxsXDhwuLll18uHnrooeKll16qke8BNS5ITjrppGLEiBGl27t37y7at29fjB8/vjjY7R0ke/bsKdq1a1fcdNNNpfs2bNhQNGzYsLjvvvvS7WeffTZ93uLFi0vrzJ49u6ioqChee+21orZbt25dev7z588vjU98s50+fXppneeeey6ts2DBgnQ7/qCrU6dOsWbNmtI6d9xxR9G8efNi+/btxcHg0EMPLX7zm98Yr/ewefPm4phjjinmzp1b/N///V8pSIzbvoMkvinui/Hat2uuuaY49dRT32VpzXsPqFG7bHbs2BGWLl2aNjlV/bs28faCBQuyPrZPoldeeSWsWbOmbLzi3xOIu7kqxytex010ffr0Ka0T14/junDhwlDbbdy4sewPNsbX186dO8vGLG427tSpU9mYxc2ibdu2La0zcODA9MerVqxYEWqz3bt3h2nTpoWtW7emXTfGa//iLoa4C6Hq+ETGbd/iroS4+/nTn/502oUQd8FExmvfHnzwwfSz+6tf/WraRXX88ceHO++8s8a+B9SoIHnrrbfSD8SqL7go3o6DTrnKMdnfeMXr+EKuql69eukNuraP6Z49e9I+/VNOOSV079493Refc4MGDdI36P7GbF9jWrmsNlq+fHnabx/P8nj55ZeHGTNmhG7duhmv/Yjh9vTTT6fjlvZm3N4pvklOmTIlzJkzJx23FN9MP//5z6e/Emu89u3ll19OY3XMMceEhx56KAwfPjx85zvfCVOnTq2R7wE18q/9woH67fWZZ54JTzzxRO6H8ol37LHHhmXLlqUtSn/84x/D0KFDw/z583M/rE+s+Cfer7zyyjB37tx08D3vbdCgQaWP40HUMVCOPPLI8Ic//CEdjMm+f6mKWzZ+9rOfpdtxC0n8mTZ58uT0PVrT1KgtJIcddlioW7fuO46sjrfbtWuX7XF9UlWOyf7GK16vW7eubHk8Kj0edV2bx/SKK64Is2bNCo8++mjo0KFD6f74nOOuwQ0bNux3zPY1ppXLaqP42+nRRx8devfunX7j79WrV7j11luN17uIuxji99UJJ5yQftuMlxhwt912W/o4/oZq3PYvbg35zGc+E1566SWvs3cRZ87ELZVVde3atbSrq6a9B9SpaT8U4w/EefPmlRVivB33Z1Ouc+fO6QVVdbzi/tS4X7ByvOJ1/CaPP0ArPfLII2lc428otU089jfGSNzlEJ9nHKOq4uurfv36ZWMWpwXHb/CqYxZ3YVT9Jo6/Cccpc3v/cKit4utj+/btxutdnH766ek5x61KlZf4m2w8LqLyY+O2f3Ha6b/+9a/0put1tm9xd/Pepy144YUX0palGvkeUNTAab/xCOEpU6ako4Mvu+yyNO236pHVB5N4FH+c4hYv8X/nzTffnD5+9dVXS1O+4vg88MADxT//+c/inHPO2eeUr+OPPz5NG3viiSfSrIDaOu13+PDhaQrcY489Vja98L///W/Z9MI4FfiRRx5J0wv79euXLntPLxwwYECaOjxnzpzi8MMPr7XTC6+99to0C+mVV15Jr6F4Ox6B//DDD6flxuv9qTrLJjJu5a6++ur0fRlfZ3/729/S9N04bTfOhIuM176nlNerV6/46U9/Wrz44ovFPffcUzRu3Li4++67S+vUpPeAGhck0S9+8Yv0woznI4nTgOPc6YPVo48+mkJk78vQoUNL076uv/76om3btinkTj/99HQuiarefvvt9OJr2rRpmiJ3ySWXpNCpjfY1VvESz01SKX6jfvvb305TW+M391e+8pUULVX9+9//LgYNGlQccsgh6Ydm/GG6c+fOojb61re+lc51EL/f4g/4+BqqjJHIeH2wIDFu5S644ILiiCOOSK+zT33qU+l21fNpGK99mzlzZgqx+PO9S5cuxa9//euy5TXpPaAi/ufj3SYDAFCDjyEBAGonQQIAZCdIAIDsBAkAkJ0gAQCyEyQAQHaCBADITpAAANkJEgAgO0ECAGQnSACA7AQJABBy+3/pBIQ8R+SkqgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "image_rgb = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n", + "\n", + "cv2.imshow('Image Window', img)\n", + "plt.imshow(img)\n", + "plt.show()\n", + "cv2.waitKey(0)\n", + "\n", + "cv2.destroyAllWindows()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tgi7Du6O_Qhy" + }, + "source": [ + "#### Draw objects on image" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "id": "Vv25h6Bc_Qhy" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start_point = (50,50)\n", + "end_point = (300,300)\n", + "color = (255, 0, 255)\n", + "thickness = 5\n", + "cv2.line(img, start_point, end_point, color, thickness)\n", + "\n", + "cv2.imshow('Image Window', img)\n", + "plt.imshow(img)\n", + "cv2.waitKey(0)\n", + "cv2.destroyAllWindows()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "Q85NrKGD_Qhy" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top_left = (100, 100)\n", + "bottom_right = (400, 300)\n", + "color = (255, 0, 255)\n", + "thickness = 5\n", + "cv2.rectangle(img, top_left,bottom_right, color, thickness)\n", + "\n", + "cv2.imshow('Image Window', img)\n", + "plt.imshow(img)\n", + "cv2.waitKey(0)\n", + "cv2.destroyAllWindows()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "id": "p_KPAtwn_Qhz" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "centre = (320, 240)\n", + "radius = 50\n", + "color = (255, 0, 255)\n", + "thickness = 3\n", + "\n", + "cv2.circle(img, centre, radius, color,thickness )\n", + "\n", + "cv2.imshow('Image Window', img)\n", + "plt.imshow(img)\n", + "cv2.waitKey(0)\n", + "cv2.destroyAllWindows()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "id": "_wNuGqhS_Qhz" + }, + "outputs": [], + "source": [ + "bottom_left = (50, 450)\n", + "font_scale = 1\n", + "color = (0, 0, 0)\n", + "thickness = 2\n", + "\n", + "cv2.putText(img, 'Hello, OpenCV!', bottom_left, cv2.FONT_HERSHEY_SIMPLEX, font_scale, color, thickness)\n", + "\n", + "cv2.imshow('Image Window', img)\n", + "cv2.waitKey(0)\n", + "cv2.destroyAllWindows()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fKKZWTdf_Qhz" + }, + "source": [ + "### Read Image and Show Image" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "5KZzGfdP_Qhz" + }, + "outputs": [], + "source": [ + "bit1 = cv2.imread('res\\\\bit1.png')\n", + "bit2 = cv2.imread('res\\\\bit2.png')\n", + "img = cv2.imread('res\\image.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "id": "SWvGg1yN_Qh0" + }, + "outputs": [], + "source": [ + "\n", + "cv2.imshow('Image Window', img)\n", + "\n", + "cv2.waitKey(0)\n", + "cv2.destroyAllWindows()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "b_-Jannx_Qh0" + }, + "source": [ + "### Rotate image" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "id": "Yt8R1Hjv_Qh0" + }, + "outputs": [], + "source": [ + "img = cv2.rotate(img,cv2.ROTATE_180)\n", + "\n", + "cv2.imshow('Image Window', img)\n", + "cv2.waitKey(0)\n", + "cv2.destroyAllWindows()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Vcj0V8UA_Qh0" + }, + "source": [ + "### Resize Image" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "id": "COGGOFqX_Qh0" + }, + "outputs": [ + { + "data": { + "image/png": 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Jc/N0vEYCyjhG36f53A7QorxPa6STTTVcm1F5yL5VLRt3evtgc7Jes8v+zeMXAoLKDNqJPpKXRFG1gZ62/jSuedV5kOTLfGl/W//+Nsy739cApRaMFKAMg4wPSl8VrVcu9g/JPvuB9vq8UeJBwoQDJ1iEEJ+dnStQgaarfiYCr3P3OIfPw8B9ToYDGa2syMbmlty+e1d2Eamzsa2MSa83kF4X0TzGmny42mzNmFAac5OfymR8LgfPnsmTJ4/k6dMn8uDhAzk6OtR7AKBahuavSosvYhvMea8ZuUNh3WbSyZtCnh+m9cGXBhRlT6Ojsn+MmVXwfeGXouYfhC2GcOAGtVzO0bZ7aaN36/vh9WJ/9dRdXtP6yXtNDtbOyLGf/H38ru151JtEW3+5qTa0vA/LPErqrjpdG5vQ1uJmwZn7PCaeZfdRmovbTSM1w3vZ+dvASa1Jt23gbfPosv639OZSjtXYEzeFukmR16FsVnCiJpxmCH828XDuGWhuY3/SWuoAiNg6jMCkab55PmB8FTCw6Pk8z/myck352W7OWdQWKWtxndb9ap6z6XvSuI5doPj9ovf6l0kWhT6/cAAl/TuZTfIx0ebYpjXbcR9McC5Cq0vPVXxFYeEbw3TqUToGTk5OTmU6nTir0JNu3zQE5DXJ7MlAVtZW1RF2a2dHdp05GY5W9fzwd1Bo48JjkaDJ/E39IcODF/yKuU30EHeGVSetqZyfHsv+s6fy/vv35fHjR3J4dKhZBCeTcYrKiRObggspT9o2Z2hW/oEeFzWntmieenHUtxaZkwRyKxMPPidjwr8pAGM0DJ95FI5RUDTANG33FUhZtpG0gbDS/FU+SOZHoaBK7E5gg+BAyD5FsxTvPUUYNZ4HLmF0eezvMkq77bgP3BKNXl6z7e987eoHl7RFWvCya/g3SeG4jKFcdI44TsuYk2LzXvCs6vdLNfukd1xRpoX9X+dhI9qmPRonnruObuv2BiUYSeDeGFZ+3u+ZLIzgrB6/D8tY/+2C61oZy6ArMuiL18j8ioxa/H0NUtrP3Q5SdK60YLu2+dXW18REBzM281m9MACFrdiQlmgSFOQFy9L2FFpaetCGaBYcxGOXnUdPkv7GgkUJAIATvIM9gQkEm8VgaJujApIBNIWhmWs8Umd9Y1Nu3Lopt+/c0b+HK+vS74/cLosxyMm7WoVz/VHa5IIG2Hoz7ikef6QmBuQ2Gcvp0aE8evRQHj54X/1NEEoMv5rBAMzJMAmVOLZm7rAJXIPKNO4+aE3BVYGTZJZoLqQoINvYiDrSJWpoCpSipufOeqDTeVz0g6LyWfavegRBENefx34uAi+cyzTfMSEa75WgBOycTfWOm/zsGAIXOv82hL2GC7tDdjXWxdSxhbVUq1tGc3+nmzPVBXhKMiExf/Vvng+g2GduXtbB/vY3xxpUtLEjxtTpdpeOaWtl/9nJFrz3HExSPSYRcGDO0VQYFYK2ceX6gYyAX1dxf1RA4poPAQ9xbL6d9uH9foHPSMUE2cvXrrd6/cwvMe+19XnZmCw7vnEsrln5mVwGSur+xhfM4C8MQMk3joEIURc+EXgcB5TZRovkUmribAKOpRN10SRhZk7Kp4WL3AWJJlKduL/JaQIn+BuLW80gw5EMR6YldBWY2Asmnc3tbWVMdm/fkp2dHRmMVlL4MCOCKr227FNwFKPgTgtAyZFIUxexxP6xj7n6e85kjlwt56dyeLAvT548UXCyt/9M7wnPp2EXbhlWCs3IDDRYkWpTjxtqmhMLnmObkIwaXmTWMCgUmngpcxPAS3yc7E/K19Lx83nIb6uWo+OfP6fjay2Y6xbHJo5FSqjVaTfn6PnwDCo/FAgNZMMlK5WuGddQMhc1IyCKseSDbDxbQwed7xBIuZw9aYK6BFLoMF45Gi8637LNIjNj6ZOFfXneTa75vMNrQRK8ReNiALq+bnzmON42z3hc2/kM0Od108gTNEUEWWYq4z3wb814PRhkX6le8/66gS019sHk6PPMpTiGz8PuXQb42jb4CEja7rl8tZ93fgXfo3TO7FRzKWhbBloailCYF3X/yj6aYhbTE1z1Hj56AIV5G1oSscUHz9ZwgkwPIIdeLmr1JORnDcHliz5/vGhSO605maopB46w2MQBUAhO4IC5uroq6+trunCVvnVTD3xNYNLZ3rmh7xvbmzJaWXVw0ml5pSsnj3v+F5EneWJjE5l6hHC8EWqFzM7r944U0kDETgUeHezJO9/8htZZMDbo3JOudRxYLda+Ob62ObZMbB+4NuYM10+bdginrTfrApgE6pEaXwK43Ih9QydrEl8RHMW5EcGL0qud5fMTt5sAkgMrAMPaqZX3mh1W/RoFUOsm8J3MNVN3RA6CPQETZ1bYVwXBHuWg9xLGu+3VNrHnV6EwPoSWZsUljMflGxM34ZJJWHbORcK2/HdeO4tAw2WabWfJRtNI0tfimFyA9WKToPzk/fPc3PDz5+xHPB+BN0GHrQkLD64VgMhWcp7SSZxm2dKpNTr3ZrNcetfvAtCRq7d6U21Xkpoyph7/GmjVxyx6Zul5+aDac2v2bVHrPAfzseiztj4tO1fqY60kVvJzEXvy7bTva4DCFhdDkQK8AieLqMVoO7V/L5/yXPB8TxqhL27WNLHUy23nMpQ5niDF+4UcH58oOMFmwQRsACRra2uax4Tp6vUF+nM0kt3dW3Lz1h1Z39yS9c0N9TfpaIROuqvq2lEoh1S79WJKpqcAThJlnW3qGp2DGkAQSLOZnJ9fyOHBgTx89L68f/++1ksioo5CblnLWkQIR4ygMtwRFziPiZk62zYNfTFUMRFEzVBivbqPdTRBccOvQQznmvWvmdb7cjCWNwf1CVkyNo15G+4v9rPuqzIfyXlxJpOxzTP9Hv1VO36ZuMrGx5/EFe4ldHS5bbNiLj6UFrrUes5olm3dpHgInl23lU29rK5Wy0WL90WMzjLFqLGx+dnyhl35LPGc7ty8bOOASmzn4lpLZw9jxfNmBUHXipbcMEaOc8zWUTZ51iwa+1j7A3ZCRGL+vAQoEeBl0JIBS5ErYUlrewZNmW9jsOh5tf3ddtxlwLPsBOdTC9idL//9Vfv07TSbS/ZXfre+pazSl5h1499tjPBHEqBgk2wDHVkztQFBDZt6I8rHRC9q/+sqgjNs3rbQM7NgE1zzo7NHfgV/qAAnKPR3fmZp3j1JGbUIsCZ8qbnAzwKfgY2tLdnaviF37r0k2zu7Mlxdk97Is8KmblPQtC8S6ytNP1lLKsaQf2utoCrhmtqloJmPZeIFC5EF9v79+/Lo0QNlhPIitQ3gSptbtbjZn/TM4vBz7KOArwQ1z8F6MeXjK7U7XrcOA8b/GJ2zCMC2Lc4axLT9zoYXCfcic1Q2go1oGuG54rUISGzuldePx2DeEZzgHDHygcclQaJJmMq+x2smUF7n+Gg5tmTrPqx2NVYjHXvpsg7lFZcBlCV/t/evXWC3BcbUgGURCCnO5axUWi+twMQuGEFWU3lyYJbwWfbL0cSIVTbX+Ld5emUg2Oinf1YDlAjy87/jfbcMUhorLvl2s1zjWSzDCH7fJrNLAH1VuVWfL35WKxE1kK+LxKZzdkqzjb1xXOP12vt5GdC6kvKg5uq45V2NKaESWV/zhQEo9aaT9yku6FKI1wP6YSHOLCj8TXeICpwEzTb6mTCcGOwJTDoIuwUwofaurBA2EuQ32dqSW3fuqc/J1s4NGa2uSWcwFAFzwg44QAq9W9zferOgRhc0oA5T1esCsrTTMoNZYCLnZ2fKlMDXBAAFIcQIH8YExL1QO4v44dIhr7TTyIYVzy9ufAQY4T7imJvJI1yi3jgbFLM5mpqpKIOTtiiwemOu+4nfLmL1CLpYMbYGZw2tt4WZyRVjc+pvja3htTyXCdk5vKPpveKeMc9CmnsK+5IZKjdDhawwG1F4Xk6apGf24et47ank20FGeycJtDDX9b7T2r3cYTbmoylbjg6MN14ATE+ktkjjXLRYahmmpw8gpXYAb5d71Nhz59SHL7GnFCf4bc7easoegEmZ1dXmS2l2qk1Q+WUsiUYYusk3MSfu63SZnKg3UsdTl7RLNutLJuiyrxPoiMdUP0hKVuWcnX6/oH+dapPPzJFd5HmtpjmBX+x73c/wvdZEyn9zXhS/r/qcetjCvJLN/cgDlKjF1QmJ4veRhip+n3xPFsy+kGIabRGgyYKi9pfwqwRwAkACYMIX7f8AJgQosYgVzDura+saPnzj5i3NDru+uSmD4YrVI4/zulUrarZIZkZBrv30jKHGoBiq9ywfKpi0yN/E/GQ0p8mDB/L48WM5PT1RM49u5E7XlsI2azsLgWHyXyg3/JwltWnyice1sTTUHuvnHxmGttwJCGduK6jXBiDSLQZBUm8S6V7AzJQ9bPgZFOe0EzY1sNCHmJ8gEV/OfNWp+Yt75Rxw01e9scR74vPRbbf1nkswmvuzGBR8+40ae/5nuQYjW8BOLdvIcAJUDm9nYNq7HIrUVZeh5aFzRU01Pl8DlwQM/N6GPlqsyt/buyVBa/a7HHNeK9wHx4wBBG6KhjJi/iVlFE5kNuP6I/tYsyNxTlGBjOHC+h42r3x/cX6Xf6fP5leRdi3P4cqlIaN8qi+RwXsxvaq5lhhEnxTPswY69bWuCMpqmcEfmtIR7638XW3CdNUlf7uAsYnXbGeO7bm/MAAFjeBE/+YG4ys5hZq2oTxoSpwoLcWfWstOx02ujszwDSKWoDeTjm0SACcojofN3JKv2aZAYMLkX1zQ+Hxra1t2kbIeidc2t2R1fU0LAnZQ1M6LwkHzi5v15eOW76CRA0QZkpl0puib+S8khUpT1V9o/RwkXXvw4H1lTnBPKdzW0+83aDzdhJerKLlbpZmhzXu8Zj+itlazDwQobX4m0TEvpn2Pqd95fMoLEmyphQAIGyRBVdz0U5hkEQLvM6mqdcMv1YEw3FedRyKNaGCQoN2ar8BUNytL453NV+ybRlYgpNtPknKiVGHdndrvqpKMpvXCVAX/Dc7BLJ2XAZUPqzWUj0XXa92sufmgzzPpLunqVe7DNiJPDa5/23WvtjbjxpB9MGpQWp+rBLg5m/Cy4/zo1Os2JcDWgTlS1/degw4yKHUosLEkgX0MoKDBrqRw1kLrSvfeBlLsu/bxLMiGtnYJaxKvu+SA4nR139K/06rIaeMXtgUKi1zmhH7lZix/cbawB9bKXDOHdOxqGxDhKeu1byb3Fwqg1IPT8CC3gxvHlVpRO73G69SI3TbzvAlygQEYYVMAAw4HUkvbPFNzCICJOsSenupCXFlZ0zTpACYMr+ML+U02Njflxs3bcu+V12T75q2QHl13E0tK9xx0WdYsYRag9uxUtN2wOZGq0+kUSUhFOn2Z9zTMRM73T+TJk8fy8OFDTbp2cLCfaugwtDabFqqF34ba25ovklYmrAKbpnE1tf54PM2A9VyJ4MQYj2ZKex5bU7G1dsgbVFCqGX8XR7zUAMeo7hxBxBBmXE3P7eameF+aUwLRORVIQ9P5FwEWgElRYRngxExXyppoR4IZzS5k/STD0rAzzxfIu6bJIo75h90S21bI76tFEDQBDc+IAkX1pt523JLm8z+6GTTZjsvTokcXE/a5Dm9v01Y55y8DhuWtVJFfRcRaKIwZlIEcieNRgPr8S6WBIe3MocP7aOt/niPNyswNdin12afAwt0zgJBLonbi3w3xdUWAfdV53tzUraP5mVfz0z78tq9bnrNBmyRlJn204JoRYNb9iL9h/aSowKEo6QsHUDgLdRGzqFlLOuX6t5mFKb/PEzYfXw9+FBiRgdBFbYHjyayD6r0AKcigimerUTrqa2LZEiP1Dh+Um7fvyO17L8uN3TuyuoHEa8MQkoYF9MHrG5gTXZmsLGk+Cn6y5i4dy21yfnKkjMk777yTTDrMa9JG31LANMZzicKStagcGTXjyzfk2F8dtyrypA4Fts3eaFUVqijqF6qfopk9HWaQHCYZrxEXYQ2cABaSVhR/EyJnGtpIMZcqod0h+MxgBIAxzre2isI5A29m75qsiRWgtDTk2acmMSqk7hW41DWulkfeXPXzpRaWD9pahHoba9rWr3SMh90a0GyXAY3LLjX5lr4Byyjx2I9WSt5bru6brx+vUZ9rcd8yK6qfVWHpBOl5jKzCeATlucxD9MvyqLHCZBP9SvJmbMc1x5HaemR2IoPUvB9/PtXXDUDjLPmycUljivfKhPzBWgycaPYtyxLKvKZfyvwSsP3B+nb5KiwUcpfa9ZVquVj3l3/XOZteqEyybDStoBl13QQn9eIvqTMi2CvQsBERVpo1mRXtx2yu4OT46FhOTk90k0WDOWdlZUVGKyNN08yGRT0COLlzR15+9XXZvHFbs8J2B30rgpemSP1e967+Z56Q1u9yMhUaj7Lc7oMCZXJ8LofPnsrDB/fl3XffVYdY3BPOx9DAesEt1lKWjGnMKxA+KyIFYk6OimKmM2hmTmL4m6UARygtCiomtiGETOb6OVbUb9G9RIddaAKqrQYHWgCguOnHRdqmNTvJkZ6anr8qLx+ZrgjwIrDIL8tIWYOPOgqJwK5NyFDT0T63ZLZta8s21kXr8NttOcKkvNZVBHsbQCFgpInnMiaoBhXhqMYGGwX+st8WnwcHZXsuoa4UAINlR0wzYtG5+HfqQ4r0MsbXSNMqKif0wzK1kj1hEjV7j6HpNkXj71ryFaVxLPtZro3oi9bOGKXnl87ReFTpeI5XZ+kzKwauYWJZPmfbnXozHltsAuHXZJ6et80/ULDH1ZiYOF9qBtCuHQF4CUwW/Tse+5EHKHVEBdqiXCfPOzjLEGteHKU9WOl1cyfVzfLs9EIOjg7l9OREw3E785kMhkMZroxkZW1NhisrWokTQqff68rm1rbcRpTOnXuysr4p/dGqRu9Y1s8ohbUnbb1u63EW4h3T9g3qYFPNwEGjTBWcYEOEoJrIZHwm+0+fyDvfelse3L8ve3vPVEOvk60Vwu+yxVJHhbSMeTPRmG3SaDnLZN5gyTSUCdrsdmyOZLo5Iv1IZ/PZxlTubc8+3rNqnlXF7JhinptenRHXfmtmHBP87cK8ZDVKZ9h0ngiYw3e8h2VJsmysm1WU4+caIVUxSYs2nmKD+RBokssAAse4ZlCuIhAbMsKBe3t0YHWvLQnRIjtgvlaxg4s3kkX3yOvE5GpF9muXP8tYnKWbhhcTNoKulJ2ULzRBmpWx3Zcq3qPN+3YAQIC+qDXGoWUMmy2sxWWHUf//NnBx2/Nb+G8loUv2dJE8iccs25s6l5nrPiQl4LL9sfy+xQG7clT3oz5w376vAUp6wPqfKsKjReguH3yTdHmgPQa9yAGUnkaxeaTssahEPJvJeGKJy06OjzXahaGdMOuM1CF2KIOhVSFGsbWV0Ui2d3bk7r2XZOfGTenD9DNc1UgdmCMahpFF2KSmE9N+4Vpcwevij6mZPtRTGK+pTC8uZHyB/Cxn8uzpI3n4/nvy6OH7cnRwYInEqs30MnDS2AQuWaDJVAF2QrU5JBOznZzOdnAQRt4X+71t3gpQEALpi8aSPbn9W8fQzh/r5/C1iPWJDmm8xyzEswmlAARujsrMjpl60hNMibQqk5iDlmnDPOkbg96nUfxkbTIcIDgqi0FGp15+T6qd16MfS63dF2CkembkudIthhT9eaPwO46mq7Y5sWy+LPje2AU/fbqe9YkbrNH+UWgWB/qzT/9KJ8LntZNs29xeFP2R/U6CVp3WZlgC9U/jEg/gxMBQZTJtVVBMWBnoIAAu047rWkk5oXgpMzHk/pvcw/qhKTQClHrt2zzl/G/mcInjt2gTbX3mad40P2Z/+IztPpunaGMCrtra+noVBewyENM+d5qO522/7yxhyJZd73kV8NZjvX/m+x0j18LfFdDKeC0DN2kpvvKRBSgxIRHLe9tYBnCyBFgXsiL9LpsM7C2YR3wBUvtGEazxBFEQHgrbEf332dmFnJ5YjhNO6uFgKGtrK1oEqz8YumPsUIbDVdm9dUdu3r4tOzs3ZbS2Lj3Wo/DkWblvi2+C91DcWA0OdHYxbNilJSNr4Ag3m8npMaoNH2gtnfffe0eePX0iF+dn+guYPsz5r7lQagFG7V2fEyNJ0nFGGYeepzpK9AfJyZ8yq1H4u7iQNidk/M6ELxqdQbtdS60PkKKOpWBMKnNRI/qH/6uAnmm02V5v4MQp74YNnYnubHPR+w2LH2Y0gxy+qTt1X1dGtn4RoNpL79PpeB2B4BPA3BIReHA8CE70WnqdeUNQmiYdIo8icAubJ5mfBAbSXONWWuWkYfeXLcZK2BWfxs8C1bwo4iAyDYs2x3h8fM58a+AHvz+7bmYw+Aziaeq5zUEqUg0Sg4Trxuvbc/Bz0U8Bz5DdCNcwvOz5i7S2VxkSHJ9tZod4zvjeZEpsnjc3yabfCxmSfP7G5lVESjYnQ71J8zdpJINoJoarwXKzn80SAMs3ccp9/t2uiDUBiz+UOM/LrSRfn6CerJIJjFalWspdqvrsqiae+hz1WlgUit52qqik53MVfa8uW9/K83A739cAZQL/AZ+sJivNkzwOAUWZ/jdofMUEYmm9JUA+ShFuEHCqHI/hvInN2yoGX4wtnPhiMtb+UANZWR2Zz0m3J/0hkrFtyM3dO7K5sytr65uytrklw3VUIl4xYJLo3VkKU/QsFI2mxGpay0HqpXeqSzkjrC14ByjAJ9OJnJ2cyIP335P7770nT58+luPDA/1cr9FZnnOk0NRDiG0pKM0/ArdnGUWjKYSRNKGKsB5rACCWkbfnMpdpSCDFcHJHAgoc+n0DeJMFOU2ChLPNrGP5I1opSUYXgcVR0BTMHsEPhruOhogGsFNsAGZb0+MMiOXMnE1K2EB3TIxVFP4LRdM0F0mlKepw6LDgJH5/ATzZMWnm6DPhv1gdNxiSklDKIAB9jaCRv487dpyfxS7c3oKwrDJLZJcEzFnzlGlEfLSZNBZeKpgDsdAS6FnSPXYgP/awGZJ2LaRwsT2Gazf7UV8j+pcwwVlmf4wJsd8S2MayHq6wBQalBCVVIrWWfFLFRl9t7kwBYFE8fh8RbRWgLTvm5jXMmjT1fYfNugCN/jv3ddGoIIKPZQAljV/LENdXrjJWFzdBJUVLmOR7SnMhIfcSeDajZfxgHT/fiPjbeKlOnltlf2pgV8uM5nF2CBM51p+X99m+XLLczQrJchNWsz2/6ff7GqAUKZ0ZTtzS4v5RfRO+qHmXLBxskbufgu4BpTPmBI6OUxt8ABZsJirgUY1zDr+JvvqeIGvncDCS9Y0t2d6+pRE6K2sbMlxZ1SrEXUT0qOnCM5lqoiZOgiVCtkCttRknqhx+Hgcl9t1MLk7PNLfJ/v6ePHj/gTx9/EiOj4+UIeJoKIgL/hnxlTJihnwebZuF0ufdHKI9g09M9JNwc1Ova1WD7dr5WVCIksY28w+dBq0YYY4q6KYSB2YWqR3/MjrNaYgWjDHBmYdTqompbUFGTc0FV9RMiGW4QXAc6NzL3xgLwmi0XCWWwgF+S6jJZISJAT1lTJC7hmdI4+faTsULJC4gfReFjG/Ubrfklk2QQROXbhIuicPVykGLs7SaxpexGpmhCe/VcRYy3zxPg85flD/iOQWmn6rKVF5psSl/ySJh33bOJqOgfUakeQFqvIyGg0SCc8rCDByzU3WeV3nu1ewhv4uAO38XmKg4vyKwce2OwKndvBPLNbjjZeofW2Sj4heMWMrvrbp4i0kk3seVnkULQ1ReIx/od93KCKXzVcxImQSNBFkbe9hpOWe7klqOd/u143eNtbeMpectssMl+qoOuGScbUOTFwOgtGQV/aCtFN9SCQRsEnpFzbKooEQjP2A2QEXimYyh4SJM1QWD+o7owpjLcDiwqJ3BSDY2tuXGLsDJXdncuiGD4Uh6g6H0mEG2KtZ2KeXmjRtRsQmkjcT7zh3GaxjOJxM5PTqQJ48fyfvvP1CQsre/ryHREHpgILI5JkeqNLSrQOfmjbRJWRbRM9Fpzgff6OTKgRPjjRTks5xvgSAoVeF1poUv/lbDhjVktglea2p04SgH5sj/yCAjSZf21pABpOLdTJHZJY4VteOyVH0Gd84oDeDwa0xOAsqYfwj7Vt+Btoy6JUXYZvNumkPg12Mhs/y+GJr4z3C+IL/zX2Q4giBcBlDKr+JcyhthNGFINKElVsl6Y6m6ff7Hc1RA5io6YOxjfd0sQ9Df0lfjKudpeya6bzmQT2bIIs9PBt9tOVLILtSbta5HmCiLzK3NYxpjE+Z8Nns5WA0goN4YeQ7+VYZht418+9MowUk2j8QD2pQHcnEfRotsUQT6VzG5RCWpMHu1bEDz54zQKY/PDCf/vcxZ+dIdNC6dtvnsH/G5LulkinL9yAOU9sUfkVz87DkeNI9P7ExmAqC1KziZmIlHzUzTmYwvxnIxvlD2Dv4mNNMMBj2N2FlfW5e11TW5sQNwcls2t3ZlFZE6YE0ABKAR6+ZsfSdrchXcT6GYxWT1TgYmmTA6aro5OdiTh++/r4nXkLYeDr0ncOodj1N2VfVrcJ+J2oxTjJlvsnWIL0EHgUcEF4k1afMx8QZwYtgKzqelcyv+lxw//RzsC69hjr3tFPBl9GT9ebR5pw8uaeWe04ysaEsfnnOalDlZ4hjxXmNOFAUxuuE0E03FKVFofXH9BKFZaFRhLvI4m6Yl0xjusrgmHZcL0wvA7IKZXazcJYwL6fiEySPAqgT1onM0h+f5VJ1iHi349VUACvuf7qtiIOLxbfMmm3HKZGrsY/HuUThtYeb1u/1dAp9y3ZTMydKNzg8v2af2UVs0Zg12oPIviWNWvOcykIu7t8C/ZllrgMry5hZeg9guOZ0uCDKap7kVlakKxDZC2OO6WzK2yzaXMK7ci+K9tgH0OB6LhiDO0xcCoNRtIe36XCex/3iwRKJIwZggRT2cOE27NafFlD8gaRTmk6KViddHsrm5JTtbN2Rrc1tu7NyWzc0dNe3ArCN9N2fQySNR2jn1aqZFr9TxoFFEkEL/k5nMLiay/+yZ5jZB8jVUU0bBQtyXat8DS8LEmkBpP64yvBZMRwAekSHJKd2zBogInZittSdl+C8bf8+CfdGPJGaCJfipN+vEVrQZHOKCvmRU8z1fpdphHHmmk3bNodJyCXhZ5yRWiUUD2OBmg4zDTP6m2RhbHWo5xuQNFoCvEj/EQakYMU5+F1B6+9ngkK9XFz0rL1aDk1SGYtGcLubX4qeTfJ1aNvh5lZr9+VSUq7cm6xS/XLxJ1OeIDFG9f6Tz83zu4FyPeZoDnmgxmWBamJEGSxI2pHp9t/bZLlx9shwERBMhazd9+639em0gZdlcyseWxOjSPSRt2AVqWrzuimeVHm4xhxf+TubPNQdZHXkx0CvCUxv3SjliigndwrNPU9s9XfWzFwqgXKYdLQcpLcLUfuUCwcJvLWnVXC4uJhqhE6lVBSieHCttIrq592Q0WpG19Q3Z2t6R3d1bsrV1QzbXb8jK6rr0hiMROHFGJkKFd+xbZFAW6mctnyVEYS8wEBqBgsijsdXRuX9f6+jA1wRVbpXp8CRjkdW4bBwjMGlP8pSjnmqGIDur5luJFGRiXIIPSfxdmao+b/Dx2rT51nOjoFhbdq9aSOfHslzQpUNSPSjfgLixBPbH/E8QTl2mFud1QcEXFZZ9vCMIpHAik6Th1UuEdv67nY4vBV18p/Mtd8+0nRXnb92nK7NE/KxueYNYBnqyj0fWkB1+uz+ajn8Yy7LPH15bppmTOVo2X2pGLX6Wj/GzVZFJev3kpGqmWJvznnCx4Vti/TXmxHt/VcBdrx87sX8e5tJSENB8ts/X7DopVmyBCa3+PDMGlzMbNpZXhLOuuF4mD9pysDQAFM+04F5yWyzL6rW7eI3FTL7l+i2vVz5T1ysundM816LPnufRf98DFLYPNuGzqpIeS3DbULGsERRzdX49PTmXszOEDrtjnk4AQwGIGulgI+l3ZXUNwGRVVtfWZGvnhtzYvSm3bt6T9bVtGa6sqTMsJIjWReFESn4Ii+jGZfcXvovzi6RMryvzyVSOjxA6/J689dY3zM8ksSrW1DzQa9egGotdKfq8qVpCNf3EwE5IJ1+kZveV2EZBM8U6rxPBD6/LzToCk7hppw07JXHjAlugSfDhB5lU37dpG9l7fZmm44ekp+LcQ3LiZi6TFJWjVYYzqxLzqrSZciLIa2w+LYxDBItl/1zjXaoNlQClfRMwrcr8aCzsu21AkrBkcrlFDIrSNAv6lLR8+i8002vX0QWL7+3DaXWoNtk9A01e2+oKgDaPTzaUxA0rgpPajGNJCEt/krZGBpT/4nnT962OrX6XC8Yzz7kMvNvu15aQKXyJjbwEINXfZZe1WPOpGZ3TNuevarpT/wgPi7wMSCUldok80H5WDrCLWE2TK+33sqzVYIefLfptBArxesX91r5iKZqoTFu/rE/yojMoz8+YLGmFbDdhaxufmXU0dPhinMrWZ694j6pAZEevI6O1Vdm+gSidTVlZXZWN7W3Z3t6V9c0tGY02pKO1d3wCQXsOVUTb7oVa/tX6HT604jPG/lycyYFnhH348IGcnB6nsN+FG3ebI1WlCRMY1MyFavOVv0kKHfacHLUPS2zKmHi4cUpB31aNN6SD96fWuLZ1yrO2Nm8ymzVaQFljDDzs9TKTm+0zOUqnHjeOmSbwU8bIrlWbrOp7rDeTNoflxX0qhcMiBiXfdxOcxOMi02Uh4qR/l1/7MiFVbj7l741hbPk8DPz8kvn7nWycp7UZ76rCvBynpr9FG3vS5pdUm/7iua/S//rvGqAs09gXsRTpfr7tR+AsyoK+1X0sf7ZY1mVQc3UNn4Ay/d027wrSsQkASzajvHanRUFcJrPLvn17z7xhQpyVDtoL73fZ2n7RAIq2JRE8zwVW9CRRaM9kMjazDrLCXiDD6hgAxTZ2TdClWgtCW3uadG11Y1V2dnfkxq0bsrm1qRWJV9bWNax4tLqmjrCk/LExMRVZs9/WIXuQ/kpab7nTWkKwOAJ2DzqJJmOZnJ/Ig/vvynvvvauOsBcX5yHr4iXaQVi83GxpbokbZ/QL4fEEcjGbae0EmxYEFaqWYn9okU3gBkDWhkKC5hAClMIE0s00aryn0tjc7lQatjwfBy1TvXwqxZTpeNQBLBGYcExZ/6g2WXF8IqCJpreaYWl0fMkzrYVXQ4tOayFx+YXmVAuY7INShlUvHp+ra1/19eK/mXwszlUDyOZ/Ec1iGUBdvdT7VVq9EdYy5ypCefkxJWCObFkNTGsg2LaR1ABnESNYsw81WKo39Sg3FzW73tUYlJoRiONBBa/Zz7KP5QeLTTzl88v3snj/CP1fcMSi+6nvrV05WHAPws+av2kDjK3naQGJS+cm954AUOJv2vp/2Tx+nvZ9DVB0wL6tM8SnxagdS4qFCJ2Lc4CTsQITABXm1aCeJ5qPAr4mq7K5uSnbN7Zle/eGMijrG8gIi5T2IxmOVjTBV7IfOStC80KbUMuvkNvCtoCC6XFdPdwOcmjAdHAhh/t78vDhfbn/3rtyeHQg0ymSxz3/GPO9Bie1EIwafzS3wNkWmXMVYDjtHSdxDSoiaxKBCYFPmzlHN3hPaV/dQcuGWmeDtHEzGrMO887/ynlVlmvFBUDB/QawFR2ItSIsCzT6fKh9NLR/obIw77duaQ5dxlBUAsz+Wc8/P18CJziI1yxz3CwCKMvaVdiecrO1/jbBSnt0iWYh8irTvNM4rh9mqzfRtrm26Lv4eX1cfs55U4tJ+ZL5Npr8gvq/aONrY9vqe6jZxBQSbP9o6b/+l3p3K0C2tWYH23nND2bZBt1yEvM+CYxEvvZV2tUYhWXHxr4vMvG1gb0anPBZZcYiOhAvYyXm1b+vci/hsyrE93I54X2aG2u97DfLTWLzFw+gxEiAVg0gmUeXTXqeyjZ+hA8DjJhZZyzjC5Qf99TgBAye5hxViVdX17TI340bu7K5syOb25uyvrmueU8QPtztIW19XxFopueCAEgZDuN3dh0VwF63xTZ3Oy5Pab7nDKioR3N+ciL7e0/lwfv35fHjh3JyciQzL4VOVvK5aMxAG8OpM9aKiQsqMidoTMFuadhzZd0YDZSAgtYPyc60kb7m9SM4qc1FBDi1tmDZakvH3XhvTPzG8bOcH5FJo9CwwmqWhK/NGbRkWvDvXIStLPYX2RI6tcbQ6HQ6VpAFO6TOQeUz4bgwP0y8r8sET36P32YNN2WwDCxXBiERQGetrpn1Mpz5ilRwBCPZH6PMFFs4DFWtND2F8/uf337GpPZW6NItz2mxNtz+N9dKWwHI2OrcJ0WfWoAT2Ytlvg41WGGNHXs07cc1GN8EbmM0Up4/9ElZBJbqdz0PZEQRU7Ak8Vhro5+M9791zCLgav8e8iQDvRLMxb7YZ9lfKt4f2dt0bBqj9k1+Xqzb/HfycQnFc6M5axlgrv+99LvGPFs2ildnhD7SAIUZXePD5bqwueMRIu6baa1TUX6WbA1hiUiJPr64UGByocyJJ2PzjYaCA2zA2vq6bO3saITO9tau/r22sS6r62syWlmRwWhonVB2gKsqCNjCuYzfUeA7C6Gpye3+VPA6g2Jx8/Y5/F70d7OpnB4fy8nRoezv7cvesyeyt7cnZ+cnKXkcTUV5niynRy9LChUBioIXBw805yg48cgmtPhdbcbQ13xW1I2J38ekZRG8MAqIx7FlRsXGNPnIJKEZNMo0J2xjNitHZtTSUwtJ1Qgu8zhxMzcpZlVirU5TFOzIQaGsCfvuzFQN+uImRYAQTRaxZZ+NGL67RDClyKL6LAH6JrKPR7EQo81JAxAhsfklmuxVza2F2aYwsUVQuAiglM/6ubTzb7PVuV+K7wKYu8z8Vv+7BidNgE2Fo3mviz6zUywei1rpyOCjTCtfTKlUToMAxXrGtZS7HRWADGqTpTVFtNQbm6Vb7KYsvbmkxHJTtV0zR9E1E/vFv4shq0+bGKVKjtRDmRROgrDyeS4F2m0fzeP58odlfmgrFZL9fEo5sGh+lQCl7abzR1VFo6XjThDcNsbL/A8/YgAFD2HqLISDkSTIGWLaUdQdkjQ7B2ybDXxKNGU6wMl4rFE6xpyMfUMsr4lNd21tVba2tuTmzVty4+Yt2dq+IWtr6zJaXZXhykhT2ptJZ/GDSBVOislaOqCaxuEVJJVNseNUo4HW7OAEYaoAJ++/967sP3uqIAs+MxgbaOis11FuSpcj2wRGvEowtfs6VDiCA4IGNel4tlMeU5tsal+SZPYIrAmeSQ18at+LmjmpE1VhAjDNTLpz195i8TKeIgm9FKIszqIBRBmTwjpGBAcp3XgVTkxaPG009OawnVT9WRTIxCiusLAJ/DheaaMKeXNsE8gZfBPV3qaJJWmTtT/6nKA+kgl+q77MTdXGFyYE06SyNw8FYDjXgnYV7alkZto0O4KWrI1XJ2jdrPO9/wG0Ctx/kBaBSGnSq5i7BWzGVa+9DLBFIFOcypcGN7PMElTXTCAn5+bJzE0ESuVGzkuURQVzTpdo7M4KwnJG2PrmMsvZj3j/vIdEzxRFDeOJeA9WiiQqxA2FIP4VaZ+iX3kM09Jvvew8nLCZDM/JmJYxNQW80a9qbV1proQu5HnTBB/x73Ie58s+j57w/Q1QwnsUkQmjF+aMDPsha7Ep2sbohebgdzKeymRsKetj0TousuFwKKurq7K9vS03bu7Kjd1d2dmBQ+y2jFbWpD8capQOnbFqTaV+QEVhrZZFnhaq2gDts1Q4r6+7hVycHKuvyd7eU3n29Kmcn59pDR29v9lYZqhSXNWiyS3ncKg3hMRseERNvXnYpmyLpWZN1Hyhqf7DlYpEYjn6p2ZF4jF1vpQaeESnXbYY4ZOuHe265RufLnSzcm75xkyQakLCHTB7zuq4wzTPZoBqoqAKwJCmrRgpVLBPatqCycyZsrqcfWBVWMgtOdJ6Be18I02Ty8ItuSEg3KQTQ+zTuRxH6W36vTpQziDneTbiap4l0FGVSriEmuZ4Lvv+u9EsD0s2CbMVTs1N+0qrgI9spSYsVDPxVVo7wxR93q6ixTY16mVjHH1D7Gq5D4H1KM6fE6PZRs0+5SKAaVMMfcpmQJYhyebr9mYA2/x0AjPF8YCypwDJ/UlSWawI4Ct57sxPHULcbA7GAiNcfhsuQKDWGFm2JK2Lz2yvC9ly4TOkXxkgazB64b9XdvM1LSjzNdXzbAN9zc/kxWJQ2Aw0hoemExEblWm8pNnnFPqaot42hrTZemZY25S4oXOgRevpbG5tycbGhgKTGzdvys6NHXWGXVldkz6ywmqhv5YdkP1snQuRusuAxbmfWo8wZkbZmamMT0/k2ePH8uTJQzk42FdwgsXKSJHJxNkHNyHk5kLSB4UjF6nxpeDEWQIeS3BShAH7Kq9ZkxqYkPGKZqDYjyKyJWlvIeGbg6Ra6EZw04sLJdiD0xNwkzmNQCU4smrU6XMWYfPhZNFCghmyQZoXp16kMZcKTUSMdCrmczNJGU0etc9B0v4CULlaK0VcAjYp0oU5ZLgpUFOuVNZG1uLLLpt9ueJzXMagfL+0Yl5WOUtinajLTE1xPGpfrWWtbXNY9H0043yYLbMcGVpE7bmQcVVIb8pBkkxD4Tv9T/mbDOCyX1p7o+9gJWdb6uAUgKhlY1c5od28ZN4XuB0Ld8GmXNwnGNZ2L6l5vpOs0KbL2JgTnPimFypct5zR7z2lJl06F0rH7JJByXPUvvPj05zlceFszzHvvq8BSmeBFqX/BapWu5wJV9V1nYpHAbTkbEkmwBNngcqPJgW84AwLk86t27dlC3lNbtyQ7Z0bmtsEETrKnChoqHmcy1rQdDmhgeKdmkOvs9aDTRyZZ0Xm07GcHx/K3tPHmtdkb/+pXFycJTAyUwBgmkXeaONkySsysiWFdt9S5yNulnHSkzlp1PZw514CB2zeFqptm7j+rpdNOprsrYr+SSyEX7cBcOJotvTPbrl9QeRjYN6wz+CPlBihbs+CexyYaHI1zKtO3ohwP+metEhkV5k263dZMC6Bk/CefIqq0N96U1ItrzL70PRj8yM+E9pBrjL/iLYA9iD0STf7mKeSD5xXZg5dytAsug7/wtxUgEKmoQIoDjq/H1sjui2FhgOguF/UleRzKfytaOdlACUrBE2Qktc/5qWydh8SQKmBUcECVuwhC09Gv4x4HhQFxXLPbFGQqb6p5vOTQTG5sbjZXE11xdJ9ewIyRyPJJJuMmDXbYYkIte+9JT4bEbdnWNPeM9vE0lVnl5jdJLEjZQ+LatIpOaADmTZfrBQUsBjIxn+DYcpzqBqVurBkS4mFZef/yAIUm3ABoEip3WGSIw29OizyGObzSBq4aeFT32Ri4jFsMqPRULa2NuXWrVty99492drZ1fT1cIgdrqxKV51AI9X+PC3Yd5O/iXt9u1lHWRRLlKHHz8ZnVoH40UNNWb9/sCfn56fKlkRba63FZYclLmy3ZtYOsMFs0rQr59/kZ5CzunITTS9nAnQDRzp3+Puw2nMwB6Gl9O1wDE7Vgkv7azR5xJaYjfBx6kOg1Al8aiBD3DbVucFcGqYjxbHR+eHRVVbN2hiTDGgyOMFmFPsX/yZgtCBSFyYBoNT+B7XmW5uwbBfMNn/9TfKjaRGgBSvtXJ0qXrjPkH2XZi6vF6TPUEPYAf4/CEBxx1oyXwAovl4p6xf5znxY7TtLzAQzWxpkPhcHkwVF3tboFBudY6GczMy8uKRxzmPK2+9LEyDZNszxmZ63fIZcHzESqrmZFNSANs1g60yoyi5cv+V8ie3z/jRGL63POD7tAIUfGBO3nEEhWenEenkvyURT9s3MTYvCZm0M7RTtE0pXeDCLLNyUY4TPFTbveTLflreRdQ1TNuzvZhbjy9izNrCBZnPv8k2u7bxxD3rejfL7GqAkO2VwjktTDCHDWuvEAIqhTwcEToHp/NEFNJExzCEQvMlk0dVQ4Rs3duT27dty++49ufvSK8qa9PoDdYRFoT9jOFrK5V7SGhMf152VhQITqHBfhfHpkRw8eyKPHj+SRw8faB0dzW2CEOLgw2KLNWx2mu2WGx3p/FyBOGmtHkZcg5NaC8rDnzfQGPJL3wiADTjrMskdGpxnwUjhncKLm7ye0xOR6XcQPuO5TGSS+lGPWwQQbHVl5Phk2lkgK6YI7aUjPR05ZUowHgnwwYl6opu0ghP/HufHvQCYxOikdN7q2vmVI6uY2yFvMHlM2xjC5vlCTphe36OgmpRyvPcE9Dw7K5gMzfNike06TwDAxiG0W8GJHkCKfDlIsdMnBxaZzlAFfGK2caM5izX7HUYPjfn84VwvauVtGmb93O0z1a0WZAJO84CVuquQVjumRTNNVYoBCLw2T+105YnsSL/bKbI2bkqFA5QECOwEZCNr8KLlLTyHj34GALSAVckMyoJnoMdgAvr8rUPXk+9I7v/l5kDnKmmzXNAKiJLMSU0Ap/dcrIEF5+OcaJP34Zhapi5tHd5PvL3SJyWzJu2gbRFIWfTvfB+X11Bqjpd1Ov/t0Y0vAkCphXfaoN1xczqxvzV1BRcL6+ZgA1SBPJUJAMp04rHe85TjZHd3V27fuSt37r0ku7fuyMb2rmaMtTo6LjBUewjmnTTLLxd+jBAJ01iFfwfhtkTdnblMEfp8ciIHe0i89kCePHkiR0eHKvDVeNVZDCTipmfHRBYp5x2pgUkbGKgndVP4ZKYCYwvgQYCCc7fV0cnOyrlCcUzZHfOq1NeoTVFo0d8lgpNW1iWEHsNJ1rDrNC1EnUMOUGieuhhfyFSjoyxSiS+wJuxzHrsSDNXj6mJT37lp0B+HdVXq39QCLT9Tc3TF3O120Rcr+khWkUX0CEYISPXfbtay11wmeHZgEh2w537kY6wzl8zxZBqzsQPzUpg1q/9+R1tg/7hRXb6xXa3FzZxKU3HpxrM3hgRRbjBxarRbvQ+7D0EjoiSZA3LRv7yRzMLcaYa/UoHF4TrfPMmYiTIzuXId8r4IYslEKgCq6v7E31BGxM2N89q+iwzK4k07r512E0Q+bzOcta3V7GnqQsyrUkDACswW5wnAbsllr8SgVPvYBwIoUv9u2biWrWSrFjRiyaWsF4FRO+iK/4av5wsDUNooe9tcTPjqxhsmuW2Oxh5w06GWqOBARCN1bt66JS+//IrcvH1XtndvycrGpnSGI2VctMhfSgL2/OxJau6xTdYEZh09m3KkXfU1OTs+kv2nT+Tg4ECOj481t8np6WkrCi0nYFNIZJstNiDL/9Lme7JorMtz+d9Bw1OgE+rMRF8TbOIEH/TbYFvk3NrGjqShq/paMDkB4Oh31X00AVhOREZTh1UaNvNG9DPRgoa9jvQDE2QRFtk85T1sApKGPT4bevKG4+aliu1IYKpVmHEz6sps3pXJxJ61gZLyGdNkA/BR+Bs5gDEQhufm2jafA6Pd3G/kKg3nHY+RV+hc79E2teWsy3eu5QgnmgM/LIDSys5c0hSgYC3AdNOSgK1umfHgPM9+KYmGx2ea0LFdc7breIoCgBR9JgQozerPsU9d3h/8svC/ZFIMG3EBlqpEjCEENp+2bcPL90owlxaV76alQmRjsbxlVkF/0rUIID2Hm3RNmaGLKg7KZq5Fa/dKDIqbWq8GUDLDtPhYad1umsqjna++ds3WxRFiNNm8fvfxyykj0i+0Rfl8mVKLlpJRftQBSnxgKeTVKw2bUM1ZIdBsg+wplR03HWURnDnZXN/Q/CZ3XnpZ7r0Mk86ODFCBeIDw4Z7M6Wil+VUgDOL2d7l2EI/1ouHmb6LCwjYsdcIcn8vx/r5mgn2qjMmRRumcnZkzrN17E8HrlGyJ46cGDCdgdQSeQLNtCR1eQDcuEjx1cT4rC3CR+mh+PCN9xzFkVah1Ebig5bDekibke9OvplmXpmBxPDrGQGX+XN/pf+R0O3XWyCwpgNUXoqHAAHVlNBxJb5BNOVrwr3ysxXjr9dLY8QkFxoQJ98LzAjCiQKUTaTN6h/fKRHX2wvwfy1hNNWbizOUDAErUPDWB6QbHlDpRMWaeCVc/cxOcmXoui5jILQMrN2nNs6nuDxyk+DXV4Zfz6MM5sZtLCeIWA3yadNK/C3NL4vrafpzmOuYgnr0CHM6BmlFYoDBRoTAfFZuDPTcFab4k3+jzhh3MV5oHB/+AiQ8bOX1q3PekAizpu8Z9VyaeejQRIcPaD8Xn/rsGWLiqiYdcHUzpC0xxDEoI1Eo6t+MWM2OVprH2wbb/JL7rqgyKfbDoQNEAijbzXsGau7GuMDvWymv7JRYxH0mRDse1gfKr/K1m3hcCoMBMkMlQFchmrgA171qhH6ce9L2e+UUoc3JhGrHbf1DYb3NjU+7cvquvm/dels2dXa2nkwoDNrzjaxq1Bihhctdd9y+gmaSSgco8z+Ti9FQOnz2VJ48fybNnz+Tk5FiL/NnGz6RmDsyKqZfT0ZkArpklQ6+6+bq/QZt23z7Ui805yUwUnEbr6J7Yj/g3czykEQzniy3V72Hq+dohtwYglSklD5QtNewjmC+67HzB6xxChJeCOAMmACg6P4bGmAyRIbgrmVFxu3sERxFIJY3HBX6io8loMcESI1ms85lFomkmaLeGedKT1v+jLrZVgJ4kfxI84xj1lBgpRiO15V4JTEsqLRBDzZ9nW1cnW4aB4jxu4tFh/4MFKXFcv1MMyiIGMgFp3Xwd0Ht/LNYwHtw2Lm4S6vaUIdNzaLSLJUK0+WSg9SoAJaUwaICUDH7YZ15blTHLGKl5gCKDUaZ+zzIEAGrayRmG7BjKGR2Atl6qo3bXC3zm+R7uqVrr6vy6dC75mHp3mbqfIEyDEPh3YmyiOcqvlZSPxQCrHO8UxHt1gGLUUfsx8wUmJWKqdK6SYcqnr38c96i6cG3sA0OYQ62ntMdEpS/QAdVa4GdokD0vBEDBBjNRgWugRM0WqhnTaVSNrWbn7brT3xgavJkfIDyxCKEV7+zsyK1bt+Xu3ZdlZ+emrG9uywD1dNxfJefqqB/6ghYF8KK5TO05ORLO5fz0RB49eCBPHz+Sg33kNjkt6s8UQjAt3ACYioljn+Yif3NNRpc2nYzv0++K7i1gTeKCaku4RrNHDC+OjWyK+SfYvUUWJJqH8nB6zhRS3J1Qh8eRWtpAsTE6zY1vs2whdWwOvOYUijlgwmSCDWNiydYsZDubp2jOYZ9JnVLLUODoY5mfkfe/BUwlDdWjeAqgGHLT6Ll0bptvDJ0GdS7qc7V7wfdkxzTrLdZENHeGyK7yeQW/HXVkzcCknA80kbAq8OUCmmAHY6Pj4+fMwPEPkEUJ10zO4ct/kJ9DvN+Ga0fTHFJ86wwCDCOa+JlaRbGOmVogL+XydOZ0qnPUmZPSxGPH0P+kqTHnvpgZyMw7ZHCmHbAhcZ0T7Nj5qdzhM/VxmjFKiKbRdiffOQ4MzrOl/Ah1r3yD5SnS/XSYN6aUe2QZ8pq5fD4aKAmMO4uoeyAPrTGZQWHxxWJfznOjMp00ZSc7ave4LAIrytlF99HhuIXAkDQY8zYwU2bfXcyYxHuqPvfEdRg7CyCwC1LOWvQfHb/LemM5AWOzPU898e9rgAJw0sNGA5MFtbSYZtxDP/FwQG1bNAm1SXP8WlldlVs3b8nLL70i21so9ndTVtY3pD8aWb0UJlfiReMGHUY/YWWGdhUAJaboJMbxap6+GBHmfLD/TAv8PXn0SM5OT2UyNufS6M9gp7O/VRixT6kfdj4Lk2OETkdmk7myAZq8bcIkdDniJt0Hz91iNqkbGRNlghy8Fb9RR9gcSpo0OHyH21ITBOrVeORNH8kFMuiJ9suk7VRmnTb2JFZL5sKKdmNjBzLbY2PQlTHT2TtN33cGaIDQ4V6/2HCjZmSbPjNVRoq7CVDdqOdhwPzSF3nMkeJ/G/NgjAclqw0nEg1anh+abAC81RlVTXcWbMOwcbIwNF9x3Nlfy3jLsGKbc82NIIToB0ZrWcvgeGLp/FPG0fz+nW80y0orCFzU8nOl303pABrPn/1Dquvq2qDfiDlXF4S5m3fTfuashgHGtg0ks3AlYxGcrBvLNffPnKgBOtyh2mWIAlUyfXofGVSYY6wVtiRYwb/TBu/+NLzjbJJyEB7MUQQ2EYyUTEnIMxYBCP5IztnRjGGguf2R8yKmqHBzTRXhFZyQ5cQHVogimmX0tWCaxEo49WZcVmJAhGB6ErlvBSCqQFCar53E/BSmneoZp3pHXt4Fd8F7tgOa7EnztqpPOEwAoIgMY7Zp/07letpjYjReKwnUUKQ/+gBlOpfuxDYbK8xmfidphDx5FTZlFeBa18VQfbffldW1dblz+4689NIrcuvWHRkMRjJcWZH+YKhhxOpdr5pqLsIGUENNOSNkb1xUCZBUYCUJZAcPyDkxm8v44lwOD/blvXe+Ke+9+66CkzS1/BrRDyGxJsyQq0WigiblWg3DOG1TJd3PjSGwLcG8E9kiRtVE9BNNAPQz6fVz1eGsAVifTUM34ZiGSZ+Tp2F2LK5+Q2NLKx8BRpsDbF2LJyH6AE7jM4FwgJCN7AEBEO4DlavNHJgBTxGqrOdmLRrLT4PoHrTITFSzYcFmxqnQtOHWAJQbZDabOfBQUILvMH+wDlCmYSIX5xcKQi0Boec2cR8W3qs5/9JBlv3kOJIhMSCT30sm68qmkcRS+JxzEwE3ZnvOH66ppW7lZk4Bu9whPHWfOYE8sRxaBgBNOrwDJiLJhbwJA/DZ39lvo+gjXe1981YQ4HmQkhedj1srw+/3llmVdv8xHGPJ4rrSH1jEjm5njOwhoEjgJIAKlTFQImbSA6hnkkA651bsavQ94cuKZNp5lVFIZqXInrj8wqYeNr34qEpw0z4oTG9iio32KCkVjceecE/JjAAEpbpubU/NH4jN57CI0vzIxRyxULMy6XODqSQq9dJ+TXO952Tx8SzQZz2XaDr08xnQy/lv6laA3wWYIc0cLVxbHpSBfr7taCbK87W+/guS6h6F/rqdWDeHiakyc8GNaBIyxyJXxPrahty+fUeZk93dWzJaXZd+fyCDIah8TyAGgBLDE3WemcYdEw2nFijbzKCEZDkJzKqNQSYXY7k4O5f9/X159vSJPHvyRCYXF0mIE2xZrYnlvg5ZU7PFYg6xpu0bgMPUQeZWpMovgQaZitppNdbZMbt5rixcsiwmXOuNrAYR8T3buJt9wQSOOUUiQElJ4aoxqBO4ZVbAJIgCEDiQji3ZmD0io58tDHou/eGolZkx7dko32h3rTe5TF3TZ8A12zBns8ANIdL6gQnkIuJGTU45IZx9bgkIQUhYaQaYLj0MWk2XBrYymMxhtWQzmHG4qTBlEJNBzYcJHsrN1pxVOSe+UyDFN0hVNBwck1VaBlAKk2EOnzSBv+BKYZOl+bb1xLlrFr1FRj4UfZsBJLiSdekdJiXGHGAjOGr2xdkGRHrp9aj0BLCQxszyqWR2FGPXlWkXDuO5YGX+bcnqZFlla2EGwE/fmeT/Ef2grO9dDZemLCsHt2F21jo6baNMfxdnTtr26Jb5Xz7H9rT79TlKfQjA0q+tiWqrPaB4bouZhGzC6dhb/lHg0pq3Q7aYbJHNhUW9j/Jr8TGLWJgSMFdeQGS1W073PPrI9zdAmVq1Xtsw3bsaX/jMNqXHKGsDMSKD/lA2trbl7p17cu/eS+oQu7q6Lt0equ/2pNdHwq2+qv0BCGebdSOLZ1g0ZFlcEOdXhvsq8sYTOT85lr1nz+To8FgBysHBnhwfnyQnWLuUbRT0eeCG3gjLZV2cULwvhfpqfhf7Pm760aeF9xDr6fCYWIwvAoF4PISMpoCuxiTWb4gAIvpuYEy4YdJXZYBMrH1QyFHLujxxWTx3BChaeymUMDBWzfxcyALBCbbbkq7fNjT6wHjmypSpscqr4Q63NkdoViqdFshSkNWi+aAM5c0VhNUUpRE4eI7uxKuOvPAncrASnjeOU8hDUEbHNQ+7Z8I1NeO0SA99xqRsHSR9mOCBa0iBd0gQ+J1scb5FIGz3tuR3LRtid74kJNi19dL0sqxfdhUzowTFm6x+Eh3BPNpKF/h1g3Np7DOBEP5GygX1o8JrZgpYYplCOYW8hrJp1dY8mUzzZUEjQxqBRmRgMmDPlcij8pGAvJso6GPDp2DnL8/H3zJMeOFz90zc8wUVhRc8mXQP9FNc1BaZKa2fjLjxY2huDqptBhTt/Z+TvedxMaR3wW/yt8udc8mwLz5bvEc9ewmLYmbf4GZQ/DadIJ8fvnEvBEBRdkDrNthAW+hdnthoZurA4PVlNOxqwb87d++5Wee2rK9vWPbNrgGUTpfZYQNlF1uLc13aiHSTrtFyBiiqzE8mcnZ0qKHDDx4gG+yx5onQCB3Ps1E2JjmyDaX2zUhRAckk4BtViNzgcewrtWncJnwskvnEJU40JeniDrWLCEyimSXTe+3C2UDbgiWQzGdhHFsSrtWRQBHsoBFUxWMs1wcSkbkfR6q3ZL4aOAa/s/T0A3P6iv48SRMJQsEZOoCA2JfIsiWTBqnaCFA8fNf64cUcl9RBspBw+Ji4eWZqn40vYNZhavoMSmNl18L0VJU0MFNnyQKStatNQh9mo8AygeupAL7TAMX/m8Hk4oikqGwWmzTD6S8BHiWLsFxbjCbZ1E/6VPg6jT4eMJEsuqa5eoBNYGSPn7sCGHocnFyZ/4PBLWT8CHZcBqYx8GPUTEOA4mKSY0S/OkbGMIQ6gY7e1HwCCwaFx+X7iKwN2ZkMcEqAYqaiJQAFL2dtrtoaLM0iU239u6CQFYnpvABiPq5eedW1kzI0tw+xDv18l7V8TAUmWltVLmPhObMsTKspzKfW34QfJxCXbmf2YgAUbDRKHbqN17JpelSHO4ravIKzY092tre1ng7S1iPXyerqmvQASNQ2askBSEleKmAb1L7/HY90bpBCcTYeywlymzx6JA8fPtQQYgCTesbW59bEcJX/B4ECN++CNQnMQNzc40ao33VzQb5awyzu2fujjAmKnsGZ1VPZa1+89kfMQMnf5Q28PJ++QnQJfpHvp2RBarBDkEWnsZpRyiGy7j+g9lP7juHBGr0VUu6bMC79aIr+4xULnTnYqAETwQGZND2uYFA8DN4dlsnsRFBCZ9YMOGcyHXtoNCLRLsxvBu/G1Cwu8BifZwQotUmMczsCrzgWH2ZrjOulTEZzPX6QCKA4Fy1rdPM69eqvNymmk2/8NkS/xA0ta5AL7i2sFXv356cmWfM/gN8G5BdMJIvOka/dTMwVTS22p1jOpbzZeP0cr6lDFtqAiQOIcC462vK3zVwn/pvgr9OWrygBlG4EVNaPQjlxh14ka7Yah6VytnBMkpLlylehcy42uRT30QJs0jXTW7Vp+/NMP62vhw4sAkz0FK72gHlUhK/QruaAvtg/pTxP6kn1nUvBIODi2SIwievVnPBfEIACB01Xa5JTILUJS8nc09fGxqa8+uqrcufuXbl567aMRiu+KVMsxQJr7QLI/oiuJpUw4H/1DywInKsnc2TTPD6Wo4MDBSdIVX94eJgSlvFcbcJ6mX0+go2Yt4L9qsEJHf6SiQZj07YANdw0+yngWBb2K86X6rnku29jOmICqxTq6tEp1GQLp9SOAZV4jkVCg59Hx10zdZhpRBkUDbvN941MwQyF5m/1PkNGypp5SBq372DZJ67KBRBBSzSZxMRnXhk45RlxQJLBg/fb09DTpKMABWHQem9zGeNZJ2Wbxl3PC+TsC4Ga9SlH8mRQY73OfS/nV7Qz10AxHvM8huWCZbrsd5FGDq3Nh6b1Wnw+7ugc9csocI08cLNuo7eVT0fjPTqow1E219lZ6LAS+qcasj+f8IUzDzNlOzTk3Z3h/UrFGNkbq1tHgGAOrr2QhM09NPLPGRUTzo0/VRnxCurGtqCPJhcymDEQZf4qDuL8/tH3RP3XtYX8MzAqDGE2tkSUye73aV5yL3eFzpMCHMahLZ9DAFvJud4yiKcxD+/R1Baf7aLnvej7mm2BWIHJTYmKUI5E+xT6UKwrPvtKtnXxbmWel86nOCmWs3c2D+z6l58r97Fahynkql2Zaf3sRQEorClCIcax0ORDvb4M+iPp9wayubmt/ib37t2V9fVN6ffhDIlbNzshgY0GZ+lqzfZCNMMbKd1QSfm7Myg1gowW3awBP4Lzc81t8ujhw5CqPptRUsbbhjkpbDyuGUW2w0wATXNOzTyYI2ZOp263Y1pKzZjUmxB/Q4ASr5kWW8UQ8D2aCfLf5hMUr0sKO12DaWEqc1O7A2vJHEUGyeaH+QbhuTGfCUw66A/ZFBuPaCLKtGbBRPA5wOwVhV0BVsJv/O9JFfUUzSwGTJwtYW0i9xuiyVmrMNA5doZ09gArluIrMzmM2MnmHrA0LOOQWatsVqlB8SLqtU1w835TNeLvkJmG7AA19tzXK0ThhLmI0YqCv2ZKYNrz8kVtZ4qcdToHWnQsjccx8d5lGq89E4tALO+ZDvoAYx3p4BD62TVAUT1mmudVN8dkim0kFwsQJf2Rv1cTBYhShuiGuk5aEsQjfXi9ppNs/iyPQ1klmSxwTzfyHATQU4f0adrEEf2UKjQX+Uea/jb1v3n/vV6Zur6UcyQtLmHyav+2ah7weRaMrpu3rSBoLDZYJrdra/NUad0cB1SOXdFU1VbDKN6H3av1IYmwznKzVWEfqEDeIkXlqozPRxOgsIqrLyAzNSASZSij4YqacABOXnnldbl546ZuTj2l9LEZeR4SZ03oYBonYfRHiAiSG3uc0PaAXRuaTVVrwSZyenIoTx4+lHfffVf2D/ZlfGG+D1xcnITZzlc5Orm/SKRY9Run/+uMpjVrkhgI2qODox3P0cZSoFmCu+xrwhT2tS8KnGSTXb/t5Y67+tIcHLlfZls3Z1vkHbEw7pjsLI9/DZ7ICHEM+J4BlD2ZYX8gK6MVBSa4XgR0ChCT2YxCTHvcci95vkWAEgEjQYme0x1BLe+Is1dxLBqvyKr4XkBwMrWcJxnYsBp1yR5xDCLzE52cCYTrVwSMtaCuhX+xBi+p4fTttMgGxPPHPl/WIrO1rGm+nOfQ7CKVv2x8rtBBk13BTECazqWBauCWVjEArHS9UmZk64BR7+bk6SadMARtGn/ZL7smMsFqiGyinrLGTPBoPiNNNoF7aRtwyOSSbZQA3/aZRwpNguKkYIcsV2SHy3uIIKkGKFgzMUMuFBIrG5CfI8PKFz3vpJC5/I/30yq7CzNI+eyyj8rl86bj7JUqzW4Ov7zVELw8H8fV9pXq87brq3+ipejgfT3Puo/3+Tz+QN/XAAUtLxCjCocAJ6NVWVlZlZ2dXXn11dfltuc4ganHaE+L7khrzh9UcHE07AjP70DTxudnUfV+HLMicqMBtX5+JkcH+/Lo0fvqEItif2VG1bxgOYnZElhI1G2m4+LmU7MmBWNSmUfUwa3FRFNH6Oi5PPtuXXU4OpYO+rn4n9K+DFENWjXPGzcUgpPs04LcCgaEagSeWKmQK6BxvpDCnb9hv7Wv3YGsrozU1wj/ZmXlcg55dJUCwZwd0WGKgQ6fFbpRpO/TA/M3Vj/OidusYCVZo+xrkgFbjpRiuDDBVQQm0wnO3zUGSpMTeibcKi9NwZa0+MfU/ifJ5OaRVG2266yxpwmZo5aSuUg+9GaXzaYBdovgNDvgXXaibJKz1UoTR4486zBxnV3gap1zBabOy/O8LRlWnLy1fjHxmfVVN3BXwmh2TZs+14iik7DR8G/d1HIepnrzbvjUePQK5/xUFZDykFQiVc9j4chkpkoTk5vO6rpDBJ6zYArhuVWJCvmQFKA4UxtytkChMRlkX0TAwvlK59pez5LkMVldr4fr9a0PlPlJbF0CZqvyHPqLCFC0z3Rq5fpzgJGYLJoO200sZHWsuRktJai7pCV5uRyg0Ky3kEEqLBOeKPIK8KhWdBe9f+QBijlTwcnTMn5aYbpVWVtdl+3tHXn55dfkpZdeltFwNUsp91RnUzGV0H4IeI8ahy8S+zeoV6vqau820bCRTKC9XpzJ2emJPHvyWNPVI7/JGaq5KjJv2i/jJE50YGHvyxp69FmICyImSWvbsOvQPgr4qP3z2Cj4WPEWSe4IjGiG0TBgOtaGlPVtmm3U5nUEmUK7bzbupIWknCCeDC8I2phyvIxGCTVmQsQShRGicwBakf+EAKuOfPLJ5HR6qPlT/C9HuejGmJ3t0z3q+GufEAI8SbWhJjo+GaBkcEV/E0boWI0kOMXqpu/CGwnZML/AzNFXhWBEnxOZKU+eRe2sBiTxs/pvPSf9UoqIgwjQK8ESn+sVBPvzNivM6XkxmNyJyeQ0Te4VkioQ6BNQpHWd+In8Pru6jZybrLGfl7A55W5TXDdGymTQZOYQ/doWQqLgLWGaP4/kzxGej5pkSF0UnQgbkG/cqOtThU0TYOg8mnUslQPzqIShZvoyBWghfUHUkhcxGvGYJJ/cwpq1+QgWvBxFihxiXhXkY/EyGQH05DH1PaKH52PyICq03e64hW0pqaYsM0umoWZ3syxlAWOiafyfmbszA0RlKCqiC6aKNmN3F23uWXHIYDfM72VmpJhaLVgM/Mv2fF/p8Pyw4r5VX/MDMYsfBYACYILibciboRvRcCirK+ty48ZNuXv3niZiG6ozrON9r0+Qmhvf2hzOMjZJalumN41r9w1jJnOl4WdydnYqpyfHcrC/Jw/ff18O9/fk9OREf5ORPrtAlO9yltV11Xm1Si+uG1z0rcjF+BZRhLWWtIiOb1KvDk7cXKCp011jgA9HXX3Y/FusEFwMGS37nz9nLgSLBIihyu5MWlATZavZgtLJtA2QgYGYyvnsvLhXO082syUHa8sgUuTHSMDE2RO9XyZhCvOHFLEV6IPZiayJ1cTR3COB3SA4UUaJx+HfRVSPmXEMoOTU9REMJlBU1S+ir0ldxykCkjbAUkz+pFmSWWy2DFC+/co69Tw2/zI3tVYmHhuMK0QAEfzCn6Ll0MiCqU9ni4mrrUVQnxjPJcfW36e1FnwWmmaC8njTwtv9LgoGNSVfq6+ZN8AY/dXWyHhMXR5ldscaCA+CADybFFLsF+q6zKCsW9RXMxGTSYhggWYF29RxaSVZXIQnUD+hn00ZacUNU81bcDLndeyMaTxoskdAhbHCpKhKGZpltvk/JYW2AhW2jvi5KxqRyQ7mrcyI8DkZI5ifr4S+8uZLB+foImIEmh8TQC0xRgFDMyrJNgMVa2SsI2AplblSyW4BKFV4fT3HrmoW+r4HKIPRUKsQo9gfTDqrK6tyY+emvPra67K9fUMnHP1NtDUWflMgc3JmOtn/wRo75hRitkAsQmcQkJ5+79lTefrkseztPZPjgwPdNOIky618kGpCCUXzVCAH04qFo9J3JQq3zJok6jqYOJJwrrTpNkERAQXOB1MI8rPgeFYltnwh5qRbmBLgglhPQiYHqxxwrY6H1wCpwWIFbvib2P/oFBxZBLQ6lFHH0jf00imYm7Y5Rqq5z6le+CLUM4QJ+dU5NTmTUtLjKAMDABHG1GD8AD6yWYt9V31KBas79GokDn1eKvOc4mAAEEQiZT+lmhWJYDKORz2WNXis/1btUzXAvACSFhtYrPiMfc/MpESb8Km0xEXNAJ8/b3ahRSimfvC7RVQ256H+yP8VdhPfivKDLv+4UrtsTFv7FTbR2r9Gf1+zMZFBcXNk7GvKG5LAQGBm0oZTgukEZlh8smUMyUAof5WIKPfd84ypCkaw/tUMF7K/skq3zfhQe6pFKUqAwpek53yJn9O/0NU6K2CniAURRYExcYd7uwZNPNGBtwmUeAzMpqZA8XrmF2cWpBA5yBGj7CzEV3aoN8XDK3jrKSj3SlNNE5BGB+h5YOsiSMnH5Qy4gSHUPhPw8DrhHlJ+sLzfpXo+LDQY79ZTXSSyhtdqmTlZp6+UVf/vC1PNGJWG4b+A9PQAJDe2d2R7e1e2t26ok2xpM1smIYOE9YdqqDE6nKk6a2f0LJ/qizCdKEuC0OFHjx8qSAFYweSMHueFgK18AtqK4+FzgoTxGOHIBhRyKG5mOjgh682Z14hgIo1dtUhpQrKCirbZoYExATBhWC7PF++lMAnwfj1jZfycfdfQxZbfa62JsKIi+8IxohNsZE1i4rhoG06ALkWA2HOLz91s7RbfaHtYmRY7gSNdWKwhFFi1kEIe606TqClAmchEfUjYd++3OvZa9WOAGWM9KpOYn5uAxfK5uN9L5SDKSsd1jaHYahAamYeS3s/aFLUmanVtG7E9ZwIAWd4KXaA+OGttNh+uHkaM1ub9YXfi9+1avllLmFCxpaoqSYrLbqUFQC87xj/gD+xd8wexPsxyUKN9d/CYWL+iAXAHBiPlJIphyc4YOgWh754JgbRE2313yV4wH0piOgKDJF2ZwU8kVvjW5GiLgV/BoIRstjYWLguLhJHmp6JcuAMtsiaQRgQp5qxLnxi7N8t6GxPW0WfRAINCCPcdgz8NGRmro2oOwMnyg8eg/qLzqhggZBfLYUSWMifuVFcel9PV5EhTg0xZfO/4eDdmbXhmuA/DFSH4IhNapkuFyCu7lex/kpV3Ag9TzsnE6BxQ8ZznFPEKr1VM4cCoNteCvBgABdo8clrs3tjVmjoWqYMcF0Mfuqs4rhXqXyVC7RGQwnaO3V6zqVycn6vzK8DJ48eP5QBROuOL6vz5gacrhsnLrKKRhudGA3DCkOR+n/V/8jniK9qhTdOg4ycFY1kvozR3GEgCODk7OysSmSH6pT+w7LpqgggJ4KJW0iZgayo3+n4kH48W/5eskZRp+/kefU3oD0NfFrQiSgc5hHs5NDv2LSN7hnKHaye/IHd8DU6kOcrIaOZJyr0CUIl5MZHz84mM3fRHB2P6wNT3tGhzyseCnWmLKmp3GOZvq4dRSJBFgIPH5X2labZrO8dS1iBoUMWcrOZK+r42sy04PvyrqcWFcyKPhu3DWevL/41n8QwDzyFAl913a78p7EOo6VXOVdLqbWxHUIQKZ1GCMjIg4bOUin0ZQLEQV6gU3OBtHZORsRwoicVIrEc2u7Tfj41GPl9kDXLK/gwyDHikrLN1kULvnxUjxMvWPu9PC7+yX+p0a8oJQ7FnBcBxp1yk3PUzIwcN+80+cxx5PTrrxmeZTDZgfNwZWFNatAwLGQoyRJ10kJmNXKLHX6TrW5SXjVUEJ7UZylim/HsqIDQdwXydzFBU7vRkGWhFU7BGmC4xby777iMPUJCmHhE6d+7ck1u378jG+qY5iHUsx4m1qwxQBCdJf8y1KBN7Ys6x08lYzk5O5NnTp/IUr2dPNWU9aHv9bbhkacVomir4sOFoRqfDmM8DDxi+NihgWLAm6fxMSFf6mvB6PEY38EhLVn0BOEm1cJw1AUChSYcbpPa1ynlQZ1RtO64WxAzrTvcRTFS8hxg2G/0rcm6DMuW+nrvOj9G5ZME0/E2yKUd9f9wx1cjkTOdaTRwLccbY6fiNp3KuBSAncnZmydT0Prz/yElC35DCsbdNA3d2JPvczKoiey3+PtU9tW53LT5C7YeF75doQ5f9u/7OZ2bjWNuHHKS4eWAZTqAZROemVv5tAVp+YppMi8+r1rkKQAmb+FUFbzkXA3tTJ+haBvIq8HAZQMmbCjfHPBmy2cdZEPpS1L54QcXD6TSvClkUt/eQIc4mpmxSSlE8C++Hvhhl8rbF53PAk+6B2W8dWPB80wq0eD+6U1eUlBFhZE+Z2dbMO2C26MeWn00GJLy3EgDmXFgEwuX3NF8xdcXCZaI/cTTRzTRFzkpdrRk+2kx7ZGCerDf1XKv1FQcnZNhIjThjYmvRDd3cW+LJwnPN95v9KyPQXDR/P5IA5d69lzWMeGfnhkbuaLbAlG3pOZCbx/pbMzNOdEWyZG6WUOn8/FQOnz2TZ+pvYuHDYDoiU1E+sxIQ1GYKmj5gc+V3zDeCX5rfhznY8vdkBmLocDLpuA00tjqKh/4LUbMnGFpZWUnAhMcSuLCvDcCRKNLSWTUu3DgGMaKHDSwFfQTwJ80fdVI4+sMQOPG80S+D19V70A1nsZaan7KbVGDKCWYbmqD4P02mNjZgcn5xLicn5hh9dgZTHJiTsZyfT+X8DIxKzp/CxGLZbLI8j4DhAkb65Aig9PxiVtRIl1fPpXHSajNcynx8AIZg2TFpLFvYEdPyTaIuqgPcen4f184CYclN4SpRBaxLEyJem8fUJtsFzEN9f96VVtBlTN3yiKTLGBR+TraEm2Tj+LCJ0nmo9ThvCkocpBgIUKOHhz9ndkCL9oXzKyhIDETdT193gXkgE5vZiOhgS0aGBVzd3wSMRPC1ITuQHXb5WVCUZOb1hCyyJ4ETjfZxFiRUdsaaNtN6Zkxy8cLc53gPSYFyPxrmW2Hl6AIwN2dDZjDmmfWwkQiTNGMX+6fVAHATkzMonQg6zEzIvtJ8Q5MR5Sbf9TdTmqMMoKTQfl6czzM+WGddumbLKpicCN5eCIACs87u7k0ZDj3HyfOAktaWqX5yA/aGTelCjo8O5dnTx/Lk0WON1FHWpMpFwlbn7UisiaYpN3BCD/ZlwMWiZjwiJWzAaNHvIl2bs5b9qJK7RfNCvB6L5gGgsD4NWQtqENH/pdycchbfOMlrs84iE0uMLEF4rkbCeIgzG005MXlcNIelsUF+hK6HQnvm2/mk9Jspn3g242nUi4ft4pWfJ5OozRR8nJ1eqOnt5ORIjo7wOpbT0zNlUCDQYOZBFA/s8JFB4qsYuwV7EvOymJOsmZjoq5JAnv0jaYlR0/uwHDqf5/vLwEx0sl1sLjItcTHj4ZR0uBcqleW4pglZaJ2LGBQ09W9YgBNqgBC15WXnvBTgEZgtAauLgE3dv7TG3GcjbjrFcXwvTDwlkM/X9iKnKU0cU6/zPHonaWNNGyzmbL0ZcQNzpY+bO4+Lcg0+LSULYeYY3oOaQLx4YWaGaZrx3Dnal8yApGdWAXTrA4IeWPSwaYLKIAcRS5n1YX/qsGoqSDhfZGoWRV62zq9Om6nOQ80WAMq4PxR/h23B/JVKi0ErSPFgCPt9KY/rvlPBIEAuQq3DuTtXVGw+MED5N//m38hf/+t/XX7t135N7t+/L//8n/9z+RN/4k8UHfn5n/95+Yf/8B9qWvc/+kf/qPz9v//35VOf+lQ6BmaRP/fn/pz8y3/5L/Wh/Vf/1X8lf+tv/S3Z2Nh4rr5opM5wxZwryaFdye8kNNdo04s8Lxoe1nQuZyfHsr/3TN5//7689847MkkZVaeVE6FvzBqGaxtG9EGoqwvzpaDFmQJlMRAaHRZAYaoJOQf4GY+JjEUUTDEUty0ChhE6DCGOgCEuqng9XtOuUeZlqTfjBmuR+ozFUvYHRfAAUtQ+7KF/ACXqB+OObktzwnj9kJQLJJh8FrMVnorNc7HQP4jshTm+juXo8FSePNmX/f0jOT07U+bk5PRETk+tGvU8uCgBZMGbDvfATLkKHi7B0Ca8u0U0AHOcJIFDAeWqDIWDPokFhR4X3f+VWBA+rG+TaYm+PQv74zpfw2zVfmJ90xyJC69vNYzqtVQ36pKLTDxx/uuGFzJNP4/AbZyzJYPzwmNb/m49zrXntmMz8AvAZOn16ctGsxQ+m2t5nMiY5JOW14qp0jOwazsun8sUtypqJl0nm1esjk+ooBwDBWSiv2FNtoH6pnjSu66l0df7qbLRJiaIphFeOzFDboIKPjep7puudZP/yC8DqaLMuDM1eoz6vWTImf16shNvMVadcszo+9N6TJC5hpvLiK10DMvEBQZl0TxLMlxVtxL0pH5VLZp/4vFs2O++YwAFrMEP//APy3/33/138l/+l/9l4/u/9tf+mvztv/235X//3/93+cQnPiF/8S/+Rfm5n/s5+d3f/V3VztH+2//2v1Vw83/8H/+HCv4/9af+lPzpP/2n5Z/8k3/yXH3pdi2M2OxnKbdhsMdd5Swt2qyXx55NJnJyeCRPHj1Sk86zJ08014klicox7np0TCfvApaOrmayMROKZTIMkTgpUsNChVkvRoGL+2AYo1LaOnnNdO2A3KMvitVkMdam3tRxPIEJWROyKwRDTMzG89X5M5gHJT+TkjGJACVO7Bow5b5p1RTTQABM3JwT+1ADrFo7wXJK7A8c0hbUpeD489GnjUYd2tyMc34hh4fH8vTpoTx88ET2947k7OJMxzSZx6bmIMufW3I1c6C1arRG96I+VCxIuKiRymZ+E2ah5Xc2HnbeeLboe9QGTBYBxcvaVY9ra+W12xmUeIzBXS+AuczkQZaSmu7C69vBia1YdJz/hyHTDd6m6ov28ArVZWtAX28abef+dltyemyJMIoAha/LAEoyIxR9bQKruJ6K3/szYm4T3WQXgEBligEA03XihunnU2sGagV5hBEZFfVHmgmSxCrYxDqGHDNknAGthyMv2uBjX7KJKX4e867QpyVEBvWmZkZy0xDZ3N4cct8ASiYIneFWYLQAnHTC+Hrm2bZ5VYIUslTRHOXNzUFpTaYoouVzM2Vad4DOx1OfP7FULawm/gV5+R0DKP/pf/qf6qutoTN/82/+Tfmf/+f/Wf7z//w/18/+0T/6R3L37l35F//iX8h/89/8N/LlL39Z/vW//tfyK7/yK/ITP/ETeszf+Tt/R/6z/+w/k7/xN/6GvPzyy1fuiyE45jS0Gi4kRK8mUulFRF7XXpo74/xcjg8P5cnjx/Lo0SM52D+Q09OTpLXG9UVwotlVYbJBZMck5xLBJoa+wpckhgpHnw2G8cY07Wg6EUK8XsFUVNoJv48OmApyJsbe0JyDY2g+QqI7AAG0Oq9IG5pGS8DEk4vBPpmc58KYRECj53ANgX4yEWgwJJk1eWrzVWR1+De/awu91oRn7rcx6HqINJ95evpN50+9xnQmF+djZQAfP96Tx4+eyd7eiRwfnaujq1LJHSSuQ32fVX2+8EXJzwb99JBiJmFDlVt9XQ2gWF+q8etGLdOd/FqYsghQ0t/0c2gBMHWLGm0c1+cFKqVGR+q39HuwtROibooQzXZH2aTN+hpIW9kl/bsMCCRwsjhXYHGuNgAQ+xiPa/vd84znVRkUOyAoaQvOo31wM8nyc2alr2aWskzI5p2WCxJDaqmGMjql/XyICoomYwKFbOyyd9tnPXmdzwRLVQCFjiHVOA5O/tEUn4cnRuPUc72WQZlFwfoxNhQRQWYyMf+VycQLHoLFBVABQOmbsqXRhhpxyFwogel2U1UxDp020IRjSzNMPZ5tAFvBAYCUWxjy/CsL39LU15ijFeNVX6M2LZWXLveu76iJZ1l766235P3335ef/dmfTZ9tb2/LT/3UT8kv/dIvKUDB+87OTgInaDgeD/X//r//b/kv/ov/onFebPJ4scExFc3QuD/YZOJpT7jWvnhC8rWOC8TJWC5OT2X/2TM1RT15+kT2nlkFYghPm9CV5qDhbTkRmDlLemSHO5gmFB02U9L2AAqxSnFMya51aualk2Tc8NPdVaxGDVL4PTd0siaD3sCdP5ENNvu+cOKnz0M12biBpHEgacU6NS2p1Vv76QmN8Aiyc5kBCjT2X3+bQv0ABvs5WsCfvTraeti2Rd+Ykx5r6RSzQzU1vjzbq3TkYjKTw6NTefzoqbzz7vvy5DF8jc7V4RU/QmkF1iqiSQzs2KC/mgACkurJ/ExkbuyX3S/6Pr2S77ZGIjgbp8mikOtn0NcQyiQ0AeQCjcuokDrnTXwOnSsUBuT4miC2+dwAGov6XQvK+twBWPB7s3JkU4nmc6gYlTYWIAKUpUMa5+Ulh5FFWXZgnPOXgby2v1OXCtPIJe15wAlaStrWcqqUXt3vWG+hjLJo+43m2Gh0y3msSwBRjsTJNWVar+LngYMlQEDuaxwzZzSwBrSIorHLrFzUUXMKzTnslvkpZcYgbxdkAgwYlSnzKX9VZvvnClwAgDR1vpVh4LEgOWkymsKMNOlIp9eR3sRZz2lPBlPzKWRWcSaunM/sGpm1WQBS4ARsaL74vIis9GdLfpUZdC2l3rQ6LocPJzNSuH5+OmXV9jj/E2Ss5EPcH2uA810BKAAnaGBMYsO/+R3e79y5U3ai35fd3d10TN3+6l/9q/KX//JfbnxOgJI/wH9IJWcqMrdaoDCE0lLXz+AIe3igDrDIa7K/v69OkDDr6KZTIHr2IdtEs1kAgAqRMchg2gnApAQnuD7NKAQ3GpLqmww/bwi4CtXGTac24xAVQ/ATHMUomFR7JiQ8y0wJNnucw5LBMVwtC2nYik3TL3xx1KcjPAYkP6NPR6o/Y89Jn1+ohmobsBcpTJuKB9nF/A7sh7PKKbLFo3bNkS079zWevG/qE3eIBUBBgrVnB0fy/vuP5P79BwpOzs4BNjAmvVAcD/V1JnlT7XY1Hw8a88nY/bWzGpc13B9BK0xw+hoN1b5dPANlH3IdJ6TzLpiHFpBSg9ir9KtmABYdswjshB8vFVQMddTicCknzQJgwcgd/+UiJ9P80fJ7TOCkOnTRvV91zNK4BEDCZ3NlQb3A8XFh87D4y/pFVKZvgekoTuUfNAoK1udasvGkvisAWIiDiuMAppOm3mARrPSBshYObtlsk+9KLznhukmHCDQ9aHM2TUUZWfTQ/RmNuO5KX03w2ffLQEnONYUyAEWosrMPBPaoZwSGBXKgN+nJtD9NUZkm86fSm/UFdilk44332G1hdFRJ08KZgUGh/1QAK+bW6ueis773ieafzHqRrspoAzOIbAstdzVjEv/mdxFQMYKIY0elMybq/EhE8fyFv/AX5M//+T9fMCivvfZaQNcltWTj7AI8ApVoh06jjVo6Ezk9OpDjg0N58uSx+psAnJyenQaTiKX6jUxEskNqErMMTuDoiUld2B9DJWEUFcTxMGUM6W+iUSJlSG2+pyZlRsHHDSeG5NZ+JsqI9GFiMm2A5qRo0kngxE1UViMm1o3J52PKZt6/5swF6HA2JE5ehtfCZxThuWAbNEJGC35ifDzELxYNdP8DY0youfhjo8RJ9x78XJKd2UPpwJ6k/HoGmvgMjZmZyPnFRC4QeTOeysH+ibx3/7E8ePhY/U4AMDudKslbsP9qeYJgLos+OxRQRb0gT+zGkFKOZWIVXPhhTqyvrYXaR6CHbQziM9cxYJ4WsHsOfNvCuDlvuDm2sVrxuEXHExg1zr1o8RY27PaWliIzhDpQgSNm6+/4KCJTtIgNWtSvZf3gvxdsuJeCk4h1LgNtV9Aoa5BTnzHt+bUfwEJGJN1JNtu02QWCqYvPIvs/MHIv+Ji1XS+FFPvaY0Gdxj3mM5iCkX8TAwY4HnG9RIU0be50mi1Y1hy6m6KNlKnxhGQeIKNpJZJ8ncoEjq0JKNj56NRqIct85SrOKQ8MQqFnLuuSv50dm/aG/lRmiE5kRWiNTkIEYh5vrn1LedEEbDiY98k9oz7GnPQNkjHkeBEzovtANp4mv6GM9/O6s3DmPE8TuCJzUvipNE1Sf2AA5d69e/r+4MEDeemll9Ln+PeP/MiPpGMePnxY/A5CHOYU/r5ucBrFq9FYA5B6dho0f0AFm8IQi5Qiz4QgWJODPXnnW9/UMOK9/T05OjpMuU2MjrP8KmZm8arEOupuhvBifuMJfBRgnjF7pPkJhDwlmvDMNrVkvqG/AfM5VJE4+p3fV21WqZmT2rTD83HT5HsEN2zpeGTdZKG6BADsGE4waiFGlmAxe42aUGA2aexA8rooWVAwrXJjTxQU9aRDGtXrg+SEQCU9GM+tNRv933RuT2Om+UwsDTaBSeGYCx+h8YWcnp0rS3J8ci4PHjyVZ0+P5PDwVC4urC4HBBDHCQIkApTcJ6+HpGONJHf5NzTz6XUBQuE8C7NfR2QwHMhgCGbEgGwfDtJDm+vKcLnAI2WbWBMHIxhPzEGm9mZfWjdQSruQDyEKlHgv9b1Z3h1z2qW21nb+NsGzCFwsa/RpTlpZ61FZo2UdtUWnvmoZw0TALtISK5ZoIVC5RABfNuaLzpnKCiy6ZoywqEctfc6LxrVFOVOxR/Gf6dyRAqnWQevN8kQe+qzafMthlCn6IGcyi3lF1ALsAC0UPMSmCQ84eiGl2lBkQOjE6uYegHm0AkSAHcHfUB70s8jMuWl2ZrW8knkJMtrNsDNk0e1FZ1kmfMPz8s+UFMx1uSBjsa/01aF3poUVUZk5+644izO3Arc57B79CGa6yF4xkjWBNus/xwE/1HXMWm8+6NF0VwCaev4E/7ECpJCFq2QJI0DrlsTZdwOgIGoHIOMXfuEXEiAB2wHfkj/zZ/6M/vunf/qn1fkQYco//uM/rp/9n//n/6k3BF+V52pxrRQmHb6c74+F/rwSlCLjszM52t+Xx08QpfNEzs9gmjlTsBFzTtDpNgsVExTclBQgTEv2g4wAW6L8vCowf0ffGppe0oZQARSaEniumilJQ1I5jfJ60VzUtok1tWhqSA4kGsIIICIRFqnSLk0bBAVgGTTEWtkI1yp8EfFvk1wWtpkerAIDX0T+fO1JRHMF6yUV5KP+H+AE3j+Ek8bidNSXZOwOzHidnJ7K6dlYDg/P5Pj4zNgv0D2aU6HMUltMvWpBci4QCAJkZLAYsjuqZx8S8I1ka2tL1pwp4bOKTFsx3mSTKKhjhBTHszYrtDzfxDgE4HVZ4xzTaCKPKqrPneZhZCmvwCos26gXp5yvNuGaFF1w/JVaAYYzk5TG1O+PGuNVT5klxwdrpfypwFN9cEVSUMOuj9Xb8SylbS1ZQ5IW7mxGmvfPczchXfvSn8Xx9d/R98Sz3pIhz7fZBsgJdKOcoByxytUp/4qnuweQUIKHWSu8SKIqlr6GaRmzrLpYQ/Y7TfeP+9NcKqznE0AL1oiafPzargjichZlZNE9ADyI9iFI6MRn6HKXCfMM9/m6D3ln7J0D4XI1OarngpzGyIVRXPpgFrCmC4Ljoqkn7mXP254boMAn48033ywcY3/jN35DfUhef/11+R/+h/9B/spf+Sua94RhxojMYa6Uz33uc/LH//gfl//+v//v5R/8g3+gm9ef/bN/Vh1onyeCp61lQiqp2g5SsCkYOJkDncIcg9wmz57J48cWQoz7gv9HzP2RtHilvCxUVFmXlN3TaW9HxskWFyhAtCLxGvw/BgM9tozwCdlRAyrl9ZlMjZtXTJOfJnMv2D6plYeMq/xdnDBX0eScFGwMdmIyUNwrOZ+5Lw2SraXIIfM1IXsTN2AdI9Z08CqaBlSc4mW/ErDKTI196XQzmTTLky4TFCsMKZ8J6i48Nb36CV1cyOn5WPOYHBwcy+mJmecMDHZagV2KOKo0bX7HOkY0++D3NgZl/Q74rNy4cUND72PW3mS+iUOd7r9ybHV1JOVDATUsngOmxSzIcSDgu0qLm7TOeZ+78Xut0eS5fPh805g5YIyMGjcZ0tmFthZ8NdpMITGyos4J9GE2+htR61X2FOv+OXyJYgQa598y5+QIIutndNX7jHMn/ebbHKMIjrDRPs+Y13Imae/Lf5ThZzTnaPKVvDkn60QSBtnJ1CpzU6nzVO6eVZqKDmNAdYugWVkd7bNZgr4daa6mtPPGbJj8s3gLZoyNZlh1bPe1r+vSTUqFy76vf7BLWvQoFVHsFENCFt5M2P73FXyh4hrmezQFLWo8LpvCymdJM1y2KOTn1QZMklxYkkzy2wYov/qrvyr/8X/8H6d/0zfkT/7JPyn/2//2v8n/+D/+j5orBXlNwJT8zM/8jIYVMwcK2j/+x/9YQckf+2N/LCVqQ+6U52+ZLaF+kHGmgxO8MB7wIQHinY7l/PBInj5+pKamvb1nGqED5sQcEKnAI9FObmnANSrEHDLbHCBN4Hp0kUckJIcrbHYa9WHsB46EAyQFGMCKJvVCuHIQbKQV20KF9W4p1NTvxcxKcXONwnGZcI2AKCJwvrdNdG7MXND4Bn0EAOBmrb4UGnVTUeR2kubCYX2QBU88/U3TB3VA+pcg5NxMyql/mrMEdXIUmJxrGDE+U/bk6Fye7R3I0dGpAitQrGA2wAZubm7qM8KYYp6gMCRYwbqWEsci3rNF3wyKXDYcZ5wTIMU22XJMF983nUjzM7FN28IYaA9vM0VQ+9eIJjpRXlkBLu+x/iqCoSSIPfSe3+E+IQO2tjZlZbRqYzO0MSJA49i0CjiP8kLCPptPA+kP+0WRyIIler4bbL1jAygwy+VEh+ZjdTWAx3UQ60nFmlLpWpyjSOjoJkGAZyhMnFN1wcw6+WODIQs+Kz6wz+WPU49FKRuurhVHJYrvl/7OqR0lBggMwIpGpjA4y+YyJdnfBb+LgEp/5wpkMnYpq2HbAyIA1QckguikJLoC6BlYCXm0gjN+531VlsJDgKnoQjGBTgzFmKn1AVqs0E2QWUw9wSR4UzcphTvj+Ok+Vo3rB20mFmZL2dfo58korPo5LutHPV+eC+DOr6oOfA81bBAIX3769Fsq8LTRFKOo2ov7IfoEgwFwggd/fi4n+/vy6OFDjRiCIyyr987mFg5MWi5ukDXLwJT11KbLzcUnltoss5mF2l4M+40AgsCDx9qFOYHNx0UTviELX8cin8iOUHChcVOMviY5sqNM8LD80dPEQnq0mXiN557McP1J8O9wR1jfiK2eUH+hIK0pf/Vmr8acx1jhPtbN8e8C2El+MOozYcKcCdVo1rF/T2V8MVHTzpPHzzRqByZqAhOwgfCjwlgCcB8eHuoLoPvk5MTPh/PYhhLvgdE3eAbYoPB7vGNMzicXuvGBPXnllVcKjSuxFG0mFL+3ZK70+Q6haiUKYDLalPX1de0b1ghe9bn0fNE58ortKsKIQogmLowlUgrgBaAX2aKYyCmOXfapwuYbx8IYJD7PuEHH30YQX97784u55KcQhCudk696ulg7KioNdYuMJ5WMWhunSfjo+FhOjo+V9cXcOvZ3fI53AGmAqnQfH8JGFjeXtsjCq/x2mcm0/EHWxI0gDf4oVaVmPdx9S+p+xhdzj7DOUhsQJnttSkB5HPtv0S84j4GenkcLUglldA5/l/1S8l4AgMIAimTW9YzTVGSH8GXrZfabDDxyqvC3i+7BXtb/si+5D3beJoNSjx+DIbrqpB9edlDr+EUfGba4xsFY/5n/5/+i+y/M3N/3UTyXtRSpw8gPBRvJa1JNOtOzU9l78kTBiSZeOzhQcJKK73l5bxMGlmkwaqMaxoljIxNRPQx7SCyvZaYRzSbYR6ViFsAbp7wpaJYh1MwJBD/YRNFiQjcKXbI7qp1Cw/M08xRujNChVqYC3LXPCJLaNq40nikULSuiJUAx0JQZFOszixzinlfcsZn1cJgPprxGe9x89KSK/STISqAkMSbZFKQMrTukjotiiHhn7SGY6UQuzudyfHQmz57t6ed3bt2VN37gB+TVV1/V8frWt76l4eYHB/uy76wJhNJotKKb73AI3xHrG5yjudajqYeROIjcApiF5p/uxXPgcCz4vEoQ5xqce9/DoRhRev1uT27evKkgCsUyt7c3ZWt7S9ZWjZ0AiPr6178uX/3qV+Xs/MyYv1CLaXqBsPmmKaE5GaL2lLXXNvMDNvTRcKjm3tdef13u3rmj14ID/Hvv3dexxOap5QyQb8jZggjw4maQ5kJ8/lXCPp+eef3XLEL67gOAlZizw+9ZfawqEx/7TUdPXqKu1h0drBcxC7qBBWdsBZ+jFVldW9U5B9YNIBSg79VXXpW1tVW9CphB+FMpYDk+NoB6eCgH+/v6N8BMZF+jifpKQxGeiz6D5/ArqNm8K/2OEYJVFlf1+YjJ5dxpvK2vOqapLk/2K+HV29ggMxWXZjK+0j7haijAiSaJU/lqG77tHc6UKNNhbmeJWdRoPrsP9kHl97yn5h/Oe1dvhQkwGfJbjGse1FZ5+kFbDTjazTYRgJXAhy+y+powM1RxV1l5xfZ9D1AS15GSUcFWbABFscnFVE6PT2Tv2RNNrw+K3pKu5RBcQ7V5sjQmLTaPEMbbVoQvMSVI5OVOpUaHee0Yd7yNDzGG+GahH9iCKfOa2G+pWaGZP4UBmZgvI5p0Ul+x2EOitdgWT2o6l5lQrvNmRLv6+cWZ359tuOgHI1EiRR3HrNZMYpuFiBS+R9u9sQm2eXuON5SySoBFwUmlZeeqwAAneJ4zraeDTRNZYG/fvi1f+MLn5c5d21Tf/L03dWNVoS5zWV9f1Y0VpsDHTx7K9OFUWRBsFshrkDz0/fnhd9ScMR7K3Hi5Az6/bMIrNyk7HwEZANFIGQjUqkJOIQATnBOMDrSQ9+6/L19/803d9HG9n/zJn5TPff5z8vrH3pAf/tEfl1/8xV/UUhMbG+u6oaHWEYsu2nOO2X6zQDIgXC42Y9RtXuKeeoHJA0OC8H+MJTT83/qd35ZvvPUNjeLDcyiYyRiREv6OJomrtHgUQWodQq3HuYmL16mZvMXNAXnFPrKL6lvlm1H2h/CIr3Scey14NuNptR4iI4FEWrF/x/PjXL/ITa/RjNvt92TFQcvmxoZsbBqLhrlJJpXrS53CT07SvCFwwWfnZ2dqVsI1WGKhqLBcP49LKP00elXKhKtvoiVAyb/BmommAjidloCiuIYGbgJQ2TntiTb7Vcj75E/XYu7wnCL6p7OZxspozWeX6y4nex5iHNIDaI4X1jdy2a3rTX3DHGggEzkih6ZICGkp8i1pI1kXv8fwLOpxpWrzoTSa3AIwzHOXQRSyMGWBDQ+ciVFfrSf98XewFs/3VAs2PJXomlWwI51+T0HKFDT8+blqEQ8ePNTNCKxJ1F6YZS9y3nzYcRPWTdZt0HEyx4elgsMBCtkUTFbasGunuYjM1d7sn0U2xbSenPANGwtTuJM5oZbeZi5Kwg823CobbZumWQqPCFJKP5Y4LnA8Rf8YDk4QpYwKKfEFNHMhfDimlVLfZhKiJss8J0i0RkEeN/8IqJRxUqBi2XpRvgAmm5u7t+Szn/2sbv6HR4fyzjvvaN8//elPq6BXv6HJxFPfI0/KA3n08JFqqnhmg4HlsjEQZXZq83tBqfZA7V90k0kwjmOaA3AmdpZkZXWkmw2uf2N3V27u7qqwAtvzta99Xd577z15+OiRV1I+1s0FGyVAwsHBkUymc/mhL35Rbt28Iz/2oz8uT5/syZMnj3R+ok0nF+7Ul9OPkx3JAL0CKJ7dtjcAMwTQtqkO0khid/fuHWVzMG6//du/o8wNxgtjwHGxfaQNEJSCtfxjeSt8ktpy43hjoYN6Pi09d4vPFd/JmKC2ivr0aCiH+S3oGpxPdK4VykuVSZr9qE2EcQ6XCpPdcVSgsJExsWO8Dpis4cqKMmpgXsi+4B1rFObFT7zxRmL3CFwgL49PThRg4t3888yPJkYOJmfrAGrbWtuav3TsaX3g8QvOy006soAF8AgKrDnqewzM1fDR4lbceAkF4txYFNF22XmzR+Xc6xJVhy0on+D/0F/ryr300lneFtYAsvRRUfFEmpEp8csVbHq9l9RzPzONLwJAce0Pks/skJAYDlqmUzk+PFIn2Pfff6DCGYsNLW+IfChlMqB6A47UaIG6/TcxsiBqn9SC8YvkV1KxL9jAlf6v/E8ihW2akCd5c1+PaLMmU2EZTHOdGgpDpn6PYdB5QrcvRsN8ZEpKBiVqqDi/+VvYe2RNKHjj5CzH353c4kX181B7qAgrdlObJzuzPkHrtH/zmLoAod2/AUVs3JgyR0cn8uzZMxXYL7/ysty6fVuePnuqDNurr70mn/vsZ9XPCf3GeSDAAU4AAKChbm1syXv339O8Od3OmWxubKVjqdmpX850qo6dGBuACORioO8ScsPoBjFBzY6+rK0NZX19Qza2t7U/uzs7ej306Td+87fkvXfflUePn2gSOSSYU9qv05GLcwBczImZjKfn8rtf/ppnwBX5whe+INs7O8qo/Lt/91T2Dw5ldWUlmUqyB08A7UyzX/kCcd4zmgg2c/jrvPTyy6q9f/WrX5Ovv/l1efz4iW5wKihTJNXVo18+eHPnRvULiPl6ICOsCGV99KX8SQTG9kcWxFrtfKoaOogPBSRaxTr4ezH5nJs6yUrkpH1Np1urweTO57HyOfJtUH5oDqHSxJyAjfuBweSz9+xZQ6HieqRJGOwc5jpea2Bfdnf1czT6bmH+40XTOEAL3s8IXnytN1iHD+KcG2RSMjXHek4Vw1HIkPDcMueS3QAMUDf9VJJcRKivpp5sVgJOcyF1MVfejptzIGue85ZbAr7n9p80ppXpkH1rGbpLWxbD+R4LX5nwtyWKZKi9g6ciIo1xUeW4pqy7hezvvCAARRc5fCyghcIpdq4CA/b146MD9TfBpoKNCIspJo8pkX2A7L6gor2+ttXGyULqLeUogVDxKBSaFWJoMB8qPqN/RNzE6QinvhwpLb1FekRTSazfkzfhqQquVP0XeUjgd+GgpkFlhvvIIXr0AXTqXyvzlpECyTTjNXGGvUHyXuf9ECTVAK5Y6G2OsgxNTVSsP4vIOoQU9VZ+pwQo8bmlJGkIgx3b8QAErOeE0HYI5ocPHsj+3p585rOf1TpRYC5OTk/k7PRMgS2Oh4DGPeB49R3pdvR+nz19Jt1OTza3NhOTQlYEYw8fJGitp4gU0yrwVh8IfR4MV2R9NFK/DZhGNre2ZNbryOHRsfz27/yuvP2NbygIOj4502y3nd5QuqNNGa0NpTtYsblzfipjf11MJ7J/fCZv/v5b8su/+mt6TVxne2tLdm/uyje+8Q31fxoNhonwrm3ufE95auKSUyBs5qtbd27Lq6+/ptFR//bf/zs1odIxV235oKpDaPR3HqDkPsZG00vyPQjvlxt4wiuBi3IzoiJt66XJRtobyilg7mdw3h30ZMCMmy3yhXM5zWeN/POsp4jaEldQkO04+st5MshFLUYNQtZgXsMvL5bCAPMCBo+mRbzwN/yK1OfF/YewNvB7ddKluYjJCdX/LecrKTfPJZtUfFCkU0NpiwR5rjKfGrKm9P+pQQqvX7MU0RRrK8buCJJdw4wjy+sF9553umsitGK+SQplzrfD+lXlyev+Xg0DZGauNNuUPiVaNT077jjIbjKK5ohcOgrz+xgcgr34xQAoWLAAJ8l2B3+TY9l7+kSePnmimicWDZmFNroxtiSAsIAxmKn6ZXD6SROjZAOSMJlajYhez4PpK0dP67b5REDDRivMM/CdCLlKDNxkNE8gA41c0b77qdApM9YFiuwPf6tFDVFXxmvhFAtvDqbHRK46N2ntHKbSx4af/W/0eI4E5YXXtME/a1AS7ycxHbUJRu+xq/lcGEo3VdNUTr1vFYL9M++bARQmCjNTVq6U7OMwtpTw+O3e3r76nQBo3LlzNzE+P/pjPyY/9mM/poIYAvedb72jmy4FL3PWgNUAXY6aUqS+D/aP9Dni8zRP1DHa/EKMdh/pmKnD8HwmW5tb8unPfFZeeullGQ76cnR8JG/+/u/J17/xlvqVnKNI4XQuvcFIRutbsrK9Jv3RhgxWtmWwuindwZqBwrMTOT050ozIp0d7cnH4SPaPTuR3v/JVefL0qdbw+dEf/RF57bXXNXoNm4qG6SZWjw6pAXwG0E3nQs5z3M/rr78m29s7CnjgjAtFoHbwLTWs2sfravvL8zSbXxZFVFLgSDC3wHl2SasBTD1X43WpOfYHWJ9WuRZjHEO/2ado5lEmDU7DyL/jrEvB3ioLl/MuWeXeoO3Styxp4LleFDf0Yow8h0bcQFL2Uy94CjPyxdm5+qkktiWxtQO9NwCY1dU12QZouX1Hj6GjPKq+I6Lo6OAwRRZdXCDtgGXipsa9cBf1pI9qarABNmXQihOHUGFjMfLTsk9i1uSUJ8ij/ywkwUcimjYp11ImWj+zdsDqQ9F539IbgGexkwFiTrNDiP23d8k9Nm7ZjoXiQj+2OZ+lVky2OaFL0pKzcPI1rkCWogYeBXPe8pvGWLBv6hOTiwrqPSsQ8YrOHrVa/652yOa5IBNfDICi2T4t/BD5A85PT+XZk8dy/733ZH/PWJPo1Mr35iONYayxyF6u7MvNl40P336eo3ywoQgcdZVB6DeYE2ouWjzKgQbNMJovwx1NGf1iv/Wy3ZUNG4IrZjDl57xemdnWJyhBk9fYISLPYxQmmG7u0/Sy8W5q1bTvQnNgPYlE7aWwQGaNjTRNNB3Z0rRU055ZlvZ8vU+vSawgheHGtmQMtBgQKc1zYE2s1o5lh+0qMHny+KkK2q2tHe0KfvfFL35RfuzHflQzvCJqB8kIv/Sl35anT5+k85pg76mj6ebmlj6nW7du6TXOz76hJRIQ2QPGSxehAkXbaMwENnDHOruv3qCvlPqz/X355tu/L19780159+EjmXTXpDe8IYOdVVlfXZOV9Q1ZXd+W/sq6dAerIv1Vke5IpoLQ7bl01s+ls3kmsnEosvdEZp2+TA7elcdP93UcVoZ9eeutb8jnP/95uXfvJb03bBrKAgVvfNqZba7ZuZFxGX9zY4Em/fLLCI8W+fKXv6zOt2BNosN4BCd5jlS1oTw8Hq0OibfzZKfn2rE6asC5hpQ5q2I9rW9s2NpxUA1F4PjwsAQbgaVL5i0ubP/I96tgnqKZMSRldFs/N3Y8YwBR3cwRJur3ruZFZzNzEkNTRiwy0OVUYvVzbqOS0mcuj2YdMo5PNKeS0Unsg/sVcX3yO3Xc9UA75LaOfgMxwSJf+/4eHcET27K+Idtb29J9xc4PQMxQfYB9jShKY9HMiK1bdbSTpDwj/rmbPTKTUspyu1E3wrhcYjmE5OvsadsVzxCY85hAi0EW6ccpN1OWOwphPFc8MsQmcKHJKuea/+QqzW+nMB+SKe66U3Bi6N2LIY1OwkCl7M7MSHZkTS4JEYDx+YPp1/Iv9m7+nOaflkOumVPGI0KDE31c9+WzzM9J94ZBRwYTMx9+5AEKkuRAEx2fnckjpeifyeHBoTx98tgSr1U2xNQqfMLwwDg5uBAZ2ks7Zo1IVfsufDMsvNjMO7bidQOdIrwKQsA2O9p/0Qyw2LH04+DnaiLCROtnfxM0siM6Dsx8GwoH6j1gInnSN074KcwE8Gp3B30DFwyTs1BoNiuAmH1Jkgbo2paOlSoqoPRp//fp6DUfuHBSRlF1BGXkiJnolK3S54LlaGAQVDiKdE1gkmFV5RAWq32nsIApS9PXW/hqZk5gi6cPjQHF/b0DOT09k7t37qkGiI0BOU/gJAvHQph1fuu3flP+w3/4D+q7BCGKCygDMhrptY6PD1UjBIOwujqSu/fu6O+++c1vydn5qfqoGBvhIcfTCxnM8fy6Mph2Nd0+EkN97Wtfk4dP9uV8PJW9wz25wFRbvSm3b39e+hsfk+nKUAbqeLwiK8NVZb5mHrE0ncPh1uRTdzCT4cpUOms3ZSwrcq7zYiYnB+9K9/BIOlsb8s579+XOvXvy8TfekEePH8ve02dK75v2EzYfAKnBUMGc5dwBYDYBhPv6+Mc/rhvOl770JQU62Gzi5sg5UrMncd1Ay46gg6bLWOqBNa9sPdoc4+aLRlYKhRVTUjxlTmzNXpxfaHg17lGdzN00oixDYG+KzV/7R6FQyYWOFXu0sP5ZCVKQtRhlFGYTObuwCEGPVzXNPfiiRQGU5I0nlLSNmWvI16zP+tpyb6UwaZbNzy+afmOL4x99UArFjU77mjG3WdfLmL8W+cmsrMHvDWsFOS4AWODnBbYQZszoyM8cQVg7x+rsjRB0Mw8l0FKByBKcxMiq6n4dOOC9U5Qzzhs7x5nZrO27uvYX5Z6b4sKxWBu2LyR9y9ln5mGLgxXBQzh/qCWnspEss386cxYpmxh591T2cAJT6AzI5fxbFr3Jv0smLynk9bhirsLxG3levP8YOmMCoxvAXMtexD0z9y9GtRqQSUUV4cbwHMzp9zVAmU3GcqYhc3sKUBAWio0Dk7ymYJe3PNHTg608syGYGCbJRVinvU9MgUYs+Abs/VBnM/fPgJbFSB3mDoGwQLItLuAETnTR+8JncUJoYB6REzeFpIFiQnUyZRtZBWzY6JKFmSJHi20KRNRTaHX023CGhZtCoobd3ySPb7XqKocy0zTQP3cro6NlCsm0lNJ6fQUrpjXg+mNQ4GrK0RP7huEOvHpfORmbJWHLAm4CcKKKKTbBuZyenMrZ2YVsbGzK6tq63gsYBdSEwj3uH+wrI/Cbv/mbapMH2ME4EEySkULfMNfwb+SjgMkHzqKIWlHziQNPPpeUOTiY3hAtcXo+kfNpV/prN2S08wnZ3r4tgzWELr8ivZXbcj7oy9wdI8eeedI2Ryu6mDZQrwmiQq23KrKyK7J+LvPTfTk731NHRkSy3b//vrzxxhvy2c98Tn7tV39F1woAIZJOWfVtEzJnU9vYLXIMgOJczVn4LdgS1M5KIdiBGYzmociIEPAz50t0/sS4k1FMOSB0ntnmqUyT+2bxeHwOU5qaRv07PHuNQmEunnCsFfsMJt4Ck+R5SwFM64DlVKI/VvAHSQ7n7dIkndEtA7pxZMNCyb7mQ0M4cfOczImRKummJFoh2sJNMZH54Ny1ZH6WvwdAE8ABeXNsrmbGU02QLqt0PYGZhtlG186pgntkYmbGWw1JTubUqZwhSZw7isOnC2U91FfNow0REg2gAqdqmIl2trfNPOD+a8fH8Gc50hwumuDwDL5X9GmhY3cmQNKIt4RDc9QL1jzhj/I55HdHDfF5upkoMsysYWOscKLUEyNZmlOa8HJRK+SqZCfodB/VedP/4n0nQEJwZs81sZphrIoAEWdZ0pxKviimlGrJNCQN1bwmjIwM0VwVAIZyzORzUakfh8zRH2mAYv4mj+XRo4fy9MlTz28SbGVXbNxKCU4SEIhCF5tAzZ7Q1ltBQkOTWLgGYFLkjTuVgjLnpooHjEVMPxRlLSohS18B1eYZQu7J12gG4sTW3wCcUBX0Ojd2D55V12vesD6Oakdu66ZzL4QDNaHkdBuydXKyd9yBKi1Uv2YStukjrbXuayPkD+BC8PBQRtqgK7CWsVpxtM9bf+EUbBsbwYmFQ17YdwpOnHmZw5l1Kvv7h8qq3Lx5S4U17u2LX/xB9UWB3fwrX/my/NIv/ZLm7UAUClbk6upKAicUvPw3Nmn0h5lS4eT6e7/3e+qvgg200IQZ9h3MEmCdesM12b37GVm//YYMt25LZ7gmsA7NO5gPlgeCZgU6pqUcKcGpj0KyD9+kwZp0V3ZltnZLxntHuqnAtQg+WaDWP/2pT8vvvWmhylb5FP1hoUd37HaBOxwNNIT4B37gB9TP5N//+38v7777btK+CURKBg9gLJtgOEdhcqVZE+/mm3CRMswSaHC+0fTJa5FB5HzXvB3usMnSCjYvzRYw7A9ltGJh77NQADRqkE1KvJQKTWdVN89otM5imcLNxTMiNYiH+qftp7JkYFA0+h0I/WA6VUUpV8FW09baWnJmJXsBp+sN5EjZ3EzhxmSd9Dm4j1vamKKJyd/puA/5qhmVYaYJ5hq8Dg+P5PAIET4GXviMNF+TPx+sCyQ8hH8gzUIMfQZowjty9ezu3kjzQSOHDg/k6PBIwXHKyuxmsRRSnh9Wfp5kRNJoXsXmkoFkeg8PT6OBCGbCvDG2gBWP2xKb+dmW+ICgpUhQZiPv1Ocojw9dznMp0TnOQGopklwhns0UgQiqSsDGNaIyFPMd5jIt85LlDs085seEdds0DV6WZfYjC1AePrgvh4f7qrmSNWk16VyhJS0kJVeLvigerRMS0kTHnxzSaOxG0u6n84a/CTVG5mPhRokGAcBz1o502K0JDGj7jXS6XgNotZ8ZDkO4pDVZBtyYDNs4sx8AHTohALDBgy5Hf0kZoz+ZQQgJxhitExLB1aHBFCDcIKgvaokkT2rHyBxUGj5X9gibc1lFObFALvTGExNUMZV9DjFG5E529D07h5DE5jfQ8ca4Y9OF4ygE3je+8bb80i/9/+Sb3/ymjglzy2AMzJfFnBgZfYXv0B84ocIMtrt7UyN/cDyeI86vmmHXMvlybmIzGbm5DTmFt2++Lnde/wnpbdySC0/kdDE/V7OQ3r+PK6njWDCwMDd2RUaDvoyGAzk5OZb5ZE26G3dkevpMTk4fSb97ruvkW++8Iz/xYz+uphpEudHcYs/TqqxSe8K9vPHGx+UTb3xCs+r+m3/zi6oM5Oy3fDLzYo5n36kcxUZWCY0ghCCOzw1jxnHlGFPI2SZ3IYOBiSzzkbHwcUutn5MUJlPFzCIGAPCHQ2MMU49b6A8ClOg/U/gERFa0Vorr5iae4KniZsysxTONu22ddFQOflwsiuhUOe4dz3ht1YAIQ4PBSAAkY/7BlIKss7GMRozaAUCwtPhHagajbIgpE8i6oFYSHH3hlwXggOd1+84d9UHS7Nix0jXSOjCS59hABQA8IijxUlMOInzOz3WjBEODY/EdAS6uibXJbLlkena2d+Tunbt6PZ4HL6b6x3pjYsakrBG0xKifD9iSsyn/wf0lOYtmNpCKo5rla1Yjme/q85fOqQpCmUBU6B/GnEXtjqxsZhaby3yC1BvtYCn9LpprUu0gWz+JVdfvJs4gWWoNzpHoE5n8XHyMIquf7pN+Uy8KQHn/wftqkmBoa7zxbLYIzlQLWrblltpScuzz1PSFE5A7r2niqq7RzHRaNf8TJhMTtekjFwYmGTdS9I0AgJts1NDJgGTP9xwhwe/IalCwqK8M+ubRLdH+b2DHXrlvNhmZ50MrOk+nsuqaGP1dcuRNdrzlebW4oUbdZBtvKdBjLSCCPz1K85eo94lG68DGbenplXlyUw6zFBKcsKAa/AvGYwMo6mviTog5dw213bnW3IFpB/cBLQ19QDZWVNbG39DMUJH77bffVgGKcYXzK/qMMeH8ihFImhnVxx/RDhh8FaY7O/LuO++YSceZN/ibRFOHmesslfVgZUM6K1tyPpnJyfmJMiCa8wYbsNuIbQOw+cXxLZ47tSGxsGX04fH5mXRH2zJfvSnTs2dyfHoqw8MD+b0335SPv/a6VhsHg/LNt992cGF5ewiK0Uek/X/99Vfkt37rt9TshXEiAMkMDtaOgQjNKqymIXMIxrNLGWcdvORm5k1uhpyH9M9Cf3A+bD7ZjGHnw1iORp5bxAEP1w37QcaFc8cU0yw021gUzvEY2lvn1GHU2KUtbWowobVo7mHjhG9RWyKsFPK7tia3dlHWwLII797YVfMMmJERFBx9JqK+HE/2n8nBN9/WeQtWEBs4WA0LJhBnmqzsg1YQj5tnqj2UfRi61efUkCHT4OCN+k/K2Gwgg62FI8O/C/Iuy9G5gmZUjQeLB+Dy+NEjXTdgZMiIaF6VszPtO0ysfIZqmgIo29zQnD64hiZQdIYNz5+1pwC8mBpA59PzODxUcyMCAQMkcXPPilkGkzAlcl3SQbV08E4bOP00WJTQZYX6DerL2DMwn3n820xSLYwEQ4CTWcpabWqx+U8fL2NP+X2+/1xsUSsz634H30Y4gcONgAClzCZb78VRoaod6D+yAAXRFlicrQ+JrcWpq60xRK/2Ko/njr4c6Tv3q6CZBBsoNHZ74FZ9lUKdGRlZTI1simoVIRcKGkOx7JpGZ0b7HhoETLRDR/NLNAFkGt5C6xghgbGhQFBNs9/XhU9GB42omkKam2wSaNhMUyXjZq4LdbZzR0f3njXPeg/lNj8Xo8sVpPgmzHuH46FVjs55G5KvydR8RBhGzKylFnXk72OY0iy6am3NNDJoZp/61Cf1XsEqwOHz7be/kcYOUSBoAG2M2c9Ri900fnwm+AwZaDU3yK1b8vjxI7WdpwrermHW4Z3qQNnpypl6OE2V/UKFVK1DEgRXU4svn6tNc63hLN3uQAHK8eGBHE/PRdZvyezsiUxO3tcIJjAhX/7y78rP/Ed/VH1K3n33HfUv6HSH5oyHzXww0Eyjr7z8svzmb/ym/Mqv/opudJgX3PzjukgMXq+n2q9tGjZ/yZRE8JJNNVaoM5p0cjHHMlTdzp+FJ1MHUECiWbSUaeJx/oJ5gDN2YXKs/s7gJDM/MZcOgTDnce2n1iZPzGcEwJHRMoF+T06E5siOyK/sNyOyurJqtZZefkleeeVVuX3rlgISPGlswpi3b7/9Td2UDw8P1M8oskeWN8UBAs2DHgUXOllovDTx8IvSYdQ3SH6fHNTdgXduoBZ+JVtb27rG8NzxwjpD5Bv+/vSnP6NmUzxzrBGAFLzApOCeyLrgM/WDgcycTNQ/DKwMwv5Vfqo/zaoCF1wLLBKLb2Ju4DwAKfY6U4BE+Zv99LIcixE0kFdmtrDosPSKmz2r+qY5yhQODki8rg7H0J6t5wpxX6c0vx2MmHkef+O44HOUHF6DGagFcER/JKRqqAsr1nuZyY383xTkUKWFwHkGus6yv0pUjigDYj+aaysHkbDW3EceoEAI5lwOzVYjuWWNmfGi1hRtgn7CYnNAo0Y1i1VUkQsFD9XNBLStUxgztFgFsZumolNf4ePhwCM6GtKuH++zYDX8e25gGWh5mCGiSybIV3CeWBPap+m8y0ZgEun6YnOycBoPwwvoPbVA6+lBEAaIQoFPjTv1eigOAAo+t3E1e6eBDQAQlKC38aJJhz4oGrEzJpPifj8a1YPfIXQbz9HGHZssHD7v3r2n50Aej9/5nd+R/f0D/bfWNBoMVEAiEkwTfKUaMjmmgM1CwJFRFCzNidr+Nzc35ODgMI+7O01r4qrKQWze7YhWjoJDjpogLBdCbQ5LDvtVwjMVppqtzqhmfAdqfmt7WyOKZGVbuus3ZTY5lIvJqRzs78nXv/41+eznPiOf/sxn5Ld/50u6AeA3GGMA/o9/7GNqAkIYMdgTjD9BdrSj870WSDHpINcSwYutBTqLD4OJZ6LRStioDQjYeeKGS3NkFII8N+d8DE3mbzQ3SnAYL8a/yEBsACWbMnMNJ3uWhi1Ui9TouLoUgFQbmDk2d6UXQuRzokZb830Ljx7Y3DT27qb80A/9sLzxxidkMICJcaL+P2+++Xuyt/9MWQcAxjrvjK+2hKavwh3EZ9jxKJLiMwcm1MhZ9C0BE5qfYFJShWuSQEY8j5XCWFGTFACLRfcAtKwoK3LvpZcU0GMNggmCzwl8weBb+GzvWWJIaCZiPSHKO62eHdP6w6/FFQ2atwBW4LgLM5eZhS6s5k3IIqtgMuQPiWHsxV4SzHMWl4gfWWZnk7M5bwrZP2OcWb2YbAv9Bq0cAySAsiYahTl3k4r6uSYTC59bDU5iEAPNvm37X1wD2XwUAUl8ma8TipNqJuMFE9582drnVmH2b1FiP7IA5cNoCUl6ZlJ6iutnzqgUdrQgHOkAmxxMnVJDSWytYux+GzFSB/ZcPDc69RkdboKattwkcDS8kQvFtM6CQQmmqAhoatRM9Grag5WxhzZ9emJOi6BmES5r7EA201DbwPG4OYsKwIKNOVqgtVm+AJoj6k3UxtJZKjXlzOTCTTA6Zq5depbwdG6MK/xRFJRcgCEBOGHEzrlcjE1r1LTg9DfRcGJ7jmrm8egfi2JYVcEIrRRjCSH61a9+RQUhIhQwVhBuZLu4KS1l6ELiPTk50fPCMRFRCASkBBaabC7SsyoYeuoImxBeiPrLEZSlJ39jYBki6OfA5qgsyvGRHKHmzuZdmV8cyvT4gZxdTOS9+/fVZPOf/Cf/iXzxiz8kv/zLv6xOwavul/OJT3xCWSWAE6RLz/MoY/XYD6PiMSfynEymLGXgjHngOxgN/AabBNnE6RSmTmMqGGpP50wISGNebO6RKdHkYF5HhgCIhRsZfVWDec7tmo3KjAnMg6ac1GyVrcPsjxbLY9RNtzqn7OmcGdcFmSTcOwDxoNdXFuAP/cRPaI0czVD8DGU63lfWAJsxNm4win4y+bZbMjk4c8ZNmBtvYJDjODHsW+9DgwQcfLtDaShrpr81P7ae+hABWMC0aM/PnilZL5pIAWIA9D/2sY9pPSzOA/wWIAXmH7AtGB/6oYDpxDyQJ0+SIkeFRH3OUBF6dVWrbH+i33d/HDA3lswTfZtMwMrafdH8nnPKZJahftLRR8XGL3+nRfJSdEuIyHRzkIbwOntCXxZlVIL/UbdwlpVLHHFzkEIjWi34v+T5bKbSGpzE3DeQ78riBD+tRQ6/Osc9yR6VOjMR5fUyGb4gJp7LdISrOkcl6pMOsT74lk21TE9fJEFyAENbpwod9WRmrhKz9eYJbyG9+KxOsEaBGSOHOAm4kONxev2Q94Tna4yBf4ZjzMaLhTiVfm9gHv3uuBsrLyfN173kOcnSpAuRJUaX0imNCNlGh7Z6K3qlKFABxAXGBVqyU61c/vDVSAnWGDqsvjkAKfi3+TPwBROPmX+oJdEPKIci4+wYO3OMHan2BuocAAdFAeEcixBcXGdtzajn07PTZD5Dzph6LIu546YBFnXEtVZXRpqsy8x5Vn2U0QYJUahN18JkzVkymyONqAih79S01A/Ko7LcA1DtwrqBuybkJifc77azKLPptnRg6rk4lvEFNrpTZUd+4JM/oIAEodWa5v8zn1GaHODl13/913UcrAZUZuBa149HYFGTreckAS0BDMaLDpE01xhwMR8SPl+GxqIZoBcZjXLtKQJ8bGxkWfC75NPi1aPBspppc/GLphBkKE5RfU79g24vhL2bNiNzlGWJ+xd43gy9f9WLyzVJxQRjcGNnRz7z6c/o+GNNvvvee/J7v/embsTYdME4aV0nd4D8sJrhkFDfJ7EEboKg+SMVWi+Tx7lXmfm+aR0ihmaXobIWpWhJ7PDSKEavOM9+4CcowmkMlYE3+LbgdePGTgIuuzdvajkKZUQ8wgelJsAwgbnBCzlV4KNGp13K2eiEay+rvh0DF+iLlyOFEOZeFsdrroOE2vN4wpyjJh33N0umHVujGvXi69dCw0tnW83c22sChwhO2ps/I8eLZGjUH8YjwmI6+iQ7AojIjq8GlpwW93w97tUZ8rfkiK/8GU2cxkyZnxUdaV+YRG1Nc0JoLZre4vNkfTXRwG5ysLwH5kxWU9lJwyJzEryaucFCcKvZYDT0SBmwKdDujOZT34uQlKi4hRSqmYsIMsyxqfnFlPUMS830bDbVTC0ZF/oUksLxdxGggP7kGKqpCeAKHt0zZnm1RG0GPpA+zB4KF7G5XRk4UXbK2RP100kOyJ7TRBPZmekm2/xtDM0UBtYEPiieE8E1OY320Q0Rybnc+c+BCcOoyVxB+KPi7vraupp0vv61ryl7cnp2poITQovmpBTZkAJFSw2lxr7QdDDm2CBBXW9srmu15NHItDAbF3N4JtvRhZmgPwigpQYp+TLRnox7tsdLP6Cc88ZAigmFzZ0bsn98LOPphXTXb8n04kQm03M5n57J4ydP5Df/w2/Iz/3xPy5/+A//YTV1bW1uym//9m/Lr/7qr6Yos87IokGWtbi50TQak67R/wablDmE5+zBNRtXm3ayQ13pgM0oFTJSxuJgLgeTpn+PdewcRjDnVGn5NZNxjtij8y+fQbdyloxgPffOPlOA4pFyJqihLVvGLUbowEQErR4VtFH7CTWhwJT84r/9RXUk1Xo2asa0XBO6flgQ9UNqic0LYIQmycwc1g6VuVo0n70+JygcOS9AcR2woGYWy4nkKCfNr8j8bvh8dY5cjOV9BSx41gAWQ/Uhw9pi5BL8vW7s3JCXX3pZf8uihmCbHj58mCKImMGWGW0NtPY1hB4vAytr6dzoI2QNawyZWYlZyTm//FlzOlQ+GwY8PPTYc9eYk6mZ9WhyxP2DPbNIrTKDbxeZiKvsrxlABv+UeG1iYVd6+LnmvSJ7A5CSgiayOcqs8PBf8Xf6nKh4zyaaKABrtjzNn4a/SmaACortowxQ0uBUoWQ1wowUZft58nH18cnWGiZCZDsoDLng8ARyzgxkujQbLbJy8liLcHCTjodKFvH7hR3YxCN966KtnFQrE6rpIkgrnUUEva6QboqgwS1sULOSerId2uu5uZB71GyMqjFa9k3NmKvXMgqbmQqx8SproVoq5bchFDW/eC0d0KdImFZnqoyAhC/+OzImYFGsJtC8eCE7r0b3jMnMmK8NnSpNcxqqFoZcJRjbhw8fydvf/KYKIPShNu0oteopn9OYcL6kLJ72oQqUITIkWlIxpbX7luvGNLC6QjU3A9RT6ivNm3gaBylxDkazYgKGhj/VNGTCpyN9hntrjKPIcLQqWzu7xgiNtmW6fltm50cyPkX6/plmvgVb8rnPfk7H5Xe+9CX5ype/rGNAihsmj0uZysppjvkpKGzZIgBBwyYwGADAj4qil/C7sAKZVozR1g03NzObEozhWnTINd8uMwHh+v2h55LxopIWqt1eldsAoeUJMvlp4JTapqUtJ9XFWWCMiYJ0f25IeteBw3Pa6OH02Avaa/ZtAFj+mZ/5GY2G+bVf+zX56le/qhspWh3Sn0OcS3o8Gh/iDOVGVsu9Qrb5Cernl2VPZomiPIyvVKYAKZ/VvGMVyqMp0zJDm3IFU202kdEHgunTc/hqp9uTMVgzZaAvdJ3uPdvXZ445YDlU1tRxeGdrU1lRvl559RWNUsM8oAMuGBa8wErRgRZJ4Y6OME/3FQQxtHplNErO9Dd3b8nuLhQPywODFx31me0YLypCTP8AoIDM0ZlBMaaz76yKsiZu9oED6gBuAWEfMbDRy2YdmoE89YL5mdA/xoAkAQqZEbr96XcAJ87eUEbQdBUI+8A0WjZv07+jctU078Z9M34Wv2M5lFLp+IgDlMIkEhZaGwUW2YXme8jgSL7RNR9k16QzGL3cLYMpNQlMCEw4Cw2GY6alrTeBiokBcILPdOMaAC2b01yqhUMujualkDyHmprva/pOxsCyigaTj6ZGNiGsEUV0Jp0aTakCvmvgiBSfnctyfBA4mDC1FMVM16znrrQni9KHs6uZg7JBm+ON3CZzGdNso5EFrFtEB0oDHaZZX6ipZep1OsykY573yoy4+Qa/PT83psPGg5EXlntGnWI7XkXac4/AVADnWDjPITPlW994S1O+a84Xr9+CqDAAHQ3JTHMqsGZ6f2RnYHJh4UYDfREwI3oLGrNWMx6YJm61RybSgRCDdjQfSQeVoAPYIYillkQAieRaxkpYoUR7VjbeyVHOtfToJ7K1fUOZnMnFmXTXbsjs7FCZlNPxvtx/8ED+r//r/5KvfPUrGsnz/v37qilS6GWTHTc5AiYm3/ZPU4hWjkLhhhrXaGRLLLpnTc8DoY/GpIAGRs89SmNFn4lmKB1fyMB9FrR2DBxkcZ4VK9AIBg5ziTQ2fmcUd8h/ErLC5iyY2WaujFkaf9yLqpOe1oRqKUUEwsEHMu8NtDZSDwddPJPO/DRFiDAvhm5I7liLz27euiU//dM/rYnk/u2//UV56623lB1EM1BmtVA00o3J58iMMokkwLHOiViY1PLuqLM7YsPcidjC3o25IVvLlP2aUboHp30L1yaLbBtg6aRfAhQH5yrjZgrEBt2+99dYRR5no4w+YyEg3yTlRVlDCAGEKyPPu+RywQCthaGzKN18bv5omDvPnj6Rt95+Wx2NV1ZXZHNjU1577VXZQV6YrS11wP3EGz+g/Ue0HUAK5jr8ezQiSlmWI9k/PFATlYGMh3pdgJUVzMM1y81yZ2vbmF2U1FCl6EL916iAwSQ8GBhYgVI07Ju8tTk20zGBQmEAxczPUGZ0XgcGJrKSnQqkMKw/O8VmR1nzKcksagpfT+cKpigvx5H3SK5pstN8PvbsUg6YluigcJJWX7m433qZxRcDoEQGZRlAuYxBScUaifKmtnBX+hbVUvxeU/2aXY1IFJujZlB0bQGJoXie+Fs6hmpmP930MINyeGCBQh0Qpc3L9fkZUpMnmz5ZC+vDbJ7ZB13gEGSK3t1z3EFJrRHZRd3kotlEvQKIhw9r8T7jv9PmpDZ7ZGxlUjvatVMNFQMTrJOjbI5uWgAuOToosyXnSm0zuV028RgYsfNB87aIHjjGkkWyrL7GMOv9eXZagBMI8ZW1Ndm+cUPpVQATZU9OTnQ8kH4b93Y+ZvibL2RnIoq5wvUNbWhoORqgfUWThubpWF3RhFkQZMPO0CqSIippPpWB4DlACK9Jr2dO08m6Yxe2yB/dPCynCExGACkQgmoO8+rMuWIAUQl7aX+PRmuytr4pxydH0p2NLaLn7EAujg5len4mZw8fafI1zjltXYzjVGl7o2x5TgKUTPFmMyTAhz3rvK7oXM2Mx3iGOXQdTomMdCNbQlMNIpN0HrifCYS4Okt6NtrYzNeF5tlQcTbUSDF/KAPHZUp5vy+z4djNJ8dWKBIWW+FZbWSuKb/h+NxTcIKK0jLckNHghow6ImfPfltkbHlHrOglgKyFfdK+jzn4h3/6D8twZST/31/4BTXtKHtJYIer8h4RvuvATn3dPFkgfJxi4kZGoGGDJuuUmLpuV1Yxd8joebI7e9wWrYTjMc8IkI3xMAXAWJQyRwyBKJ7hfNZLTvIaFaOAEIAxh6RzetLhPuboSI6X85mcA3iokjeV84szW0sj85PT4nnO+hL0MrLL1oCxT2govAlwAYd1+J2BIbx957bcvnVbXn39YwpYLPT9VAELsiPDzAnTEBxxEZoMp6cxovPGF1qVufPYMuCCbd25sSPbN3bUsRzPFUAJ2XVPj0/k9NT8/AzgrChwMiBh/kwAKMbQAjCKzm3NKeJ1bzA4ZEs6wRHbzHDmYJt9UoLyzPwrKRic7D8jgLhsrWxLG8DgnPDqc6kGFuRd2z5b/z7KSe4vha36OY2U39cAhZsgC0OhNQBKKF7Uxp4Un6WN3pB+nBzJMSyE7dJ8AIEAOycmPCJioE3T34PnzlRXWbUz9bmFLgvTJmzEFLp0vKRmClYBC5q2dUPcw4GBEkXtbrfvLGSSMgKOGDf3Nnj4B+qWReto0qERRIGI5iMBkHEGxe3pWPgNgOKMT/ycLAspb5qIrE6ka1PO6pBBUdrdnyXTqJOyxaYPYQS6l9lKYYNGxEv047FnYY5rsZlAsE2UXv7qT6Radh5LhpNrzD8LkyVt1LTvbm9oDAoLmwUWhf3HNTR0cnVVuqC/vbJztwvGyRkprzekv23IChT7Q4ZWOK+uyGxlW2QVIOWRzGbnCuLgOoDQxuwAGBJVtXsFNj6Kc5xADS36pti9l4mibIOlH0JgOcMaiaZUW0M5usqcNqfKHCYWgZOSmyLmE/3VOlAupuU1lC0C+ED2YgJEgAsN+tSyA9K1V3ewIp3+SOb9FXt+ww3pDrdktLota3Im09M1mc33LUTUC7iV0RFd+cIXPq9h3P/qX/0r+f3f/32dowAH9lyZ88WcOtFPaOiIusMmwzIZdEDG32CeMLfhN8SkePCb0HBbndvmd8FzZ78zzA1jrHAdHM+EaZjTjIiKEVU0YUQZiLWN/mPAz0/BchmzEtMSYG0z2VsdrY8/1Ziqfg5WzJRJFrUiNJjsLliGoacUMAdbW58WNlQroCxGeHB4pEwJSlBo0cKtreS/AkYVafVfe+1j8rGPfUJ+5Ed+TP1/Hjx4XyON3nvvvpWHAMPs54fM0NwzRweeYqCnfkSvvPKybG9tqXnQzEqPlbkE8wefNzj7rq+vqgO9MuuaHwdiwDI469gwQXGsGtwt090bOPFKwiFXTWJHuDZDFWJTgJ3xCzUGc/qEgB+Ce1ViFltyqbSRAPl52oagQNrLKsQs7D31u3sBAEoxSME8XFJO7ZCtBidE+TS5aMSE50YhS0M/EjQKHMbXM1MmNUGrBBuzMEZWISR6K0L7yu7m/pFyK7Nc0vaJv83b/1xPoDSiV3e12j82obN/ShkKXC9ubg3pPaTsVjNPqoTstnylBFm8z6hzY3lMo7bQYNMqjHVBRliL0LHNwz9Lx3nCNTfzGGgxnxs18WhIsTnIap/UzEPNKmuA9Npn7hMIcQgXVBFGmCL6vL6+pmOFZFdZM4yVWZvzzcxlOezbnqMqgMlkiM8sd0jeXOnEmSYmNjgtild6w+t/Hfxaym+rnxLNebxfNfXpOLiWG9aBbu666aFI24Zpu8NVmazfkNnJDZlPTkWmloguOjZnJzaPSUlOge2NfYr5TzivCDIJ5hmhhbGh3w820F4Pn6FYZkczn86nYwVlML9ho2GGX2y4uu7cnNPTEk/MZOxAg703JF6AESPG/FisaX3vyqzbl1mvL1MFmlgreK4D6QpA5Ei6g1Xp9NekO1qX7hB/r9rzG65Jb7ChxSfXZ0/k9PFQxmcW/QXmQxmQULgPhSp/8Ad/UKOkvv71r6f5CRMCNlxsdtg8sclhcwSQZkoCNAITgAimhGfdLLwgi5gCH+cwZsTGEONN8KKyqiua4A2fY7NF2K2agdU8NNfwZ03keHwkG5qKYNXy7nQ6liMI2ZPX1xPDiXWpTCIUEAf7JutsLMwvzyRJVqzN1KAqoWpGZKSNUQIjZPlxrLTBBZy+kcXP56NVVs/OvrHZ3LU1wmzZYEtgTlPFZG1Ndm/cULD46quvqoxAZfNPfvKTKcwbiQ2RzBAsI54HIuBgdsMSgXkOzw4Kz+/8zu/KxroVQrx185bcuHlL2REtCnp8Kg8fPZLeU5GbN3f1mjAp9z1KkF03TGGAy0LUOynkmPV5DMhnc43KuuSom9kSQz8E8hmUJG8CZ1Oa6zoz4SRmU2QO2fSwP2XmlzIS7J5F32HObGxu6t8xT8rR0bG8UADF2IYy0iICArRkNw0sCD+PxyZHv1CLJ2pw/B0WOgtgxTo7sCMjxI2TKSLg1I9K40zv9o/shlf0vWRf6HVPgJTSsTvdrgDFo3RKzbzpZR+vpX+7cFdboc9S02SZgt7NSQQoHgGRWQ8L10TYsCVQI8hgptfs/EqmiT4pzL3C45KJh7k0phDSeNGz1PuiBQajrdx8GhiGCsGBcXn3vXdV6EBwALxB+NGkxDEgQGGIcGypQJs7xOUwcQJJZu+EsyccYC3zrIWeu03egYT6oXixtiIOpCMyGIJKRt6WNfWxGE9n/pwxdgRu0KR1NiTpE609ChBg5lOT45oMhhCup9JdXdew4/kFWKML6erzs19z48AbNv9a6Lc1gg9mi02Okz7HyQTEFPScD9j0oF0yrb2CkJUVmc/6CmBhdkM9GGr3WmIg2Nx1vOF2ocLT/WYCQIvzXsGlOgia6WYy68mk05c5NPP+SGaDoYKUTnegppx+dyTSXZFuf0V6KMA4XFdA0h2CRVkRgakHJrreinRHXZmfPTMT3Gwqnb4pCQCtMboPwOHrX39To6UgH8AOYswwDphbkCcq3Dc29H7BzMJXB2ZEZEPFmjFAs6bAhKADwBsOopBDACYELxhTjC/uHcez3hEa3iGrkAhNI/q8OrSaLE4s4gX+HBubiGqxUhEsK8CIt8PjI3OmdjmJvpApzQqbmelowipkePRZCwVQqVBhZsJvRpkkzypLU6wCVRnrM621+eijEX050DiPcH9IuY/6W3guiKRCksKXX3nFqi2vrckXvvAFLYlxcnKkprg333xT35/tPdXnhvtBGDRS/itT8/u/L2/+Hlixkdx76ba8/vpr8srrr2kfjo8PZW/vqTx5+kRrJgEQbW2tq3O7mnOSK9TMwUsnZZS1fcEy1tI/jf4hnQJ4uClHz2OJ3QhkSF5lsBJYlno/SI7W9Nty/yHN22KRQBl4m9mSrDELPyp7DblX1d9BsMULAVCil3lNORUbbvSzYHXcCrhwQsfP2l5MZ8xKrAgfhgDNWt3EaUk3EbTQY+o8lmLECxW9tc8aqeIZLTOAmsvEK4zmFN+wdeaqrykUs4oGiH1qY1H0eN+k6CRrvh0OXDCGAAlOlU/dw9tykbjTqxdMNI3ZfFDq6JxYgbY06TDFOMENnGaZIMoZk6kt6BTJ5BlAOY5Y9Jq4q9dX+zOEKCIk3vr9tyzLpW+qMW06mTLmYcCiK0w8nlPDxjZvOvF5xXE2bdRCa1OBvZRR0Zxs1TynSCuHzGKjoEkKmxO6dbB/KAdHhzqOlhMGbBSOh8AKRRXLlB3WF03PC7p1XSbjU5kPJzLdvCOz8ZlMJ6fSnRyZ0zatfJoZOPd1EZUbr8ESDswGGv1J6D9BEw8jcmiiYM4T0+RnatKAGYYZl+sqx5z/Fppj96Zj6qHwifvTDc78RlBGQOtG4dUfyLSzIlMZyqS3JvPBijJL8wHMaMjmivWM5zuSXheKBxiUFX8BkIBVgeA1PxUAmlkH9V9O5Oz0RLpK/ZvvEx5tDB0FI/Hrv/4f5OjoMMkwrGGaIwEuIFuQLA+gGvMAGjpy9hDsAcTQdwfABIwL/gbbAjBiTNVExxPjhnPGz7Eu0A9UJUYuEAJKjA2cSPE3rqthu6emgMHEZM7gxsYg/wjkHs6DkGAECeC5wgEdjvgEM1EGaTSjhJQIwfzuUzfJSVtfXTXfMtKO8o/J9xQMLckBFWVukdfDnU0JljBXwY6AVQW7CrACJgtRVnitgcEc9DVxHPIGwR/l3Xe+Je9B2XnnW/pbnAvmfchgsEuYw2/9/jfkm29/S8cb2YE/9vHXNdU/Fi6KjN5//33Z31+RW7duyM7mlj0HnRPmMNthmHAIL2aG4uwrgnkeMoUDoKgMC8qv/1sTcSanlKVLutgTIOLAbkZGmkVuo6JGxS0qKNwj4v6COfLCAJQ2h52aFWnzOeG/+RtWJI6MSX08FxooTywKUHwa4umL0RakJSKy1pwFFLC2GbrGW5tYGsnYsoAnhU57M+3V6jEOgR5i79Mkoe+Hl91mBeJ6HBjVoNqQEhTZD4BmHg0989DhBCzm0UyDfCUT/x4avNmTUTn1/OLcInHcQVYdbJX5yAwKNmBM4BxG7Onr3d9G04V7HhbzC8qhzPRNsERgVtEVYYMQ9BgrCCDYlgkY1HzA0vAs/qiJ3byaq26i7jPigkNDBz2PQYoocA0jAiyaNWi/T5ohfYc6sK+7ScRcFVPEkUYMIFW3mkBE9vYO5OmzPTk9u/DoFYadWqgmHdr4rIq55P/B2PX6I+kPVrXMQWe0Kb2tOzI5fSrT6Yn0ivBVyw6qY+mM3gJXlLR+KPB536zbk2rmJH8tOMoaIKMvhG5y43GKCFG/Bhds8dzclCzUeCLTMRk+6wMAFlYU+SAI9nlvJNPepswGGzLtDWUCEA9A0l+TaXfV2I/BSLpg20Yr6hPU7UDBQD/AgCGEG1FX2HQt+ko/s8IkvoZR6mAukws4scLsYN+bIsJS9CZjLC/HvjuLYq5Z37NjqySzDkACGgAGxgifKbvm5TOYdAwbJGvf4DwAI5jrOA98LmiKJrihiQcIPyoMYBPxW3wP5oZMF66F8g3MI6Js2diihQiCVEkCG4X1PDeFiQCUIJX+MWbCaWrROr0cbEyn3STT0B/IFzib0tSl0UgaNUPtPHphZkOEMcaQUTONHkqAJRVYhUzRkqXKzszPThWkoRAtIv1u3LBK0fAx2UGG222rM/QDn/yUfOIH3pBnT58qgAQz+96778rTZ8907vYmFymsHGMMfxZ08ejwQNkZgEpEF0GO4BwHe/ty9/ZtzUWE3El6DzNzOKQLQOmgmk0u9Bkh7rBKytl3JOZScdK5GJ/aC0IBItYZsvGOhupDg3nEvFkEI0zwyTWb0wpYMlIqKnVeq8PDF8TEY0LAvd2rSo81Y6J/tjAiPJ5REwmcMBzRs3biWvCJQClxajuK5GWu1TMxKa2WhmlWKhw9ekAnmjcKXF2kBA8LAAr7x9ok+B2EFIQVkjhhAkZUa7kjSm2eSZ6Sz4t7ffuFGmas5EsCQe/rPg8lNg4LbzVWxwAJEoFlZ1fzJTHHWOQ9mITInGg2Q5SIgRV4+9OpDf4HFqboAJPPcGbVdpN5Sc+VHY8TQFEPePNVUC96R/roGzz0Hz96nNKpa3K1lCQv57NhmmxjWJhYLaarzsxJzKkRHX7pjIhzQKjbsyRotHOSeVNvIg9bhnAygLKu9/Hs6Z6+zk5tjO0cxuJ5LdoGEJ4v+Ic5TYPhOFWmYLayI4OdV2Q8PhQZH6upRyGzO+0S9lyFRYmMXPaTMUBNkEbwgudEcI3nZOYbc/Lm+KMfBNYcRwV5Gokz87wOFORMFshUAV0FJnM4sw62RAa3ZNbfkVl/RSaDkQgcXQfrIn2YAEFXD6Q3QuIubNpOofs4c6yT3R+MSTQoq4Cfa/4T+LH0e0Ppo/CiOjKGkEuPEjLw7Wk+GS7sGzbNV2gs4InxZOFQC8E2R1WMDY5hNmjOac0Xsren4AaAgnKDx9Lso2CnCx+JC30G+K1V7jYQwevhb2ZjVTZEc3nY5yqHQjkH+KAQOJDVJViPClObPCabEueTmUZ76ofCgqE0xRY5W+qpSefuJE+DEpjyerjvRk05ekP/ATae7e2p/Hj0+JGa0G7fuaOZf8GyIPP0lme3/eSnPyXfeOstdXq+f/89efrsiVZvhozrDi2rM0KAv/H2N/TcO9s78ok3PiH/0R/5abl9+6Y8ffzYWCkNUV5PCf3QkqWVZpn0SQVOPFKHYJger9H5ISkbqXo2y0j01XcEvm40IZrztoESugpksMQ1nxVoMthkPDHP4LOjBR81Uy/k++kLBFDCQ6ztXGgEGsvASc2S5B+XkT00ScTy8Phe7ZBz02bsM2hQDLs0jUBzkwRtkABFPByWG3Hqf6Ovtjjx4CEsmM4bE0preYyGblaiH0SZSI5CMIKjnJ54Qerv4MzJ/kHT0GSRnouErNG51sQhS8OwYmSDBOjIWWPLjdxMQbBXA8Bg8qq2naI3wjNKwCSbeBjOzUJ8BgI9/bYWJjP7NwQyNTlomscnBhYik2U+IxYOG7UDCNsYFsMFXZvH6rGOmzS1R/u9h0EDmKptfaBhg6p1a2ZLOJcZfYrrHx+juBk2KmjX2RHWMj9mn6VyzpcFHgqhrw6bmCtDmXR7MuuPtNpx5/SezPe/5Q6zrpU1/E9a1khYZxhfsk7UmjjXi3nlTswEHDE9PTR4XEfX1MQ0/mgiUtCY8kowL4M5FCPuJgUf9+BTsimT4a5MR7saZTPor8ockTjIW9IfSWewZqYahmxqJjacO4YwZyiSoeBMwYj7IJqw9nkIZ1pE+nRm0ZwQGN7oux/mUJRbEbDEZG3xN3SQZXp2/A2WgWYdjj/GDuwL1gCYEWNgbD0byzXUKYXPGQlEdhG/B9jBuaE987fwP8DGw+MVaCKc2HP1UpmjvKIZJkY8xmi5OE9rtpoRMwAGSISIFPZUNiIwQjLBej7G1gau6+s1jglRl7h3+Jcw6Rv6c/fuHdnZ2U7yFyHNr776mn6HiKFvvP2WsZ/P9j1LLRz0UeTx1H21HqoJ8OAHf1Du3L4pN3d35XB/T54+fqS5fwYrA6vvtjQoV6sKuvnGQAfzW8X7scA0ZprtSXdo/omMsCEQ4fqleZvMSGZLDMzRnE6GhE7sZPX5Of6NucLPuF9gDF4IgJJMM0tadIptM/Hw3wXKd/MFGlkLClEiSZpZ8D0WMc+VMYaHirb4x/D7GL4VOXQ60RKRYrHjQeN6aNSaYkGrvDmWBQTrRViwJ+FarFCa/ubWxvBd9/cAU3EB+k7TzpsPiZpsPGyYJp6LcwAWV2pVw7WMtlbjxx1ltdYOwImlkbauesWHkAwKIMGYKBYUtN2T9Yk0P8Rkrr4T2PqjXZQABeMHBgV9jr5LcZzpMa+Jk7BYoflrgZEwfpX/TnQUrmlrCug8NxwYGu8vffgzqDmgp6YorcC6vq6CA2Py7NmeHB9jbNRgweBuH6GoTaUn3FwjBBzukwEzBUKOz8/h4DmQ+XBTulsvy+x0X+anEPRI808drYA3C9cYhRiFFn1RaDogC2LmyVIDxpUQOp7r9lhSMzhFR6fauKYwVvrcECmnwG0g805fZl34lAxl0l+T2XBHZLQtvcFmipbSfCJgOPtD1Wq7fXwe68/kDBLFWo3Awv+tcSf0RkSYq66toTnPjr3uSKHlszpPs9Xmszyv3L/KmaTo00FQwU2A400mBp8DWGA+4VjORwAZfI5zQdnZ3NqU+dAYLdZGwjGQafRDoUkB56V2jWsSaJB9RK4XmH6YFZZrgyA1PuMCRHgAAO+dY4aQY8gHKAroC02wBDroG/qp7vzP4Xj5vE1ZY1egNDGcZ6a9dcvClQFAAPaQ92hrc0NrKiFvkTIvjx6lTfzo6MTGzBN6as0f7Csa9TKSTeQ6Gg7k8GBPehOPDszGGAeBxpLQz4TgxCyOnk2cNX+YCgP5mlA5GvsGmHYAk6H5x9FFIaXUqBVZZ5PIhFFRt7puNvfi3wzYiMBFWUNnv6wm3Avig5LscNVkLyJ1KgDaxpgUG0g6t52XNKaZBEy7ouDlRhjj/ctomzJKhy0txorZ4ec8PwUOIoPwgoCHcGBZdjU1FKn3rVZEBBv1PZpvQZj2MTyYYdDBkdOic1DPBBQuqhBbpAYjX1QgetZadeCE9jb21PfJHJNt3bkIIBIyjXUjMhNL7iNqpwCNJGYW52E4sdKTPcsaObLIB10gp6cyBRU+N/ZEGQlNhw3waHZ8y2lgeSMKkAEE4EyZZodVgMJn20wXzo2yYEsqEMPjuLkSrOQJBhsvzHJDmbuZzqJ2NvRY1Ao6PETtHNeeg+c+NroZwhODrX3xIqkxDOhcjM/QikHCuXF1R7rqNHsoXWRB1ky89vQTtZxO1mx8bgR+jMBCY8QIGQHNOqrmHIuAoAmOpoxkivS1FM9tTsvOTGIT1OcDH56hm282ZDrYlNkQPieb0umbyQYjNvPwYQWE0A6R52MIdiaS3w4Wwq2W9Hr+TPP8+IfG5+Dc5lDbmbIwWnCOJ+UVFBh+l/+dc1mYLChZOcxnUOTUZq3u01oqbIdjwHpwDmEDtFB3AyAYawIT25Rs7USGmBWhsdEok+JAwKKKjFWh5k0WA5vdxZmtPYtas+dF3xr1d/FaOVHBs3us5I/LAvXxGw00yRrWuoLbngEslcUwd/l9X8Xh83lbqyI7NfbKWIBjefz4oYYUw6F2a3tLVk9XNQPyjd0b8olPvKHgEMnf8ILsgUKmPmw6Bl0ZrawqcEBNLjxXWRnK3ZfvacXqYzgwr6AkCWdcLm2hpRc8lb39Df+ynEnWctgYww5QgmcKMxnASQduACn7bJYrSMSW0uA745zN7hGIWE6emPaf+0EMfIhgRhXIsCexNMVHHqDULZptYrROROc1kxLBA4UqtTsKUW5ouuDAHFyY9kJntRrYMB087XuxfwVl66F3Rd/d9m4AxYoNcmHTUUnNSO6AVYMLv3H2xs4YTBG8Lvct9kcFHM0VHm6azBFwAFTtGKyH1b3hb1Rbu/BoHE8ill+e0h6+KD6Bo9OU9ptFBYOAsp7wGToD40Q7NtfBEM6Ba7KxuuGOaIeaxRcRFKhpoaGUfcshYpSwmXfg+AeNlHVeUu4UH7fSEdPqvhCgGDOVWSqyJlq9NTz7+OK5UoIs9Vmy54I8G0igNkQo3uqqjHA/axvqYHmwv6d0MLQsTRpGM3mFRnKO1+XmF/40zfku7m1FptNzVb2wucvGbZGTRzI/GUt3bgIEObCy8Hc2q4VC52dxrqdq0HQ+T6ZW+z4yWDE6I5s3eD7LDquFr3U9wQfEimzOAT56Q5l3EYGzITIy1mTeX5d5ZygzVnFVXx+r70KHVzWtRWpEwZ5R5hzbaHNPh9EvK+fpTAAFPjEa6QPt1238aV60+Arx/q3+iY5aStAXxyaaCDk+NOtYUjVLtsYcMWQJud4BYmzuG2AmWDH/KMu+irViobeI2oF5xdYofKFQywl+LfRHIDBBXyys3Nkp4HR3aCcgp6kmzYvKFFr/nSRXx/oNNgJO7lAwEMkEcGUs0LbmyUHAAhObLZr/cRovO46tVnrpQ6jPSus5mWP/+YVt0sgfA5CCTLUYBNwzAMu9l+65/Jkp6zKdjdOsgWxB/xH5o7lcBiaXoSy9/rGPyfvvvqvPBuHqlhvFxsTS49PsAmUMzOuqKmVQquxl9YRouknmGZoZHYwwN4liL7BVGshgJnv4jlio+ZH+zbmGsPTzM4CSMwswcP9B7gd8595AX7NIACAC8YUAKNSw6jwnBCc5e6Ulvkm/U5NFCSwicCFAsOiYUWGLpGMffpvrRGTbMSefTkNmEO3ETLTuK+F9wgY7m3La2k2Zjc8iY4C2N0eb0h8MNb01QYlu6oUAiyWvmcukSVUDfHQ1JNOoS005D0dVTUPuQEYLDXoukxTuC2dWC/flZ4aez7RaaXRig9OrJmCD4zySJCndd6Fh2KnYmUuNzOBke3tOEef/Ae2v4aEjWVmFeWskg97INnfND4FQazyzc1lZ2dA084PRQNY3EfZnORxAtZqJDBpHzqSZNbkMUOmoadEizIKKb/DuKeZDnpwIeGOaGatanTXGsvAF6uusytr6hsxX12V1Y0OBF+zsiNg5Oyc4odHBzYcO2JjcjX449L+h61ytAcY10+n0pT9YsZDj7kSmqCWzckN626/rJtk5fSxdrdeeQaJ7hAYTZgnK8f1kauATQnHUHyb2zzQ9C/XFnLIifDl7rIUM2zxA4TRNm95DllwDyxTIuAiAi90rWBFo1UOZ9lZkquHCGxat0xkpoEWKet08hyPVVnPUjQGXmjllSQewLtE0mwR5YFhoFrJhMB8YMCjdwYbMz+HbYbW3soxp8Y+rQvwjuI1gj+eA5klTDp1eNVOx1zGijxwBBCNyGMbNXCY4h2q9EzProJmPieWVwbNFckB1uN03YILxJxvCqCtcH33DnLUQ7j5GXOejFgb0UHOuL57DamW5wTICExtYr/xsdovXXn9dPv+Fz8vDBw/lnffeVU0fpteTs1PNAjs/NjmIDZllEDSiEHIa4+NKJky3kFtI+Y/jwQQMYZJLctxyGSWFM/gFarmQ5ODrZtuprQXIvsdPnsrh0bE829uXl1+5J6cw55wcqzMtgNTnv/AFVfC+9vUvK1DRMFtnisA+QcazCjuqxUORuXn7puZNUefngTFyaysrmhNpdWVNx2C0AiVsTdktABRj9N2RX4sUZr8gleusbA9ZOQ4+I5Ox5pg5Pj2Rw5MTOTo91grvZKZzkIMpp0jKp4qmRj+2A03bC+xYmP+ZbNSY0hcEoKA1AEo1WFwcQIiJWvTNBS1S0vyeCz06OLLKLTQNAhz+ltqf2RfdYSl5MbqZJEYIBSCE77SI2My0EVJp+B4x9TGBUkrE5eCEgCxu6MksEj0IKqXBkp5lswv9QvJYdrzyMBKkGYOi4cITMClmC6fZCULOSsHHlPUIIbYFZ06zmKRgg8qJSYAVgZZStvQrgsbgydQGas4BazX0MNC+TJAKW73eLQU2xtGS08F8YiYefIbIKw1VrPIo8Hpm2jHadBiiotKIekizCr6UKZcZMev8JwQx+XmnEOOU+8EK0Q1Ga8qidFdW9RmrNrZ3oDZayxfimyB3RQeiqnHnIXIBRF+ADFIXrQ8ci+tOEHI8u5AOnl1/Rfrrd6U3u5D59EQ6FwdqQsrrzEBRVgrK7xCtoD5RSHKGyLZz0+wHQ03zGYobkhmx/nLeJfNXB2yTzZ0hfHTUTGC+Jgr8IcRRJ0gz0fdl3l2RaXdNJt1VmeLvzhBeSJYbAgwKwv7hFAsQFsNRo1W4AimJXQzgIL8bRS4eYmkblzNmSOa2siMXBwMF/Cg0asE7ZDLr55ILhlLLJaBlFAyBB44BsECyNn5Oh9ZoOuFx0UeEgMccr83xVU00uibt+jA/QAGCfAPbgrUNk6NR/ZZ0UOtpTU5VY2f+FltjKN5kZhm9N2cV9Z1KSDD7ATxmkzgBZ3ggnotoZ/eG3L57V3oIStA1jT5DQbSopf2DA60EfXFxpiAJip3l04HfzZmuecpxJpYDsNMoPYSVA5BpxmqLLoOM1U3X70NNiKzjRLOVAx3dO7Rmk8nks/MLzRZ7MblQgHLr5k1PNDhWx9kf/OIPqj/bV776ZS1uOKUi7MkIUSDVLDjIJTNWk83urZtyfnqiKfTBlOC54m8wxyguCN8S80W0qt3mY2gO7jqsIRVE9g+80HFBLhewUgpgPav3Kcbx7FROURMt1EPjHlHLOspCylEm6WRtNKaTYMFLnuOFASjRMbEGKBxILgJlJbx4VVwcEcjQBk6TTlq87iDLJFTqzc4KoaHiLLNpsrR06mdkOYLQ1xBXR+Q4LxYPs2kiTTDshqqNuM9DpOmjBtZ2//HzIBaV0Yh0XO1Qa6AChb5mloreU8uDFYF568Ltkoqkkbpe86Bkai9lOPXQ6Jh4rTY16fdVxJEe41VSNQYfGR1X16WHLJ9zOMSCeRrI7dsvy6c++RnNdPml3/oNzRz3+PF9XcgUxhpt1bXsnHih4ZzRBk4AgaJea+srWgEVeQ/oXKimnS4oCwcpninURtN2Z0tIVyaci1SnVoV2k5/9DsJwJH1kJVVfGRO8CIFGzhO4naRjycJVNh6CHftHu9mlbW6wdbvwz9nWnCi4NubrFIXv1u9IZ3wos8m59DSqZ9bYyKPGn8+XgX5M1sSiadGnpHYILUwY6XwOIlO0nkdUaXi1yFSjkFZkNtiWSX9bpoNVmYFJ6QAgwZSDnDJDGa5YunwLHybQYyhqeQ+J8QgMrPbXTRVqsmAlamSR9cgVZWTUvLEm3dU7Mh/syunFu9IfzmSgezep9MimZLDHMcWlGYqNjQdrkZl5zXRjoM+Ul0EyQeNYOrBCucFnBC6M6kE0DDZpRv+oHOwbyAALCQbC/Arg4wEfN1cW0tyeai4UKlH4veZdQtK90VAuzix3ESsrJ+UpVD8vZF9lGo/p1NlgXvrUpz6p2VwBrBDp8o//8T/WTK7Y9MGKci2Cid69uasMxVNkat3eBuWUgBycWlFmgGMJ51AFaysrKtdhKgJAowmMCqdFpwEQGcNMRgUMRm0tgkzE9dV3QxNojp01nqsz7Rd/6IfUuforX/5deeKMLthlXetVsAeuc/fOHfVpubmLqswb2mfIitXRiue6ivWvvMq9g53x+VhNNmcnFuoLnxbIQPUpwXM+O9OIRphrlEVHcU6UEphO5MKZ9ahoJfBZMX/RnGPzJLPLaW9R0z2ZZ9uDXgiA0gZK2qhTHSw3P4D6grc5/QKSo6dSVhN1yDIkah7p9JCnECC40WQ8romzxYdIk0XR12qDwcaFa0JjweTB73EtULM0IwEUmONYaY6qx6BtbPJ7GAfXGAikzIOeVYCNKVHzjfraGECZjC3xjiZRQ7Zc13A13wFQNpJmpdCznNY+shQNEMIJXkUbadZC9Yhf05cmw0NFaSziWUdWh6vy2c99UT732R+S++89lC/97lfk1p27cn5+LPfvvy1ra5bePkZcYXyxQNEghPTZeyl3aq8Q5Ls3dtQpD74+EGy2ML2u0sJwRQMu0Wm4WLjQhH2updgYhPsORqrZw4/iDE53p+dq/8f4WTVdRpYEl6K6JVWJPdEPl6yY3Gsr2jeU0cq2jKfY6CaacRWOpr21u9I9O5TZ6SPpzhEBUjijFIxDPefSXAxh+pGtVJ8ERHldWBgx5jvHCvmEmJMDghtzH+MwQth1KnBn0TDI4Drrr8rpyq4CFETqIGU9QokBIMC24HdMt05XY3uOvKUQPkPQ4kCqGEtfq1rXCv0Ac+MZfGni0Y0YTrnDHemu3pOTk/uy2p+oH4+ZWx0fORuWQUkeR6wpEEnRfwSsHpkHKkb4HTYaKkT8HBsegQkdUyMwiblJdI0g8ZyafrBJih5jJiN7jkeHR7K+sa7htPt7+3J4cGgmaffLs/wqx2quQSZZZcaYgvqKLc0ZFsjznBzoI1LQ/9N/+k81eyuUBprXea/oA66/ujpK2WAhO3EzzEOE+8dvWW/IWKiTBAKxecNEAgWF5jKCUQBCkw+4Z1Nq+kzAVzk1U85i87XCsTBlee4f90Xc3d2Rz3/+88r4AAgqyzYYqBno4GDPmH2vraPAfNCX9RXM544qq8j6iz5djM98jF3WIMLLnVmR+Reg5PjoRCsrn6nvyLn5jsBhVXNUjYOcRj8tMALJ7Ma4B09s17aXRsUr7p9ZxhOkls+37VwfeYASN4RFIAXfs1pnSvYUIgOwaEmHUphFSovZHCkQeE6WQI8OkRQWidJuy5YYBBKSIoFqo/kBWjsS+pjQNvRODdJYlMsBWfu/636gDxayZtTbvMjkaonWYG8ERYdka/au9kql6/zlmWOx0KLTLAFK0Qc3kXD8EssVNjzQyGvrq7K+gXA4lii33KAoeHfr9h355Gc+D5ghv/jvflkO9o+0nsXx6YV86937Hrljz5gx/WhWfRQAxRLsRfaNtDoE8a3bt1TAWW6DkQwv4J3OyqGLK3haFl1LSKcZUJ1a5UbATSFtSHOEGCOL6UDNYYfHJ3JwjORFGANky3R/lVT5b8mCjt254rq36WHGDICk0WgrmVXmPVQ8viXzDURFHctwMpbOHGCzOYd5P/o8pxaxo2ASNO7Ewo1jNk2CVIQ6a+G5mYXPGzBHGOSqznVNMIbPhjCzWYRJbzqXIfKkeMl5+DtM4Og72pZZf8uQrSoffVUyRitDNdfp2vSxiYIxP8do3snfRbNIypCp2Wq1YqVFlWGD8IR2Gt4Jp2pED629JLP9t+Tk/L4gl5yem+yQKstWY4YPUGv3eG4Y84XIvjG2Ydv4kUVh0URq+mR46bSPOW41fKweT0wARwdZnA9atOXdGencZR80rf2gr9EodEole5ySDx6d6LNlhlnNdQLmamEw9eWNQOvevXtavO9rX/uKsiSvvPKKvP322/p6//597QujlUxZHCdHWvQXcxAsARQNrEcAF2WOJpOkbGIjB0ODZwrZHtlxNIwfk2AS7NDJn1FnjQ3XncGNDbfNmyyX3eBcbu7elB/90R/X/QHp7i/GU1VQ4JuFOYScWZo3S+YKnlZWLHU+fOo6PZz7QmZQIDWa5kRNW2BCoNyQGblQR1ZESU5kyhIjZHjJ5DubYe4HzgKjdpqzKV6HtZUxobmIMk2VXJfttv2VJeAbgKT6/iMLUNqop9rko4LRIwrQOAEZgRFj87lh0dRDJzBO0Kit0KyTnadyFIPWovHw0DahzoaFjc0Tmt6mZtRc102WIcZoiPageSE6Bccopfq88f5LCj0DE6ObLVujOmeNs9e1OsVqxA4zw9q7+ZKYU60BGDhB2UTVwoBur8x1V9rLBpR9NYBgiZ/WZGUVjIlnCPaFCkeyV179mLzxxmfkS1/6qnz5K2/J6uqufP4LX1TB8t47b2tCOItusgRDsbIuFq0JFotciPUhWOgRws6yPRqYwMlykbfKlDGHA0Seb7po3bG6Np0lUxPNMLB7C+zpqAzbUWr86AQe8eZcaiyDa/HL2JMF7eqH83lAk1yTyfhMLtyBG8zEfO2OyNkTmRydyQCJsMwzt/BviSxAzIPC/DxoTGFvm76bM8DiuUDLCoObhzQixCIl5gh59g0PR48RIaIbPJ7xSPOZwPwCelxBJJ4VAMrKyIAqzVE+mPUaKcBmMJnZM7CU+jGxYqK8dV4CnvhmAl8pbM3qh4IcKzdksPaKnD57JP3uhQckw9xjaQFinRSMiZ0fuAdz2At9DhBCbeYVNowlAQeZXW6YTIaGe8Q8BGtgm3W/kGFo5mOHUH2rpcOcStjgbFM2h1pxRkbXFdbjwGQWAADWKkAoE7ghZTuqai/KzLqs0cka7wBLKNr3sz/7s7K9vany8VOf+pTKYqzPhw8e6FrjPaOvxydjjTLCZ1jrqzp2U0tSt7Gu/YlsqvqgqNnGfXj8Hujvg0Zwoj6JZ2cabUP2JQZHFKxhYDQtdxXAydO0Pmhaunvnnnz+Cz+odX+Q6wi3j6KgayurVo3bK8ZPESl0fqFmm3fefVceP4ID8lzG5xdyDD+So6MEIBnOq/JY0zxAaQiKIOuUVaZpvtMfTEGK+0yaYukmmqDs0m8qm0RV1WkTMWXCTRcemhPxhQAoqSbJvNXmSSaEmV+5eRBsRA94TbnuaBOTaLRqyDku7NrOjkaAROq1DKmqQQP6NFZBAKcqLHA1L2imQZh0oOEY4qZQTOaUYBsvNvwihLMJUkpnRmN2JmBE9N5sjNAndXgdGzBCHhP7NwCJFfxLVYVhznGzDr25waCYzZJ5DMxBkWPFOj2W28ByuDAKAPSmFgaDE5yG4WpGCbWJI08F7NubWzvyxhtvyNff/H355V/+Ddnavidf/KEf1xL3JixgPz9XB14TBLloFepcfOub33QzjpsPppb1lKwZNK07t++knBLoG66P75U29RA7zoEBkoLx3vy99jvh3wRfBBvqWOkRSRj/09ML96tBinCnjQEiPflGsbiv2JYeSfYkyVILeR4NwWhcyFh9LuYyG25IZ/01mY9PZXZyLjIfE9qaYOKEJns4nqhj8iAyKEwCRZbFK3zbvLFoBc3N4OtIo0xG2OwwT+F4C8IZG+NIZp2+TAHsOggzX5fuaF1DjDszbMxj3fgRYg5wAkBrWVz9Xt1hj7S83nVLDS8tyqa5hXIhyFjSQEE4tEU9N9iTnmaCxsDMof3iwP5AWZT+2l2ZHm3J8fl7Mux1tJ/9EfoIpgNRG+xPdlyOGTtZAZj5RuhXwuSQ3KBZL4dgMdbqYrROPqeBR5uvM30+ZAbQJ5qBCCqpdAHsIdSYplBz7rSIIHOIzQm+nheccG5Dbmh47ta2fPozn9FrYc3TVAxggWt/9nOfUwCD9fq//r//VytOCJOP+3oAdCFlvLIj2AN8HOnQi79pAsPYaDVoLwVA85H2pdfPSQdXV/X+MZ7Mqhv3GGz+agJkOK/fE1mqh48em0kV32N37nRke+eGvPHGJ+WXf+VX1WcGFZF/4AfekC9+4fNy5/auyqgu/K1cZrz11u/LHP5iE5hqzG9s6j4uKlu1KKibXbTGGZhcyx4dI1tZZDP5M/r+obXX1LRj5p6mgkkiIAqScn8xuRAi3oI2E/esNsvCRxKgxAq2bYwBWoq08bBCCkIuPghVfKeaiiNtBTDwO3BUHxEzhRoHOf47fhYbmQ9MbFCT3OzU3g6B6ptltN9Fp1XbRzzyoQYhleNt9WWi9PSc0HC1Ei6AmIWbkSFR8DGGGcfCdVM9HYYPK6uCBRH9TcycQ7NPErh+02lyp7wwNlbwK6GfDWyr9mzM+xvCAo5rm8gPAOAy6mvCInz39OkzWd/Yllde+ZgMB0jAZjkCLJHQiYxwvMf3c2OBaQcOcBr66tU3YzQPPoNmhnLpZK6gpaIGBwSHJSNy+62G0A4Ss8bnVDsCN+ZimA5qCkC/O2AcrMihhb2m/T5F75gTJwXJ1SX/MqNQE+iwgrOF5ELoYePVLKvrN6U/e1mjeuTsQObzi7JMQuUgY6atqQniWGsm+D8hCVXfTTzqd+JZhNNcAFNwfqZOp9hA4VMy9fT03eGadEbr0hkhnHhVAct8Ao3XHAa784H0UBFuanWKGFZpxSSxvvLaJHBKNV3c0dI2mVCNNUYvqCC3MGWmNbFHZflT1H9ALU0D6Qw2pTfalPOLrmY5HKSQz7mMkAl1YHKIWUATMerjFFP8R2aWsob1dyLoiGwW1ya/o/kmRiiaA6iZbBitQ988mj7JkMBxlhsgmsrHvrhvnikrKBb4gcw7LqewQWJM7r/3nrz26quyu3tT1wurjjPtPtYnWJxPfuqT8rWvflW1fviWAWSgxg0afVSYcI7jxfviWEEeA3iQjTKGdC6bq2sKEvg9+5BZYJPXXPeoPlysvqBMAlDAnLO+ua5gB2sNytKN3V1ZX9+Ur33t6/r9o0eP5cmjx/KTf+gn5PXXXpLz2USjdSBzYII73n8m44mFBpvvW5Y50fcNio7VKjOmPDLXpsg3JQJN8GUW72WBF/7bKJc0Sj+zKum3fu5o1XghAIrST57FkzawOKCJhcCmCnHmNDSc8eDboBPdkbJqI549lCaeVIjQkXJd+AyNGosJYk+9zznqz87S+5omzpBAxLOvrK2oME+/91ovUSPXPqiAajrGtk2eeAwnRTJDKBDxvCZqtgk5Tpw10U3ak7GpqSqED0dnWIaUmV0zhij7td2BKwpcUskYdxMy/cJ8Bb8TRC+tr62o2UtBDxya+/C4h2NbT15//eNy+/Y9uTifyKgHc81Mjo8OZDI+l601+q1QoE90zHH+OhEYzS8QegAomt30wuhu0MoQdmhG85vDMijj83MTlLwvCva4kWXWgw+jdLy0BeyJ4vTRsnw6nRU8s0kKLbbfXUU9VZZ56QHlaRhWqzU6EJmC8UOnoOkNV2S2eVc6szOZzd8ROd/T/CgkJwpDnY+rhqRWUXKZpYDpzvydsKmp1jnANS0yAgAYvg8aJQONDkxVpydjRG/NUYIeTrCIyBmKzAcaAj+fn3sOngs5n1zI+BTp6y2SR+cWwC/WkJp/LDQ4gZJQlwZ9wCZjMsOUmujYrceqb65T+5GhVL8UZw/MHiLd4aqsbNyU6cUDmU+RoXUgo/5cVvt9OTu1RI9kRjgnogmZ16SfHBtZHQINfk9gwTHnhkyliWsQm22a/55EjRVpeRzPhUbwAvNT7CPWKgEmGUurCmHJzJ67BYdqylnLimpyg+Yr+i5h/P7oH/mjcnJ8LO+8+610bwdHBwpW7JSWfZfynPeMqC6sbxzfCT4olPHIE/V076ky28wTg7lKdtUcaC1vDJQVtFiNmnOLfeA4PXr4WDY3tnxfsaR5n/zkJzXHy4OHDzSPyq//xm/K4ydP5I/89E/J5z/3KXWMRSoF9Pn0/EzGF+ZIn+R7Km5rY2jyJ0/FS/eJlICxLjGyXNa0fl9YTIO/HvC8V561Yq4viJOsCo/g7MOHRskZ/UtwHH0EoJlzYXMgo4mGIISLNWrB+hunY6nhRDtqpJGV6nZ7MW2XFqe/pmmIQSeTMk/naExumDys2FP0d2lshiEiIApXUrYW+jsLoAQbQizuh6Rrlr2WJh0LM87F/RSopKKAzfBhNtLlFHIsLGb3bcW1Uugp+tudy+pwTXZubKvTXccdWKdjCBSrHQNnUmgbg+ENF1K2yKHxHx7uyWw6luEIFYDzOOF5I/KAm1B8xhS+6JfVHDFNEVQu8qbgO0QRnJ2d6DEEVvm5ZKBGsxe19TQOjT/KD6KZpTjI84XFLLVXAScUNFeJ5LGKPoFdU5CCBG4jNfNoDgWYWlDPZus17dBkryP98YF0pExVzfGgoybXBTdQc2S0dcnrws4971hUBHxxZghzRpZf7Y6FEgO4gSWZgCmZ9+HFIbN5TxDoNJ+N9ZnP5qdevRimlVWR/qpIF47QBlAUaPUHQL/SmVndKoLTJBtShlBf8zDfOGVO+7vOKd/Edc56FmQ1XOlwWS4QDQzS6JhVGW7ekfHkmUzPDmVlayg3VuayvTaSZ0+eymT/qGA+0DhelDtsGSSA4cg5UuK6I8tL+RUdY2muokk7JQ/03FBY2xgvgiY1bShIzD5GfMYEPghhhSmNrAwcZAm8P2ijPEM/sCbB7oCpiLV7yH5QaUIG10ePHmo2Vyg3MPlAsYGMUH8T7yOBj5pnXCbFz8z/ZTWFcgNE0KHYlFUzt8H3AwyvhR7bWDN0G9fLe0bwd4T7wHisCs6DBw+UKUQwAAIk4Hf4sY9/XPYO9uV0D6b/c/nyV9/UBHmnZyfyQ1/8QXn1lXtqzj46OZKLc+wjnswyMewZFBqjZ2w782a5K2y7BHFwY3snnWYJeq4GVha1CFKK+ksvipOsydEqHCoI9bgR0SbI8DJuYNQ2jBa1jHemUTBzJSah+TUw0kFTpau5BWfP1B6zU2rYlm/y8LDGYkYDrbeCLIDuNBmprhJ9mzOVXt9ZDHP4WxapE2PisykL17YQagASOrvCTonrl1WJzfHVwjvpsU4BrZsxwUkKK3PmwIeBfTLhZ89F/TvumH9HNK3gR4wKghC5deeO3L17W/b39uT83DZA5GJZgR8KkorNerKxuS3zOUJz3Z6rYdgIqdvXTUVBH8wTvhggeA4PDxygmPlHgZvPAzjNMmoHwATkF8YLQgkVSRE1gB1na2NTU1fjWAOvZZgdPOTzM2kuZoSWtgbbFMX+qpwQVU0pakQ8AcFNI8q4+Y/muiE7E440XIBnM5D5AADDtB7NSouKwFvIeCwyOXxXZLovHZhS8h16jR0Da0ioRZMoncXVz0TzK8yUIekOujKRmeZdgDNOD2Gro4GCEjx3ZUp6I80KO++MRHqrMu+syERQYBFVg8G+zaQDAQ2NFCYp+LMMcCx+089mqLQurEaURRnQqd3eCeYxnphL9CGjyU2zMmuiOks4NyVD5GE8c02Qhf70lLW5QOK7Lkxkr8mk+1gL8m3c6MrWal8GvaGcnL+Tsq2a9p0BvdUccudhmBHc/q8muCmAhxVdjAAimmYIFvlvvOpCgzk3jQUD4J3ROgREMMVaXbDsnAsZqXl7XI5go0a/zH+KmWE+WKNMfvfdd+W9995TOYvNH0nPwGDQNAU5CjCAvr3zzrs+fgYaES4Ms4zmZ/FieDgvnYFxPphLIAvwe5qawahEvyPdDyYG8mJ23o11C2TAfIfiid+R0UlyT+eYmw99nTGa9OnTp7K9sy03bmyrAojP79y9q/meDo+PdI3A4fj0/EL+w29+SfP3qGLU6epeAmd2rrm4DzAxqF3X8+y4mbitNls97trHOjv2EjnCudM8j2WM5TF8Z4DG87opfV8DFPo9JBpWQ/ayAw4XK+PeY26M7MFtFSphY7XNx3J+cJIOh9kZlvVANNMqhKjXtsDQG6uQTSrMCEv6FYsdi8cEtwED8w/JoKKYbPqhORUC+5qgL51h473Xmg6ECpLwaPZH1TZyEjWtbaMRAlg0VpiQ7FKO5IG/SWnjpKNgZmgY1VDuiZpTAUXgVlbkE5/4hHz6059W09ejh5acyGzCI9l7tifPDv7/5P1ZjGVZlhWKztP351hv5r1HkxGZkU1lUx0FBXW5XEpX6DUCPem+DxqJLwRINB8IxAeNAMEPX8DPQ/DFQ+IJhB6gulBcmqL6ooDMjL718Ah3N7feTt8/jTHnXGvtY8c8IiuznnTTd6aFmR87ts9u1l5rzDHHHPNCtja35GD/gPbTaMVNa2TmLZdSbRSkVKzKeAiRICLOUrBKx8OA/juD3gWFlVD0Rx2BUreX3S6Pia3DKYDT/fpEh/QOdTGoYhijjXxZ3nvvffn000+CBwU8BErDEt/LEkVMFInDYpoKSEGab6sPZJCYZPQpazPDyZjQL+0NtKpR01yzNw9MxWnZzzWhNappEsDDklkuwhB9LtR9FW+ARwK1HHnJ12Bjnhc4k0xhLz7rSwEROBZliup0LDPn7SSm7x/jDc8cUicAD0toR1DSnBcpIf0CM7wCP2+aL8uiCpBUl1y5ITkAk0KNoCNXrkoOzrvlKkt69fM0741jB3NBsGIeJanzMs8SxwVQmPfj9RSNVTyYyJuW7bZYAbWqtYdS4GAdKCYEyxM+m1DGDNt0fGlDwg2da2ZFGcqFFKsQSc6l2WrL7u6eTCafhl4t+IoTumt3LOgx4BKr8LKT/+pC4eDGgZfPU76oOaOAZ5IL8UQXYk9XeIsGXCMs9KisUX2KBmr+Ohhgvs5KQ3X79XlYjysaZTqzt44TTL8zuLPn6dd//b/xWH/sR39U3n3vPf58796d8BzCs4iB3mJB4KAVRgpqXOCKZxf31S0kFATqXOnl2M6kurAYbCr8bsDipGZ4CKTAAGu1lRDc0Jl1OGClD44HoKMP8GQMDzxMXEfmTrZPnjymlQLOAxs+ZwMVSk8PQ4uNVqstxWJFnhwek1FpViCaTa9ltiN0+szTgysJoNelbdb9vC7wXbcp822sTUbTogA+BSiup9OfY+uX5wOgWAS7emGxBfQ61/yg5zLTah6iTaNFfcLyfREVc1BqDtOjZP+MFBDQKdTykB6J+cB21A/1fqhmSIAI9RKmtCatbHXpSZgdXET5uTZZpiKsdIHE5EmtSWBBjDGhQFa1Ji7IxevaoVJbiWNwuR6HYMb8TdwZUD0bVHPigl6nun2hxXWHvubeiy9ShQ9/AmdzULEBrwqWlGIhKGmFS7PZ5uc9fXqkKTMsCsGoCpoDRIMTeJubPgFCWH1OIY4F7VkqIdJRDxRPK3h7dD7ObEMec+ueaqNYE8JOo3Tx+YjgkO5SpgRMgU7wOmZWvF3WlFGvboFjs2Nm9cQKRW932O6z/kv/1qkSBRcYaRqnrH5CjJiceQmLmE8qZlVPZX8iwFVPD2UJXLNB7sSNxWBSBYBX25DCAh2ol7IYn9D2PLeYSH4xZRfkWNqtiwwjuTxYkLxMWeVSEVluiCzNzwRMJO+ZMWKtPMt0iwAiEMSWqhwv0KKQESH40IVRGUxbDM02Pzbwi2JgvwL25BogcVxiWimkeGH8pgiE5AwHmE3ENDG0SgcCMPfR4T1XUaUyXHgD8k95QSIB1WXFQkeW5ZEMx0M56fWlWBep5otczED5K7Ohz4Q3AMWYw6Lv1DsZCjJ/Wn3muhHX16lmRllC/e6NMJ1BiV48sQu79qzBvERhcx6BQInzHO45QT4F1OiDpY7AGDRkE4yZKeFZdCE0wKGPStNBeLk8/dvssnuLiAiQvVlHSFKQ2YSY9PDpUzYB/drXvkZ9INI4k8kN+bn//d/J1772VWrGzi8vrXmptU2YM7lnPxvLh+O3Tu9wgMVxaYsOAFA1iSNoL+CMtf0IbdoxrulIXJQyHKrpYjznv9GsFJ4m6dzrawNKnp8+fUrwg2cNrQCUMdf59fTsTOqPH7NU25mu/YN9+ejBRwymcf7Y3WQyk8Onx1Is5eWFWxvB8sDTyJkgaDVojU/+lbVx3c/P+ndYjCywidPOmvkOgVKmsseePh6KBeTr/u6HEaCQcmRraT0NZyv8xjHfuFgS6XpJsrcXpzgWJlSkAtV10R9urfbQidMNaTCBAlWHHK0Bj3Sf+GyYHLmZktKfqY9C0hXTJo4cBZJYdhBFgrWOTZW4YCSINEWrGVZj1c0v6SZMQELHV2VMHHw4q6IgBsLYaRDAeumxe8ikgCztmxPAi/XWQCSAEsB79+7J/o2bofcHOx4DCLnHCiuBNEKEaEwjFaWP+WDwJFUrUCqgM3HNlmRtgKWACIsBABbYjInUKqD89b6n7eg5mTPtqa95Hw0tcW5bhIvJSK/JkydPgnEeDsQrfUiDU8ekdDK3xMzIv6fAwDdv2sjrh2uFTsllr0KyaDNTsmff05SRzqNhAdY+OUkVTUAtycLsRqkprWqpCk3fJGI6a64XyTsAb3wh2lYflGWhInlU9oDlGG/IctyVxbgn8+lQcjOkMY0FMOdV9SYpiaCqhXl9UNWbks+pIVvRFk4+WwBsKL8tFWWeL8oij++q0dLj0SAgc+FDxVPc0loKrf+1++IXif/3dhTGUprTyjKnwQ4iVRqmkflBEY5qZrS8WCuEwjLrwYbl2/S51u/FSl3yYPxKIxlOuvLx0xMpbou8encfVds0IPN29cH0yo4+XR98QcKcpNoSjGX3mNE5SMedpZgNOLNvlWlPvMMxmAIcG7RVeC/SNZ7ugP1ByqSoJ4iPZxfs6nGi/YQHYjSYA/gHGCnmZDZBilbZGdf54ZoinavlyJlhHe+daRPwXOK8IIzv9boEKjdu3KRVPYALuhpvbm3IF7/4qjnm6nMN9tQZ5NX2D87oIE0ClgSMtqf4WapMUW6eZcE0aiwrcEide723F+ZEdLSHmF4dYrd4zAAmCtJxzbUlAN4HRk/Ta5bGGk9oiY/zQzCH+wj9DCoJnXVHgNTtIn20lHarIr0O1qLRlQAmM89k5iGfK1YrSq8HK9czJv6wxc91MAlQF//2s9gR/T06hzwXACUVgmZKBnM57b2Clt21elhkfOGBAArgRNFrLA12Uy03mfIHm3/DCVbBBB58HbRWdin4PG29jU0dIXVBTGvjsYVGc/bQ0kfBoi//Cu/NlIm5aCmb2sloIWySWzVX0yZ/muKBoRkAlL+fjEnoOLlqS58VwGbykwlTBSZkZ3dXvvjFL8r9+/e5j7Nz9KTQSMuvI7xf0uZw6OYL8NhstORocEyzH1DoasOukSkWuGIRPYkYk/JhJ70M1gr5cVK4cynCuMto5NSwKlTw2GvOoGBCIXC140F66fz8jJFPCnTdc4JghtGLVrGsux7pV2bhDOuO5WELZckXwSJY6fp1AraVTeclMzGzceHjRbNFaWv5xEHV4U9gTJyBM8Ds77ea19xSpwVlWdSgLbwHHWDrHclDPDjfksVkKMvxUJYTiFVVx0LAYcZppCMgGuV35OnLLEctoPlfoH6NCob2Arbi1kyQz3gQ/IWZMntNvDGnX+KVC2Ys94pgR43W4l8qa6lsVY6fDxE2++sYmwfvWEJWMBtkN7xsmK41YQLnM2+pE0TZFaQaB31ZFDelOzyWDx5/LDubVbmze8AACADefTVcxLpO5OwaC8w9TMcu1NgPCyHe78JYvUyqs9OIfXxFvOzl8g5eAKjS0ltnUTVwU5ZGdSnzsG+3SoCBGdtx+N9OUImltgmu21AvJxw7ArzIxqZbWqgAdkn7AqG4YCjHxyfy0ksvM+0BxhTMxEcffSQ/9mM/yp48cIpdTa2usgsIuPASwBd+7vfVxyW0X7Br55YP+GzXn7jxIH1NmEYqcs4c9vVnpG28wajrVcgcJYUU7svk4BH3HQAH/icy03OHB8z5+UUArGOCSjxLSFf3yfr4eL0eeCRzxZrfX/fzdb9f3Vav69UCj6vszsoOJJ8R//8QAxRX5Lua2kVguPnYgE59YLgOxT0CvIpHwYZe7FVwkpYWY0sXoFC6ayXEzqJ4L1TCEG8AAQAASURBVJHoFhlLSLngW404oyIK6wx8rOgYNOqLwsvwuWaik7InZABglkbTIGVKFIxAJIvJxit1NOLBYuxVOSnzouWa1oFypTpnVZCHDdcFedTbd+/K17/xdf775OSUkwgMiUAjQ6+hUeJExvBKMGZJH3osSDk5uziT88sz1QcwCnQWHpOHlo2iezEbxnE5UP+TxRJNsRAJKoBMVeOuPeJeTE+gHgHKhgGcYLJy0KrGdQtGQa5lUo8INfVzoOo9ktLxEO7HSlltvHhxOgGgAODKsw9PfuWXnz3mnzV5+Id5wkd3GdkYTQFaiojMVyDlLbL166vUAalyANdZClBA5RuYQfoNqZga0gLqd8I+OcZwKSgC42UpJVR6ECXp38+Tsc+f8H0GnQrSTCUzQFNjq2snvGdfrVh37VGgnat+C3Ggjm9Wjk2ptZmbtT0OEborUv64fnlE59pNm4yFd+5NnTUXeLR1UWw1m9Le2JKz+VSW09vS7fflv7/zidTKFbm5syd35TZBxief6CIPNtOr29Iz5rW1uYvsTEk9SpzFTSt7oiu2pjJd+K/MjPajwXdlYNxZWmLHYjNUdOZGmRAEdFpyS+t1axtCNhnPiLGy0KsgLYPPUgClQCBX1C69uKlsBOn+TmtACuYUiEkdvCFowL6hM4F+A4Dgww8/5H7B2L733nuf6a2h5eUSUreuMdLgBKJhBSppabaXGHt5sQMQ1empYyvOAWCcX+gwbO0eWBmEORL3bK6Aj2wVxOQLTa0jxacBslZneQ8w6OYGQ60m6nQasrnZlkIO65fqu743men3vmWftWeDlc8CKOue2+Ua09kfSoCChRnoMo3CvBuwuwI6Wk178MDm2FMXDlJCOWTSYnq19M8Hr5cGYhC6twkeeu8NkU5W6mjpLAg+I/YsoMKak4Dmd1NmJOhNEoDiItWU5fBjdQEs0jluvMa0Cd1xlVHBBAF60RmUFOhgu1I+HHKPiRobZ0GBaV3u3r1LnQkaXmFCcRqZ151iN2W2OImCNYGLpnmhaMpLJ1OalaVR1RL0NcpIUP+vgJHpAqZELMWDdYc5dbBWmqf3Q/X7qixajqWsPvlgQoBLLB0krY8JJhz4KWDS4L0zq/UvfOEVefHF+6SUUVXgYlpMyKuMiQO8oG1K7PFdvKobJrKq5MCgoHw2ieM/r9fJdVtgC9IXAoOSBb2e9ogNdpPFmiyPZ9FmMltqZK/vxe+VFdE9Y8HWVKBb0qeMMEFYYDlwD1XMq9UFaapQnwUFqVqJ6GnQZ/HGntZe/0v9XFU4xIqKdL7gvTKdl+ureG0omlD9SWAqrfyaz3MQP0b/Ex4Kn3mNZAl6KeBswiVRzudTyRVekKcnXfnOB4/IPuzsbXNBHwx6ZArU8l+7oTs75pUPANcaoSuIcI8PbGm/p3TecpbNWUF3gnVAowuKAnL24DFDQwVCdk+YClKhbOpFouXaeaaHWZaMoG88YRdpD3Y0VeI/a58pFwCnY93vBfox4RgfPnwYgkRNh/Rp34/veK3f73HOQZosbUPyLBDvzEZaxYktZZf0OGGeqQDQqz49le8pHM7rtr4QWILNtSqnUmmWGIGWyL3pvbFeS6IaPO9hpBokFfLyPiKY5P0pSrNRE2SvUb0VU8G5z2GE5Nd33bVIXjN2MRhCXrvf+BheSasm4u7sv1fTr0kw9lwAFIqglCHBxcWC5OJHXfhi5Ougge810SM2p9x0AVML6JS6SgW1LjJzcOJMDZBv2rcnQ50lN8kjtRQsQZmniuuVxS4BKO6ySkBiOhEHE56iUQ2H+pYQrLA6R0sE1RVWK3u8QkdTTVkzKv1sEx07QEkGHyIfeAUc3DggMMGEgf31UP9vAjQMQF/0MVO7nTYnBSxtLLFWELO3ty93793jlfn2t78jH374UagKRVRTgZkdjaWMubHcv36pkA0CWSyL3u3WASJBx2CgYj5rdaDM0Jw+LDrhKqOEiAzlyE4V4703btyQn/mZ38N7hYkQ+8N70TY9lqVaRUfiDRMn36iFCvoHggMFKHl037XFOyRZfgu9d9abLqmoM7xmKYwASsL7bVzaXJZOKGT+TPewoHgy0UJpIs3mQa3gCJOT7TACAM2FK6mSlzxSIkmNNKN7eqSoKNcEQ9QMfZ6i1c+Yru1cssqUVYDiBt3h5ySwcJFy0E1YvyIAFfi4hNazyfOOGQASU9e9lYtl2dzY4uJxcbqQ4tZr8knvQ/nuB4/lR1+ryt6NHRlP7hHQnxyfMmABSNErZ7JoOyYGTvw5GrT5nOE/p5WK/jx4k0w8E57K1kVTq/HwHuhT3FTMy8R9X5g7nE12Fsfn3WpVtTEAUAhAILTF5uXKAOtwD8YizpFjWpkwai3li++ddofnAqbEnWyRCgFIefGFF9i7xosaYAWAPj3qAqtidt2fzsFpFZP/231P0nNzYMcAxLxg1A5f7SBcc+jXcj7X9hA+VtIxlmoNtcGk8pQeSGq6WRuQeok5rjtYtEzKhI1Di7KzvSH53Iyl5urnFas5r30gVp6MVeCRpqg9mNDPftZDZE/xM96TCu9XDsH2YQHT9zDJ/Z8aoHh0jgvnIiamWEplakzoGGuTEBYRDAwOHjb3MmEevRF0ccnkw1cofC/x8sjcaVB8ni+AcYBlo1T3W0gBikcmgXZf01gvLCzA4FwIky8b8AQdbOynbMncUzwoIQZwQQkxQYzZ2TOKsKZwmfTO3NZKNGlTbw+AIRwvqm9gPQ/r6Z29HQILvPni/JQov1Yta+rJAByBEvxiciqe093qklkulkjLolvpzZu32cwLx3l5cSmPHz8x0IeHd0JzIorIzMVSa1g02tWIEqXUmsbRKCROFD7JpDogv74YJyxBHA0DCwbBGiZCf3hwfK1mS37t13+V5kreBwXsiu+LE3tyH9P7RqYgWbU1UFGGoVCqSo5eHa6vMKOwAFSulo5+nk3XyWxqJ44hr/xJotb0p1XxBhkHbTWveXkt/dbZLIrvmLJRqX76ZEYNTJI1R9qIvT5C1kk7O5ORyExkfq/9cK4Kj7/XC+NXI322/Tq7joV6hKILdzVKji4uuXX5uqtBauhzouDT7wfo/43Nbf7unOBW5M1P35fzi9+Ur79yV27eucXPfOft9+X09EIGfaQi3Do82Q+ZEtrcZbxPwrm4Y2qifUvdsTW94xG9vt/T4F6F6MGbfpbOecp6RlCUzpXKZKMiK8e5w/Usui/VXeBkXMfiJele7cP7YmV5W1taOox9QHzqJpdI8wDgAKhoSXZePvzggfzkT/yU3L1zT95//wPqbZxh0FOPcyqOA//2KiY/dg8+/cuZc4ATPQfdj4OUAHrwbEBblQH10aXawRBS2B4IOjsNBlZdfHXuxXXRrt7KP7InlAma9/a2pZCfyyKnImCA3s8z3n2MX/uWK6Dls+ac9eBkNR2U0bKs8MPpM/dcABTkZD1ixwOEh495Ue+yaVS9lz/6Q5qmbNJIQPuRZNM52Bhpo421PcDY8Fm1ep2sgTMZcV/uzihSMAAS6bnVMlVzAwyugOrHgI0chgMV+9npWUffak+vOhNMFPScYI8IPIwAKNonwx1h/XNdAJtOajjC1fQWHhLQqHfu3CFjAtCSdvx0psofTAIaGuPZwmODEXnl3f19uXf3vty4eYPiZdy8ISOHHFus7+7uULNCFmq5YA8eRBHDsRpZxRJSHDuuOcAFDJY03633Ji5Afq9882PBuPAKrVhBoSWA+BvcW4h90XQM7AlEe1reOQlANR0fISpYXvMAM2uhtSLs+1muU78BgOJL3/cgQ7l+S3RKSd1KACjhBTcfW/dpSWSrgTui5hLBJ/0GCW49yrNKAXZ3vnLiWZM0Y3di87KoVcnIXA3sELAkabLf+iXJmtyl6Vcfr/oevT++WOuCGY48RJhq2JYyMkmqIhhAxM/ic1eYs0S6kIP2aYNVLt25yGSxkA/P35XRdz6UH3ttJvfu3pVOZ1veeed9efDRI+le9qJWLWjX4phO5zI9j/i6L5J4PehWVlIh2HBv8Sw5a+LBlndSRvuD6NXiaaFcln0GmEsBXAKm9Dj0miE9HTp1Z+Cr/jWeYTCX+PrWt77F3jTO6mL+VZdrm1eZKlF9CAKnN954k2AgF4CVpsFca+LPuKdRcFxuW5+uBy6axebXKlslijk+BSZZpsJBiKfKEIN4daQHuJ4CJ8tsawYLCUbWKBbl94uFbGx0mOJZLs55DYzMC5qhdWM9Xtk4dj/Xc8KbkTAfP6gtSX2mx/hcABScPFXjBk7CjYZ4jEZJqCLQ3DI2t2n2L3cTVZdYpQVXdRmeq0TTOXwHYwKBpVOkrsCPD23y95xUFiyrusrKGCCBxwQZ7mj0FjQnPtkghwmmB2maqXYZxmLpYi0tJdY6ezjGwu8E4lh2JDbRWzwudz5dMWCz7pjayVNFpPsHB3Lr1m25eesGPxOiLqB/B4LOUoDhcBDoDx/KmhG1bMKE7WCfZYKo9CEFbN1Qof0BwBviwTTRpqZhlHWCwJDVR3P8BoZ1kY1ZsCwSbcZHTO+kPiXpdV6/6eKkgmHV42h/Io1McY9RgQFGB0DqlVe+IB98+CHByuouP+uBiyyKCR/zJSmg0aGJTV0nwWXbe/B8H3kegtmQnvNj9N89Y+7JTG7mgWLXCukWCCTVxHCamZRd4bHmzIOiJfybC7zeyzSldIVpSo79t5C2XndRPtfGxckM/bRXklbvaLm98tc8Vi/bzjAnsUrImSzqMKBrQK8ai4rL+ZJsbu4ok4KGkVKUj49el8tf+K588aUT+fIrr8gXX31NqpWmvP3Wu3JhrF56rfRjIlOb1QDEq+WLeaqviwyLLoy6CC9ZdquauBjIaMFA7FdEUBBOXAEbAA6BkxvNrdEhOAOtzIZWwoXLZ/MdRbDNJplLHBfSrWBTHeTBAh5znf6Jsj5f++pXub/d3V2d203zpkZqfvzWnoRAQ8GXC3ddj+NAxLVxLgvwv3egoyyMrScYDhQYx9JaTy1j/2ryCYG/svdeeBDcty1I8AaMYHBxr3Ed6ZFUEtnb3ZYiyrZN2OvP9WdPD0F1dv3QX32osvnbz/VHn5fUXGWZnhuAgkUFzZSAVB2cePnbshArTlLaE/92MSTzssEeOFYEOeOBS+kPtUdWXsWxWtob+lt4Z18ftNgHJy/Ns3ulB62hWSpqjpQWjbhhnL5P+5Og9NYHuTMnmkrRJl6kYSGCNbCihmzWtTh4o0SPE0QXabdJBSfoMSRSbzRke3tH7t27KzchQCuV5NEjVc6j70Wz1eQ5uYCNQM80JR6NQkh6sL1NpgTpnHarrU0R+VmaK8b1pjDw9FQ+/fSRvPPue/L+B+/LaIT26RCTFaXeaMp4upDpHNkBKP/TSAWpth6PoQoTpaRU0N8Tcqyrm5ViYxz4ZMTzsVQS9nV5ecGy47v37sqLL70kjx4/Dvc6LU9c2XH4KbugROfWAgTZRVQH+N+aL0kmyfNb2xyAeDrnCpjy/a8urMlFCnyA5+2t9BiCQAfl6mET/+K6KSdlRSJ7aPfQ2ZMrqaHlVVZibVXB55/o1Ngv6QuCsBapOrs/iN9RuUNBLk0XdexAyDhdINUJU37WjWqJOwWsMZDQHx2gaAoSu4I7LZ4ruOQuEHnbKWPh2tjYZqrrkqLsklwcvSW/8d0P5ey4J1/98pfYn6Xb7TO9gWAE80M0wMKROxg3AJDo2lJDQmcLAnvIhdrbdmgKhn/rezX2FoA0MKtJE0UHDFqCG/ftz4KmN/1ee1VHLOvm9aeTr4YbyoKrTgwsKkDKb/zGb8h//I//US4uLgNLg2fVfUuw4XVcG8xJADNgOU/PlHFRx9uYbvG5G0wR54skwFLWW83bnFVxZtjT4c6wuxaO1/HKs6+bs+luaocgGcDJnbq9YpDpGivgQNrqonsh5xcXfC7U2bYuB/vbMp+NaNCXst/rlFeBPYk0Wvb797llGKOktN/vb/Y9q38rmfekBQQ/1ACF1sPWA8GjYRdy+QML1sEXE19gXLWt2gvtdZFONFjMne5n/hsly2yTnY8D1xgSH7z4N4yIQtqEWoXYByFUCGDScoBCih/52ghQ3CfEf9YFAWXEBlAAQozqVNARS4rJmKABINI9pqtZsARZHVFDCTEjjGTA5zRltbnRITC5ffsOz/fJ4aE8/OQTRhpobQ49CDQtmDB94iJzYVE77gUmDKSDbt+7y31g88+kx0ZOaIaEqpjvfud1+fDBAxUcDwZU/zebdel1h1KpNqRUqctwhAcabIN+Dn2BlvB2mUi/1+V5olePA4EUkPq27sEB89Lr94JoUP0kdMPfw7ANf4dz8e7FLu71jrhODQe2LVlX08/mpMHvOSmUKpJHU7vQKTuliFOUEd1jNX2UqvOTBTGkMBJ+JF3fQy440q1XtixGyf7sCzuEjnBExrNj1Q/fC9MTDok/uEtrPMb0nSpMNRXLlVvn+gWd+RQwrD2lMB6QpoIny6p2Qp2cNcHA1JMNGT6DrLQAe6fPH1EHGASCSSSErPmhu0CH+UMPmUJgPNMY++hvxOdsIRjA+AtUkm1Dk7JcShfW+rD2v9yTd5+8Id3hm/JT3/qy3L59Sw4fP5aL84lWSfG03fdXTRPX5fVjhY5qKvw90R8INgvOGGgKgvu3Chdcr9DRHfMpmRYFW1hYaY5GtgALPC5LIQLJkLaLqc9cQVNofoEBUIIgnG7eednc2GRVIPxNAE5OTk/JaDq7khra+Vz+y7/8yxTro9cX0kLn56ehb1FkyLVU2MGGi4VT7yxtaaFzN8qkXQCPzdM5sWrJWiAYsE/nFr8HysQpm8wqpoX6qKStMQBwAHhQuQX25PT8nM0DkVJHw9SD/V1pNarSvTiTQi4tZriqQVkFJy4LCEHaCrP2vW6uq9Sf/bUIPPS2Y46IaaLVOcR+sjVRng+A4sgYA9d1KECsFGxZ7hUbcr9pCsaN1HzBxoZ7S/dYDFar7PBcIiYTCuaShS+3MtmFMtNA86aitawBmjMlfEAsGvPeOARRth/1N1Ew4h1zfZDT3tnN19iJGCJZ7VgMgaqyJorWvSwxMD7WndjBGr1Mbt2Qu3fukC6FEdJ//a//VR49PpQ79+5wEoANNvPA1ssiBQLQimxsbXGCwRfSQ1iD9L06kJGGQX3/0dGRvPXmm/LmW2/Jo0dP+L52B7nWupQqVRkOxzzeDlN2JRmOQbJDUGr263TpVP8JlBribiBttMpYpK3sVzePyNC12HsDAdxxrFhkpNqTDe4LYAr7Q7+MZlMrHTyiSaPT9RqU8JPWZBTggVKLRl/xnTYO3YzPx0+ysiegJFuOk0TW3hfGxJ9+XFcirGu2dDKhdMAEjFAZ6HjRZoke2cb9ZaO6LOBx4YtPZB5tZ3uz+H7oqUIAkzI12VNlR3H2zMECcvU8tHWEMaFcMKyzMqM3ByixgonWLwxUooZD+06BvlNhPXK10AawnU/AiUkTT/XC5+8wWumUiy98vl/ThCerVErsQ0WNmxSltNuR+bIsnx6+Lb/239+TL798Uzobm6T+0d2Ti5MzsUHDYUk295rx1EFIUftxxmapHqABmEAvRlErntcJWFdoHeZhfsPHaWeXqMVY0AIA1x9jgqI3BWaMuVS/YhmdoL9SkK4Lu3Zkto7Q1jsGgnW0mHjjjTcoSvf5xQNOBQ1oZjpTk8b5nM/ov/v5n5f/5//2v8n9F16Qt995i+fkIluvRPJyYS+fxpdrRNyiAZtWA6mez/WE/rlu9ulzsDZzjYu0z/V4H/bjjLqnetDDxw3wyKrZGnB8jEKDvEyQXmcbjAKbI96+jbT6iIFYHr2qMm01eBfWPhfReTzqDDMRyzOf+XWvpaywP8bRLdnfy3HHQX71szKWC88Tg+JmXK4y94ZO6gWiAig159LcnecZqYQuCKt90ExKIwFFtFi4EV1rfwq1vMY192gFWz4XL5s2RsMMpZMfrert+qt4XSlRLNbeqE4DRFvgGaG5+6uZrSW6EAITK48lBQlfCqRx0MgN+6UORL/og0IBrHmaIN+J9NDSJlvqHFR8iOOGyPeVL7wkL7/0Mstn4ccA06O3336LEwacYW/dvi3lEgR+qoWBMBX6EXwumJX79+7Ij/zI16Xe0NJuRm5LpVVLhTyv78nZGRmJX/u1X5ej45NQ/4+OnnjoseihMeHlxTnLi3EO8IgAg3IxRHMN7BeTKEzXNAJDiwNN1eGhxoTrdySWGeukuD54cIGsW4dz4rPFDK9j8gPdjMoeTJigYXEuOA6AGaWcVy3Kr24KpnTCW8xRZt2gi+xMCf8ITJK01OqX3lCMrYSGX2VQQo8eXT2ZrnhGj42U8o/HmqVqQwbGF748rn9OSmV1y4Rdvgu8M/vxPw5npv9E518F8G557hULyWrG+2dVb0vvPBQ3gFbcA08Dugg53TLty8I1tK7D3nMr+b0HF8al2LNrzyrO2wSZZFM9NXFlcdIKM8wXCGjgfbLRanGOEbK4xhoYZoYfEv5dq5Tl5t4N6fUHMhiMZLL1BZF8Wz5++m3pf/t9uX1zW2Y5+DaBPTRQhftg957LlFX7pAybphTN7DypYGs0W9LqtKR7ecnneHtnV+qNmgyHI3n86InNhQXJzbWCi+eG8mGkgphO0gDFq/7IwFB/omNd9SZm/mYAUede6yNF+xAFNhrlq81Cr9+VN9963bR7GqBhXsDfv/DCfQZJOD1YBNRqDenNcfxTlhr/19/8TQqMUXV3dn4aDOk8JaRpeWVNeQ3M7t/dYh0Eeepfy4s1wPWA1jVr7FkEIXFwQY6Bhger2oog6TacsJuKF1TLg2O67KlHF54rbWial53dHWm16jIddQ0EJmOVC85VEJBhT1gpt/iMeSnL/DxbG2K/5z2OHb6jDj5qktJnPl6TdK7RIPO5AChY3AeDKRdK9k8wC3pSuyiJM/Fm0A7YA0QQgwFntefqBbCkEAuLtPes8PSN5nM9D5uIS9bQa4wgXOG+jH08kNHhZOINxzDYjDEB60GfElTk2EPhpl/BOM0mUneMVSZFIzx4JkCH4iLbAFAS1sYP2G3fd3a2+dB/6Uuvkh158OFH8vDhx/Lk8WMGuEjVgDrtsC9GgWZMEMmenJ2S8UCH4pfghbK5yTJkF8h6u3Ys+Mcnx/LW22/LO++9y+jo9PRcU0mbm/yuhkt9OT09Y9oHU1UepckFpO5QLo4U0ZgCYCr0HX2jaZH5TLCCJK0hsE6wKbW9TiWRAoJEHq/6ItP7YMLS4ztlnxIHj64F0tSZV/PESShl1rTKScsiZwthDx46sKbHFN3SkgXP8EfYtbuJaL1JGj/RGMyQhBqSJQyLy59CM8EV8bDrJpydD54gaaFvdsJZ1d/EVMr1k1wkWqz03vfj+gbrHByZJEuhBNmujl3tbwUtCDRN6j67entDStXSpB6gXAUy8Xj0nKMVgDOhahTnfhGmL2HTRm8cqZVJOP5SucJ5o4EmlJUqS+p5lUz/EBdl/fSFiVWqNTTHa8hwMJZKrSbDRlOWjZxMzt+Thxd9GeRU91VaTKUIo7/8PIAU9LqDHwsZ16Wfq4+lqwsRAjSAfyzeEMZ2OhvKiuEZs2aM/rcufFUHUw1Q/MLFJpamprLjSCv3ovlfvPRsiFiw1Mq8wGNOjzMtJnBtG9I3P/3TP8308quvvCqHT44IaDDHoIHgr/7KrxAUwuTt7Fyff6ShMQ9hbQCwABgplVRDqJ5Q2gLA5QB41t2UDUESWFxsburm6Z1QmWTAJGjMkufCz8F9s9zOwHUodnFMP2SA2VpPIPXvov2FmR86SxdF2GZLsAJA0qDmWVmdNE3jx7L+5/jvwJ6kwUsgQ2NZd0gnJf9W/5Q4Cz83DAo2DEBUlpB+xOLkdeJG8zkC9oXe0bALI13RPZmqUNSpQPULUEM2FaEV1oOTRAOgpcDW+RSlxgAnTEXDvMlL0GK34fFowj45TMtQ5KqVOcqyuFDWvDZMOLsqzvXyP+27E1X6DlBSmq9cRhfVLfnCyy/Jnbt3GBV9+OEH8snHD8lwgI72SRclxW5S5tcJk+83v/kteeHFF5gWcg8Yd4dlPr3blcePH8t7H7xPUIKc8kW/SxCEyRAGaTimbq/LRR8MGKI3PIyk4ZFimy+ZDkJ0USw3ZbYoKkPl6R0Av5CeSxkAYyzSVNy6RdOizZiC08XGKXA32ELJ88cPPibQwrXH+UOUfX52FlJoEUxEdX1YcK3ZYOhYK1jEGsFBduWgHBpkQUoy3jJltwmuih4iWT+RAJnoXu/Riz0cyX61wiIFJ14QrX+T5RziOaaRV9CqXLMxzQfWqGiTVZL/V02P28eaWDWkhZI0EOkjBf9TsIMG5K9cy8SlVp/RZ2kF4zmHa7bqsusbFxOkeGjar2xSScE0PHvKZRjwaWqBz1JgTAOqYdkuMbZHn6jwKVWkVCxLpdaUSqMho0FdBlWRRbspxXlXpP5YJr0TmfXPZTrpiczGkl/MpLCccyQhTZzLa4+xfA4LIACLE2xeLaiMqgv9e72ytNtNPufeX0b7/KAxpI1BvZA2t/nF0J9iq0kvWf9slYNfY025m08MTbSzjJeyPcqUuh4MbM/B/oGcnp0GDxh/TpA2/sVf/EW57J6HsYln1ecjbEjN4ngRcGD/AGkYewAyw+E0FD/gWri2zr2P1MJfdW6pJGB1nvHePb7R82Sh7AxAINI3s7yuAWRCLEXoonPcOoAwnRPLkltOyUb7PYitT9YI4JMXrherZtnSZ7Gn8WfX2jhTEufZyKIYQAkMCY9o5XMS4Pa8aFAq1SqNvjDFpL4UjnYd3QJkMLqvVPmQehWMT7AYhMi9gj5s1BshR+udjK/mzdJFyQYOIwzvc6J5W9wIfpGdUS8VsDRYkIf9kQx6A6Y2GCwacqYgL0SOrtq2CDiAFnehtYknWPBHQJJqA3D8KKe+ceOA/h43bxzI+cW5fPf178rDhw/YNp3lv2aFXyzmaYzk/YuQ/nn55ZflS1/6kuzs7bKyRx9G9C7S9utPDw/l44cP5d1335UHHz/g32OJwzVFW/LArEyndJ7tD7VFAPO2xbyUCyrOgzfIeDyXx0+eSrF6LLu3tiW/gNEUUmc2KUHkZkwSNqcfU/QfI4k1+dWEaUlFrlqdYDnmYpFVBJjAwCRx4rLoCKmeVIfi1Rx+LFHfkHSxpvdKhWJId5D1qD59XoN4M4kkY8WLRlIL0ySqhltHCsYbmTum8rLRVLhGeB3nkKjU0sXZY+dQhZH0Q+WVTISWfD8ia1viU1ZlPShULYLPdtkJ0p4vW+h0fFvU7uX27qqcOh9fNzGkURxX6usn7WftIubW9bgB5Eq5opTzRakBUFSqpjdAqwwESOEKKjgxRgG+Fmw2ap3XybKCzdV8jVL+1FgVpFoqSblWkXKjKpPhpkwHZ1KrbklpcC6zwaUs2EG6L/NxXxaTgUzGQ5lP+iLzseRQZou5zwFmmLfUq6awRIPOMhlPPO+aSm0QpBwdH0vuk0d68isX1v2Z9DrqmAAo8nsd55rrQvbkRwu7lf0p8Htq6ZD5sr85v7xg7x0EOG+//Q7nKKSnWRFo78N8g9SQH493BfZGf1gD0PXcLSmUVdF/A7wgteXlwc6CeAoIQbCvBc6ikEExphpb+nd+ntpGBWmqtIeZaRmN5fBHkRCQ3kyxUrOQm4VUXgw0MxHJ1UudVMytzn3XAZRVLUlAJD6akZ60PK+fS/j7DEiJAMY/Op3PQvp0/tvEoPytv/W35J//838ub731FhHnT/3UT8nf/tt/W1599dXwHgyMP//n/7z803/6TzkIfvZnf1b+/t//+0wZ+Pbxxx/Ln/gTf0L+w3/4D8zz/9E/+ke57xR9fp4NA4+gI3EwdRGYp2eg1QhgxapNAlNhtuRgRyBY02ZO0cTH6ThVbafVEFlrep04zfGVVQAGTNBTBmmo0Yglq0DzQPC9Xl/6+OoPKYT1/ieYTLxnyMo48dxQYEM8MqRVfsKaeOTNiNX6RqBL5p07t2m4hnP6pV/+ZTk6espW5hAGotIH7BE8SVTFrxEKUjEvvfQStSigWSF+RT4+b9dzMBzKJ588pEX9e++9K598+ilL5fA70K24t41mk4szxgUa8fHae3kyH/S48DGHbYMZlQYjVhuglwUuBMqZ46KdGsr5g8+rlC7snyEIDTodS+GRkbKKKdWwLKRer3IShycKjJPc2TKk3tY0VYx56egajJ8LhbIUjUFh7xeyYtAHmX2/Ty5pGR/DbQAQhQlY1KhtYj7fFnBLJU4JTrLpjABQ0uPjOItpIE9f6B/EiiCW08YdBXYhABW3N1uht58NBqKBX1ppxfJjW0xdMO5pUr02HjU6eEom29Xj95MyTYYuWlcFt+HvLe0ZWR21Iuf4hPYCGiiaOBaliP5QBlJYnuqMD5k7y7V5R2P8bUmN7gDCuS+mUXD/8jK3dDCtBrhw2Uli3+WqlFtbUpiPpDLqy7R/LuPemSxGfVmO+7KcDmU+HchiOpTFqCfz8UCmo57Mhl2ZAbDMxiKLGZmW3BKKVARCc7no9SV3ciJnaFRHv6iSdDbaBONw3mb378CweZBk4lxerOTapmwc019XF8Yk06hl9tSTKYPozJwD23Q8KKupjBV0byzFPb+gTgY9g3QYOasaQRIX/cRMExueV09v4bO63V4AHvgz1b1pFSI2D2BR0YP75c0E8XuvIMIcBvv+mLvS+TbV+2B+QuNUOl4jxTPWNiOaitdr6a1QsHZQgmByAw9GxUTIniL87C25B6YNSR+UkKp0puNKNU7mlobvWbZE30h7Ps0FB4aF98x0KgrqtWVFCmp+26p4/tN/+k/yJ//kn5Qf+7Ef48X/S3/pL8nv//2/n8prTOLY/uyf/bPyr//1v5Z/9s/+GdMAf+pP/Sn5g3/wD5KCw4ab+wf+wB9gzfsv/dIvMR3wR/7IHyGo+Jt/829+L4ejlTUr5aROs+kiB+dPta92kZOWvKqOwJmWqtnjuxFV2psh1PdbvltFeVf75hAgWGoHZmkTeJMsl9IbDCgMZRfOfo+DdDgaSr8HGg+TCChaXdTCBO8VD76YeP7OJmhPBSRMWvgd6EJseJiarRato1E6jHuBPhYffPCBPPz4Y6lUYPeOdFeeuht0I5WKSLvZYHnja6+9Rp0JfEwANDxXC5EuJjPQqhDUvv/+e3L4FGCnx0m93Wpp+gdRx2wqw8FAS5PZTGtCLQtAG1M6ON/E4I1nsNCIs1KoS7UKmlZ7JGUeNDz8tPbX9uPcTyanmlCeK6WA6e89TePjQFmJ6NZLkNVq8VwxQQLkQSCrttSRsbvCnthnYlJT22/VSeSKFSmW68FwDh/IlB/7uuR4LcLYNm8KLHhz05SQJcEY9dQeFx3roozXMh6yWX1w0FmYAj+kNpJrogFQjNgocPBlJAUH6fhPNASfDU40pRFTWFFgq2Nde/AYOejFIWFx89lzZdpNxn/4lHDGFHwyDZILX6yq4RfSNAUCc5r9WXoGgIRRvouNE5oavYQKS0zNCk5o7Mb0r6WnAGQIagBQML719xSmWwdng38EpmBS4DKLMeGNCTHa4Uo0w/xWakih0pFyc0fKW0OZj4cyHvZEphOyJhBSzoaXUpwOpGxsynI8JHBZTseymI5kORvJfDpkJVCvUBRkiabTokyGA3nr7ff1/FBJMkYQoCymRsw4X6+o8tdsQeX6l4wLgtkrD1l4L32qyZItZWkVKywASPqkZUWl+szgJzisPjl8Iidn53J2dkHjRpcze9Su670KxPWZUzYCgMDTNWjXALDBdIu56qYmbR6Y4t9YzxRgaFdhN2lTSYC6ZWvqzBpcenmxzeHe9wvzKttEAJSYrYUXMvD8vBrG0EJMb5o2ksGTVm5ln+TVB2ulkVckJ7MPifeXsozAqqZk9WcPljR4TsWy2X5buk5ZlSXnDf1bPiPs/B3nhmSa+8EClJ/7uZ/L/Psf/+N/TPobJam/+3f/booo/+E//IfyT/7JP5Hf+3t/L9/zj/7RP2Jq4Fd+5VfkJ3/yJ+Xf/tt/S0Dz8z//82RVvv71r8tf/+t/Xf7CX/gL8lf+yl/RGvvPuWkb8BhF42JAj4It7RnhAxEPBIVKptWgfgJugbxvGFx6YdOad7e9pl+Kaw6SVJL7m2g0rpERNBRIGcFm/vzsUj55+FgeP3nEhxN53iK62eYnkstDb2IL1AL9axKwxf940zIFY2HMOGVtWopIR+sgx8IK19aXXn6JYliItN58+21Wo2BxdVErFn40/4M+pFIuyY39ffniq6/Iyy+/RGDijrlknaZT6fd61JRA+IrSW9diVOo1jgMKla3kF/oSsEVIh7CCyfwlXHyYggRnqvz4wSJBNFhrtHVCDyuuUYRLbZsO8OPjIFCSCYNy3eYTSSpwjgDJegqZS/HZ6Sm9CgBiEXGdnpwE9i0dC3HfOsmoZ4pOhM7eIRWARoFz11XQg0LBMsqTSM1nytdxrt7TBZOVEJxMcT9m2gTSywq1C7BXnoRkio2hJKpd440WHK7TdJWjhBCFrUx+GbyYvadrN59XNaUePB2yAkP4leixagFNBCNBj2MH4NfPPzMDygzwY1EpsuqiICUwI9AWMILPE5S4ViheJ4sIDe1GZsbvqdrV55ZFKeTw97pwAdjgmVLwBX2JLlpLm0+UGdMmgs6AqVYtz2oud0nGQg6QSXAChsUg5DwHAFWWXKEqUulIsYVyZ7TRmElpdME00HLSlwUACtKP07HMpyP1YJlP2ZG6gO+oTJyNJTfpSa1yJs3OgGDB3aDzhRnZVLIX9BOZqxiY0b2n+4yJ8moOpip0Ac228vB7o98XBnZ57iifdT1d0gtH3+/zgXnPoPpmMpKnR8dM+w7GqDLSFHwcVBEgebrfHY+d9fCKHnUcV1NHTcGoUNbtGzxV4+/3ih4PSLx8WQX65oFjlEC6aDO8MHCnQvDIROhV9KP1xdzHWDwfCX29so061238K2dCrnjIxvAkfFby/Kyme1LQEpiVleDr8wAU16rAtViZlN9mgLK6AZBgQ1MnbAAquPG/7/f9vvAepAfgjQFTHQAUfP/qV7+aSfkgDYSUz+uvvy7f+MY3rnyOm/T4htLP1UXOwYbbrztVm1bCxOoXFT3hSweeW3jr5sAmdQyl4t4Gv1PdQYdCgJGI66zV+mW3J0+eHPF4MZkRjMxQ9qYiXKQxlkssMuo8qw339BicMqOYjhNbEvE6y2r0vnoUFLiAIp8Mu2jvH/Pw4Sfy1ltvkuFwHYjTkA4M7t+7J1/+8musyjnY35NGXcWv/qBCKAvBK9iXBx9/zBJFF6IBxDTaLe7T1fJ6v1Sxzoka1xfmcihNNAdKuGd6BO4Pvzp84ojAam1IqVxPnBMTFp/0qaXomNJ2UjobWVynQVFho05cHrk5MHYBLvYNxknH+FL29nb5Pro9xnA+Q9s4+6UTEqIyvdbOhpTKNcnltasz77eJn3mcSTVJqk3RFNBSJqj0Mtv/yRx+EEozR0GnAyUdHJp60e9YIEMqjZ+XUk0+lhIU4EDFY/0kStWr7FFUrEgL1+DK1baPSVI0oYSeiyFVksaegJHAuMMigSagWrrrfinOKKlWJXGCNZaCYIHRLoTbRYrAAUQASmA1rz5SRkH7tG1OspxgGSVGNidlSChAReolX5Z8Dl9K7/uErb2n4pDA/WB1jQMs63K8MOaE+gWAEKY1C8qkkCXLyQzRfzhfvUH4G3rR4n04RjA0AL3NstQbHckvxpLDM0FwMpY5nJFhCYAAYTqSGRbc2VTys5GUZgOpLralLGNeYQRsZDgBVCbYx4SsC/a1mOELDOtEzRapauWRG3ihYYKWUfugDWNDoaQGJfqsE2iH5nn6c0zxWrWKsVVAq0z7LkXOL/ry+lvvynC8kGUeRnHOXs5kCXWpsS/RYE6FqQjCMCe5j4lX5wGkQKbgnkj4bJcYePsSZ1XclBKsM+d2BBTm7+LP/brN52vOCbh/9nU1SnBmU0Hyuocpl6E611GIHoRkiuwzfimp62s4vgxzklbjZJmV+LUKTrJCWQKxwM541ajeR0995wvL336Agpv2Z/7Mn5Hf+Tt/p3zlK1/ha1Bbq43zRua9ACP4nb8nBSf+e//dug36lL/6V//qldejWE/BCLZV6j2N0tlrZam9VrzqxKne1EzNy800ylZUH4WLaiAVaviTh47RvuXYxmN03ryQ45NTGY1gDASBLiYBzXeWKxDXDTNCS46lxAE9830VE0f3fE7G0EcgbYZrDyACvQcYk4uL82Df7IJh7JLC2FJZbt+6Jb/nd/+0fPHVV7UiCvQ0PQPGtJB+8OABUzlgTJDLxUOMFI5WtOh1hE9Jf9AncEF+2B9o761DUzmkIzI6GotaMc2aWp9RBV0Wi1JtdCSHhnrJOWtkrSetZcT2akieZrd1E4fTud4ewd1gMflg0tLSba8g0OaLjUaNQmHv2bSaTvLPCYAWUXpRXSR9PGFiKlersgBoNqlCaArsi7NSHTql2LhFQ7nJAr2LZgQnM6tgQZoMVuy6+Hk9so4T1bfYBMHvyh7w+vni7iWzcXhlAEpYJzLXP2o/slHW59mcHs5LwRrR+bgPz0AQA7qxV8oiapoEwMD75TjDSc2ZgRMsTFGw6P4b9oX0jkV7Wj2UBCEGRvzznNEJtD3z6FAnY8rU76E0NK3iMvEzdIDKlOmcgFGjLEosEccST6aEi7BqegBEVL+WaptWK5X0uoE7xt/OcyrULRSXkq8spLycMzUDVhZgAyADoAWABSxLbtKXPMS20yFZZffVKcGeHWARY3yhKaTlbCzL+URm8IsaDynKncH/ZzKS+WIqMp9KDswMdC4weFsRzCrJa8HcAgZv0JVhyCOFg7+zRSvVL5nYGClPpsxyBRlOlvLw0YnMchUp1upSwi2YDWU6OueVcPdvr8KMLIh2nXdNCL7jWSfLy7Yo3qZEWRVW3nAc6d+rbkb1R7q/2PbEhdzO3milpa0Jxh5wMmUvMR2FBK6W4gxOyenij7XIrTIkplhcs6L4IUm1ra71CdMeumStTeOsAgx93d0DVt/nwCO0jEjFr/ZMYc4kUE324dVaQe/yPc0Z3wdAgRblu9/9rvyX//Jf5Ld7+4t/8S/Kn/tzfy78G4wELMjJhGAwWl8DdfzD5KbustiCqMlyi66nIIjBILAyR2oBzHGV2gG2xFbLZ2+DrZONDUgKEuf8n4IT1QTgDswWOen2tc8MaHgFI0UpSJELDVI/XNxZVaRpD1KnRpOFLTAGnmONAm7e6EJemrWabG9v0wEWbAbOG+ZFXl4HwOHgJApLF7RT/uIrr8pP/eRPyJdefZliYzo6DgdBX/L2228TpLgaHkyZgxPX+FD4OxoG4bHrd/h5ZJt08lMEnai6GeabCVHS2RkPfQnN+upte6jT6+EpHs0VR0FY3FKtRGazqFjmc7o6OuPmrQuw4OGewHJfj0WpSIwFXFuwUojECFYJOLLsjD7EqmlAFRT0B/CZwLEyTQhQWKvJNJ8CFPqEcw4DBYoJmSJrL0dHk7TZRMYAeXgN0Ru/1IbdbLqS001SNHa5yMAZcFYVAXQPNukkaZQraZ/E/2wZJklE8KZPCY0N4wE8038ptwpzjFmCmRdZCuuJAu8QlssihVJg76JCscTKMXynORt+b8wGr7l7qISqAgcY6uRZwgKTTydaFcWm1URXJ01cJ9OKhIAAi75W3cUL4xO8V2ZpOmOBcWVLBNkRi2WhUbOaGIIRpHPmFMmaHtLSXwAOaSWeNllcvaA5mQa2TMuXAUS99BiApVBEVc9cKrKQKj9gJnlU/ABgjAdkVtTo0Z5fLOLzCcW1+eWUXyhnxt9WAEIwR+IL4lxqXCDWHctygu9wPrU2HCY+D1VyZF3gwIoqQWVg6GZt83BG9MAND19Zlnm0hijLLF+Xybwi+XJVOhtbsr3dlvysL59++Ib0zp/Icj6VcklF/m6NjzkXQlfvWYaN5f5kSTXAcRH7fG5O0gWwLuqj4uMLx4Trg0MsltGpXYsf6CZrQYWna7l4W5k0XSXh15Ob25czgib1sgcoiIs5JaLnmBnhFayTtQllYe6nQCW2Fli/2ON1SyKtMLzXsSIBJGWYlOgQq8/TVQYlpoDUq0pT3Fr5Y3uIrEyA5p9H7Pt9ABQIX//Vv/pX8p//83/mxO0bInjcSETvKYuCSB6/8/f82q/9WmZ/+L3/bt0GBOwK63RDBUqh6NU56gSq7AkWEWUBGJRzQoWLoothbYL1fKDlwxHxuoYCdCYfRDN54sBySt5yzPhNaOZniwYmz+lsyUodiGKrNTWRgzAWn6ZGQFqmStMgawtO2ZdP+j6YQNsn2ijvUI//kMlotmV3Z5fpHAwggAkABgA4BxXYtK9EnN6gOfnyl74k/+vP/qx02k1Ny4xGTOW88847BCe4J36MYA/a7TaBCRZ13GOkjKAxoRurpb1c1xEEyBzRmu7SRcE1FtZl2iYjd8tmWndZkGa1w3RIFpvETr+ekgvz2goVmkYVseQuMQezJmdpG3VQ2wBtAKloWIgNxwP9wq2bN1nODobPDZ3Upjube9Y0g5eTgoWD6+yUQAxTcqFckxkiJLAzXMiUJmbFByoCrOfJBFVV/D6TIcof0bmaDsVYLPMWXXvSOXOymfAkVnTFFE1gHUNSTFkVn5j0NWNQzMsFN4jTXRDG+optEaCn4ZT6WfMEGyghSLRdmhFXvqTspzpBo/wVzBYWW4hNSwpYaFNPC2EdO1Y2ECZRAymskqFAFemdouQphgQ4UUM4anRwJqkYc01p5TIxPaMujKeESj67PqF0N52kbXwaKFQGRXUkFn5Yys48jYwXQTrHGzty4XSTxnnKNMbOtBntjR+2DXxNjBhrZIBUQYta7RMPF5ZSzNelUJxLvrogm1VBitzMCQmOIaw1gS2+ppORDODCCrYkP5dCWTUp6I6VJ1szlTzZFLAtUxWwg/Gbacpogh46s4nIbCDFRVcKyz5TTXoNYhDD9Ak1VrjPFSnmapIv1GRZqMoiV5F5DsxITcaFhkhtRzqtAxmMBtLtnkm5hDTekvMYTtQreDxdow7EGoyMx8MAXrQkeazgg0UD+uzxKXBDTXjOWBUPnbxpQwAGfjWlHPJ5ChgBYLgmgVFD52ofD64DVm8ccipgH5BmsjYeqmNdBg0YpWiuNfPnbvUpS5/9VHuWsCFxvkrZyQR4JIx0mNeYRo0gxefZFBwp8LfvToKFi+IHmCxmvx0ABTfrT//pPy3/4l/8CzZ0euGFFzK//9a3vsUF7N//+38vf+gP/SG+higcZcW/43f8Dv4b3//G3/gbrFuHsBLbv/t3/44LICpHvpdNc/x6EdiiOoizTKkPGm+iKmx0h6S6mymEHMVzsRRVm4NRwGrOs/ArUaGttpsn/Yr3hX4D7AhG/5LwP0QtYHOWM+nSwrhA7QK+j5+MqCOAdwIeCGg0IGbFvxHBEALl8bBnu7e67wDcYjleYdFfLMnB3oHs7ewRxaPcF+kVAAaYvqlAUM3pYrWEld5VKvKj3/qm/N//b/9XuXXjhrz+nf9BfQlAJe4TFmEsvkj3IPXmhmy4dgAmAD/uMZApOWUuWSNTXsOk/FZ9U8AQYHEFs2IOnwprQpUDVuxlriqdrX0p5EtXy4XZG0SjC0x8+vlXx2i6xa6bsbEjokQ1TwNNr03PALjanaaZ3p2HZmH7Bwfs83F+dk7vGC0TBeqaJdbTSgNjf+q7gEVSH1Z4L2C+y9eakq+1ZZYvsDpDs106IdD0i11Pc9SXDBjNarnzGBEp0jmcsQB0Ero/oLOEVlcFdVzxAvUcVSWaB0+AijEpmYkp5Kh1IXaa3n14QtkxFnCLGLVYKUlZWudgN2Rj+sXEqS4mVoYPKTe0qYDIWgGKl2ZrFIr3K2ihENV6a7EM2NJpHF/QNtGp1DxZMqk/fT7pvBouTVJBoat64sdmbImi5mCDj4UnBybJIF4QgQZjPWNHsCAZQFE7NfvcwL5qgOMVWLGpqDGJyV3VShE/i1BLZf+1xcY+W1N3Old4ciuNjPEupFXzEPpaGoGRL9bSiu4LaR5qTAA+TDCLNA5SO+NhV8ZDlDQPyegV8wu0OxVZTmTUg43rTAp1kVJOpGKiT/rlIAgYX8pieCZLfE0GUsKzMUOnZjAymqbBc7WYohoxL9MC5veKLAWp3rLky01pbu9LtdORWaUlYzhOb92X2taxLPpHMuyfSZEpHrAoyqj72FN7CWXRYZWP9C2rKI01wbXH73VM6OqqBmoaVIH5QjsCfc61sAIpVq1u0WdZgQ2uiZn1Yb9aQGy+N5jfImvsoAxrCOZ+PDtgd3lvCAwW7P9EME+fLb/vmJuitUKc+xxAu1g/69+Vpm1SvZT+W3tIReARNSVsZl5U9jF1kM6muS0QyuSN/RD1+UmOVH5bAArSOqjQ+Zf/8l8yneCaEV/E8P2P//E/znQM0gEAHQA0ACUQyGJDWTKAyB/+w39Y/s7f+Tvcx1/+y3+Z+17Hkjxrw0INoMFTtpmC9Ki1Jge1W4Z3R1q1YZN3iJqsCoQNqNjBVBcdUPSYHFWk6dSa3iw1WLJKuKIhz8VSCos8dQajk2Nat9+6eVv2Dg7IasAPZNnv8/NUywDqvyjlak2kj7SCRloxorP4PJwXwEWB3X43N7bk1s1b1KudHp9QzEkK0ipgUrrQNz31nOzubMv/9DM/w4UDFtGvf/fb1JeARcFWbzSk2Wjw3uHLgYm6G2oqZ7WsFpNCeDiU67OS2NhYEb+37KuiduvtkfpHLDD5F+rSaMHFVtMdqx4jHoWCAvcl10FpeE9aVZKwHA5QwGxhvDqo0LbxczJEODZ0FxWZMLXzrW9+k2wgBMIoEec+4Fnvx2bXVUV5ljaiw6jeR4yDudSkubEvhXpHJsGgy9N0Cg5wbSbzuQxRnQSX4fEsmJSlKYLkYiQzRGY50y//na6KYTkL381fBEsl4QefC12E9b7kMjby0fwt9qXil5VPkuyzPAXvcdLjBGJFN8gqWFrNdV6eZnOgS88Qm+A5vugujPSOGvm5FkSBjlLwhJLGXPiXPzsuRA427Xrx4neX3VDMrcu3Xhd8LwixSHJl+flL004lnabJnJhrtN4r3YdKSX2fdiS2AEaYElRtejdcLO7aFgeh2cMO/4iSX7/7WVfi8M7wnLhTsFaS+1LnYJUpR5ZS4/piwUU6cCG5UlNqjU2psy+Qgj08pei2C/bk/PiJzMYDghRUDgHsA3QAYCPFkWMz1y0ptBesQCqgumg2kdxiSsYG758gpQl7eGheKLLHAwIvpKKU6y3Z3LslxWpdlsWSDLFwNw+kvf+SDE8sdYOy65myc3Dn9YoYH1++Rmh6Jwa1cQ5Jr5k+d6EAgiBEtWkcm9BJwwDPnk8Lt3RckvUrWiCmTxnvbfo5YfHWIAfzBtPPxaoygDkPnq1YIvUhWbm36aaYPkldrrxN/96rpyLD6qAm/dK0Nea3mL7Jbj4Srd9dZs5OGcbYuDXVAf9AAco/+Af/gN9/5md+JvM6Son/2B/7Y/z57/7dv8uBAAYlNWrzDRMP0kOo2gFwwaIAo7a/9tf+mnyvG6tf8ICYyZfavSP6RGYXKuyiLgbcUjVz/K65ds/Pc69KGS8LUjARFKJ+Lcv3SQITMyYq7YpCKnyGCVcn2yeHh5xkt7a2yXAAuGEyvuhq4zlP8+BG6gKpanNdXNOSMuRG9SNLJRinoULnpmx0tmQyntJ/ZNhTR1ZqZwhIYh+GrEhUBxgG/i/8wi/IBYzjzs54XVxsWDM9ix8vgBW+YtVF4tya7jlJTfmFxZHgeKxgQXUPnPyiTsCmSOu+zJ5qtqBa9JswKP6ZXjUVelokVvWp/iKedUpr6s9gX7yLMUCYCnm1wynGI0qK8R2VTfCRQcoLzFG2dYDrTiJD4ClGjdzQZl0rxASLa6UtuVIjdDGO9Lwd03Qmo/GUAGU8mcuUc5aJWsNE9ozNG3bFvSvw48QQGQ/8S0dJLCsO180GDvujhPSFv8MF4ZbNiX8a2AUAPZSrVwFGalUVIvPa6BhXXZelMlNxqgmL8ax42wrvSI60F66l0uUqUCX1nqRFUsGMjrdEtGjBRaZ79Co176W/LOn1iiG99msutJayJlZxntly0zy9zguZwcPHeu6o/sSCjcSF2v/tjRTjuXmX5ERpxV4+sZw0noCLmmN+09mU9HzDsuEpPz9XnwejnILPK9Ktvh/r/mJjKv6NA6tSpSwH91pMs1Ccy3lYUz1I+SBdzhJmpC0HfYpul2RQYNs/kVIdAt0FGZvifCYVgBwEmmTCMI8UZQl9SB7sCIb1Qkb4XKlIbeuepepzMsb4WIxYqB01D7GSzpkmB7AudOZ5QnSWCYgi++jwVOUE1huMYFkF22T/jFlhtY5VJDEwo3WB92dzNtjHo8oPMHVT04KiB1ShkT1aGkPr6R8cEJ6LbKPR7JZ0ks4EMMn4ZVxo+i13gA3gRzMPEeAYk0LiOAH5qXGpn4ed7+pjo8PyOr3MDzjF81kboqS/9/f+Hr+u2+7duyf/5t/8G/lBbK4qVnrU84emzCYl/tmOotgylZchQlTWRW2ZjYblG1SlDXU5jXYYpOalVq3L5cVYut2+NFsbmlsHdQ37ahijlUuBhXABWQFOkyWwFDpAgvUxtS062JArbTUbsre/x7QY3geDuydPHpFF8SgeB6U0XTAVzlJykiMT8uDBhyw/xLKyvbVplT+q88EXPE9OTk9YkaPW+9FF9NqF8sroM/fPdEINGgetimCEYl2gwcLkSmXJF+qhQZvVolz5KG+cqNfJnSM9Olm5r2msaWMFE6f3HwEQITt0pr4tYE1wPfA6APYbb7wpjx8/4u9cmOtdWrVaRLUnztChYyqqExoF7ZqNST6Xr0qx0pJ8saIqV7sK2jwyR4oX13wwGtM9l0Zs4ZqFGOtZoze55hiPScTNn40JCWMrmxjS16yCxizlA8pNP8N/Z+9nVQzGdqEstXJVapWK1Gt1qcJOvVwOHjDqN2LRWKD9FZAgPeMAOf3KVHQQrJR0kaIRIkSOsSrDR6UKT80UzBZTbwdw3biNqRcrAXZwkqUpks1SXmEuSOcL00gZrT/PLXgfCT5CGij9igBE9RjJ8SRuFlm2JNugKYrmjTkM/45rbRTeO8j35U2ZNmdgvHweQV2QEPgzZk+sJj38yfQPc9QqMs8vNVCCnX41J+Wk0kPLvFXztYCGDOmdCQzlRjIfDWi8CHEqNSzuz4KqR/NL4XOHnmlMAYHJnUs1v5B6sSDVzh4rJWcbuzLuHctsdEbPF7xH03Vw0/UWCbHiSq+HdW1OwJ1fW6ZWwZp4GjOwWKgIUyNAjHM0eWzU6jxWGMuxQABMr5VTM01LVsncyRHQ+D1hiTN0WDXTvZWkAAZ26ZFAZMCZ7lzphH5lRCdM2+ogjs8jAkjThKUNAd2UzQNJu7/Z1G3iTbX6dFgpswKS9Ni9RPVqk8Mf2l48qRFbNNrRvLZPwR6xr9uWzwAo/l3z7UkUalEvUfJc3SJp+FMuSq1akwcPjmQ0nsjuflMarSYnakTfqA7BZIzUGPQOnipRKhJoOW2mpNEqBnGjXqXZGsSwO1ub0uq05ejwqRwePpXLy4GaT5lZFCdOs6n3wZ9JeSAvXK2y4V2n05ROq83FGGkjPGRYqE9OT0NDrZCrtMgsTpaff4ApQEmYAFK2BlCWaFuOYy/RYbVUakip0qAwcvUT0mierInZRWtUF7UoKxKeMImmk4/74rg3AvQ23e4l7xMANu4ZAIxWMGl6C5FgbCWg18YXYBd/oowcILla1aoTzZBgEYbWqC159BuyTlnOKrEyB1HlZCpDVFRAIGuVH+GmpVfj80Qhq4HTqnI4eZua1FqLdjA+PgklXYZ1CGR9Qjgpo4NsBcCkxq9quSIVGF9Zma+X/ke6WMe4250TuCdAJt7D9Hw11YLvutA7na6lm6H/lZugWZm2cQ2WHnt2kJICBE/HpFb66fv8u5aKxssaj0m9TNTvxNx/GQlHwomfZ3+c9u9ysBK/UuYj7docV1f/KWtVl/1tPJN4DWL/b3+m/PlM3+nqOjyrWfOvwEAgqDLvFoDG/CLa6+kCpcS/LnSq/SsVG1Iqo3wYrMmc6R6WM5Nx1A7t2lR1IhNUCA77MsIXQAyYRqZAJzKbwNxyJIviXCpIJdb2pFTpSKG5KfMJAAqM6MYiAELYPz1iJlpaDQCBL6+4WZn3ccAzPoLmZzOL98pORZ1xizkpVEpSb9al1Wora4RqSVSNYgxQcmBpLoATm1e9tYffaYhu4fuE7HG+DNBjeruwyOvz4aL3LCeWbM7Kpikef58Fr6HSxiorw5+GPjvxLoe/z4CUZ2/OeKepdwUm3ivJOzr/kAMUbF414mXEqNLBws7JFu3CrXLkur/17yFyDL/Ua6uFDFHX4bluMCqFgt4wAgQYoEmZrqP4bAi1EIVDfIpGV9Ai1Bv1MGljUmbTucWSuVK1y9a27Ky1R/phoyk7Oxvs4nkDHiedtlTKZTk9OjZ1uk50MFoifkL0gn1ggeDxquDXN1yfer0m9+7fJSjBe9C2/MnTJ+E6Av3j+J129whRZ16P8dLNWI6VvLjFZ5FJUTWePZS4BiXJ56pSKEIYiZLrulSqTQIVmrjZQpFu+qzExTTcOwdT6Y1bWegUbCoN6d4kuOZgtgDSqLMZ9ggeURWF+4M+GmBE1DnW/XV0n74AO4sCcILoD2lFAMByqSqDAaoeKlIsoZKrJYVciVERPCAYYS/RRXsmwxH6Ds3ZHsGrPuKA+17gYPwbDWT853S5ci+Fleua2sCvgIe0X5KOCzTeVLNBgBSMX7AoYMEITugembRusL9RszM3P4zGaqqVUtM2up+y9H4eKXLawJuWY6liYqYFLUolC8C+NvoeqpM4EWZbYVx3Hb2KJugEvC/OyhYYQR/Tjvv4t8boGRgxL1T9oijWl+2kEjD5HxoLprU64Sdrc+ApFr1faTSVAnI7wDW2QGueJEuw2qLrHYlD+WuExiEVFaXBWoDinj1hAc0rQZiwOrKaylzkZDheBg/dYg7qEqzzSOuhasvAK0vN9TNQGbRcAJDAeA4FBiMtNBgNqHmZTYYyQwNFtOtYjKVQqUop1+HPSB9BE5Obo63ISJZgZFAWjfmTrQHGwUpCmZqEMS7gPNXbV1uZRP8S3i+KcJZSKBel3q5Ls9OSUX8glxcYP8r4YJy6Z5FOH8aC8HwNDOPSFKqSK9Z5/QolCL21ElWpVAUy1L/wgj+LT7WqNgrIY5o2JApDtU4MRK4bJVc3PM+JIeTn2DKgzz7/uQEoqx2H3ZYeG6nkgk5cq5qJ9O/9u9dGRLwfIxJOzrrTkKngkLFoGixKrVaX89OxnJ5ekObGIoUoHOJKVCzhGOFC6qJAVCRMJwAC2nRKVRvRIwS9bKAHObixJ7du3SDbgY8fDAc8x067IZMRKFCUOC+Z36XhGewDjLbFw+V5xigShiI7L8PBUIYjj0rUlZWnaKIonYRc22FgjYLWWKJpfWZZ38T3hytr1li4hKzegV8A0mH6lYcbZ6Eq1UpHKpUmKdb+AFVOQ2l1arQlJ70YfMOMHvSGjwQo3gMmoS2tpI9N7hLWSDxiTfomqQUz0nI1abL1ekHOzk/V5n484ecO+iOZoNwS1RzJWFEGAW60ZSnCMYpNMtXNGC7BuPdI9/W6l5KjiVZDKuU6o8dKcSkTyct4tqS/yWAEYDRm5ARBpS9IGcS3mo+5bh6xKo2gzGeVkKfULBriGLBl2Ko4NBWpgIPW3yb2DexGxn5fv9wiHIZ/BBsQtvKaalmvNtczoy1vvIdKHDIyHl3pJM7o0oWVCziWolwV5DqqvUCTe4djk9SgpBXpNgB8uEaXyjCZkWJrR+YVtEeA94TrBWJt/nVTqotTtWGfp4iuTsEOD7jvoFXRVZ0tCTzFk/NO5mAW8HTYk2L5El/0M1/p/5ImjTFmj366Wb8ZfU4yqNPue3gtCNh9V+6LEzcEXO5UEZc0c7zNpHxcGB5TYz5H6oqK3kIGSEKZq83J0WjW0l1qcgdfH2qR5hrdF+ZIE82tkkVt0gv5qhSqFalVF1Lj4u+eNAv1XpnALRcgZWg6xAEZGJRJo1JoPu2JLM4lRyddAJYpPV1oQkfWQ9NJaExIY0mMP/wez/9ypO0LMpVwOj96w1no1qC7YnAJB9pcj0wPysW191jsSu4MPNolYCxVG025fe8+wdFk1JVypSSSG5hI1qM7A64wuHtGN+OQorFiQ43Ns6m4rL2+f4a/FPftVV/65862rIwlHxUZZiX75GTifs9KPA8ARcWbetJOE8eFFuWHqNT/7IsRbkQ6edgg5O856YT0c7APc9dY1K6XShU5PYOtfU/292+ydBIpA2hFwHZgEiegKM5oFqellAuZT7Gwqa23Og1q6WSruSH1RtvLPKQ37MkA3ioXl3TE3dzakosL+JDAPCwhqpNSL9VHaqiDcwRDctm7lMOjIyrzFQEsGLXggeFDb4NPQZSDO304geCdlWJpaK0stXpV6nX4E3hEaW6fuTLV+GcXXekNx7LMY0GH/0JFikUwSVVZzCEORrfQmRwfX0qhVJFaY5v0b2iRmdEPxO8KWiJocLGl9lCK6bJY3aWyRgcooHm9ezX9aEzPACbFdUI4fjd48nGC+4yUEJkD9H3KaXfs2QwLMhZ1FXliQUbztVwOaauWlKsNpuGqZTRlm8poOpf+WKt2xmB+OdmbMDNRwVv4vAalrA5i/4pslg4DNWRTJwz1VqDuid4reamWygRU7RY6T7dDszwXyzktHPPUsXTUbaxVgwPWTlkSrd5Byb6xI64/8AMjwITPkLqbYoEheJzDqbMnS1DzczRk1OADZelsLolkD8pY52OrAIH/Bpr/lmWcq8hp90hk/4tS6RzIaKrtFbwyLoycFTe5dMp2/Yr786z1bzW2Jnib5NYxKApKWFJPTxU3MkiiyQBMdM+ekspAkwAoo4VEuM2Zo/Lf5a55LXseeh8cZeh9TYFJsKW0Cp9gl2jCXWdQPAPsImH/HWBv2gDV5xJCeWM8tTzdJ9SYquOlsS7WAAXq65I4yYSeQJo+ZUl5EQFhS/K5DXtfQZ8nlBYjRTSC4+yZTGaHMhv2ZAEnXPi1UBaA70MKe+HlUlrMmHYCk5cbjmQxHsh8BIZmQN0enHQXkyFsbKmJgkv42bIr9aencn6uOppefyRjjL+pjlvoExH0cbFFcMAGsSoeR2D7ype+Ivs3b8vrb3yX5o6VCt6pQZ9b7vDUGTiikm29c3bmDsc6g5CiceYlVuvo8xxG1ErbirC3UKqc0GMrT8Zqejbu53rg8lwAlAK8UAzBOypPDWY+7yWhqVgS2WSiBaP19Ba7J0EUq6HKAFU9R09PWS6MXCQ+HwDFm06lrpe+eHokqcp4LbfFJxWx+FcbtNOGXT4mc1RHsG/JTO2kqZ2o1aTXHQVESpU4HgCU9Fk0myJW+LMM+gN13C2rz0gcb2ot7fYRZKAMCHhZHh4eeLc0mi1pNZvSbDel2WrI5hbKkb1hH+s5ZDHP89g/eXwoF72BzNH9tQTnXHRPXkq/P5Pz864MB1DbF2U2z0utgUW8Qq8JX2VjBBkkhJlrz4UFqSe75w5QPJVG4FG2hl7JQ4QJyAXEqQOuO1/y3yuNALGxIaVVXmEhJzjKa18PdSjWnk5aUbaQPGz16y0pVWrKIs2XBCcAJRM4VtJHJ43YPU5f9zg/A6Q4SHUzJ4p5URXhPhrOfBSlAQ0SAAkaICLyq2halJOVpTPT6NsZOAUvOo71+UrTXFpWieo1BSsA3XYPka5hiozqVlnMEdGOScsz6gXInqHb7kjyi54UZADPZZOsKujCPS3Dt4Y+NRM+6/jcRrMupTwIlLKUeiN50j2SjVsvyXFXBcccIWYYqAtgdnL3aVtLuk3MGkzVrl5irW4xczV/rz3DsQzbUzuW7vHqm1A9koXc8d5HwBPBifnUJMHsddUQnqrL/HvlNY7h5AJo4w6Frz7LpWDIARzOQEWynhpKrgqBFgzGZiqihWWCs7b4YgsB/wQX3KyId/0EjcOODGiqCLJFNNxCTeuxqz0DOX+faaCKmEsRUDRFlh3J5fbJmqCCiGkifh/KaNRjvyIwuADNcJWFiLdQnEihpq666I4EzQot/sHSjAGiIbbvM2CEM8Hp+aWMh+h9BPYP6xHSkWYUStAAp2SRAlyqmQ4ty+bGNtnYt99+iw7eX3jplrmhx2aJnpDJVNw8A6F4ZWrqd+LXWYPPCB494FDb/hjUKVvkd3tdkJgZYWuyFDGwTfWBq3/3Qw5QVPGMzW2Tw0RqKY2kAvHKFi5qeiNdEGpW5sH8yB7EjCrABgoG2ni8lMePj0iVo3QVi+bx8VHQxjCKZA8RRbd6bGpwxlSKfTbQfyFfkcWiJJMZBg+YCGhqND0B9+PiUqul2p22XFx0qXXg9bBGd56E9kiXZnJLtfuHWJfsQa6UeATEpk4K6nSBVnvnJbU021vbcufOXfq6IP2ExQkukFSn46EWsEhlKRXBppRlMl5Ke7Mit0tNqV/25LI/luF4Lt2LnhwfX0ivO5bJCA8pRKk1qTXgf9LhhOJWzhmBV8oQ8bv9bI0I9f0AKABnyoxo19GY70y9cjxFhJ/BmHiay8XWrDRw7U0Qqi1lDLOqk7GJa6ukY7lQAlwVC9St4LBhAgXaH52ra61NKZSqBCRkTpDeIfWrOepg8uUh5DO3Z4EUg9CmuGQHWnp25KSU095ALQDKTke2NjrUM6HsnFIjdpeN9tixuSDGtwETM0RzoE1bf1TiWBqPMSJKUzGecd3BPpkt+hw6gQkMvgaymEC8CFAylvxywqZ1lcJSapW8NGoFadRbUimBrZvSGRRMFu4rSu2xNM5qZZnOcgLJQbWUk8XoUnLDnmyXd+TD44dSG31F5nMsmGasyFnSWtutCVrIbiAtY8LWoEMJ6Ta7vMY0aL8cc5IOXjwrlTxezeNC2CzPHVkSz8pce68dqyfwdeXNkXmP2hJ5BlhJlxtf6qC5iYxIkJbbvyM4SZtPECyZdQCvGMZF+DtNIcLgDUyJtw3wZprqYOz1Q8EMIHhpZBiipDophiuaKvRfaEuCokmoNb2tcgkD2cuKFARtUUSqjbw02tY928qip5OhjCcDGQ0xn17SiG42Gsh82CdjspgBmEykUFLAUoBtf16UVZlOqcmiqzYMPgGi52MZjXsyHvfoFk7res7dOQUouN75PF3H33rrHZptbm5vSrOJxqt6hhK9tkOVjTIj188RaSVOSL0FQ0K7V86g8PdWSWn3J2hFOHYjYPEeQymLkpYhx4oxNaKLS2ucO/21ayShP3wAJeS+bDHW/LdS1D5JeGT97L0kPwdXx/ibtNzvCn5kRF2Rs7OBnJ6e07EW4OHisifn5xeh+ZSXWLIZH0SVc1TpKKrg4PWU0gIVei1ptfektdGRYhn5TXhqwLtjIPNxX3LLsVRKObIX1VqZIkvvD+KMSQ60uAEePqNIzzBfa+LSUC+v10hZB3NchN8JWpPXKrK9vSX37t2VGzdu0R8F9uMqKB1Jfzgg4IEwGIO7UqtLvd4i6Dg/69HPA5+GRfnkrCcnZ5c8Vqxb+XxVao0q30sGyuyo3SXUrzwnxGD5vEjASWRUHEzgfFI9ElM+rPbJInlszpLgOyYW7sOqezLN69Jw1/4OGw2YYM5nKSKkfTgcsBDOZtI77tK3o1CuS6XRlmWhJJPpXIZgTxbo5bFgR+Js6WmyeGbYVAcl6TheHYlxYqGJFtJw8BUBMMnDm0RdWlEV1m62VXfDJplJg8wKhMtRb8LxCtiBaAvjFj4mdJTU5mqg13X9MAMrjuOl5OF5gYl5eCGz4aVMMOEPe7JcDKSUX0qtJFIvF6TZKkmj1pB6rS3VqjVL5BWfyjIHYSLYJ+2tAo0LPGmQHkW+H+ZdMP6cDIfy7rf/q5wfHcpbDx7IZfVVWZycyazYCh3IQ3qCVVPuKxMvo48sdhL2dM8azYqmgTRtA64A34ND7xpNiY/PVR5uFaysv6ergebV9E3mr9aZT6SjI1vaZi7rxgYRxEa2BJuXFGvyJQtqCFpYKBA/R+fCmI7iGuSOtqYni3NxklK4MjXHBouJuCatjVaQZb9y/5aUaQjpJmfCUVmEMaqNJTQdvDDBNo+pLLliTarFjlTre7KxhfkP5cwupFVgPRogzX4h416XryHom8mQglaww9XCUip1AGkUTWCOGMh40pXJdEBwAxHvEqzeBMA91gTV6hXZ2NqVjU5LWvWm5GWQsEe28VyjJvBaFs1Sa6HqLlQKOcBJ1sPEa0evma191HtZWbX5PikLZJWTaVwf/FNcAHvliNYdpTwnAEXpeZTvolQ36xQYacFnARR/36rldDbVY06T6fRg+ySlnSvJ8dEJzb/go4F3okQVFSFekul9Wlx4iGNE9Ao9AsI8PiigRucQyG5Ie+OWtDc21Ia6kJPJbCT5OehErRjJ5ResxEFE3O0OZTpxGllTPbpYR19vCGNVH6DHogM3qYRJeugAZB3s78rNgwMCFPYSGg7lrbfelF4f+oypdtedqW39aIxFDpNNTyQH8zdUgWiFDn5/0e3LKZiekRqYQYtSLtU4MeAhQSrExXRelUEmJ1CjhsQJStARlX1cA3RE/xwXr7qZnLqSFmlrTxO2UvQr8XMGMFELbPWlARvkJchaSZJa6ScxpeXJVfuCPHKDZbZojwCBNES2w9GJ5Aotul+WGx1anw+mE+lPZkzvhA7PK74YttroOVj1hn5koPgyKa6QijE/2lq1LC3oY+BSDMMnVtiUpJzXztAVVBmhLLha459CSAgeAHqtEltHeA8XsC5FApQyxg10SmAwUHJJtgXW59araqapqvlkJqP+pUwujmV++VTy067UyznZ6tRlc68h7c62FPJLqZaKTFlCr1Miq8i7aAUOuOaofIKA2YS7MNCrNWR/70CWS1Q99aXbG8rp5UgOJ10Z5Jby0dmFPBnNpXp7X8bWS4f3x/VTnEHhcLzG84h6EY4s+l4oWMmW1fpV1socsF/avVy9BY1F8Vphz/n7vVlHf6c6o4zmKN7PKxtfWhN+rux/1WDOWbHVTbOenrpOhbX6gwpnowuuAhMd/2BynVHRrgSxThrN7a62ZTI3V6YWtEOxIaeANJjGsOtv7RPD+aWMTybX5YCHg8crkvQ6aedzN8jD/TIAz5QWLPzxHefpnh/lqHmhcdpcChW1/C9Rs4U5emYibe1NBIZvNIBZ5lT6/R7H5gyNFJfQVhVlzsx3SUrlpVRRtUQ2U3VhZPgYQM35HNSrFSlDWL5AmxRwRH6KVkXKZyOCgWdW8QCkMAJmFBxHwnLFZTn4BCm48NYd2ncu9q3ygojVIbcqgF09rqualBjk/dADFDYCs7LG1CnUI2heEhP4XHdDlboK5SJRvJaCk3SqyuwGD1uZEcjTp0d8BREenEpPT49lNBpqpQePM88FABoOph6olcB31P/jodEoA4xHs7ElhWJLRiMtFcM5zJfoR4pIFr0roOkYsUS21W5J9fSCYkMjYHQ6QdRgOhJsoPghQq1UakxJ4bPp7WFOshjMWAzgubK3jwaEHZaNwhPlwYOPWIkEzYj2WYQ4FO6eVZF8SaazvEwXOEc0e6sbI1KSo6NLOTs/Z+kcNBitVtUYHdDvEeGzLQErYFTHwWqhmG0zfY4VbebwPTt50VLbzNpc7OoABXbYXERJzmjOlTleWTIHrbddu1EToDD9Y8ZQkbdMGAo7bi8RtGGDCRygI4fxgPTNdCFFGN+BUarUZbrMy2CKUmIwN7FE1g35spR72in5mu+2+OHQSgWU1+elXsnLVrshG+022zwAapTyKP+FRkr9gnDurUZLquWa9p+idijqtlCJgxJPfFUAcnAdef4AbfCdGDAixMQMMSA0TYK+KsuuFBcTqS7mslXJy95LTdndvCXNWlkarL5AOXJeRuM+rw+fWy8zZgopoa9zcIfWXlvsxL0QGfW68tHFpUzRvG7alelyJKNlQc7HeflkupBfftKV/S/9HqnefU0ORzqmmA4lhT+XBavI3G7cJ00D9Ak4Ue8S05pl0jumd1o4i2LVc76j9LtPHJ4zWYc3Mot3mr+4Bpykr6e/XsNAZF9fsQAIjEYEJt7aABWtBCVePmzHHsuL4074d/Y+L7nWrsr4vdsypHOvpZKtnYIncjztowGKpnbhv6stE1jXFuYw1ZnogXkKUvGJ7ythdMzTI6T56Urr5wPhqsIuMGrqyaRsEY/eKpzwHUeA72yfgnmaFUU5KdcqUkH1JndoC7l1bZ7PxzKZ9GUy7cp8Ds0fmsPCi2XCqrNxv0fhLp6xIow4S0XZ39mSweWF9C6fhFLiHG9dtLjQDuBp+mbNMLHrqv5FJoC16kvu1QKr+G+XNCgjfBVU+Lyn84T+nM5FkY3Rv0nyDjY5Bh8iYxtn0+ekzFj7fJQTesmpLB+k2WjiCrqzhz5TkrqWZbWLnzRTUvMijcohiDw+OWJqCYssus8OBn2zr0fzM83xgekBgxIsvvHEYOAnARdKUTc3dqRabVtkYpEF/DRAe1dh/IPBD6t2ka3NTeleArWfMn2ig8A7cUbKDYNVS/ZUO4BUDxbhzuam7MDefqND7czW1oaUKwU5Pj6Wjx98JOOh9cgYQweQYzNCfkIeYEArFZZwSi03JFdA1+alDNDleDKVfLEotcYWF2CMydwSLJd2+NT74WZFapoGFoziVptJ1GUWE4NNcIwgYj7W76KzHsoaRQYliITNytorChRcaJom7CV5n3ecTSCJHU9qAW16iJk2G8wXpjxnCN5QyUUgB/ai0ZZFoSSj2VKGc1jYa5dcpU61S8dyNTL0MlFfkwDofEBb7SDAYzkvUisVpFWvSqdZke0N9FBqaFkvAEa5Si5+CdJpASCptSRgxNikgYJynfQBZ8o57LMoNZiwQVtCVmAmswXo6aEMeqfS7R1Kb3Akk3GP7B+qgG5uN+WlGyVplcrSqFSlWq+y5LKMlFCYVAE6crLRhvjbNC8Ag5zYMTgYnydVGznJzaDfEimXKlItILotSK26JYdPH8ijp5/IrFaTNx9cyv/xnfekcO9HZH7rK/JoUZURmsiZWeN42KdtOEG++Zt4uainAgh9cwAdWskDRdfVtIxVgFl1jmtVssBhXQouZbyuziyZ92YpjNUj+HwpoBXG78proTw4qWxK9qJpYX3VPTqUNfHGFLGqKy2J57UIFd0OFrLnB92FuyBpCsjID4KBaK6ZW84kPx/Kcj7Q8nN8FkwOy2BdNQ0ZFuKMsVg857BQ8qCtYWLQsiSpvxXvmaytnVZvxg7RaksC4Tl8TZDCplebOWGzKSqDwarU8zBm3JMCmBCUTBessSJ7GGkDxjraOshCWtWqbHea8qu/9IvyxneeBtSX83AlaWWgPdvUCXa9XM30PcF1LwEOfNYS8bcZ+6yClpTtcPYmvb6uc4m3NzYTjX+/Ju1pAByM+XMBUFQI+VmKm6slWRl31XRbbV+fMu7eGdI+zhwk+GANxmMasnl1R7d3QW0GKHwXa1Ln4SkGt2c3xoZLnYEUNEWr1ur2gBl6djlYrizTXEMKlQ2Zzi5lOBvReO3GjZvUdRwennGxjGktn1L8JLApskZao1Itywv378ut27cYqWIwouzu00+fysOHn5A1QdTALs9YbMsVmeWg2UB5NFx04QDblEK5KaPJQi4vejIaI40DNqYu5UpVnX7hFUChrjcz9EfPzs0MwrzyJt6nNf/I3Eu9fg5QwFSBLQlsgHcvNqGs+6Vgw2tpG4DoEpv9imBXO9jQpwGLN0Sh1MuABcvRj0Y1ZOh6qp2skeKqtzaY3oFTLDQoeDgBUKLOxUdZEm2vjkkDlphokYoplwrSKBWlUy5Jp16R7U5DOq26tJpVKVaL9FfBuKzXGjKf4F4h8oNmQ1kiXhNqkTRNhsveKBalBSAABgW/Hw2l2zuT8+6pdAdnMh31pSgjqVZmctDKyfatTf1cfCbNtqZSKeakUamx2gtAXHtD+alZ9Zotdtq11ydHtQxn+hE+PgD0wO7UaUHjU5VqtcHqL7j6Hh6fycnZSN5764n8wuvHMi/vyfatL8mk2ILcVmYwvcK9n09lQiW9TqA0y/IJP/lSsasxJwQoV51kHR446xB7+6x0b40jKp1BPiPr/uzf6jDwwZFM7usAzdrX1u/f9+YNsL2Tly/ci4wOzBYzXR4tYNbqqCApCa+vakv0yoUFN+EIyeQ4SCHrNZXqcijF6alML+EfBZa3IMtKUwqtPaYus31irjHhzNwxD1z953XXw6+rC/HxNjAt6nvj2Sh+mmkH+RZrHsvSc07tdjFZuAT/J+3xwwaiRZEKUpdlBAA5qVeKLGluVSuys1GXRqPGoAxGhLrG5zI6HDfDI/jQwsVrzl1/n04lUcCdfsVGq0GLEgZRTPtkvVH896sAyYHU8groieDH7SqeE4DiEfG6zcWz4fauu5seGYRUgv1t2EdE4Fp942hdM5ls3JTPUWsC/Qlq8fE3+DcYFBV+Qo+BttsqRGWUT+1B6hypDwV2jUWdxlOrD5GPe+g2Sm0pVLZkNj6TyXwmLVRl9MdyeQHviKFqUDLamxRNK/0HsNHptKTd7vA4T09P5eLigl9IfYAFKpY0AscCPBphACJnq72FkK5aLIsymeZlNBzQCXUKhXoZRmU1potcE0IBZbgT2SiHrAj6QpTAhlln6pWJRW9VnOhj6tlpStCq8DWBtkcX4NT5dN3YSIGL72MVpKyak0Wr9mzPGJwHWDRlVBYyHuHaNaRca0q1uSETKchwPKQoFr8ne4U0jzNkSSibvevRWr5Q1v429UpZOlX92mjUZAM6pEZNymUs6guWR7KlHqz3obGZa88o+p/k1ceGPAqdeJekqQFOmmBNljNZjAZyeomxcCK97rHMZSj1elEO9qqys7Ep2xsV2WiVpFZFHn0mggoFjPN8mbb36IQNN2ewM9D/RG1N7OXh7rLwYykD7EHrguvJlI8KcnltjXSH5qM3Gsi7730kF5cDObvsyYOPu/Kf/sf7cl67Jze/+OPSL2zKLN8ieB/PcjJezmS6nEu5UZUhQCFKYD3FY2Mr2OFbqsZdfLUP0tUAxlOoQd7oC9k1kew1v1h5z+fcAiFjeYpV1uBaNuXqZ3hlo3f7ibWJcSHm2HPwkIhSsammI/bX8bk19txadzxR/5AtpdZ3wO6+hPu16Ep9cSGzy4/l5b223L//ouRKJTkaFuTNRzBMM7DkrHnmHJO0XBBJ+BHEotmrVyR9AK8CmzD5JsILr8a3DEo0jLHXPBXDSrrk32AR6bJsHYcZmKJ1Ua3AggedTzQNLmvGUAia1pFy9uFeNhzPbR048XnQ2eHInsRMRPqZyT1b/eTEDmKdWFyZm6v7/6EHKG4KtboF+tb+dYW24n88Mo4308yeQ7EbqWYsSpgs2W7aIgaPoAhQ8rqoj0ayubHLRQ7gBOJdRtFcyDStofbfKgrFhOl74lQJgye4ClahUVlzW9K0iNSlWN1lxcFwdMEHpLW5Kc3TC4r3kI7xM43zSoKCzfkQIt3T0xM5fPoknANjXbIDiIC16oFaW6rekZ5CeXJJptOlDEZT6Y8nMoV7IoSXjZrkCyUu/N1+39I2Kr5EIAtTOs2vJlMEBn8elUvaUBHMTvx97LQSHnJLC6WoHoAMQEijCxOvhi7Davef3v9VcLKOOUlfd2Di+ws+KMG9VsEN2xfAB2E2l1qzKrX2hpTqbektc6xkAoOBNAvSQowweA7Zws3MYmG9S1C6jh5OrUZdNmpV2ahVpA1tBzsGY1LTMnIcNsYcOskySoEIg/1A5jJbYrQAmFp6i26dOWkWS1IHg9A7leOLp9K9eCrj8bmUijO5eVCT/b1t2WhXpFkrSaNSkGoZVT0AWNqpFuMW9xiAFyAD13W8HCfDVsuU/Zo5qMtcy+Q5YZWbvQ8s0GS5IDgZzGZSbNZkOV3Ko4+P5NdffyTT0m3Zf/l3yKhyQ6S2IdNSRwYoz8+D0ZoIwoIlBeYzAx+uaEj/h0kX4MnTFquMY3ZeCctWht278sbkF9dF7Ou2Z70v5PuuLrPXgpM1/07WBk9pRHbErOW99NjSG5EZWSmsWQE19Nr5HGcZO0Xrsw0YWlrOpLYcSXn8VHZqE/nyj78iy2lPTo8/ksFsIXe/8pPydFKUk67OhRFIJbHnyqVWHBXBUe7zmHVeeX39e21Z1/PAumCN91xgjoC2gK88OhWjUAI2DCLFkoltTenkNg/YNP0P5k+bYso1EMQLCdb/Ola2pu9/1hwX3hPSnrFxpAcUGfC38nnhWofPj8cRgUp8U+jo/MMOUJ4VIWuu1WmqLB+WxPAmPMJCY3XfLI2LN5+/QwWDdWT1h4LW1pau6F5eckJEbh+fhT4R7iviAMpTGL6gaUdcnREYzZImzEulWjfb+7T7hg0Vo8rBoiyKiBZx8wsyW46lVC/Lxta2jMdqToXodf1DGb0IIHDsD3vW5A50OhaGEk3TOIkstIssfEoAWObzHN1RR0NUxgBUFaVcqUkZ5cm4NrRr14XfPUXwVUFvjFKZegb4fqQziUNCXDvoFhSg6LkHAWKiO0np3XAX+VkxZeNls852pEZsPj7WARHS/SssSubKpYZlSS8evA/niQnmonuui3K5Is3OliwKFZmMc9TgaNWTek7onn0MmX01X4SbsJ47hM0wUttot2R3c4NsSbtWkQYqYEx4rQNDPXVgu48mY9Npns3UdO7My5RgYk4QUa1U9fPmIqjrKU77Mrg4kbOjj2UyPpVGPSc3b9fkYG9Ldraq0qwDZIIJnDHKhYiWjTJZYqxibxXtAUSCBVNha9qR2F8LvX0SwOe9e1Qoq9dVqw+0305uPpNKrSGdYllaw6m8/vBEfv2tj6VX2JadF74lp/U7MixtyDTfkPORyLyUl8l8ItPRRErlnEzQewXomNX2XjKb6A6s+sRmgiT58Hkm0WveF1bP7wWcfI7PcnSQgo91u39GyXHc0mcwadRo71fDNgvEXGwadCc+D3o35LCU2YK2/gw8tcMmj3g24VVi6cGqjKS1uJQ7Wzn52hfuyenxp/Krv/qLcgExaaMl2y+9KgXoUNwidR0YClT4+su3LoUf55Fr7qMDklTwm2oWbQ7XuUkZckxDACEAJXgeKfgu5QXemGX+W91kdW5TTR/SOmiain0sZlB/XbOufa4tAu6QerkWoGT3n533snPgus+/+loKUK6+J6a1nwOAoi3cr0/xaMmUL4H2Nz7Q/BHN5MdUAAf/Chdf0ao7BSbBHU/TPMtFXrqXXe4PaQ24CPZ6XfNkgSjUJurERVaPTZEpFhmACdoJ5wpSqTU50Xt5qaN1/85joPahKvkivEdKIosBS5C3dvdpagWdARwN4X0SWEs/f4U4VNNP0H9iPuH5oZQTEwDdD0ExouQuj1QTDONyFISNx+jSieMusUMvBKG0qbby0FRaioXIN5QBA0CgrC+UBa5QghudDblxcIOgyWvvvdRNq3fs3oW6+xhF4lpiIdJO1kWCnJRBca8TXzjTz03TPakHyipAWU33OPjBPv3v8BrvPViBck2aGzuChMuYjrHwPvG0jplMcbK1ZtkWvmJxpmBwviCzsLfRkdsHe6zOqWOSM5dcr2JQ8a8yfDg1WooXcH+0qoAmekh/VYpSrYC2H0m5sJRSYSzLQVeOP31PLo8fSLOakxdvbcn+3oZsbtSl2YDjLEqVAUi0mwyYGAV7epfBeCgTp+AD3/EMeE8fbwroQAQpnJAaY0NLlNUroIWeSdiR21J2szlTYhMAy0JRnp6eyXfe+lh+7he/K58stqXx8lfl0+KuHA1hvlWT8UBkxMq9ucwGsC6fyRRCWaQoIcqjOccqfZ+2EHZH36iQ+ExocU0KJTsRRSD+fW0BECSLo3wO5mTd770jroF/TV3FJnK6jisgCsDDzeLMxjXMh1a9k37ielimZm1EijZno0CxuJxJVQZSn5/LC9siP/vjX5TctC+PP72Unft3pZPLSXtjUxb5hfRHA1nmmtqCgbu8eo+u0xeadPTZLErQ+q1PBfn8Q6YoEFnBejtcX3exRWl+qQjtCVyQYWoIWwKtTGItESp7dHnh80+GMV+UGc0O8eW9cuIW5qVry4z9TsRuwtelXVapQF8Hr/TKWUnhxPfrL/27/SujkVg37p+bFM9qJH3l91qrwJ9TTUH8vUUL7EHjFspJq3nLlZPl8JuqdbZWb4COtCK9bo+TM+h2TODDoaZKUr2Cl0L7xomQ6xNA0VxyRM8FtUT3Tk+6GscxFMrq8A+AlIqZZcCUbSKlSlU2NrfUYh8N71DZYp/mZ4zjLKEiIod+LBWCLD03MBxllg8DoAGoQF+CRlrjEQAGLgMWeHWKxbmzWgwpEOhzGGnpgxeeXTtflvmyIZhrKuI9Us8WeL/UaAQHwzN4rniVC6s8tOxAgxVjvLQDrl3LpbrBIroCU4NUFRZJByjY2FtnPObr6easSQpOPGXjv18HVrBf/wz8LRZodFpFc8F6oyWFclVKtbaMpEDR6gS6E2NItM+NMiWcuFHkCoBjCz3KeguLBXUhexstOdhsS62EGhZcQ68qsG7ToXJCWRimWMCiGeqBsy20PRCa5lAFNoGj71B6/WMZnj6U8eVDubFbkdsHu7K7tSHNBjxqwJrkJI8VhYIMCKiXnGCLRfRiKlBngmuNtFwF6R3zIXKmhOdhICUF1/5MaX8PJbp57fE1nclkOKYQ9vzyUo5OTiVfrsqyWJVfe/1d+bn//JvyZN6W5hd+Qi4K+3I8qshwWZTCPC8z3ocFyzi5IdU1seogtk5wdXsCTFKQwpStsyoroWU6XsLE8TkjwR8UgbL2QOwD0s8IaY30tTXpIBdgmoNsfKtX4EQGVxdkW0Wt2irDMyXsy/XTsQUToZuuep2UYDq56MpWeSC/90e/Kl//wj6bbBar35ALVMvkRGb5mrz+yaUMJ93klJ8x74fy4sj8xCU2nU5zn8mkrAYlmcxawp64QytVAAGzaIsTAHMuIxYQ47Fl12ZZELhg3ahWiuyHhWdpNIANg4EUSwNdGWrXLvI24weGZD1AyezQs2DrmONnkoCRaUk/c81l/C1vP7QAha8b8Fiso+mSzUuRQ66MOULrCml0e3AUoYW+PyCg0ydycXFJ+hyT9vngguke9+GAl4MviqlJmE/UjjtVRAW9QZ2pFqR7gnokPV63sGfUk7dbqL4jiwXcQGuy0dmSUX8ik8kwTBpmecYUUg1uhfw8iByxcMISHJ01waCgCmTJihMwLPgraCDKYGrMyhyfx+klqYLQwWklyMn1TO8TJ7k1t8v1CUjz7OzsyONHj+g3AVEu6/TjTQ3VVJre8H7sEPGiJ9FcqtUKARo+21MLuO4AJ7Sink5DewQ/xlQg6z87IxLGRUY8llPGoAQtjopEcY+Pnz5VPUW5IpX2hizLdRlMF1rBQ8FoPAetatHZjNYuuTkN1Fr1mhQXc6nll7JRrch2oyz14lKKEBMH0GtmV/Daxrpqdvk45imqHuB3UoSNNtJ9c6lU0QNJOzPDM+X49LH0Hr8nzcWZvHJvU+7dOpDNRl06zaY1QNTpnN49LOVHh2OwQqoRwXvA0uA1jPmydUD2FI3b4KdVOwgC4LBLpmoyoT047gfa04/QnHEMpgemeTM5PDySd95/X84v+7IsVeVJbypvPunLab4jjRe/KRfVbTlfNmRaRzo0ghy4dZKOgtgaQJvOXKzvj921A2Oy8pWAFm8Sujb6y0wy8v/nbR0o8nYMKcpYjbCddYmpa70U5rKRNEDl71xjERZ3T/towKeRvf1huoYlOo7l9XG9epwA8ArYk7G0c0P5na/dkB//0k1pFhZSaVelmN+Q1tYmK6p+9cMzefjkiSyWZbKTz+7mexWkXL+Yx/d6giqTtkvY2vhlAYopmlTwCs2JVuowvcN/AyPrHB81tF5G7+XaOu8X0WeqXJLd3R3aPVycH8p8oWy2LDGmv/fVXteyZ6d34l2xv1nRoMRy4tTSPs6Jka26mjrTa3c1u0F4+/ltUH54AUoUCkWsrd1Zs0Dlilgosx76kHXl/8p9WAot3wejkXpLFPJkT5Bi0YqEIhcuVLVwAbSF3EuMHc06UEE/E7AgOZqVWdfK9Nj8uGziwPSCxxy3Ed/RiwL0YLXRlmZ7LGdj9Jcxx1Url4NZW7nW0KGCNALqk0HdL0RTOSiFpYAT5mpgS7CQwvkRCz0iaW0ESILBAB3pf3QA1Rcz2iAf6D6Or94tAAnVJeB6AaCcnBxrTxsXnmlZRaCcXXxMdouTJYCiLngou4YehGXU7Dhc4n7dzt4Bit9bZ0BWgUqY3Nakg7BhHwQEcDI2lqbX7/H+LUtlqW7syFhKFHeOJhNzjtWSQyj0vQcGLg57GFULstloSLtalsJ8IvWCUAgLS3gI7aBhSquJKMBjKKbGU9pHck7mDJMdU24LMDtIAYLBGct4NpRzdMUeXspWuyivHtyTmztNKS0XUikUpI0u24j2UG1GYV/RRM5lCp1hhe8MScEACT1XPPEeHz69nnZd/d4AiMC8EID+4vyCYnINQhW84tyOT07k9TfelPcffCKlaltOJzl56+lQus1b0n7lNXm0bElvWpIhVwDtUr2YjAj0CmUIhOeyhH8KBLjlmlUTTTMdWa/G0vaz05NuR3PdxJP5m898U+a6fP73XvPC5/28NWmAlbONwvuU/ViuK/dZ/cvV63e1V851G1xm4dwKT5BSboGicLmz3ZTf9+NflGZBpNvrydHJmVSqNaah3388ll/67rGcDdBmoRGrmK5wKNdYRySHnKZtVlmUONdbEJIwvdlKPjWoo8kEKuNMAKsaQxWe4xFnigfpWD4f2kUcAAXPsl5nK1ZnjIJ95GRzoy2bm5vyyQOIZCsyhwYwpCU/76aVOQ5QUvO11S9Pk68GlNlgzK5GuE4hbI4+YuFGxGvn66zj2PBZgTd9DgDK59muUHTXAJssCHDVsf28WgFkv8OrfUaAY9lob5C2R6rBKX8svNpUrsZ8OiJat5PnsGO6CDb00H2g1LZKhiN4bPhxJUpofzRjt8qcLPJVWRSmIvkJBbNzKUuzs0PNSO/yXJ00SXPjc4oynKhuA6JNVOAgRQ/RK0AKqhi4iObwO82Xqi+FdkqWJUAPFnUDWtQPxJJb6B0YzcIpd8Vafh0HTEEputTaQoJ+K5tbGzJ6NAjpHLAoSpuqOBMLqIstwehQZjpH9dRAOh3tJA1GRRv4KQOgxzYPaR79zPigrhPIroISBzCetsBnAAihwmbY71OjAYo2V2tJeXNPuvOldEcjGaJzr7mZxofdoralSKNWkV0Y5QEALKaSm+ekXirQ26ReB8iy6hfJghS7sAl41vbs2tNpQaM0llfORuzGOh725PjkUHa3WvKl/XuyX5rIcjrkMW9vbsnGxgaBCNkSlH3TyVXTNVr6q8CFwDCsSAbs4EoMzctkQhCC5mfDwYDXiGLsQZ/3B87EeEYwb6JibaPTZkrp7ORUPnrwobzxxptyftGXfGNTxoW6fNifSH/zRSnf/Zo8Le9LX1oyXRbJ/MmkR3CNEmya3qFyx4AjPgAi4wk0U3Oz72cWx+L4tMwyk4t3BsVXp+9zAlpLuawJduIDcc0frx7IuuNb/7dhKf+MdY5Xhi6qKpB1xsN760Qdhy7S2U+MbMqK3CXu22RAMCsrYT/0IsrJC3dvyU6rzsaRWMZb7Q1pdDryzuOZ/PNffCLvnORlUdxYv2Pnb0Jrk5UTcrbb+9oEMinOnwGI2C9DG0LTk6TPnAMUgBO4wIL90GAhRzt8yJ70y0X02Ie2MoQNgEoavarIGVGt+mm1a7K3uyelUkUW87Is5yVZfEZzwHV3Uce1zvGuD0nnNr5iv8sSTKsAxVabdP306+z/CYFnZNp4rbwXkDtvM61tQWHhOQEoftHWiqKMRueEvQJQXFyVQY6JoCcjJvId+o1ZCWQGA2VMMNnibzAJMz1ARK2pC0zycBMEy4AyyQBS3K+DfiFLeqCg4kUjcmuB7owLgEg4RhVYcipB9QZYAFQhFeci+bHMACLyIp3tAxlPlzLq92WZq8oCqY5FQZ6ew4lWe1Ng4cTxg+UhYwJRKWy8rbKH/TryanJFj03Qjgx7E3OzOSYd1+0g3QRNh1onK4OjxwxRXEoNY3MRJRaty8uubG5tycH+vpwcH8t4MspoGJC1xfl6dRQ1GBT8aiIP+8CGBRX3YXt7OwAU7McZFK+4weapnHVpHN/8PL1DNj4bQEe7PSvAOrm8pL5nWa5IqbklUuvIxWAmvfFMhpOxTKAzomDaRIVLN6aayVa9JXd221KYz2TUHVL8jAZirXaTmhykUXSiyFKm1G5INiWF7sIAJ9CLqOvuQuqdunzy6QN5/MmHsrO7KbudmhSWI5kNB7LTacv9u3fk5o0bNFhj2qaKPkqIWGGKlZhxhQlMNTtIZeKawzlYvX8G0u12pd/rMRLud9UfiB2mLT+Pe1atN6SJBorLnDz89LF8/OB9ef+9d6XbvSSo3Dq4JcPKbfnOJ105q9+X9ivfkuPiplzOi7LI11WjpReQrCOF5kjvoEfVHNE5/HBEZuMZXYhzC5sHgnuVpgX1lFw06OPyenXD6pr4zC2UMPh+15jy2cLqc5LDgPgBq/PaGuCUHksIAtIDXi9UzJA/tsC4YZtzsw5KlC1IawrjYh6PfR2GyvYZcq0G5gHsr1ZFWrEuWzd2ZYZ001yrGCuNkrz/dCr/5jfP5I1HU8lVGzE9lDnmeI2vtnZMUswW2kUePPa00Qq0eN6ezFemFoBf9VJhsTUWBSlXtKbSc9GqHXTbxmv4grusdinBPhYKaMioKIsUjtYZUfxNpcw2IwigLi/LUlzgWc6e27MFpunY8TYcztpHkJK5balfSu5qFY9+QSgfmiJkmbiklUyq29SeS1c9pHQuV4uNH3qAEibNdYZJ9jDwO/sSrBE5JaSUR1Sp5CHu07py2t9Q6IUuoIucXPZ6XIxLlTIXejSMwgQO5uTmzRtycHDASdp7I2CgpFUf3lETWgE4yEJDEs2mHcXr8WHARx2D7s+dWYv5BiO/aXUukwnK1roiy6Js7d6RaQv9S8bUivQmSzk8G1hJMXQFFS6GaB4HJoSUOFuDoyQY5dDw7sADPTdmB9AcXXidutP0FBgiHZz2oLN82hgHOsVaB9yVRdZ7QAwGQ3l6dCQHN27Izs6edDqP5OjoUCcJeAOYQM+vmTMosH52ZI60ELw5ALbg7zIejwIFq/4zEMpCMFuja6M2bYTzLf56EdJhGmnH6CkFKMrooJQcficz7b00nUiv35VKvSnLUk2qnX0ZzArSG09lMJ5QJItrxBJd7MMaqqEjNQDCrf2OdOpFGfYAsKbSarVla3OLwmGkWMJDbsCUtU12bem0mUx4dG9dmkCPPZ6mMrw4laOH70hj3pev7e1JszaR0mwou9ub8tVXvyi37tymzoi3jfx0ZGdStm88GsjlxaWxIANqfU7PzsiQgB0cj8Zy2b0kaEE/KryG47979y5ZFS1/XMrxybF0HzyQwydP5enRU+l06rJ3Y0d29rfIkM0qe/LB4CvS36zKsr0pT+cd6QqiSWt+5gu9CTpn8P1ZQKxd1Mo1t+Ri6TnEhijrTNoH+BMW1vPIMAQn1RWyY33w/hmRrXUMVt2FmWXFJzvZsTOi6hasplYrE1FYGdI5LPER4J9Yj6rMArMGSdk8oq0vtAwWY5LMAOYZhAJMSSgj58Ls7NyZBBm+zxB8ZFve8rPcSdZco+mMjP2Wm/LktCr9ici8WJJPu0v57kc9+R8fnspH50tZQtwNrdWVBnNuMWd3bOWy2EeH6+HpKz1EbRLIqD61yzcQ6+xJSOkYY0g5E4TghSWr6cAE6cKtvdTYPZzgRDuK42deR/ppuabRGQhbm0ww76XJe7vbZGS7F2ikCpbXoIYzfs9ExvF+k+m0u0T2FqSiVd/p7fEGjan5aNLB3a+HFXIoA2XXJuhSbJ21+6lMu454tQvw9c06lVuRBNuqPQ8AJQ4q74Kb/u6qCyhftz8MKNFYiSCqcuor05jUyu1s/yycMcvh/mDMxRqLNyZk9mWxzsVgVQBUEGmD7lYUG794Qx2nguqvt81zJGvCw2Ozn3XydPrVzogTG/r8VKXd3qZdfq9XZckrbjF0I+gLg0EL47BitUFWB6WdMEiDxgDiRxWywiNjLgKdCboGAyDYjM3W7KF+30S+ph1ILqe15lbwou65OF6rTFopDfR5BwshwN3l5YXcvHmTwA4RNRrTLRYFMjiuZ8H+IPwMIkx7gJWZUjYI9xsaB0/z4D7g37wXw4E0m40gdHWTNXWDxcIfmbnUP8XHkKfx8B74lMB1F5qMJcp7q22ptvZlNCtYx1v4xSBy1+triTap14qyt9ORzQ7YhJLMlxMZoS27zKRcLUm9UYtaGffzSV08jPULi27osaK9WpfLKV+bDAfy6OO3pTS7kG986b7cbgp7nFTqJdne3JTN7U2pNhrJgqvaJAAfCFgBOCgwBvjoXcr5+QWt/KF1Qdqm18PPY2pswKjgvS4aRtqTQvFiWS7GlwRxZxencnr+lLl4fP7OzotsnDYYdKXZbEl3mpdffuOhTO/+AZm2D2RYEunPcjJNaz/9gaGNgGtGKMaxa+HTuFaC+UK1buFfTYpo+ahZfPvryeJ2RZ/5DDZFFx9LuSmat5g0Mb0yG4LQ/pIf7ADRbBIsIDEaKMNKxBPxBdzZIX/O7PUVGl+nDWsxYYLPIp5X6EPwHTNH5jqqK3DESGlyJ85OGWfXRKjqt04XaZ0TMF8en/bl24OBVLrafPHJoCQPz8ZyORVZQLANTSxNBle3LDj0VNTqlmKmwBQlgteQiiDbaGsEzSNVwJquHWB9ioUcberLwPFWfYDgDYwJUzxkTgBO5gGoOBBU8ThYUw3kCvCAQeqUAZQ66G9tttns86ml5LFxjjV0m55i5nTD7/16e3pcRamQGgZvSgOdun6mzJ7qJOnubXeM4JTHan3cMJO7EN6bFtp1wusOQnRsRb+o8P7AFD4XACUuJGmqZx04yaR4woQeVd7p88tFIM1peqQV2DO9CZjvhqOJ5bVRkouHWBc7vyn+GejVA4ZEI18DKJn7VJB6o81uw9B4BMTstenu5xKeuJRniakfDIoGqjHQyh6pjm5XZmZWhSqMZrsjrXYnMBChgZ6PcY8wc6jJd1R9HWpf8Xe+5n1On3rDwnBZVxZ+gAc42u7u7lIse3Z2KkfHT3hNZxO0cLMScKQJagrkwlTNoi0VrYLVQOkegAQAinZKrspgAJCiughtTaAgAGBDTfYg6FQQ5qXHLI+28lm8Bxs1FIsFNRs4baQ4StW6jNFor7ktpeqGdCcAVe53oxOzS5k3Ww3Z2WrKRqchjTqEyDkZDYYU0zKitfQKH/gADhU104E26cKdirfpy8M0GF5Aye1Ujh9/KpPBmXzjS3fl/kFbcosJWZK97S3Z3d2WRrNl5lAo8R2yrFxBHMSsF3J6dko9CV7DtUMqpw8h+HQmIwhfR2Dnpvw7gpQp7hPIC7O6Xyzk9PhEmZbxQIrlnNy/sy/37x1IuViUjx48kbPDc6nVUF4u8stvP5Gj0itSKtZlDDbFep2EjQDZkELkycO/HbtkHtxnkh1ZiKKLXHz2MwvCuoKQ1UxM8m+UjwftlT+xtGene42NZwAoq0gLD2DSz8UWzdASw3t4JcccF5i4IhNyBK2T+wc5eLN5jxpznznsy8phuSCFqh3ftT2vV3M52Uu5GijGsw8FBzz/PFplTOTJcCT/x9lAipWqLKpNGWIxNa8RPeQ0TYXztTnHokiHfXps626Op3g8RvLmf1gbUvsJZ2m9QNCcq7ngInUDlgTfoW8yhp4CWaR34HMCVsXEsyH1Y+kbfgeAUYISbCrex0DRWqDgcW+3ahTKUoci2hwwnZuDFjFoJiMwiWsGjh8yA6w1mgp2WYHeEx1XnrbSF7WRKFkivFpIrfkL7I6OY2ZTxMQVOtyVFRuG1MgyWG34esN2nM8BQMlqBQz12QO6Hpz4zYjlc4F5WQNNM+xpzPbwxi1yeS5Al70+nUGxEGn0CNv2ilRM44D9Y7I/OT6RvQNdDLGxuR31HpZ5LpSl2dqUWq1Bwaq28IYGREcmF0z0mQkmOt5Zws7d6XlOKHkVgpZKjPARDbt2AswD/Ts8mlupYsK0pMhXXWqvyWAnm+XNDaSt3QK9EjifDJhUga0yIEgbYGHc2tqSGzduyHQ6lPOLhQzHMHBzoWxBaigxDQu4MfqomBmNCByw4F1cnPM6O7gAIHFhKxZbgBcHMClTQn2FlQ/jJfzezcfc0A3/xjHi3g7RIqDakEWpJfX2gSykIYMxwBLulwqNEXHVijnZ3mjKHvxG6jVp1JVhc8CEiBnnhdeQmkqndhwLFn2/jMHMLlTNpgZaEEBP5OzwU+mdPpKvv7Ivr9zboXMn/BUa9arc2N+VvZ1dKdeq3M94OJTTk+OQwsFYxvez83MZDAe8ZvjCa4Ph2IBitLC/BHs4n6lR4GzG9yF0Uz8Wob5ld6stL750IC/e32HU+NY7H8uDjx5JYVmWxxdj+W8fH8nh1tel9SP/F7mYtmSGKHu1LYkJLZG+ik9CCtJ/i1s6DazsKMNefk/7tNRbSqH7XtiGAP/ENZoHA7SwYUWkBghvgaAGLamtfPu6g2FAb89zkmIJh+Nsc3hP6CpksbOnEFQ8THsFAPQwwixdda2lvT3TGVbJx3BSxo0XyFAAiOdkMRHpLeGtAw0cLADm1JXpvtzlNznpXAo4vAlhVPCsHo8fBtLy3o05fvn6oAwKS3/tspkFlqV2FJygg7iCDK3YwRxeKqkZG9gTVuow1aqpM5pHUqcGs0JlYCCiVdCiFYwMdoGN8jmp1VBuvKsB1TjraUwJQhC+OliJwCRaJeAl7Q2mc4RqAvVZdACGVHNaLAL2a6HzDjMAACJqMEePLzzn1P8hxQXxPBp7GkAJACnm1siyrDhuuxfYvLR8fgBK3JIoIYiZrM220cMZUjJTmWP0uaVWrp3qvOoDrpcAKLOp9PtDbeUOselE28PDi4M5fUtdnJ2dkSqHiZojWepQuMjMScsj3dJotqlgR4kxKlrQ72QGe/iZVp8g4zJHH58QlSVTJ6lEFZ3CRhlVNnTvrNfjw+wI1vK/PqDSapZAcxqg83TN9Vu0/H+mP4E/WN4F1B4MddzV6haAL+gZAFBg2oavvf0DimVhIa86EPWLqUKrY06qfinCwmiuvufncJidBHABgAIGgCWvBgogQvVF1h9yF7+qAFbBjaeCHPCA4cH+wPIs8wWZ58pSbu5IqbIl43FeRuOpdgwGcwXhbl5ko1WTG7tbbO5Xr9SkWlbr7hHAEfr3VGqyubFJy38XLVIqvWrFH+66L80em87pzLlcTOTy9JFcPv1I7u+35eW7B1IrQk+Uk2q9Jlsb0Li0pdFs8PPBngz6PTk7PeNYBXhTw8GhHB0dsXwa1xaaHojCx5MpwS/O31kolNc7kMF7uagucK201H5/b0fu3N6RGwctjtMPP34s337zofRGiFJr8u1PenJU/bLUXv1f5LJyQ4bWngJGXSAUOWaQSsUXyrVtPgS7wgZyvwWviPXbyqKwmh1ZF7Ws5ol0NxjcJuBw5tbzDMmx4nkAB+8tIJjH1yq65XKiZnMGTLF4q9mXLcmR2sgekrEE2UZ69h5LBVmTbK3y4rOvoISWPK47Io7Sn1zPl6nWSE5Vt5hGX/1oXg4K5S3dYe7T3CNL4VFnJpKbTpNU0DVMjd0lHhJK9k0r44zLlTvqgZEHg4nFQAhk+WXzC8GKNtfU49R0FwAIvnsDQPybFvZlZRgo1qeWR3Vs+CKAoZMyAI6CFu8KReExrvkM/dOUlUG7ClQyMiU9sYbRaWfiBJz4v7OVhgZiaIBp0BIC/dCCwPQ6XhWZWG9g3AGgwNeowko+9TwqYw6ECzf9Xyx1YyXU4RqvFKIEZj4tNzZAFQsnnguAsjoq/YLEx+fqQE//fAWOJLNTWs3jr5EBwdybz8lkqgsicPNsOqe2AZtP3BjsmOSfPHms0f14FPZJoMKmUJh/FlKoVmnpvL2zK+1mWxbzqcwXACmgzWdMEeFLxZnmeqrNajLTqFeV4LNVjGunZYIvX9RXB3Z6vkEDwwfxGdcucx2Tbp9rblG4rokjVACRFDJqPT3SCZeXPWobUJ59sH+DWpTDo8Og28HOwDRQ98OLoGMA1wQABMDRQQXTPM0GS2a95NtdZbGgtmYtCoRRveJalNjULs+qKgcvvvhubm6QhsX9QFoDbqezckMaGwe04u72sJhP2aBvOUP/GpFqsSgbjbpsdjakUa1wQsMlwb1czuAoWaI4Dr9H1Q5FnWaIFSr+UrbL75MJ3TAJFRcjqcpQ+gAnD96RO52yfPXFG9KqFLWNfbUmW1tN2dnalI12hy6w2CajEZkTAENcP5wTPEtQiQMdEzQnLup2TRGuA94PQIPj6fZ7aoNvgmBM+JzQi0VptZrSbqNzdov37tPHJ/Kd734k7z08k0muLWezqlzc+qZU7nxTuvVd6c+Wsiy6i6kNGwKT+IWN4CRhPn4QEGUd1vi+9kZQnuhDLJOgqw4FW9brQFWqCsDxul1LCNYBU8mmaPl07LPiB2osq2e6fCXmRzq6y7Ipupq7bbrNgZbOAD5CXE97O7AOMferf7pq2xAulokokynZWW2yECgxNjGoAx7qIZA0QtDnPkppGf11V9bLod1Hx0HKujeHVFEEKFdkAPh7AAgGeQpCyJKQPTFbfgMmyqagt06BDAPK+cEuIJ2pgYUXQADU5KWK30Nn4gUG6GqOogP2JBIZDebSIxisSrOWl62tjqaTuxHoXckkpkZ0yUbjOMzjZH+MVfWScU/puO7GUvuh8obMjpkzkjkpUCqAuQmgJZRfu8g2uZYpIFm59MEPydcadHt/LgCK09zPyoP6BB/kJxZuR/CxgkqT0Mkj1rSGnKkAOGKWylxcEE3qZ6Dfy4S3kFbfrL6AeVdXTk5PpYMFAd1u6ZiZdNc16r5WrsrW9o6Zik2kXALdp5UmuPGdjQ2pPH4sh4dPGMmyIy4mFqJri6NtEtIIROk3zoeJKY9vXuMfBo6JW/2cI0OcdY18JoNy3XsCOIm9PPTcMbBhSueaGxiuzaXb7cnTwyP6oQBQoBwRzqVK56owt1ZvUD8x7OoCqV4BuAdDghIs9ojcASCxeEMMPJ0WWRnDSH+qYlkIPcvVMlMQNExCNFQpSr1Zp7cKKrOGgyFTFy52A0DBZz19+kRqzZZM80Up1VpSb2zTAXI4RjNFVNeASZhJHuCjUZebN/aljdSULUxkZCCqzuWk02pRJIoyYaxduBd4nzNYTu/qfVaqmq95HcNyKcX5SGrTQ3ny3q9Icz6Wb3zrJ2SrXhSULuUrBalX6tJpbEintSnVepPtFeBfcn52Jk+fPuW1qtcb9JL58MMP5enhoQxGQ4IRZ6CwFeBr4l+DgbGBGhmpeBjN0cAegMIv0GcF93fQH8rx0bkcPnkkp0fnMpqX5KNxXWYv/qRMt78kk8oGDdigP9CxEshBXdzse5qmcGpfmzr8ACDKmiaxzkpceTH9vu53jp7SMlzXthGYILWjYtpiSdleGs+NddyoKBN9i+AsDU0TmFrvuJw8b4FJsVIc+G2wVMx+7QEWF1B/RZ9xRtJgJrnQQ8EEbYSKZNV5Rw+c4vngDxIXJ2yxUkknW1/I0lS7MxKaFtF2qHxmLUWD8yRVZov757hNSboi0dCse6+ld0x2c2Vx5RWxlDe4o1jZg4BIy4ZV7KpABUxIFR5B0J+wp1TCjnHA4l4uwnudYcH9RkUNQCfGN6v6wFKj59RoLNNSWRYVaAjROgIQMZ6bSxFonG15Q9dmpfpLisINtHEN8GsTyqUNRATztDjHE6AZQw1gBYBS8T5bYObDtc9e5XANV1jMNBhPGWBo7Z4LgELBYDIwVge2sgVev591jc2Y1qSdFz0/u6aTowMVpHMwv/RHExkClJh6GZMzJmSgTebamHLokgV56aWXWG75m7/53xm9V2iIBQt2xgzSam9KsViRp0fHnJsrZehFylKrwrytygUX1S0oFz49PQUOVT2EZ42DhiQq/QMyzpxHLKFLv7jIY/KzfGW4GqvcYvYKx9j1864NK2yXlqeZLTpYlIXI5UWPtCeABIScEA7v7uxKr3+hdCUennJVms2OnIB9mUXRFVgOpF0QtUNf0u11qWuBXoTNHOkyO6bnyniCa3lCJT30LgAeYAFoLjYcssfSuDcJzBfuw872Dvf14QcfBF1LLg9r+01ptbZkMq+LLPtM2WCSqpbK0qrVpYVUEhwAABZcS0PMtgyTQK1S0T48tiwojlHdkeuPHERCIcA2ikgHYilZTqQy68rZk3dkePyBfOub35R9+J0wkipJFXqkakPq1ZZUyg3JF9B7CeLcAUW+uC6YFPf393ie1NbgGvS6BGnNFoTX2g7+ogsdipqxYbJRNlBZPSywuJ54JDA+m7Ua91dvNOnJ88mTC3l8NJKnw5I8GpdlvP9lGe2+JoPKltabpKGurhgEbHn78uwISv2zFSOJLfv3syVzSCabk6RRrrxh3ceGKiPTbFha1bUYruXgQsD8PCJNrYSS2ZQLBWh1ziUFGCzmZWSLVEYfnPlM9xFXoz4Xg17R4/Haqj7Iu4qxTNZM1IpgElmxYRoQr9xzbYuV3GNTEakRNqFfVjK/pHpALtoJqHAxqqcoeYk+X4VHiOadOSG4urp4+nXR43INytWbpsyVgSbDfxSauimb+ZpUS3mpkFWwqke717FQS1NErOopiFTQ0BUNA6E3nGszWrAUfOZRXQgMwbZZqGLsy3goMhrh3jjj4SyKpsWUPEvLg7MbS56tOkvvtwJfH6cuik7/QhvVKjjhswvATEGsOkWrwDcWbugpX+32fuWyp0G92UkQsLDg4TkAKCkjch3qXn3VhYXpv+N7E0v7FWTqeTrn3DDQ4IFCtsMeWkSRdOCkXkFTAmADsKFsFpoKgJXJZESBpFvvgx2otzZkMELp5ogPMSrsYFPORlJsSpeTdrvN/WAfpNathFD71SRhRHr+a3U1Jq7MTDQ50shatWK5QqOerx+IaaZ+3dVevRnJ9GEPNHKZyvbEaiCABJSzogwRCx4oz/39fVk8mao9OnOgRak1WmxcOF+iOaPdl/mcqZe9vT0TK1eYigBYgd7EXW5xLNBN4B6dnJyEVIRWAs2s8Z8KQ3GcYDYAEm/dvkUAg1TI1s4OeybVmy1ptCB8bUl/XKKaH5M+csrNep3ltNsbG1IvVyk2SydRpgzzS6Z1MBFQvEz2xBZgVLGgimkBAaqaw6HEF54uAJIowIQHzah7JpXBQ1kcvS7fevUF+fKXX+NkgxuNiadarkur2ZFWa0PK5QaVp1NL7VCgKxrpgDnBhskS1wzM0fDygoAOpd5oHAlR8AjHQGfeiQzBskwmSnFjYaUlPpiTkrTabebUAUIPj0/k8HIhD/o1+bBXltnBa5Lf/6JMC9X1aVYDKCk44bi1yh50QOAIzQCVZw/BZw7P1QUuGmWmQzZsgVW5LmynDsDKjEOKbhkdpAPzOpYFKsMmY4uuTYgvIiNjFJYYN9UqAUuszrn6mfSeEAgYI7MWO7brvrAgKnC1jt/GoFBfYCxV3tkWWguoYaOH9KuAh7E1z9WYGCtzdiZC5zmda/Rz3cDMrN4DE5am5j/jXnlah5+haaFQ9bMaqNrgcoDif++3ib+za+5ARdkSuGFjPkRncYCTgtTRjyrp5RpYPgvSmP7JC0XxeH/FxLM4bwQE1jeaf495fLZUfdp8OpX+RVfOzs/IrGAOzCUgT48RlVkecke/nhRwaQrKq4Qs+EwnXatWCspC192wwkjFsflckdcK8xGzUrMFXCcii5uw7tfpNX3tZJBlDKuvJV5N9EMPUDIL55q8YvxVOmCfQQUnKvfAKoQCWY3aoExeAg1LTs6wiE6hdygr67BYWmdX6BlgmKaNBH3Re/TokUzQOG4yJTPik1Uei1O5Jr3+SOZz7HtBTYumKyBUUkYGgGV7G0JbLJxjWfRmMvNul+y/ENwUrpzX6stpxYpfI0fc6AvBtBDcZDNptGsuWub7lbuU1Nonh2ECMe1hEcvVvKoHiyXEmjgWODS2N1tSrdfJZizGSxMVdyRfqspk1DMxn94zgAeAFLAi8Dvp9i7IOoGBwqKbGq+xKmUwYIoDVT9e04/rgGPIl/JSKzaYl71x8yaP8eEnn1DQjKs9RllzvihVLProhzOdcQLb3epIfQONGavSbjSkVW9KrapCM9UR4L1TRsxg2iboMAy3WwLYCV1Q0WAQxwBA5TStq/Kd0YGuBJNKbVmUD95+V75ye0t++qd/t7QbKNsd6BpPNi0vzUZTGu02r73qTvS64PydNcN1wPhFJRSAGxgcHE/ZTKU0IlL902g0lW6vTxM2nAs2NWvSa7i9vcP94LWjo6cymOXkeNmWx8UdKbzykgxqt+Us15LZEvqDRLig3Tk1IjftiRMqACdwTY7i2SSX+31v6aIVf14Hv31xeNZWKGmhLt9PBoy2oNblWbuoT5GuHcE9EOLQHBtNcoXBGEUlGbtmzkWmI8lNejJDVM+EVtSe6VphZpNSkGqrLVKuMsWmZmR+T7RNBBckc9cFg8fUDr4DzOJaW6WUplPjtUl42LiwW9rEwQuqftwxOpi82WLuKRLXdISSX0svWcYnpG+8Mm3tnTLjQjWTM4Hrij+Lv89JOQKZpHtzeCcDJRRNRWMxpmdyc457MCANMCdwijWw5YttOvvhOFCKjPfXkKJHHy1W45m3iqVrMQwm45nMc3OmXptNMOQNGVR0HkK5Neb6gtrOBoGrxlVR55EBzBk9EFYw7Z7Oqd9sDtx0LrhD2+b6ES2JBvupHK5zYyq8VVYnpO1SX7HrNlbRA9yasacL2z8/Pvk/N0CJKmQTSq2z1b2S9kn9PuKm6dPsKqro0ylaN5/Py7JQhEmlnF9csNImn69Y59ilVNHsj83r0JNkxAUQ4ASLn4ov8wQouOkYCFg8KjRNq+qAIterwAUmXyqSnTIVUa2WuciCHcDig+60Ub2dlh0/45qxGkAHV6gmSmz3vSQsalauWqyv2aNd2PVRnfk1Z4GO+YPEz9IN904FrvBIAMOh5a7LnFbPACASFECU2m5LsVKXRReM1YzNurBhUT8+Ppbd3T1qKsCcALSASUH1DSJ/fPnxjEbodDxiaa6fP0rrIMJtINdMfdC2tJot+eD9D2S+WNKJFum1Sq0mzfa27OzclGWxKfN8SSqtlpRQvlvAwwkjgpkMu5cyG/RVWsHFWIEvuvoS1EAlj2oGm5grKENGh+xKWbtJlyqZicXLQdEob94/k9Pux9KqLOUnfuwb1DuxvYF9DlNE6AU1QT8e6JfAUJ2pz8npCa+xj1WAEYxTADkAb+wLERC6deManBe6MuiPqSfp94YyGsCkjbUf4bh8YUGppBvlAay89+aHcri4IcUXfkTO89tyOtfSbFatOBBO6YrEJNpn48CcIKJzo6jrqP3vYcsIPq8to322LiXDURq1rW7MVqVDP0U883leU0TN1OwgqGki9Ybxjag1up/iI+azicxgBphb0IODi1biv+agVZ/jBbVx0yHSksaeMi2tv1fnLgW8bDPKpnbQuRSkXEA5qX7RFbUYQalrG9QdxVgXVB9GCGZVLNF9Vq3eLa1izEQAJxCiBg2J2emHHj+evFlnYJ+wHny/62fWsyehusdZFjtW/wR/Ezt3oyTYqlNgsIDqm2oxJ5Bx4TuP2+UCfiy+CwhiAWYKwgaf1bKmdVLQpPdTS5kZ+OHeF/LSaFRku1OWRq0onzxs8Xyg/8hzakWKPrLcqZOsj9hYuZqOTzRltBFCdsi6LrszrvvfhL458HFRzVghX7LP9KtkgTpBrhYPRIfdlWcgWY/IltCDBe1QtFkq56Lnx0k2W8+eXrRUUZwqnlfZALzm3YUpXExEidGrQ3/NfCsmGET4kwXTEC5AZe7Y+sBgf059qzHYWB4+fEjtghq0kY/hoqiiWkTBKC21vKZ1EA7GPNbj5/j4hKmh7Z0d2T84YOkyFmM/3lRnk3lQTSTmrzuaxqKl3S5t8kq0NjqIY0rrM7KNRnMmgtrMPBE/O/wFABoiFcvlhv0wfF5QgIbhqTbyPZnMR9LqNLSaZjyVQrsozVZHKujMnIf9GfxG9Lo6iwL9BNqXb3RUW4K0GEzc4A2D66Ydp0tSralTKvoPpYp0AsoSdBn77OvzwXsfMNWxs71LYXMenZKROunsymAkMl30ZSIlqbc3ZWOjxcohXRhwbGohTk8VAA58lbVbNKctaGly6CaNCqAJwSmjFy8EyXQUUfp/MUcr9qmMuody8snb8j//9I/Jl159yYAnjRXUqbKApnlTefz4sZycHXHSgDiY4Ihl77FHkQNJjLfNzS1eA2hU+Dyh4mw6l36vL/3eQEb9EZ8DdrsGI2CAswDADd3JRkc6B7ekUtuQ77z5vnzYq8nwxivyeLkpF/OaLGowuitapcqa1T7oHmKpMa8HPiuICcI0Ld/Pdj3jej3sfxajoqlV6xdkBoV09oQZINJhFJ9B9KEdzItoeJhbygSeRVYNwv2iAeMcFSJFjrcpDAWdkjCQquuQRujo7ZRfzvkd0SsYjTjnedXQkhqpxWyiuherLGFz0eWAZdxkVqxxYmd3l6lrfBpdUPF4s2knSmvV6yI0F7Q+O3QctTmZ3y2VoCJM9xcJcNaaOVq6KFzdZ887DmxCI8PEKdbRrR6T9xWKFd/+XhXlqmYEDrGlYk7KrL4BKEGVTvQ+iamyyF4oU6Qlw2BY6pW81MoqMEXKhIW+SaUhvUM4TQG4TpgKrVUBDmABD+BZlMHgUiaTviznY74eAkSXJwR0ZMG4r4X+s/cBCml/d8WNIE4F0nFc5m0uhHFcsVDWTMLC+r/ZOuTsTSQA9D5FTWcsXKF9Ac4R9vp8gNVqX00w5fkAKKwasGhAdRPWbdH6pUTjNl9DV8SxqVh2xWxmdfLxwcgLzy6pI7m4vAwAxU20sABhf+quqRQ9GBRQd16eiUkfO4TOAccKcWW1BurdUh288yZuMrEdIi2IPQ+fPqWLaqfdJhuAhVgBhfYGSo885AGTE9EHyiyaka1GFQ0nEwwFAzlBKR4fxrUWJ5lZGf8wkHClPNkri9yxVidufiYBotrGsyMorK0X6MgMsDiT2XwsZxddud25rXqIyZiGYLiGzVabjeckX5LlQp1mXRINlgosCnQ7jUaT/wZAOXp6JDdv35SNzQ5FoMXiUEqTApkKLtYmYsM1hvanXquzPPajjz5kaqfV6sgUIsJSme6xG3t3RUodeXx0JpvbB/LKqy8x/ZOH6RTLp+N4Y17YXGlhjc9mfO5VAM3SFAZV6F3kqUYdC0wtUgyLyBuL2FxmLCueyvjiUI4+/K5884t35Pf8rh+V/Hwqo96IlR6KffI8t6OnT+X8Al4yaJQIT1ttaAmWREESIpsZWzLAZPDk5JiaqdGopA0w5yjhhmh2JKfHZ/x5MprJAtVkiIwgHKxXZWtvS+68cEfuv3Jfbty/J6NFS37hOyfyoHtfDve/IUeVXbks1mWeKxFYhtTfalLfhxZTOqY19UIRbxwTxp1ew+9HgOImZlF3ko1Un7XnMD9kXowuwqHTN1J2ACcWzOQA5CpVar9g/MgUbR7XBdU6Ji4kTi1IvlxhYDTJGOheDbZmC6fn8byhp1ZMBPC/SGPg7CqY/Ot2GR2MmJbENBWqF13KZb8ni+6EYvTlHB70UzINWITZz6uAslRULlakUiyTfYSmii00crr4kjlhFYmlc1gZpAuZl6RnjNaS+Se5pNnzDXDdVBlBfK60SaxEtEolW1D1+YopMnx21YwUAUa81w48TlipY+CEz4hbMdgxMPCA7gSC+HJBahWwr6hUUnEpmUFbkD3omZK1RpXWQuo1ZVuwv+l4JuMhPIngQ3SB9qesIiL4U9VscoUi++QBugefDtzC7+j5B3ZI4Z+nczA/4TuBCn6Pe4bGtng2qedbarsOSzPrkDPgmDjbxr5gysb7zWJwxtcUlOh5xLTnDz1ACQuf3xyzjF6X2nF9ycpLQSwU2jCtY1nC3/tineOCh4lbael1HtjJXzPv5vlHa6pHoS3Qe0nKlboUC2jWpjlfxseWMknz4VhAAUjAnLQ7bUb1h4eHfF1R9voSvZinjKJZTkpJKoxVfu6nkK1lCud97fmlFPkag6XwGSv3RhG6dk6mqRweoPyUoATW73QqLZXk4OYNuXP3tnzw0UcUFIJ9wFGhdQCt2lGGyRA7cof05uh2+X5U2qABH0SvYFVOT07lzr07we8EQKWExcM7AqN/TLnMBRrC2LfefkceffpIdnb3+PAiwoAGptrYkHpnX85GS1nkS9Le3KLmBd4BIeEa84UhgtRH3Oh2E1cw0lALSE0DOaC2+8XaDHrm4EvbLCzGA3n60RvSkoH86I/8hFQreRn2tK7LJyw1CjyXp0+PaCBYLOG1GY+Rx2KREK6DXw8vDQSABnvSvbyUyWgq48mcAAWGbos5JjwwJbDkXkqxXpZ6pym3X35ZXv2Rr8iNl+/L5Twv//GX35YPj2oyqhzIeWlb+vm6zI010lkrecAyW2RP/CqyiuHaYfj9MSjJUM7+HKudw8urn7T2k2nkZa0dMFnPpqxeiJqzCsvPMSvAkZppFzNpw4LGnD9Vl5p+ySF/QD0RSpPR32m1ci4uuIhTKLJmsFHIHpalrTUtosGIPt9J2sK+Q6+Bf9XQHwzHx6YuU8nNJ1Kgy3VMUyGlNJgPzL9Hz50mZQUswKhSA3OIrzKrYMDsUUxOt1H1WmHZrYlfrbQlVOCkcsx119vnyWjwpuJZv0gpcxJ+plkagElRBa0EGtCeALQgZWPNI2xdCXYGnoIz4zktn0YnYxOmhsolO9rE7h9AYQaQt5zKRrsquxsNMi+0m4AYlbq0gSyWPSkV0ZUcLNW6JT0CFAVdgR6JgI3HhjkUlUdmtmZi2EybE5wbGVCFtgoqAJLRsmJOPaRrFTNu4VcAiqVxwu+s0/oMQ9bWNgLH7Jj8oQUo6QV28U+qRcmkFFaMhvw1mtqEHO518MUpQ72JKMyDoHU0HDO35hqL1S0o2O1nTP6g3l24xTQH3PoqDXpShGNdRx/ba9AKXJxfEJyAHUDXW49wlV6LkCs91/S8PBeaGrPxWliPFyeOfZFMrsDqrjKfkWqAVt/nr2t6y0Sb9RaFmxSJjuBC2ufDmy/MpVBaSKPVohD0lS/dp4E0mtXhGHZ29/k7uPg2WxtShFHaHJUoafmathgA66R6ioqVEU/YTRdCZKTcAEJguoaSWZw7LPIBTqApQpnxG2++ycV9a2ubOhA8pwQntaZ0tm7IPN+U3ngijVabTsEAVL5QaCImgjavFPBJToWTCgF5/7DzcP09ilWQwhJjTgIamczGIzl78LbI+afyv/7sT8oL9w8YmYU6SrsXmPTgZwJGb2dnG7U6FF3SkA60vdHhbkmNDfb2ENCenZ6ShTo+OpLpRFMAkwkYHoxZiMGrUq1BC9SQrf1t2TrYl/tfeU02796Vh/2R/Px/e1Oe9Koyb9+Wi3lbhoWqLBycZEZ2djylLweSzvAMX1vzrD07BfnZ26oYNtGGZg/tOrfSNQeBxQAbND5YeNjQs1Jl53P4/+A+qgW5gQ+wUYCiqmrkOGNDThIbgIERgMMtevUAnFGI0fNVjYBq9hIH5jT6ClBAN6YVl5ShkgXB6RQFJchzMgYOcsgiYP7ADZpiQQLTMudzDZdinHtv1JcuwBVBKapj1AiMlYpILZg9A0A0AAyE8ThKaGEo7P0MGiukLhItRhb3Rg8X7Qej60cVbTPAAMF2fgmNjzq+KuuT7CtolHRe9DQWq19M+KvTXmz2GOttfFMvmFJ+Ju1WRW7utaVdg2B6yUV8OhnJYjGU0fhU8rm+VCtiBmlXGyGmqXQPrNNzV2yL61qUMqrqKI62fkAIRnDOsKu3VMxkMaPQHa7dU9xDVm9pJ2R6bjF4Wn8TODZtflpn/OlFATFt95w1CwwL4zXgZPVv1v9CzXV8sU5Fp4Eg4QjM05Og2x+yykKRZRpj8S8yx5d+tjtyQpGAG8tcJSIUM1bzihe/n6Gvhe0eExrEjFg8G426bO9sy9HxUShLSynA6zbH46lRWwAr7MERo1d+/xwLQMqgOKPlf+3tu5UUQil2XjY7m3KwdyCFXEEuL85kMj6T8eRcylUIUKuSLxVlMDyT/qQrtWZJHnz8RPrDgZTKdWl2Nml1ny+cspKnVKnLfNSLTcTs/L23z/7+gXaXrlRZVYJFFyk3VPoAnACkwF4erALSSqdnl9T7gHlQQLQrxUJJJpMZPUQqlTqFsaXGtpyCPVkW6AKs1vF+3hHcamfP6LWgzp32MBNUKqWP8aALkYuKwyW0xQy0K4DMVAZnT6V/+JH8+Ct35bVXX5RCqSATTCZIB3Ii1MoN+qcIzOU25c6dO3J5eSrHJ0eijRiEQIydi0djVkjhGkM8O+j1ucAAqEwnM6buMNmh+gwtD7FwAaBsbu6y9P3u/fty64WXpHX7rrxxdCL/+dsfy7vdikxLuzKXDRlJXSYQha+u+OuGKsf7iiU8XvJUfEoJrvv773VbeWSuPsnrK3nigV3dnfo9qD/MHHoQ9mxB13C0ycgRTFJAa3ksFxSakEdy+ZLkmArGQLAeXKFKzwFw9hh0TzEdrYtyljd2/s5LboOGY8UJ2k+JzSvdP8RacyyWU5kx4YhxXeS5QcNQycGfKKne8TQOI2ykT6ekAKfzqUxRxo9qtSnY0j5BDD4e3iDwGEGPHhwqfq5VKwQufEaLWNB1bLtfB3524BjcZNe0NmY1Jv6GHQiQzgFAyUsZzwssIkxrgsU7aDaSYNZLtrXyydJW3u3XwImWYyOoiA6+QXrAY5pLvVqUvc2adOo4F+ivNLCcTC5luezJeHQq+fyQZp3KuGYBSmSI0kIRvacOVFTfp0J/ussSlDjQ0zmeAY1o3zGwyzAdHU3mMplqWoo+S2RsXfuyHljo77yX08o1T0yNIwDOPR8AJTbfikKdZIZILognutfsxOm3xFl13eJN4GLvR7XNRVf7kyDyXbffIERaASjqtBnV9dAioBIF0VU4Yq+IsbSNumpEF0iwKNATdDbaXHjwhdeUQXn2NQtld763FYCSpnRioifVZa0jG1dYlESgrODE6t+XcwpEb9w4kP29XSnmivL08LH0+sciuZ40WkupNcqSLy7k6OyJnJ/35PbtV3iNHj851GPIF9isbjJZynRRkFpzS6qNTRn1LmQ51VYDHlaAbkSZN6zycY2oW2k2WcqLLr24F0+ePKF4FE6yAE8OIMESoCs09CujkXqOkF0p1aTe3JRqc1eG87L0RwsplKos//Zux3LFY0BdGn3S41UhGFH3XBrUeZn4itqSAQh4D5QlM1KZyrR7KoNP3pKv3NmU/+l3fU0q9SrFlcgXo8/kknbXYPpQvapeJdgR0lUQGp9enMsApa1j9NUZM2oaj0bUn0CnA8EwrhOo4BK6Ws9UtD2ZTaVcrjOiKpQqUm90ZHfvjrzwwivy8qtflUWpI7/yxgP5+dfflQe5mnTrcIaFsLkuCykztXNtu6Z0XNlq41qCMAgzkXGCKn4g6Z0VQWaq8/6sZ2rtq9ChTVgqnK/iGVdNEgSp6DKNCNUaooTUnpaJYPVUvwt433h0lM4LCkSy+S5n+L3sN/iDrAKUwATECpgAYq4AFKQw0EumqIwBxN5LfOFn7ZnjcxmjbUvJuCEbm8t5U8kS9A5lZZV8fl4mFU6s8HDWBZVhE14/lN+fnfcVvBn7AW0LG4DCyA5sZgWtRbS1BVtIWGnvFY0OAZU17UMfHaZ0clKEL4wBjphq1nTEuvtKQKKNjK1fD9JAbqIXlTHQFWmqDX9GBZnkc3NpN0uy1a5ImbbIChKWy7FMp9CIXcp4fCz5/EgKRYBWK17IsHhuwKciZP3u6Xq1imAjRgItTaHh7+Fu7U1oMea0Z8/CxPJTBtzTmVbZuEM1IbEKvxTKJktsZkzZIpqaCHJ8cP7Kvh86nucDoJBWwoDRE/bqE+TzFXhcbzIW2YbVap31Dn2uNcENAG0O/wf9IxuO68Iui57TyhpdAN0pFH4e0AXU3HIoEINBU0KFfCw5xEODhVW1KF3Z39tj90t4VmjX4s++bhk6erWk0tI6DmJijjq+f/U6upaBf2sPThp7sqQwD7FmjU6lBwf7jKiOj57IZfdY5ouelCpzKVdQ0VCUMVxYC1W598ItuXXrZXnjzffl6PgSVhEyn2PSupB8voTqXSnX2lJrbcnl8WNZYiENK6A+0mAGjo6Omeap1ipkKFA6C9oYFvaoZvF25HNz14RAFv2QoHFxMzK8huqfQh5MC8qJG9Kf5Glrv73blHarrQr9K03UYlVQmvri5JC543YvLI/NCWUCIyc1Y4M+BscyH/eke/i+NKbH8lM/8hNy+/a+DKYD/o4AhYGOTlJ4PiAqpundZCTvvfe+3Lp7k+dyenFKw8DBaEDmhBEt+zyh19CmvHD3Pif/p58+kZNKS+YTVP4MqP+B5ge9kDZ39uXGnZfl9stfknF7W37+1x7Jf/jNj+QoV5duZ1sGhZpMBMAPFSpJT5grA3IthZJ9mD4Lg3yfIGXd+E7TPOkzky4WV/hK+yUWqhwU3+p3zvkdXYq0RDplOi3E5Kqn7IAW1plGScstQLhqN14XGya6Ct987Wd0bykf7VeTBkl6tPo+52+uBh7LDNNifaFYfmstBzyyZ4WS2zz4lbAyVlutfCFcIJXB91ia21gWVpqxEszca8kgYi5T5oWmiRM098QiDuAyI6DuI0jEpLBAB/kSnZjrjRotAPAd6SMwVmQTjRnn7aA7qgiSJ6hKIpgCWIG4FUBKO/oFFtQDVL3GGnDQ8ZnMaCyr9oAUYx33H8vQYooSW+h3ZlIpLaVazkuzqtVB0VwftgcXMp4+kvHsU5lMnkguP1RG/7rxGqzjrUAkoVtdskBR72Iu4wUsBsbsWA5bjCCCNlEXG92y4ARBpAVLvIem6WR1qYLKIN5Puji4SzL1cqHgyINSqxxL0DQ+6zkBKGnvmNgIL30g9WJGoSK/rUm/+Ns8nbNOKOvEKhYCMCgYzGgUlTII2NIUh7bjLoTy49DnxiYemPKUKs1YwRMq7fXG63sVvvC31mMDbp5wqYWOYmd3R2of1wOL8tnXzZiRtKLJO5hS85Cet+sZkteu+M0kuYgkz4gJDToHmJWhamZzs8NIZzDsy5Mnn0j38kw67TKreWD2NZrCVrEhG9u35O4LewQgDz95LEdHFzKbquBvyjTcTIVphYqUay1pb+zKMa7h+Mx0KFGHA/CBdA0YgTt3brH5H465lWvTVA+9eRA9gKHyHq46bajVPpgD6E9y+aLU602pVDdkmmvISGoynOYkVyizoSHYFrWMttFiDADp1SBG1YvIh9aNqfA7y/d6JIJJFcB7vIT1+VRmKGuH8d+oK91H78vg0evy41+7K6+8sEeXS4ooCwZmUQafE5kiikJEhIlnieqcnpwcH8mde7fYcqF52SR7MpqM6KkzHQP4jXlPX7x/X/a3duXxw0cyuRxLVaoy7o9k2pxJo1mTRqchrc2O7Nw4kPaNO/JgVJD/1y+8K7/y4alMG9syK1dlVKzKiNUAakCeRbnpg7VmCs4I2q8PMEIu+wfBoFyzMbO7cmz+i7VYy58CpCeQDkNT0dlUvWKALhidQwibtqdX1gSRNBZko808WjB2x3QTyADh2TKtUvxgNy1Ty3dlUlyPcvUouZaY7ixlVNPz1oUMHL+bOUpije+LjnvgeO0w3meVRABUTmTAlCyPRdG8nuibYkEQF0VUyKjDKd5H5oUAQJ25m7lWuLjaKBVaF+2ajWrJIQwX+z25ODuT0+NDvhEVaghMAKbZMgTi+kpFGvAWwty0QLLSha7QYCVtN8z80sefgxTvxKxdj90gzroXM92EK6PuzgAFs+lCcvOFlKE7qZflxm5DmlVrHEjBM64ffLI+lpOL/yHHp2/JYPxYioVx0IatEjmB2U762+j9gXjeKsB429RUkek1VITxPqp2KNxPVhHafmy0E6QQRKppG1NinKfM9M/WpXTEUCcFUMb0tQITr+xRk7r43ii4/SEHKCp+j+BE0xcqrkrByWr+eFW74s9aWn7s3+MirhEBHukJGZQeX2fplgkMg/WzCZJwIwBMdnd3aK6Gyh+gVZaX4obDGKnaokg2Zo9XpHremtzyf94fAvuGCBR5XGgoUD0C861n+kEku17HLK2ev6dqPMepE8u6Vtq2sAdRLXKeJak3GtTI7O5ts+nfcDSQJ08eyaPHn8p40pdKGaZSU8mXF1JnyfCOlGpbkMbJ0clITo7O5OzsAk4xUq02YnMsj+4KZalU4DK7I9V6R4bdJ3adfGLXuR6VPJ9++ohg5MaNPVZSgXGADwm8SuDMC3A3ZamyTbJ5rdbhe4pVeq5sb+/LxSXce6uCZXs6n8jNmwdycPMgCEyjHip6DFyvh8peewpmrYIGaRSUrnMpoLf7WGa9Ezn/+HV5qbmUn3jtBek0y7Io5qWcQ2k7WJYcTQQnmBhmoHBnUigXpLPRlGppKa+8cl9e+sJ9lrVCB4BJhQJlTKSw0IdzKcusC3L46RN5+PBTGXQHUpznpVFrSXWjKs1OXVpbddm5dSC55qZ8NC7Kv3nzsfzm06kMGhvsCzSFfw3KZTG9+EkGden14zMD8kN65xpKMLEAD+zMD2LLzLrZl1O2ZPXfPObAnuBLJ3eG6qYFUmBqKVD6W5hg1U4T49L1R/r7JEGD0valpk10poiOIXY5EtMyi+qNjbhSVRcEoxGgXHctnDki0wGfFQMnXIa9C3IC4lRvkRVC2mkqY0NWIJZzaypKeRr37dBuwq411YuqQtmECbK/hS4Kpc1kHenCPJThqCfnF3BI7hN8X16c2zM1o8blzq3bcvvgQHbandCMNcxpSeo7y65bgMj0ifc5i8OEeNOSa+hkDqYHPlOoVMzPZ9Jo5KXTKEsV5bz8I6tSAixYzOX89IkcHz2QyeRUyqU50zMLdLlnabAFNhbg+sKfVtBoOwJlVObGgkQX2GB/k7RzcTowDWidNVGw5Sk1FdAjzYeeXz5eXei/UH0c3M/B9oYqUFs7Tcvp6R5sauz4HAAUougUoGDRh9lNKmxK3n8tQOGbI0hZ/fJlV9Fhjg0CIVIFgscvqIouFs3oymzikf8fjznAbty4yVLXbvdQB53ZrEO7UG9ukwLPVBw5i5Ig1fjrmJbCwgvas9MR2djYlCdPHmuvsGddM+Vcr7AoSAuwoskqR1xLoi6DsSokI0r2CiovRwY4o5CyLq0NaGO2yCxMZwAIn8rx6ZGMRgM5gx9Hbiq7e3vSbkAX0pBqY1vG86ocn/bk/OyIkQfacufziHyarBZREZp1Xmb1S17mBWgrOtLZ3JbxSUWWY+hQ1HwpaJCWSwqLYZYH+rfVbnE/akaHBwYmbQtZzpa8j8hxFwpaaYGm82hWiHsIP5bDk4FUNvdlOF0y3XHv3j3Z3NgMUUGaE/ZeJGGNSWhYvMQYmKl4aEcUkKjvwFSmqOjEZCOq/ZjALfaj16Uzu5Df9dWvyu3tplQLOVnA4Is9cJBGyEtxWZHxfK4eO4WF5Dt1qRV2ZD6qye27O9LcqFm4AzUjHFxFu3MDtOWWFBV/+N4H8s6778nh8alU8lr+DrC5u39Tdvc3pdwqyqhSlQ97Bfl//8YH8u0zkV6+w8aFcEkNq0+gEzLI2B/CzLh0bY5XFQWGYmX11F15BYrv6/O4KKf6NE9srDwZ6XGGBJ0yDVcAiTuUpn+RZKM0d6/6MQQpeBEOrxwnrGLRijZ1eZ1Ta6DPn5lG2jylZcpatYNyV6YWVnq0xM/X6FgrTNKmfVevhh+7O61et3llCMWgS9NsWENLr1IjtZ9pBbb6gWlSzP/tFvUalSN55GkSZSRcZ6F/kQZEvg8yNNS5qEoPIhK4F9dqRdne0pYOWIDZagQeSkN0034q56dHsrfRlurujupkuADbZ63MGylA0TnPBO/upZKsNezhZcBE5yAcGwD/TNq1qmw0S6z4UWRGCSqBJ6pnDh8/kadPnjDtjA3HNKf1QfbmhLSJNcvFuem4mgXmhDkEuMGGQWkpN8RQ1iFdBfqxukadfg2MmPzBvYkUgMHTBKyV6mJYisyyYq1Ew//AQyONqSya7TNkE+JoBav7XACUmDJxcHJ9abFvacUPxWg+AFfAif99Kh6dF/Iyz+coMIS7Ke3S0cGYaZwSUTP9TeBLgoEMZXu+LO1OkzqA0XhorpkaWRZLTWk09+imGcMVi6b8eH0CSOyo/Ni88y6AEXueFEvXNm8K588dJb1x1gAynShSIGIDLBHCqvhTWSOUsFWqJdKp7c6GlErQeuSoCj99+LGcnJ9Q1DtbQGw6kZOzU7l7/5b8L7//Z3kOj5925fHhuRwePpbBcMQFBLX3g/5IxkN0ix5JqdhVuhEAogRmAxURusjAC2V790DOPkFzu4sVxXs8T5TNPvjoI3nl1VfUXRbeFPAkyC3YKHAudX04OWGVpVZryO7OAZ1+P/r4obz30cdSbt6RUgFC0bns39wlM8ZLmrgrphFZJhe70jsKCz9BCO4lwQmYHYjWUI2j4GSAnkvzsVw+eSDTw/fl93ztjrx2f18qUPhD7FdEukBZPMxD5VxeKpi40AdkUZZ5eSaLzZwsp3WZLrrSPXss88lCxhcYi4g6Id1bylgW8vT8RN774EOyTYgCa5WG1FptKeXgcbItm3duSmOrI+NSTr79ZCD/7Dc+krdGdbko12SwwBhW4p+dYhxoxFGXpSTi3L7ybOr7Va7jy51LNkOLHuoZ0P4giKQ+M82TRoow/cnkMTkG0ONG8Y9Ni5YGKa4AFN8CxEkeXZde6IO7FAErBWYOfVoQ8bNkWF/X81E2wqNSBQ1x0aP/SKgE05SC1+asakt0obd9uotqVA2sXGu7zt5XZ820EYW3ls7AgsGyWljcO23vwkgLYiwt5GJ89dTzRcsYFDNR8zQJ9wfGydhYdiaGqJz7sdtjlTvRUUTnqRL+FqZoPD7tF+MeMmGOQuRfLdBKHi6vuRv7cmv/QJr1qiwRCZgECOlz595XCyR8zWAayKwCcG9800o8+1wLLpmaX86kVRHZapekXna/EqvGWnI5l1HvUo6fHtI+AqJg8kmW1l0EvLqSgrPuwJQqIUXMcnCvmLSaZ++gHTSMCiuZzra1UwNV01daUpCdwr19ymIp0yWqVUcyR/mx+TVpxRl+hlZItUUIcKCxSsGO9jbS5yn33GlQUv3JSnmAi6JWt9CCmgKh7IS5ClDSrovROS8vg8GINva8OfNZcAhUcSii8JLU62ozjvuPHOklBh+7xnp0L1KpNqVcaccZLsP4JA4kIahM3RG1jBbaDSzydD2tg6V5ditrT2mFJeNKFY9/zlW2xLUBoFtRioecLkFJsyGdjRZRP0SnF+enctmFlfpcxlM4wZ7LcDyUrZ1NKZSacu/FF+WFF+/LaFKQTx8dyUcfH8rpOcrrJjwGdOu9OL9knxdQi3w4Zpes60deWXu8NPn51JM0m7K7uy+Pmh0Z9Z5KboEOxCF8D7Mv7ic8TZCTfvkLNWmjZ05Fma/LywsZTUdsvodql2azLbVaU4aDsbz/3vvy4JNHkq9VpQNAkodTZl5uHOyTGQNI1Psfe10EAyRMAiaO1rYCuizohKD5YoCTCStwlEmBfgRQlymexVRml0cyePimvLpTlW+8dFs2amWpGOXtEzEWPyjvkO7AGZcaeE9OZs2cDHpLmU8Lcn5xIv1eV/pnAzn86LFM+jCMKrC6ZlLIyQRR0HJJQzqUZKNTdLVal0qpxnLu8kZbjqcL+S/vHsu//M5jeTBvyWm+KBO4GHOBMbGcA5RV34SExMiyETruQuokqX5zEOC26yh8mGOCZymnusrqYnAVoGTjdkfkhnDSRoNKUcgyp4yoogwTULqKJvVRSgKdzLPlGjYeMLqDK4D3SjZP+xEY4vNMj0bqPFTXhfhd9WRud+DtL9zvwoUuyTGp7sM0KMHvaJW9yH5GmDe9q7AxVP5G7te7+3oVDHUuSYWKgW3/JGVxRErJ9aPmynrCuMurL/hqcKbpFdULK7uJaiDXXfqcreev58Wu76g0s6hfU2w6YmAFAUGoVv/gI+cy6HUJKna3tqmrQKVQmZoTZz7tuntVlZUGR+Dk1T4IPBTMpowRgBB7FlFfBnZkIoXFRDY3arLRQAWTVwYZGOaci+7rT+Ti4sRcx/FMLtmtfYl0L63io2g5jOaA/fEaNGjKgCM1aEIftc4I+hmt5vFCDURG6onkHetRJcj+GcFFnOJmMLrQssyUYXbmxZWyIb2fBv4mIQj9eEyXGbOVz0k3Yx9QqUFMmOjWTFhOHwOdB+dYT5mkKSFb00JpsX+YOb2iggcCKEQTC7hvJhUa2AesxMGSYOHETUZ6A4sY9CK8iSaSbHa2pFxpZo5VFe8pQHB5rJbZhdw7BEkLCDlRKjrhotpud2iT7IljDsw0vPNTySwaMV9o/4wUXcKxpvbvtWrNqmLgS6B2znQc7XalP+iR/ZhM1Vvj5OyM5YdfeOVl+anf9TtYDvvo8aE8fnwib771EdMmMABDZRR8RmAINpugNh+LEOr4kf7CIUFkpzUJoFJBheKBhvi12WrJcmdPNrb25Pz4oSxn42CQlB0G6gD8ycNPpVSukP1AVRFKjDsbm7JdKkqjXme6ZDgcy8cffSKPHz2VwydHMivW5Oa9L0i5sSco4No92GOKCteI3aYttRO6IXu3T+8NxU6yujj6hINAYoIeKDMwJ0rPAl4OlwsZzbVhWG7YlU9e/yW5V+zJz/zIK3KjU5OyrYLQLCyoJVFRYlV9xOl3UKGAuyDTfF1kPpQZAU2Rw6jRKMjeQU4W4znFvwukh0pF2djbldYW+u/A3n4ox8dnpJ9b1bIsKx1543Quv/Hhkfzcu0dyUr8h3XxZBqMpgRFSe0oFM+7N0grhyfTUgkWgK7R/XKCTvi5gpslOA5yoBkIXMrUg599ZGWWUucSqKM3gWyWKHYY+E7pw+bONa0gTRmcFoF2aov2AgiFs0EshVYAUIIBsevhX0iTmzqwtrWxuIOBccPHiGMEJsLWBMRQ2h+siYPOViS5VM5sYK5iQM5YNe/8cvV7RKuzqlr0Obm1v1weAL5kbA9thQIHdiA2sOHUfKvcc0GD2A0AxfxFnhLhAElDqPWNgRyt8VPCo24pqaFCNqfc8pri9WZ2zuAoWnNFR2xSAP8w2CKBKdE9lo8XJkFVs9XJRGrW6tBp1beRHgawTDTFq08BCAbCzeim4UNmGXSP3j3F7CrJzM7YFKOUmUi9NpV1rsLsxmSV+gJt75siYPDl8IBfdIzI/1LJ5tYaozmU51/Uq7WPjTK3POakGKE3N6FAC4FKggRdRvo6gmdoztlO4nnXXBn9WiGNtEDTdn4AUTkcqcObhGTsZWDoKaGN/qedGJOvghOKy1aobW8hTTkJvKH6KuhVHj/oGH2iWU01U3B4dYYDQV4L7K3Cycp1BKlqC1TObsg2V4WCOED1kKKZVX4x6sy3FUiPTWzOC0zSmNMtz/VR9UK3fEIAANAo4TwCUy4tLS/uARYidi1e3KDBMJqcQvbowSiNAaC3AFCCNhP43WJCxgb05PTuRy/NTE1mOyX7g87GjTmdDZoumbO/vyRe//Bo/65NPHsu7771PJ97BeCEXl32ZjJBgwMEgEgLg04Z6dos50ZfwgDvLxPTRhAAN6R70y4HWZWf/lhw++lCG5wOjmdNEWdwAPj744AM9TlmaRgDMV0FORRv2oVNv9xICu5HMlzXZ2f+C1DsvyuWwwAUd4l+AGd6RQtbfw6xN4mJJUKq0LR52ghFobFAuOV3IRO0J1BgJEQ4dhydSyS3kycO3pTB+LP/zT/2IfOH2Dpkbdrk2enY5nWmqwyJYbFNMFmORKelokWZ9U3J1la5BRIzprHAfDIFWWpHWRTfbWl2K1Spz6OhZdJG/IAuwi07EZyL/3++cyH8/FnlSviv9XEVg35ar1RLwno5Tf3RWmQdraGYjXun7OCJDibtV2GIBgQFYDT2FTPxZyeX4bzZ3w7WnQNC4cB6KmsqB5YPGgAuYiTA1NQBX16lS+lqSIct8VRY5fOmCC1brk9MLeTrphTqVEYwC83mpl4oEf+mcsw4IeCVNYGdJ2ZvDhC9+zg7hK1n4Yq8Y0xQEzsMvngUx4R16bQrWPSFUaqx9+iN+jIxVagGfLED+OxPfBgfV1J4gI5jX9wIwALIqmxP1JBrFI+JX0M5SXbi2JoxZMJFL2JIAqkKFVwS0XuZM/prMi1+fqPPCONnZ3KC3D1NlQQPjKe0IJJWUsGSZiUh1l1oVyIqkxE9Kwal6hJApgGR0uWA58V4bVUNgm2AW4OuJAgYGdj2ktj+W+WIk9VpFZIlqTzXknBIc5ygrwPECYJijRgxeEyYP371XkFeigvmgv4mVZ7ObMP1m5mbSaGA5dDXWqkNebidLzM4jvBCuf9Iohgykmyim/YHU08c4Pb6bjUyfB4CigECFZ/juF0auo2CvSfv4tHjlV/YwuEKaFNwSCm1Qh4oXaUQDAyOnFk1dHcDKLCnxYoRjVsOMOtFTxsow0w+1dI7mH3XC9HNT+jPayeNmg6kAEt7Y3KDZ1qPHj/j3mKD9HK7bVn0mVU9TJCABS1Kv16XVbjMt4oKsXq/PlAgM0KbU1cwo7ITBF1xIUQ3y2pdfk29+81vy+PBQJguwSI/ljXfelcPDIzk+PZMprJ3nBZnBHRV9GkzTz4EcIjp3WvBZI+Zvcb6T6VC9b3Ii9WqZAOXmrRflYf+cAABLdRoZhesrwjTd++9/KOfnl3RY3d7e5MOM64njR6Q8Hc8FGGb71guycfM1GS/rMp4N5dbtPdnZ21Hfk7BPNwbIDLg4Hm0SJwhBw78pRM7QncBwzqsA1CMjn5tJqziX00cfyOnD1+X/8Xt/Qr7+5btSmfZV1V8uSaleJWuGhnNsNOefA4ofKbiSVpGoQZxVNoXh7nc9WcY89UHl/1zKhRJL2MdLkV87ycn/578fy68e5+Qy15JRoUQfUdUd2Bii9iLLzKWXhp9GH43E78erBEJrDqOLOe61Oy8AQa1QkA2UmlZKXNjKi4VUlksCuJIFEqxcMCZVgQ2eLNiy6wJZxCfzvJlYQwItNJKnqzP6YQOYSE66EFNedAm2S0i9QWA5GkitXJHt3R02X8Sk753Pr9u83b1r2DCJu/eI90pR/xC/P37NVoItvzRupRAW1Bil8iyshyJSU/7Z17Eovl/zH7XmnQ4AvHd2ci62E4plTdzq7GyGOQwAZak9bUJfR2OIghbFU6HQn9jvgnDXAYqDFUttZxhk9TRxAOTaG2i02VeGrQOUKZiNx1KvFKSB8eOMWigZdsbTroWlcOzO6eJsolLO6UyNmJMsmB9FxOE54HowX0q5mJfdzabsb1WkVgT7m4ITFRliPBwdPZCj44dSKCykXmlw/5PJXIYI2hZYS3SRxwUCWxRs9K00W9cZW2vQG8mE2DCj1JQR5kmtKqJRmwEMv556dfXQuIICwHgrjozsIREN8/6lLRXi0xuSh/ycxDiUz4r+Dmz5cwFQiATnqsUIdeorfWBWRbOhnBOmQcaXqYjR3xT/VkGCLloQ9owXeRku8zIawzBoyoZSmESxaDsgyubXNI9Mt0R/iOhzoZ0j0TRsuQYFhz44SRm1n1ZGE2KAiD4WpkNh3X+tJpUqcp55+qUQIF1zDX1/0HrA2IiaklZLOmBL4O0BRmEyZvqGKZz+kMwDSvjA0iAy0QZYStttbG2zMd/LL///yPuTWFnSNCsUXd73vvvm9NFHZmRXHTy47130xKURQggJBoyAASMEDIABQkKIRjRighgAI4SYICS4j3e5WQVZldVlVWVlHxmR0Z84EXH6s/vGezNzt6f1NWa/+d4nIjPJqicyLNNjn723b3dzs79Z3/rWt76XBYCdng2xd3iEw7MTjGeR6nfGM9DyZAE2S1OApg3udGkkE8nDZQImEzSAwiVBzd8ocGUPHR5JryM9ea5cvYnhwUMcHcwkvyuAZrnElffAcry0vafp3fXr17G9vSm+Lb5wcdOrttfQ230ecbWD8SQWMe3169ckfZdHjUXtkDs8ZnWINq6E+ZDxSvaEJXkleai0zvLrzGGzWdjkGA/e/A5+7sUb+N//wM+itRiiXE2F0SA46a700FnpoVRvmoDAx3meHvRqmPyr3/SL44C6iGzLqlTRXenjCDX87p09fPndAb53XMFptYWkxM67F18q6wacJUyDFI9EgGpLToCiXgr55dEIK9SIqPaCsIG9UZpkgepVrDRpZMYNeIEaQZQsYCT0tZM3mygKXS1RsYIB503yBpx8E68+cVymHaMnSYSzcYTD8wFGbAZK62/rOL6xsopWp626svlc2IHQNfPiBQ3ezuWL4Rw2O/Iwb6//CdePpcDF9mjFKjoHMk2aAxRarUjDyUyk8LRbrrfGfitecHJPWGXoxSwBQ2QvkJuSeZ8xK5suABQzRCN7lQZsQ5amyVMUyyaGbo0ulTmh022WbslZcAFj8pxcCyH32YzKJL0zm0iTwvW1Xu5Z5U0FsyZ7RQZBmgMiZMRdQ+buz+4bYuDM9EVqDKq9iErVVBojtpp16b2j61CxVUEyG+PJ/oc4Hx5hFk8RzdjGgsUPCynFnYtWSdP+i4SsDEGJdrgmKOHa78G5frWfSeqXP3NvK1b5aSrag99wL9SijIDpC+eiDx5Pffq19uVYUpWeLrwoJ9D3cV8ZXRc+qZDjpwagEJiQrstLPJVmzkDJEoPiA06oLesqLHg4uGnhIQNDXEa1umIqAAWZnoR0OzPurNrx99emSjl6zBv4qZkPbZY5UNjBuFJv5qmA8MgQqbb3dlI8nNhSwsYy08VcSmi9a2+718W1GzfEHI4swMHhoZxvWC8vlTpGg7MZn4tdCUh63Z5EiFrGrGZwdKll+Sk/s6J1TgR2UNYS64gpi1IFG9tb2Nm9KuBr/3iI1966g/2DQxHIjghqeB4CuhSIcKNzdkgZrDzltpAIycqcxd03eNAFsl5DpVHD8GwofZEY5TRKKdr9NVy79SJmkyGGA6bieG+8X1LxAvO1KG7ltbtz5w4ePLiHrmhrWpZuWcHWjS8B7Q2MRMC7wObmpjTd034dy+kzK0MkZS11i9ZjxUodRWMyL2HKBUhKiLWCRpXzeobcfKvzGHfffQMb9QX+j//tFwQIE8iWGx2x/Scw6az0Ua6TUVgWiOZAxcHJRdbwsu3KcuvlCmblMu7NUvziR0P85zeHeOeshmmlDt2WDUx6JJYBEY9urUuuTqAsHcl7WS8x5cKIWTcZzkHpy2KRnTtrlmmgJQwJ0zkLNMpzNMoJ6hRdzpWWr2KOeokGWMoWyHjyLL9ZA+RpEg3Ps6SAC3m5tZXLiBdlDKZTHA0iDBm9RglGUy09p2ah3W4KqygVUzIntZzXt5tLj2xemwW6tTXwShS/Tstar/y4/JXDpS3UBsvrOYNiJmnB2xdKogujIAMPuf9I+XIyUL+Ww/MOmRH/mV5lVtWQ3SIk8Fnijq6ZAFpKrcnyWcWbPU8YGCkhVj1KPrwcSPh5K9NjXJ6lHJSpXiQRFtEMnVYD66tddFq0xXcPmTxwLQaHtt5kLMDFQgH+TAI+Zy7SxNJEVv7N/YLmh2zmeVJCp9ZGt1WSlCAopFcUIGnZs/MneLz3AWZMI/K12DU41nJhpoHjuXYTlu+9Uag1l3TPJGd48mGjZWQMMtjPSNcfBSu+9vuDLIumRp8yzuwee8pf9yBjUEz7paAuILiXRpmu6Z65eDqT/1MJUBRBGihYYkvy/Gx+SE7OUKf9wK1ylspAbbjL85m+oBUwnT3LmNGoLSJlliCRhZeDKAcowuZYBBnqY5Q61A6e3GQqde1gTGmR69/DyZDRarbCZJ4oGT2q56iVPOxdoZQeN1xaybO5FgEFUzNkUSh2JMvihkVa9dNWsWuzKToMvi71NUdHx5K+ISjJwI2kDgiuKmJ+OJ6q2dl8xnw+23m3UKp3cTqKcXJ6iEM6Oh6dYDgaqZhTyv9ynQ2rPuSTm823omzVYjhVK+JF/sNAiue+5cFUVLWJwWCKWRyhQtqQ51dtYH3nKsaDE3x0Z4A4HpgW5WI06CJrXjOSXJPRTIzJhKXodbF25Tra69cw4f1esANpT7pHE2BqlYGrGj3Kc0dKlj5qKbksCvQ0SRPQHoGiS+l3YVGQC2Zz/VEZ48EIw9Mz/B9/8OfQa7el/LjU6UhpbYMM2WoftXZLQmXtcLu0nfg45lcTweUgxftAmfDNY3x9KkbzEr6/P8ZX3j/Frz4Y4YNJA8NqXe6daLJ8wQk2vTx68s1Wo0k15vLSzCpqlRqq9JYhcyS+DbHNpVlmHsV7T2DSrFXQrlTQrpbQrpTQpHcIqyIyK3et6PFoX7tV6XwuXgpjMSUdp0yJPofi4Cqm8RynwwnOpxEmCTCaJUKvsyndSt+ibtFIaMdeF6iqhZ6nX59yBIuypsPydEseyV9m5OcMVMAsLY3dwsZghwMU+RoAEvl3AaC4iNjvXa5ByXr4hCSYpXVcEJk/HGhkWY5cVCogRU3JXOavZdJunx4wKAIMclmvdk3OXXH9/PK/y89NwZd5N1F8LG68c6TxDK1mDev0O2nQzE3t7ZeD/It7RtYZNr/WgWWApEBpN8E9gS0ThblQHlieK91/pxiNznB3dor5rINrO22srXAsdWy94Pyf4PDoPo6OH8s8YAUQX0TmJdkS0YgkYtgYZ53Mfc0wkCvroBeXh+M9kBhIYGStPKwPjwdM4mViqRev8PHePcvATETMAq514rs/mIrUXUBcnHx6jpaiCuQXbJD4qQAo1Dxwww8reHKFu1sqL5UTO1AJUjeyaVttdt54SQeosCdEtekCkyjFIImFsdCbr5wnn6N/a0jRUjMKhoyx4KZVpaizhjI9POgeW67LcxhHS/+HANFnAMs+lE/8UHzkdD5fY3B+Lq25xdaZTe3qNQEdfL/QddABGjdlL40lcKF2hICE6Y7xeCwW6wL8JCVVFdGvbKRE81b+liyoH6BRWBmT0Rynoz2hJllZNJ0xbz/FbMYNUitw/DNJFMIImhuGlA46g6hLmVRoiOhTRbNKa1ue3XP2izJmrCApV5GWF0jZm4eb0IKeLH3s3ngB5+cn2H/ygZULuvJBJ6ZWTWgRJM9fFslyWcBOudTExuZL2L71JcTlpuRv680arl69iitXr4pFvlZYuABWq2dk7FDz4VUJBKxk2Oa89vTHSZGwdYjpCTS94HSyVXClJWmCuLt7E71OH6enA1RLdVRbLK9uiaNttdMRqw4uwh6hFKj8sDIra2UQeCbwXGLLpzO6QhmjRR2Hszm+dfcA/+ODM3zvpIS9eQNJmYmUIETK3sft0nPTsGzRzLwyKHCmTw6jZHaKLmuVVqIs5oxN4cQnJK+o4VWhfmG11UGnUkazXEG7VkanXhHGxMGIsgQ5Ra0/97SDzn3ph+ISS3ZSpv0IH2RR4xTTKMbR+UhSj6ymEkuMUhnr/RXp7cL0pS6+geurATNutq7ByXa9bJkx4f2FzuQBSA50VnnJsLG/pgPRjcAXgfzQU2GKI99E/d678VoISpw18HSJAiV/n2zQGPvh3XrdzTVoaWFvnt3v4Fq7C6sHUbw/NHUTFtTPY4lBUTY0Zy2ydLOAkzkqVmbseh2mnxwMZ+BLmvaVUSIoEYaBvbMm6Pe66HbaAk54H2viq5I7xObXcjniD5iv4DPKewV+UNLs0ZhyzfsQPRCwRJhNR5hMR0ijBGftCKv9ObrdOv2wtYqvlGIyPsHDR7cxGJ7m6RmmdQSUEJwoay+N9TJ9qoFtd3NdOm9Z3ZZ9vCzlqcyXgZug35z/W5lfNhhUX5nCPiRsvfXjyQjaoCO7MZ8eVPt11futhRYhMP1RmJT/pQEKvUiazXpu2mZRFJdG9Sa0SZAJTX2dVSEgHe3IPlDHwKoQTjRuxsJ0UIhYpQ26Illu2seDMQZxFWfnp/kGUGbFhWpgpJojEC45WyGupdZEiumPSr2BSqONeVqRagFdRoPS1EBDEEgLgtUkf3BQcTFjQzxGo6wuSeJIGBTRokgX1RxhczK4hoSAhO6K/N7TRB4ROKjRv2E6R8tHudlOaOXMPYViyUgBmpQJJxp9EjjOzGU3TTW2UKzjanwa+5SlYiVJlUlhAzqv8FDvIHFdUMW/dSaW15PPopsdxWhssEbRymxeQqXZQhJXJP9bX9nC1VsvYzwa4OzkMcpiGw3rXaMLO8+N2ot5zM/FlANb3HexfvV5PPPS/4b2+nUcnQ9lcu5s7+ClF1+UxoxkpoxJzYGK9fJwPwDZYmTN4jggoFNnWAXA3gdONUx2SQT4zSNgUaWt/FU8OZmhUQei8hzjMtDnGGrFwHiGNl1LxudYUG1sYjd+pUcMK5sUivnQ0V4/AhASshcqG2XZ8aICHEcpXn0Y4Wu37+HrD8/w4aKHWaUpDIMCfMvXW7WCpye82sJdUV0ASK8JMiBMIdJanJ+ZlUo0OBwMJ+q0KdoiTXDpjVGX0lYpRa8MASdtMTrUqhluMHI23ujMRcWmvcg2Tl8YpSOwjSfxm9G28dFijnEyx/loinOW6DN1O4tlgV7pr4q/jv9VZgPu2ZIsaxKE4YFANCsDDgCiu9NqFWAYrQcvHExt15u5Fs03p/yJ6ZLgdIkRCACJ4LJM0xFcuyDY8T/yyDgzP3OtSVDVkZ+/e6zY10IVT14Zo9Z9uaOts5+Fz20n6jiPoES7ITMFb+uiRfg5UWCpQHFpVfM4zlGWstJLicLo3a111SvJw87Nq1FCQXLhcI1EuA/nz3MfI37RHsQaRKl9P0ujE0zjIUaTEyzmU9Rpy9BuSBNUss9S2i7r1hRPHn+Ee/ffw3Q2lnWM1gxkuVXkSl0jm4NqEC0BXaBJzD25iv5V4RjI7gctNQxQC0tjQbgw0+SpvDLKBcvu4WTpm6zc+VKWLxd3K3AqOu/K3pSlh3KmUMDdpwGgcEOWzUJ0JYlS87QpJ8iwttmC3Byg2KQkqqSBGCN9bszcpAkkpC6fuWYKRpMGGk1uLoss3RGzrwIrcAxh6kJBQyBdyAhsvLKI7+Vdcr26gIOkWieD0gSqTRngRMrSwtx6bGT28UuVF7pYXUTOzvRwgJAFGQ4HYmZGgEJNCUGK94mR10lTAST8PPzsutnqohVSg/6u3olUmtUlJUTc0NMaFqUq4kgriGLL16tdu7NGnvsQ3sNcB3Mbb8HfJDwINthLw9gcRtMqQOOmVbXIV/P+Dvy8yV6ZfydiafahoeNhXQDLlJOvUsbqzk1cHQ0xGk8wmwxE76BljYy4eN9oomfiSpatdtax89wruP7SF9Fb38V4piwSDdk+85nPYGdnVzxSSrHqb3KfBAIU9XHQa6zVVVoqqJ4wBKJcFJjq0OV1kZki8efK6AERS6jLLYzKqxhPhxgfxrhSAo7nI7QGY+ydjbDRa2KjWUJzEaOSak8hPnjfCUKkosVZDy8jpj6KgKReF7A0nC3waLjAdx/O8L2Hp7h9NMWDQYpzrGJWYYl3LdMx5JF47iniD6bWpaSXjAJpMfaaomecNHPU1N14lmA8mwuwVQ8s3cxFXiwKO1acAQ0CkxLQo4+L+GjwdUpoVtVVNBz8yj5ZeozRcQAMWcXh3igyLqSaYSE9ikZxgiGDkpmaYiURm7h1BJhImjPTiNi4XXo/vSCFXEuhOaizVrKRhD2vcixw6eHpRnc09e8zkeHSc1UkG+Ak+4+mPPKvGUBh6jSj2APtS/Ca3MC0U69u/N6hOH/uJcCiUD5sa6L5i+RVNl6V42Dn4lVwh9lqmekOloC7SZv5o1iTweWNWMaFMbTUWtD/h2nYTiv/fJku2sCfb+7Z/bKvzkrnhfAGSIKmtFrZo8GGODhbWq1enYt+7DxmFeMZFvFELn6nsyGmj9yX5I3LwPDsBO/d/gEeP3ko60MGUFhFKOnf/KFHXjTh34eSgEK5+5K2pnCf2N9Jxqu/RnA1swA+BKHF17h4WIqnMEbC97b+SRfY109Jimc0HMpEIhAgZUxth1ig12qZJTqp5eUIiIZLbB1PVoSsgbgNyqWuiF2+3Bx6i8wgFvU0P1MtiEYWpAyF7hXmmAyK/j3fk4dsoqTTxOTGxUkLbStO/UmjDVSakiIRJ9qaItZqiVGt5TsNKWeFIAFKDlFqOMhc88KFl514CViy7pz+HCuVY17SU1n+c7fb1hQYtTdaoSRiLbINlQbSClmlFJNJJMyTaFTYFMu12QGKtrNVDYhFb2b2kEVVvNwz/ihi1ER635waJXVTQyoMFfO9mlqq8Nqyb4mIwLR/R1lK85SmrzfbmAngqKDZAHae/SzqzRaO9h7h5GgPw8EJZtFUrrsAE/B+dLG6dQXXnvsMdp55CaVGW0pNmdrb3trAF7/weVy/eUPej9eOgknJBYdRaFZG6BuVlhuqBs3TcsoIkQ1mtQXBGIdOzEowE9DG8zLicgPTxirOkwZOp+fYO5zh2Xob19dWpNKov9VGp15Gh/4gGVjWdyboiwSMVKRCiGLcWZKKxuJwHOPu4TnuHUzx4d4QHx5P8dEwxVHaQEw9VGVFF2hhhXNqPivLtM3Oq9Fo0lfn+/NvFnM0qxV0Gy0B8NN5irNogSHBSaSfT3RIMm9cZKuvT3Cj4CRFv1pGt1oRYCIlxnU34cr3DM+IaOpGWSu+riF126h1vNAYcMr5MJ6K3oSVOfSfmUYMSKrY2VwX0zUvec3nSpDXX1qbs5SNvWcOUBRMSDRpAumPF6kUAY/bvMvmrLYaFpRcjPYNewZUffHl/GeuR8kdXb0KJ2Rf9MY6a6L9Y/LXz563lE4qZLhMYOusjferoW5HpdXOZJiW7gIrxPuWCHNS4eTgRmqN8pSxI3izSiyfaebRUeb8YaoQc1y9uoVWQ9PCAUGkczUDJ6pty8zvsuqS3NrA06Sq1fACA2WXmRJOU3XW4WdtN0tY69dwuP8EpycPkCQTrPY7uHJlFeubPfR6HWWwzFdlb/8ebr//OgbDM0tLaWpKBbHal0lM1WDslAxHtXoNUyh5GqWY6lserZKiqWrrFbL8qhcJwH6YElqy98+Ew15nHryupyS95442dAwKB8JJa0xscYT+lAMUgovxSB1VeXNrlpooR2qRTkdMdm7NBrVFNJG0mFfWRMCNGKnphs2/kU19pi3RWWYYqFuyShyzfFJq0Qaup1Lk36ywMTGSukdCvU8adVSoP6m0sFhoekhvrnVFdhbFYL8PPKEXpf+Dmm8VaV/7Eo5SEwQv2wrnLoPaB8YlOvIJJTLgZI80NUXtBJcXNowrs79ORezrCUzoNMrrL663rvCWSpC8dFtPjU3QzFfBxKo64UqU4Oh1Ei2Q+JarsJSLO5kT2TCYCuJmw3SQniMpfforaE2FR9KpOEY2aNFea2IWkd5M0Wyl2Hm2je1rz2A0OMHJ4RMc7z/B4OxUyqC7q1tY3bmO7uYuqu0eYva0mE7lc/X7fXz+c6/gxo3ryk6YYNkN/3LKvwjIhPy0dKEsBgRZpv8QapULnvTuYIRv5cYEgQmdZZmGKGFaqmJSJthKcTBKcfJ4hr1kivMGMGw20KtXxAukVbXoyMDEPJ3jfDKSctnT0Uwex8MIT84m2B8lOJyVcBbVMJg3xNdlTm2I3jkTGioQ4d1UQarqTBSceLUCI0YCagLGWN6/QRde9mNqsLMycBbFOB1FGDGlZGwaXz/rF2J+JGLEVi6ja8xJt0KwQodQvmZZKi9U/GjVD9mYN1G1oSWmC4W5kLJ+XWTJTjJ1y7SjpCWjBLOIxnYlrK500W53JZjxfi0ZALrUK2npME8VGcpmkpbrAHyx1+8/+bV8rufVKCIUzwKrJQYly/FfVv0TxKqBFkVSHUH1kK4xrgkgIDJvCzJf9nm0SiavalkuO8jddBSkuqeKlwerF03W4SXzULngTZQBHV03C6XH5rcivYgCYSyviV+tZEYhf4K1tR5abQIHaXVkfiWmrzBA5/oN+WQWkKkniYId1TQpU6upEwUoGmhaKwQ2bkwpI1C9VJtBwfgUjx+8j+n4EGurPdy4vondK+vo91sCDkoSDJUwHZ3h3r13cHT02JoKajGGBIhZLx1li0pZZap76tD5WRt8uiRAzTSXWalw7FnZvTDOrqkKUljZiAm/5hoS1Y/k8oOlQXsJWMqZ+II7ufmn6PM/JT4otFpnSajcHoKLRj3TUbCbK8tshRVxK2wZhGQF2LROtSXsPhkiRt2w2YNAEa25kmQlkMyRkkHxXKowKNzMxdW0luk3SOWrgloXTLICkn5qtgSg0LlSKpD4PmWmAPQ8q9J0TQ+92VpBo1GZKveZ/nBHQTmEaVEalAMxN8nxugaP5LReSEt9jTL1jpiWklClN22/a0ipVqduYVEScaM4xcaxlB8zYpHLJRbnNkGsEkf8RyQSt9wsk1mlVCoi6L5Kg7HNnU1cvXEV7X4X9w6OsHcc4/AoxvHZOYaTKZJKDeWKWsjLq1hPCnI1nkoST4B5IveRnTXnFLPSZI5Ao04wVUda7iGaV1Gt19Ha6qG7cQXXnp0oLdvuIq22kFbrEuGfnQ+ELua17K6s4LOvfAEvvvwium06PGoKS9wkLYyXCrCsTC+n8lWMpyEeL4l2SqUYmY95lvYh48MSbYKQiEwH9T2skJrPMVwsMJmnmKY1xIsWnpxFeOtshN/84F00akCrWUWzzkU2UWDhlHelIozUOF5gmqTCZMzm7O1TQVJmao6sVANpqWXpFauCkNPVNgxi9gaWbRMIarm39mFxRT+/n6O6mKFdLqHfaaHR60t66mQ0wel4huPJHONYmTe9Inm5vVezkC1rkAanKJbMCVM7lZKwMs0qP582pfNUR2j+JiBQwKz6qEg9k/lBuH6KrRMITsiukT7neCUw4ZpRqTKdo2Z2JYvU5ZYVM0lPPXLq3EWGWXWzgCb1lbmYnvn41/MWKhqR5mDOUxC5QDT32nn668t4MCygfYXyv9Xmeu6CKjSkraMGKILy49DpN3xx3+isw0L2M/6H943MlzApgTdKRaz0L4+hVaip+iFZz8h+e3WcMKvOc+Q+JJy3vF69fhftDjt1e9Bl3lZu+mbdioucszJ6cn09rUI2WEp3HaxoSbm7j0tlGp1pSzKjUE0jpNQnnt3D+PwJ1lcauHVjB7vbK1jp1lEtM20zR5UFEUmEBw/exgcfvil9gDj21PJB07y+yau4NR9ffv8rCwbDeQVV0UMmhxx5+XGut5GXybTuAQMfNkM0wBOCjYtdpItHyL4slzGHthbh4Z5ZP/UAZW1tTZTaQrHKwNbNmVETUw/cuKiRoBiQ7AXvjjRjYnW+TXbSXqI0N6rcbzYRdEXs6d3KSNMKTTEvO5CfSGvtRVMmqIASdqA0YSwjP2dPpIOxdC+mQJYRfhuJsBLUWSha57lyUIn+pV5TPGGLMvUXEn1yHTGhF0tOnezMMz3F3HKm9uZCLqY9HMxVRDN28bWSMxvI+uBiT3DCiVCWPitiKS8VO9TjaPMt5nrhVU5m3S4CN3MFVdtu0rVkY2bS6fj61Wt46YXnsbO1hbX1NXQ6TTTbtFev4IvlZ3E6AW5/uI/X3voAP7izhymHJl+MDFhFPTp0rV/IBkDqvsRrxvMRX5sYaZKI1kQqMGotTOZVTBIt72aJ6nQ+RSOFKPsJLBjdk8FiT5rcvybFSq+Hz33pi3j+pc9ImS8XVW5+QnNkzbVs0+T1Ez8B7zViCwZLgMXAj2CX7A7HizIk0xkt7rUHT0TdCdnAFJgsWCWW4Jw+HAQWjAR5jdHEAvSmmSNlWfc0QXlSQqVm/XUKAEm6Fskj65UrO4j6suiYM1ZRWBHzmSDrJ2WSCk7qJaBVLqHFVKkwDLpBIHMKZflvAz0xo2riJIpwMpvjYDjF2SSRkl3Z8izy03MzWatt6CqKJXNSQoel6kz1sOKC7ynzUjghG+W5vsM7NzsbKDl8aqSoSeOctAWQpcxkQPn9an8VDXbBbjRlN1WhngkHw3xA0On7Y49AWKp78lIKNkvR/JCLWVYl49WHfqX1RdxywKtvwo7jH/OSgV5IQQoPAZzep8jZGxM5qxbF/sZyPJkh29Ln13MOo+c87SxTQMSyzqIQZBiLYmza8rkKMDGA4pVwXu4r6aLsNZXulR5WfC2CzWZTmLp2DahbzysylOz6TV0HxwiZQGVFtNRcwyfVk3B6M5WtpbzW5TdjfhWcyxpurEktnaCCM6SzEeKYFTun2Fnr4ur1LayvrwibyM/Lnm0EFuLZNDjEm29/C/sH9wq921R/U7rg3IpsKLpYWs/f0/KugVwGESFYyJgLs/43+jobr86NKThkpakWiTjQzMFwnkZyLWDeUTnX6FwAKUXxzKerWWC7TSv2Vk53mvcImYx2qyWb66g6EhqXYlGO7MmEwCUOxGu5+j4Tt3lJbmCAwwnFyp5Gp5/l5qIp+xvEchEJiLy7LquLpIlekHZRqr+MeqfHVrPCStCLQRsXWtRHsa+AIkeYueW0U3ZE+dRclAMhXZYD9vEog10rbhg5kj2YM+YlCyEbpG7I2pZc00cUceqkpQWW+rlwI6W4UFkVtz82IzWJOFhsU1PwZyJYbsasTGFzrJ2NDWxurOHK7jauX7umqZK6UrCi0C9NwW24Xq2hvlLFyue2sdKrIK7W8f6jc5yNIjkX8SmpqeiQGxbvC+lWVouE/h6MpNkIK54zOqkKI8HrXCk1pIEVAU1b3ldBY5LOtZLEKk/4PmwC+PM///N45vnnUa01NM8d+F/4YimLnH1mLyWnvoQlj9SoaMt49T0hGORzmR7jIkjr/+liIczJlE3pUMY0TTFKUwzmCwyShRgCzpne0kSIUb8LoE5gq/05mNbINo2sVJv/caOIUDTgIa5tOiEVn5ljpaiXgVa1gqazGdRFSR6cEbAao7XrNdGZMDDgmBlEczw4HWBI1mbOcyYbyGuqPi2yGYVdfqlfofiVc5ieJ1I5Yn1exNLbFkMRJeoYd+rdmUxur8JeiWmgiuSn0UwYVI5deatKCd1uB816A512J9PT2KzxVxaW0YvQf4T0eKA5CtuD++b9wyKTpdfL9AHhuQR5fLuXPg6XtKv57Q6rrUw/lEl/udEaK6bsmVm1e38fq9DJouhMS7D0Hll1j+tV8lJkT61o8Y36hOj7LnJQ7P+119e2B7pJigWA+WcIkBYBrafXtYkj2ce9YYL7xyMscI5uvYTtlSrWW1V0ay20mxW0GqyUpGtrLOyqipfJ/6lUUypyJNWqfWtkLmdjzdgfo6u9MlS7OU9QWbAD8RCIp+hWF2ivb2JjbU2aFIrnivRd0nuQzKf46O7ruP/oHcTJxJju5bEUpumNPSto+hyAaG5eQEa25udNSXnR1bbCQUgAULLD1yy/B3b9fYbYfqNfdP3S9w7YEUunemVRgKhy/colCJ1u2p8KgEJdgIOCDD2asx4fLjglQOHzeJChYHqCR2jZrflrrcDx/KPfFB6yFFvpotNgIcahfwg1C3yfwfkZJhOj30RboukP6mGa3RVElQaSxMVNVkNvaSpG9FxkRb/AfHDW80JTCeriqoKxMC0obpqZcE/7vbAb8Mb2hnQEPjg8FlEWJ77OP9VDULPAdMOMvicENSX6YhAk8X00CtHnWo7fHA2pEyEbVGGZr1i485qmaDSq2F7r4ZmrG3jpuRu4fu0qev0Vy6e6+yNflGkxVmBRtb9AtcZ0WR0vXd1CMq+jVr2PV+88wfksEX2DTryKUfCqldDrYuWkNADjVlOuYkJQFU0wnKmGRnLApGVRQ5OeKSUyHhpp8xay82l/pS+djV9++TN47vnnxGHXgYfIfzKz/cBDoABayoUSPV+AfTsVBoqpsoV7cZQwS0sCTOTBdA5Zk5SMihaeOzzNswRB7xwDGoXpn4Xg/tziwub/4qSX0kzbNGopUy1ltAhOBJSoviej+dlFmMCkVsVaiz1x6mIedRbNcTad42g2x3lSQSw9cfJqLd38VNsg+4yVijJCE40JXWJtwc/O0E+Z49yunjNWqkPRH3Hc6gJpuimm+qidsrnNeUjKn8CkxrYG3gvLynSzh+mXfvxj6W9/JIDzIxzBRsJD2bqnMyiqSyr2m/HNRw3UlEHRvdfzBqY5yUS0ql24FJz4f7Jy5Lznjv+9sg6i1Ms1KcagaH8dnyWup6hmWjztjpynLkQ1Z+knrleTOMX9szm+c3+ANx6eSw+lfr2E3X4ZN7tVvLzew3x8iu3NFexur8tcpiOzVM2UGHyyG5OCaY4jcXI1zV4RyBpjIKyPMuEcdFy3uIakaYTSIhZTuH67LSXavL41+9Q0J+Q6vbf3Id546+sYDg/lmjqJ4AFlLrLOr2EaAAgBKRnIcObKq6fye8WA1wWream6lfMHAEOu6GX+YKGR6dLvwq/5a+Upp2VB7dPZPQ0gfuIA5d/+238rj48++ki+/9znPoe///f/Pv7Un/pT8j1ZhL/9t/82/tN/+k+yyf7JP/kn8W/+zb/Bzs5O9hr37t3DX/2rfxW//uu/LmWwf/kv/2X8s3/2z7IKmB/lqJOyNQfUy+gtWQhZ1iviVy3vlMoRs6y+0EsjoKSWqSmpClgwr6/27hI9mhV+tdHEcDRU59ZOWxrpsUqIVLUKZunNUUaz00Ot1cdkTsFlVSlHmwSqKLdyaRtYUvUj3h38fKzJ1We6ziVkyuRzkSWoqCEXqexbzz6Heq2Jj+7dw7u374hx2vb2tizeDnQITKZRhBnTN6y3t5SAiDlNP6B9YjRPKqxPrS5AT3LACX0HEmyutHBtdx23rm/i6tYarmxvYp2dj5muEjaHgMRTJPKXmUCNbrQVsNSYPVcq+PzNLWVAkgW+ffsRJrNIFeILlgfrddLt1ZT8AlCoxeBPK5jEEMO10SxFqcaKkDLajTa6jS5alSmqdJetlbDeaYs77JXdXdy4cQ3r62toNVuo1dnEURuI+8TOoEawmToYod7IQ1puqmycyLwzm36x5w4X03FMMKJlxFOKYCWlA4wWUGCy0BSP9CiynkRS8WLvXRBKXjbxwx3eel8EA1s3I6lAAxosDc4a6tGCnk6tTLeUUJcrm2sfuEUwXdlrEJw00KxRE7PAME5wxFLlcYKTaSKfQZkOi7ayhT6I8m1T5TmQqWEZsXhliHOpCzI5dzlWCJ79PLTfjjtYKnunLSjUwptzgaXfJfS7LTSbNCrk2qDAViJO2dwCQCmkwXJLvP9/H34TPy5tY4u/6IFysLz8d/I5vRz/AkBhqoJ9csIrwLFtYtdMT1IsoX76ueTC8QKAyrxRlB3jiqHvbRVGRgHlbI2WDul8NvNDY7uclOJ8OpsB907n+J27Z3hzf4JBxCCV7TZKaEUUgQNHgwme3L2P73zv+/ji51/G519+AeVKimnMscV5pgBF5btOGCgAyhCWjz/zH5FAkt4eYqUfo1JhU8Cq9iQj68hy/zLXG6ZF6d2jjOpwdITXX/9N3L33NqJ4mPUdC69TnvIJwcCi8H12X92s0oFKcK1DYWump3Rh8Md6wITg5ZMPPwedS0G2IBMmPX0M8z78sMePhArYUO2f//N/jhdffFE+yH/4D/8Bf/bP/lm8+uqrAlb+5t/8m/jFX/xF/Of//J+xsrKCv/7X/zr+3J/7c/id3/kd+Xtuqn/6T/9p7O7u4utf/zoeP36Mv/SX/pKkZP7pP/2nP8qp6AcNREIFpOmioirr1F1m54iUY8xlT/mc9r/LG6sGSNE3KApD516doTedgp96o4bRcILBaCi6mHqjgfPzU7GN50Ahg1NvNbCysYVStY0kqUnJclpQoysoEmGu5/+E0lTdiOrU8ljvsjweReZM1dQaTaxtbUjPl9ff+B7eefcd3L9/X11mu20RBUrDOpZcMm/PaibvR5RV2+RLg5yj1NFzm9Mme2RMGJFsbbTw7M0tPHdzC9d31rC9rvbg5VJdABVLdf36MhJXaZt3fLbKHRqZpRFqLQoXy2jXS/jszXUMJjH2T4d4//EJphQREzDJjFUlu9ipynVj4pil2aqW52uyEmbGyVNtotnsoNXroNVvol2eoD6u4aWbO3jhuZvCeq302qJbEZbGUlfiSxJOZvNpEOhgi7ZsqRS6mS+4mPMtyMwsMJnGGE8p4KW+pKxC1UVNFsZxWsLIv84XGEvfDQplUzD+50KbvbOX0/pYtY0+3/WX1NJ2OD0taROyJKL5UHDCR92jWebTQdakLJoQsRh3XQF/Vqmgz7Hb4BjUcuV9NtSbzXEcLYQ9mTotLn10QlCXAwKPsMk80xGWZcV1F+FmMmszrpP/WzWY09yyIVMrQBCvVWZkTNK5sjsNnuPKigQ9jFqlCo2gRfY8gntvleBR/8cLTJ96mHbl94oo+cQj0wWYWVuols9chYO0iUW06pmiqT2yJ4zwWQmX1+gY0gizgSbEdd3LhVMx0Bja7ucbb+hGquBQx5cBlGx7dYbQUtUVBki5S3OWGjRNyWlcwjsHEb59/wxvHEcYoSmditkKoddI0W9V0KwtuHBibWsXb739Nh7tPZF0/yufeUkYaUm7iuBeCw9yEzHVDmVpDhcZW9k6Vz+Kt6viREywX0Gr2cZYHGRVXMvArcrAWPyy+CozvH/7Vbzx9jcQxSNFWWJDwTSW9x/L50moQ+GR/1vXmDAlcxFL8LkE7YlWPAbmaf4aedwdlhIXH/76flz8fV7uXHj3pSq6px2+J/zEAcqf+TN/pvD9P/kn/0QYlW984xsCXv7dv/t3+I//8T/ij/7RPyq///f//t/js5/9rPz+D/2hP4Rf/uVfxltvvYWvfvWrwqr8zM/8DP7xP/7H+Dt/5+/gH/yDfyBRz49yFC6+Mbfu5+H0GBckTd1cVBPnubZLEF8IeML6cE4wSb8oy8GFkH4r1FMwzUOAQiBwcnqK2XQqFQn9Xge9lVWsbW5jXG1hnvL5isRzrlRBETdGGg6WS/RpUE8QMkXSYdMcSD0N5YdlJJXyZwlutY7RaIzX33gd73/wLoaDUwxH55hMB9g7WFEh7KIsdCffz3XqOvjM5Evy0l4kyJ9rqTTTMtQibKz18PxzV/DZF6/iuVsb6LdrWZWAuCVqvsnEXa4/dY8BX3QINJQyJUJKpjNUGzokKZZ84foGPvfMLh4fnmIw4Xm6hl+SFNl90XboFMxK+QRKLIkm9VStYN7qo9ztYdpuYtqkiRskNbW+vYNbz11DXUCs5egzilrHzmJuNGhJ0zzae8X1HSo0pKiUC4HksIVhUwHshOxJxHROWbpgkzWJWPoKYEzDsHSBQbrAcJEKG8EFRRdNawFgYFT3nNDUYXmcZpMhKw9VkyyLWk1YSO0IzdPYGZj6EgIUVlmIcl+er9sFwQq1J406tTQNES02yjXRRh2Op3gynOJwypQOMGJJtJykzS0ZSzqaLi58mlbiOQhIKmnPnRoXfqmUsF4/2eT2Rp46zrk5EfwIMJGqnEhGZqfZwMpqH92eGq3p4si0ICt0FEwTwJLF9I3H2wb+yCgjlIFka8flKZDfqyPUneVFPA6i8y+uScjBoZXIm/Mux4rzo8uaF++rIhUrIWBZShU6y+LvofNGf+8aOX/kZcc6j3xVyUkjFSxrGjAHPBIMieswMEhSvHEwwdc+OscHZzHGaU00UhRXtypAq5bKvynqpmHj2tYOnn3pFbz+6nfwq7/1Dayub2Nne0vchJ3H1VMIWFJpX+IrqlU0UZtVBTq1Oja6TfFiGpTqkjpc6beQSlPVc6lyrFZX1TJe2NUFDo8e4LU3fgcnp09Qb9inFx2NrrGhS+9lQfYisG34uIqZ8GfLv8vHThF8qIV9UWS77Jt12aFT/eL7eyrssnRQeJBZ/j3XoBAxkimhG+kf/sN/GN/97ndFMPrH/tgfy55D982bN2/id3/3dwWg8OsXvvCFQsqHaSCmfN5880387M/+7KXvxXQRH37QBZWH+4zw0Nyg30gXddrAd6ZiSWxUvA1h9Jn/xsvNXADKX0m5sJTAQZ1gacndbIqp2+7uFXR7PWxtb2EynkiUwq7HTP10VzYwmLAiQ1to6Vbksa7baivIUBdSTYMwImy02plwSzZP+dxFJXa90ZIohR4vD588xu3338H+4QMk0QDxZIx0UcPeXh+t1ipqLK+V+ajAR6+Sr3jK2pTK1JdoqTPTZa16Ce1WE8/cvIKXXnwGzz27g821lmw66XymDbRoJiSvQ/ARdPUS9kS1OGqzHCYR6MnANuVzRGW6jZYwjRZIoxjV+RjlZIp50gDlyJJ+chrRNRlkfHiuVSYNUikbBluL82uri7jexPk8RX0So1pdiFD47uM9XL2yieu7a6jxdlg7GJ62RNoyCdXhlWMgW8SsWompLvHCILYqUfzKsuEFRuKYmpixHfsgscQXKooVvQnLh+cYLVIFKmyjQP2E9CdS51XJrnmb6/BR2B3zn3lunxUxsukbW6EiWP2dAANZyAlAVAyrpZthg8MKGpUKuvUqmrUqJijhNIpwOhtjMJ3haBzjbEYRb4pxwiSd7TwyFFXk7RH7cnUBL1mjyqogLS2mbFsSnWxBYHoVkXkRJIkBX0msAiSFavl0XmNS69Qs9dtN9Lpt9LsdqSIikJJ0j3hFlMSZVnP9WrLpm2TGf/w47El2qE+Rg/Hfz0PBggEUl2nkytxgHpsfqtwL0wGZCZ/6CFF94ZnAwKPIPlhukKbjUP4dVKllXX/5d3I++hq54NVTRHbeBky0w7EaLNp2nPFnyvTkjA9PbRppCf5JDHznwQBfu3OOu0NK61ty/gxp27UKutUSOpUEVVZMyrzlranhxc98Fo/3nmDv0UNJtbL0ni8uLq3WIsKF2LJMSdreO/UyHcZgaYa1bozVdgs7azU02AF9uo50QXDEIkP2NitL81UWY7BFCjHSeLyP19/4Bh48el+ukWgHg75Oy1VYy6xJ+pRHCA6eBhSygPopLMnyw7UkBcFrwJR83DmEQEhLxD8J4PwepXh4/OAHPxBAQr0J6dT/+l//K1555RV8//vflwhmdXW18HyCkSdPnsi/+TUEJ/57/93TDmpU/uE//IcXfn4ZNeU3RVM6GvUHjdaz9hry3MKL5Y26cttshYueHpLXIxCgU611RyWI4ICmGG9wPpDrsr2zjf7KCqZsKjiZ4Wx4jHavj0WlgUmkOg/PvfrCosR6XpmjnZTVVbBWidBiebJvJDI1c8MrWVo46Vh6N1OX3NFoiOOTA4yO95AuxuINti07AAEAAElEQVS/0llbQ6e3kjEjHhq5Xl0spUk9UlRIjQ3N7yoLdFt1bKx2cPPaBq7f2MYzz1zB+pqWdxNUkOLXfkfB5xIvlfwaumhT39dHvXeV5n90oZBeFJhLrvitd97D69//Po72TlHu3RAhLM+L0bAAFQM8vriUauouK70maI5WMTdaMkWs3OHCUa6L+v/B4z3cf7SN1X5XXCA9us6ICrIqWRWCXuM8Px8CWG2+J5bqTNUkJcRJGXNrRChurvS6WWj1Dvs/RXS+lX8ztaXMkItis5U7YPY0Aua9KY5dfqtpGzbVS9FBiqZExgQKeTqY589eNnwemRR2dqXwOC+dLGtVDb1VWg3UKxVMogT7wzGOo1gqi2gRP2bfGrJAFhSoV4eNREufumC4CFDynihkUaQKQiqnWOGjPVVIizPVSzAyGRNML8Qzh6mbeEb/nal8rk67jn53RbxpmP/PWkLQYp9ARkCqYzd1RM1KeDNwkk16/DiHYgRvuvb7n+zJWBECD7EbCAeGr3aqRRJtj5Wy8sicgJnNEEAof5SnWAJljupW/D2t8R/1fGIO5m9YMZBChB9W8RjQCM6bQFlSPGaBLzGl/keDIikt1s9F/REDbc6Jw9EcP3gyw29/NMUHoxoiinwZuM0XqFdTcVPuVIEWxznHgQAgil9LaHW6+Lmf/wW83+thdWMLMXVsDsREKGqfz1ZSX6n4LPHpqZWx0iphsxejWY5wtP8AV6/sYnO9jVK6jnk0k4Cg3+9K9VGbvZzKFUwmx3j3vdfxzruvIY7Hqiu0hqBaFeQAoCg6tVuY/S69BASEoCEfExdTMstVOsvPzapVA1FsCD6W32P5WP6dlqUXU1GXHT/KnPmRAcrLL78sYIQ26v/lv/wXEbn+5m/+Jn4vj7/7d/8u/tbf+lsFBuXGjRvqb2GmPsXcnJaNZljEHRWFN7RIvnCNKEJc7uCY30R5LHIRknQkNlMINsYbjka4unMFzWYTDx4+lJm3urIied4JzeJKKbpr6xhMgUnk5GrIGOuiIEZsueJFoneeN1mqeEYhVlU2FlKLUoonbIIbhiUYjsfyYA5yMBzI33GqtdY2sbZ7FVtbN9FubgJpU1xhc6UCFxS+Jhd35mjJYszQbVfxzPVN/MIXnsFnXtjF+npfKpFIJEURN1wzd9LEV7arZpFlRtm7DNjDbV+USoVqKvqbSJfjRYq33vsAX/7Kr+Hh8RCVxgqqpblcxzk3IQIUsXPnvdf2AeyhxFQBS1sdsvA82UyPP+twoSlXRQhKbc7R2RkePTnA9Z0ttOsraFVNWGY3xa8MWQbludSrQMYXo3kCs2ghPV2mJoaN6bdALYyMQQI8Zdi8dFFM+eax9tyQ8sacNVNknLNYHsFRlU/mg86tesd8UdCFlpUwbSzQ4kPSJk4e+yahNLKke5iuqbPyrS5pQ92A9G86dTb3qyBKFziYjPBkOsdhPMcwJljkZ421629M1lLHi4jJ5V5atYc4luompg6X3jxT/RKk95GUM0vRu+yQfE+WLXMT5VyaJBE6rRY63R6i6QQDspClBVY7LbEP77VbqNeNcZMy5lzUeNmm6HfyYheXH+PIehNZ+a1trL/fh6ReKPoVS/y8YZucorkty7+tnFfKeoVGMmdVzlZzlpUx5WyHiy2tx09oBufMrQJPr8hzCsbRcF7+qs918KT3KK/ksQoyY7aVseWYUcaC+dRhMheR+9GsglcfzfA7H5zhg2GKqFIXYFVZiDOQdLsmi9GgW1ApkfSk9Ibi+BY35zK+8IXn8dLzV4VxG5yRjZ3Lc/R6BaL37BwVsJP5XulWsNvvYKdXweT8FI/39jCfcr3fkX5nnFNkTdrdjrKqpSpmkxPc+ehVfPO7vyoMtl4PWw+F/bapHlQyFY+PZ1CeBk58voU/K/5NLrotMiHFTsSflB4KBbnh18vA0P/s8SMDFLIkL7zwgvybfhHf/va38a/+1b/CX/gLf0GqWE5PTwssyt7enohiefDrt771rcLr8ff+u6cdrDrxMuHw8K6lyyJZoeRlThQvsAj56DuydP10kcsHi0d/BYTINIcIJ9UO359LUaukcmo1EVw+fPRIxL/D8wFWmm1MJ+fo766h0upiMGTEXMtr2LNt211YnROxfVLYH+2HQxMqoUlFV8DJrOfglUiMxKUD5iLBaDLBwdExVjd20H3uOXR6HTTbzNH3UFo0ME+yHqNSHSSGSCXTpMRT9Hp1PHfzKj7/2Rt47uY2buyuodetyWcdTegzImRxlnWQtIQPziw1b5tudgmDvATt5LMrrx1fhUUoEfQscP/JI/y3//sX8cY7H6C5cRXlBlMpFByrvI8rGYFSmY0dhVmijiQREzYyCqILMV8DMdxL2VgPaEcEKzHmbHI4ibB/eIzD4xOstGtorXQkNxyOCqPT7DMGYj0CtHiO0ZSVQix5pCux6lCkCses46WVQhJon0TMqz4QGcEtl0PtRz01QqaBlUfSKI92/WIHL/VV2X5gXJSkSth2knVH0t5eyofV/los3AngKhVh/QhO6hlzol4kpMf5MzI7x+MxTmYRTuI5zlh5FM0xZZdqcb+daQuEmJujlo0KEyeUiW1ILK20rs7eyVTNm3jKLItnKblWwTUr9D+ZI42mmNE3qFxGr9NEu9lHEk0Rj0+lt8/O1gpWe2002SaCr2s2vQwYhKSS8/AWBLkG4uIS+ZNZNLPGiQQpy7qZn8gbfNITjC30Xjmil/BQTFOEvB8+5DKWhWAmYFBYWu56EK8CyStvzFOj0NE2K1TLmggWLoqUKquQXMGitf4IniehmemdtJNNHgxQ40FmjaCd1WyTeRn7kwVefzzGd+6N8GC4QJxWBQMxpVJnm4caBbGcKwvUMJe5T/ZPWFTrkC3NRhdldDodzGbW30wYdvNi8WDEzotBH1k+pn37rRRbvQU2OyXprF1tt/DCs8+qb1UcYxhH4nnSbjfEM4nrEu0N7t5/Hd977Wt4/OQuFgumlV0WrOtIaA+xzEJ8EmMxt1LoPBUTytOKDQSXU0bLqSF9eADxyeZpy+BE7imDxcI5c5/9+Nf6fTVq45tRH0KwQmbhV3/1V/Hn//yfl9+9++67UlbMlBAPfqWwdn9/X8pdefzKr/yKbOxME/2ox2U3U+lXpyw9f2r6FBN9XQZQwh5HXj5aQKtkLZgvJ0ChEVcWGZBNiMSHYXNrS11fZcJVMJ2MUG/Xcf35FzAttTGa0cG0bl2r5oVKIqfjhTnx87AoRj+HbrpsgEbAIoYafg/k47HsWb+Wqw1s7V4TrUyr05Guv7KBUvTJahhLMWkHZWUHFvMZeu0Gnn/2GXzu5Zt4mfqSdXZCpiqXjAzdWgmE3NorvOiBojxHKLp4h78QVsU3Z9XF05NANvMSpKnb3cdP8H/94q/itdffQlRqIjo5R2lWQm21rkU7LZY5N8x2nU3qYqkK6dSq6HFTTymOoLsslfpm2EWmKV4gHYwxLhHsJUIf7x+f4tGTJ1jr1NFvVlFrN92tP5B8aLkvWRSCQLI7BFHjOMGIRoBkUOTaavWPdFGRKEkBipYnOqunnaulgVqqplVsjiZ6CUZ9YvOujAlTNlQrqV5DmRJJiyyNXVbdqKbExNQCQLRrMkEsmTZxJ5bKKvdwUOarKSX4wOl0jKPRGKezGMM59SV0udXuytqtVXvDSCKSRneyyir74sBUwRAFiuZISYBCXx9Z/PQetOt1dBtV1OghEZHpm4neZZXly5WyuA7Ho1MBI7vbq+jSQp/MljWayzrmWmogX6CLqdmng5Qf51jiYySt4/PGxvRP6J1CJsRnyKVnZANUgUd+jpYdzqtSMp2KAw1zCyZAoIGhpHSDCDgoSZZXMY1L5uoTnE7hE7umQv6odMH+3j+bpk3yVI+XjouHEAutyErGKU7jKu4NUrz+eIbvP4nw4fkCI2kFUkZ1kaIBjqUK2tUFWhWC80Q1TVVdmyUFbOkbmiROZimGUYR4OkWbrAdZ4HlkGhl9ZCaBTOtUFlhhD68esNMrod/QBqWNGh2qe1IpE80iqSbjvJZqMmEEJ3jw4A6+8e2v4qO7bws4WdaYqH4wXOUvGQWXMCYLAxQOUEKNid6Ci3qW/JENjMLvircwTAG5a+zS2C9dDlIujM9skP4+p3iYaqHnCYWvg8FAKnZ+4zd+A1/5ylekxO+v/JW/IqmY9XU2Serjb/yNvyGghAJZHn/iT/wJASJ/8S/+RfyLf/EvRHfy9/7e38Nf+2t/7VKG5JOOCwKdsDzTDrdi9mut/hbB7zPZeZEa09fS6F5uhNDY7D6sokJ111SwQ93J8dGxsECbG5taakPL8ukhtjavor+5jeOTKqKFKgRy171c+ewlrE6dcCH0pIicU8YSeWe//CYLgW3fc+yz70Ol3lEtSVpDErNqh7kgE6/aYsJIvlqK0e81cOPqFbzw/HW8/PwVbK130awxGqP9PgGXGye5EDmPjAokk28YWcWO3gEX2uo5mqWzlOlqSS1BFzUPH9y9j6/+5m/jW9/8DmKvIBqNpUXvotxCWktQZpMu0rfsQ7NgR12q68mQjFEaj6RhYJn11gtdhCXSpXMkGZUYiM22nhqV8+FYGLyrax1srbTRbjVsUc3TBF45RA8cimDVnr6EKbs8S9WNMirUnwSZ5WwxUcqdAmspv5I0VI3Rn5W8lqvKlpDFaopJ2gLNElmTFHU+V6pt1Kskj1yLlTGsWBHPBQEFZMTIsmmzTPoASdNMK9GV4IWl0SVgFEc4n05xyqabcSypnBnF2RJh6UbMBVtAGgW0rIzxNIJ0oDOa3kTETBvQ44SPKpWYbHUgFRP0uSFjUkFjQYxZQrfdQafUQD2aohyPkUZzdBp19LbXRIjdbJhbbRZwLFc6GMOZ3SuvbAkWWvzPHxcXU/Pt8AV7afH/SR353h6kTbNz8qDG7ej9OQoj1bvEfElkuhM8KruRuweXhVkUoGVrWb4B5e9zWY+4rADBK988wHJfFteyuIbdXtxbJEiQZ74spo3GTKzmKziNUtwbLPCDvRjfeTjCk0kZoj6Szsg569euEsQv0CzPlT0pU2dF9oTMciU3SBSAQkAcyxw0hUR23xR0a1sFsnj1Sop+Y4Gd7hw7/Sr6bZ4rA5PcboKfs9GsoyESXX44Bm8zHB89wne/9+u4d+9d6VcWbuAOFMQL6kLqJb/PxX+nnyh+zcdE0MdniSXx3/vX8G8Z5Plc+mE7JF+sBgq+Gs32cXPPnXl/4gCFzAd9S5jCICD54he/KODkj//xPy6//5f/8l/KhyODEhq1+cHI6stf/rJU7RC4kHajhuUf/aN/hB/nULOmJKtACLsp8nga0luec5YGzQ4dI6obkAjSeEC+TjKlPiNFjz15RClftpTKIdY3NrDCpmkTpa3Zc+bKzVs4Z1nmiMIvEvGmg8kmuvl4WAdTpjm4cPhikefQs5hNzyUEAC54NdpZDYZ5LQhQVPMiIjdvpiIL1AL9bgUvPbuF527t4Nmbu1hd6UhkwnbnurlKUslKqgvFeJrWkW/zxSoTndm/HUvl8Z2DFVOliLFZGaPpFG+/9x6+/Eu/jDfeeg+jCEhZhSN587L4z6SDc6AWo9xoq+6ioq0HatU5qvEEpdkEldkYNdE3mEmYsU9kj2TDFSdaXosUpUoVUTLDwRHzygfY3VyXiL3baUqEpyZhCqQIQkhYzcgWEqTM+T3BK3dolhqXhN1IDahwXNJwT9kDc1sUfUxiLIgWSrfLZayVaxmoYOmvPMpzMbVivl7uAP1w+BwzsFLHSBUEazoy9y2RaJRulqSk68zFc27oNWeJMz/DZDaTqhympsiYTAi+xF9EHWC1c7GJg8W8SrsXl9lssMYxZUZymZOkMgriccLPUWHFEPv5GPtBv4haCWsdGr6VUWEacniOUjzDaq+DFRrkefrJu9laianMVxrheUWBgXQdZ7bhOHB3oacO0B8boIQg0Eeu/SZLCeQs208WnMiVtTRSXu6bb/J2Zvkm431WbLw7k5VV3zgLItfUQJxU85iGJqsuvqTXDi66/1vVvTtLapWYMTleapz9vQMd87CRMUyWwrQvOl9KYmI4TFhGDNw7mePtvTFe25/h/fMY00VNWj7QgJJ/12R6sMr050KYQxlnfFTUMZzsieg8zCl1LunJSFs4NMheW7d50/vp6qmpJwYD7WqEtc4U692qNvtjGSaDNGt6KGsI+2PFsaZPa3XR8+3t3cdvf/2/473br2MaDS+MIb12F/vV+DVV6/l8zD+NDeHxSVqU5XTO04WyuaA1T/Fxvbi8v08YjD6VBAnG6dMOguXfE4BCn5OPOygS/df/+l/L42nHrVu38Eu/9Ev4SRwsaxbTM1cQ25GBEmM9wlbRmSjKqnuyiZkxLBqxZS3T/adeXpqyY24Zq6srgrxLLCVlHfxwiP3DA6ytrIpOp5p2sbO7iXZvBffPI0zjtgzk7PWyzdy3cDNDM2O0LBccVKvIfq1d0pbIYAUkYgUvYETFWuqMYX/jdf3lOTrNKrY3enju5iZ+5gu3sLXZEfrSLRXnc5dj2rtQcyJ+MhfJZ25WWVGOPN27pPkTvNo7Z12oJVnQch4pxpMxXn3tdXzlq7+Kd+/cxZRaDHFyNepcQn85KdRW2lhZ6aPToOcK89AllOeJRFHrK03cWt/CVr8jC42+ty5SZ2dD7B2d4uB0gLPxVH7Fzb7e6mCYLHB3/xTPv5DgikVS2ozMxoB1Dsk2ZRMmu5JQtR7chFUEymoGsc12e2nrflpx3xG5RLpAa0qERZda2ULju5osuFwwrdQxaJwmXiWZUJGuwS5q1Jw77yEfmSarQiFxXrLO1NZ4NsNoMsNoFourrTQVNMM89b2wHcktITJ9h9p364iwcmiaCgpjx03HQArBTBloV1P0qmW0qnVJ47SqFDWOgXiIZDbBRruB7a0bYmCowDobUdmo9qZuFust0Qi8RWGq0a91oOLyf/9ISCVvU5CV0l74nTmOhrtw0ALhxz8MZBlQ8YIubwyYpUx8HNj3YjBoxmpSNBDmuMzMLS/7tetrYnL5t1XC5R+zmDLKPlcGnLJOC1kTyVzf7Qx1DihVsM0x61b35leGkjAnwyjFUQI8GQNvH8V463CKu+cRhmlV5ps2GvSKNc4ZnSsO6MUVWeaEVvDxc0oZsTi+stBgjhpTuBTYe++lQAiv+hMaFpKxnKFaHqJSatFj2dLXzHUuJH0qGsY41r5mMsYSHB7fx/de+y28d+d1TGe0wHBQELDxmVHa5WBjmR3xv7vscJblk0qMeWjgroGMVLk95TVzgJJX4IXazjDw/7hzyraIp5i5+Wt9KnrxUDga17XxX9YUy4xmnG7SXLinPyyt4m6XwUUVtsSG77IYSQYChVFMDaQJ2q061lZXUKs2pHsqJ9pkMsPh4RE21zZwZWsX/bV1rG2t43QUYzhipKC195KrDGyC8t4XZt3uM8f8PoS2dYMz66/htLanTDLpm4hI1cTMe4jmICxFq1HG7lYPn3nhKp67uY7N9Y5s7KyKoIZCxZ0XO6n6YHOztcIR7AOF7y8El2aNLB+igmQe4d6jB/j6t7+N3/qt38Ljg0OklYY2NhQTO02dQLpJl9FYXcXq7q6YcilNvEC3VsbW+hqu02J/u4/raz30W3X59CFlOosSHJ8O8WDvGPcfH+HRwRGOzkfCipxM50hPIzw4nmB7m2XVc3GmZKM5bXbnHyvgsqUYiQCBTBbTNp4OVArbt1imOaRc3Gym62YQpVU1urFXSqSkucAy3eYAhf8m3syrYbIOo9lGaCXC1ZpY89eaBCesxPHcOzU9FLjGGI+nmLCxJZsQzllxxD42CiZlgyGooKCVWNAbqFkpKLVB3pI+uOXK1KQE4iU2mxaDN1Lk1LW06hV0GlU0OIaTCPNoLBR7vVlGb6WHbntLyoUplqXVD1NPOQ4ovlexrVzxORfWvxw15+D6x2A4chAS2LeHqRynw+3JWdD4k6heMPYqn9W550nmKaIIWoCBp179PEOTYQXIeUjhwCcDoRa8XDhrz4gHX/3wc1MX4twoQQX+4QrC+WE9YawrMg/tnk4JHsvvgfMpcDQGHs2AOycx3j0Y497pBMOIy1lNNU2S2qHPD318qLnSztd1M2WrVbwtiFkMWKNUplM4h1n52LIGfgw3JJwzHYyXvovTsjQhp08Sm8BWBdSrKSc/gxY3YE5DyFTYGvbiuXv3LXz3e7+C997/HiaTM9t8ixz9ZVUxP9bQSIupG9+nCrduqaoms6awx9OO5Sqc5UyEi4sv06b4uXmQ/UkHg7lPBUCZS5WENnDijfJGU/7xM+GX5eYYXV2maJbJLCu2TvwQmOhDe8iopfpcjHrYtbLb6eKAVHWlrtUzoyme7O0Li7K1sYHz4RSPToeYlNewoC+HAJyQI3XtSXDLLWKRXDGpSkvnqN+AxZVyyhbJZyK93BhNdS3chPT96ApKIPLCrW18/jM3cOsa0xncHAnWKPgKk8l2GoWRppGsLvvL0r28+sh/kS/o/pm8XbhmbUbTMd65cxv/4zd+DW+8/Q7OznkN6VpKx1yyK6zKAcoMXKTB4iq2btxEb3UD9UpdIvSd9S4++9x1PHNtBdvrLXQbFTEpY2oki6KlZHmBaWmO5lYbG2sd3Lq2g8eHJwJW7j7ax93HBzgeTPCttz7COErx+Wd38fzVVbRbTAexA7KBMxMiZ6xJxUp35Rob2ySGYJ5msXywQ1Frciibe0B5a9SnedkqgYlFhmK2VlhcAl1BsAgxLcI0TkkaImofJi7OEauLmMaZzeSrtDPgOVjkrGZZGp2y+mdhrbBVcM1uyZT+aGUVo9ilOy4bA8GJVBiVqAmool2nRwaB+ByzyUhErxQurvVa6HU66DZraEkfK52LjG6lkkTWzadEi8v9sp56GJMnmmSyjQGL8OPwJx5NBvo1PaEgxSP/yTsA/ySOLOTwdcC7ThfMhLXkPdMkOTO5ZI6WXQJjxryflKeEbOouMUGepnHQ47+398gSzq6Pc1WfdKGyuaEiaY5Laqx0Hmr6M47Y/oJBQ0nm2+EIeDiY4/1hgvePx7h/OsL5LJZgi27DomvieKM+vgx0JL3Dqjb19WlwHEr7kmoG5iX1yH0BC7SrZa3SqzOlFVtKyoS65rIsuinOR+vwzMq7mEL6eI5GPVVLCWNxdQIDk9EpHj55D9/53lfx0b03MV9M5Xm6jxSv2fJxGVDRvcgr/oqM/yIMlIO/5ZpAABWuEwrU9FqoIDf827zy55OOsNLG2SBNRFz8XNn4v8Sm47LLUJHI81MAULIqHVeRB9RkHkwVLYAzNTTBQtAzQPupXBwQ8rfCoPA15rIoELmvr6xgdW0Dh/sHaprK3i9RgpOzczx6sidGZaPpHJO0hfpGF0jrEilmJko5IVawiM7FSmZbLk6fyqRkFQxZhYy7OWpHZO0OzIFbRZN+F032oWlgY6WN55/ZwSsvXcPmaktK+qSbsP19bvWUIYwCRZfTdl5qVBxgoexEnqZr4IXfszfR8fEJvv3qd/GbX/86Pnj0UASZpXpbnqeGZbrU8ZyoMemtrGN9+xr6m+uolOniWMGVtT5+5qXr+Pzzm+g3KGwzmzdW7UjlTm4AJ6r8dkX8OyasmOlV0O9s4xpdZK9uYevDR3h4cCIOk2/ceaCOxeUSbl1dEVZLGvZ5vySjQSvuHpp1ErU+McaULBYVzOfWnPKScespGslhWymmpIlYLilpHi7M7vC6bEft4sV8U5S1k/1FWE1kLeOn0wjT2URYRg4KsjWaEtAIskrNromV9cYFikaCEi62FQIXLyFXYK0FPHSEraHNBxdJmq0lMdJ4itlwJlqbfqOC9jqFx01xpWWlJecNr0oYwf9ED9dkSKlt4M78o7yEM5UGNEMAIIcN9IxZCTxCfgIfIGA7NB2jKZ6ggimcihkAyR+FDuf+PLncft0tjWQ9Z6y8scBH+fojZxMKHjPJiydgnbHRcl73HRFPIo7bKn/sZfk0MaTOiW0gyhhOgNMJ8OBsgQ9PIrw3mODxaCbOyvysLbIaJc4HKx8mQKlw3JFhZMPJVEXlFIMvWbYzoGRap1ktod+qiSi7SvBkQR+r5sQsUFJO2rySTA2BugSzKIsjdjSbI6omwoSy77E0JFzMcH6+j9vvv453b38XD5+8A5QiAQSsrvRWHhdh9celR5y1133KfWRKAaPh/d+88W34YPXsMkDxoJwaTa5pLOTg108qY87Z8ovnr0HrUniajXtvXBikh4KANzzmpGU/DQClTsMp6j3EmCe/SY7+qAMQC/OgLjxjTS4ZP159sYxYJTUkR1kiwnapgU6riu3tq3j8aB+T6VDoak6M4XiGe4+eYP/gHPXmBraufR7l0jqwaAh4yIkJpQJz3kZPIh8X1oyOUbwLZC1FouxJ7qBZSiOZRGurLayv9NHutNGhtX63i36vjZvXtqR3DoEJW4ZLxGP5YW3YF0ZLeWrE6cMMFfsvnE0xH5asG6j3GM4WRZF+yfVjJP/e+3fw61/7Gn73G9/E2XiEBScSTbqseSPTTDFRPjfnZhMrG5vY3b2Odpfut2wQEGNntYsvPL+LLzyzjs0m0wzax0f0NZWFgkWrnJG+PGbTz8VSzJcqC4wmUyGcnttdwc7mKk6GMR4fDlSncjbG9965i/HsGq7urKFcrUnXU2cRsjyt9e8hY8BrL6Ja0wll48w2mss2M88JeymnABSz1vaFUw2xbHjamNW+Ulx4DFKyYGxOUMKGZbnhEqNsbhZCZFtuXpsg0jCO/8i2GKvyUHt53X81vEyFnnfaNkibpAthTQhK5pMZkukEi3gmJcEbvQ66vTU0mvSpsRHAajDZ1JR1KixzT6GMf9QjXyZdU6Hz9eOeGzKG+U/yn3kn36cLAks/lnX+U7JZwSlZU0o5h9wgcBkEXazMuOw0rJ+MpVxt2uvYCp5TuAIGTsIGgIUAht5Cpj0h+yW6l2od1DKLHkXIXp0L80SJh8l4jtOzEcZsBbFo4HRaxd4Y+OAkxp2jCR7Nphiz2R67AdeoN6koWC8lqj3xHlJWrUPRNgEIWRTqnyiuNvGYXDOCEjYObNdVr6KBXtWYE9XC0PyRfcWkw7J32ZY+OrpWM03KuUV7wUqFHkAT7O19gDsfvIH37/wA54MDuVa68dvNW0pr+/UtCkzz9Ilv5sv31cFWpaIOy/7VHw5OwuKQZVEr9y9aYDhQ0cKHPG1z2bllI+IpQOYyIF6o/jGLjqeNWR5LWamfXoDSbmnvA0GVvInBjfKSrsuUz2FlT1ZnLpU1hlx5ged5Hk7RqP6eokZOxlZ9js2NLWxfvYG7H95BSn+I8hxRMsdwNMMgitFfW8HV+ibSORkCnp/2CskLUkPvBivFzfLc8lvJmLJqNhNzcVOXNt4VxPEUI/pG1BI8+9x1/L/+nz+Ha1e2VSlfpeMtn1sWYRknImeddOg18WdeZZNHx5qK0f4zdD71nJNstkHvCpIIks0mfWsaDV/GJCVlyneW+D18fIhvfue7+J1vfkOcdqec0EQMFYrguHnSlpqN9fj5GYm10N+8iu1rV8VRVLsiz7C+0sPLNzfx2VsbWKErG7UNojvig59ZV176KcwJxOYx0kUi6YxGpS73jsBlhgj9Zl38TGTh6tInZA3raz2MJzNEswkeHx7Lea6tb1gbAWUZZBP3jUns8Nmc0bYpT90wQiMYDHfNYPPLbOhdaCiLvF7qeZwiYQc+67XESG7KzsijiSyE7LNEIMIKOBoiSkrTU0dqzSlAqVIhg0Y3Te38rKBNjbDEPM5oVhEXSmdVj3zy6g/S89IImJoW8XphBdsch/t7GDJ9UyqJCyzbIPQ7m2KsRi8X6YEDfa6OmxyIaOold8vNGMAf88g4hUwTYSWzOquf8jfODDw9p17U+3zM+/8YzEnIhGSas+xw11UHCjowLn8fByj53+lzff0w4J599QyFMyC5BPnCeVm/HWmyaFRMZlJHRkJ7ccrYd5PUrHuGBzgJLRgYnKQ4Po9xdDbDOGHKtYyDyRz3zmJ8dDrD3jjBVAT8CviluzYBgwQ8mu6UKhwyjAIo+DOCFPX3kaCIc4AAnWX6FZqs1dARoKPsoZpbmlOsaLw0ncpGgF4e36xX0Kg2UEk7KJdU20gvk0lyhKOT9/Dk0T3cv/8hjo6fYDw5k27ZfA7nGtdKEeYG98XvJ9fT/Bqr67Kv+VzPCTgYaGu6N+9jVbbUTQhMpNdPLTcK9X2NBSN8eN86PkIdJQGK60S8QeHFypxLxsIlDrGXAeUsm3EJWFo+nuaf8lMHUDyFoV0ZFUnyED0KwYBbPi+hxssuHAGKfHXWpFzM27ldN2vGSXH2Og30ej1sbO7i4cNHmA7OpGkgF93xNEG13ML69g1U6yuIxZyN6N3KZq3ngx/5zQwUHlbFw81DxrdsOnQDbcrGO5sMUFpMsbPRwAvP3MKXvvQyXnz+ClqNWl6ppJ9IFwtzhFNgYmLhQipMz0nM4NiUbc7eJhSLamTN1UMmULksvWWmsynOhkMcn5/hZHAmLqrlhTILlUUFySzBaDzB+x9+iO+++n083t/P8vpkR6QUmmCCdCp72UiTvAbKnXX0N3axubOD7kpfFhHSs/2VKr7w0jP4A6/cwJVuFZiNpTsohXjqpcDSXsuHS38XvQIENilp4Bot+mN0mhUs5gRGJdREvTpHSgakTAHrDNVaipiapgQ4OzvF0cmplBLSKbJOMWqjqW0G/HoQ/GULjmkXvJApEA77F1lMBCg4W8dSSNLJMaaTmXTATiIuLqy6iWSh4cJD1oOvT/M9NiXjIkWwknUfDYSSsr1xcfMyZEtVqFHbUr7CyqDFPKq0QJ3OsvSYob9PlGA2jQWYsIPwNBojiSKsdqpY7a1LjyZJ36TUDC3EwVfKqa1SQrQA3m/ES8tFDO7l8Llr6Y97ZPPGGCeP9lVGcfkCGS6g//OpmR9DhJulZryRX85PeLuLnJnJZPw/3Ht7CjhLxVqaiPPT7rdap1h/Hm6Ypl3Lkr0GotUcL2fxlFhLUa9Z6wUrK5a0rFSE+RgXZwCcny9weBzhfBQj4hyv9DBCgieDGPvTBPuTufR5orE1q3llfDOdw7lJkCIsh3YN13JiBRMEGNR4aVWb6aqkdFirfHrNKrqNmvyNCF+ZbvIN1EujTeclQIjNXtlChJ5E1TrqpRWU0yHG4z0cH97HyekdPHzyNo5PDjEdT42JcD8TgrUaYmG6reNosPoWq3L4X7d8MIfnel2qX3u9PppNGmN6xU0ual0W2BJsMHU7m00woaXFbJYxJOHj8rFnGsWPcXNdnhsfN1cKoMYYpKz2NfjshVH7I4iF/5cGKF5CpRM93ySk9PUSZ72nUaT6Tf6z0NxGaHszJ+OEVpCSot2sokeny2YT9WYH09HE3AsXkhZY3byCzSvXUao2ROvh/KsuyBRT6WsJl2EhtVfJeHmjluYxkcsIQFkTuo01qimeubqL61fX8OzNDWxv9tDtNtGo8TWIlJ0ZyVqDZaJXEXEJgDHglXviyobiA12Ru9KI/BOCDdrnH50cY2//AE/29/Fw/wkeHezj6PRYonrt7ltBDdo06+T0HGeDASKq4WtVNOqNwjWnWoRKfjYYTatNVPo7WN28gY21XfQ6bRGs1Usx1ujX8sw2fv5z13Fro44KXSH51xK5mUA1q9zQccG/XaRlMYGbjsbSuJHdns+HEwFDs7na04+nNChbyM/v3nsg3w/HU4ymM3HepZV+tdGWrzX+u06Aot2sCY58IclFYblXxmWHG7ixbQBF3vyaxMwTE4xE8rOwoyUXMLIlND5kl1QBHZWKgJfj4+MLm60Ak4Ae1ghY0zgqoFSWhPe2RhGjsI+aAuIo4LkNRgqM2HSSgET65bSb2NpYkT4+BCVMl1H3JA3/yJbxq+kaNODOGcpMmG6lpb6Gi1Hd/2wrm6CKJnMvzQCKcwYX/yDsKvv7eehnzzesoMDlYobA04SmG9GfFV7p4hEgYz6DBRMiRJb0sIISXW7Mu0Quk6cbwgoxbWrHigsBJsaWEJi4uFQSeG5AZikOpjonM2AwnOPoOMYxe9/Qor7RwKxSwVEMfHQ6wGkCnMdaIUZATF2XmP2xD06pkoEUEaILmOAaqMCCTAgfEggIwI8F2NDcb7VVR69JrxTVmUiKTOaTmf7J50+1h06jLBVnwvqZGFlAQ7WGeBLh0YM38dGHv43xZB/xnKXFxhUHIMTnDfeh5X3XGYvsjgVVNa4l8XRNGGDrHuOAQ+0BkkQZkkLQsuR14qkevqYbny470HpWIWRqlvdFZVh+uHlR8GP5IQXt/DyfCoDim2meirFOxrkoooAUl1XQvo3LhTWaWRdSWr8Xn+v/9JtHp9WVXhOba6t48cWX8f4cGA2H0uvlyo1beP7lL6LWWEOy4MAlO6BlqGG2PGdljPbj4i5lhloFwpypuIBKj4cp0niEK1ur+Nwrz+GVl69jZ6uLbkcZEw5YHdDuHmiLjKWRVF/jHZLz1Ff++fR3IoKsVDCLE5wPj3B4fCwb9/37D3Dnw7t4+PAhTs/OMItmSNgnqMryVON3JVPEc6+i1RxIrDIztkAM9Q1MuovLnFEVJ3hrBc21K1jfvIWNlV10m11ZXBrlGKudOp672scvvHITz2430JpHmM+nmM1nqEqZrFrli2lfFCGiK+pwgJOjAxztP8b58QEGZydCBT/33PO489E9vPLFL6ozbJRIGmc6i7F/eIjf/upXBUwSwPDcFkx9VOsCUCq1Fir8Wm+hXGnkNKx4lOiioyBBe+mEpZVLF1oX9awHBk3jyqg2WqjRhK7Z1AqICsuH66KzkgXMq33MkZNGUbJIeRdhG89KHBQdIXVR1EVQFkXRbKmhl6dCKfDja2qjyLkAGHrObKxpypCbGDcoLuw8b1YKCWtiqc9QVxEulhe9GXSsZGmEH2Ex/LgNX7GGVd18wh+4ZuSyKpXfj8NPUYDCEkCRpctTcl7iL+wutWbmEpttjh/j2GmNIPke2nfH3W85Nt0fikyz6yAq+cYfBGuennOvEwGVmcbZ0uM0MkyBSbLA+TTGySDCaJxiNq+h1OmKPm+SAA9Pp7h3OsIeA4BFVbRdTM9SaK1BpQIpBykEKJlHiZXgq7hVz5MalbJo8OZSRbbSrGGlWUezykRxbGyexwwqDufn4NrdapbRbTKlk38ucbddJDg/foy7t7+Gh/d/F+PZQ7lOIrDR6De7NnIFbO2mEaSuAfkt0LVdRbvLAMVFr1yrKWDlXM7nS5gqSwsPEeJKWokpfAZKuYbFgQj3AAIbn29hkUjI3lxmbqrgxcfg0/1V/FiWUIjm0Pbcp5VWz2afEoBC2nnGXh2XdFDlhpX1LbCup9lFJpIML16WP2XUbc/3TcS1F444eWNJQ9aAfrcpVQobm1tIXkxxdnouAs/N3V1UWmuIpUOEWrlr+WYxAMoylk6ncsMV0y6NgsWunOLbNEKznuDGlU186Ysv4YXnrmNjtS0275yE3Gxl4yNdKgPU+BNWt5gKX8AJ7dkFyDDiLV5LF0fyGg4nM9z58EN8/7XXBJwwhXV6eiY6iGQ2U/ke6UeqbkWqXwsiZhVBkYVotLtotjsYj0YiNmOpqwp99ZPHXBTbPbS3bmJ14zrWervoNXvS4rxeStBr1nFjq4kXrq/i5lYdtSRCMh0ino4xG4+FUmU0cXh0iIPDQ2mdcHBAYLIvfZAwn6FCNX+tit3dbYwHJzg9eIRO7YsYssEjG3ktZqguIlSic8wGT4JsvSxn4mKZDNVXZl6uIRUTPGUcvGdTnkbJq8r0c148OL54jxYZi8Ly+CrqrZ5cr3qTbdsbGUAhUHBNFSMjCp+Z4uF7SkRHsWqF5mw1ccdNmX4yP4hwIeKCRQYujcuYM00Xs/x4IvOEhoPUcLGhIOnmVq9jHbtLGI9oWuUMJYMBoFGn6ZWWd2ZdcX3t5nWRpouWFpSB7mXohYR3DmSKstkf6cgj/twN84f9w58sNrns/J+WYsozAY5j/eE+NFoNQu6Dugo+WTubi4ViVmL89BSVpmO0cqtmC71iQaZsvc8OU5W69rhQ2ymoQMZSVCBbmwOpHBMn2LnoSgazBQaTBGdjOhQzIGsB7YaIuU8GCQ5PxzgYTjCYMZWqbIYKwn2zdydkMsWsqDHzPwEoTOlQJO+9fLxMX1+DlTwEJisNZ06CCNUOzmbqTJjKaTfLaNLRmNU5ZfqklFFjtdEswuHefdy7/XU8efAtJPFj1NlllA0HL9ziott3ZmVRYFe07N81KJelShw4MNgONY8hyC8HX+t1Y00ckEhwEefZZGPl8/PI9ZZFBkfB1LLlRghmLvv6tBJpGaEZU5oDlMuOGd35Pg0AhToIzzuHiDDUomQX1tw9C9U5YZ8Ca6pVdOczGlYWXRskJsrkNtbvNtBsUKhVx/buVfQ2dlCqNcWOPSrROZamY2oJLsAnM1azvLAYfaRCMzbY7p6mQ+zJUqfWpKGbRauORm2BKzs9PP/MFexsr6PZqKDCMmHplKsN7AQ1MwqOEtViuA27NT2UiNuEUqz2V6rfIi2LIJhHfnJ4jDfffBPf+u538e67t2UjJ7CQSqZKHeg0tN+F9EavICVK4sNb0fOzsQ+ObeCS+qEY1mzitVW8Rs/cTKttsgYdVBakVWc4Gw3RrM+x3qthc3sdL97s4dmtBiqzoQCMyeBEbNJZrszO0UcHhzg6OsDxyQkGw4GANKaHNjfWsbN1A5trK1jtd9FutcRvpdOqoLKgwFMSTEgQoQaWxk5QQZQ3WrMo25JwwqzM56qZyZw3rapG0jQ0YTP2KhtDdkWyhcm+z1JAWeRSwoSRljgT18WdWPpjiC5EhdGZ34GDZPdGITiptOzv6gDTT1LZZsI6sZDXf3OctiRV1UC9QT0N898UmhOYUHynVuAsF06SmZytjFuZR0zhpJLuSZoNceXUztraXdv9MQRYFyK0fE5mIlwsOeJm9Wyexgh77GQ0STDzg3SH6WrUfdm+Lfzd05mGy372sTDJX+/Cz5xSKAKwp72anKetLcpM2BxUPbOW/9vriUusCFR5jWX0BWXqObC57HBXZIKavJ9u1uQ3T4cZYgrlSXIeViUW/oxbC7OQkm6IKSCNMYwWGM7YT4trSEVYxnm5jrMZcHAyw8HxEOcUeZvwv1WtoJZK4a62B5MP4JVkykAKQDHnW35yDxmyfj5sqFkl+1JBv1FDt0YhvDbg9BsjEmPRrZTRqrHBoDLf1NAIuBZzQaaVUsTjEzy+/yHuvv8qjg5eB+bHWvQQx6I5k/LAYJN3bZ/6rphDtIlkHYz7/xx4hKyIsxn+mllxhgjv8/mS2utkaZpUA+9cGxmm51x3ptdRWfqcWfHUjrLlqnErNh9Ui4LlKtblApPiWA7Als2H5WBkGajEzOt/GgDKeDQWozEeDja4qfPBBb2A+LJctTXHck1KaHlPsMyNwRacnDUx1Glll7rgLdBu1NCSSompbAzcDBbVNualBpK0ZhubijjFeZQ27lamWSolqJQTISE21xqyka70m+h3W+j3OlImzEi5225JEzUKEhsEJuK5UtwMlVajBYh28Y2juUQ2UVzF2fkAo+FIjLMiRtHcpDodtBmJd7QpW6tdRbNdxcH+Gb7xrVfxne9+BydnZ0jLNbS65ggq1Sta3iwsA78noONDQJgzKFrCrDQjIwNtzOelrnSKbXSaqLfbqHZ7qLRWUa10JGyMZyPEyRnSaILO5jZuXrmGG9sNpNMDfHjvHs6P9/DowX3s7T3B0dERhoOBLljVKrrNBq7v3MLm5gau7O7I9VOn1lRyymQiWH3C52FBHU8Ji1j6KctjeH4iglntV6IsgHRBls9EgGYlvk6/GuCVVAcFerapSiova3fPhVS9CVyFnyvejVkQtk9ZMH2PBaazoZirqUGg5ulj26T9+nqqQo3MzIbfIyYDWc7keBRVbzTR6vbR6vCxhla7j053Be02WZmOzBvf9RRYGFNkYEgqw+pVRGxCaJskAYuUPEplmYIT93fJKkGCOSQl3+7ZQNAkC2ooDHXwUeyuGwrJM5eAQITrctCCUVbGNOSdzT8JiVzY65dkahkgWH6ilAOrI26hV87HvAe/Uv/ASN5TKxmT4a8jxozeDFRzPywAUIBi5llZ9U2OzvzjiiTZQErhtP3D2OGcAx8sr53RB0TS3FaObAEb/UwmkxiT6ViE6fNyBVFaQbIgc0cQzbL8qgCWR4cz7J+OpQnlXBYupmRKaFk/J/U8Ml2Sp3/NpFJ0J943KBO3KjCRCp5KGZ16RZiTXpWaFc7j3B3cGY4a2y3Uyug0KmyELtebehptPZGilkYYn+zj/t3vYu/RWzg7fYBS6QyVOhulcu3Wzsh2CaS/llbDBey8VT1extQre2KpOr6eCciFLbcbnQnsrXJUUkO8ugu955oqch1JLoDV+eGg3/VWdj52GdSXyVP//HtN5ZN1cXFtZlN/wTPMX0/Tp/k8tNG2rH9znaWlb5/GuPwowvT/pQEKI+IkaeYlw4Y0w5RMaO8b0lj+ffg1fA6PZZtgq02Q33F61ap1tKkRqGgfG06RWGpO1K7dF0kutqTE6SW+kCZTypqs9vu4srWCG7vbuLKzidWVFrq9FhqthuYWzZGUSD/rmsrBKo8cpHiVxIKNE7kZLeY4eLyHt9/5EHfufITz0zPMk5lsEq2VNbTXrqPZ30J/rY/Vla6ALArG9h49wju3P8RoEom1c6PZVvBjpcRS8uz8j9HRPMyxIY+6TDWnpawarvmG1Gy10F1bR2t1FfWVNVSatK7voRzX0GIVCYCVZhPPXuuhigHe/P5tHHz0Nk4efiCVSwSl3AA3N9bw0nM3sbW5ia31DXR7PbTIOLVbaDbq0huJHbdnk4lGG4uF9P2hyJMajJhlOpltnvYEkudZ7j6jaQtN3Kxk08WLor2gKZQt7YEwVP1fiHkSzCnoTdlNlekaG2fheMvGnfqU0P+9KouJaoKefuj7yOeQJn/qvhY2C1XmhyWQC4xLFZxIKohAiTqahrRrqNWaIqoTAEW2ps6WAw2Uqw25d3Ve12YLrTYZvZYGANZUjBGbiv2qaDbIKLJ1gvoTEbC72ZxqHOxh4msFjrQqV6txZoYyczoCpGDusVOzOHoGJIveORff6mflw5bVgLm6pJTZTUEuPUxIGwjvnyZqDdmTTGy6rC258Op5+W/uJVIKNh0HuOoarZ+Rv59LesUbgvr64OZ0Wcoh8MHjNXWwouNWUzPi8cGgIAGiJMUkBiYRvyYYDGc4PZ9iPInkHnC+sAS316wJe8u6Hf4tGRAGHNVqU1IzU3b5jks4nSxwOJrjZJRgxp41cuG00ivvoKz3bO5XIkvNmUGlAA5je0SwS7BRE2BC9o7+Jx2eF4W7Fe0SLmbIJvzltWEQ0m2wFJ6CW/5emRMaO5JpSaJzHB/cxcMHr+LJox8gio7YHQilimokxANITBcJFtix2ALCoBVKtl9k3kfhHuIFCd7Pij+76HniTIdv3HJvJeBLbawXUzCSQhFndAYo/F1Zq/zYfFXWNWVfnQ0JK3xy8BGWHl/cC/38M/Ak5xa0fgiBlYEXAUpZo8pcf5atVkYKLNhT49MAUEajoQxeN2u7qEbOFcoFmoroztChjqGcmstMzAI6r9A0KUPTC3EzZLlxo17DWKKNsriIsjW9xix2iLCLf8QcfoKNfltTNje38OKzV2XiEyRQgEjTMnkviicZlZmRdPbJzEAto/zUv1y+EpzQPfTOe+/h67/7dXzn29+RazRnjnKRSIRT662j2n8WjdUb6K+vy0bPCU8b6HlErw2yLA0pAWZ6ylvd+6TIjdqC9d0iBy0r9aeoExQjI6nfb3fR7fXR5mNlHdVOH0mtibRSR7nUlk2qW5ujV66iOT/Bh2/dxltnh0jHJ+iUYqw0S9hYW8HLL7yA3StX8MzN69je3kar0dTqphLV4WyDnEr6ol6vSWoimk7VR2VOgDLBxsZGxip49QHdLac0b3OAYf9xZs0/k0/avEOPXZM8xvIlJROSyiJmZklPPZwN8WokwRl5g7GPO7JUkoET6fZU+BN3kLVW72S0FmRnhmDz4tg2u6G3SOA9F2FwU1J6Up5Od0oyQTVNZ0q6aanPB8EnwV+rRffYlrB/BDMOVJhmkvtSqwtIbTQJJJuosxyUf1tnCsqAi3ytKSsj1UZuyKjnkRlCeQrDu+rJRpdfVN+ss9Fq9/QTqxxdjCxzPxeL+iOrPMqAikLzjEGxaqmnV1ArsJWtObCxLySiAiCrfkMMDqpmkmvskjWLzMeC2gnwNnvLA64L/ErvmykByGyOcTQXl+vhJNHHOJHvR5ME4+lMQD29gCq1Cja2NrC12cdqty7AvyW9zbg5qlaEqWiOn/MZcDaaSw+ds2kqD3Yq5vyXfVk2anN18YpCKfc1Zjb70LqhC7NpDtsEraodYbq7rOXB9OARb5Q5GphnzTV9XNA0sFvnc1JJh3snYgkbyR7ERzh48qaAk8ODtzCPB3r/MgbEGQftwbaY28+DNE1o6ufpDe3flYPaPC1bNDPz8eUpF9eTyAtZr5qS/Ce/vyquLV/UUgoDO0cqXdu93YXuCctyhst0JdmQC1i/ULfi60j4vOK/bY+wdjHqPB1cp2UTuR9Bb/a/NEBxgxv6U3Bx9LItT/Esg5MsN5ZZ+uaLVuF5Qb7Nc4MZSshyzSxVS9Fh/r5eQSViD+68VDjLVzuCXswkedtt1PDcrV28/MJ13NhdweZqW2yUswVUO2nl+cJlqjjIKap7KAemWvBTZ/LG66/hv/23/wvvvfce4iTW6JX1NqlWakTnp0gnH2GjVEJUmuA0HojQt9ttYR6zQ1eKEv1cxB9B31IGNwcz38tt5IPGinJa0g4gN+DieVfLdRHJdvur6Pc30O6totbooNRoY0G3RoK4BSPqhuhCmuUEtfgc46MPEA8P0auWcPOFW7ixs4Yr2+vY2d7G2tqqRPsSDRrIpOxOOgbTmI756WoVLXqFNAh+aLKWSCniZDxB+0bbSrydeWKn31g8RTwF6Ic6CC+BWG/2W1C262cvTNxARKfRijMixclZiFi8R4r5hPwwAs6L9KyPTz0LvpYzHYxevV9NiQuu+UeQjRPnXRvgc5qwSfqxhXEywzySJkNSFs6HU7ySPlnqfJoBF2ve5uke3hPRpvDeNNtotjpodnpodlYEvLb473ZHAA5ZsH6vrx2UOaddR8P0YIOPppVJE9SzwknLYKW6g7pt8abRtGJBTJo5+i6BgUCH4ffN+9woE5KnDDIG5QKLkhvS6d8p8Hj6oamDoKewiWN9mitQVZE9r7tef2kHwwaLAkSUGePmOU+8xw1TpTT3W2AySWRcT6czjCdT8WcazebCckyTsjAeum9ZeSor58jSRDHSaCrmhjv9Bp67ti7pZSkxriyEyarXWM2mfz8YA0fDOY4HMaYJMJ4z5WON+MTigENON9N8P1ObONsGgxthV4ftGdJEGD2ur7R16DdLYsImXYyRoskH/VGkC7GmOmS9IyNHaRzZTXGnZVGDAqvZbICzs/vY33sdjx58B6fnd7GYD9y32+aUb6QBoHUaarmqJcuWGSgNQGMGaMOPGOxJnqpxTYhX+zDIZSBbKuxfrpc0nYf5KOVpnzyF4/PeU42+l/ghuhmmpe2rj/+nPQrXpGDudjHzsAz+n/Z6nwqAQifNfq8rIIWbVmb/yw3Wyquc1gppNy/t5RFuGCGiXL6p1BWwHDSkdwksmjVqUcqoz8qozMuKoKXTXSmncdO55jtrwO5GG5998QZeefkWmjUuNjNZYLLIXFVjNrByIdUyVUZ6Tqg7pnXKJTHt+dbvfh2/+OX/G2+/9ZZsDrS8j+X1FZnLJKQuZDLB2u4qaqMpzvbfR7q+ibXnXxQPAzon8hSUfjU6WDoLex9U7+BhOhQvm3XLdO8PUW+g0+lhZW0Tre466o2+iDn5SMnQ0PdgNBH/jHYnRbcyx7MbdWzWV1DeuoHdjVews7mOjdU+VjotYZgEhNnnlinICi5hCIJIxgXJFnEIWLIybIqqGdnLHh3QtWRexmOmjopNupa/ZgzKEjgJjywCESpax6BW+ZTEVyV8/WIU45I6ZUN0nfmEyezeL0slgcVqGffA0QocsegXUTk3fyloX3obBTFc5Le3V3F8cizpMs9Fay7dP6u66VIU7TEfWTcRUgZOra77kr5DVtVDzRLLztNSHan4uzCt1ESVGrJGA2vr63aeBDWa4nGTOlYy0Rum12N6so2miH4Z4VNYXpfvG/Uu6gS+viZYr5gMVLkJSAYmDYBI6wJuckqZu7mgR7PL1eOqezcgS+2RmOQpOCkClFBMqOJQSSTYhp3EqYCLqYhNI2nHMIup8qCXD0OMEpJFGVNaxU9ooDfHjGwHtUp0Tp4ToNDwj4Cbr2cVewaKBWzzXvCe0y2VzqU1NuhU5xquW1hE4jUiguhoikpjjk41wUqbTAn7wajmiHEFOy2w4d/JIMXJCDifpHKe0XwubS3Y24qXuF5x9kd78qh9g35w0U2ZFitjrb1+Ll2gWUolpcS2It0GH2U02a5CDN1SaVTZYgqSDLVX0XmEns5RofO3GA8yFbbAcHiEx4/ewkcffRPHh28jjmlVPzMA6qfg6NPGhwWE4Vx9WiAbrh95usbWchHVqjt36PDqr5lriorMRZqldXJNS2HNCQJsZ/xkfM2VRQmBzGXn6xKIjwMo+llLF/bIp5UTL//9cjUS1/5PBUDpr/TR73Yv9CXwi+4eKQWQIhcwqLLINh29sDog8i7DhT4HS+9PgNJulKSevjkpYRSz+63VCdqNYpxEm2Y6mPY7DVzdWcG17T7W+jUx6JpE+Qalhwuf1G9CAZV7mwQARYzGEqFI50mEd976AX7tq/8dDz66LefExWEejWRQWxcZSTqlSJDGM2w2E8TRER49uY9WeYx6+SbGKCNe0N2EPXFSTGNtKCitW+R6cVFx51L1VpfPaH0uuMGQvm9JHyD2BFpBrdFDqdZFUm5jlpI1qWGRlCXtRHOEbjLDRhvYbCX40nNbeH53Hf3GTbRZE8jPzpIBVgDNpuYxwvp/an7segTCtDwC0gnvosyEIlMzNiKQVU1Kvsjwd0z/5AtcHinlx8VoIV+w9L6lBbMrpXLpgxvmfUMQsbjAwripkj50QfqYCfB0kUP2d3wKUyPahp4/tw2rxJFgi93y+EMFOxtr6K11cHJ+jIpZ+Xu6xO1MiiodB3NWXRAI9TXqU/Diwl1ujFK5Uo2BCuPrGEk8RJyUMB2VcHbyUWGBy1kaZYRykytqighuWmLEV69TL9NFt8tu433RJnU7HWHUJM0kpdtkXQmKyLhZqbj0KmJn7whzzoFFpOZYkuMqBV3Dg83ML4lkZBcK8FmSKtE0AZG2RuTGrL2zvDJM61G0JocpkCoWbGkwSzAYTzGMppjEkbAQnG9zqXhhtFuWflVqiqjzmpuwpGEJEvl88TMQswIxeSTwY6qGPcQkXVKlkSRBCv86llYKi5isGUHNGLPoFI3yFGsrbdy8sYUbVzew2uNrcR3gXBGNuWhLzsbA6XiBUaTTka+o/a5UFyPMM0G6yGmJ31IZA77huZuwrCxuWkmPDwZ+ZWC1WUenWRWBa5eVjmTGaE1vGxe7HavbrPExjhPNTr7eIGvHNWSIg5MHuHf3NTx48H0MBh8iXZzRMkxZiyB9792V5B6XikZnheA1YEyXx2hme0EGyQTmro9kcMX1xvUfReahOJ/T8Pdu8Cjpeo8QwjkWzkNnUHLr+cuAyLIHSvh5iq+n9ytj9W09W2Zg/JyW523h+hCsynryKQAoFE2JX0NwIZYvjnSZpHAojDKDTY1H+HW53jvzurCIS0WyulBxielJt+AWDkcJzqMSymRR7PwqjO4XJdy8touf/9KL2F7vS/O+fr8jFuLiGiobmef9tKcMN1XfYXRQqtraD+mNQs0JGQKkePftd/Hl//b/xe2339DOtTKx2EtClTC6/1iNB6OKUoLV1ToePDrAYnGGenUL0XyKk/ECp+ORMCYuolMBYkVFbG76RbFavYEWKz9aPdSabXVXpb6g2UCr05TSYUbHs6SBUVzFcVLCIKWXSBW1NEWrVMFqu4UrcYJnmxF6rQE+e/M6tlbKaDLP7ROyQr8bWr1bOocbgbRS9wjF9Ru+cOQiLtmAKMJMa5gcTrG2tpZNVC371pytuDNOWbJevlCS7vdF4Zmx+WYWRXE0/55lc3x/MT+Ta1QRloFsEst3CYqkVNFSYdlCw3vC9wz8CJyq1fH4w8yCi0/KF1Udy9yMuRXEMUvQdeNlOrAATKwKic9t0pCuUsHjvUeI5xEqVBX6qP+Yk1qOpMIjT5daaTH/LSxFjLREjYClDL0Swzoti+GdtJfQh2iwCJi5SU4s0uUoF2+amjUk4o9N4xEs0OJm3KAgmCCFn7OJTreDXreHbo+NNfvC0sh4YnuKlIZ2DbRYBk+PGTIZrJIzZoJjkYCAw2QaxRhPIyxKNUznVUwXrG6pYpqWMYoJCOui9+E8IchihUqL6wPTZ/FcdDj8cKfjIaa8Fc0W5hTLMqDIxPZ6TTjryWZQBMoNkKlj9uViKwztDcUy9ZmVLtNgzxv4KbDT/kqaGgB1InP2n6FoWa8ZGYubN3fxcz/7LLa3m+r2TDEtY4oZtVyRCGpZvUOdicZRyq9y7SHbQcaHhKGwae4sJJuaev9kY5fBBD9eRUJ+1BYL6aGztdrBle0OGqzaoVMBvdIoBJWqItXuyHUwLxQBO9ZNmVVRrLybzc7w6MkHePDgdXz00bdxenoPpZSp3Eg8fVwE6rNI0zSWGvRerEuBhVSnLTXoc+O18OGmbZpO1nQ81/CsRYY1gQw3eWd/JQXrwCEtAhVZv0TQeDnrkb8+9xCv4svn4GXzdTlzcPlcvqjvdJDiAMuZnWWGxfuXyXsZk/SpACgqADNku5Rj45ENILEhDtCoqOQvByjyukt9CrJcXrAZuLkUbee31zt4dDrC4Vh7wIianNUU4hVRQa/TxZc+/xzW+nQJ1S2VdOxUEKnOBCGHrTkXJ4EM7MwVUClBP7hgaRoL+PD99/DrX/0KPnz/Xcvq5qJNKvhdR6HGT/rvZruBRruOSTSWzaFUXmBKQanW5UlPHaZUOpW6RGB0U6V9f435/loDzVZXFvo6gUmzg3KtpaJaQ/pcrGZJCZOkgrOkjLNFFWeoYEpWgwsYK6AqMbZaC9yqNhCdvQu0InSaz2tvJYq9svoUjb4LqS6L5PWe6L/za6ObrTIHalomqYeEbdNt88omvQpHJaIh25ZRtPnE1YUi0C+IZpQ6J+qeGjIOGFnyfakzoSuk6E349/SIGCZSTST3wRYY6icIBLrdDjrdrgAZH3cX3Y5/9CNkBwmYanUF8Vr2zeiNLrQXhbu+wMl1Ey0K3WVVn6ImgFxkVTS4jJ6U1bPfO40tmiWfLzZrvBmhDVAZ/xapZuk583hQLYjOKRVM5mxnfrf5QtpxlioN3b61LwqrJnw+uY4snoyQTILPbKXR6hnD66TjJU0JGGqYTbn5L7C1tYur165jY2NTNG5SciupwSkmkwhxnKLV6qC/soaNbhODWYqjwUTQFMHpojZHo99FQtZinogeqBqVRD9Ghor27HxerdnBZAF5kM204Z+nykrkUhQksypmNpig3Wyi1iRQYlsC1vzNFGg264jjCWbRCIs5K/PI5jCvTBMU3ehls2UgI1qOBI1WHX02z2xWMRgu6J6ggEY6aKeImHZy8EiHWmEwlP3zk3W/koSvbRBSYJax0GLKKr2bWAGXoDJP0Cirr9RmryuWCvWapkVr1JAsrLlfbS4blmia7EHGRstsfe1msEGfpPu4d/8N3L37Kk5PP0ISn6BcVo1dqCkriP7FgI4Dj+AlL9nmWkvBtzfucxCyrHH0NIx3EHaRra7jSaAdZICSFNZ1d4TV7uJFFqNk3ihqUxA89xLmRtcr0yjJUvz0oMHXm5AV8c9TWEucMl0COVn1bPYcN+bJf38Zk+IB2E8/QJHqFUPChOt2oUKqKkyPLOcPn8agZH9jJYr+XF9c9clO6i+klO3qehMH5xNRsfOUpPvtglF1TTYGGrq1W2xUx7I+radX+s2XWa8N9DblCxG5cjORxTv43M4MPX70AL/ztV/H69/7FibDMwU2+skLGdX8hPVn6+sbGXMgNvrpHLVWAy/efB7Ndk8WeW6604iCuLpZu3NCkhIna0W/jCriUg2zUhkRy6tNCMqmd8yLD6cJxqhhUG5iVKlhKgsAF5gIDYyxXotxa7WMTnKE2+9+H6trW6jXYhHWxozuAt+RC22t8o934Qhlqi7U5DhhOozUfmgL7fdbm/HNZaNSsJtrTRQIuTeIq++1lw3TBTLGrJSy1aqI/woFi9pcsYzpVPUt9Bzg5yEbpHoXdnqlziCWqL2w8WYmbz/eoQuBbv7OAFKjUa+TQeA5X8wO+SIUdlql3wRTd3ly8+nnxb9nZMwxRa0Pq6J8oc7+1ktmbRyqC68uqL5gu8aoYBfgIMPmsxtVSarDqHjtXWW+IAJu7W/d4v0yYZ810aPMWgg6vp7PQYX4kjYRTUs1keg7mp0gnqlXBd9/xs87mmB/7wB37nwggKXT7WN9Yxf9lQ1MkwQP9h7hbDbEtWev4cXPvoRbN6+hWW/hwd19fPDBPUzPJ7hx/SY+/4Uv4eXtHcRkXqybtQu6RWC9oKcPy2a1My+fMow3cXTOdg0TYUdpkEgNzc7WpjC152dHODqeYkamhk32WJJbY7NMMn8EXwQac1RQZzIS62t9PPfMFdy4voZut67C25myimRUFThq/xqOL42IrarIPHt45lI+zetqd4Nu2oSr0pSV50Fha3khNvfdegtrnQb6nbqUD0sRI28HvUqwQKOWolFJ0axol2NN5WufHh1RXHdmGA6OsffkDh48eBf37r+J88F9zJNjGvGrv1FenpkBkEISNwMtORvA5zWqVemF5XPLx05+b5wVTZZKevUeKjtYrKJx5sU3bvVKyo0Nwz3MD68McwCzzHY4y64AxQwMnwJOQuYk3COfprMJr1SmrzH2JPy56jSfrmeRFM+npcyYhyBeyV/mOpPLbu4PA06WHz78tXzYVN6ZNbO8g1ZCpAnWuyXsrtdwzhw2hyNzxYZkDw9PcO/+EXqdq1qZqtgn83WQ/F6wKXIzpUaDAEUGur6VCj8FSVcxHJzjB9//Ll77zjcxHQ0UnGSR53KOrzhIV1dXpJcOX5tRI3PupLdffOVz0kVYxHpRjMFoijm9W9ideE7WhyJVmhSVRa0/SFKcxnMMyb4wSpIoq4xo0cC41MCEEWipikSo6hiVdIoWwUl5ihvdCnbaJTx591Xs77+Bn/3ZPwSkM0QR30+viTVxlosl2uHw4wSyCC+FVkBpTcwotDN/DtWZRELxZ6xLwJYx3aET1Nkm/5+l81yNn23s7J8xkdfUlJG6SZJVkjLZhoqEa9IBeZZFXgRC+cKgUQRN9FAe++lfLDe99DD2J/BHKNxiTwfbouB6Dc2Lm+jUnGn9OV4lI2XJHokRPFgpl6fNPq7XDbUOtWYN9YRpvlaho6ozSFIGaYv1BRsAbvoEp1YeeVHMpyBImRpurjmQyU3Z8mjQ/SOeehXtumnqySPWPJfOX1ZqNbRbbHKZYDw+QZpOJb0pLr4lWqZrqW2nv4Ot3Q4ePXqCJ4/2sf/4PYzO+lhf38SttQb2Do+x98Y3MXv4JobP3sQv/MH/B/7g81fRnR3gf3z51xGfv40vvtzBzY0+6o223F+xHZC4RYzaha1oNypY69XF4G4Sl/HBeQXfubOP2cEEJ4eHmA6HKKczTM5XsbHWRxITVA1QIfMiBmUVlNnNWzQRvNZcOpsozZuolOu4ee1ZvPDcNnq9MmYxU2kM/kzbYfyUAEITQavsKO+ZQ4Ay9/45cv1lNVRoK5ojBVCdOkWvFbTpxE3xrbhzG8NCcFNVXxlW41B70qAYVhtOiJiX2jQWAMyiKYbDE+ztfYRHj27jyePbOB88QTQ7A0qRlnNbCvXC2rg0lHNdiRdD6Hjg35IFDfcGH8/BjMw1cJl/iHQzLMzNUA8SBgVSaRcwIxfXcOh8N/fwy/axnOmw+4KPBymXAZRl9iQ/7/yCLYMOr3CTf2fzaHn/1SsjgPZjOin/VAEUX2RDeoqHL4zL2pRPAiiXocRlQVFe967mSEKhzWNpbHVlpYLzcRXx6RyRNcljx9zhaIK7dx/j+Zu7aNRZPUFxWwWRdEf2zVjBBSP5iKyJRZF2NrpxSPlcVXoQvfPmD/DNr/8WDvcfqW8AmQIK5QykFGkGg1r2WUlXiguveIbUJb3B9M3VnXVsXVnB8Sk72k4RJYwQ1UqfoGkysyqDBBglJZwtSjhJUpwvWLLMpUMFtWyQqDlonhlVdeRYJuik59goT3GzW8fNtQaGe7fx/tvfwnS0h367hkUcSVt2msRp9Jqfvt6PpYmmoojip7S9mukm7V1BLQEFgIn4cMjr+AJjaUJnUDynJKXhtgBpJkJFx7JhVFTgG0W0gk9N09AUcaWwCHPmZVk5oABFaVZdpPge/r6FUsBggod28E8/3Ob68v4YvkzJgszIliPEUoVMMZRmxZI/AhZWxaiAVClsviZZH2F+xKhqXhD4Fd+w2KTQP0c4jwpzzxbz8Pnqp8LcvYIRd91dtslfnsu6OF4U/Xm6yBtjMiWyvEzLwuwVFV4lsXypRfeSYDo5w3R2jlGd1UJsF0AmsY6GXbNGBWhtdLG18SJefP46jo5O8OjhHoajx1gh+L+1ja2TEs5OT/DWN76BR++8g5//A78gpfD19BiYjXC+9xZmJz1sXb+FSrmWtQ6gyaM7EbPcttuuIUpKGCdznA/o35Gg12+jnK4iapbx+P5rePLgLQwP66hK/6QE1SrTXRa1s3s1096SW6Peq4l00cS83EI8XsH4jF3TuyiVWc6vrQxknEjJs/rqUEZCVsLraCWFKNdc+qTLViRpVlrLi8eNdi3m9w3pIqyOrjqtM25DBi8riWpVtXGQlBa1VLNY1tHZeITx6BzD0RHOB3s4H+7j5Owhjo8fYjI+wXxOjQkb7ykwuXA7PyF9etneQLkW2U4fz5cCCKtoK05bFePr/FhuPpsDfz64/HiFWfjai0v8S3wtL55D7r2ia4NbXlz+mQtgK0grF1JLhc8ZBirBuxbAijrrZf/O32353fGpACjisZBZ2tu0kM2FCTgb9NZL51J1sv1XRJGM2ky7EJjPZkg4vOhZvjFb5NTxsV9LcGuD7MIC41NuVpqioCHWwdEAx6cjbK3T+VaV3VyAPG6Xccx0AyNEKrwzXwo9Ry2XrIifx72PPsDvfO03cJe6E4vEfZEnw6Hf54MpdwykYE71D+fDc0lLMGqmzfrg7BzJdIZWA5KKGo5ZBRQhiVlBM8eEKZuIHgr0OShjNK/gbF7GUVLGOcWvAkZyIZ+aDRGyzFBfjNBLz7FdGuFmu47P7PZRHe7hrdd+A+eH99Cuz0UYm7KiqaH3UqPGjAowsWQAIoMxnk3WAMNwM3YDMf6cIIyCO3++zmLt+hnPZloSKtFOXtUiHU6rZTERk7ROXRmYmdYkyOv3pC1BD6fnA3EWJsXPKH9wPkCSnGVpJe2VREOlJDdQsmhRN9YcoOSbenG857npDIIUqnWWFxZd/N28LLeOz6hZY2EYJY+HIwOsZAcqotk5Px9gaCXGIehYpoedzfCGZ57+UqGgAgu+nefh/eyz4CEAHl7B5mZWuZ232uW7l0ruLpt7nWQBiUSkVTRo9kbtAFN9rGLxBTZwXM0X/HxYafWDzz5z5eS94/kbo8n35EYqmynNwKzvFd+r11nF9vYann32Gp48foKDvX1hXlg2f3VzA4+aLTx4eB/f/NpvoFovY3i8h3m7iVe/8TVU5mOs/L//GLa3rkhX8JqkVhdSrUJWggvFaALc3x/g9v4U9wcpTs+mEhCtrG6gub6O06MfYHz8WNIqlTLTuHPMo7k6QluUrm07tEtPuqghle7CNbz5+ke4/9Emun22QlhFvdZGtcbqqJZUSlVYCk5NWqUuNvDJnEJZpq6ZHmVQ4ayBaoA61Fo16BVFYELPI84pZYL9gqutO92MEgn2GKDNFiNEswMkszGmoynG5yMMTs4wOj/HcKhgcRIdI4pPkCTnWKQT0Y7IWAg9iUx6J6zqxzFqoS7tQnrjMkGqO7gs7yfBv2yN8b0p9FDJ1iHX5WRaGg9+g3RLmItaqii9DFApWLF1JGBQLgboYXCXlzmLXUQwl3wjLaZ7iuuPrxGZj1AQZGVzzt6Jwu1PBUCxFSdfiEUAayWxxiQIeBCaz/ro2I0IhZcsgqMezU1usv4lRh3n4CSP3rj5ctHyPCMXj0Y5xlYTmK61cDRWgEJ7e9KzB8cj7O2fYnfzqulX8ocMFYm+tZ22psJdaWSLrZTHpnj8+Am+853v4O03f4BoxsJgBQQhJZ7NTfuer6lfY0nvsBR4/+gw67MSpSnufXQPb/3gNjq9HsoUv5ZKWOn30J4Do2kEVCYo1SNUYkYz7PeTohpbhw+CQc/dezmllFvMRQDXL8e4hggvtBp4fncH/dIE77z9dRw9/D5qmKBebkA8HsmeuFX5MhMrcy3P66gBXi4C882Oy5wcXJwZ7YnGRgWcJkGzzVlVZAR8s+lEo0Rp3a5FoFImWSmh1Wyg3+9a+/LAt6BUQrfbxvoG/ToqGI8nWFlZEZBCncnBwRFOT0+lsoJMioujc3aLazh7JuWLh943+94qzYrD3TbspXSEbs5FxjC8/0+rcPO8tYuEV6MVYdfSIPUl10WE5grI+HNpMmbplVDwJwwExyIBGcWf3MRrLHWtyu/jiOOG3bDToslbEDRcds4hhZz9zkSSoStn2DBU0nsGxsWBltUdQU8gEZOGf2tGcrp5q2Nn1otIxrQHOWGgo9clZ3esrDNb3Mu4sr2B06Mr0m5icHou1+2ZZ25ge3sdg8EZDo/2hSEZDYa4/d67ODs5RRUV/MyXfg4b61vodbtyn6htarSaou05OBvjV7/+GvbiLlpbz2EwVba2zbHaaaPT2cRgP0W7z4q4CdL5NKsa48SSFi9s7mS+NMLgGi6PpmWcnjIYok8Km1A2BaBUa21Uak3UhD1SdhBpHYu0hTRtoZy2US5RPFxRXxaybKLrIoNCs7Va1k6BQYNY9HOEC4Bgp3NWKk6QxCMpC54nRxiN78i58/WExaMLMh9SKk+gqOXgKatytNmBlgZLiiYYP55azETYH7NBhoGOA1gD8vn3oTeOr3eXHd4lK2Tnl2a17FlagMF1SuCa9cFJvZzZ/VEUZV2wKFgW1+tnL64F4WJaytgebwNRBGCeviysM1mpsa9RAaj35pZsf5F9rDxQzv7E1ZafFpFsrhi+OEDCtI9HnUqoa2ReoKGDltRLZQeFaFZwjXZnM2Sqf0CpmGTIS4zSY/SbwHZP3RSH0yamcRkHxxFuf3CIW9c3cGVLzcKytIUNuMxp1KNiWjwz+pDePFWcng7w2g/ewDe/9W0cHx2hzGqAQHyVXxb9fD5obY7KRsQKBOnAa9GuTtoUJ0fHeOv1NykkQH9jA51eHxtba1Jh0os7WF3vY8JoJooxnMxxNknQmpZQn1ZxGlUwYzSVlhCbsZtaL8/RXCTYqldws7eBl7Z62KhH+P5vfRnvfeeXBJxIZ2UpIZUuQnp/nCq1yyOgsHCXbaAH+WD6J/jG6jdMm/apYyM/u5SQ8rVskvPgQioMiqVB9NZrCSM3MjZuZDuAs9NTnJ6dqvEVK5F6Hdy4cQPtdgv37j0U8annllla3Go10Zq0MJtGGIzPZayKDsQ8PDRa0SoHNZbT3KyOA3e5vUyUauduC4mmRay7i99omxsZY+DXwxcMb044L6Ztjo/ZwVUryEKWJOuqTI8Pc95dFvrxCNNDskFxI5JSeE1vZQuTn0vwGS/Lufu4Dj9W9rOgCiO87/p88xCyyDVJuMi7N46nkFyDo98TxGQdo1l1s1C7faZA5XNRLJ71Fcr9WDz1QsYoZ5iyExU29/r2jqQAz88Gco0JTDk+uHGfnp3g/Tu38d7t96UJ5qNHh/g//88v4/uv/gBXr17Dxvq6gFya0jGwGExmeOfDR/jOG3dx5XP/O15oX8c4Vq+UaMFu1l1cu/kyDh+8ivH0BNXmHMlshAqNJi2dkq0veb5aNxbTlngUjXSIxbyMISvSZaNkFZ/6x0jZfKqOJOmiYSwMAay5O1ojPa2oU6Gyd1fWFKp1dA6jNfk3i7HJhMyA8kjXbQEDeYPNvJBBu/uqnstaDZi+T1jGoHGjs6yXbtoXjmBtcX2Gg5Rsb9FKn5zNXH4JM+o0h+H8PXOmZOnp0nBSpzbHWD7gCzIFpiozny1P9fD3oWnkxWBkGcBrI1TzV5F75enN3JDRReg+3vX1Lte0KPspkzq7lxp4uzt6HnBFyynin1qAsnQURTl2EzPttvYoCC2NC6wDFy+xVXsaHaaTVBgv91KxsEP7gfD7EhaMumszbPcgtGtMT4SoivNhgvc/PMBnXtjGzkZLVPCStZCgxgycZO2wzYAWz8062h32MqlgPJnj4ZMDvPram7h95yMkowkazC1brjf8/GHenxsPF15OKP6bTpy+IXGwSZ6efgIpMD4f4MP376B0/x46vRXcuHVTGsStrK1jbWMFbQpOF2VUNhoYx8DJBDgcAWfjhQjqZmJzTY1KKpVK5WYT/VoVVzplXO9XsJIOcOf1r+HD134Ns5OHqLQ7KNVbwfrECxKKvHJzvaxKOr/Bulh5xLEEyvi7Oc23vKyPKR7ToLh2QxgAKu9jZUdywyY9Dd4jmnxxk0jiCOfnpyLyYyR7/fo1eZydnQlAWOmv4uxsgJOTI0n58GApMgEKPVa4CJD+T7ONXDss64ZnrJ30RFJg9XElf95uILeVyv+bzYXgawhUPL0UVhtwPPDB1vJh6aPeAmWnXGirTTMv5qp5uB9E2EjN55l8n2mOl0V2P9zcljlqPg8OFnIWyeQQ2UJMMMLna5pO/DGEFeG/eZ7un5SXVuvPVFTsnzczdSsTvOjnyyz8CVCsMaL0pDEw5noEgY1S75mi1IeUKD/33DPqoSLapxk2Jpu4ev0GPvf5L+Hdd9/FaDQWlnTv4FB0LFGc4HQw0jYFVFdwzlbaGCVNdJiCG01xPi1jMovURHHOflYtoNTF6dkBeq02yhWm76KlNnW6cYTpAk97qfkhN/84r6CjAFY0biU1Wgw8/9UZVAUlEnBUNdTI0gC2TjIAUHDp/kWqwnJ7hcwRuhB06niTR6AVysZUEFEKiAo2Qk03a1O9ZWbuqYeleHwtyUCnzAnrdM/5mk3Lp1ek+IYuvnVL4/3C2LciibCahoevf+E98k7BF9NOQTrHdF6XlSP797onyJtlAY18zVw7gvO1zxlqX5bXJq5x6tCYd6t0BisUpXySDuinFqAsH7myOswxq+uiXy5ZoJhzkz7nYfrQF9dAlBT0nwmBi6J85qGV8uvWY2y3z0VcN5+XcHBWxiSq4N6TE7zx3hPcvL6Bnc2m5rkpzedbz7k51cTMqFYvo9NsoNlmR1cgmgMHZxO8+vYdvP9wH0m1DVRGiKNz6bLpDQ4LG5QBKW4WXEDFvpqRf7crgi9WCHHBT6hBANuRN+QajAdDjE9iPH70GHc/+kDs8n/mZ76EfvN5jA7u4uxwD71OD63OCq40utjptGiTqznsRRmzhXY15QbfqNHtkQ5Pp5gc38EH73wT7373K5iP9qX/D9MmlYLWRs48r6XJPLvCJny6wDknrYsWvRl0AU84QUzPU5pr9ZVUz5iLrC48+b3z0kAfHdkYsRQSq1uY6kqSCFE8lQ2qu9LFrVs3ZOM6PJwKUGm3u3j0+BEGg1N5PRrxycItQsEqFhFBQCKpJl5/30h1swyid9FtXFwAdKx6JGRMUKa9Wr73Fxfg0MVSwAjTNN500tgUz4l7ajNLcRoY8NcN+9v4OWkDQV04Hajo9aVgMe82/rTo65MOjlWmC7zE1LViGXCpVLQSyZsZmh6EfyNNDrNUD1+HBmx6vUXfItoW+5kzKtaw0IEJ1whNGym41DYK/FttrSEVT5bikevBJpliqmZ9qgwQE2DxtXk1WG7OezIlO3d6ihdeeAFf/OIX8eTJE3znu9+Tihv6jhyfn0tfGRIE4wXQWNvBLO1hUt9Fp9vDJI1xMhrhdDREm46rnSo2Np7F49GBaJ7a7VVEk0PTdhXXt5BZyFhkH2+SwiqhLcyfKVqFEXCtRJZxtd+ZlspZvkDvJe+z8AcNLbMMvT3yACEXzWowIePTPZaMWfa5ox2kZUGwEXYR2OfHsrD0smfk8yVb45eYTN/Ig+8uPRT85vqS5aKNzPzTGgUuzPfG5xMKwtfAZHQRmFKGAMReb1k/40fOqKu7eli9c1lqNRSdUypxWdBU/N73WS/XD4LmS5//KQEoyyKh/KLk+TW/aUrxh2p91zwYAPkYV1kBPJf0JNBFUqlIvl+jDPRbRJRTJPG56Fv25mVhUm7f3ced+1fQ7uyi1qTlNO2bteS4wk6ddW3Kxa6dfL/xDBhMFtg7neLB0RBxbQX9qy8AJ3WUh1Whb1nVIyXJ0qk2F2T5QsHfcyFsNOvCiJwNzmXjqDbr6oZZWgizwuoE2bxZxhmx5Hci5Yk1is+SCR7ffh0fvvk9lBcJGnU2deuj2erLV/Y+qTBnXW+jXKUhHb1UYhyOznCy/xH2H76Ng8fvYT49FGaC0Z7qACxyKt7QTIfl+hy/Jy5k81SH/17t663XB3/NnHVJJyHLgTmRyViE48Q3bQEo8pbZ8q2/t6iAOXP2feLizIWj1aEvTAlnZ6eSfrt65Rpms1h8DLa3t8T7hHQ+lfl8D3X2lN1aAIozF1HEzTungD06D0FKeHDB0EaYTA/UBWRIB2dSyeKLcdFDwQW4FF+zIsfHgqSVDKiFY1lz3UG057S62KsT8BYrb/xvwnN2EyvVp8zF9XR5fv5wVHu+EXg0qNfHKtpqKoJ2R2lPMfm55OyIVwkpi+Kbm//eSzxrtTz3rnb61j9IdCgKkLS7sr0HIwsKdZe8K3w8st8Qe9do+baOTS4R7mTLbty3bt3CyckJfvu3fxsffPABrly5IkBowr5RnT52dq5it1ZHr14VwDOcLzAttTCatXGS9NFb38S0MsEgmqPZ7aO7son1lRo2238Q0WgPg9EdtNigszwQPcfyuun3QtI24X10rxqzQ5CfG9u3XGnGtXOeddE1o77MoEwDCGGRrBJIlQpaJCDEpafFMnySt4uWa5w5WNv8yFgsaR+cGaKJ08pSCW6+sZtfyScYIeZLSyAEt/MPK/DMXeep3Sae/ougWs/bLPC6kn2XFgUXtWRp5jJtXZWFzTKwaeNVT1tNo4QV90KA8P0uAKTcEMnXVU8TXfRDKZ6/6/78q6cH9QmuAb1YKaSs/qdFg3IJOPFDb0J+80L6K3w+raspeKUO4od5bRFxXvI6cpNUP4Uq3WO5SKdTpPOh0F7c+PcGHTFt+t5bbbR7ddy4vo5GU2lhXRR5nmqRzBTJdAIMRgnOxjOcjmPUV7bRvfEKopMTNFttrMzWaI0p0T3TCOMRxWXcbMki0J+a5cqx5LyZq+30aNldk9Jnvgl1CAlbldfYhI0N+RpgU2Zaw8umPSctrCmsg8eP8MZ3v4Hy+ABrzTpmZ3vYo6p+PEYUk51hWSjl+VUrE6aBWSJOoOyxkkRnaDaARrMq1vC8XhTazclmyYZj3gDZdc3ZE7/OYURTeGQZn2AykJ6d6ybJbq6MrgkUeHgDNU+BkdnI1VxKPDOvrZGzTub19XWsrPTEMyZJE4l4R6Mhrl27Lh2WHz56go0Nmlut4IMPPsTB/pFU9FAYKl2bJJ+rAEerrYpOkjwXnkdI1erYyhdFAX3GiPH1zs/PMRqNbMPW1MUyuFHdgfZu8mouB0Piw2M6Hy21zSOswmOpHxXPyDcK7TWi9y4sD/Y+WFkElm0MSy5xS//OFlKh/K3aRMAB3Ty9vNfceNlrxarbZMMSm3KrCsoWZk2pqQ+Me06oF4zrG9wXRl8jv5Z8Dx0z3Ew0LaRdlMm0mKmWsSn8nRsvuohbNjX5uFpqK8BNytX1OolrbSnF7u4O/sgf+SPY3NwUy/3V9XX8qd6KlPTee7SP1958F6NJJNouGik++8zLeOaZV3CjeRWP4g4GZyeYNFI0a+zg3UOn08X6WhOHNz6D1159H+0mSc6WukYvBWC+dlEMTbCX++NodY0291uIUJXpKtmE1EM/m525+FSZTT6Pzf4yIbt5p3jjPApk+ZDvTcvnWiN3IlM2R1kqttZQrVURCKpdfyHvm31Z1pDoBm9VZJ8YwV+0pCgyKmFl59NFsuIAw20hS+MWW7DIv624Q7U0ebCSpVLSosO0rEesz86mjI7n5XUjY1us3UMu5L7otVK8TpraCtdcX1/9/Za/yvtapZF+zdeS/PrloCX0R/qpByh+FPN5eV7aI8DLaKnwcVm3x+JCH5Yl+te8eVIR8eskbIoZEdML51JqTOH84XmKH7z5BqqVGOXaz2J7a12iQcl90wOA2jM+N6HVNd0bjcKvVNBdXUd7M8HjWQPTsxOU0iHarS5qXFAXMersQFoCmrWK9ulgu/JFIr0q2p2WCs7LFLEClXoLEX9XbaHTXZP0B8u/yLTy3El5c5NutzpYXV3Hyf4jadlep0U6zaJWephNhhiPIpTmEZBOCkxUNtGwEIfKWoOIXUttRVaclhBFNI+yTrW2sQWxQABWimZkXjbo1/yy+6qUsE48OtuSIVIzu9zq2itSNMVTpGxVFM3eK+weO5UKnU6nhWk0wdngTIzavMfGYDiQigxGw7xet9+7bZF2DVE0zdJQvpiG0YdWUKgWqujlo+yOP9d1FfRc4XF0dCT6l6yculpGWq+pbtGvoYlEw3GejWsH1pb3531g9YOzU5flzP1wCrqwYVhrAdeg+PMkjWhgTFIh9jJ5Ljxf7MPX9dfm9xyb1HgIqHBNifhr6DXxMmV3+c1y/6ziEVGnsieeV3ehrD9X/u0PX8zJsPDvzN2TgQNFwgrqTJCcaVj0NSkoz64XI10yJr5Bc85J6sg6bJugkOfGcXLtxlWsrK1gRvO/ag0vvvIFjOMFnnzl1zFgu4j6FqJKFzur67j1/B/Ac7dewHncwr0HC+wnZRxzvM0TjKcMCIBqq41r117Au2+tYjo7xPZ6T9JOyqrmTIdveuLWGwiena6XPiquszDdHdPCYl5veg9JsVJTw/EajJ0sFWjXQEV2+tnF6LRQJeNsjlq5S7Aj56spWfYWU7awWH4r1TvWBkG9RvJ0WvjczI33h0gvhGN+GdBkG791mvcuv5cfGtyxs3dYZVdgM9zwzrSEoUaEh5aDByA/sK+/DPDw0OtvUzwwdPRUUtioMDzCcuYw3acxzsXAfDkQcj2gF5SEe2Vo3aEdmj4lACUbTFkVThH1epXEsjtnQVAkEy/UlFwUH+kv8l1zWcugb23vy8VJxF8VYSW4cKX1MkqNBXqtOk6HMW7ffg+1agmf/cyL2L2yg1aLvgL5gJd+F+LOWUZ9UcNar42Xbuyg0ergykYPB6tAfLqOyeAM5yP2eomkLJDbTMyurAmbbrH1PA2SmJduyyQ+H5xhUW6h0gCqyVz66az0d8RYTHwETAiseV4uuGUcH51h7+BEGqHRfPr45FTKBtlL5vT0xEr85ArYv0PZpgE5VVYauNCNkNePanVv3JZfR3+1Yu431zDYfbIa/cKEDF7EJxzTKuIiG/qgmFeKpD1iVg5oSk3suzNdTFnKhw/22ZYd6HSawp5wgjNKnc9j6bL85Mlj+f3W9oYAsFa7hc997hUMBxO8/tpbmExmGXccjhcHKf6ZudmG48g3T0krtVrS7LDX6+Hw8EAEucX1xYXF+TUMwUk4VyS1JfchZznCtIunKpfnmJ9zmEYJmRO+j7RPMIM8blC0gufP+Fymp6SLblDOWGBLAoEqwYBrDfwa6HN1AxOcIA/dnHSh1t8p+1FkA7x6oljNcElEW6h4yAFI9hBAdFGHU4iP3AvCnWCzasM8VZWnlpx9qqK/siJCaUbcJ2dD/O63X8Ob77yHEud1lQ6zq+it76Lc7IlnCSvmhosSTucQx2ZZ9tmOgszDooSruzfw/HMvY//xAL1uDf0u21ikF8rLtV1IMZWg7J76MYmlvOZS8zkZrnvSj6KMinQr5/cW+QftDbIcjkpVMt2IgHZraZEBy/IC1Qqr5XITzlA/kW/Mei+kioebsFTBXBb9B2vGJ6QV9fcO4lX7GwJ8FZfaZ16acxdfyxiRpVq8AnslAa2DeZ1LRdZxkQE5+V60IL4+KOPu12dZQxTug5oeMq1LYBi5nPbx61P82eX2BSFAyttWKBsUgiIFVsayyV4b41MBUJyavbD4GpXn38vNtMmRlwKGSbViIC6285eM49AASP4+FDDZRiy6BaG49HekpEu1GrrSVStBp1XDSquO42GCO7ffw+DsFC9+5kXcuHENmxur6vCYqrMgvzLqb9RKWO+1sNZt4/r2Kj53awNHL+/i9OQMe0+e4PGTxzg+OhHKP5lNMZ4McT4a4Xg+QaM8R7fVQGeaiuHY2fkMMZoosbInmmBOi+tKD2WmZYKmZFyUBG7Ec5zRw+F8KBb4VOxOByMM2i0Rj3LTmY7ZfS1IgwVGYuHV8yjKJ61P3FBUWUxrBNf3kpVAhc1KS7q/Tb4A5VwMF+MWqyxcrBkAFApWZawU7neeBmFkeHR8jGQei+8J72eTfUNEOMtUzwkmk4mwTNQW3N97KBsPhbMPH+4FFuoG2JZ1UkH1kfZ3ySMcXhcCE7q8rqz0hT1hamlopmp8rgtGPeJ1NmYZnBQvqIP27IZlxllZW/an0NYyNhwsSE+iujAcTFtMKL6OYhFWc1zIRjeeyHwkA1Jv1FCl6Z0ADO+VZEwMwYC9NrVJyloURYAORBWI6EOzDSZ8rVLboQAnBA1ZSXdWJpyDD/dTybQ/rltxzUpgPy5mbFIZFAAZMi0mmM2YFR2cKHP+itCULKGxTSEgkn42+pkkddRoSI+cs8kA33/jVfzut34XJ2d0cGZjzxlqFYL5Jsq1JrvLYBiXcBolGC1i3RSy89OYfGtzEy+//DKiyW2gxP5P2YKV9XTRNcscdQsbim4yEtszkMgMuJb1Ef7Qah61F9ISVdef+Ergl8aj7LTAhui5sFEptWPJ3ICsTeVsfruw2e4vP7eCKdWgLK8dtuznAz+oWvokgCKAhJ/JP2gGLpzFyC7nU17LwHMmBr4Y9GZrkQfTBjTyMVouPKTCz6qhsk9lDJZk9zMtyVJq3AFCwQfm4l7o/w4rXGVuBGaKvk8oYM/nD+eOtp5RnWzICOcMUN6t/aceoHTaHSnFDRGu0PXiEaT5/ZAp0ehPzZfCqJIDQSnHUCYZqtWdNgkQuAYA2aH3RXsNkPYX0x1fTbkAVUro1CPUq0C71kS7VsHB6RQHjx5gMh7j5OgEL738Am5c30K7y2i0JHbScaILo3irSifgMla6PeyudzCdbeP8+Ws4Phvg6PgMh8enmE5mUokzpdvi2SEW0zF6nRbadNQsAaM7d3By9hjJNMZ0mqIrufQ2yuUGUtGRaGdTdg9lvieJYmmGVq/UpAneaDhGaTrBycmplN8ydXJ+choIyCwFk60CF2evPjX3sAkjiuwvlvCji2F9ZcsnSq6TkMqdYBJZ0Kel1ixpXmqwpULVWZBy8fbhfJ08aqeGhaJiimI5IfurPezubotNubcqoAbh6PAYH3z4kQLMZI7xaKTCwArLvPMUz/J1CdOMPmbF1rzdFv+LVqst50IxJUGoV+IsG7bp4uNj+6LRW3hBsxLlJaD0cYfqhvJurmLxztRgmakwCwqCOeJloPJ8S21oesZKdL1SRtIoKlAttqu/WPlgxSLSgZvsG0EKN392mBbhq4hX1Z/CIz8FPzlDUhDJ2iYQipPD5/C1c2dNfY6keqSRon1vAMVXD151UVB4NY+Ap1zcmW08GeBSQzv++3x4jNfeeg1f/+Zv4Gw0Qlruqpkfy7u5tMUpFpUKpijhYJxifxpjvIhFzD7nBBd7+AT1GtDvt/Dii89icHoDJ4ffx/F8Kp5NPtZUIJ53nZb1L2PRtK2GmxtSo6LMlbvQWtWcda+W+8/XEuZIe+noxph5i2UbpVbl8OcqcnWdlF47rcKjNk1ZL/dAMWM3SVMoCFJfEgclZq6YiXutEi0DR24mlvfM8YqX4tqkmjGfl77+SGmx/Z2kFcUMTlnWi+tc7pzK6k5tVOg/K3ZGz8/VAranVciVA3ZEHMqDQC4wblO2JDcqzYIUAnlZG0KWaclHLJOI5WuqO/MWK37sPBlksPo0M/xTfR91ep5OcxbIWR8+ZixL/TQAlGefe1ZuDsWKUjobedM3K92yHKtsXFnDscut7MOfLetT5GeSiS1S3wgL3EJ3P0PE8jMrfOPGwU6jlTIb9CWo9xuol0oYjFjaO8HDdz9EPBhhfPYMNrY2UGvW1cZf1PMlzYnTKGtRRkT9xqKESrOOzV4dm1dWMI93MYtI26aYjhOMzs5w9PgBzo6OocsMMJuMcX42QhItMBoMMIuOMIsoXO2hVm+LCK9Khbi0Yea/SduWkMwitOtNdJqrODp4H6VoirNT+mckUrYs3hiBYVZxs8uZFI9ECiDPGsCxeWF2T4xbCYkY6ZTqczLrJH1RHxHeVwcbUt5ZEI/q+XCTn/EC+PPdHtpABUtMBWzEc9GxsGMsm5M12w0MhiOsr63Kc5sN6ltqeP/9D3F+NsTVK9cNuOR5YmFEbJHRcWmjysBaXqGjmgsyJ+4ezDQUDb4UmLjQNRy/pUuAXt69evn6eAWBu6jmr2NX31MSwZorZbz1upwX7fAzTxRL6zDVxfHpgMWZqQxwVM24KvMlqYjIVTxGTLCbAwO+dgAcRPuR+2ToJqQAmiAls8IP+vUoY+KLvHZlDoGIsjdLvX4EyOjmS0aGY4BfVSOjWimKzFU8rWmoTKAYJDodQPP5dZq9sTRZ3Gudccl1MprWIriZ43x4hldf/za+8utfwb0nj9Hpb2MxjjGnAVupik6zj06ryz7AOJ0BD4dz7E9nGJcSNFmxRhZSdOARmgSP1RJuXN3B6KXn8a3j74tjsjfX0PVRN46w1JRBkFRHuQ8Mz5f4KKT5baN1HxVhsbhuOLjJ5hqF8lwnWKJPDUkirt3qOWVeIipWKLAReRWiitV5nvJzr1Cx6jgFVMo0KruiACVkKwQwecVR2A6iSK3ka72ch3ZoztcSZWud1eAferm55avCZSWYR6pBcSCaBwbWHLaAjUxDIymyPFgrLxmsKQubv1nYJ8u1XwpAL6a3lvc0j+I0UDHGMWg3kbNUFnSbYNqvr6S7zHhS7rVlLyTQsnV3WcMjQSFNsz4NAIWLG3uh9Ppd6RkyGXMDmaE+qYuIkeJGLpwssaSjo7AiHMiCzvPRlOUb/Qjy9/KtlycbQyL/9jRQVm2SvVw2OQhStKRTIxOtVOEgitCqRKh2G+jWU4ynwCQa4nz/AG8P91Br7qBEKpxlsawYYLt3lgE3m6jUSQNTdpoLJ2VSWh6Wg3U2nmB0doLB6SNMB0eoSSVDBdXyHNevVnHtyg0Mzse4f6+DwTBCvdkQl0iahFF9XxX6nYJLLsRAMp2iXetha2MXJ48amJLaSRIMzs+xtqb26NyQmAZhVZQPdl0MQnByedTCQc37V1goHfwFGo3cHMmFsrmY1h0RBSS6sr1SRsxJa+kav5ceWbgfiGfrcvZFNzhWNXC8jEaRjKfxZCwg5WxAUexIWCmmfCigvXpljukkxrWrtDG/gv29Q0nBKTDWcSEVSxYRKXOnRm1Oo2qFSL0AsOmVQfOuyYQUvV4VvpaWLvu19koIo1WzALFokOTXNrvGS7nnApBxDCl+IwQeTamiYbqJZbMOnHj9eB15rtJrxUCLOhXnQlkak7LEl6XudEemyLVGl+Sm+5bkehRu5iJAtYoapZAtJ+H3zwaBZPkKwtglYOKmamy+J5vnxXRODoaszNjujTI5Vdko9bUINOiNYpoZqbgLU3jG7gnjoPdSSqAF6Jh5XFaSaa6tIhxOMRye481338Avf/V/YO/kEdY3e2oDUKqjk3RQam7g1s1npeJnXqrhlOBkPMdxkiAqp2hVqTWjKLiMVotpYa4QMVa7LVzd3kSjXkXMFuSyMep5yr4t/oAOLFQczzHtAIUMkKBtiw6yqp5CpcjCGLGgh4uJW5mpYWm6VHbMI2GWteJJgY8YE4YPu6+ZQNfHtehilH3xPTcE5tw81Q1XdSmOG3I2YIklXHKZzdeG3IIiKwMOmLMsRZixfFa9GVaxLEn3lagwQBYAvLCYQ89Z/XEyEFEqapZk04+1dF/SJJaqLeqGrK+c0FYu/QnPzbory1tbqbawQa7v4bfuL2XXRcq48/SQnivnC9dVXbd83o8nymxxjw3XU0/R6Tpc/XQAlLv372Frax2tZkuqVPorvWxxjOJIOvYyZ09aXMSQ1o+ClTEIHR/FPc+rKi6POuV3xi7ktSba+0EOQ+nqE+ZiWW0N73nFNKV7q276HCg1NsmrR+i06cIaYzCZ4nw4wvB0Kk6NSamMOKVrIxcxLcFZlKtYMEVV0k3Ob7xEOGL6M0ESnaOymKFVnqDXiLG72UGn28Dp2RGG5RPRAqz2a+j31zEc1ZFy9yhH4hLLHDi9G/kevlgzzbOI2TF1Fc3uCsanbBAW4+jwCDtbm1KCe3h4iDTSqpRlutM7yV5MOeg1ozcH/16s+Fvs62GuugE4kfysXvT8VcIqLC+TMzApok0zadMNtpHfS3sFp6az3HQQXalYTys5eB2k8aOYS1WQxHOcngxwenIuz69UnuD0ZISrV68KOOHZfvTRXXx09541T3PBq5ZWckKrHb7qS3h+yuZQsBuJxoS6Fj8//k5GzJKpktiRuxzZojaX9zp4e1rSxqsvhBUMxnuoL/BbRKBGfY2fL68128/zHNWPQQGWg74cBOVUOX/f7nawsbGOelMNCLV6rVhNk1UjeNO/DLgEmgcNobNr6oAvBBv+OwU3ZGgINHLq2v0jitqUwGlTAIw+KDpVMMkNmwDFTbECHwzp4aSfmRswNTfNWlPf39kHq/DTNCpEMMz35T1/9/a7+O//4xfx6PF9rF9dRbPXxjSeo9ttode7hmb3Fq7fvIlGdwWjRRVPRgscTOYYzahGWaBdr4tGba3bxMZqFe12hGadzQxZ1TOxpqJGQ/jq5VUtzjh5BbGkGwhK1LeHqRt3gdU5qXNc9x4bP1berR4YDMrcgIyVPXOUKqkI/nkPpGKP7GQQ1YcpgKyCyIX0DJLkx5yAKgrVSCfXXzlQV+dgWvIHQMSeE47zZWCeCXCD3je5HiXDxtmqpTb7Ovaz9LMFSllIZpfaW6QU0pTZ5q16LI4FZ9S8PDi1dS2NbW3jehDl1Vc5A1sUxOZRW862KJu/VMUkwmIV2ubzgKpgL3LI2RUGFLommkNzlibN06LJnMEtNURqeuqgN7uuJYJoOi8/JfX80wZQmNrhZJIqkGYzaIOuufF6rS4L6tYWzbOm4hnBiFTSQXQXlTIwWzyyevS8KVR4My9LI1y26crCbxsjQRKrGNQTIjc8UjqbCx4jjxStBs+X4sEEJUwQp3tiZJaU6BPSQLKoiJ8GB8AsKiNiU0HL4epyYflRMigJF6MZ1nt1XF/rYKVdw8ZqQwBKt9bEo/kYo/EpSiU2FltBs7mOaZxgGs1QmnNwympjr6eTSRrqzaZotAgCt3D6pCmLxcnpmVSo0MSMQJAAUIWltukHG2d2wS5crVTKE4eDgVXTeDdRu+75DVBXTv/LpyjTPH3B84hnGt0TlHKT9aXVjeEKKZHl3dx7LUkkwNfkJsgzIDnNWvD8/KPZHI8f7UnH1/W1Izx5so8333xb0j2ug9D7XrVKJl2QeW7exp3ghIwfNTF59+miIeDyEepPsnSXf5il4ZovzE95naUSxzAP7XOKc4nnwznkAEqfU3SdDFMsPqfIIFBkvL2ziXqDJn7c/LTChxu0ghTOATsf650jTqHiFqqARISU8nNzibUUUp7jN5o665TsC2Qu7MvAizcWtFRPaDyn528PRppeZmy/89e0gaRVe8acNCgcrjeEfRBYYvoa+dtMC6eCVnoY3blzG1/5yn/H3bsfor/VFSPD8XiIWVzF2uoNXL/xDFrtG6i1O5iWazgaLvB4MMfpZI5qBKxVKrhaa+J6r4Pra3WsrwIrLWpzYuzt38fjJ/cxn0eyeTu44LAXbZtvcFZRQwaU1TsZAyru5fmm52m0/Dp4CoVeOwxyvBt4uIaSNSHgZKrKqgOpy7I55GkmNVt0sbe6zmqljwudrQw+Y7y9l5r3EFKWjl3H+dCN2bQQgTh0GZyEDxVIF0t7cx+VIN0k5poeIIQrVXHtcmaWQdfHvSc9m0qJtT8xWcLc31uM76wShzYNllrzN/GKMh+72qog0Pr5mrC0r2mqVMeyMmbWzFHMB7WqSN2HNa3D8eMtJML774w075f4uQSl5vkUMf3JbPbp0aCEOS9+8DOcBXnsnDam2JCbKIGKWEvT1MwWWf6dpGE48FzAldXM813yfJ0vfnI41eVBidNxqUZFFAKqEl1fQ9vaJ2Apvyv5OcEYlbW7XaluaFTLaDdGSDAw7wSW3rZRQQOlFm8Vc9UVLEpkVHSCiwGXaBN0secGN09maC8qqMVTdGt91GnQFAM7qz2sdW/hweMYx2eHiBdDlMAS2BWkaReVcl1cHiuLGmLUsEhr8jn5uoPBApsbK9jYvob9h6uYno0xiSM8PtjDZ154UcpumYZg2k0D/k9GyaE49PRMWa6CCj3IvJUK6TjrABqIn10I59/z/kcCRDWF403svHw6X3wKiWM/M2MYtOmZMwSk60mvsq+JUsuZfBdnZ0PcfvcODvZOxJ+E3Yy9vU+eUmC1RfHz54ufWXUHv19W/uvPlr/61Qn1NR7hXv53rj0J01oe5Ycsgpy32MQr0Cfop//KcDQyrVF2ptlrLrMYDmIIwLu9JlodCmYpql1gMeM1jhEvZjrueA6ct8RxQkdkCq9MgCobkUSddGk1ozbRieTW/9nnvND1ORcdFhqnuY9JACRkDZGFumbvpywMvyrjqtdarrQBI2XqDJywr4+ZkTkLpB2SSyjXNO0XJVN8+OH7+LVf/xXc+eA9rK+voFRhlDxDQqV/2kS5PEe/38Ta5jr2z1McjmZ4cpZgME7Rq5Tx2dU21js9PLvTwGev1fDSBnC1v0AlnuDx4w9w+/Y38fDBmwIeuHn7jJKuY5lJmpeEztXLJDPZEpmPCWUvVpSURaisQFSqaSwVoEyMbWCs9CIDbE1AJbtugMir2rRM3CqBbN5l6TLrUcMLzmCU897dvENwIO9pflLLIFy1Hfo6Ydo5+63pxdysMHvVy1j0wA01mfrr5ayIajhsXll72k8CKPLgWmGpYB5ZxUtaBEm5hu+ibX8u+/O5onuT2jFolkBGgM0RTVU1UK83JZivM8Cv1QWI663xUnPrHs3xQT3eTFNMoehfe8hRd1VHo8y9z4TTGbPtjVjJmH9KAIq2eA/KfTnYEuu9kuVLzZ681RKtAEWdTEkQrPB5ZFWofyBl7WBFqfWQziwehfygCL1s8JqYtUIDqXlNvlanSkkqMxA0aVtw4zcDqynpcQp556hXqQORejHJzxK91soxGhUdOCrSq6NU1Q2SAyGOErFap3U6UxEECPF8jNn5KaaNCN3mBkrVOh2D0Gt38coLL+HhXhkfPbiLyYglwgM0KhuoltpIFnVE0kq9I11gKe4V4Vy1gna7g8X6Nnpr25gOD7FYTHF4fIQkfQGrq2s4OWGnVmW0tAeLTqRcaLx0COmjE3A4HAhwfNo1L/6dL2w5YAlXJd+EFoE7a14+q9FYvtgEpViFs2QUM5ecOf/GI3WP4hxIcM3gpOWCdXJyJg/+jvdKdEr2WUTAxtxwoGnSvy+2Uwg/4sWPfRFsFB/2ukG5+PJD/s6ZkrBpX8Y4FCsICAIcoCjLY8yJpTT1bzSazISm1gjTd7h6rYJOpyHgJErG0uVbSyOJZM2giqLselU0KsLChU6UJh6UbdKBB9dQ6q/El0R/HtJg+Wd2TYlpUcx1NvQ9CRmUkDnhXHMvIGU8tVrH2UpuKj5W+Lk1cldjuKLg0JtCUiSr509G4969e/idr/82Hj++i53tPurNKsqNGualCDPZsGpYROc4Pb6P3uozmEUNzGYN1Msl7HTKaFYq2F2t49paDVu9FJu9OVaqEU72HuHgyXv46IO3cP/+G4jjfTQbNPQzZ6LA/j2vtHCwb9Uddh2107h1cfd5IeuYAs9w3gigp95NhMAqhHYRttvMqwQm0JtkY92E31aeLfoVpnREU6UgVSpR9KzCWZG9hpdEU3MYJ/Te4S9yUWf4fB27uV29jxXhvC7TZC0BFPpOpQmDHxfAOiBZPqc8vfH0R1Gvl83xsjYP5filADkDKEsLaZ7uMX8Uu3/yeWy8iX2FC3Fd6MrzNf8gaQ9p85E8ts7POeZ0I18kxorPs6sXNtnULu0qbqefVrIgU0LdHjWgszztdGma/6cYoLCyom4CnZCWXl7wvSyTYERcKRsNYVW46HpenTbTZFUY/brglhGBH+HrFf4d5Pt5+EDnvtfgRt1sZnlXHqIpkEeMyTSSTrpaVaACwab0i6EDrNIynKzSB6TEwcGIhd4XsVDO6rvAssMUi7qWmHIxTNHEdDbF+WiIZHaGw/2xCNj6K11s19bF8Kt+/WXUyk3c/ugDDCYHQGWKtNTBvNpCDT1U5ilm3FNTAq0qXnnlFaxvbeLO+3Osb9/EydEDLMZkVobY29vDzuYWut2e+IKQaVDcsNRg6oKZWt7CfMgmheOxgjmLUkNYU7inQTmki/3CvqYeITstq8ZfuniErq1F9+CLAEq6c9rr+gYmrHdQ+ZDnzuVVsg/mm72MDtsAJJ+fGcvlJmw+Zu2jZeezPNZ8fOXj7LKFTpmHj6WxHZAEzEcO9kxPEAAXzhduPpwbKn7NSy6XK4KEdRDhNq9NgnJtgWa3hu4KxbG06k+KG6ClkAiC2P2Z85HXhClH1QeZKDKYbQXCKGCaFFiEOhrV6TA5qIBDxareXDBkfPJ74ekd+rHU5avMw4zS5obtokMHvPr3/AyixbGhINfDXkeDC9qUp4jikaR1vva138Ddux+g2QFaXb72HPxfkkaopex+vcBsdoTx0duYra1ho/YcVla3cGOF4HeBZiVBrz5FpzZDeTLC6eETPDh7gMODOzg+uofB+QHm8yGaTc4BE32KRkTZE43cl6vuwvJaZSt8Q/Q2Hz72w6oRBaYK9nx+ScrWwGMh8LD0mMCDoBWJf1WGgo19RDWRuTVoVse0PE87pDePAy51mfX2Bn6u/l7hv8Njef+Q7X8ZzKUp6o16AXxcmJfGoMjcCLReHgBkn9vmrLhw2/3J9jLYeueFGiZSXt6PctCZdzFWUba6TLPHW+ZTkq2pXgLO9+JrKiuiQFrnZaXS0NYEntp5Sh8tvi5BKwPCqTVGde2lCNcXubXHkp/cTy9AEUoyplX5Rb8EjV6WBEkgsmNaZyqqeS5Y1K4QoBCwMD3BZm80xTo/VxEgmQCvUsh7p+SbmmPkcMX0G6E9UrStu9PQfA9J9yzYoC8x63evElLhkrZoV7cbMTTzaFdf3eyd88hfMqG1HBHzXxRhNttVxOLJYvRaOsf56SnmSYROt4XdrZuCeh8fPMYBzcgWBDI9VKjiZi19LPVGUn3CqoD1tRXcqzWwtnEF3f42ziesUonx6OFjbK5tYGtrW6pdxN6+yn4zsUQy9E8RpiJYo1xYthDdC0vFR/Lg9a1L2aULOS8v+y5zIgrd7zqcIPdrhl+Si01T2WB9geLrs3+Q3ludRL5G+Al6WbBU+BglmrkwWvqvCFCUIVNK1c9cPSBcyOvpJDv7Sxe05cMXqstAyscDlJBNuQhOMq2JAYvLIkVfXBxcUyNEAClnb9c83+C1YioTzlU0AuPPKGBf3+iiv0IvF61+EdGqG4VxoWc1gPirWH8XEx8SVMoeGJRL+3t6ewRJvQnT4XoUr0zQuent6cSzMzC/usxJ1qsyCJDFV6Xm4yYHZKIN0C6QWeqPCzA3K7fy98hZ3kPAslbDyHlVzvHh+9/Af/+VL+P46Ai1JpkjrgGMNA0wC3PAiDZBddHAfHwXe3dj9FfuotneQsvKb5NojMPoHAcJe11RX3eK8egIyXyMNI3RIGtC0ShTSpKOyavriqDYbdBN72DA3SNfSU8E65uPF59T+VrHcbAk5eLrhmt2MNM0jZ3f2+yWGbujeqO8a7X0SzN9nEiSl7M1WSrQjQpVWn8h5fMUTddlh8+ZbMAWKo6KJm4X/tZA4EVWrwjKvMJG+/Fc7oSbuk8SU3BBWtrTtPatuRxDKjGpZaJbuXbzZuBAn3HfN7SUWq9Xrj1TQKOdvb2HldojcE/QtI3aCrCCj4+8Mzorm1VkzBuWpwIbtC0vpOC9e/xPOUDR5k86/MVNNECnMgELTZHCCeYbS4zhMMZ4rA3XmH9jBEfQwsZwq6v9rF8LbwgpK6etsui7oGoPwzr3qjCKny2NA0EFb3mdC5pUP3jlj1oZi9mWpQfCPiPGhBpNF9CB/qEKTd1KaNJZM1VApEwFUW4s4IsN/trtOnrtNZS2mBecYDSmsVgsNDwnwmLGTb6EwTTGh7ffwPXrV3H9+hUs5hMc7d1CdH6I+egER0fH4rZK58p+f0WuJ/PFXGgls2G0oh+yOEl9vS5E9K/hBshKHi2TdSran720afur2LV3dlREdaHXgAmWxXadq5wBFgIhApQ8pZSdlelLdeEkkHUg5QDVq7IKzJDdBFm/PGcepIpyPYj+JATTP8wRPi+f5JeDHAEmmUvoxTnhrIgAFYvsnO0Jo7pMhyLpCvZNIp0dgB7/HG5FT8DgglUpLV1IGfHqWgcbm6tot3Wz573gQQaR78/AQBvW6h3j+NTIXOespOOCBT4HF0U9RGasJmm4cAOggFZLhQWkSCR4sWpHX5PiTX5eLuZaCiuLra8dUrmh1Rs8ZBOwhZw5fEe6sqmaLb6npHidoniCDz/8Hn7pV/4DPrz3nrC2fH/OjwUr4Kgw80BF2HzOmwRRMsHh5ACHT94A0rJW1UhFINlUMo5h0JRmOhctk1XRJ9c2AYCWVvUu3iHw93ta2IgTps3NQDAT/F4UeaqetpgODYOCrCmnAxuyzJeYjHmzOQf67h0Upp5opa//vATYS+AWBov5tQnnUOYgnNk/XDyWA6MwLeXpO2WGLzYXtBfICxiyaicDiQXmRatDBTzI+AquRxr82wCkFy/4/MvngepfRAvF+825KWkeG+ccj9IHzYW+nnqx/mhy/Ql8I5QibwBInyrtCE+/Ku8K7WuBA3uZ1+KCzrmvWk61189t9X0fYwruUwFQ1EAmz4X6Dc/6EjgjfEkevvA6dtGFnppOs7JUPghWlH5uod/X9+PmxgcjSiJIFU5+QtXPUmpDB6+Li2wySHkvDY9cUxHSgLZwyQLDCaruj/YjpabJrYQIXSYB874Wfdhmyes2mYwQRRMpx6tVW1jpbqDC/h7EUYsE9coC88oM6SJCozrH6dEjHB3cx4svfxaYJzg5eBGjo32cUnA8HOLRo0fodbsCUJTVovFa2OTKFKPL27d3uEzm2N/bF/BXb7QuZQ70WhTFnQ5kPLcuyF2ukdKVBLECUCTvnxsaefnuMs3r7+hsmbcuzxdZNn/MAWK2uIfmRVnONS9f1vLni2M4Yz2CaPKpY+gTdSg5EAp/v9xJtSCSzVoE6ALnoEDzywo8/Fo4sxS+lttcqxkbwQk/fyLrcbtDoN8X0E8Awtfxsu8mq+waBI5l8ZaRdE52z9XNUy9LblkfAiefM3KPadgmupacug4BmmzUUq3g+phlIzdldSqVujX806od/r0zZHaHtKrJqnjEJdZy8Fpmm9vfM3olHlBL/gXm6RTvvvc6vvLV/w/u732ItfUVVGvKNPncl3GXVWDY5zHnT/o4MQVU4bnV9fMrYNZmlL4na/UF1z5+9dJhBWU859xBlkDwYqrA15McTedpCGW/LoJD15qYzVh2XcP1Vist7X4a6PSCBHEfpT5LtHncBH3zVKZEn6+CT0lHsPupiJbtXJYCw3BuuVFjuD4vM4pZH7fgCIFBqNFR/YmmUkKqyJ/j/Wb0OnqKJ2euuC450MtTOS7+Ns1fwGCmwXlzbefYy3xrlhyQtaxeQUOzUUdNXJVzfxdqerQ/EgGEBlwCOngeQSsGASXSqsCdho1Jk7XVU93hPLK/k/Gl18CZltBAzs83kg7vnwKAkk2AwFgtnBTZ96b8z6PYpwMWFbBq/pQAxBuhcZNz0MKGbRTb8gYoWFFWxVNBukGxxjyUTBWPXF+RR9qOij1F4Cvthb+XVEKuyM9pzeK1EaFtIYFrG2lFrcl5zqUklc9Wq3ZRrxEojIHSRMRVtRpR8wzNSopJMsfje+/jZ77wGTx38yrOj57H2d4jTI73MTo/xv7+gTAoOztb4q0SD1TD49fDN/GlCyCD2UWFB9IE7wytdseoXHtaIU1nm6rfP/9cVvPvm66UK3LRS+YCMtXLJAconiMv9osIKxq0QkwZE6twEDFslEXQzvA4MJAKP8nh5gZT4ef1/qvO+hR7B10OYC478g07fISL70UNSghM9N96Jb0MdjkydkdXMgRZN+IKNSTzYlpELNxdfGoLKhZoNCvo9dWfSEzWrKSJLrQEJ1piq2NQ2EVHmpkpon3GEFxl3iNuC6BUnHZ4DcodA9109plLRYCyvNFqSqeGMvVT0iFOm0d6So+H2r0bKJGKnqAfjzc3DNJMFL1zHs2iMT744DZ++av/DXfvv4/VjTW0WjTaIy3uJfk5bS8lzWZF4OctWhoxLOMc1Y3D55ene7OxFJII1AYEQvWwIqTYEyUMd3zA6tqjKTzzBVoaK1nFZCVYtzL22DxA3OvGUiLar0znguhqzfHVWUg/DfG+kcFtnj4GNIWBsQ1xmR3P53LgC+Jp2qDqJAS9l8ywwu/8c/qhwYoWOniw4kxrKGD1OS4tD8zUT9dzHYNZisZF3/bHmlLWfSgzxDPtiHaa9zHhzskKgLyCKe8z5edj/ZbEkyY3d5Nu7Jx7lgjNNURlVOm/NS/9/9p7E2Db06sq/Lvn3Hvu9MZ+PSc9hARIQhIMMjr+S1IgUo6UZVmoTGqBoKiUhTiBA0NplbOiIoJVqJRYEhBkCAGBQEhCQkLSSTqd9Dy916/fdOd7z/CvtdZe37d/v3veS0cxpvudr+v2ffcMv+H7fcPea6+9dlmZSFKB45y5X0LgtE9iPZSTx7nHeSdnzKnhUiW2oKELpN4kBgpgVVdRzRtNbuw8WHWho3AM7p7HBbBcfcD6NlbMWqbmCjgea6tMXz59WpApc7xTKAgwdi7s1J0MOQTQGicDPYZeaCPlsftzLbpg3k13qnpCSP9AR1HdD2Un2HuZIgd/tlaWQDqZHdBTW1meltnKfjnaB0A+K2vLg3L5/CPl2cceLq957RvKzn33leeffrpcfubJsn31Qtm5eqGcP3+h3HbbrTTitq9FVUt6RPY2mocWwRnuLFh2YLFfvnS5nH/2fDl75lwNLdgrlRJvI2RWhIJOZixCwdUBADUDjMiY7aSMNpalrhjPwgRZIyi1rwIOdr0KTuDEParhB2wIsQGabEh9IyBVnQyhFoKaIeuqhouMuKQFORHXcmiw31yIERLvLQMhFicvvL3sgE5oJ1CPSnLNRkuaF1XqfGVFgmzIhgvicTZOrCSpRUjEWPDBT55eLydPITW5qWNi814doX7RtOxHmFTGSN6cw6ONKE/lrETF4+b5KvWXBkFk2JjEmh0VKgLj+0vKXRaJ1iq+jVwvb1yS+EznN5CTGCjYHGCcAD4fwZipXmSgFZElxAwWcidg5G6VBz/ygfLLv/zz5eKlR8qZM+ucW1NUdPUD6/EoqoFpA5aw+Zg1uw72nIoPXxiEZYzHvCaIbJkNFBIYVX20IUKVLJmcII+Z+m+PGxkX8ty7oUkji7gM6qBQlwrhPqnRkphJZ0CZbiogKOOE3nyEXR3uVYaJwpTc8Ug1UUinGWsOimgjzP3HzTG8fxNCa/kCIC9tJrX77M4wORHp9T6aa4VbDNLKQ2mBSB+mlkIgukgxtB5nzOfhL689IfBJ/tWkjInIOKScM+8wRkJJOizSmvo/m5T9CZIvMGZj/akhNOtMNY4PjxsEXZcKUAgYFIR4DuxcgOcK1Qkll3FTqx1z7miNohAhoezgldW1Tdd9UxgoUB1dX8eCJ4suw3AZRZkXz5tnqFhFsA+j+7gW6gFygkwfhX4UAsJCDlQFP9ZlwcIOvoPTl/P15d86F/8ff9Tp0+4n5Qo5jNW+2zak/F0bLZWnEQ1eGAJCqyNgruir5TIdH5TR8qRMV4/K0hBhq8MC0ZY9aH6ArFdGZbw/Lh/78APlNa/6zHLPHefKY7feVS7e/cpy5dKTZWfrEsXarly+zE1JIYTMz1B81JNZlTuxmGrQw6MCgffpp54q99/3CnralW8QqXLW6sDv6rHguQK+JrFYn1kGZwI1a2CkoA4PVA7JoTADX9+tBe56zSEkI21z48vVQ3R4REaU06ZtnFjeGel3mydOcqxggnOij9HPmvBCKSIF3TWk5nBw8ljRolKpD8EfaCiSr69yRsw76YXJMprgMZ+5Hp4vRlDoEQZSYN4JbYoZxs6krLPaM4ocCrliAbi4Bhj69gad+eFQA1kiocnCiGTUs0HYRSRzL/JB5gM5FsYR6uKYVxKKs/IkFbZB2QZI3WfkStlGwdOIxZhKzTSmkeLv9FDFabDQw0BbBdcmYvviAAhZgIHCDSm0PwaoyDveLY8+9qHytl99S3nm/KNlfVMbZUuLcb2pyPSK56txAG83UAfJ8bAmlDaUqOk0lWFPTRFzIoA2pCwz6YY09CRzB5D+rbBDN4zBDYwGDa7PRq3HRXdONFRaKCMdEozhITgyTUlYjhDCDA077pNH2TUMSwhJ81xNyT8yaJx5lFF0j9uoJo8wOLg3Ui6Fxocqbrc1VRmVyATtEFJj1ZJq9ez4/uF+YqgmOwYOPTZ0V6nW4mb1M00zms8NPMLJfO6szh5GBB28ZqSAiDoZ+/gK9+SwJ9EomK7TiURMI/zmPUMzT6FDhoMiY1KXAU0tiYpW6JpOpBBp77MIC0niA3IDRm8i1LcEjktGabr8EyIoFsN5qRsokEifrYrJ36/42BRhQ5bYpJ1kqFQlzDywKvO6533WWaKNw1wUK4Gat0JZ8NGohoGguYLPwKDZpzAcCmcdVpi1wtdpMjeSVfDSsxSzy4DPiZuafGWjJC638z6OSTVCLOCUuNcABBq1tIH6RkvlaAKxtf0yOzgq24OdMpvslDIYlUE5LE898lB5/3veX1772teVz3jVK6m/cvHi+XL10mVmEDz91NPlla+6nxV4wXHhxpI22RptDzEm3CoJWNNJuXLlUnny8cfLs694mn2HTyLD6uzZW2qacN14fcCI04qIqM1iZWlY9g92yuRwLGn55RU+g9pn4VFkBMUeo0lvCjUYnZAx1Q3J5X6VEYKQiCdwDk3UAnWDJVYnPnXqFMMceB8bDFLCGR4MjovUFg+4eKL+Dw3coyMqCWsjk/+pRTEXbGskPBuFHgnaQxxgMsnWReAEQ9dYfzWMZjwvGhZ3fAeLvQtvmu2vauAQO0Q4bchqzxj/rn+kkEVInFeSLubomMfHBusQlEKqo+otC5FQYT7VxNFryNzh51xMkF5yiCAmw4voy9KKyjkYcaIlZP5CaJbAEKibH6ZEhH54bBlNrD0CtMYGng0qXoNQGhnmcFB2ym8+8Kvl7e94S3n+wrMFEMMYIo7Ucgkyt2AZlceIonmdcVXDBIOygutbWVZ4B0VBw6DVcA0uEDdCDYRawy4ROyuviOiYChnifWdkaJ0ML5nGOzY5E6BHIJKojytfKmXOUWIeBqzWVc7pCI82rgqeY7M2YPy5ujPmDq9phBIVMxLtDw9EzG4LGQdsRR6ErLX0b9cSEicl5l7cr3kT3geQxiyhTnB4egkO1KByOCztHUR/VJdI46sZuJqD3i9iDIa6rQTtLBHfRe5t9EwAQWF+0zDE5g8nRiHoymtxn3slNC8keM02FIUEm0yr62rIWWcVbnC2syVtGFX+VvCY2M8IMUEEI/bAiuCSYivkBOUbiObETxByPY7l8JSbw0B55NFHmfpKMitJd6tVi6Ax+2UhNqniNuCyV6zU33j084iIzTWdk/sug6WmYQ4GHPxOYcYPNlxY7Jlgm1NdbSxlw0NDsRknN8rdz9fb/bczUwTVGVF2MU3UeTDJFIvv0nBVnuxspWys75e1NZQIgAKq6ggdHlwrH/zA+0h8vPOeV5WL1+4t5+58TTn/7LPl8jM75dq1bS4s62ur5fBgTQvqICNYYTTyejQRnKZ7sLNbLl44X84/80w5uuUWLUKYgLcUEb6MasRtCY5tNTTQdfZucQ3MRBpjkW2KpobM1ecN1er3oy3+Pt+jcUXa82jPLrRXphP2ZfZcJtODcngZqNpuOTzYL+duPVduOXsLx+vh4TpROYZP0qLnMQURwcuXL9dUbIwbcy20QHnT1yJdr9kXnjwYb3rYUFS/qXuf9JToyRm+h+CeNh+FMyTXr3vTjz0BbC6nTm2W06dOR9FDvYZMHWw+7isTYantwMFpw0OhAYYHWBYgiaalwnwwBpaXkZWiFH57r13ypr1LKrpZdSNmRMD4TFv1mOpWieU8Dn4EjRMgcxS9N7Iig5BmUxBmcS4YW9vbV8tHH35fecc7/1d59vyjRFOUvQCUyRWaowaL+9RztTsSWzE3Vgb2M6d9VcZjcHuiOrBDCdQj11qV0+FhyFl0D4UD8W88B8+TMQ0KEVRNBlc4T4iIkAOsny2Mxp6sROkwliOMLKJchNTMVQHaxd8K/wjFUTVroYwS6YPjOUU4NUIIKSBcxxyTfENiHygDUqmhibW6tlpGyzCi25rtGkjkvoC8iTD8HqqTh4iYPJY2Z1LkTSESzS/VmE0hxL4T2wmtOljkzCQTnpVNZr5U5ZpYyTz6WlbrmMcgKKhKiMlwcL2wUOLN9hXtuO4exXA1+tN8mZ5Kd/t3rMf2zJAhFtauuUIOATlrNPPakF0GhMR7LWsJxbqmUBdCo+XmMFAee+yxcvE5lajHooasABgFThWGUQBPDn87FaofP63po0EEzHDe9XgtnYcS5bdzn0sZdZs/CHtYGA7XgesBbwWfMV8FGxA2Isf0OpBjP7SQruGFtTrl6maFwVuPHf/Ro8UiM0NqMdb05XJic6XsnTooO7uQoR+XwRCbylZ55vwHyrves1t+z9nNMluZlbVTt5W77nt9Odq/XA52niiXL10qt94GIuA6Paly2EWviByldGEuvxGr3tnaLkf7kD6HPoRi/Vj88SPJ5pjrVV3UKEEA4lFdFJ654+PzmrO2jEZlY7SRqxE6kgEAb+B6zQTtnNJ47PnE44Nx8fQzz5QrV6+Wq+euUtEY4wHj1cx38zxcYwrv33HHHRwnTz39NIXxDpBt5jTJLFMfzP3MS8jhzLaYHN/UxQ04PvY4ZkLHx6qUcgDaxoTPnTp1ktV2gRCRjzKblM1NKTjDwLFxXsNfOB6qdkdFXRojod4qNCJSfmmo9K63KgMJAfSGWH+Ebyi1GLCzERTP36QkevynhcmiVGBZZugQhooLc8rAQLYOXwtxq+efv1De8xtvK+96z8+Xq9tPFtSoFDwelWaZnTOksjNCU9qYpQFjA87ebpvzoVkzCkOFELtCgyK6tswq3JIqeov87irZNdtCo5+cFJTeOAIXCOFnZGpY5Cv6By0ibTRU8eO+ETIhjpKuTyiyeAextibOklOP8XkWjIyK2OaCAS04mIzLIQw53BcEFoNs7rGof+jevfnhc3iOGxvrZXVlWFb4THTNNTUXRhdC82PUvmqJDUAvmWKcw+tpDRDpuxXCzGswswSZ3RLEbod7a9g3nIDlKLRHx8MOYqAxrnYf6Ay4kl6bYMyMWJogreTZ8wi+mxGMjoxDCtlJHqBlIHpdc5hWYeFEJ0hrWi18HeKNRr59LXndZJYQaAFBfMbrCC+tD2V0wjhFRXQACUes/HgTGCjc1A8PKoGUdR9cKHB1tZzY3KRBAATDhouNF09e5tmPRpURXxnKRljmMKltxVpp8Rg7NRpewuTfwc/OThhJSl3GhPLmgwXcRFx8DkaLUgEl3DNvw5jn+d+oZQvf388hI/6bFcTgWclTma0OaORBxl5FD5e4MS4Nx2V397HywQd+uVzZGTEF8swdLy9bW68uFx59vmzv7pZz05NlbX2V8tzSgFHfKdu4xa11bS44NggFXxC8BK/DkEHRP3iZWVth7t2H68IJH8ZnrY7ba62S8fy+8u/moSfJ7I4hgv87vNBCau35tM8ZZUGDoN3588+WrWvXqIdx1913cRxgTKAIJvpBGS6TWqYBxhre293Zrv3ZNTKcgth95v200P577iMccRCCXTm2bWa/wyZw370hG7rGVr6xuVFOnjylrKkoLMaaSBRzEg+rPQsYhlJQzrokNWMFJmpkscw1UEJR1PomEptqv/leeNvkh1S0J6NJx0UWlREWAmGRnku+CwyUQD0qF4ohRSuljsuVy5fKe37jl8uvvfMt5crVJ8v6CREzp1MYuhoT3qzp7RPxVWhD0HcQXp0h4vL24VwwAwkGUyXnwlMdtrBfXoo6gmwpe4e6FBPeI5ATGCkifsvowL1OJkbw9Ly8QVtOYZDXWaAeoc6LdcBotEnmFrbkKWKeY+zv7e/SicDYcPaj1oe2zjbjJNbgtDazmGAIMo5Y26hlkSFskx1Pbs6H47JPlAjrgkN5USN9Jhl4DY7u4tJ3EOueEMYPrs0OQl6GHHKGiivqstW6gnZ8odzKYImMTB3PnGXxnZYqh7C7Lhl9sVOE+8kX3c9G9PpuB707j9oxs50mPmYSYlRsjxUDYWxh3HaI9TVLEHucnAyLHJqk7FD3/t5NItTG7IJRFO+Kh+dsGnTEtatXq9VuQisyb2jJ0WBRNo5k76Eku0qBI7Qus7ybD29Lssbqr2Mr5JcbZA+YfrtcvhwL1aiJw9lw8sSCUQA4khVfU0bQ/46RksNUlWuR3zfJMhoNtKVCA4VaGNMJjZOt7Z2yjDLyy8Ny8ZnfLLv7G2Vldq6srd9RbrvvM8vW1tPlytbHypmtq+XcLRDoWqfnVUWYIjWC6YXeFEOeHD2mvrlUzp45y6sCbwcfWts8UTOopNoZ5K5jsKYKKLoPLXNfP2f+URC95lmWPq5S67BxRD0la3LUrnN6J0Ig0rzg9wjFS8sjH9/nbjV9ZuSYPPPsM2Vre4slCM6dO1erBoOrBGIkxvPuzg7vC552fT/E0zppv9VLjvBPxOWVCnvcI/OGScVI1MCJ9GtfJ2vdhIFQF6tIqYWtBQARi8/G+lrZ3NjgxoENQsakxjKOJ4PEqcKxiPP7w4TE2MjCgij0hDwFe/9zDC5eS4R/+oZYDQ/hRKGwrMJ+LdQnBCZ+WwGWXrjSOfkDufowUrTxZD0Vjelnnnm8vPPXf7k88MFfKwfjS2XzFPqoq//g386OEnIChwDPer+iFMp2yWUYYBQh3Tu4NtP55H/xp1waD96zNn3PtRYGCv0gmQTiMES2E1ARHHN5WXPW/Kp8rsonoeGCCuuRhr50g0098f5QDqOGewP59LxF6Q/rZvi7XnudaJARGWWRiePEfjxURXDpUwWf60BkdObcVN6LBAVtNLQTCoHyuWuooqqIt/Wyhjr6dIAY4w5B0aBhqnQYblGYUfwSXJUskxaqDoNnyYq4urC83lkV2Ya91xT/NhqrauFNTkGOUpes6/v0GMn7gVHZzvwDOhLk48zvMUKH+0P/I5wNp9tFYN2n+/s3iYGys71dJlFcLC/6zlOvC2Hy/vqLhMXY4KHCUHEoBj+W0vaDr/E8p4I5LNRPCZ5jOGTEwteJgWNeSjOk5FXZeCmRFYTPWsXWHkcHcrwOl+J6f88LEdFArgNU/YWUypPQJQFH5GCvbG6scZItr6yX0ydXyqUrs3I4XioXd6+W8akT5ZZ7X1eefOhCuXDpCjctxITRl7repklgb8+LgyZDZNdEv+zuKiSACXLi6IhEXkw4GnSb67V8QL2fOKiIqoI02Yc1DtuEoVwFe17/OJTB8TNo38uQZm4Ibdx33718b2trp1xFZeZ9FRLLLXNS8oaKv8ExURXk50isRpgEzUJpV69dizEAAbxWIdnXmyHXpTnGR0WfUv0jzwkb8EAdYaAcBmGX18xifAlpCcVW8VAUSsLmcNvtt5aTp05ws2jiexBsa/OuG6NXqQL1ZxMWozFFKfyoixOhnu73Wwqx03u9MXQMlDAwyA0KqnbmmNV5GSOesLeNEhBDgdpR9l4ZQ0T0Kg9CfAuM02cvPFF+5VffUj744XeVwcpeWd9QjROhIE13JSusehxIJhykVKRtajPJm6GfIyS2KkE8xlV/LFaPGpsg47QKneF5NeMkagJFfZcyNVfKY0olInjO4FZhfODf3vD6wlt+NnQSAgUDcpRRt3z//rzXNRnEE1V+roinU/ZlMGM4VtJ1pHMjGSEj4kxSoDEFA17XKyLsodaSQ1Ru19hRmBnzu4XRmtHUNYz6yRXSwhGnR8Z0Nk7MWbFBpvWGedg5lbhDIxCvik4EK9xHHwzMOWmGj0InyBrFzzDq5bQUZo8DhIP9nDymfG39sej38W84pJbumIe8ZsOziVeqArb7ytQFJ5HgM3nPzXo0L2kDhYMppNTxD9SbQKsPyqJBJhaFN4WF6+jgiAPiYG+/7I+UDszsgFjQMdj1uwm0AXnRYt8Imz6fxbnihVpLonu9YVG7ZkFSw4R+BPgaR0ew+DXoam2TgM2w4eOINlasCClvQYMkD9JOjh4v60ZQTyx+GMQB4zMbIC2CqOfAVL3ppKyubZTR2qly78tWy/OXx6U8uV9m23vl7jvuKAdbn12ef+QXy9VrV8vdJ+6m0WdWf60BAQIdSeUw3JoiKU538bmL5Z6X38s+2dreK6uXZYSOToXHdnRQBgcIQTX+CKa2yF8oxnbEzQGbPgh5nlCeMJlzlMO63c0P1zMrRxMt3CSLRm4/dVYiPRTtxMnNct8r7qMhvL2zUy5fvlIuX7pWtq7tEAWBV8hFJgiwJWkRSJJCXi/6B0gKMniuXLvKxQJ9h+thajtCP9DYgUcC8hwW7J7Gjh5lxJmxCAWPR8iH0gUlamceSCPKUpNmqZQRUn+hGxJcBgoO0igXaW+JHqtCPIin33LLmXLnHbdzweQ15KrK1fhs/RqXGMXHuvCvoGFvYj00xITWbJDxc9006WzMsKRCrTvShjvj6+Ra6OkDCVoLlFWZO+Ke0OMGVwQbSD0url8Q/YMPfqC8/R0/X545/9Fy8vSAKdEglM+OuoJzzXFqhrGemcYBNYOsXpxSfjlWnB4aHBHsczlbKRt+MspGDCtkQbrsLVO/w2EdhkUaARxj0IJ22EcwX0z+N6pbM7sC0XSBR2a/wCAKdGhtVYYDdZfCCLLzwHkRXr77AzWL1tYjO2uAMX/AdZlp+ROFOmEEO3UYiN3m5gmi4tl5EBlWxh/rSG1v83wQHaugt0NRQTyWUZIkBWJctA3dKIEMWO0HCG93EaKa3k0hn1D4lSUUCMpxlJYGHXl26qdW2HI5zh9cJSDHQxRdCy4SibQysIEIi3A7lsz8+JBG1NLGGhMWJDzZlanP4V7PH1cut3NuYy4nl3DfiWKAqoKs0CFfD/E2XA8a+onHgyG1NCzjKZ65Ml9f8gYKs05idJGI1oPB5CkGiz1Y3UgfZFoXB6PiiITAtre4IRParfBhY5fbQre3aWsw/3BTq/VJwquog7d046opNNRqh2gxwsTsIAPhMWfdlTNnTtfjWxVV0vtNXriSxCq8pvPNQwH4eqStZV5tpw0htLVKz2u0skpS2gjCVRHjP3NlWi5uLZfp7r1lfPmW8tzFpzhYEbZQtspBFP/Cho+FcNohYOoap+XChfM0aMAheu75i2Vvf4/hpQmQnIBHgYAsTSALLa+XRmGINGFRQ5+iRtD9999X+48eG8IivTo6fWTJyINA2UBOasaFygbUDQQb+mi5nD5zivcBHgYX0hNnScQjWXpri4ZFJ605NhwaAHkzItw/LktRJwhIIBZ7XDc2ByJoQVYUIVGhsc4zTbL7ElRz6qUlk9rjNRWIpD2EJAKIolhgZFtVMrW5AdMVxna4KS0NVGxzfb2WbZdQWCKb1r5rcvqK00fIJKdiO96dBqBCaBJm6xjcFT1p+ih5wzYniUGYJCdfBbI8rBFTXwYhebWsr66JYxIaJMhmW1oa0QDm2rCKfjkse/vb5SMf/WD52bf+eDk4vFI2TpQyXJkcL/iWBB9dCTqPNUH0YRzH2OI46IduzEXxeI1j54ijOQBcj1axHrXPZ85C5k+0rDSTobU5GvZX2AQcsBaSzl600bmM0tnB83pptARzgHOBRocME7yP8QP0TpehY4PMCtmB7IETNSHivdpJgsC/cSwnHOBnf0/Hd9o+QuW5BhHnR9RbakJizjKU0+Rstf66gB+gN+AOyUCR3odR1hicEdZktUWiJ9CtyUq+7kOawlGiw0Yr5uPRFPWqjCa5cOdIuUHJKEDGExAojTfzhAZM+R8ON6qhAbE8ODdVlytE7NB/eOZwMPA9ox912aeBFOtnhIvUf1EMcFXrYT/RxA2fEZm6xLnn7z8vOQOlLkTVQwnouLMY++82lVkXJfKzPVBQ9RdNOfmaZDUklIqiETINgySrbXIyMoUvhIHCiOmKYHVhsmytL10nVGNrF7oEGAAYPNiQKTzUEwByeCrHTa1p0DFa5oWDIj5/wwYO7RIWHEwRxj7KbHJY1lZKuf30tKyPSlkfTVlkcLJ9Z/nYh59hphUMJzD3ZbQ1sScgFIh54+yCGfEMlpgFhHDHuVtvLaOtkUh1ZN7vliG8d1jj5EeYdyFOBO4BnhKqFSuTaoskZMS2/bzMe7neeELL3liH3xEhjkGK93uBJ0S9pKqhrIy9ssHxhXDPpZWVcuny5WPS+te/BsHThku96MEryXAtM3YqqtCOIfn6tGGnTapukEHGmzfW8rUknDAqw2oe8fmhX4LsqZTfyK5i6mNLDlX/pXBA4kIZvqa3mEJU1qXRd/HsRMbsWs0Ysy2zq5KY2x3Fc2rGQkVZQssEnivm7BpCq7iH0JeQWJgMN6bJglQPe2x5XK5cepZk2Ac++N5ybeupsnFyuZQBDEgYlYa729yWQRCFDtJ95bBxlQPwpogQURg78FBpLDGLyGJjYfwwC87aN3o28GIn+5I255wP/YsWbgGnpcu9kOyAws44nx0ihnc2g4sS6rlZhdnhAhoka2vNEAa/ane3Gg67kFYI0UqsG8xQY5VxKFrPyDUDMkPeHX+wkcpIt1Egw2WP64TDTQ6PC+lBCr7C4BAca+Rgq9i2sI05b0awmkJQ2ldSaNi/TZJlCQEUvExyA/m7WudknIvm1BCW7jocvKiox4PsIDlayOYz0iFDfGtrO9RaFRbV84xMMvwsqyik5xqvOSqxC0FR2NvSFnR4V9eU/p0oEr4+IyowBJ1liP52NhD3v0DKzHvx+pR5O/4sflM3bEnGykveQMmtMt77vIuIMdo6docJobfB0ixa1SeQZZo3qvw7c1n8I0MFcXxVNs21exTfx2urFW5v7OiE+GQibmXvJ44B0iXLtBwET6BzDWSzR/n5gFh1313Jfv94kDYjybH46/SvSWFIfcNiRuVQxte4uK0sz8rpDUHlq8ujMpq9vOxcfrpcu3KpPPfc+bJ/sFtOnzpJhAHCWYAh0YDEaCKCWKVrQQjn8ccfK3fepcwWGCtejAYobT8TigQDxaEEQtuDYbly7TIXuueff75yirA4ZiJop7hYr+XnYeXDbJwwHdQLUhgoWBg/8tBHyNcBdwIiUEdHqNI84zUDRcFi3UdQrnd+L2Iet7yWrKkS8WLduNn3LY1R4cNQLb3OvWUhORsdPp+MBMuLt3CkjqFUJWovDJcamz/QAGo8dArMNcE0irpFFpNHlSF3Iyv1+kJaHdwPSAhY8bI5JFVaol5ztx6X/q00WS3ozH6x6m9ol5DHEMYJF2lqm4RGDP41HCGiqSqv08Py+EffX977m79YPvTgO8vR0W7ZPAHjZL/sHewrC6eOC90PCZAU2Qr109BWoZaJBTyjJoqu3dLz+rdQ3jAyoqYNjDKiokY8qbSsNYBkUxiy5LP0i7Up5RieMlJYkZXkfbgiZEtLZW0NML+4CDBWwOGwmFnevGygeDPk+YLoSo5XbFjgTcFxwL1iPVyvXBEYHPtMuQfCUYmjcXxkAQKtpZZG8P5suLvCPOYWNmeHz7SuaVGSzebnISGx0QjzeFWGFrKCyIewHlOGjptxaRVchyshQw/jhIaAEWcbyFH3Ten48JiBKALFxsYd627I/XtOMsOM3B+FfOVYyjClUe1sNOrPKF0QqOHyaKWsr43KaHODIT18mYbe+KgK7an4YpwrKA5Oa4eYJn68TuJarl27RgRKCIzCd3hmfs6zxE9Cw9wEAobPodlIsdYX/u09kJ9fgQjoTcNB6eWmp1zwukCG5+CY45KVZiLzo4Zd4geTgfBXKIdWL9QwbGdRb7C1Yr9ahMWGD7XGJLUMA0IPSzClH5zDQzJCVFlB95PS0hLM6N+2yHldmLSOLbpmTafiqLwc1ZeRgTNOxorh3KYi2vVE6WGBg+G0akptByN9gpx9bN6DsrmOWhzwRO8s1y7fX3a2L7MI4O4uuBV75cTeJgmgvO8R5Kdh8AjeFmFrXJamk/LMM8+UJ594orzqMz6dn+f9RpqhdCAmZYC4azDHre0CGBnPAsjNPffc0+mjmlZ+Q1MsNfOWQikUk3s6WGZdnawsu72zVx568KPx7EECQ5UAhJOwUSg2jHY9km3vlMeuj9hFPMdMtrbikZEHPuvYGB1i9EH7yIgKSSYdg2Sc1Bi1d6+o10FNkQiVVmGz2RK9VTy3wUACWdYYqQgI4uvQKQoD2mM7G8jtrluVVHmCyuSRZ9fSKWWgYKMO1d8B1D9DRbUTogwdjlS5mH8PZdDDQIFBjc269Z4yeZTtoqKfR0fXykMffm9593vfWi48/1BZHu2WlTWgK0dELICcUOY9k76DK6DnlKv7hnooEDWqrUoVlmOUadfWE4Gxhx8gle6f7FBo3mCzwaaDdQV9BhSCompjjFP8Rt0fl10YMhy3NloJrgDqb7VrdsIA1itcI4wThFetCJvnE47J9TLCkRJDy86e1i04JadXlCZPgwq1mPaRbXNY65bhOu1pa73SPfk4uC+sK9a06vTlMW0OHCsQM9LptBZrgwc/Awafv9O4gezd2Mwrj0ovhsEYqcNRJsCZZy2lNzJ2UCMp6o/JQNJrfNbMxBThuY7HEL4DPwOcGJdUmUBnBWemYWFlXChzg+ekkMr2DrJW98kpQiYYQsF8rlMZUODJVF2wkyfKBsJpK+L0NeqBDAuHaTwnjYbAaMlZPuIS6dnaUKwobzjC/TIi89a1m8JAyUUtmgRzvBf7bF14KSlsgaYuD8EPRbFiM8vbxJXkdkI8MnPbi2oOCVknIeqIOGyU+Sv+dyXhrq1WiK4qYYYOQx0AUYF0adJKoNcc9GSYNEs+juHqqwhh0YtaEcdiEkzsIDblUJDFpYREZpVdw+r2bqZlzAUM0tOlrCwtldtuO1le//rPoBLlRx/+GKsdw9tBCjHSDDc2Nsstt5wjfAgUBRA7CMp7ewdlOJWC6hNPPF7uvffecust57g5UbvG90SyoCSpaYTOSjlEvPrgiEXV9vf2KYJ2bLL0Nmu9ZDG2yJSITJcBK0ZzBAQ5TsYHlEkpTc0qoQqjbe/vhiEblaOhrRBcFaNhfYP6WOMwbu6YuCBtMc4/VIzNkHKvEGCHixFQsjw8lVO3unAO+XjOdI0ZV40NW8WM/tlSmRxNy+HSUbl65Sr7ACTy1bWVMrLxjbgztTvQHSocxkrBKdza+sQBIW3M+Bwqdo+P5Dlnzlb9btI/IXhD0q2vO+YnhLYgtGbiK2BrZ8tRtVYbIs8Y4SXW3UE17xE2sr1y4eIz5f3vf0/59Xe/rRxNrpSz51YJU+PZA62gSvkY+25To6VJkmpH5b5mqLaSQ8V0wgdgrKO3UEsKZFtVM44NzIXhKgG/VYuFs2NHCJsnQqGTo0P2yQa4HesSs7Ti9tr6GhWXr127Uo4OnOaq68WGA8QSjfyNwyMulTAwbRhUQmigGp5jJIE724P7eiPtU5gy+F/UXoksMWtzMGyZkD0cASq30txoTh7uwZlvDoEi+8nzyuGNtgEnpAIaHCziivBJKctYa5eGRMgsjmcjU2sZxo2RNJHSqVjO8SNEr3EvQBwVYmHtF5GWQ/nXpi/3CKPoIQswCwL/HmT3u4b7UoTvtJYoXAMkBjy1A+rIHIiuQKQu9HAorT8royJHOUtYuMAuzoHws9AShfOsd+Miqa1GmIxHC43iWN4rrYaOMVPRtVonCEknOhdSvXH9MkzFoXvJGyh96wwQlmOEsoCFkpB8yjQ9FbATh6CFhbLn2FJRpy3VkryFpTKMTAAhL3kR90YBKzPHIFt2gq1PF1ZTKEahH8k/y8pXBoOMKJPSsKCcIFtdCw1arpcgzwEoSiIJZgMlPNIOnwa/Q5hpZW1UVgskL1WoDIuu4dIGm0ZFTZN8Q2bQsW+Eew7HgDOxmE7otdxxx9kyXH5tOXF6s3z0oY9RQRUVi7e3d8qlS5cYUwUr/+SJUzJURiBribwGYwCG4tNPPUmk52Uvv4eLE+5tZXlQVoFOxYI7m4zLc+efLZcvXSGJF0qrqHkjOFEps9zkiBos1VQ9FEvEomIZdYczIrhfpvR8FG/mJghDk3+qEu20LkKzslJGTdBPo0LjhLB+QynmD+DE8zCPwlyMkLG3IeywCQ2NyFJhKMafsw5KJYhq+6mhDguUeSOPS9CGA2PPqIqN3DTGUlFE9Adh9cNx2QMitx9EylGM2bU1crJY/RcbaBjgWCAx/uTddhGlZlRhgXX18e5cy5/VXFFqKxGC0H11uEjzTyRqPGMaJyB6r+DZyyCupeqT7NsQIZPlWTkYb5ennn6w/No731o+9vCDRCVOn90og6E8cKfFFiurgoTJcE4kbtjYqcJyETKIatsgN/IeqTUTBfKAEo6hd6PNhQs+ng9Tx0KxM8JEWC8QjoHoG76/tyuOBxwBPHdsoqN1hVNctA6/gdzs7+4wHGDul4jIIEJKVLIhdXDOQCaFsyUyOnQXKUXvrA6ExFG3hxkdLXWf9xthHKIgMPKxxoVabebPUXHaMuzB78C1qL6ZjCt8H+EjOZ0qw2CPP4fecxqzDBmt46oNZCQAiAwyj4bANlg1mCFrhoLQF0KbvIlwzVjBuF4tqyP1h4Q9YVhJ+RU1mCxNr3pVQsTwbJQFaN4I1jfNI9ZCivD10eFRcjqS+GKEl3n/Y2QxasPfQ+jsEKEzqd5qeUABVfw9LYNVpYjbWKPI454cKRoN+0prx7cyCuKkC5NpMe/BP/Ie4IKfFrrMYpi4XmhfnQyjSMYJsrG26/GAyn1SDJTv+Z7vKd/2bd9Wvvmbv7n803/6T/kaBuO3fMu3lB/+4R/mBX3pl35p+df/+l9Tqtvt8ccfL9/wDd9QfuEXfoEb01d91VeV7/7u766b7wttzLHInnHy8FUZ085+qwaMmGZETjo/XJ1N6ovaG4o6Kh6ujUsxZcLK3kwq8Kr4sqDOZkEPscAEZ2AJD/QAGTqaUB32e5Sur6ldYWj5cyxCiAlCcTn95Fz2zIXpCOfMgfddt8WFw2gIcdLIKzC6g5Zju5kE5RQzGYTwpGblCBAld0MM2BkNoLtffke59fbbyp133lkeeOAD5aMPPVwuPv88C+FhoF69cqVsb20rHrq2HkYK+kTxb/QBtEEQ5hmePSshu0OjJHvl/N4ew0Ewdj7tFZ/G8M9jjz5aXv3qV9fMnnrv8RsbFergvPxlLy8f+9jHeE/cNA2de2OnnkQ2K4xsRX470wZh9CwTiocHw14xYzMBfDdqmd9Uwy6Je9RBQzzW533GRkq+4fic7a6836cSmB0DJBODnQnSXouFtaqZaq6IXLpUpkelHLLY2WE5OpSU+N4eUvr3ZYTTQJdbSVJlVaJsIQjW4Qkly1ZFtxlONrhZC6QoBMRMHhcHNMeEYVcZKDw2DBSM9eUVViW2YaonK2NmZbRcUPj48qWny/ve90vlQw+9q1y++kQZLE9kIA/GYYgGtM/sDaEPJPGiD4IUy+rOGB+41HhukjWfiJi7qjmGjZEpo7E+YQxjLcFGfgiRscmYYxbPDxsdxpeMQBiAQ6ZtOmQiPpdqUrGSLbPHIWsfuicxxqlRU3lDIs5SqJJKshFCrcJ8QnIEDjWnRAhqC2v1Q3adcRWy7Xw/DGVzTUSgbGi21xn8ifs8dfIUvXelHcP4iqyuITLINmqmkI5vPY7Q4kn1thzC2tyUUQllbFZ2x1o1kHM5Q8WlcA6JqoahqfRpPOOocYT1EMeO8+AzDOkHuikVZYWlMF0QhsGP6ik5bb85TXBAy0YLK7Xfg6g9JLQQPCiEBMmzUdlgPU8gvkB5WJQThmDsBcnoINpdPUzte0JNWtmXHEngWsnSGYFoBTGZ+lirq0xAcHaODUJnkTp05/phWfvp8PCTINT2rne9q/zbf/tvyxve8IbO63/lr/yV8pM/+ZPlR37kRxjL/KZv+qbyx/7YHyu/8iu/EoNiUr78y7+cG9av/uqvcnP5M3/mz/BGv+u7vusTuoYs4Vzj5oEYREWS9Fl5IBNYuXxGnjDJtaXn0yTssYCJaNcksQVRl7Tih/5J/bcVA0XUIrkKqAAKe8VJLE3Nq3DqGgZVSm32Ipsnv2KxIDetV0GdLMBkxKVpuOh3R0ypF6+teitWWAyLndcQi7uPWUNgJMDpt8lwkzFqucQCHfYeFq/BDAv7qLziFfeWEycghX6yfPjDHyHaAfEkVPKFV8R4NKx4sj7BN1F62zPPRGXjaaGAGa8jPFbUOXr66acpFf/5n/8FhBPf+xu/QWPm9ttvb7Hy1Hzf6Je77rqLx3jyySfLDMx0LtZpzPinkggdrjcPRyqr5mvII4pquDZWX0Crm2QnDTdec02gZKBkw7OOeWfV9Ijd8mzm9EGVeldTKBCbfMu2yd5oNloyaqeCZfoej+1aPayhozTM8REyCLBwTcrRUOq+6Gvwc3h9ce0KQ4xKGUV9K/AIakZC1NXpkdM9V8wTstYRjQ1qqgy4USMlngX/zBULo6p5x8tlZRWKwUflkY9+uLzn3b9aPvbo+8pwda+cOYPaQt3sK4yHMfkCmM8moIZ2DmrcQJvocFymiP+sTMoS4/6YHzNeDxSssZkohr9P5KVib9C9YUG7ff4bcwZjHPLw4HNpY7dy6kGnqjrDxyEgZlVhboThNJmzYdRE4eZInV0Vydsp0Qp1wCBVpk0Wh8yOC5GiVHfHmlBckzHX4hl5EyRROETxmnhXSwnGPetaJPLI8eJxi8rZcR6mt29sJKXblj3iVGLxJZQdmMXccIy9fSg1izuyEqEV88X5NBiuiCwzr8s0rFRckagP0QtlVRI1xLUSXRFNYH9/N3gh6E9kEwpddH/wXsFJRJp+oJK6h1bqBPolR+Mp18nVEdZGjOFZGS1jbmHdlRowUR8YUcuunDykUWJ0JGdpai/wHpqqUqd9Af1VRUld/ygM15qBRgNY+xyI3hLY3C2XLj0fJS5UW8xEXH2vK5D5W26gAEL8yq/8yvJ93/d95R/8g39QX0cc6vu///vLf/7P/7n8vt/3+/jaD/zAD5TXvOY15dd+7dfKF37hF5af/dmfLR/84AfLz/3czxFV+W2/7beVv//3/3751m/91vId3/Ed1XN/IU2ErGa5t82olaGvIXhOTHlgrACaRXPCg+KnUhy+b8221v7ubkIWXVIsk4ElQNVTeREOITl1sGUeNUPFA2N1rUkJc0Edroj3wAV/XPZ298vBEPBel8BrqBNx0pUex8XHMynXE5U/w2kZIlUWmwtqh0Rcl3BnSqmGYQBPS/M40imtzkpDxZoAiGFjsMJr2CfP5I47b1NBuTvuKB/80IfLY489Xra3dkJtERMQkxrGCjgxii9brOnH/sf/ZGgH1wPy3K23niuvfOWnldd91mvLF37hFxB1edc730Wj5//7/76Q92uBqfrUvNnHZovP3HfffYzZP/PMs2Uw62VV0dtrj5yk4E6adjMmquCV64a8QOMkj69s6OTXqqGRZNoz4bYaEwEF1+8mAm3iNsuWjpoyVfY9GSF94ydfR/e1SJ13/ZzK+1CwhMRi9IvzJPhdIR5EI6dR4jEIoQywAJmIwozOYFDVVG26Vbq/pv035JFVjmGkgO+FOcPNccDMunVkLgQyKgdGXCH0F94vwylRkwcffH95xzt+uVy9drGcvmWlrG6sl8kMBQ6VkeGOPKZTUu9PPIgpOTcOG2GOwNtG1sOAGxKRQIhWHWDznDBVtMbdIJCGcgErK+Xuu19GTxXt8OiAmzIFHbkR7GicMm1XNbTMo5DAY3uevk5Ln4O3QQOPYyanqUcmEec2NsioYxSkzsbTaxWP7QgxzBOpqThnNXJiTDNlGyGDslRWgdKap0R9jCDahgDcaAQlbxlLcCJ8XG1wQii81ln5lDWP0jhGH0ynUJJOBQtDsBBrFDglQDTAE3Z5AXEvsKm2FFlp7Xid1sxCn61gTAYR1dxBogh70hqh5P6BpPfxXXxuYwP118DjWK/HV222E7XPrMS6H6Ex9PNwOC7jIZ4zQiiDMh2jb6SFYi6T0ppdTkJZSUosOCICU7MPk5PjPdH9Y4OxaadAX2uvlIP9qKjcHCns9w4927i20YrzUNDu5MlazgXPmkrVhzeWWvg/NlC+8Ru/kSjIm970po6B8u53v5s3hNfdALWD6Pj2t7+dBgp+v/71r++EfBAGQsjngQceKG984xuPnU/1FCTxjQZWcWVcRx2XTtw+ik4Jzk61dcI4qAX+SFCJ+GXlc+gcXoxlsHQ1S6639UjrIMilhmxFgCGfoV2Hj9Bqu8DIZ0xvdlQOllH35qisrY0Vtx9JC0Bwq1jnRBsqJ6DvaY8ZQnEogKGmYSt1buOFGQyVoLsm8aEg2pFjERuyvt9EirLKrf+9urZerXIIAsGDhJECqxnxUsR6hwNkTayW173+s8q5W8/RWHn44UckDY/6SQPBzJsb8CzFZDdi9Ht+z+8lCVMGyogIyf33319uu/028lre+973cZH43M/9rCrclJ9jNd5SJU88C6Atr3zlqzgJL156vruoV76RnjkNz16V2Ursi1emM1UFztkFH691jJE5ku4v5CcjC9nI0vs5oye9FuGZPD+UTdHCOSIvxqKPjRd/Jy0Rkbj1eg170oNUeI7jBRyJGCsVkSFZW8Q8x9pNJFdBxYaIWlUzc7n824tple+2TH3NqlNYB+FRkE/NDaFXDD7ECCGSnfLwQx8sv/qrP1eefuaxsjIalNNnsbFFSGHpiExs9mC29FLrEBsDmWA6LYwxp3sCveU6BY9UabUILyAU0B8pLniKz8NAlxoqNppALkLN1feNViXL5ynqJqVTh0B4LaGQ2n6665/vjUJega40efoZrxMIJ+ao1JDl9eesHzejJgyxjUZcs6ytsbV1jffhEiNo2FiN1Hg8Yu3D88lj3feVjYzmSDRHFSgYjBKsI5r/S1x393aPyu7ePgt0yjBJfLVO5p3uCdye1SKjCM8Or+GclhOAVov5GeQ8xh61MlLdIHwfKdSVmM4aZFtcO4kykvwqQ9LvExWhBopQWm7dcHSjAKRDbXLYZfzzs0jBDsRPHJymZcRwKA1+JWdk/S4/O5KKOa6aaKkNKRlOMPCb5pclEPx323dt2Eqf5v+agQJuyXve8x6GePrt2WefDZVTWfxuMEbwnj+TjRO/7/fmNfBT/u7f/bvHXjcEKQs3pRPHw2KUJZIq8OBocTJu1xYZxRfNm2jVHTvn0cmYyiX+5JzwUfq0wwE2PiKapPPVFGH8O0IigInDuNLkhlGGCQdLelxGq4e16B3lzaskdQppBYPeiouCuWXhc0BBRbC3WEg9sFnNtqC1OLa/QQxTVVdtSM56MWNeJQL8eWw6y2V9AzAm6XD0frF/7e8dkZmPgf3yl7+c0PXLXvYy8kCefvqZcunSZcXcUY7bhmNsRrfdfnu57dZzAY8qBgrD5LHHHuVzhRF85x138z15QEl6um7isYkBUrZaZCmEz2FIf/gjD5LVDmOpijkJ403jIEKB4TfIqGjl6R28m5exU82YDLVWLlNwS+J89e85XCKHVypJumZxNQPAnzMqE8zCWmNJYQBkECg1FKgcM7nm1Fnp/60Mol7RvqxREnVdqsoy+BKbG2W43moHed50x3DjUfn+quERkLJRFH+uhTc1BoGcMCshwhwrw0FZA8lyBWNRmw5DRuQXTMr5C0+U973vHeUDH3hXubb1bFlbgyZFKdu7B+VwvCey7jAky51INOuS300YzHF29C/GKrguR/CID0BIPZQ3P/Z9y0hSuEgLt79Po2MwYLmGhq4OmL3BOmNhxLhOjsiOMt7Xcd4wblpGXkq1J0qLDUTXCSKneHAKYbjP9T0ghwphoWWRNsuiWysDyJV5By7U6Q2totz0KWEYjMthqjastSjIy0TR0actK6iNMTg9CHFv8jqBfoJw77BIJfPXsKVDkaWsryNktEYCPa4X68zhAbLwoNcxLgdJ7r1+P4WmsgItUbIIn2Renr8vRy2QkwihcQwPlijopzkvw8a1gnTdzpLTmECTIygl4+whE0lCOrDXGwnjCOEjl9IVkZeYwoyQpJIrWp/CWButmPfXqsX7fllRPcI6zdC1MGKg9YGQWC/FBpuBBdeQs6EZQ/W33kB54oknSIh9y1vewsn3yWog4v7Vv/pXOwgKNC7Izk/xcjTFPZWfr4dmMpcY9ghBYFHO4R3Kei+XQk3TOWEdbjQhpc/8847kan8Tis3V6XLc45LeRN24JKWNR0CEu9aBCAQm4DuFPMAAl8davYupyHP4nKxhhSyAQDim7AW8eRCZU4AFQPDhYIAMjLypeXJHHv3GuqrVbm5GbDgEniK0pIVWmwN/Q1cCmwVS2vhvZEysETGhsgRDQLNy5523l5e//GXlvvvuKY888mh55JHHyrPPXCiXL18te7uY+LK4seD9+I+9mc/8la98ZbnnnnvL7bffxgwgFKk7dep0OXnyFB0LTHarRlYUpYquxeKPSYi+YVhAG/hdd97J+0MdnYsXn2M69DUYK0gHpffbDAZNelm2RhKqMRAmqoeG4/DWFGks/T7xNb7isGQ9znEOiu1e/7t6ef6pWS5tfnjsYZum+JllurExHon0h1i5BcCcpTAPoRlOu153x1OP6zJXAONrbTYr6yc2iWIQTalp0d0qyf2ffA/iRIlX4b+Z9UYJfBsnyv7i/UHnBFyPVUlxQ0iQ9iiq3k4n5bnzz5RHHnmovPvdv1Kee/6JsrY+K5snp2X/YKscbu3xOjE26MWH5kMlXwbvAONbnnhTG81oLkO5rI0iVEEaMjxSGJOGxCFw5rpSgQ6xjEDX0IQj4OfiTcMGkhyXMpfDltfIRiiNsEcN8fR/mhAerg0hJQiuYS4yc8TqoJEYARQEy6LRFRvPNpw4Fy0uV43lRlw1L4NGEq8TKMOa+G0chwrZINSC8z115WmGvIz6ZfTKJGqOkehPbKJnbznDY+zsIr0WawXGPAw3Zaj4WhQaaoi3QmK4L6MbQJit89Keu5EsGWS4HmQzlrKCTE2MU2RJzcZld181uhQqVC0bHI9O3gqEHtXXh1Gt3Gv5NJyKQWzb5vloO4nMJGbIDcpkrOPK0Zkx9MlrrhoscPJgVGAfR6p1K2mAn65GTYibhiGe9xMbwX7ONkYxXqCf0xAYPSO8f/B/K8SDEM6FCxfK53zO59TXcOJf+qVfKv/yX/7L8jM/8zO8McQMM4qCtE+QYtHw+53vfGfnuHjf781rDkP0W7eGS6Th1Tok0FFoiIQGQgyGIEAzpYwiWPgSWP2ovTEf5jQqouyV66dlKAukJVBIhjrB6y1vQpOYm0HIEtOooskkU8dVYcH8xgUPBZ1zEOAeIn/fDWERpMDiM8vLgJFB8moaAR3So2F8WufSaXGTuJD6Z3t7qSxflfqkrGTrtCiFzhOz6bsoHssw0goMJhRYRKwZ8u/rNFicaYHvoabQ2tpnlDvuuJMoyKOPPFEeffTx8vjjT5YL5y9WWWXEO2GFU012MCh33nkHkTeEkHA+TBYYn1Y2hfHV2WCxuSVpbk8kNNf6cHE+yPLDCAYh8fKVK4T59xBTpjJnCh35mSfjwAaItUPM7cjhDaMa5ou0MRZGELg2YTA6i6CfkdQ1jHMqsK7huhs/hbKQKYKFHwJgCqUJ0lY9EB4xDOKsjClETgiG7r+ls/veHRYzARceOjx66NxQ5wfQvrOAUngn61f0DZRqjMS5lyvyB/n5RohdQZG84UoZDUeRSoxNFBsj5gA2oGVW5L5w/unyoQfeVz7wwHvK+QuPldX1aVlGyvn4oCwNjsrahsaHnnWqq+M039AiKkVzrRoQibSL8BYr6UbdGxsEnDvM8NB3HBlr/dB+EjGkg0IYOvf49moij3e/lNmJuWPO6JNSyq0lE+Fw66sk1FLvhyAbFWW7mybXnOChcBNClXM+73XC/n3EhdeSjBWFzGTAd5zNhHbKodHmubMj0in6FcYJxiS5DaGa7TmRDWo7U2jg7FiegRlLS7pGannAUKk8l6GIrZEBpP5Df8gwhOEhYUmsYVpvfI0tNAMjVARtPU/NpYrykwKgMAzXTRQBLJKCR5jIKO4wyMdISiBOG1l0lubXfgQHTJWQXfIDui0shEDjZVpWYJCsBZoVpQ+4R4ZT7P3IITX0iQo1NsXyfrgOQ9SZOzkUZ6Ou8Z1aJhXHbYS/fssNlC/+4i8u73//+zuvfc3XfA3hcZBc4eGis9/61reWr/iKr+D7Dz74INOKv+iLvoh/4/d3fud30tABjwANiAy4AK997Ws/kctR1gQHfKscbO8MzdnDUuWTcYKNC2p92tglfwylPlbvxAOrOibeZHqpqobL/XcKAdVW/xnpqpH618S6ut+VBoIrIovgK+GwKC5VFXK72SNId7XPjoZQ0eFMGTZHWASj4mSNh/bCBJkUZc+qOuHoFyzEUUARA0+iPq7zInKuBeKcmmwyLvRJVkbgtWyQ8AYYcWV5nRuINzoSblcED54+fbKcOPHp5WV3v6x85md+ennwwYfKB97/wfLww4+ycJj1DIDiAfaGwfJ5n/d5JMqeveUcr9GLoKrqgiioGjwO9VjinpyJeM1eA26acC3S6CI7AEUOIWGO2PLWzna5GjLQLmAmzzgjJk3ULlaNtuBSe6XJtfeRAg8bCDkx5RxIQ1zXsWEVi/o8M9mGUzZCpTYaEDMF7Q7KDuuVjJl6Kt2HFkbxcToGVSf1+DhBN7fguPJ4J0+cpCAfQjxrozVuXDTMMIZ6uhUmbVLckN6yjZYwXEJlVZkqQeZjWrL4JqOB0Duch1mtUxSIOyzLK8zZLVtbF8tDDz1QPvSh95Unn3y4bO88XzZPTcr6BhZ+qHEelvUNEBk3tVHs7IZAgeaYSzJAJBEbhULHlgIILSNoZDCkKh7Y9OhQqc0jXK/WGfgCMu6xWQzL6gwbpTKVqkQA+6gJ/Tml154os6ZiQHgTsAz85qZQ27wpaPy0NYpFUjmnHC5sKFA1kCr67FpZ4hf4xx51JgnTWQmUlR44Ntr4HmUMIqsIY5ip0zE3bNh5nDtUj/Pu7Oxys9T8PKhZKwwJcb3B5t6KITopgmsnQpfMIoOjM+PzkQECwwoItDZ0cf0UooARi+vWutkQZYa9aMgjcUBlA4CsOIyRC+kx5EhNoPbsFUprRiznEKq6M+ttSF0SS8RnHtLyoOmxYB/D2JKosuUowpDClw5y2NRoXKRNg+sUxR+J4NCgROFXaBatUrvKxXPxvtEszC+idkkZln2dyhKYk9IPic2rP9b/+7fMQAFn4HWve13nNcDiWMj9+td93dcxHIOUUBgdf/Ev/kUaJSDIon3Jl3wJDZE//af/dPmH//Afknfyt/7W3yLxdh5KcqPG+GikOVWNB8qATrlIOpRAw4SCQi3DItMc4fFRdGg2peqkxkLonuDHcsjhEecUZpNo80bCycE5iMmCgSIVyC5xUhyGWrMqpR3r3pLSLf8ZpN5Ii8SAZkZupA9WeWnEwvF+ZDd5oNRjpdg/F3uqC7oOiTJFdAkqLiWClnkA8gR0jNADYPhDnpNrACm8o99ATVZH+Nkoq6tCO/helAWAgYIUO1UpXWPhqXvuubOcOrlWbj13qtx557ny9FPPlieefIaqligGdv78NtG8q1cvl4vPv7G8/nVvKLfeelsoimJBEE/Fxpm9z0mECSZhjNlAMQ9HMHZoSkS6I+BZjPvbphMaKyDSYbHkQsKf3apBwTg062wEZ6HHRak8gEDMvOHXlqThmSIbqd7OOtJH2meU2mujsiEe9qmN4Jhlz5AhwoXx7DFvuC2m0N+8cCCv1WhKMih8D30UyBFQ89FuOXuWdUOGwUfRPWUEJfOnguiKDZwk3AjxmFtl/kwKZTCTJ1AYmA3joz2S0keM5IHLcVS2tp4rjz78ofLhD/9GOf/c42U8u1I2T87K+iaIgUNuYAjywjA9ceJkoJQoCYEQnz1MrCVCExTes8qnQqxK7Yy+mC6VMV4rUh+FZgk2CswrPHJscM35wXdEgKyE5p6DhD5dXlrhnBSKAfQEXrMKZKIxXZXh2HUZ4UY2AmkxX8AGiVRPxXGoiCLGUSLUUrSRVYARrhiW1XhGNDQCHeL4xL2mgnOeR1lPhQZZzA9kVEmTRM4A5r+9cYeJoJ/j8JHnsZAZ8S2afko3bJrnnZEidOD6+mY4XhJ5Q4YSOS8bSPGFsTHppG1r89V1Z+ItnFjX/AGvyPwKnFuITmRfRvkPpf7CgG2ZmtVJoqWxRMdIhRAndf3chCz9SHsinyWzG8dcB0VCb1pBTvPHuNDe0TLKdB1DKuhS1oHXOuA4wTlWlqF/gzAXnttBZOAI+fTexhBO2keIz4S2itclG9d9PZzOGse/Z//vlGT/yT/5JxyQQFCyUFu7uGH5iZ/4CWbtwHBBB0Go7e/9vb/3CZ/rcDJmqpeJhrK8ZaHL4lNHSLMjUkRhFNSS7lH0LDrYtkDVh6iFoFxXgSodtahUMFyqOFd7OFHKHAAERYCEiij06jRmGyPNs+cxq6rtcdGj1sKqj1LcPqCFfyQgxURqhrkIkzpeGeRR6bHAuDss0zEWTccW4R2GwW5BoID8nbXD67Tabqgz2nvSj7wU/Rv1duDZrlYDxSElGymY1BBcglgbi4mtSYTq/lfcVW699Ux5+ulny6OPPVmeeOLJcv78Rcrh7+1vlQ888P7y5FNPlAc//GD5rM96Xfm0V7yqnDt3Wzl9GiiNqmyiEXJlNc9WyAwNz6oK1Y1W+T7GIzUoDg4EtR7G4gPuxsaJcnLzRJmdO8fF7OBIE16wrKotE9bfPyj7hwccd9UohJYBwwGlTOl9ipAopdamkeMMIHmayDoIlCUUhunRgIsU/eywQSWNsuRuM3o9J7CQcsMoR9Kl2NgkvEhaRqq2La5MNyssG0G1NpWRmrimTup9jG3U/rjt1lvL6TNneshQcFCsaNwJRYkM6g2tGjGdUg5SjGW5h7hBzcJxGUPlt0yoEXE0m5bdy9vlytVnyxNPPViePf9oOZpulVvOjcq1LWhEjMvaeug9TERqdeVW9D1Qmh2qs4LUGJt61EhhWCI2dpHvQ7Yemxqvf8CUUmQOIZsHGRzaTBEekNFfgzMQtgsEJblZVVkVjQgcuAzTZRoW4EOwntIQPJu1MljXcyGXo7dJ5HVEG602XCJotVpuG4fWxsB9Ue6ciEco4tbUcpVhkBEgXgPCh/gbPDButJQ7UEjYIWuPHXDVMO/hxOIHYxf7hUnqcAKwYeN4dHxW8YyirEaSX6ecXVyTsmWiT6t2FIT1ZMQCPYcBwlDEcFg215Heu0GjE5ozEHuUMyejQcTRCLGEDogNYlUJxvmwfjXytxMP6lpJsn/QDBCSD04iekyK3VEbjckD0IzCNUkGfwUKvhF2QfianyWKp3sV7wShGxk0QrQaYRf3wLUtkEasVXi2a6swomA0I2NqFOG7Xco7WGjNxFdXo0arKuYwWKnT4hpuzQFzP/TDy7mhbtULbUuzF5oL+SnUwA+ACNybfs9nUHbYctzepOEN2XNAI5IS0J/1GchKj/oyMhIi84A1d1rl2JquFpr5FZyqjH5tKg2d0CTSw1KopsUwE0HWtXY46V1ArWUA0cCpJKiUckl1SHtZJijogqhSKeJNbFLOasoLVdJ/cUVbb0YRNmPtCCK8YslVhnjKRHEqoQik6L+uqJdTLWGYYKILOVnjBpq9ZhPYaorbCBN+tZw6uVlOQYxutFr295Ri/txzz5fHnniqnH/2uXLxucvl8pVrNFYAUb78ZfeVN77xt5fXvuZ11I7Y3FT+vT0qoyn2zvxss0IuvBOhIEKdEF933L2Wged3g/AXG60XXyzmWARADgO6IpLYQTVigP4wtbTG2Js3msml1p0R58IaH+7b44J+joWDH4TfJtk6PR7jk2G/qG4b1qo0OnoVfuf96Lk3krD+2Q39+G/fB64ZKeDYfLDQDUhoFczt+ZDrTImbIeOkIUHqGfFxogBiQhmMYIiwjfvBWAVsj/DVTtneulQuXnqyXLz0eNnaPl9WVmdl8wQW5MNy5eol9sfqKvoNWQzq5431TcLqNDL3D8qVq1fK3v5e9Q61aQOFEoHchEJpXUgO3aE0qrOy3g+OHXMuqkB70cZmrhCm+AheV/jMOEZjziIbZF11aHA9PF+B8bNeya8mKvIYNMiDRB9rm58XtZRig8H6ZFSliquF8QnDBGNayJ+Nk8SnC1TP8ymn/RKtAVIZSE41mEJlF2ROOiPr62UdPLLlZToFMFB2g4iLpqKqa1x/4Dgg04whjqmyhGCcWZKeyBARkiZGp81aKd5UFQ4jGWsSSl3AKdrePij7yNpCWCPxoDhuEapCmHdrm8cy0qvo61LU9WlEXfcxq55T72qs9TGy1KSmrP6G8wPDhI+MshhNQ8YVjZeCcOvnwKybEdAmVT7ms4c1Dt7HWLwPPFeH3JG1ZNVdEf4VDhLRWmnJdNp4LiVa4AeGG77v0gkO36BhLcG115BWSDfwvaRA25cF8PeBjP2Fb/xphumxPrxka/EodNOschKwuOmARaz4ZZ1QDsNIlqR6/fZg6bliYAPKrMzE5sUsdSpddsMllaBbi5jJAAnJWoWL2FQq3aliFdUIjkmuBJrDPv4uDYKjdL9OceXDj6yS6lGa2BtIihiY1P+v0L/Lvcc18TeMuSXUkwgBOF9zGFeqHqtce9UrCm0ZIkXyDBmnRarZwbjs7QO9gLfl7J6mZ5F1VXQPEkDSZMbCiRTnkPanPstyedld58rpk+vlxOZaOfH8Wrl2DRoRu+WZZx8t22+7Vh76yIfL/a94Vbn33vvKy+6+pxYkzBwLx0wdP/WiNDLyFj9r+L25WQ0Yw8/iBem5dcTbosigYWx7qVj4uInZ2DmIv7FAQW0RYYSq3wBkZsyUcEx8wvZQqFxfC3VQEV3xfKq+auTRjw8OGXPPhkJuJJJSKE1Dk9s9U2IRemniTP2Wx1sONZlXUFGe9F187uQpGIlA0EJQjfyjtlGqAri4FjEBZBxOW6HOHKY7jcUsUjBN0oMzsrO7Vba3YaxeLfv7W2X/AFlgl8vB4bUyHu+WpSGyclBhFhknQHAQfsJmIc0fgE6sAbU04PFWl9bKmbNnynMXnuP6QIQiERyZ7hklIXTPUfeL3r4I43Q+YBg4s8sLObgywVOhVECgJkY1vVR5XaGXjUwiFKWcjbUZYX6uBAKHUBhl5wbk1vnZYK2AtACfOyodk0jueSzjIpcWqbQA+kUuYTHV2KpIbS99fpKNDhQM1T06e9C8LnNXmDG0MtLnEQZCWANJFdeu8b392AzxeaZpr68TOZwE1+UwiN0IxaPmF95DiYmj4BMuo+QEw/paI8dALUTs4jxDiIRG5VB1ffb3j8rWtUuVo+iwFnWWbrutnDp9um7OdgYcvrGmBzWeYj9RSYIhUVgWbdzf0/m53kwKLgic7emqjETU0oHjotIq2oeQRl45PUXEf1wfjPmN9Q2GTPE2+CpEgEGi5d/S7MFYgZNyx+13sIq0w4ESplspZTKIZyLNFQgFMnw3gEGmcDauH5+5ePEiv2+tG/SpDaBqhKbit+gfFg0M5Dgj1OYmavwIkXkh7UVtoGBweDDmeLDLVTvVqwNJM3QRZaydcRBFlhSCxfGaRHpbmO09ugaKUQ7Dy438as0Jk2QzVOumQaiUZxaki9ZVKu18oX6vf22U0q/X2P2K00ZtoGROQUOQ2nWrj6yKGlV1ne4aucUKcclbRTxWrHzXK2pS9WiAJAkJjrFBy2C0Nd3itCFRzji2qzNrL3JNDBiO0GaBBgKOsbo2K+fObZYTJ0dlZ3u1bF3bLVevPFceeP6Z8tDHPlzOnDlX7r3nfoZ9XvGKV5Y777yrnD59pgpBNcGqJuzkzbD/egdlyQZKhLlc9TkjFp6gKmugMacaKMoCAZMdHio2KR1X8WV5TmMiMCwgFojNwe5+J9RIRCXSKc2hUQXhUc0A6jxTa43U1F6hMixrz6KVLp7XG/dGbyra17gR4tPkAoLprOFx0+CopehnZXLYVGvpZYI4mVJnsbhV2FiwjbxLFsOcRogIzslhubb1fLl85bly5cqlsr1zpYynexQ1XF3FYjwuw5X9Mlg+LMsjqSFDlwJQNjZ58AFkmArGFwGxKWHy2c+mJE/ai8Z1ND0LOUh4rhTfWpFuCBrUYoECYufAxsGNG2vKDGGfdf4ANVF9Fmn2xIztEvA9VzC3guuW9UwcmgZKQ2n9gObNA6m/AyGra5Nrk/VJ+EG0TKBsRVz6zdkjnTBS1IZxwU0SMhHuiY2qcDNra5DHOo4DHAEefkZj+O+4b4d0aGyNUO5CJFvWDqpJAEZlrR2CuRy1g4AaIdtkMqC8vWoU4Xk3FXL36+bmibK+sUnE89q1rSpI1zRPUDAPob/DyOYRWoTQCRABSB7g2cIYRVeg1hLCxQwtB9GViCbFKEsZI6MnkCUjzzLsV8oUir+DQTl75iyNBxwDyKyNBDtZMHRwrZjjZ89u6NyhhYLxpxIlk0CgRHiFiyOhOaVx4/4xXu2M4TsYT0BT4CThNdy3kSS8jnv3nHHmkZ013IdDeBQdjJT0g4P/y1L3nypNC7hjkMFcr+EHlWgPn0FFuxg7jAloo4GTU1wSIRJdgSsv0vI2lX1QlxOgCDAuwvq2J+SBo028e83O5pGB02L7bn3jpELn6fVj3BQWKwsIPGtrVG0V/NHiy+bbZIni+qZEWaoxFqZJLJ4haU74PSoxRr/kQ6iTmyEEm0WEZehtWJAqKn5GyMJKtc7UqMRPC5JNJ2XlQBWOhdJIhXNtFQs0OCwr5eTJ1bK9Cz7IYbl27dnyvt88Xx544H3l7Nlby2d+5msZ/oEw3KlTZxgiJEclKebaMOkbKE0CW5tAJSTXytcojtcWai+qUnhs4b6apt7jBdRnmp63DRhvlvRcsDjWa1V/Wq+AdUwgkrWtSrR57OTQmw0MGbSR4hhwcC661qDqFkpqXIWOJTI3m6iT3eOQThhO2jxbmMvzNsPB8BRdL2ZtY7WcPAlBMPCE4Nk9Wx57/GPloY8+UC5dOV+WV1CvZq3ccu5EOXVaysuT2UGZTOGpHdX6K0cgz9LziyrIy/Aa16rY2f4eNkjxFEQ9m6VF+IjEWxH5zfM6ZBVc8pOQpTFE/0XIDbWGqISKAprOMsRGIPjbQlbUOIo0bfcNnu0h4PpkDANZJNVs6vBQQ0lZ1mEHHAKFKPIa5LUjVxn2e9kwr8+8k+3nOXx8bbJxklvN7MD4zc5Wyviw5+3z2igXWqS55ZT6rFiLhmexubEZImutyrqEOsG3aJmIKjgJwTAjEugznBfcD/SPKxwr3beGYBBq2t9n8gY2ZWyuMC5Q86uNa61hFrPDpg6k8/Y77iQh3IgRkAhwmHb2wG1x9fkBDQTxdFThmffKNGKIySm0YhrC+uomz4FwI5AOjF0j7tiX0CdOMWdGIl/brLILLjuC8+/ti4MiaQaspQpX2iBxirO5NhshwidBvL3IeJQcg1EyPwdy71JqNNCvs2fOsP/Qjx6XQJf1bG4GA2Ufm1XSAujoBrgEvUmv2pSR3dKg1JiciZjosExHPwDWfJXWbqECiWp1jQsvBnniz4fLZ1VzpR/v73/W15IXHnnnwQ1hWEbvt6J1PIKP1DluC0/h/72CeiqaEpkY3fRRGTw6nhYe1oDNyYvVIGoGhjU0ZkAXSRLzQiXiMHEFCeAhJjpT+KXPcSDHBvDnjiqZGi0ybI3XTp5aKxubI0K5QNd2dw7Kzu5+ufj8E+XKO54rv/n+d5dzt9xGvsq9993PisbYCOHxnD5zihAqJKhxWSYAC/512KfFmjXx9bfrKjnM1zdg2nOLCqaVwORea88kGwAtuyVQpF66O2FsEu0CgWEBs7ag90unK4593ADLxpIXPwkH6v6QYSC+kvkm88Zzd4x1M8REfrWWSc34WlW5BevnqCaJpc5VDRay8Lt7W+XSpefKU08/XZ586mH+XL32fBkMx+XU6ZWyto6Mh1JOnByX0Zoq0wJGHi4dkZw6WgGcD7LkNM6zzj7TGqHwVFMexuaB7BMhZ7hme+QgfOMabRAqS6IhSV4bMIBgYKLwID6DEIUfOAr+CTUTGdO1ivIzw7MG4Rr8F6eJw3AHZL+ysl71mxT2BeFTc8Yp836muEZvJBmZ7RvIfYPzf6fJQGghVG9I/m1juJNWn+r6+NzNGO5mreHHY8UcDZc/qcd0aAwb9mxSxodH4l2Ega8EB4U22vydHkudRr8pm+sEN+znn3+ex2fGS3B9fA3YmPE9bMSnT53m2ECYwyjtc89fZKafZfwx3lqYJLLMKJ6I7DUVrcQcOHnydBktr5XdnT2WAsFnmVzAmkszVcMOVAOSHTgvzolrdjgmo5JYu5FNiZAgybd8BtNONmPWLME1IHyEf9s48fF9bK9RVt41miLZCIhnnjwWAsLfISX10jdQKA/NydqFRZ0mScId03xVlAzbKfgVDgV5kBox6Eyc5FUsBVlJm7/0LCQVvXxsotsLziGZdHEdvRTVq2jn7BpY7d8UhorJR7JvknG3H0WPFNWXcY2RlqxDzN9AOrIt/SzpAJYU/oJWgfkAgnHbptbSjNt1t740xOwQHAe8icYEaxzOMRlGTHcVZquZloFgGRKGF9FqECGzAJtE7mvA90sDqDIOmEaKarrMV5lBlfZC+chDl8ojj32YECrUbTGZmA57yy3l1ttuo+EClAXpptR0oKBTaA6EIWK+kIwWi3FFeMckvWpItvT25q3aCG5aF3pawSFIypg1u8ZZM4FGUGjJxs519pW+MZX5DeYCKIU+GdOu5pr4TGge/xZos06JM2468zD0E7CgMoySKmRrLoEaoPuDtwjDQUQ/6Ydc275SnnvufHnq6UfLsxeeKBcvPlOev3S+7B9cK6dOb5Q77r6lnD17kugJyb8TZE5tMSV2uIyYPdJiWQ1QG8muPL3l4aiSDssRwgTawJxRobFNn7SqHgOpy3VKcL4JrO2enk0b7+bIaH0Q2VzzQJvAhB43NgFkbgAtwbhW5FkTbwoo/nBfpHgYR2WFJGAUo1RRRY0Whk/DKPXGYQPfEH1dRxKKkh2fzjpl2YQ54+hGrU98x1gxKpbPZ6QkG8d2Aquxm3hG5nz4HA49WIvIRkV24Hw8IFBGHYkKJIG7/vl9fDxTZr0Mh0zGAAcFr589e5YGivvXBpJRNrQLF86LgxH9jkyka6gxNFrhGmNuhyoDWyRSDjY0pzDeIOHPrKblUdm+ts1iqj6/w17SVVnh9UEU1U6Jw9BGcLKzjH/T8F+CkYwK8vqOdVGwFlhQTuiQxO+soiuUqUnkZ6c5h+zxmmszVekIqvO64vTxCvMvWQMlk7rc+G8ugMEPYYXzkJ4GlaxutoLmq05A1P2oPA4raZYmvOVQ0f7Sfi04R4g6Mg/IocDnMREx4T7OpLahNG/y9w2m7JX7tY5hhHOSqNrCInyv+m7xr67znq7D/85elg0O/dsplpnfwwcQRonPnQevvRRtSu1K0EdUP6wpqoDlg2BalTolSIU8FxAavXGDKIxNA9c9FphcDZaWpOmNBV4JJmu8HhvIZLrLtN/nL18uFy9FSfqAbU+cPF3OnL6l3HL21nL69Nly6iTiv6dImoNXQB7LchSpI6/DmSVOS8+961BiZGdZ7ybrjNTEiAatG71QpWfpqzhMlEM2eazUn+sMNtsxTeTNGWXaUJpBa6pVQiYz0pdqAFUFUGuy1PPl+8leu+4LBsV4slcOxztla+tyuXTpYnnu4kVC6yjVvnXtWtnb3y4TCq2Vsrq2XG67A0bnuRC/wuKrZ6j0VaGHQCdQ62Q83idxG4gYQi+H+yJCTnHOA2xayGDRpi0kCn9jPEo1ORsd5D7UqruCsb1pNu4SCqcJGcJ5ZQwK6VDmmgxN9Ao+g/GE/kGG2jZ0dWYQNIuQEMbhitKU8f3hCjJe1lgBeDlKM3g9A8qJdFyWLljSRqlMkRV6/87G8FqRRRuVBms+Wjy7tBYxKygZFDbSeP9Mp4aomQXNms4PDYCek5U3SxtKNg4yapKRa5MraWwkfopDO06h5eZcJRa6jh6z5HxPPdHKLL+ez48yGPhNgizRQ6FS1nZBv2aCPX5DPFIGk7hV7hc965Pl7NlbOG5pYAWJlIkElGmAzD34NeuckZcuXyYKfLiPvUnPBwTiUydP8ni4BqA6ORxjwqodrRqSiWyxqjKcowIM7ahPnTmY1xYbPUKdhK7gMzC08L4NNPz439BEg4GStzQblOCvXLlytVy8eLXcHAYKrA8zoDqvK2CDjBM4vCyP5OQZGudWlUWWRSOJwfuyZysthlhUQghOJDJtfkw3jAcGuA1ZAdqgzHfphUd8aR3eQRd2vR73pBojtfpl9zMqMOXFVIsWGsEhEvBQNbGLNPn7FanwNWmVqqqZ7tCuJ545Nji2DAnyU2ol3CxEFbxhGyfehCOjSvfvno2fGh5D7SMYkCGjXAm7Rn3CGFnCRIUWg737OJKNIhpZKlMAfRcs8qM1bSj4xNGRUkgBzW9du1iuXn6+PPKxjxE9gRIu4FHEdlEf5MTmiUr+sqegekUb/E3PISqmVg97JZQ0k4eZPdg0dCv/oQ/Ft75sm5QQjjY+5o2l67WlqgIszQXWevFGlZCwF9o6IU5mMunfWOSxgEErBpvp9s61cu3axXLl2rPl2s4z5bmLj5at7SuRkimoeBMQ+xmIRZ3hhisuh8axHAZkZRyRgKsU5JjvsxnLuR/SiFWpCaAsIEcKoZuVw0lIECAbJkJPKtwmCfLhMHvWraikY/US+ZLHaW4SM09YWHONBgoImRhL3MAqib9thkBPIAm/ta3MC24ARxECnE3L2TOnyq23nKGxBQSAtWlYNgIbskKQR6GIjXIFqqmjDDoYzBh/ODc2RzSMU2xoSONFw3UyuFqTDBwI12dh2Fy5fJkbi58pjoUNiFkgUSzwueeeq/eP9ZChDWxsOS01GQLurw6y0ktf9/pBYy82V4cfiKrAaGGhO2WGOITp8EwLl4ZCsQZnlHfQhm4Ds5JNAynE8RyaMFqD9RzGisd4Dguh2XnMKrH4m9l3sxUSrXF7qi3WikoK5cB6NeHcw4esn2TF8xkBNWjKl3J16xrXN49DG874vRrGyYlTpzjfLD+fw2guReDwU9Ywcf/bKCTaB6Mw+sfhOiMh/do7NmJBwsXfGGv4HNZI/A2DCkUdwaW5aUiyWspdGTi/LmEck7PsGVrRlQ8t4pCCc+X5ZnTTeiFtI+zw61PGUEsnVfzeJcevv0nUd7hhKmRQ3/C55m0OPa/WoRMZBcGLIdIhMlLjTFzHy7Y31vN8jxl8sdk7HFDTreuO2L7ixaUKuuVNtupzxFNid7U6EOr/UMylkdU4HJzUuvEWQuKc1rOAjMQAZcYj64FoTUpHUGzaxwrO0WBEBo0WLMWDGSYDxD5FBgqIZkjfVHododDLXcPBC6qzaKjrsL5e0/UIcUIQisbLRqiKrnVis47Nd8IFScTs2E/SD6ndmebACzVQpGWBDS30emwAWi8H/0UIy+EthviCq8HxFYsfVXVBCNzZpY4FyIFYpLa3gZBs8d94H4JYR+P9cjTZKZPZVinDnXL2llXqk6ytw+Db4GKrmjEysBtiR/gn7rHZn0cg+7GWisikg8GaiqbNsBlqLNk4DE3dKl6HomonTmxw4VUZg4MyHc/KeARFT4SopGeBBdlhBY25Blezkm9sSpz7QXishFVW5g2RvkgdxrmknCzdCSMECB1hPp+75SwJl+OJjDtsFuTtLI+4aewdYFPGRgVNkNDkYdZGYVYPxt8qlFo3NhhqwEYhorD4E3ifOj+H4nHYmbBRBS+Ymzn4K7Eh2jun4B8NQV0TxrvJlrgn8D72kpPmY1eiZDaKeoa6N26HY3Cv7ht77zifv2vkAHMF9zOPV+Vmo0fCZSLD2uixQjENt9mMoZqq8zHnOJ6LRhmMIM9zLI24mFSqMIo4j6pmLYeYI6VqdrXEi5rNhr6LPjKahecLQioarhepwc4mtOGGRn2VOK/3JzuBvoeshlsJsNScwVwAN2aj6kIxlXp5mWEmjGWvjxfOX6Dj4HGBczkUhX6QevDpm8NAqWm0/MMD3HTX8PgBKXcIiCGYZvn4MHKquFlCOZl/LiGA2NSVntYMh1bhkZa2NHcqFH+jVo0eucv1hQyzZ1VEhyja7+zhialNnkTUHDI3wqTODJ06rJIJur2enXPBFnAy/u++c6fl/owsIUeV4seGQQ0dRR8m3KCmbuueReSyWJVeazFmGCStNhDQMT1HTnJeRhJ3CHlsE6MVRrJ+C0iSDkmgn2CoIKMoqpAuIbwkNIRwb83AOORlsw5QwaYBUu7lKgpolCSLP0knQzU2SPrjQiN41fVlatw2LaZYPGnMxOeRGoyUS1dApTx2r57Ox2+QUAfkrb7Aho7FaByCbljwt7dlXHADomaL4vr4DW+JXtbRET9j4wRwtCBuhAisQhyZQljo1pFOvk4tj9W108y+WV0VP8XPuKIxZaLMEm4G+b70b+qMDKQSLIRC9UaUjyJPVxyYJm5Yi6PR+5MRRHJpKHpKeRopu/A0l8vBTPA+7gmfA08AHi+ypiSehSyjkzUUgVouU4qkNcVTk2lNaoZHDvVkEHYZIrZ3WhDScLi5lM3V9bK2tsJQkMN8zBpCeADVcfESjB/y6xpPiQ5CiJ15o8D5qZIbGzjOy/BPkO2JikaGhXkMuFcUKkXIwOEUNIxtohpHR3Xjt8gXDZHENfB3zEXIiMq8UCXXqhQW4udjk0VmCSTas8FIknMvM8mevn/weRgx3NjjGjOh2FlGMOasxUKDILgrfZ2fzDlqiE3XODH59OBI+i7Y4NvmL8QJGi2uO+Xr4f0vL5XDiZ4f1xArbwcih9fsCDnsA27J9tZWRYUkmy/DAmsNlK9t7KH1uUB+7n6fTsi0oT4wRKiJAkZ6KbwnGHLUcklGJs7JLMkglBtN6WcKvuQNFE7YqE3jGLnddHtfTM23zgA/62yd6x9XXo90QLwoVgvZMfoWr4iaCuYJdDMx5rXsLVjkqTJFKslXG7T4JCGqH95rIzcmATZhRGEICMoWoVYS3DW0YOs9pRHqvHN7InFTuuSo1ofmmkBhcFqOChZmKaI6PVlcS5cAaHCRUrv7+gzuj/51dFELG6JCO7RgTgcScAL/SLfn9E7fhP6tCYnJJ86C7s9oBPoMlVnxOrwPHA9lzlGlCf8po2ZlbVqWobdB4S0vVs4MC4QGx0w1i6DdgbTUg91Jme1kEipQDEnB57h2RYyq9k4LDYk7ABSplQ2wwZKrDctCuN44h1Wm0AmeHFIvtSAJTlfZ91YYUfygJEyXmuDtMLRWV8r6CfxbKbrO4iFfi8hPlIAYTspwBUbEgIv19FCLoRdYQ/GVQOk4rUdMiOWgm4eI2ITSLsOCkSrgLLIWJpXljArb6C/cE1ATkGZdmVgbosaQU3q9+VXEbHm5HEINFIbDVIsvdHaQaXNwsFq2waHZPeKYA/cAiqg4H1JMEepC5WQYfxkJUL0i1005Ij+KadAxvkAehkBXDYeSA0w/PGZQkD2XBoTTveEBDcHGa6PDGzHOR6EvGm3qWIaQlkrZ3t2msYZwJj5DIxQ1ccJYcFVqrCvO3HBKuo0VhWSjOGDUcoPnDY9aOhwtpHO9dHU0816cCZIz0zT2hAxpnLbj8h/0d4ygWtdF95p1PCqhNq6VhP5Y61SnrCt+2DdQ6rqdjl+5WUctTCXVYsyNkA4ITsxqKGzzfPw3+Cq6n1EY2TAQYWhQ3DCMTfSNs5SM2vlv65A4zLd/RQZKHseeI96TyLWh4nVTlsV7dsjQFzCErly9WucpXnOV64xqYfzAqMn8JXzn2tVr5aYwUDSYWurjx0Mtcgyfv2784Rrbr55AkFn829opmjSI58r4UY0cbSLX2fdrrr+v28gIDYFI8xV6o1RIvit1KBTRbpwQarDYXpLn7tcFzUt7wRON9xJZTb3bvV5HBDGzaao02ybCMuT5aGMGlI00z0q2qgQXX0+IQUVNFcfl9Vgi/bo+onZRNgDyaxRKi/CVCyTOlkR47nJQmsZNg2EdIuESWg0tXUfTC0Ga69IMGhg4FAToglBqme/xtOwfBAnYHk7Ex1khNFhL4kf0RdOiDyA3Hos6Fn5JqGuhycYC4FZs5FhIAaPjvcPDSZnuhwcYoRePrxi1lYdz/MlKQIzoSYE3p7pQNVOIPKzlsr4q8miVro5ChfPCTiIOh65HT6AQeAjrzkR8Zgp8hCnhjoeH4WNQLjQxcEx75hp1MVdoPKreCgwo6qok0TinXveNNCq8ciMVN8ierr10Lrwxx1xGIHvFElcT6RZK1gdHu2VyccoibszAQLkG1HiZIiNpT896WdL462vaXOB9UsxrgNo6EqJDX+O6lXmD8JnS5dElDHsNwJeyFg64WWRfVbkDF9HWNUKbY1QOZzMaOAMuMQAAX2xJREFUI3kzNSoxmAzL1K+HE2cEAAYeNiKMA4QR8Dq9b2itVDRwhYgGwkLmNXjDtbFiwqxnromjw16YpxMa8VodmSe+ZvMiqBHk0Ezwpjj+ZstlBdkwMCBXRQzmmjOZlg3yfhRidc0yIDEsa4DCoHt7NdPKxjHmwmZSUO2iJW1Tb+hKQ6rNSVH9KaUmC8kZ07BAKBPjVePTiLbQEbyHMXf1KlRsdT/mF2VEyP2tzDcVZnSI2GG822+/nXMHY8DfMwfIYmuNGwQjXcrX4M04aylL3bt4Ixqf/8ZGFWnL2jT42+nPNkAdejouW/oSNVBk5dlC7tYScTd4QLX/21NvVnsEHjpx/Ep41V9hkXtjN+MzmPTBAaEEQqRjWXcle8Ha2H1EJwi3hdkPj2EkGgS11LHOxXh8VHGOSs2ZN9PSWoNcla7dYR0pngb86hBMwMY+j9dyRTzVKQJquhVvxf9RCi+JxpH23DH/esag7g/HUfjMYROlriLltB2hK+PSkCtt+ClcFFTbCC55dMR3ld1B2Jz6KZjAKgSmjdUbsglf+q7RDWUphcgYvX57S+L5HFHZUV40FhgvDhJaavyo4bLEvBBqGObq0LQfNI4ms+UyHEPr4HQ5ceo0U2JXVsAdMMM+PGeneocKqAmKWLzhnWPjy+JzU9SnqbVC2vzReFN4B3s/wxBZ1C0VAjzGX8qIZYcTlUbPNKV0RoaWjROiN/RuU/aFjbeYv+hbZNwIEVFcO8f6l5HfNZTGhxZseHkHQa6UmB9/kviXwyQKC0CHZZXPY3YE0awoFxHFOnHvXnSR7WC+2XQGHo1UQr1xAF2AFw44++SpE+UENUtG5WB/l/Ll0x0ojx4wpKOwMwxbbCrqTMxnpZwCnSn0tKdDGKggKur5FKTOL68S7aIaMbPomrNj+91cEIYLoNJ6eMjKtLhWkyftNPD5hBKyyapVAn9WyCWyQW4OCQY17gWGCoygaYRTbDR4g3fzuMD4pPIus4qc2dfNZKtp8MGPQPiS2S5RugTIUg0lVEl9rQlIL1etJ3HCbHiZ/3LnHXfwerFZ4zmtBsGdqAsK4kURQ88NfAfpvbh3cDuy2FxujUdjx6u6BqVApXUARGFV/KYYi9ZEASLFTBuirairo6KqNRlhImEzFlOE/k6MTVU/js3fK2uEU4HU4fnfe++9LA/x7PnzRDJaMVmtYTBANk9ssk8h9Ie5gr4EArpxYoPvMzyTDC9cl6tQi5wuBwV/4/mT/L2+znF29do1OiunT5/i/OGYoYCdss1e8gZKQw6aIZL5If6bUZrqzTUjxZwUTga/bOXYXpqvjhWGjO2TSEMB0U7QnDJCJCPdUnoF0Wsxb6mXIuthUJpB7iwE6I7QGxoAlRmXpYCrq/dTdTd0n8fCSaxTISTGfWDv0yJsNCWs4dFLWc73re8CqhV8LoFr7NUp/ScMB1n4rsScja7Q0DDaFFo0LOuO58AFTTVlgmmS2S1zwzxtDKQNzz1MxMDhHfEUqIIL44dx9jC0aKM2wThuOJV46nM4VCXjrumgQLtCiBHr79FwjPvmxrxHOB/eCDZhhIHWNrBwCCEB5K8UWBxXGSXiRs3Ks88+QzQCC41Jt/D24FkhhKC/8XuzQu1Z6dbcABU5RL2PHWWDUFXTBrHjzSEHTtGxCC2ldPHjmUZdTKQzFx1J7WSaYaGfMdpGw6N+TqijjPBWCVUIgLJp+OzYP/D8sLG2DIyqf0GCIZYxaeRoEcZntPmpbI7Gr+S+VTpgGRdxoHGBEgrYRIhGRo0u/I0+sDYKfmu9ERJmo75tTtqY8LwvX75Stq5BZA2GKj6vKrT7B4dMKa7zFgjMeI+GLW4faBhI2jSuKEMf0D3k0qGSjnTPI6SdB5rqMGcSSIwh29FOIvcFCISN2kDbsI6owJ7L7Th0FPwFEDijCrjTyT3/hDI1pMTk25w5ktcQowomu9Z0+54Wi0mirGUWaqnSzxkyC8VhBZ4Lf1NtuD0H6umkMWhek/ldZ86eJWrCNTTk9cGZQk0gZmLFfKLzi/EfWS08fxrsVPedg6jYkXWjkN4AFac3iLCKFwLe2CgqEw/r88f6j8/gYWDezlgM0Onuy3wOKI6La8S8chkMh9o4mmP9On3qTLnzzjs5fkBQVZhltdId0Ke33nor+TEHu8jKmnDfYc2fzQ3qPx2OD8vOHjhlMoRM5ndoqRqsES5Dn508cbKmaCMMivDimTNnqXBtFOyYAOhL1UBhKnCP/NkQlCB2ElZPwma9lE2NpSA1Brks6x+UnmRz40w0AwkLm71qLYaCXu3N2yvoLuiRGRE6IrqWFi/XeSNzInEbmkKtTR9BgybXSo6+ISHZ4Gj3Y12TXIcmh1PCmIrwywye/QwL57QMsTgPJGfN1N2snBq8H50j9RE29CD9Ns5MoDnR996odAFCNPj8IsyVOQT9Z6jmvsjPSMt302YJ1Mzx4jiGYuQkMWiDyHWXXGGWAFFXqA1poZDNhqHC+hqssTFLoRikuyL9EUXeIBwFlGNSDkbwyPUjboJLBXjxn5a9cXhb5bI22kBdVLhrk/VCmNGwtqYKp6uuGC0C7WgDqqza6CdTGC4HQW6NWhsgspJ5D8IehM6gH6JNxloOqJvyv9caAqbqw5irCc3MYnFJH6WFUUCMxfiQodQ4PVkYTURmfmYJnryenRFE6EiINxU6L9h0AhXBa50ilTXsqUyKZrw2CL9moCTxPCatM6QgBMGvC43y+oTU9+7c7/QT5hWrmceYDzRFKanK1CGCxL6IysAOP4cGVJ1/sepIv0leAzfiJN7mdcCZJBToitRYhq0CifN9G02RVlR7bgwMprmYyZZ9nlJn8+YAcKjXytRtPjuDxdd5o7IfVWgtOFk8RkKF+Z16fWNu1FWTaTAgOgCvvikDq098LvzbqrDXGeHH1tdsoAiNUugWyBn+jXmGeaoaWqvkLQH1U/8pBAS0AQNwHVkz+yC1YmMX30aEXTjVGutGFG3IeI7AiABqAuQH94kMLHLcoDoclaxxbzBAYAwx3R6hzKKQIMNeQYTOCIrTqPtIktPfx9HP5iWh4TrwWevxWKTuJW+gsGx2JW1a/6IZKN6mKADm4lYxkdCaqiceMI9YY+zMS8+eXXMPOxa/0Y+amcKQQhg3MVsso91djEN/hTCx1FCdMuywlePcFaqPQexJbIhUomXdVL2P1+xxmbPSz4lvAx+ZQbJ8j/VFJZV20ZLWbOj4nAqh8OlEPwlxgAGj8JU3M2bP0FAxtOXj6ax9mLWFssx7ke4EJcjJN4CnB00MhZfMUG9oj+6NoRlvgDWbIEJqkR1lY0W6KTJM6PFOtLHI+FBZeHEbhHqRU+TU9FCh1bhRTaCKHzFNGl59W7Snhyg3jxDCAWPTw8FzNbsAE59xbRorq0wvheEDgiV+b2xAp+VEWT6hzBacC/eChUnaGFfLlSuXSdrkE424vvamF+7tpNHVgdePh3/6RHHdczPiVQm8T6z2xiLDAoZkcFJY00cbgdMdm6ctA6QSbcMpcZFAIgCIqTAbK2pA2XHpTSOngTqUinVF95WVlFWRO/OdZGw3XZ86lllYUxXGWfZi0GqnHCFFmvycQ64xKEyMECHnYUJMcmhYZPggTOPhRbjHyBqayYoIZSB8Q4n08IYZymJKs7I4ap0mEK8dDve6FOupW3ct7Woh+Rl7jdF37Uh0VWB9fD1XQEfRa8nw8d8+X1YT748xXk+E3WGQQwzQjpuNk6xumhFl/Li+UTaM4uAd4l5njCcjRU6FsvKwHQwj68i6OdjEt7au0SjAs8fzptbLaETEFGsNia0IjS3LMAD5lE5F1lRBJtsA6sehvD0Ax+mQx3W4C4ackQ9n3rmSukT7Qpk4o1TR30Raw7DICujcDwPVxHWDn4JzOrMNf4MUjfuUzH3UW7oZDBQT8o5ZsJW24HSYeC1gx4xCKPyADtZGz8/Zg7Y1Hl42l84UW60GSvICsKECVRwagq2ed5aIbxuiSLeaYsdkpon+uJJpZOck3gmXpSVvck1y+EatLfJatOVZheQ6Zevz58yG724uefBmb8mvd55FZuen69btoZw7PFF4oU66mTLOilgy1BVpqPRS/G54b0bSwqlitd6R03VloECoba8W/ot0QoYU0IdYQEB2Rdw/vAU+fxsk0tjRRqLXNb7CCyYKp/Gk8J2lo53JAqPaeiulGjU2UBQeksaIjtfq8YjknNAjGE7jWdmfqFL01taOUlCJfqDWDTZtENlWy8Ym0lVRmVQhI8SBAQOfPnWWcWrVBBGJ0feA1GrcQzZHW7bZx30cxzYcP6P+v/Pi7inLTT54EscN59CgAG8nisU5hOn3tMg2tU9oQGBxHAZSV8sl2JnhmHP2VBiFczgHx8zipLpZr1H/YtgPg5rBkGP9ZS6YBv5kojAMidSxEUAldxK6Qyy9MZHhY0eggyTGvEJSj+9Za0aru+TrI8EVc2I8qghMXROjH3BkGvCHCgXTKOzdQRap4zXUmkRKKa994zIV+Bz606F0hFxT6ngf5WbtL486GzbHkDeLVXn+R4ZbVkQ1qX2plMOo1muDgzwdG7ARKs3rm8+dDRSvM/5331mKbYNNiQMt7Ipn7L5rCJWtYSFKcHCUZLHE/UEo2LiMVlCoslXcrjotILmyIrGuSQiHFIxxbS6GOUVGnqtCR0YUw1fQeorwGzMUgcDG84PBCkdLxTKb8J5V17lGJSdiDxy4/f2a5g3jCgaLrwtjCojRTWGgzPPMynE/RX+nydwZ3NwWJixiZ+Og8kSqYRAeA/kLXWs6/3ZYgPwRjK1U3dgej67bHIimemojKHsidUEO65bwbypEePzc6b5rus3xPiMLn9ofEW8P5IHiZB1PqFX5zOzwvLEIsmvwbl4Y0Ppcns5in7kvjKs3ctzS0VIZh0GxvAxdA/OCHD5qG5gzbhiHdWZMhIiwADLlFCG8Mch2iF1PygFkpGmctKwSNCTcTgbjMh6Aha8sMY4RGg7OjgpPuiIgNqDUX0qnjU0wQhvkoKyFhgl1T7QZYr062JfsOjM3IoNCxlPUK1qC5zNFtXpu3DXE4SKKwZGYTAAVWzQq1JCX8V14cUKRVsmBAeQswThVG0V2yWa5/XbHlBPnis8XC5RSpUG41WeOe7L9ceawCknA10kT63qeJpkbfRB61sHQ5nDDvNF482U2VIXlQygtZABgYMrgFhIGZGwA3QxwXVzmgtLpymggsTdJACgMiAts3I9+U/hUjgjG041LXoSBEiRZhWi7FajRIZRs59hvTkSnD+JVhh6BlgSsO0/nAl4zrp9VnldW+HdVaY2NycRjbU7yeoc5JZrkVBiCmD/hcSf+ilGsxukKHmCsS0oC6MrSd8JD4SiOYUCEFAAMJap6J80T3p/Dcj0DNmcSHh2GgGTUj8oogYyXds9Vi8RofDJmGnJ9XAE3//g7QME8n6kSG8iJ1hTdg1GcXAjRmTKzSmh29p81u3yuRmavCGGsC6yGHcYEj0t9HxsXcSwKXMow033E8XxfzpSKOZyNoKya62dOjlEYP5YowPsmyOK4QIBuKgMlt+4GqE3PrPnOhpiQFqb4BSmukQTDK0pkL1vw9rrmOZEi+Vk1sg8DJuMkQjvYcLiQZQ8jbfRVVRReX62qmz7bX+RrGu/1XdwWS+4abCZ5qil7I0/06/V39pIp0OR00F76YP8Z9Q29pvTqKpuYrEtlTPRAompAfmoqbNRPorfvTCAu0g7FKX0Txznk9Y1LOcDxx9yAnOEjlMcLPTYtixT1VW5xf+JEYKOT0BG+MSbEauGFwOUkIz/AogPdCFX3XQbEGrLyMJQOjyZlQASlZdiIcwGRdqN/WFxm5RAF7OgdtkVGfad0cj0/benQhKHK61EhZH9wYBIhjD6FAMxrQbotDBYYL1bUXIZREynP9oYmIckO4raMlqh+ajZ4mpd18U/GyfWMlK7hGqE+9muXu9Ede8HsjEU6b+r532giBwfiFWGaGbxQfBbDgEY4SO5YQGUkK7MFc0zoh+eiifK1knhvTBtN5TNwxlxAhwlozXfPZ4+PSoel1bTBjzkgMFB0PWkS1xBHysJj3ZSx6r300E31hUQGkR4NY6SjEWOuSWzWdY3hfQjK96bI58PMn1DpTTohOd2Y18iwuQt8BlowOW5syhEMhWKs1+bSxfdhXNDpi3A3040jQ6waj50stLRpx1qGcJXP5025rTdR5wd9kAQW66aMTd6JCq4cP+fHE5krA+YJ72nCrDSfA5+zjov7yuu+kaml/liuPLyunlROCKmjKpI0/D0ZffoO+lJlKFThm0iz4uoxdwuNG58fpOKlFR3T15hl/XPoDQezBo7l+J1RRsOPhu3SzWGg9Ft/E5TavaW5Wyf2B5S9XqetuePlnWoDhAR1BypNHlU7lsYLU2BFy+6dL2tHCEqVJ9GQjIyO+HpXXDvC8sPhmRyrpVBTQG9gQNWJGRL91tgIL8nHczE+bO752rwpWjDuGJpzHWJb//kcu66UpcPj16qylrwXYRaeLvoNgPMS8GzqdSgFF+gGF6zYGLDws7Q45co1DibYVKMoGw3SpOehx5cQBJdddm8ScnYMgiuvtDzolbY0XmfEMCzD8AMMA3AdVAGbGSOzML6OcK3NQGmF29JmEOnsMFLkwYsP06mV5E0qkAgiPHFMatQgQ2BJXvoQ2SIDxLojtTtIsc0oRrol6uCoJgu4LAgXqYrqqKwuQw5cGziyazowf3ugnRpB/eebveWc+WF0xhlW88avDCKNDRqqsUH20T0TYWMkCoUgZK5NkMa0HiNF+8S1Ek9NxnIzFOoYCcclL/hdFMCE+jCSqxRPV+irP/pronxyGnxsec2+C5nAkQUQj1vP0egtx0svtJM3bHGp9gW1e7wkfZQqhQ4tD2rLBD+B1wRjGUjUoTZAZslZp8nE2S6XA5+ZpP7znKuiZkmfBRv6UdrMrYODEC1+zDsiQpHDWzSguuGY/n7AeztqZOF5Y4t7RTimfXSELogdMiI38UzmGCleNWpCAhDISAXOIc92jXjOujYj6cMqBtfmBzlJqCVFDkpTCc9hcPEosSYGcsJxmPsjVjqgysHdlOBhSyVWssMs1qwh18Ka+hw/DgnZ0SV6iQyfIMwCWYNxAwPFir+Yk2trN0ktnkpGrQ+6Rf88eOtiEtYfWn/R8QLdUa0MS7JrWCBO3KxIHiuHhJIXY6G3urB0BjCO1TVcfD32XLJcsVn2vGdnJISx0FnMdKJ6vus1e9o5XJSJvDJwBFFnA6X1czdeXBfRHmO//sR13RjVCZ2ZuZB5QIshdiZSrToahpTvB1wO1ViKCcYSANrMDI+zSGSEaajFgnIGztxyGrkF80LboF2kM4Vwr8S0lP0zOypjVqFVnwkeFadJ3JPsjcGwFPlZtWywSdpwtmGocSyb0+UVBPX6uhR66/VnGMlCURJRhH0GMTsPzyk9YI7YyDaxiqpVaPDV7eFuGQ6v8B7AZUFa9Po6dBogsy/kJdcfqeM85kGHMp25R7FI63ko/CZND6GJTrfui/i1rLYgKgs+LAPyhRqpvaqBototESvxC8gfi3nJ7cI1pThUkCmjC11C2M8FM6iFpP/Gs3E1UFw1/UabncARV+ue7zDE42nE3GiNDBpGj8PA1B2qj7uuUd0x4LzhZmj008VlrAM+kpGe+45rT6TZMp05OxrOPOwQ1xsnxshs12hrzkxFoYiuHQ+7y0DQ2AAx050yqXWNPJiEjnb4P5oox5BeccUifB5lDbLB1n1m3fXH61xea42m+/orSlOrkzcEpaHUXrPmoWh60Ws++kq8yGUeD49JxpvKbIyPUFCwOQW8F5dyiGrnkLxw/aljLWQyms6R5hLP63uIEi9oynRTcgFDozNlmHmMem0DcuIxC3TGXCSrF3ufWFsrN4eBIqJbhpDbgND+Fel4tF1bPRa28BxYXIwhAtfpyGRWeapdK7dJxTdILxP+9Dn/v3nkXly9wcXAsddc1VK9Gc/KUVVC7BosEouaE66aQ2Sd19xHOWWXm3NKoW7hg25xr05IZs75j8Gdqc27nrYeOMOiS7btfs/S9u1ZIbzisBTjvaHr4edNg2XsUA7PGH0vJj2Z6WNY/6EJwYVGCqL2TgPX72wxnLAkDraMBRJbUVU5wgUyTJpxqz5dkvLjQdRpaUMxjA9xZ3ROqbw6ZVQwdSMQO7U6jz+sgtVWpkHnDVBWC5/lJHQyiir+iqvSVYAVfKT0RZxzd3epLG+F2BwI5bxHCEuJkGvji4uQ+VURz24GvlJqda/i1iC0WpYn5IHgGbBqMdEvIUR949gGNfs60Mr+uPccUV0cCbdB1t2EZ28CQlmNlnFlr7oppHam4YrPEorPcy0t8Pka6yYtIoWMlLlzsaF1+f+tZlXbyYSaxFqWwjtGbrVJxvcDYWOmGDWedO02EHSm6Lce+TNnrFTRyXRvXUF6G9LhGKLfgsOEOdpfJ6sjc8ypTOsJa5OEHkogKJqnUdwVg7dGE7oGSrbyOutUqtGDY9vgaOhaax002GMNfUfdlUTi7SE0njdCchrvxmPhRuixL97XiEM1jlnp7EVpie6OAaJnUQqTKsOhbzRn3PHzNEpVxoFaN3Feoy7MMI0upcET6K94e5hjLcPH5Q2AluBYrFkVXB8nsmTNFKw3N4WBQjEmGij2rkwUC3VOrBBRj0fPSfCxoTo8TonlhIdKZdRQmc2LHQiIFD5S2mqw+diap9o8LYvmaBH04NS5tTnaOzSJtAtNciKDC5DgPpc9z5B4Z9L32nW9tYyAdPgx84yMZmX336/wbf23UYBUq2dOO+axBPqkSR+b7jGeSzP88rOmJ0yxNGxqjd1evcbY4/EeOUY1BTSUXkHyQ7gnFj87P1bAx2SVpxdLv3kMEZM3PwghOHkJUpqt2U+1FILuS9eirB3wQrxQKmNFY8ewq++bzyjgArwP1EQIiQyIZiCH2J2JnuavRLhHaIM2fcOy3ugBOIBA3FLso0wDqAI00Bs6iHkAwiF4KOg73CPTuMFnSGijxyUzp4giIf0VRgI4OYkr4rHG5wNhLBFYlTJrEmP0R2wuCnH6nhoCiWZYvCnAQon1qCyPVfHWXjbXiVDiJcky6vwwoyOywGoqZd4kkheNdQLfzvNPcxSZL4Ge1LHs8X18knJlqLBX2tA6/Kz0n8dpZKyErVQJvt508G9u4ClkXNHfmKP5dV9UvZ8IDRxLt+6RaTzeMlLaXzOyQcAVuEZOj2/c/DzGOuafSfA2GOIrOXxYO7GH2tlR5ZxyskFaKptwWL63ZBSmsKM/l/vqupt/CwonrtB84KT/moqYiiA+CSQQraas4zecgdB38vNSmrB5IkAHmwFx7Ppi3kEIlGhHGGFoEFVkXTPvpcjuRKGrleY4m9tihMcCbvxezmrj+tH6zwbY0dFNk2YspUaLjGmTgceiwWUEfJgJRXWAZXKoFg8gCGTdm7WN9wOKF08kNrrYwdpksHEStXiiOJ+Y4XH86rk36NpZMrr2bjyekHRMAFaXZZ2EYPCnsIrz1+08NMQmPCp64z1xubrRJhJdr287nlmfdNYzMrTQC4quXmAYgejvrhecNt9U3Tgbly2LpOetBQekLaoivtpAoqFRmfmOyyeIGa8BwZppMuMDMFS4/wfvQGGjgDbhTZLnELH/yAiCkBrSbzGZW+zXfdS+ryypQcrqiHCGw1C+VtaU6RI9dctcPao34z2LGacMyUjrRZtUNn6NziGk4fpM6i8Oy0QK17iWsaPxDuKcCtaxsGSgUBCkq+PchRHB/p/Oyi6OW8DMT1wIj3FmHeG3EU8ZIoaFjb7wN2rjDBEW0/e0qTRDAQKBiggtl4GsE6JYSpFXP9hTMxkUWg/ciEweD6MOcfnDkK6nV1imBaDUCir8ko/WDKu60fYNf/YX+gEqnJYVCAE1+jPaUKm6XCncfcwkUllzRK7vnfvZ1+9wx1V9KCNjNc1Wn6exF7oprU5Tdy5qDQDhs9bF6Dgo7RKieGq+6rjoOq9DFE7HSKrEHfTFBncgOK0bONRplOBZ4o9hqAWboIz+JckZoZXozR4S3OzotD4JbFUqOkJ9UWS2koA7Tlrrf6IItepzoH7pQ9kJy33aEI20bhHt1bX019l6/uhgP+cpuHIlwiIRPpLob6hv80FbPC3REjjlodZ9LFpVr69WWad+0IBkcTvCg06pgzBmuWaNWfuJ1ctTBlSuCs3q7skgrSGoMHicIXV4eJMYKFWi3OETqyvaq6QmhKCyAaq0cuEIclzUu2GwBYso9UYiKBMect1vK+nNszS+r6vo/N+oAwcLX/NM1iykl4uFellaE4QwYyGjxW5RucgSUOwRpDHH/MKKJrEpshTNZ2k90+soexz21nwubXY5zBLAaRQg05bEiWWHPFj19tylazArSxMbD7GcmZhlj1oPLFAQGTCS9s9ZBnqeDlugiRag2a3jaLCb6CirXAiKjQuEHrhA12ttWh7qwsRwp0rrMqkkFFtj/ZZU64hyEiGex3vQdWKDmwZD316aJqaeR4X+GfaJsUrPMXQNKiLUPFctMg6FeDswwz9CPVGqAOe3sp0NURyXYl7c3HX/hHsD7qeBgssB52p1OY4PY63J/norwn1hRpFkjIwjhhk1FnHfMo7QOUArhGSZwum5ZVRH/Bnxhez5k0C8kgwUyn+DDDksozVo10CCXpWiVeNICzQyNKl2yrRqGYB51ddmFM8+Nj0YeHzGdQzOyiHDbBAx09xCTB9VrEeIkaMa8/pqGSwBFWoGKvka3PRyWELGuY03VR2PIcvbDhmxWsfLKrAO+dadvmMYdECKmIdVCdl4RXbTHYLMHKV4DpBG6IQmYvP1+ZY5BnTCWa9umACOJRKH6c/zEN6uW92Z6vwFGlX1m/xeCBRmBovuyQaOxgi+S2IudUnMhbMhAj0QW2ChUBxGRw5VddK/w/lSRq0NbCE0JGA1eLYaOloTG4fQCsTNmfAxYt72EOg2ztpDbPuBX+3qZ9khRAXl6kBPNb7VnzKEEYqRo2MHoOs4co9gH7YSHf3m0J73MNzPCqtaY8zop6LagVwxzJXS76m5A4Sriik2bSgv2TXZIypaK+sRjsNNQpJd4q7Sar9In0LejAd/i3tK7wSwKxHsakUOygjW+mBZUH4ot4Kp7rAQ4TaHFaBC2omtBmrTKQbouiKx4cb5pIsRhetgnLA4sQZdS7FLP8E/yaqzXOBz5knU0qhrVK+HDAtrjRBcby+82V1tIHMz96IRm6GEq8J9dzqsIWbUWXE4oT6LnIrtM8SEoWXfipvBSOG9xSJEwl5A/LqDljmj3zUAUgl1yMDAd5nKWDf4ltKoSFIsNvhq1J7R/eK5QR9BtYGgBSNkBr9xbfWrsVAqHAEVLpOL2yIT4RqETAYN+veGUR+SPdiwFoWcipAs4qs8k4aYNFNX+0EQ9UJjxEYzKzuzqmtslmHIwKiQISdBPBq1MGLomikN1sZaRgY55qM4m2zEkI0PQ0/kw1Il/3P9IxniEuNSvRfIwisowtAqQjQwnJBmzTGkzDShFjDiDsvyClIUR0x/RhXa9Q3UL0KYKIxx9A0L7FX3INJi9WwxHqCuK8+yu1CvrEz4/ipSsKE+e4RSBLhMZ+kBgR1w4e6EcMIrz4inFTabgZ9Ik1GKgpt5JZ+r3hYJrzUbqLnQNj5qKCHGf3WKKjcqzhpjICNEPFMIH9qCNoLBFN2kN9JpiQCsMZoyQKpAHCsgNceopmG7GKkIuMqRanyXej+eC3NKAFju35kldl5cW8jncuiZXK+URCC01EZgQ44kdtctltdKemSDUxXR2f+JNtApgUAktvqctd863ejPJy5THoFek4wIy7G1cdJFqZd8RF6cBCUrqj0ne00uVYTb06V1eDk2rsexh9HgEHEZxnprS2XAAow6nvgjUQerPntXu7eRcjwMthSUBXH18vFfwgYKalzwAdSwcjxwkqkM1emzrifAlDlWPlYHQz54tLJcRsNVbrBTpNBBrnyChTk2tEAgEHcXvOrRGV4GHZC2MGkjdHpfi8sb1uZAIOzXCpFlwySn/FY+xXVqDnXCLYl0V19JEGKr3dFSw/hWGkwt3hpEv/h8ZabF50So7Fr/mnDdY7Zr8HW0czdum2PpYY74ePV88JK1yJsnJN9Yr2uSmNXf6lJoATK03SY1+xOYWcrOQqK/NpxGXqUOy3hWpliwGLO2rD02JWc5ZbLwtCyN4xpoRLasJpGjvYhEiXZ2oUNW6isZjvo8WrdidZyHi+iUG35FWmKRQIFCndOZWi5oOKnFAsHAPxojzTgQJ1ZaVhzZT4SZT1Q5DkM1ZcTJEYhQEzMMpJpa61iHwBrv26ECzDn2czxHqOxOg7AZLjXzTlgUD0JVB5xv7MMICY3WlsvJU6vl1BkgHCpdMH9eJC83QlltnvhZzcrJ9VUab6hBBJ7KwREKKh7xxkhJSTB2vykcDOcizPAUp6GfHYavUSYv3nqOukam59KJ74qpyXjv8teq35M4OUZs6zyhwBa0dzz2W50vH3eJYznWSIeB+/fGUzrsU/O6mk0RKGYrluf+1Zj32lGvKzmL83gbaaK3XTyINQq1R/gykksUppAzshI1ZDIJ04aXDRSvqdS2CRSnXlMSjPO6MxiudGQUOmGYnCpfn2f/NmIecLnKNcLSWm1kisfzRh9cqOv2T+mUQvF3iKjUuRecLKqQX984QWMhWq8rc7hAfg4ScgvaQqra3EFtjttonfAZnccwJJcgPnQzGCiKU0f/Rs0ViDEilCOIXuhDtfIifNCgekNTkzJdGnPB1yIDtntYy1QhlzfdBlKzGvspax48EXBqacxRP8TZIQmfZfPiP68mTkNyfP4uKa/9nkdoywOzoRfh6BxbGGsKc+c4zVCy5Q3UAv2Ua6Xomh3i6X63eQBd48j3aa/QCJE2WC9+mfviC5Oxgg3AnHkbBkQHIsMLHofh9E5KYmxoCgEa2VFl4txvRkhq7Z3I6jLhtfFh8nGXWFyRmidEMsJsc1aKsyP8DJj6bNhW6qvDWQhEMeTUtDU0BrvZLTqxvRj0iSrv4m3olLCWB9MTUddlXAZHg7IyltrtcijNaqcMBd54fMhs6aYhKlykzDYjKDDipOliUi7FzhwGCA6Onx3H7mBZOArQqkgZpyFcw0DYfCDDPiSiCZE9bBZ7uwdlZ2u/XL0yLCdPrdBYWVuPdGdnDLjf8PyZ4iuPr0HvLkehkhQIcGysrTCkNT6CwXJEAjOr5IZTMS/roDvvbKDB8LK/6/eAxja9oZxu2Rfb6xA8rZhqQ6HW9Ikq5S4ImLxz3i7oG1i7apZg1zmQ8TQtM8+xedTN3kuNSxIbG8br2AZUnN0KuxWV7R6khqUaR/nGLTZazS8hYDSKwqGp6HEqVOjncfzH3LJBWVqZn13U5q7CaHxyPU2Y2hfNN73OpRvxMjLSDQFVhLmTgfZxjLcS18dQZ1+h/LgT20go3T0mr1cS/sP4us44SPdShqlqcj8rKz1bs5B9Hh/DRv7Hu8eXlIGCen4Ml7BnsAghDQppnPIYx5A1J5LREA+YDuJ5GA5ETYNpmULAB0Xa6FnDowyjhLAlHo7OxcWWnmfTJKnkP4s4wUslG1vpqnkxajFXNIV6hljoE4wsD8EWfjNoOEkM70bLk6djMvdaM1DsISX+g0lrncnTrrJ9XyEiFYtSSKKRc7pksa7l3rJ8uHGla6mGSXhfIkUaNalJoClTwxtdbGSRzcERENwceszWBYAX5E03G0U5BBjaDKqei3ts1TorxBz1cWSwtHiaY9VZWdSbM0af6ldYEj/BtoGqCL5uolp4fTIdluWqGRHhtaoM2dCavjWKfoOgoOp/KJzDYnGU2w713IJy7xh3gfSRaS+kRVBvi+FbAKzCwQx9KjygjJoIFbJEQsTzcbd4jvFwtXDaUxVM0pw1jQl9VmExzi0YaUCHuDypGjAyDijjfjgpW+MxDZVLl66V9Y1hWdsYUfWW4aDRGqvEohLzEMgQSLe0vWo8JEonAQUMkTqUEgAisgquxqiFV1PV8HnzSY8zQnFEJZvmiecPUCtUsM5FDHWvMo5Ncs+euccklUtTCKl6+IFeRgCxrQvQ9RmAhIiwWRCoI+zWqBHdza3TPLb0wYQ46r6aY+VFw/9OYa3h8nHUND7TgJ8XtklV2QWHlXrOhd933aV5qHA1RlhjRqnm2VjoGyk8ZtpgbVTWu/B3mYl/XDclf66KDUYIxfyhipxESM/9k49/vWMuBzLc0Myk4pr6uoYWrnMcnzGH949/Tr+1TwqNsrL69dB8Oc8tZOZmIxL9idIeN4eBEmJVMRRRVIDGCuS8J1OQ97DQQVq3MjFoPICFDA9AmRWeSJMEk1qB0tCssgqw+AutaURI53jXCRPE1kHoObT0sC6jXU6RDYvjyoeCcn1svZQ/M3eBiYXK73ffcvw4UJQUisn/rrFiS3FYmTKgyGakCHZtWSSxTGEVUupCmiDZQGmpv7xNZ8lEWqdDDoIuVf049A6PTaQ6SRJ/pk6UWFBF9m0GRTMQmwIlvQhh+sfgaV9l97ztNVZkJrkwyNWxmGZvBW1+yp8mswwfw8nqpDbx4+mYtK2j9byvdl3YpGBEaIMCP0RFxaSdIx0FEvOxodL6AIqBeaK6QO4nSfjLaOEZgy+heROaFBGOUnp0CtmFAUwDiMa8FXaXyoTPxsRfPQlm2NQxpMHgJbQ+u7hVIllH6tvd3cOydXVahiu7VOpdW4MwlASjUBCRFZ7XoYQLg2WULg4OB/ppiSRc7KnmFgCNQd0ifAphHyBQzhCKgdPmDJAYGLOkwrkfsvMgwbHGVbFx19C8qq3SM1C8mUr2XCUV8sZMWj/6NfgADgsxRAojv4ZdpQEl49Ns3zlrh2+uCgT2svfM+4mMFC63HKMt7R5rq50Lic8eR/leqAdto6Km+PeMhIbIua+74a7YfdvayxBDqkFzHQNFNoOFHHXPQjBTn3iDD82W69+ExCDz+td5O/0/ddB1Dzeo6fvdcdZHY/jvSPgwu99GZ3whCMxAj428X/8+2B+RaJBVzn3e5nzrp/uM1BwdoGTGwU1ioHQrnsqds7ogPBBkBQj3VDyWyYQwHhhLnYgQW6ZKtwICQi8ewjKRXmgDBSml9Eyd090GSn04Ef+lJw5YeKpaK8fDIzan2mDqc1COP+CI7UbKYN74fIx+q4aG/65YsOOGDTXJ2QL+bpOL6Bs6+d+xmAl3lvggYHvm19sAaBtR1S8JDozuL8TrMoRqZIQ6TQ4Lza5zDTZcmmcnFAtpiXrHJOl+BVIS78h50LgRUpJ1ZhK/JqoVV6PSUD5z2rvd1EWSmpZCV28iFnIy4QWb19ognXosbcE08tT1UNu9K26eveVWksBGKLY2Fig8BEKDzwzLkKUAllVIMTgmte5UDAxxlwLpqUZK3EMfJie5OJ4xReFMsD4qSzMsTjmF1RoeiegZUgENMcsIYYSWeMhhWULdu0Ep+8Np2ds5KMPlwzIc7pXh8Bql+V0UkZoNUcUbBjAMEZJwV5fL+gaMG9RKEp/MoIbmL2pLRRXzkIlXmqWukyq8qggZ47qRWbF+IKNsaaTaSTA6ssfrPrNyau4UIVcqXgd5c6W2B/mbBpxj+cOWNUQF3JQ1FoJ3et19Kw5d8+WzgGHz9pd66LCN5bbWNaeLIaXoLyNmzlYk9yChyMcrk19/Y6wF6vpYTOITZeSj890eWpk3f84Rc09ibB+XYUhFC+dILVQ9xetFyCqPSGOoj+7k68ur9Nx+KM240LrVODRZQVlrq86L8KYNLH4vZ3mGI9upQ3YDA4VriNfd/j4WchxLNLrbFefwo/vTKDQ4cDeFgaL8b8XShIBHVoNJg5WvEeJG1DqB4YEy8oi/oagW2PrakIPTVGXExceIVFFvB8mS7lusHugeONiwmWWS4pgtdAKL1MbGcY+mCzsGcxxDKcvckwycjJ8eetpZCNg/4glQNBPnY1z3uGeiRagvud5Np7Ohw/er9kWcykjLdD4PpQtvOtTRQh4ZxaihJbOVa+G+7jGtQFs5DViYg6DEceDYcRhkOWZNQlkVJjOki2O2xVQLgZEdGSV+Yn01Uf7bz6tyWVLWR5xbYcHG86jPoCPBHegEN+Xjhm4dlAGjZsOwIls8lLxdGkO49iNpioiYF8XFikKj1etPhScz7K2qzs1A1T00QS0VySSgWUN0dYGr6a4JGKnZKXqFYmkm+/UI060/PZ4HCikhJIQQLUI11MQB4faoHB5My/aWirKplPxQ6curkOBeKhvrozKdrpcBnjX6nUJS2NApcEIyMsG18L5JpmU1VsDtoyDALkWRuWS4VjTCRF2kTgvFyc/Qkv+VZ2RkL/Q6lpdh1MhYAXIEpKtV2Fa2YTVQoOLkzCAaC9hgvUE2SQYZIQ0JbBy3CB2SxG1Sv67dxgrSeo10tqXAG77nTbsPJvotwzhT2QFWUHbK9w2ME99f7qeucZ85aV30qc7r9G8OlUhR5neDYD6leGFGvdo86wtids5b072Pt2ZQeb3KIZVua+j19fthFh+QYyVdnWws5f6i7GCsr9kpPZZl5LB+1dc5fgF1rrFPELB2LTC82ta8pkRLd7DzHHzP1w0rvpQNlM31DU5AVF7ExlJTgfGmK1w6dOM4bKiI8u/ZVPJSwXgm/J08LExMepOwNMb23CIfnyfp6gnwFW+GjHnPeyBGUDyBMPHxAKNqabDRubDRA+lnIbTYrIwTW+fNMFPrQZ5xasb2K6UhMkESIzbDiMcMlGrANLKbPm9UQlZ0DQeJAkKkqt17R24qFvgktkSDrqXeatMNIS7hIfp2TX083rsVceBmZ+O0pU7W/AWnHIaak3go2cN1GKt5abW/U4go952+1/q0D7/mJhg5sqWS6JG5CZ3USZJp5xgoaUzp5hM6EWOUi0oNNYbhHsYqnZnZuByBexPEwI5o4LFFuJrhNaRH1cp2KqUhk9+SFr4squXsB+dv2yCNZwDDBLyQGhqaY6Q47Z0eO9Wplsjjmk7gGIijIX7zoJC/O22VsMtouYyWVQRxY3OtnDyxWU6eWCsbJ1Y5/1Hr5HCMYnrI6gGxGNkfuk6kIu/vCWVC4Upc/8HBrOzuoIhby9izk+PQpWp9tWfqukKN25TJ6jo+ybxDZBrCiToquxPUYNGGh++I24Jr09yTYamCe04QIITFZ1NFnaKmShunRsDEFdKYlAKwuHriLEV22hKyp1DxOjh3MU8UivS4UcYYEUrztiIk1EVQboCeJC2OVoMp+ifqBFUEyn3Xc6L6hoVTzfsOphFWOy7mhHms+TNed4EK1ey06zXFpWrRybbezXHA6udvvHnPwpFqTm6/9lk2DGw+XX8dMlL58UI8TDMnaiM0rK5NFgGs5SfCKE4OZF21KyIHQ/36YayXlIGCSquYgMtIE0S2whG4JRCYUg0HTcYmCuNnoQcszwjESjR8XIsBKs/K4ieCws0yxJgY+7ZxUp2E2qo3yIne+Bn9CZfj9Vy8IjQkEm47vsSuskpsO0c1egHleZD3rqZ5OIY2hMY4pZWx/ggh+OBNrrzrYXXQlU52kSdDCy3kLc3eVRNt0ms28Lq7X0u3dbVlDX5xJWS9C8mom3TN/smTND/o2NxDG6Df6uKU0ZpE6FUW2PE0U46gjsjc8Zh282DiGkG4Jrk4dF/qd4QGWNeBaZPYAIAGUKwpqefqwnrepBfSWJA6K2eIZtXU14RKsDyAEAP3f9ss+1oGgUbV1OmoIA1+VvS31UxlcdkYrStxByKu/WK+kD3yuBdUtF3ivRsFCkSqhvAcP9QcdhiCmSTkMDEwqjGD33RMYPCD27FWVpZRqflkOXXiZDlz+nQ5c+ZkOXn6RFkdrTLV+OBwr+wfbNNIAWqijI5x2dvfK7PxTtnfPyiH++q73Z2DsrW1SzTDoRxot6DAIrP2KkoYnB/2h1Aep2dzXMcc13wUKqysJ4sCK00WpH7wUvb3x+XwANfmkNekbRRVNA1kaRnqdSMK1ICICJ0pifspXKc1An2KYnMoT4DsSCA5q2tI715XZW6rl4YQn7kMDlehr2Ao4Zo1z1oxVBOFX6iBIvSwnynX1qGGJjYnpOMQ3IDXkTf0fiaLzh0csjadNIZDHfXGW63WsXyvGa3QBt44PdcL8bTW1jwKpcX/u85rIDZ1b0prU+KtqP6bNI1cp2zpeneArMKQ7oDmDBwoy9y3sK/EEzkWaSi3vdLK1Q7xWXzyJW+grK+NOEGwIBwerpQVxGsPDzh5nebbfUxNwwIdigntFDBVNNbEQ9yYZRsipx/Oh8JF4dnHAekxZBGjaigE2ZZojDU5xIWxtWkBM8GwTS+lScGnyVIl7JvXae6Hx5yuKU9Kb9yOM0cqbcD6dfLQCrYXHwYKrd10qKQh4jz8thF3a4gkMypdiidJM3r0dysu141X4ljm5AR/IsoYUFegk3bcjltTw5ENEqmrwr9DyG9e1eWEFEEDpVl+9mQDWqvGk++1S4Ktz7wHu+puG6Ki1Fd70A09ceoxxyCMY8JqhDRiQ07GUB5nHXukKYr2uUI6n3lCTquOFPvpOB0/FuAcAgjOghCmSPQMjpCAGMS8bZRTjLyOrzyOc9xa197KPRg2px/usgWpPlIlaWaEjOhXKROiFQ6b4VhSIXVRTmSWkAsBku50qezvIrPpatna2is7p5GCjXkHg2u9rN6yXtbXTpb1NcxtpwaLH4KRCEdob3ePEvp7e3vl2rVrZVAul71dLNKHIfSnFGotrwHzh6YO3Scu6jq2q0hLyjxldjGzKnSRDkUsPDzA+aflYB9FEBFqQghLx9CYkqCja4Ch45BOzcw4i8WGEehSAnpDdamYIRLiegrxSMBS8ggrZbSyVtZW11nJ2mFALiFJPsfaQvj+qIxq9pfWuZ6uSFu52kxJU8dzNXvmHjdEznqlN7oob68sR4tpHXck0uvSJ2oV4+VMJNMlnB0S2a9LNm5zszpLddxnBDmFqfnSC0EWZvGs2/7RqX9l1exK1E/fihCqz26Nz+oopLW50/CMEa/1N8MIzesvkBXmb9EBTgUca180B/ITCfO8qA2U0WiViAdIa6PlFVrsB4crZf/wgGGfca2zUQ3fuigKIRFU2oTULCSjh+uy4yKZYaJ7AdH5mfzBxSQIUTaAQsp8GIuUQiHakGtGThRzsuQ8X7NFHgt1vFoNEjd7v3IM2/XMi9H2f5BuCU9PpdgVflG4yRuBsy5sKJUmimYdiw6M4w3NbPUK7bTrT8URWzjI/3bFW/9tzkkOZ0giPiNC2RAQYS/0U3j9Dc4WVyQMAfdxhjvrTt+u1q0ZH4Z70wd7zYtDP40xw6rH4sWR6u5+dazfWgvyRv3jmlApGyDY+J2FuLZmAKnwV7e4ZDPK5hegrMhGFV3rxvfZN/6b8Lm8sfwZ8SBs7HQzVdwfMBh85V7MBXA2BCx3eccwDANFhl0rPa/rzZlboaKa5N7xmZ2l/bK9dah05UeR+bNWTp8+Xe66685y4sRm2dhcL+sbyAbaKKtrq2V1pIquuMJxOEO7uzvl6rUr5bnnLpSd7Z1yiLpZLEWP6xH/wwa8RP6kiaL07yPpiXSQUTsyyN6BEQLDBFW64VQtMaRzeCC0GCEeZfgYOZHh054jOCOobWTRQGXXoWuWmZnhagn6Nx9peOAKq0Y2V6QvS/AP62Wgm5EEMGAlcInCWdbN4y+Py7oxd2OQCcVI07FH8u8zOPphzusJnLX5nkyDfjX6PIcDxTTXL/Ng2hhta/Dxededg/naeR3VYfP3kgpxZ43vBVY796s9S4hZq+fm65dB3GTn9X2XswgRu5Cgt/Ddje7Ait0uaDnPsOuHlapydrp+c+Qwfm8KAwX1BiR8BksfBoHKwSMrYfnwgDDsEYUhVbFUsfhBWWKpelnm0Iho9QOs7SE2vOgmlpnXxLYWio0da4G4vHj1XsnWLKmGBbKFopYGPRvdA3UlEJqitggsePBj1PKkaAOiwfNdNN8WdbyRagI165o1MPlp9InvpcLlQaRMxUzr71rVN3NWTEytUKZl9Z2SnD0G3Uir3dGQkIbMcBvRYE5k5KrC2lMwzF6SEC/H0N0F2hyUEd2sfcvYi9cBK9P95/zntrBogTpK19tCJHmS5lTzbOR2wyTtUen6Be87DOPnlVUsWYeJnjZQDhnKDdJ25pgJwE2sSwWQM7lQ38nigjV0FEaGO6imZotdXDd4x/jraLN3mb5LBK4uSFYBbWGivPGYmEtzvDfWAQlTyybOxk/GvXgjBhKKMQg5emdZwVCxeiyNHyjpQvMVoVo90shaAFl+qezvHZaD/YNyJZU+ePDBjwZnZFBOnTpVXvayu8vpM6fL2bNny5kzZ8rm5iYzhBAmOnlypWxsnCinT50hoiKnQyEW6iGND8v+/h7f29nZJvJyeAjjAqiIjA2EpREqAqqLa19dXeM9w8nC+oT3YKDgOzBYiACHWJrrnzg7QptAIBlAQ+gIad7w9ZoIgPtXpiL5O9TOUf8S9SVqIjTPta3wGYa2Dg+b47A0oREEaQfMvTTVj23+UflMfBgTOfOGd51Net5cOoacxNjqI5h9lDOmtb2xWI/9ojJkJkELaDyKrvBkFDBIaPL1EAFx2zQhjzsQnvfuC3+nhVyW2j3EGl3vJfSCqJcTldprmNRHyo5vO3wNAXDs+FKu0+pc7Tgex9e1mn3ZYKP6PHX9ijhYkuGmMFBYdyekx7VYqv9hAU8YP1WsCwsAY75zYoaho9Upwy7ymt5vMF94IE7RjU3YgzSnxWrA6nUscty8UlEnbgIxSCSeL5gdi6yyxhosiX8pbdoQrAajr00KlSriZs9A7+fKySGWFZsHjLrpshRLPZ5kcDlFUPfleive3+wByfQOOXR+WYaAQ2r+fwtJxO04ZFA3+eAN1ArR8VzT85EonCTXvVn1W11gMlGsniv4CdmaT8fWjRlhSJWu44MNBWlrpw2UvBg6vtoht1rALYU2KgIQJdErz4i1gwTPOkavQpHhIdeaKl2kDFOeW3My2rSWteyEvKDk56KqxJGGnPg8fLQ5CyDPufqPOhrqn+0czfMy4TmH9/oIr5GptrhG3aWQ2zc3gjWxyFYP+NAoYFVIzn3j649NMeph5PTajiJzdWSXyu7Ofjz8Sbl8+Up58sknibhubm6UW87dUm677fZy9uwZpi+vro7KygjhD+ivQCQuOBvkaSC1Wc/zYF9hod1kqGxv75btrR2Fi3YPyvb2Nt/f24OH6Xnn7TCIp1TydS2tZBBwDCqkpJCPEBD1SXC4rFdZ1weNXy1vroelucL1DORbODE09mZlyrCSMqL8rLBerYwipLMitNjjUM5jHkMsG1ezF33hmls2Rue3Lj8kOWke+9fTm7pO9og5WR6wDj00hyt/Nn+rEbfrmpq4hseu2wMrLth8vT4ptYZ6s/G1lEUthZDJUfa6acJqX6W1VRLv3koLwyMrBxXB9efHNxgyUp9RpXkoffda3Fees6Bk3DQGilLsXD67emtR4plsa1fPhbcVceRuqjDgYUy0ldiUsxRwjvsno6FufmkDTYusCXuYoFi8nJXhzY6VYuEFRSW6GgIi3tYGb/UKXGCQzHofR44IBhoJ+lyUgqcRXiK4AQ4XyUZ3VorRlWYE0aqNiS5p73DFPX6zeFHoAOh/Uv/k9SZDp7MpJ+DXVr4WwYTuJGQFGiYy+LTJ2mmQQdEUVDVBXKk4G2WhBVGNj/Zsahht3njqoCfJTqwLRnqrF8+uCEpkXlV0wnB4zoypC6YQKS0k3YXU/AOP7dyy0dQUhwN1CPE3POusgllDOPCoK5+qB1/zGAxmVqE3rauhvnqDhaxjkHY2ByGRGbHptnniVA0q1jPNxkfoGtmzqAZwSzNvobg2x51Z017rcpiOGb4p6wXrCoiy17aulYPD/XL58iWmy1oQDj8nT54oJ05u0mix4YLfDEMzxXajrKysl1OnWigGaMTe3j7RFRhF4LNcuHChXL58mUYM9ZFA5ienSh4zK8gGp6MTmsNmxdsIBeYcFu4pSCuDy6GA0JPifAQSrQ0PRg3QG1yrZF6CfAuRO1dMHg5IBB4MV4lij1ZGwWGJeljhVas/jfBG2nMnJPzCWg6Y9Fs20Ot6HGGdLCngdkzV+zqZdvNad0O2Q3T8Pmx0HD/A/NfbeGxo6qyGNPOcaFkx+RoaRyfC/720gOZ8Yc9wFugLumXto70+zCG8Y5yfGzTzxV7yBoqb+8QWsdVdmW9PKATaCEsqUZ+gZMvQExoervC34sMiAXXqzLj2BU8UXFWryobaYdVcSR61y8lXwhc0TBIh04gFZOIUOsnxSVeZ9eZvBnzXMzCnprORVYjQiE4U3Eqs8gpPsqKteTKhXRCeuIvjuQaNqQeBEVWRJi4KDJ2kxRHhlpQ11fFFfK7qifgeuxk/dYIq5hPEzkaQs1bNNCpEgxNkbY8wT5Px0w3LqKXK0xXsaanjnVBOCnnlY3UWx8RDyZv1PB0UeUKRbpzUYfuf94DNV90WhqWaddG8KRkoPk5Omcwp1NnT5D24VktLbGp9kqT8u3MvjkHeFYTMSGrobJ5yDDQobZzO22UMemfIJSM2FZlrlmOgLekYecV1yYHkjHSeV5xjvgdsErV1kfSsWJAx6uoA+bh69WqkTo441/kbAnE0YGSsbGysl9HqallbleFCo2W0UtbXTpSN9ZN1TIOTcunuS+X5558vTzzxRLl48TmGdxAGmk0PyvIKnhlQGaxNks2vpPtkMCu7yqGP/maYNjquW/pNhHYZwnZrIXUgDRXMexRTPDxQaAcZTvis1rVh2dxcJ3KzuYG+ASfQhm5XVt5jTugB1HObgZLHpfhSn1hbuq6B0vhPHbRpDv/khRtKyXA36XROVWadJ1+h13UXBHTYJUFBNTRmxLtU47xdr6UM2nrduDzpGLWSdrsea08pPBt6L530pBu3ir5UJ6DtVXY2X8hx+qJ6L1kDBfU3JGvfCDiEyLEcIpMHXgY2KMbq2wKfFWC1gCmls4VuIr7aGbipYmlkz0iU0ToeKmHfnSitEJhl9Y30ZDVJclMqXNiTvQ8eDOlofC2LvrVrJbrQSbk1dNpad4Pp1ueosKArAkd6pMhxQbasRluGy72Q4/PoQDO4cxXhzGdp8unai7rk2XytnZCIq8bGdyxWp9+xEVWehcJQcDpcgsVx56Vjm31DihQb10T25M8TT9kZWQX3uMEzD/rsv+fWudu0kedFux4vrjsfqyrkVvXddK2RnXY9r8bnqzBybyNry2nyvBL83Q//0AQma9wl3rsbDwTQtGFCQ6IpmR5rRt3NpUpedgeCr9l0LYMOLWcjZVLkvEYjOxmi7QIaslnrE9U1obu4OswKQmue907F9N9MPV4FooJU3c2yubFJGf61NUnyQzgO6eVnTt9CAThk6oyRsXNwUHaHu6pKjXTwWSnLIK/2a3sZkYt5TfkEA00eY/V5djuhIitUxpXhoVRhoJniy+ztHRHpwX3i/dXRjGEsGEzLy0dlf2NcTqIUCCuLILyEfyRJ9hr2xgZtpyGFG8mRQTZY+cRbWscyquB1WdpMYbA6PBtrllGyNkY+3gUEwl335vnGybyLrOtcKh7YrxLP35HRtZQQHl6rbP90SK95/Wv3PR4nD9eQKJ4D1jOPj6rInWC39NsGide+Nj/jOuxovoCemFMc/KVpoJzYPFFGK5CUh7iO/atSjqaTcnB0WMpOc9VBQh3G4pW5ApaN9vhU8S4t+obmveBF4Uc1rej1WvobVhNk6ivJaoF1ejINFISAOKKExtiAqZvUUSjjJhJmPraKZem+vCh24phzWj9WmK+b0v/MiFHRNqUHRkyp6spEGIgeJvoTxwEWHJoxIQalroLCbwv/1O5zUNx/dZCTvMn1U5hjMwojpe1W3UXAaXTVYJvjPQkYMVLWELBGJvU4kaS4a9RY2TZv6i0k1YzP48akvZ1YIAM1snFd77n/eV9sXKHIse38HTG/OdkyfrbzjKcW4smwsTft9mwaypTuwUa1H1onvNO+UzVMahz+xk3f62oOtXnRDCz3VTc0i7nQDCTN5YZQtVR6G7jtWeZQrRCXbEALRcnPsBnjmp8ZzXB/A3lAOOfKlWuBZoHMC96KwkSqGYSMoQ06XV5rQMbFNYBUi3NDZ0JlBtq9MBybnPA6T6rOjjfgJh3v/nNfNt0bbVQWi5TCLcTgYKQA4UFtJ+2pQCd5LzOIxyHDCM91VE6eXKWxNRigKKWIuu4PZzZNZyDZ2qFMNbFuhGJUZ6vNgTRYjn2/jcHQ5JDbIcG54PNx3WWoyhIBzTHphHNj7rU5aIHFMAjnGShzh3gqk1KRO6PbjdzPuV3T5Gf1meI7LCERDzrReDpuQ5271/MBEnJTnccMmeaO9U/0sUO+zkTqojYfTxdGbTCc3RwGClKLQczCJELohNby8qCsLQ3KCtL9It1XZVnCMIgFqyoDutZA9FmF56kFMEwpfGat+4FmZnezOusWWuF6M+2TbHOO15u/EAZBhuWrQl9oDpBXAxGvYY+cFEW1unHJGwyVjJwk5CIfz7wXGCiUOZ4iS6p5D0xFJpNc4ZRmC0k4LsvEa+FT7Rb3k9LdXIl1dsxIOXb1dVLlsFB7jlI41AJEGzPW7cZQ6Sni1swmx6NUAsAnq8ZaNWSxaON1Ef1YzTxg9BtlDORwTd7YKhQdt4XQfGdjT+TaLkzeFVzKRok4Qq403P2+Nx2P8WroJmNoaY4X6kWIxw7j2c+jY+h0V7l4rtmpU7jv461g/Xvuo0lN56NxzvoGmfkZdjLq8WJjyPcvI8KVf9P44l6doXaN224oJUjGyehrXJlUjTd4VAPK5g+IhCB7aOvabpvXIPVjwyRfTQ4IUpl3QKbd2uFvoCoyTto5aljPSJg1f6x6zYsNgnVseHWTr+ue+hcpy0BJ/FpDImSYU4F7RfMaPLHZeFb2IWp3MCk728ianJTNjZNlbX1URqsDFm9cW18laoT7PjjYL1tbOzJ0xjDcjqr+j854vAkJiGJ/Roz6RNZenZu8ZqKcCZWAZ0dMSRA+Whn3UsUdIRSv33B4Bxb6q+fV/JFREwJ3y1mduWUg1fBlB6WNYDvmUaAg1RgJ+QmGXEPeAXpNw1p4bymcKBndg57xLwmGOYgm+8MG/vGeza/bEDr+uYxAdgXn/Gwa+h410+Y8w+Pnvkk4KFMo1yGXfxpy99OJCGob66UMVsva4WoZU6DLRkhUD/X3qwdRcbTqmXphaZ+VqmXd3DvKg10omdlCHW6CfteNqicjruQgIRd4wV5YRl7ateQFERNMCxuvaQ6LupO9UuMsx5nXHmzeOP0alW4BjCxrUULaZgsHGUI2uhIbW61t42qXQifygpgnhP9vzoz/ixuokKyKJooImjcYiexJShyJDFWwLcoZeEJkBEUEPnkxIvkSR4tPqf+zwaf+a30UT6KXOXI8tDHPOMnH5nKZawnVzbZtcj5X82KOx9SbV9U0U7K2SRaocwjCGyhF0eYQCO1N6h77JR3afcy7Hv5YoM5W2Ask0fGawzvtk4vVrx4fzqo4jgjhx0iDja8GRXcrkGf59WZ4BLJloyXGLur8GF2Bd96/H254yORZWen0h6IJqpAOpHEyHYvIjPTiCWCJozTvohL1eFL29nbL7u5e2d+Hoq1I0/k6s45QG3u+5kAvvXleJ+PCa0p2jDpImychOWfZAQr8YLJUDsbT8tz5q+Xy8iH1YkZrs7K2vlI2N9eoJQMCLY597dpB2dk6Knu7YwrNYS2SYdbNtOv2XZvn6ncjfnM+XzdcOK6aCzCGYETtHyJUJuE9k9Bx/OUVhOBU2XrF1a0TomgDRUYM5g7Iwfqs199cniLz4+aO95bBL3kE/rgEgRIEaIwMkhJ53JecMTlWCL9hHHlO5LnneXDj1nd0vM94V4o1JfakhtM4wyzKSXyCzRmyL3kDBboB4JtgoJnERaMFixOJYq3mBDekqHLsfHIvYiSUVcu3bawVwXBGhQQj5g66tvlHdcfOxFLQzeEYbZregNsI5OBK6cj+saxw31v3b6fL5o0ot+PX2wUF6+JcyarN+OBQBew7G5SVWjfIRaN8jY2Ay3TBWODRfO9c8CMzp11Tz2qvSEr7qUSv8CgcdskbDcmxGUHxtUelYT23Nha6C4iVZ6WN4cmp140ydFPrmgcaE9ePMhbMvjd3PePEBkrmUeTNXjWPgtORDJTah50QU3yqF+7I5+32WdRS8UbUM2YEedtAacfOG7nJ6Pme83k4/2JeXXexvk7LBoml26tqc/BCLAznzet4iqlSuUmOj+Z77l5zeLH0hD1/nO2SurfyFWywda/Zhp8NlLyO+Bj6rrkeqizt6tFTCiiiTaqBgvCKCjhasLHrgCjUFeODm5Y3b4V0Egmlzh33VU2zrXc2rrVzuvO0ayjkMLM6JmqWQe5gLO2WZdQn2tsnUrR5Yizy7WDIEJH0XKLoIgstHjf03OzgZRHDfD/97+Uxzp6cQJgS9ZWG5ehgxN/jozEF9WC00MgcQH9G9YdE+m9oaw33UQgSEhazgnyK0Sp4OJEEEc97tAJ028UVfc3z9wsZGlHnCE7VMhwloWn5ObnlvQBKvnT6lpBVZfXr3Fdag23U1HvpEe1z0z3acWu6Qsr6igrXSQXXqFuV6v8E2icAoLzIDZTJhJsRJqke7BJJZXsHB+WoTItAvWk5Cllpxc70NDCQjKCgRT0nKc92ykPbOBEBFKl4ghnj+TnYa092Xhx+jkKnF3B9MW4olcB2628qHuw2dkBaG08OuTjYiv94rRPqyF5xh2Cricq+xUSiN4w+a3H3HNoypM41saZba4LzGDBOBhNm/lTiXHzX9+m/Wr91N5F+n/QNua67kTu23XP9jr9fyaTOmAIGa+0YLYrcIJ3NhNDJVOno/LdlgHG/lXE2r8/zxu9UZPNnpEVSDQZ8zsZALCoN0p1fXbXFlVuf9s/fuf9uh9YFLYdAHLqDp4ZNNW/uWmC7BQ3zc8zna/efntENWkUiXen3WPZT7LuhcdPXoKljweoAfX4Dvtebp3jmSMvUdYpr0mJSXYRMvxM/phLCdZ+eh3YsNNdt8qhuDft5CcuvzikjpBnBMjykgq1L1ubZkLJ5FX51LQq9eky0sI4kBLT2XXed6IVLfL6+odK+Ly4awh98H/mIHBtTIq/IjgTpdzhYrVonS0siFDcD4OONiR4q3DO45xkpDU3C3EK/g2+yWmZDoFBAa7ToS6pC5HTovoxTBlvXkI3QEIwIVmgWxwZaW8Plo8pp6axLUYjx2JiPisA6DgwUGEfWrJpvcOdmxIffW4GwntYvpohHxWn+O4zudk0yVvqNVxghfVevRn8pTB/fadn84bXE2l4+8XZ0MLs5DBSIWFUDBUz55RWSY2mkjA/LIZQcQeZy1oz1AjobfegSjFs6LdMIoe5qkawoOsIYrJVWw0ipFV07mTeN8OgwjV5u6EpdvG3szNl882seWR60eVHG5IBQW2Omt3Yc5mteIhdKx9GTGqDOlxZukwRZY6FrfFnJUou0BXlMBnNIwrAlspFUTbktTJlohd0wH98LdvR11eXo3hE/g4UIFXlDFVP7S0iq9r4gI1FNfRavVYKc7oEeFTUhKG7OPp4yo0mkSBAWHY7LG/E8AyI/u/p8w0DhZklV38jMcfgvI2JGcXp6C93xIsOpWzzxeGza47LjhftaaTyF8RF7EDUTuDA3o7q/QXiz7Hu42aD5RIyTHKbJfCwbOuQD2dirXmueNy2dMjsOcfDUf54Tfc6RELisEup/dQ0JXavk7cXjcPrvyZMnmXYcvSHjnkR7GL3iYPjIw2EL55JnM1FfYswpDNSMkT5Hzf3bvGc7B/x053kcE42cN5Yg5GhtqV64x8ZXM1CEoFCVFsdnVg9CNgidlLK+rgKDSK0G/wI8lWp4Mlylc8qYOz4ecnZaFnTsGiddh6ch43DisJ6DAjDWfKWjEQRXbrLteEQLUi20agRyPnouRfIA6jeNh2Ua4+Uo9I9ql9QRM38zlrGDbCsXdJRjVB0EPqNh65MYZ9KiCSM3QkNAYKQq27LHUOgxoymqRF3zkjsN4SI+gxWFu5ggEerBlk3oPZSEnidl8eu27vsocvmSNlA8Ube398rRiCWKGjOdOxmg84Ekpo+OWnGneIDkMoSMtomaWlymqoh8dMRwEWv5kKmO7w5Vzp0S8W3z7W/YmZdwPFU5WnBi+B6haxHovCB6Y2ZqIZUjcRx5HV5AXbp9ZQWENEx+TUQgKiYG9vtLfpQ2sKa86R8gHC1k1KoK41iaFDpWK3Rn48RIlNP5SFINQyJ7v4SziTjgzfYdcX80mW0wYmGRaib6p0GN/B4qAhOxmFENURuWNFXJ443zm4OCpoweV+PVNfreVWBQx8sp0LyBYTwHVP0F3I5nMdNmA0i+bpogocZ9afHu8iB4yASOadFv4wXnULq8FkRuqnEJQjEccjxOCPVTJXm3Sty3n2yA+PnNM04cclJYplUEz9fW6nuExHoU9KvFD2NB9mfbOMpz4PoeVDb0hV7GHLD4Am1YPGmFKKjWwUVe14DPoiyMnYj+0sm5RjE6EVdJ/o4CeSr/Ni3DCGkxE42ZCea9qC6XCKiJ9I6xHdoo+HtvH0UDEQaARohCPbq5yMzg+qRQNMdVoCfNcHLKij+r61YNLSsMa22y8YCK6ELwdO2t3/O9B6chRCvzXtU1uKIKNAvntZRaO0roEWVNpueJkBf6JVKLGZHCdY0H5fAIFwOJ/iLZfpZAUK9yjZgVrrvzkb9wyGicRIZUdE83zNSuxWuT+4nnDNE5XLcqeOvvnDav+dEQQUtCAFXvOpFAh1ClFs9mKA0rkOihUdNzoK4b/mCVy3BYnckBgrv1pLhGDzt3Jk6NOBwskcJac6r75PmLUJMrDtsRywj53EvhejgoyyPoaSnk1A1zHacJdByg64SOZDsakWzOEupJuY8/XluavZBPfYq1hx9+uLzyla/8f30Zi7Zoi7Zoi7Zoi/a/0SBG+PKXv/ylh6Dccsst/P3444+z+uiiFcpk33PPPXzoKHC2aIs+mdcWfXK8LfrkeFv0yfG26JPfmj4BJrK1tVXuvvvuj/vZF6WBYmgPxslioHQb+mPRJ9226JPjbdEnx9uiT463RZ8cb4s++T/vkxcKLLxwUfxFW7RFW7RFW7RFW7RPUlsYKIu2aIu2aIu2aIv2KddelAYK6ld8+7d/O38vmtqiT463RZ8cb4s+Od4WfXK8LfrkeFv0ySe/T16UWTyLtmiLtmiLtmiL9tJuL0oEZdEWbdEWbdEWbdFe2m1hoCzaoi3aoi3aoi3ap1xbGCiLtmiLtmiLtmiL9inXFgbKoi3aoi3aoi3aon3KtYWBsmiLtmiLtmiLtmifcu1FaaD8q3/1r8r9999f1tbWyhd8wReUd77zneWl2n7pl36p/ME/+AcpC4xiS29+85s77yMJ6+/8nb9T7rrrLlYNfdOb3lQeeuihzmcuXbpUvvIrv5JKf2fOnClf93VfV7a3t8uLsX33d393+bzP+zxWir399tvLH/kjf6Q8+OCDnc/s7++Xb/zGbyznzp0rJ06cKF/xFV9Rzp8/3/kMyiR8+Zd/ednY2OBx/tpf+2ss9vZibN/7vd9b3vCGN1Q1xy/6oi8qP/VTP3XT9se89j3f8z2cP3/5L//lm7ZfvuM7vqNT5A0/r371q2/a/nB76qmnyp/6U3+K94019PWvf3359V//9Zt2jb3//vuPjRP8YGx80sfJ7EXWfviHf3g2Go1m/+E//IfZAw88MPtzf+7Pzc6cOTM7f/787KXY/uf//J+zv/k3/+bsv//3/86SsD/6oz/aef97vud7ZqdPn569+c1vnr3vfe+b/aE/9Idmr3jFK2Z7e3v1M7//9//+2Wd/9mfPfu3Xfm32y7/8y7NXvepVsz/5J//k7MXYvvRLv3T2Az/wA7MPfOADs/e+972zP/AH/sDs3nvvnW1vb9fPfP3Xf/3snnvumb31rW+d/fqv//rsC7/wC2e/43f8jvr+eDyeve51r5u96U1vmv3Gb/wG+/jWW2+dfdu3fdvsxdh+/Md/fPaTP/mTs4985COzBx98cPY3/sbfmK2srLCPbsb+6Ld3vvOds/vvv3/2hje8YfbN3/zN9fWbrV++/du/ffZZn/VZs2eeeab+PPfcczdtf6BdunRpdt99982++qu/evaOd7xj9vDDD89+5md+ZvbRj370pl1jL1y40Bkjb3nLW7j3/MIv/MInfZy86AyUz//8z5994zd+Y/17MpnM7r777tl3f/d3z17qrW+gTKfT2Z133jn7R//oH9XXrly5MltdXZ39l//yX/j3Bz/4QX7vXe96V/3MT/3UT82WlpZmTz311OzF3jCZcH+/+Iu/WO8fm/OP/MiP1M986EMf4mfe/va3829MmMFgMHv22WfrZ773e793durUqdnBwcHspdDOnj07+/f//t/f9P2xtbU1+/RP/3Qusr/39/7eaqDcjP0CAwWb6Lx2M/YH2rd+67fOftfv+l3XfX+xxs44Z175yleyLz7Z4+RFFeI5PDws7373uwmx5cKB+Pvtb397udnaI488Up599tlOf6AIE8Je7g/8BuT4uZ/7ufUz+Dz67R3veEd5sberV692KlxjfBwdHXX6BDD2vffe2+kTwLh33HFH/cyXfumXsjLnAw88UF7MbTKZlB/+4R8uOzs7DPXc7P0BKBpQc75/tJu1XxCaQLj40z7t0xiSABR/M/fHj//4j3Nt/ON//I8zFPHGN76xfN/3fV99/2ZfYw8PD8sP/dAPla/92q9lmOeTPU5eVAbKxYsXuQDnG0fD3xhEN1vzPd+oP/AbEy+35eVlbugv9j6bTqfkFPzO3/k7y+te9zq+hnsajUZcMG7UJ/P6zO+9GNv73/9+xoMhOf31X//15Ud/9EfLa1/72pu2P9BgqL3nPe8hb6nfbsZ+wab6gz/4g+Wnf/qnyVvC5vu7f/fvLltbWzdlf6A9/PDD7ItP//RPLz/zMz9TvuEbvqH8pb/0l8p//I//ke/f7Gvsm9/85nLlypXy1V/91fz7kz1Olv8Pr3/RFu3/qXf8gQ98oLztbW8rN3v7zM/8zPLe976XiNJ/+2//rXzVV31V+cVf/MVys7YnnniifPM3f3N5y1veQjL9opXyZV/2ZfXfIFXDYLnvvvvKf/2v/5Xkz5uxwckB8vFd3/Vd/BsICtaUf/Nv/g3n0M3evv/7v5/jBqjb/4v2okJQbr311jIcDo8xhvH3nXfeWW625nu+UX/g94ULFzrvg00N1vmLuc++6Zu+qfzET/xE+YVf+IXy8pe/vL6OewIsCav/Rn0yr8/83ouxwat51ateVX77b//tRAw++7M/u/yzf/bPbtr+ABSNcf85n/M59GbxA4Ptn//zf85/w6O7GfslN3jBn/EZn1E++tGP3rTjBJk5QBpze81rXlNDXzfzGvvYY4+Vn/u5nyt/9s/+2fraJ3ucDF5sizAW4Le+9a0dCxh/I95+s7VXvOIVfOC5PxDnQ9zT/YHfGExYsN1+/ud/nv0GD+rF1sAVhnGCEAbuA32QG8bHyspKp0+QhowFJ/cJQiJ5UYGnjRTB/mL1Ym14vgcHBzdtf3zxF38x7wmokn/gKYN34X/fjP2SG9JgP/axj3GTvlnHCcLDfZmCj3zkI0SWbtY11u0HfuAHGLoCh8vtkz5OZi/CNGMwqH/wB3+Q7Ok//+f/PNOMM2P4pdSQhYBULfzgcf3jf/yP+e/HHnuspsDh/n/sx35s9pu/+ZuzP/yH//DcFLg3vvGNTKN729vexqyGF2sK3Dd8wzcw5e9//a//1UmF293drZ9BGhxSj3/+53+eaXBf9EVfxJ9+GtyXfMmXMFX5p3/6p2e33XbbizZd8q//9b/OLKZHHnmEYwB/I4PgZ3/2Z2/K/rhey1k8N2O/fMu3fAvnDcbJr/zKrzANFOmfyIS7GfvDKejLy8uz7/zO75w99NBDs//0n/7TbGNjY/ZDP/RD9TM32xrr7FiMBWQ59dsnc5y86AwUtH/xL/4FOwh6KEg7Ru75S7Uh9xyGSf/nq77qq/g+Ur/+9t/+27M77riDhtsXf/EXUwsjt+eff56T5cSJE0z1+pqv+RoaPi/GNq8v8ANtFDcsHH/hL/wFptpisfmjf/SP0ojJ7dFHH5192Zd92Wx9fZ2LNBbvo6Oj2Yuxfe3Xfi21HDAfsBBgDNg4uRn744UaKDdbv/yJP/EnZnfddRfHycte9jL+nfU+brb+cPsf/+N/cEPF+vnqV7969u/+3b/rvH+zrbFo0ILButq/z0/2OFnC/z4xzGXRFm3RFm3RFm3RFu3/bntRcVAWbdEWbdEWbdEW7eZoCwNl0RZt0RZt0RZt0T7l2sJAWbRFW7RFW7RFW7RPubYwUBZt0RZt0RZt0RbtU64tDJRFW7RFW7RFW7RF+5RrCwNl0RZt0RZt0RZt0T7l2sJAWbRFW7RFW7RFW7RPubYwUBZt0RZt0RZt0RbtU64tDJRFW7RFW7RFW7RF+5RrCwNl0RZt0RZt0RZt0T7l2sJAWbRFW7RFW7RFW7Tyqdb+f4+ePpuIhCOIAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "img_r = cv2.resize(img, (720, 480))\n", + "\n", + "image_rgb = cv2.cvtColor(img_r, cv2.COLOR_BGR2RGB)\n", + "\n", + "\n", + "plt.imshow(image_rgb)\n", + "plt.show()\n", + "\n", + "cv2.imshow('Image Window', img_r)\n", + "cv2.waitKey(0)\n", + "cv2.destroyAllWindows()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "04xoFq3h_Qh0" + }, + "source": [ + "### Bitwise operation" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "id": "XwJ7PEtT_Qh1" + }, + "outputs": [], + "source": [ + "\n", + "result = cv2.bitwise_xor(bit1,bit2)\n", + "\n", + "cv2.imshow('Image Window', result)\n", + "\n", + "cv2.waitKey(0)\n", + "cv2.destroyAllWindows()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Zs5D-MZu_Qh1" + }, + "source": [ + "### Masking the image" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "id": "NDEGAfWU_Qh1" + }, + "outputs": [], + "source": [ + "\n", + "hsv = cv2.cvtColor(img, cv2.COLOR_BGR2HSV)\n", + "\n", + "lower_bound = np.array([53, 100, 100])\n", + "upper_bound = np.array([160, 255, 255])\n", + "\n", + "mask = cv2.inRange(hsv,lower_bound,upper_bound)\n", + "\n", + "cv2.imshow('Mask Window', mask)\n", + "cv2.imshow('Image ', img)\n", + "\n", + "cv2.waitKey(0)\n", + "cv2.destroyAllWindows()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "bpgLrudo_Qh1" + }, + "source": [ + "### Extracting Object" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "id": "157Hbcby_Qh1" + }, + "outputs": [], + "source": [ + "\n", + "hsv = cv2.cvtColor(img, cv2.COLOR_BGR2HSV)\n", + "\n", + "lower_bound = np.array([53, 100, 100])\n", + "upper_bound = np.array([160, 255, 255])\n", + "\n", + "mask = cv2.inRange(hsv,lower_bound,upper_bound)\n", + "\n", + "result = cv2.bitwise_and(img,img,mask=mask)\n", + "\n", + "cv2.imshow('Mask Window', mask)\n", + "cv2.imshow('Image ', result)\n", + "\n", + "cv2.waitKey(0)\n", + "cv2.destroyAllWindows()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Bounding Rectangle" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "x, y, w, h = cv2.boundingRect(mask)\n", + "cv2.rectangle(img, (x - 20, y - 20), (x + w + 20, y + h + 20), (0, 255, 0), 1)\n", + "\n", + "cv2.imshow('Mask Window', mask)\n", + "cv2.imshow('Image ', img)\n", + "\n", + "cv2.waitKey(0)\n", + "cv2.destroyAllWindows()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TvVjPxQX_Qh1" + }, + "source": [ + "### Playing a video" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "id": "U0DfR18u_Qh1" + }, + "outputs": [], + "source": [ + "\n", + "vid = cv2.VideoCapture(r\"C:\\Users\\mahek\\OneDrive\\Desktop\\CV Workshop\\CV_Workshop-main\\res\\ball_for_tracking.mov\")\n", + "\n", + "while True:\n", + " ret, img = vid.read()\n", + " if not ret:\n", + " break\n", + "\n", + " cv2.imshow(\"Video\",img)\n", + "\n", + " if cv2.waitKey(1) & 0xFF == ord(\"x\"):\n", + " break\n", + "cv2.destroyAllWindows()" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.11" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/CV_YOLO_Object_Detection_and_Trajectory/res/ball_for_tracking.mov b/CV_YOLO_Object_Detection_and_Trajectory/res/ball_for_tracking.mov new file mode 100644 index 000000000..d9a761684 Binary files /dev/null and b/CV_YOLO_Object_Detection_and_Trajectory/res/ball_for_tracking.mov differ diff --git a/CV_YOLO_Object_Detection_and_Trajectory/res/bit1.png b/CV_YOLO_Object_Detection_and_Trajectory/res/bit1.png new file mode 100644 index 000000000..f5451237f Binary files /dev/null and b/CV_YOLO_Object_Detection_and_Trajectory/res/bit1.png differ diff --git a/CV_YOLO_Object_Detection_and_Trajectory/res/bit2.png b/CV_YOLO_Object_Detection_and_Trajectory/res/bit2.png new file mode 100644 index 000000000..768e609c1 Binary files /dev/null and b/CV_YOLO_Object_Detection_and_Trajectory/res/bit2.png differ diff --git a/CV_YOLO_Object_Detection_and_Trajectory/res/image.png b/CV_YOLO_Object_Detection_and_Trajectory/res/image.png new file mode 100644 index 000000000..5694397db Binary files /dev/null and b/CV_YOLO_Object_Detection_and_Trajectory/res/image.png differ diff --git a/CV_YOLO_Object_Detection_and_Trajectory/trackbar.py b/CV_YOLO_Object_Detection_and_Trajectory/trackbar.py new file mode 100644 index 000000000..bf244d355 --- /dev/null +++ b/CV_YOLO_Object_Detection_and_Trajectory/trackbar.py @@ -0,0 +1,54 @@ +import cv2 +import numpy as np + + +# cap=cv2.VideoCapture("OpenCV\\Res\\ball_for_tracking.mov") +img = cv2.imread(r"Res\bit1.png") +img = cv2.resize(img, (700, 500)) + + +def Track(x): + pass + + +cv2.namedWindow("Color detectors") +cv2.resizeWindow("Color detectors", 500, 500) +cv2.createTrackbar("Upper Hue", "Color detectors", 153, 180, Track) +cv2.createTrackbar("Upper Saturation", "Color detectors", 255, 255, Track) +cv2.createTrackbar("Upper Value", "Color detectors", 255, 255, Track) +cv2.createTrackbar("Lower Hue", "Color detectors", 64, 180, Track) +cv2.createTrackbar("Lower Saturation", "Color detectors", 72, 255, Track) +cv2.createTrackbar("Lower Value", "Color detectors", 49, 255, Track) + + +# imgs=cv2.resize(img,(500,500)) +while True: + # success,img = cap.read() + hsv = cv2.cvtColor(img, cv2.COLOR_BGR2HSV) + u_hue = cv2.getTrackbarPos("Upper Hue", "Color detectors") + u_saturation = cv2.getTrackbarPos("Upper Saturation", "Color detectors") + u_value = cv2.getTrackbarPos("Upper Value", "Color detectors") + + l_hue = cv2.getTrackbarPos("Lower Hue", "Color detectors") + l_saturation = cv2.getTrackbarPos("Lower Saturation", "Color detectors") + l_value = cv2.getTrackbarPos("Lower Value", "Color detectors") + + print( + f"upper\n", + {u_hue, u_saturation, u_value}, + "\n lower", + {l_hue, l_saturation, l_value}, + ) + + Upper_hsv = np.array([u_hue, u_saturation, u_value]) + Lower_hsv = np.array([l_hue, l_saturation, l_value]) + mask = cv2.inRange(hsv, Lower_hsv, Upper_hsv) + res = cv2.bitwise_and(img, img, mask=mask) + res = cv2.medianBlur(res, 5) + + cv2.imshow("video", img) + cv2.imshow("res", res) + if cv2.waitKey(1) & 0xFF == ord("x"): + break + +cv2.destroyAllWindows \ No newline at end of file diff --git a/CV_YOLO_Object_Detection_and_Trajectory/tracking.py b/CV_YOLO_Object_Detection_and_Trajectory/tracking.py new file mode 100644 index 000000000..0dbed7123 --- /dev/null +++ b/CV_YOLO_Object_Detection_and_Trajectory/tracking.py @@ -0,0 +1,36 @@ +import cv2 +import numpy as np + +video = cv2.VideoCapture(r"C:\Users\mahek\OneDrive\Desktop\CV Workshop\CV_Workshop-main\res\ball_for_tracking.mov") +cposl = [] +while True: + ret, img = video.read() + if not ret: + break + + hsv = cv2.cvtColor(img, cv2.COLOR_BGR2HSV) + + lower_bound = np.array([0, 170, 90]) + upper_bound = np.array([4, 255, 255]) + + mask = cv2.inRange(hsv,lower_bound,upper_bound) + x, y, w, h = cv2.boundingRect(mask) + cv2.rectangle(img, (x - 20, y - 20), (x + w + 20, y + h + 20), (0, 255, 0), 1) + + + + center =( ( x+w ), (y + h)) + + cposl.append(center) + for pos in cposl: + cv2.circle(img, pos,2, (255,255,255), -1) + + cv2.imshow("video", img) + #cv2.imshow("mask", mask) + + if cv2.waitKey(1) & 0xFF == ord("x"): + break + + + +cv2.destroyAllWindows() \ No newline at end of file diff --git a/CV_YOLO_Object_Detection_and_Trajectory/yolo.py b/CV_YOLO_Object_Detection_and_Trajectory/yolo.py new file mode 100644 index 000000000..d0affdfb2 --- /dev/null +++ b/CV_YOLO_Object_Detection_and_Trajectory/yolo.py @@ -0,0 +1,7 @@ +from ultralytics import YOLO + +# Load a pretrained YOLO11n model +model = YOLO("yolo11n.pt") + +# Run model +model.predict(source=0,conf=0.5,show=True) diff --git a/TARZAN task 2/Greyscale.py b/TARZAN task 2/Greyscale.py new file mode 100644 index 000000000..c0a0a1e6c --- /dev/null +++ b/TARZAN task 2/Greyscale.py @@ -0,0 +1,46 @@ +import cv2 +import numpy as np + +# Step 1: Read the image (following the dimensions: 800x600x3) +image = cv2.imread("photo.jpg") + + # orignal image display +cv2.imshow("Original ", image) + +cv2.waitKey(0) +cv2.destroyAllWindows() + + # image ko Resize kiya -> 800*600 +image = cv2.resize(image, (800, 600)) +cv2.imshow("Resized", image) + +cv2.waitKey(0) +cv2.destroyAllWindows() + +# Step 2: Convert to grayscale (800x600) +gray_image = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY) +cv2.imshow("Grayscale", gray_image) +cv2.waitKey(0) +cv2.destroyAllWindows() + +# Step 3: Reduce resolution (Resizing grayscale image) +low_res_gray_image = cv2.resize(gray_image, (128, 128), interpolation=cv2.INTER_LINEAR) + +cv2.imshow("Reduced Resolution Grayscale", low_res_gray_image) +cv2.waitKey(0) +cv2.destroyAllWindows() + + +# Step 4: Normalize the image (not grayscale) to range [0,1] +normalized_image = cv2.cvtColor(low_res_gray_image, cv2.COLOR_GRAY2BGR) +cv2.imshow("Normalized [0-1]", (normalized_image * 255).astype(np.uint8)) +cv2.waitKey(0) +cv2.destroyAllWindows() + + +# Step 5: Optionally normalize to range [-1,1] +normalized_minus1_to_1 = (normalized_image - 0.5) * 2 # Scale to [-1,1] +cv2.imshow("Normalized [-1,1]", normalized_minus1_to_1) + +cv2.waitKey(0) +cv2.destroyAllWindows() \ No newline at end of file diff --git a/TARZAN task 2/Image proccessing optimization.py b/TARZAN task 2/Image proccessing optimization.py new file mode 100644 index 000000000..4700a09e2 --- /dev/null +++ b/TARZAN task 2/Image proccessing optimization.py @@ -0,0 +1,59 @@ +import cv2 +import numpy as np + +# Step 1: Read the image (following the dimensions: 800x600x3) +image = cv2.imread("photo.jpg") + + # orignal image display +cv2.imshow("Original ", image) + +cv2.waitKey(0) +cv2.destroyAllWindows() + + # image ko Resize kiya -> 800*600 +image = cv2.resize(image, (800, 600)) +cv2.imshow("Resized", image) + +cv2.waitKey(0) +cv2.destroyAllWindows() + +# Step 2: Convert to grayscale (800x600) +gray_image = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY) +cv2.imshow("Grayscale", gray_image) + +cv2.waitKey(0) +cv2.destroyAllWindows() + + +# Step 3: Reduce resolution (Resizing grayscale image) +low_res_gray_image = cv2.resize(gray_image, (128, 128), interpolation=cv2.INTER_LINEAR) +cv2.imshow("Reduced Resolution Grayscale", low_res_gray_image) + +cv2.waitKey(0) +cv2.destroyAllWindows() + +# Step 3: Reduce resolution (Resizing to lower size for faster processing) +low_res_image = cv2.resize(image, (128, 128), interpolation=cv2.INTER_LINEAR) +cv2.imshow("Reduced Resolution", low_res_image) + +cv2.waitKey(0) +cv2.destroyAllWindows() + +# Step 4: Normalize the image (not grayscale) to range [0,1] +normalized_image = low_res_image.astype(np.float32) / 255.0 +cv2.imshow("Normalized [0-1]", normalized_image) + +cv2.waitKey(0) +cv2.destroyAllWindows() + +# Step 5: Optionally normalize to range [-1,1] +normalized_minus1_to_1 = (normalized_image - 0.5) * 2 # Scale to [-1,1] +cv2.imshow("Normalized [-1,1]", normalized_minus1_to_1) +cv2.waitKey(0) +cv2.destroyAllWindows() + + + + + + diff --git a/TARZAN task 2/photo.jpg b/TARZAN task 2/photo.jpg new file mode 100644 index 000000000..0b1c61027 Binary files /dev/null and b/TARZAN task 2/photo.jpg differ diff --git a/TARZAN task 2/photo2.jpg b/TARZAN task 2/photo2.jpg new file mode 100644 index 000000000..e25f26cfa Binary files /dev/null and b/TARZAN task 2/photo2.jpg differ diff --git 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true, + "jupyter": { + "outputs_hidden": true + } + }, + "outputs": [], + "source": [ + "#Importing Libraries\n", + "#Importing Libraries\n", + "import numpy as np\n", + "\n", + "import matplotlib.pyplot as plt \n", + "#Matplotlib is a cross-platform, data visualization and graphical plotting library it offers a viable open source alternative to MATLAB.\n", + "#matplotlib.pyplot is a module in matplotlib used for plotting graphs and visualizations. It provides functions for creating various plots\n", + "#like line plots, scatter plots, histograms, etc.\n", + "from tensorflow import keras\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense\n", + "from keras.optimizers import Adam\n", + "from keras.utils import to_categorical\n", + "\n", + "from keras.layers import Dropout, Flatten\n", + "from keras.layers import Conv2D, MaxPooling2D\n", + "\n", + "\n", + "import cv2\n", + "from sklearn.model_selection import train_test_split\n", + "import pickle\n", + "import os\n", + "import pandas as pd\n", + "import random\n", + "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "64feb9db", + "metadata": {}, + "source": [ + "import all files]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "07c844c3-fb08-4090-b7fc-dae1e1664bd6", + "metadata": {}, + "outputs": [], + "source": [ + "path = \"Dataset\"\n", + "labelFile = 'label.csv'\n", + "batch_size_val=32\n", + "epochs_val =10\n", + "imageDimensions =(32,32,3)\n", + "testRatio = 0.2\n", + "validationRatio = 0.2" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ef81c0eb-7e47-48b0-8a50-694c99fddd4e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total Classes Detected: 43\n", + "Importing Classes.....\n", + "0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 \n", + "Data Shapes\n", + "Train (22271, 32, 32, 3) (22271,)\n", + "Validation (5568, 32, 32, 3) (5568,)\n", + "Test (6960, 32, 32, 3) (6960,)\n", + "Data shape: (43, 2) Type: \n", + "Preprocessing complete!\n" + ] + } + ], + "source": [ + "import os\n", + "import cv2\n", + "import numpy as np\n", + "from sklearn.model_selection import train_test_split\n", + "import pandas as pd\n", + "\n", + "\n", + "path = \"Dataset\"\n", + "labelFile = 'label.csv'\n", + "\n", + "\n", + "count = 0\n", + "images = []\n", + "classNo = []\n", + "myList = os.listdir(path)\n", + "\n", + "# Get total number of classes (subdirectories in the dataset)\n", + "print(\"Total Classes Detected:\", len(myList))\n", + "noOfClasses = 43\n", + "print(\"Importing Classes.....\")\n", + "\n", + "# Image size (adjust as needed)\n", + "image_size = (32, 32) # Resize to 32x32 pixels\n", + "\n", + "# from 0 to 42\n", + "for count in range(0, 43):\n", + " folder_path = os.path.join(path, str(count))\n", + " \n", + "\n", + " if not os.path.exists(folder_path):\n", + " print(f\"Folder {folder_path} does not exist, skipping...\")\n", + " continue\n", + " \n", + " myPicList = os.listdir(folder_path)\n", + " \n", + " # Loop through each image in the folder\n", + " for y in myPicList:\n", + " curImg = cv2.imread(os.path.join(folder_path, y))\n", + " \n", + " \n", + " if curImg is None:\n", + " print(f\"Failed to load image: {y}, skipping...\")\n", + " continue\n", + " \n", + " \n", + " curImg = cv2.resize(curImg, image_size)\n", + " \n", + " \n", + " images.append(curImg)\n", + " classNo.append(count)\n", + " \n", + " print(count, end=\" \")\n", + "\n", + "print(\" \")\n", + "\n", + "# Convert images and classNo to NumPy arrays\n", + "images = np.array(images)\n", + "classNo = np.array(classNo)\n", + "\n", + "# Split the data into training, testing, and validation sets\n", + "testRatio = 0.2\n", + "validationRatio = 0.2\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(images, classNo, test_size=testRatio)\n", + "X_train, X_validation, y_train, y_validation = train_test_split(X_train, y_train, test_size=validationRatio)\n", + "\n", + "# Print the shapes of the datasets\n", + "print(\"Data Shapes\")\n", + "print(\"Train\", X_train.shape, y_train.shape)\n", + "print(\"Validation\", X_validation.shape, y_validation.shape)\n", + "print(\"Test\", X_test.shape, y_test.shape)\n", + "\n", + "# Load the label file \n", + "labelFile = 'labels.csv'\n", + "data = pd.read_csv(labelFile)\n", + "print(\"Data shape:\", data.shape, \"Type:\", type(data))\n", + "\n", + "# Preprocessing functions for image normalization\n", + "def grayscale(img):\n", + " img = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n", + " return img\n", + "\n", + "def equalize(img):\n", + " img = cv2.equalizeHist(img)\n", + " return img\n", + "\n", + "def preprocessing(img):\n", + " img = grayscale(img) # Convert to grayscale\n", + " img = equalize(img) # Equalize the histogram\n", + " img = img / 255 # Normalize pixel values\n", + " return img\n", + "\n", + "# Apply preprocessing to the images\n", + "X_train = np.array(list(map(preprocessing, X_train)))\n", + "X_validation = np.array(list(map(preprocessing, X_validation)))\n", + "X_test = np.array(list(map(preprocessing, X_test)))\n", + "\n", + "# Reshape the data for CNN input\n", + "X_train = X_train.reshape(X_train.shape[0], X_train.shape[1], X_train.shape[2], 1)\n", + "X_validation = X_validation.reshape(X_validation.shape[0], X_validation.shape[1], X_validation.shape[2], 1)\n", + "X_test = X_test.reshape(X_test.shape[0], X_test.shape[1], X_test.shape[2], 1)\n", + "\n", + "print(\"Preprocessing complete!\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "2eba20f0-4247-474b-82ae-c73cef0d826b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "done\n" + ] + } + ], + "source": [ + "dataGen= ImageDataGenerator(width_shift_range=0.1, \n", + " height_shift_range=0.1,\n", + " zoom_range=0.2, \n", + " shear_range=0.1, \n", + " rotation_range=10) \n", + "dataGen.fit(X_train)\n", + "batches= dataGen.flow(X_train,y_train,batch_size=20)\n", + "X_batch,y_batch = next(batches)\n", + " \n", + "\n", + "y_train = to_categorical(y_train,noOfClasses)\n", + "y_validation = to_categorical(y_validation,noOfClasses)\n", + "y_test = to_categorical(y_test,noOfClasses)\n", + "print('done')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "015767d5-a305-43a9-b1da-2194599ebf54", + "metadata": {}, + "outputs": [], + "source": [ + "def myModel():\n", + " model= Sequential()\n", + " model.add((Conv2D(60,(5,5),input_shape=(imageDimensions[0],imageDimensions[1],1),activation='relu'))) # ADDING MORE CONVOLUTION LAYERS = LESS FEATURES BUT CAN CAUSE ACCURACY TO INCREASE\n", + " model.add((Conv2D(60, (5,5), activation='relu')))\n", + " model.add(MaxPooling2D(pool_size=(2,2)))\n", + " \n", + " model.add((Conv2D(30, (3,3),activation='relu')))\n", + " model.add((Conv2D(30, (3,3), activation='relu')))\n", + " model.add(MaxPooling2D(pool_size=(2,2)))\n", + " model.add(Dropout(0.5))\n", + " \n", + " model.add(Flatten())\n", + " model.add(Dense(500,activation='relu'))\n", + " model.add(Dropout(0.5))\n", + " model.add(Dense(noOfClasses,activation='softmax')) \n", + " model.compile(Adam(learning_rate=0.001),loss='categorical_crossentropy',metrics=['accuracy'])\n", + " \n", + " \n", + " return model\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "272275b2-7473-4f2a-b2a0-eb5162cfc41b", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\mahek\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\keras\\src\\layers\\convolutional\\base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + }, + { + "data": { + "text/html": [ + "
Model: \"sequential\"\n",
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+       "┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+       "│ conv2d (Conv2D)                 │ (None, 28, 28, 60)     │         1,560 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ conv2d_1 (Conv2D)               │ (None, 24, 24, 60)     │        90,060 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ max_pooling2d (MaxPooling2D)    │ (None, 12, 12, 60)     │             0 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ conv2d_2 (Conv2D)               │ (None, 10, 10, 30)     │        16,230 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ conv2d_3 (Conv2D)               │ (None, 8, 8, 30)       │         8,130 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ max_pooling2d_1 (MaxPooling2D)  │ (None, 4, 4, 30)       │             0 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ dropout (Dropout)               │ (None, 4, 4, 30)       │             0 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ flatten (Flatten)               │ (None, 480)            │             0 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ dense (Dense)                   │ (None, 500)            │       240,500 │\n",
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+       "│ dropout_1 (Dropout)             │ (None, 500)            │             0 │\n",
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+       "│ dense_1 (Dense)                 │ (None, 43)             │        21,543 │\n",
+       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
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Do not pass these arguments to `fit()`, as they will be ignored.\n", + " self._warn_if_super_not_called()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m695/695\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m42s\u001b[0m 58ms/step - accuracy: 0.1621 - loss: 3.1033 - val_accuracy: 0.7663 - val_loss: 0.7756\n", + "Epoch 2/10\n", + "\u001b[1m 1/695\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m38s\u001b[0m 55ms/step - accuracy: 0.6250 - loss: 1.2880" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\mahek\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\keras\\src\\trainers\\epoch_iterator.py:107: UserWarning: Your input ran out of data; interrupting training. Make sure that your dataset or generator can generate at least `steps_per_epoch * epochs` batches. You may need to use the `.repeat()` function when building your dataset.\n", + " self._interrupted_warning()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m695/695\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 17ms/step - accuracy: 0.6250 - loss: 1.2880 - val_accuracy: 0.7651 - val_loss: 0.7752\n", + "Epoch 3/10\n", + "\u001b[1m695/695\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m63s\u001b[0m 91ms/step - accuracy: 0.6225 - loss: 1.2190 - val_accuracy: 0.9125 - val_loss: 0.2845\n", + "Epoch 4/10\n", + "\u001b[1m695/695\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 10ms/step - accuracy: 0.7188 - loss: 0.8708 - val_accuracy: 0.9206 - val_loss: 0.2726\n", + "Epoch 5/10\n", + "\u001b[1m695/695\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m68s\u001b[0m 98ms/step - accuracy: 0.7618 - loss: 0.7566 - val_accuracy: 0.9650 - val_loss: 0.1500\n", + "Epoch 6/10\n", + "\u001b[1m695/695\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 5ms/step - accuracy: 0.7188 - loss: 0.6198 - val_accuracy: 0.9655 - val_loss: 0.1411\n", + "Epoch 7/10\n", + "\u001b[1m695/695\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m54s\u001b[0m 78ms/step - accuracy: 0.8319 - loss: 0.5537 - val_accuracy: 0.9720 - val_loss: 0.1000\n", + "Epoch 8/10\n", + "\u001b[1m695/695\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 5ms/step - accuracy: 0.8438 - loss: 0.5641 - val_accuracy: 0.9716 - val_loss: 0.0980\n", + "Epoch 9/10\n", + "\u001b[1m695/695\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 59ms/step - accuracy: 0.8599 - loss: 0.4498 - val_accuracy: 0.9691 - val_loss: 0.1078\n", + "Epoch 10/10\n", + "\u001b[1m695/695\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 5ms/step - accuracy: 0.8125 - loss: 0.7030 - val_accuracy: 0.9644 - val_loss: 0.1118\n" + ] + }, + { + "data": { + "image/png": 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", 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oETSKzxmPXTzM8d0SEdklhhGyrP1Y1r0LpJ2+HDSkl8O4LHpVyGZypYLEFfev7NVwdjPHd0RERJXAMEKWoSAX+PEBIOVQ2Y971CsODgGleyhKhYuAy/edXGr7OyAiompiGCHLID0iEkSk1uKmaUCdwMtBQwpBuUEcEZHN4v/wpD1Zh2PjDMP92/4PaHWb1i0iIqJa5FidJ82aNQvh4eFwd3dHt27dsG1biZ1Gr1BQUICpU6ciIiJCXd++fXssW7bsetpMtqQwD1j0jKHotM09DCJERHaoymFk/vz5mDBhAqZMmYKdO3eqcBETE4OkpKQyr3/ttdfw6aefYubMmThw4ABGjx6NO++8E7t27aqJ9pO1W/dfIDnOUO9x83+1bg0REWnAQa+XJSUrT3pCunbtio8//lgd63Q6hIWF4dlnn8XEiROvur5BgwZ49dVX8cwzz5jO3X333fDw8MC8efMq9Z4ZGRnw9fVFeno6fHx8qtJcsmRndwGfDzCs83Hfd0DUHVq3iIiIalBlP7+r1DOSn5+P2NhYDBw48PILODqq482bN5f5nLy8PDU8U5IEkQ0bNpT7PvIc+QZK3sjGFOYXD88UAa3vYhAhIrJjVQojKSkpKCoqQlBQUKnzcnz+/PkynyNDONOnT8eRI0dUL8rKlSuxYMECnDt3rtz3mTZtmkpSxpv0vJCNWf8+kLTfMGPmlve0bg0REVlbAWtVfPjhh2jWrBlatmwJV1dXjB07FiNHjlQ9KuWZNGmS6tIx3k6fPm3uZlJtOrcHWP+B4f6t7xum7xIRkd2qUhjx9/eHk5MTEhMTS52X4+Dg4DKfExAQgEWLFiE7OxunTp3CwYMHUadOHTRt2rTc93Fzc1NjSyVvZGPDM7pCIGoI0PpOrVtERETWFEakZ6Nz585YvXq16ZwMvchxjx49Knyu1I2EhoaisLAQv/76K4YMGVL9VpP12jAdSNxrWMjsluLeESIismtVXvRMpvWOGDECXbp0QXR0NGbMmKF6PWToRQwfPlyFDqn7EFu3bkVCQgI6dOigvv773/9WAeall16q+e+GLNv5vcDfxfUhUidSJ0DrFhERkTWGkWHDhiE5ORmTJ09WRasSMmQRM2NRa3x8fKl6kNzcXLXWyPHjx9XwzC233ILvvvsOdevWrdnvhCxbUQGwaIxheKblbUCbu7VuERERWes6I1rgOiM2YN17wJr/GDa8G7MV8C49I4uIiGyPWdYZIaqWxP2GjfDEze8xiBARUSkMI2ReRYXFwzMFQItbgbb3aN0iIiKyMAwjZF6bPgTO7Qbc6wK3TQccHLRuERERWRiGETKfpDhg7TuG+ze/C3iXvRYNERHZN4YRMu/wTFE+0PwmoN0wrVtEREQWimGEzGPzTODsTsDdF7htBodniIioXAwjVPOSDwFr3jbcj5kG+IRo3SIiIrJgDCNUs3RFl4dnIgcBHR7UukVERGThGEaoZm2eBSTsANx8gNs/5PAMERFdE8MI1Zzkw8Bf/zHcj3kb8A3VukVERGQFGEao5oZnfnsGKMoDIgYAHR/WukVERGZTpNPjaFImzlzM0bop9rlRHlGZtnwCnNkGuHoDd3zE4RkishkFRTocSczCvrPp2J+Qjn1nM3DgbAYuFRSp/+pua9cAzw1shoiAOlo31WoxjND1u3AM+OtNw/2Y/wC+DbVuERFRteQVFuHQ+UzsS8gwhY+485nIL9Rdda2Hi5MKJIv3nMWSf87irk4NMX5AM4T5eWrSdmvGMEI1M3umMBdo2g/oNELrFhERVcql/CLEnc/APuntULcMHE7MRKHu6s3svd2c0TrUB21DfdEm1BetG/iiib+XCi7TVx7GqrhE/BJ7Bot2JWBY1zCMvTESIb4emnxf1shBr9df/adupVsQk0bDM8smAq51gDGbgbqNtG4REdFVsvIK1dCKKXicTcfRpCyUkTtQz9PFFDgM4cMHYfU84ehY/vDz7tNp+GDFIaw/kqKOXZ0d8XC3xni6XwQCvN1grzIq+fnNMELXNzzzSS+g8BJw63Sg6+Nat4iICOk5Bdh/1hA49iZkqKGWExeyUdannX8dN7QN9bkcPhr6ooGvOxyqWfe29fgFfLDiMLadTDUN5TzaKxxP9WmKup6usDcZDCNkVjod8M1twKmNQJM+wCO/AY6cnEVEtetCVp4qKJXeDhVAEjIQn1r2DBcJGa2lp6OBobdDAkiQj3uNt0k+VqWH5IOVh7HndJppmOeJ3k3x2A3h8HZ3gb3IYBghs9r6GfDni4CLFzBmE1AvXOsWEZGNS8zINdV2GItLz6bnlnltmJ+HGmKR3g5Dr4eP6gWpTfLxuiouSQ3fHDyfqc7V9XTBU30iMKJnY3i62n7ZZgbDCJlN6gngk55AQQ5wy/tA9CitW0RENkQ+liRk7D1j7O0wTKdNzswr8/qm/l6qx0MNtzQwBBBfT8vpfdDp9Fi675wqdD2enK3OSTB6pn8EHohuBHcXJ9gqhhEy3/DMt3cAJ9cD4b2B4b9zeIaIqk0+gmRYRXo79pqGWtJxMafgqmulfjQysE7xMIvh1irE22qGPQqLdPht91nMWH0Yp1MvqXMhvu549sZmuLdLQ7g42d7/pQwjZB7bPgeWvgC4eAJPbwL8mmjdIiKycLJGx4XsPNWzkZJl+CozWQzhIwOZuYVXPcfZ0QHNg7xNtR0qeAT7wMPVySYWUfvfjjOY+dcRnCseZmrk56nWKBnaMRROFczasTYMI1TzLp4EZsvwTDZw83+Bbk9p3SIi0vC3/NTsfCSVCBgpWfmlAkdyluF+Whm9HCXJNNhWwd6liktbBHvDzdn6g0dFcguK8OO2eMxac0z9OYmIAC88P6g5bmkTUuFUYmvBMEI1S/6ayPDMib+BRj2BR5dweIbIxkhtQ2pOfolwUTpklDwn11Xl00N6OqROwt/bFQF13NQqparHo4EvmgXVsckhisrKyS/Et5tPYc66Y6bg1jLYG/8a3AIDWwVWe5qxJWAYoZq140vgj+cBZw/g6Y1A/QitW0RElSD/xadfKjD1VFwOFaV7MeTrhex8tQFcZckv7n5ebmpRL7n513E13K9jPC5+rI4bfD1cbOI3fXPKzC3A3A0nMHf9CWTmGYau2jf0VaGkdzN/qwwlDCNUc9Ligdk9gPwsIGYa0GOM1i0ismvy37Z8WKkQYRwOMX3NN4UOCRhyKyiq2n/zfl6G3gtjL4YpVJQIGPJVrrOl+gZLcTE7H5+tP46vN55Ue9+I6HA//Gtwc3RrWh/WhGGEaob89fhuKHB8LRDWHRi5FHC07XFcIkv9rfnVhfsQe+qiChh5ZWzcVhHpmTD1XHi7m+6X7L2QrxIw7HnIxJIkZ+bhk7XHMG/rKdNGfdJDIj0lHcLqwhowjFDNiP0aWDwecHYHRm8E/CO1bhGR3ZFi0Se+3YG1h5JLnZdVPf2Lg0RFvRj167jafDGoLTuXfgkf/3UU87efNm3iN7BVECYMao6oBpb9mcgwQtcv7XTx8EwmMPgtoOdYrVtEZJfeWLwfX208CXcXR8x8oJMqbpSgYQvTXKnyTqfm4MPVR7Bg5xnTBn+3tgvB8wObITLQG5aIYYSuj/y1mHc3cGw10DAaeGwZh2eINDBvyym8tmifuj/7oU64pW2I1k0ijR1LzsKMVUeweM9ZdSxlO7I+yXMDmqNRfU9Y4+c3BwapbLvmGYKIkxswZBaDCJEGNhxJwZTf96v7LwxuziBCSkRAHcx8oCP+HN8bg6OCVC/Jgp0JuPGDtZi0YC/OphlWd7Um7Bmhq6UnALO7A3kZwKCpQK/xWreIyO7ICqV3zt6oVie9s2Mopt/X3iqndpL57Tmdpva9WXfYUFPk6uSIB7s1wpj+EQj0rvldiauCwzRUPfLX4Yf7gCMrgNAuwOMr2CtCVMtkZVMJIqcu5KBL43r4flQ3FqDSNW0/mYr3lx/C1hOp6tjDxQkjeobjqT5NUc/LFVrgMA1Vz54fDUFEhmeGzmYQIaplMoVz9LxYFUTC/Dzw6SOdGUSoUrqG++GnJ7tj3uPd1NRfWaNEVnXt/d81+L+Vh5GRW/Gy/FpiGKHLMs4Cf0403O83EQhooXWLiOyKdFS/unAvtp1IVdN2547oivp13LRuFlkRBwcH3NDMHwvH9MSXj3ZBVIgPsvIK1Syc3u+uwey1R9Xy85aGYYQuD88sfg7ISwcadAR6jtO6RUR259O/j+N/sWfU7IiZD3ZUu9YSVTeU3NgyCH88e4OahRUZWEdtC/DfZYfQ579r1LLzslGfpWDNCBns+QlY+BTg5Ao8uQ4IitK6RUR2Zdm+83j6+1j1e8Ebd7RWY/1ENUX2HPp9T4KaEixDgCLYxx1jb4zEfV3C1M7J5sACVqq8zPPArG5Abhpw4+tAnxe0bhGRXdmXkI5752xWY/zDezTG1CFttG4S2aiCIh1+jT2Dj1Yfwdn0XHWuYT0PjB/QTM3acq7hrQBYwEqVI1lUduOVIBLSAej1nNYtIrIr59Nz8fg321UQkX1HJt/GXkkyH9l36P7oRljzYj/VAyfbBZy5eAkv/vIPFu5KgFacNXtnsgx7fwEOyeZ3LobZM078K0FUWy7lF2HUtzuQmJGHZoF1MOuhTjX+mylRWWSGlgwFyhDNd1tOYvGec7ijQwNohZ889iwzEfjzRcP9vi8BQa21bhGR3dDp9Jjw827sTUhXO+XKzBkfdxetm0V2xsPVCU/2icCo3k01XVSvWhF81qxZCA8Ph7u7O7p164Zt27ZVeP2MGTPQokULeHh4ICwsDM8//zxycw1jVaTh8MySCcCli0BwW+CG57VuEZFd+WDlIfy577xaLVPWErG0PUXIvjhovLpvlcPI/PnzMWHCBEyZMgU7d+5E+/btERMTg6SkpDKv/+GHHzBx4kR1fVxcHObOnate45VXXqmJ9lN17V8AHPwDcHQGhn4COPE3MqLaIgWEs9YcU/en3dVWLVZFZM+qHEamT5+OUaNGYeTIkYiKisKcOXPg6emJL7/8sszrN23ahF69euHBBx9UvSmDBw/GAw88cM3eFDKjrGRgSfGMmd4vGHpGiKhWyIJmExf8o+4/0z8Cd3duqHWTiKwrjOTn5yM2NhYDBw68/AKOjup48+bNZT6nZ8+e6jnG8HH8+HEsXboUt9xyS7nvk5eXp6YDlbxRDVr6L+BSKhDUBuj9L61bQ2Q3Tl3IxlPf7UBBkR43twnGvwZxlWOiKhewpqSkoKioCEFBQaXOy/HBgwfLfI70iMjzbrjhBrXUcWFhIUaPHl3hMM20adPwxhtv8CdkDvsXAgd+AxycDLNnnLXZPInI3si+II9/swMXcwrQNtQX0+/rAEdZapWIzL/OyNq1a/H2229j9uzZqsZkwYIFWLJkCd58881ynzNp0iS1QIrxdvr0aXM30z5kpwBLintCpEckpL3WLSKyC4VFOjzz/U4cTcpSq15+MaKLmsVARNXoGfH394eTkxMSExNLnZfj4ODgMp/z+uuv45FHHsETTzyhjtu2bYvs7Gw8+eSTePXVV9Uwz5Xc3NzUjWrY0heBnAtAYGugT/GUXiIyu6l/HMD6IylqS3cJIkE+7lo3ich6e0ZcXV3RuXNnrF692nROp9Op4x49epT5nJycnKsChwQaYQUr0dsOGZqRGTRqeGYWh2eIask3m07i282nIDMnZ9zfAW1CfbVuEpHFqfKiZzKtd8SIEejSpQuio6PVGiLS0yGza8Tw4cMRGhqq6j7E7bffrmbgdOzYUa1JcvToUdVbIueNoYTMLPvC5eGZG54z7MpLRGa39lAS3li8X91/+aaWiGlddg8ykb2rchgZNmwYkpOTMXnyZJw/fx4dOnTAsmXLTEWt8fHxpXpCXnvtNbWYinxNSEhAQECACiJvvfVWzX4nVL4/XwKyk4GAlkDfl7VuDZFdOJyYibE/7IJOD9zbuSGe6tNU6yYRWSzu2mvr4v4A5j8EODgCT6wCQjtr3SIim3chKw9DZm1UG5BFN/HDvMe7mW2LdiJLxl17CchJNezIK3qOYxAhqgW5BUV48rtYFUQa1/fEnIc7M4gQXQP/hdiyZROB7CTAvznQb5LWrSErI52me8+kIzuvUOumWNWf2aQFexF76iK83Z3V5neyCR4RVYy79tqqg0uBf+YbhmeGzAZcOJWQqrZS6KsL92HD0RQE+bhh6pA2LL6shFlrjmLhrgQ4OTrgk4c6IzKwjtZNIrIK7Bmx2eGZ5wz3e4wFwrpq3SKyosW55qw7hpgZf6sgIhIz8vDUd7EY/V0sEjO423Z5lvxzDu+vOKzuv3FHa9zQzF/rJhFZDYYRW7T8FSArEajfDOjP3ZGpcmRIRoou3/nzIHILdOgZUR/LnuuNMf0i4OzogGX7z2Pg9HX4fusp6GSKCJnsOZ2GCT/vVvdH9grHw90ba90kIqvC2TS25vBy4If75EcLPLYcaNRN6xaRhcvJL8T/rTyMuRtOqGmovh4uePXWVmo6qkzLF3HnMjDx13+w50y6Oo4O98Pbd7XlMASAs2mXVIhLzsxD/xYB+GJEVzVMQ0So9Oc3w4gtuZQGzO4OZJ4zDM/EcC0Xqtjfh5PxysK9auaHuL19A0y+LQoB3ldvx1Ck06vVRN9fcQg5+UVwdXLEM/0j8XS/CLudLSLFvffO2YwD5zLQIsgbvzzdA97uLlo3i8hiMIzYo0XPALvnAX4RwOgNgKun1i0iC14H4z9L4lSxpQit64H/DG2D/i0Dr/ncMxdz8PqifVhzKFkdNwusg3fubovOjf1gTyScSS3NqrhE+NdxxcIxvRDmx39zRCUxjNibIyuB7+8xDM+M/BNoXPZeQWTf5J+7BJA3/zigtrKX0YRHezbBvwY3h5ebc5VeZ/E/5zB18X6kZOWrfVce7tYYL93Uwm56BqYtjcOnfx9XvUI/juqOzo3rad0kIqv9/Lbvqb2LnwOS4gBHZ0CWsJdN5Bzl5lx837HEfacSjxvvOxffd7zieVW8tuT1pmsdr3heGdcaX0NXCCweb/ieuo1mEKEyxV/IwauL9qrdY0XLYG+8e3c7tA+rW+XXklqSO9o3QJ9m/nhrSRz+F3sG3205hZUHEjF1SGsMtvFpwPO3x6sgIt67px2DCNF1su+ekc8HAAk7YDPqNQGe3gi4emndErKw6bpfbjyB6SsPq1kybs6OGD+wGUb1bgoXp5qp9dh0NAWTFu7FqQs56vjmNsFqemugj+2tb7P52AU8MncrCnV6jBvQDBMGNde6SUQWi8M0lXFyg2FNDn0RoCu+qfuFJe6XPF/8mF5X4n4Z15heQ3eN1zOev8brmc5X8HoSQIbN4+wZKmVfQjomLvgH+xIy1HGPpvXVLJgm/l5mWQb9w9VH8Nnfx1U9haxAOunmVri/axgcbWR2yYmUbNw5eyPScgpwW7sQzHygo2nGERFdjWGEyI5dyi/C/60yTNeVYFDWdF1zOXA2A5MWlJgG3MQP0+5qi4gA654GnJ5ToILI8ZRsNbQ1/8nucHdx0rpZRBaNYYTITq0/Ypiuezr12tN1zUUC0NebTuKDEtOAx94YidF9rXMacEGRDiO+3IZNxy6gga87Fo3thUBv2xuCIqppDCNEdiY1Ox//+eMAFhRP15UPzf/c2QY3tgzSrE0yDfi1RfuwtngacPOgOph2l3UVfMp/ka8s3Icft8XDy9UJvzzdE61C+P8QUWUwjBDZCfknvGi3TNeNU4FERmFG9AjHCzEtUKcK03XN2b7f95zF1MUHcKG4fY90b4wXY6xjGvAX64+rNVmk3Z8/0gUDo7QLd0TWhmGEyA6cTpXpuvvUSqrG6bpSn9GxkeX1PFzMzsdbS+PwS+wZdRzs4443h7bBIAv+cF8dl4gnvt0B+V/ytVtb4YneTbVuEpFVYRghsvHpul9tPKmm614qKFJ1GOMHNMOTfWpuuq65bDyaompajNOAb2kbjH/fbnnTgGU/nns+2YTs/CI8EB2Gt+9sy5kzRFXEMEJkJ9N1uzf1Ux+UTa1otorM9pFpwJ+vvzwN+JVbWmFYF8uYBpyUmYs7Z21CQtoltXvxN49FW3zII7JEDCNENj5d18fdWU3Xva9LmNX+xr7/bDomLdiLfyxoGrCsl3L/Z1uw+3Qamvp7qT1nfD0tv7aFyBIxjBDZ8HRdWXBr8u1RNjG9VIacDNOALw85Pds/Ek9pMA1Y/jsc99NuLN5zVq3NsuiZXmZZII7IXmQwjBDZyHTdJQewYKflTNc1ZzGuTANeV1yM2yLIG9PubotOtViMO2PVYcxYdQTOjg749vFo9Izwr7X3JrJFDCNEVkz+Wf62+yym/nHAIqfr1uY04OEyDfimlmb/vn/bnYDxP+1W99+5qy3uj25k1vcjsgcZDCNE1smapuuacxqwrO3x607DNOAQX3e8OaSN2db42Bl/UdWJ5Bfq1IwkKaYlouvHMEJkA7UT1jJd11w2HDFMA45PNUwDvrVtCKbcUbO1MrJK7NBZG5GSlY+BrYLw6SOd4WQBM3qIbAHDCJGVzSqZ+Ote7E1It9rpuuacRTRj9WF8sf7yLCI1Dbjr9c8iyswtwD2fbMahxEy1xPsvo3vAy4aHwYhqG8MIkZV+0Fr7dF1zrq8i04CNga1b8TTg6gY2+fMe9e0O/HUwSW0i+NszvdCgrkcNt5rIvmUwjBBZ2RBEuxBMsZHpurU5lDXuxkg82afq04Df/OOAWrPFzdkR85/qgQ5hdc3WbiJ7lcEwQmSZars40x6KfGUa8Dt3V77I9/utp/Dqwn3q/scPdsRt7RqYtb1E9iqDYYTI8qet2sN0XUub/iw9UiO+2qaGaf41qDmeHdCsVttNZE8yGEaILHdBr+ZBdfDO3e1qdUEve1oYTnYDHtDq6p6mo0lZuHP2RmTmFmJohwb4v2EdWJtDZEYMI0QWQH77/mrjics1Dk6OePZGbZY6t7cl86+swZHhsaGzN6rdgjs3rofvn+gGdxcnjVtNZNsYRog0duBshtpd17gJnMz+eFvjTeDsYnbSqsP44orNBId2DMXwuduw9UQqGtbzUHvO+Ndx07q5RDYvg2GESBtZeYX4+K+j+Hz98VLrYsh0XUcuplVr04AlCO5LyFDHgd5uSMrMU7Ukvz7dEy2CvbVuIpFdyKjk5zer5ohqSEZuAb7ddFL9Vp6WU2C2FUPp2tqE+mLRmF74auNJTF95WAURyYEzH+zIIEJkgRhGiK5T+qUCfL3xJOZuOI6M3EJ1rmmAFybd3AqDOF1XM85OjhjVpyluahOMOeuOoVekP/q3CNS6WURUBoYRompKy8nHlxtOqN++M/MMISQysI4qUJV1K7i/iWUI8/PEW3e21boZRFQBhhGiakwllV6QbzadUvUhxkW3nh0QiVvahLAuhIioihhGiCrpQlYePl9/At9uPomc/CJ1rmWwt9pZN6Z1MEMIEVE1MYwQXUNyZh4++/sY5m2JV2uFiDahPhh3YzO15TxDCBHR9anWqkuzZs1CeHg43N3d0a1bN2zbtq3ca/v166dWOLzyduutt15Pu4nMLikjVy3d3vu/f6keEQki7Rr6Yu6ILlg89gYMZm8IEZE2PSPz58/HhAkTMGfOHBVEZsyYgZiYGBw6dAiBgVdXqi9YsAD5+fmm4wsXLqB9+/a49957r7/1RGZwLv0SPl13HD9si0d+oU6dkx1dxw9shn7NA7h8OBFRDavyomcSQLp27YqPP/5YHet0OoSFheHZZ5/FxIkTr/l8CS+TJ0/GuXPn4OXlVan35KJnVBsS0i7hk7VH8fP2M8gvMoSQLo3rqRByQ6Q/QwgRkSUseiY9HLGxsZg0aZLpnKOjIwYOHIjNmzdX6jXmzp2L+++/v8IgkpeXp24lvxkic25iN3vtMfwSexoFRYZsHt3ED88NaIYeEfUZQoiIzKxKYSQlJQVFRUUICiq9kJMcHzx48JrPl9qSffv2qUBSkWnTpuGNN96oStOIqiz+Qg5mrTmKX3eeQaHOEEJ6RtTHuAHN0L1pfa2bR0RkN2p1No2EkLZt2yI6OrrC66TnRepSSvaMyFAQUU04kZKtQsjCXQlq7xjRu5m/CiFdw/20bh4Rkd2pUhjx9/eHk5MTEhMTS52X4+Dg4Aqfm52djZ9++glTp0695vu4ubmpG1FNOpqUpULIb7sTUJxB0Ld5gAohsqU8ERFZQRhxdXVF586dsXr1agwdOtRUwCrHY8eOrfC5//vf/1QdyMMPP3x9LSaqoiOJmZj511Es/ucsjOXaA1oG4tkBzdQsGSIisrJhGhk+GTFiBLp06aKGW2R2jPR6jBw5Uj0+fPhwhIaGqrqPK4doJMDUr8+xeKodB89nqBCydO85UwiRjetksbK2DX21bh4REVU3jAwbNgzJyclqeu758+fRoUMHLFu2zFTUGh8fr2bYlCRrkGzYsAErVqyo6tsRVdn+s+mYufoolu0/bzp3U+tgtXdM6wYMIUREVr/OiBa4zghVxt4z6fjoryNYecBQ0yQzcm9pG6J20W0ZzL83REQ2sc4IkSXafToNM1cfweqDSaYQcnu7Bhh7YySaB3lr3TwiIroGhhGyWrGnLuKj1Uew7nCyOpZtYoZ0CMUz/SMRGVhH6+YREVElMYyQ1dl+MlWFkPVHUtSxk6MD7uxoCCFN/Cu3xQAREVkOhhGyGluOX8CHq45g8/EL6tjZ0QF3d2qIMf0j0Lg+QwgRkbViGCGLJvXVm49dwIzVR7DtRKo65+LkgHs6h2FMvwiE+Xlq3UQiIrpODCNksSFEhmFkOGbHqYvqnKuTI+7r2hBP94tEaF0PrZtIREQ1hGGELC6ErD2crELIrvg0dc7V2REPdA3D6H4RCPFlCCEisjUMI2QRdDo9VsYlYvaao9hzJl2dc3N2xEPdGuOpvk0R5OOudROJiMhMGEZIU3mFRfht11l8+vcxHEvOVufcXRzxSPfGGNWnKQK9GUKIiGwdwwhpIjO3AD9ui8fcDSeQmJGnznm7O6sQ8tgNTeBfh7s2ExHZC4YRqlXJmXn4auMJfLflFDJzC9W5IB83PH5DEzwQ3Qje7i5aN5GIiGoZwwjVipMp2fhs/XH8EnsG+YU6da5pgBdG94nAkI4N4ObspHUTiYhIIwwjZPbN6+asO4Y/952DrnhLxg5hdfF0vwgMahUER1nDnYiI7BrDCJlleu7Goxfwybqj6qtRvxYBGN03At2a+MFBdrMjIiJiGKGaVKTTqx4Q6QnZl5Bh2jfm9nYheKpvBFqFlL99NBER2S+GEbpuuQVFqhbk8/XHcepCjml67v1dG6nCVC7ZTkREFWEYoWpLv1SAeVtOqdkxKVn56lxdTxeM6BGOET3D4eflqnUTiYjICjCMUJWdT8/F3A3H8cPWeGTnF6lzslfME72bYFjXMHi68q8VERFVHj81qNKOJmXi03XHsWh3AgqKDFNjWgR5Y3S/pritXQO4ODlq3UQiIrJCDCN0TbGnLqqi1JUHEk3nosP91PRcmSHDmTFERHQ9GEao/N1zDyXjk7XHsO1kqun8oKggNT23c+N6mraPiIhsB8MIlVJQpMMf/5xVwzEHz2eqcy5ODhjaIVTtnhsZ6K11E4mIyMYwjJCSk1+I+dtP44v1J5CQdkmd83J1woPdGqmN60J8PbRuIhER2SiGETuXmp2PbzadxLebT+JiToE651/HFSN7NcHD3RrD15Mb1xERkXkxjNipMxdzVC+I9IZcKjBMz23k54lRfZri3s4N4e7CjeuIiKh2MIzYmbhzGfh03TEs/uecWr5dtG7go2bG3NwmRC3fTkREVJsYRuxkZszWE6lqeq7MkDHqFVlfzYy5IdKf03OJiEgzDCM2TKfTY8WBRBVCdp9OU+ek40N6QCSEtG3oq3UTiYiIGEZsUV5hEX7bdRaf/n0Mx5Kz1TlXZ0fc07khnuzdFOH+Xlo3kYiIyIRhxIZk5hbgx23xmLvhBBIz8tQ5b3dnPNK9MR7tFY5Ab3etm0hERHQVhhEbkJVXiNlrjuK7LaeQmVuozgX5uOHxG5rggehG8Hbn9FwiIrJcDCM2YMpv+/HrzjPqftMALzzVpymGdgyFmzOn5xIRkeVjGLFyuQVF+HPfOXX/v/e0wz2dGsKR03OJiMiKMIxYuQ1HUpCTX4QQX3e1WBmn6BIRkbVx1LoBdH2W7z+vvsa0DmYQISIiq8QwYsUKi3RYFZeo7g9uHaR1c4iIiKqFYcSKbT95UW1uV8/TBdHhflo3h4iIqFoYRmxgiGZAqyA4O/FHSURE1omfYFa838zKA4mmehEiIiJrxTBipfYlZCAh7RI8XZ3Qu5m/1s0hIiKq3TAya9YshIeHw93dHd26dcO2bdsqvD4tLQ3PPPMMQkJC4ObmhubNm2Pp0qXVbTOVGKLp2zwA7i5c3IyIiOxonZH58+djwoQJmDNnjgoiM2bMQExMDA4dOoTAwMCrrs/Pz8egQYPUY7/88gtCQ0Nx6tQp1K1bt6a+B9j7lF4iIiK7CiPTp0/HqFGjMHLkSHUsoWTJkiX48ssvMXHixKuul/OpqanYtGkTXFwMe6RIrwpV3/HkLBxJyoKzowP6t7w6ABIREdnsMI30csTGxmLgwIGXX8DRUR1v3ry5zOf8/vvv6NGjhxqmCQoKQps2bfD222+jqKjo+ltvp5bvNxSu9oioD18PboJHRER21DOSkpKiQoSEipLk+ODBg2U+5/jx4/jrr7/w0EMPqTqRo0ePYsyYMSgoKMCUKVPKfE5eXp66GWVkZFSlmTZvGYdoiIjIhph9No1Op1P1Ip999hk6d+6MYcOG4dVXX1XDO+WZNm0afH19TbewsDBzN9NqnE/PxZ7TaZCV3wdHcdVVIiKyszDi7+8PJycnJCYahgmM5Dg4uOzf0mUGjcyekecZtWrVCufPn1fDPmWZNGkS0tPTTbfTp09XpZk2bcUBQ69Ix7C6CPRx17o5REREtRtGXF1dVe/G6tWrS/V8yLHUhZSlV69eamhGrjM6fPiwCinyemWR6b8+Pj6lbmTAWTRERAR7H6aRab2ff/45vvnmG8TFxeHpp59Gdna2aXbN8OHDVc+GkTwus2nGjx+vQojMvJECVilopapJy8nHluOp6j7DCBER2e3UXqn5SE5OxuTJk9VQS4cOHbBs2TJTUWt8fLyaYWMk9R7Lly/H888/j3bt2ql1RiSYvPzyyzX7ndiB1XFJKNLp0SLIG+H+Xlo3h4iIqEY46GWTEwsns2mkkFXqR+x5yObJb3dgxYFEjBvQDBMGNde6OURERDXy+c29aazEpfwi/H0kWd2Pac1ZNEREZDsYRqzEusPJyC3QoWE9D0SF2G/vEBER2R6GESuxosQsGgdZZISIiMhGMIxYgYIiHVbFGdZ24SwaIiKyNQwjVmDr8VRk5BaivpcrOjeup3VziIiIahTDiBUtdDYoKghOjhyiISIi28IwYuF0Or1pCXgO0RARkS1iGLFwe86kITEjD3XcnNEzsr7WzSEiIqpxDCMWbvl+Q+FqvxYBcHO+vNkgERGRrWAYsWCyOG7JKb1ERES2iGHEgh1NysLxlGy4OjmqnhEiIiJbxDBiwZbtM/SK9IqsD293F62bQ0REZBYMIxZsOWfREBGRHWAYsVBnLuZgX0IGZFmRgVHcGI+IiGwXw4iFWlE8i6ZLYz/413HTujlERERmwzBi4auuDm7NXhEiIrJtDCMW6EJWHrafTFX3WS9CRES2jmHEAq2OS4JOD7Ru4IMwP0+tm0NERGRWDCMWPETDXhEiIrIHDCMWJiuvEOuPpqj7DCNERGQPGEYszLpDycgv1CG8vieaB9XRujlERERmxzBiwUM0Dg4OWjeHiIjI7BhGLIj0iKw5mKTuD+YQDRER2QmGEQuy6VgKMvMKEejtho5hdbVuDhERUa1gGLEgy4tXXR0UFQRHWQeeiIjIDjCMWIginR4rDxjCCGfREBGRPWEYsRC74i8iJSsP3u7O6N60vtbNISIiqjUMIxY2i2ZAy0C4OvPHQkRE9oOfehZAr9eb6kU4RENERPaGYcQCxJ3LRHxqDtycHdG3RYDWzSEiIqpVDCMWNETTu1kAPF2dtW4OERFRrWIYsahVV4O0bgoREVGtYxjRWPyFHBw8nwknRwcMbMUwQkRE9odhxEJ6Rbo18UM9L1etm0NERFTrGEYsaGM8IiIie8QwoqHkzDzExl9U9wezXoSIiOwUw4iGZPl3vR5o39AXIb4eWjeHiIhIEwwjFjBEM5hDNEREZMcYRjSSkVuATcdS1H3WixARkT1jGNHImoNJKCjSIyLAC5GBdbRuDhERkXWFkVmzZiE8PBzu7u7o1q0btm3bVu61X3/9NRwcHErd5Hn2bgX3oiEiIqpeGJk/fz4mTJiAKVOmYOfOnWjfvj1iYmKQlJRU7nN8fHxw7tw50+3UqVOwZ7kFRVh7yPDnxTBCRET2rsphZPr06Rg1ahRGjhyJqKgozJkzB56envjyyy/LfY70hgQHB5tuQUH2PY1149EUZOcXIcTXHe0a+mrdHCIiIusJI/n5+YiNjcXAgQMvv4CjozrevHlzuc/LyspC48aNERYWhiFDhmD//v2wZ6ZZNFFBKqgRERHZsyqFkZSUFBQVFV3VsyHH588bPmCv1KJFC9Vr8ttvv2HevHnQ6XTo2bMnzpw5U+775OXlISMjo9TNVhQW6bAqjkM0REREtTabpkePHhg+fDg6dOiAvn37YsGCBQgICMCnn35a7nOmTZsGX19f0016VGzFjlMXkZqdj7qeLohu4qd1c4iIiKwrjPj7+8PJyQmJiYaZIEZyLLUgleHi4oKOHTvi6NGj5V4zadIkpKenm26nT5+GrVi2z9CDNKBlEJydOLOaiIioSp+Grq6u6Ny5M1avXm06J8Muciw9IJUhwzx79+5FSEhIude4ubmpGTglb7ZAr9erJeBFDPeiISIiUpxRRTKtd8SIEejSpQuio6MxY8YMZGdnq9k1QoZkQkND1VCLmDp1Krp3747IyEikpaXhvffeU1N7n3jiCdibfQkZSEi7BA8XJ/RpHqB1c4iIiKwzjAwbNgzJycmYPHmyKlqVWpBly5aZilrj4+PVDBujixcvqqnAcm29evVUz8qmTZvUtGB7nUXTt3kA3F2ctG4OERGRRXDQy9iBhZPZNFLIKvUj1jxkM2j6OhxJysKMYR0wtGOo1s0hIiKyiM9vVlDWkuPJWSqIODs6oH/LQK2bQ0REZDEYRmrJ8uK9aHpE1Ievh4vWzSEiIrIYDCO1XC/Chc6IiIhKYxipBefTc7H7dBpk5XdZAp6IiIguYxipBSsPGHpFOobVRaCPu9bNISIisigMI7VYL8IhGiIioqsxjJhZek4Bthy/oO4zjBAREV2NYcTMVh9MRKFOjxZB3gj399K6OURERBaHYaTWZtGwcJWIiKgsDCNmdCm/COsOJ6v7gzlEQ0REVCaGETP6+0gycgt0CK3rgdYNrHcZeyIiInNiGKmlhc4cZJERIiIiugrDiJkUFOmwOi5J3We9CBERUfkYRsxk6/FUpF8qQH0vV3QJ99O6OURERBaLYcTMQzQDWwXByZFDNEREROVhGDEDnU6PFcVLwMe04RANERFRRRhGzGDPmTQkZuShjpszekb4a90cIiIii8YwYsa9aPq1CIC7i5PWzSEiIrJoDCM1TK/XY0WJKb1ERERUMYaRGnY0KQvHU7Lh6uSoekaIiIioYgwjZppF0yuyPrzdXbRuDhERkcVjGDFTvQiHaIiIiCqHYaQGJaRdwt6EdMiyIgOjOKWXiIioMhhGapCxcLVLYz/413HTujlERERWgWHEDPUig7kXDRERUaUxjNSQ1Ox8bDuRqu6zXoSIiKjyGEZqyKq4ROj0QFSID8L8PLVuDhERkdVgGKkhXOiMiIioehhGakB2XiH+PpKi7nNjPCIioqphGKkB6w4nI79Qh8b1PdEiyFvr5hAREVkVhpEanEUjQzQODg5aN4eIiMiqMIxcJ+kR+SsuSd2P4ZReIiKiKmMYuU6bjqUgM68QAd5u6BhWT+vmEBERWR2GkRrai2ZwVBAcZR14IiIiqhKGketQpNNj5QFujEdERHQ9GEauw674i0jJyoO3uzO6N62vdXOIiIisEsNIDcyiGdAyEK7O/KMkIiKqDn6CVpNerzfVi3CIhoiIqPoYRqrp4PlMxKfmwM3ZEX1bBGjdHCIiIqvFMHKdQzS9mwXA09VZ6+YQERFZLYaRaro8RMOFzoiIiGo9jMyaNQvh4eFwd3dHt27dsG3btko976efflLLpQ8dOhTW7HRqDuLOZcDJ0QEDWzGMEBER1WoYmT9/PiZMmIApU6Zg586daN++PWJiYpCUZFgSvTwnT57ECy+8gN69e8NWhmiiw/1Qz8tV6+YQERHZVxiZPn06Ro0ahZEjRyIqKgpz5syBp6cnvvzyy3KfU1RUhIceeghvvPEGmjZtCtvZGI+9IkRERLUaRvLz8xEbG4uBAwdefgFHR3W8efPmcp83depUBAYG4vHHH6/U++Tl5SEjI6PUzVIkZ+Zhx6mL6v5gTuklIiKq3TCSkpKiejmCgkr3CMjx+fOG3oIrbdiwAXPnzsXnn39e6feZNm0afH19TbewsDBYilVxidDrgXYNfdGgrofWzSEiIrJ6Zp1Nk5mZiUceeUQFEX9//0o/b9KkSUhPTzfdTp8+DcsbomGvCBERUU2o0gIZEiicnJyQmGiY1mokx8HBV384Hzt2TBWu3n777aZzOp3O8MbOzjh06BAiIiKuep6bm5u6WZrM3AJsOnpB3We9CBERkQY9I66urujcuTNWr15dKlzIcY8ePa66vmXLlti7dy92795tut1xxx3o37+/um9Jwy+VseZQMvKLdGga4IXIQG+tm0NERGQTqrx0qEzrHTFiBLp06YLo6GjMmDED2dnZanaNGD58OEJDQ1Xdh6xD0qZNm1LPr1u3rvp65XlrsHyfYYjmJg7REBERaRdGhg0bhuTkZEyePFkVrXbo0AHLli0zFbXGx8erGTa2JregCGsPGdZSYb0IERFRzXHQy/azFk6m9sqsGilm9fHx0aQNq+MS8fg3OxDi645NE29UK8kSEVHVyazMgoICrZtBNcDFxUXVkl7v5zd3eKviLJrBUUEMIkRE1SC/+0qPelpamtZNoRok5RcyieV6PhsZRiqhsEiHVXEcoiEiuh7GICKLYMrK3fzFzvrDZU5Ojmk7mJCQkGq/FsNIJciKq6nZ+ajr6YLoJn5aN4eIyCqHZoxBpH79+lo3h2qIh4dh8U8JJPKzrWjIpiK2V2lqxiGaAS2D4OzEPzIioqoy1ohIjwjZFs/in+n11AHxk7US3VAr9hsWeeNCZ0RE14dDM7bHoQZ+pgwj17D/bAYS0i7Bw8UJfZoHaN0cIiKyYuHh4Wp9rspau3at+rC39aJf1oxUcoimb/MAuLtUbyyMiIisV79+/dSaWlUJEeXZvn07vLy8Kn19z549ce7cOTU91pYxjFR2Y7w2HKIhIqKyh/OlQFf2XLuWgICq9bC7urqWufebreEwTQVOpGTjcGIWnB0dcGMLhhEiInvz6KOPYt26dfjwww/VcIncvv76a/X1zz//VPu1ycauGzZsUJvDDhkyRK1IXqdOHXTt2hWrVq2qcJhGXueLL77AnXfeqQpBmzVrht9//73cYRp5b1nXY/ny5WjVqpV6n5tuukn1nhgVFhZi3Lhx6jqZufTyyy+rbVyGDh0KS8UwUolekR4R9eHr6aJ1c4iIbG+divzCWr9VZeFxCSGyEeyoUaPUB77cjJu8Tpw4Ee+88w7i4uLQrl07ZGVl4ZZbblGbx+7atUuFBNm1XrZJqcgbb7yB++67D//88496/kMPPYTU1NRyr5e1Pd5//3189913+Pvvv9Xrv/DCC6bH3333XXz//ff46quvsHHjRrUK6qJFi2DJOExTmVVXudAZEVGNu1RQhKjJy2v9fQ9MjYGna+U+/qRWQ4ZKpNfCOFxy8OBB9XXq1KkYNGiQ6Vo/Pz+0b9/edPzmm29i4cKFqqdj7NixFfa+PPDAA+r+22+/jY8++gjbtm1TYaYsMoV2zpw5iIiIUMfy2tIWo5kzZ2LSpEmqt0V8/PHHWLp0KSwZe0bKkZiRi13xaaYl4ImIiEqS3etLkp4R6aGQ4RMZIpEhFOk1uVbPSLt27Uz3pbhV9nAxrmpaFglGxiBiXPnUeL3sAZOYmIjo6GjT47IQmQwnWTL2jJRjxQHD2iIdG9VFkI+71s0hIrI5smSC9FJo8b414cpZMRJEVq5cqYZQIiMj1eqk99xzD/Lz86+52VxJUiOi0+lQleutYM/bCjGMlGOFcRYNh2iIiMxCPkQrO1yiJRmmkdky1yL1GTLkYhwekZ6SkydPojb5+vqqAlqZQtynTx91Ttq+c+dONT3ZUln+3wINpOcUYPOxC+o+wwgRkX2TGTBbt25VwUKGXsrrtZCZMAsWLFBFqxK0Xn/99Qp7OMzl2WefxbRp01TvTMuWLVUNycWLFy169VvWjJRh9cFEFOr0aBHkjSb+lV+choiIbI8Mv0jdRVRUlFonpLwakOnTp6NevXpqoTIJJDExMejUqVOtt/fll19WBbHDhw9XM4EkQElb3N0tt+TAQW8FA00yLUm6nqQwRwp7zO2p73Zg+f5EjLsxEhMGtzD7+xER2brc3FycOHECTZo0segPRVuk0+lUUa1MH5YZPrX5s63s5zeHaa5wKb8I6w4nq/uc0ktERNbm1KlTWLFiBfr27Yu8vDw1tVfCwoMPPghLxWGaK/x9JBm5BTqE1vVA6wbm74UhIiKqSY6OjmqlVlkBtlevXti7d69aCVZ6RywVe0bK24umdbBFF/sQERGVRVaIlZk91oQ9IyUUFOmwOs6wcExMay50RkREVBsYRkrYdiIV6ZcKUN/LFV3C/bRuDhERkV1gGCljiGZgqyA4OXKIhoiIqDYwjBTT6fRYsd+wBHxMGw7REBER1RaGkWL/JKTjfEYuvFyd0DPCX+vmEBER2Q2GkSuGaPq1DIR7DW2iRERERNfGMFLGlF4iIqKa3NtmxowZpmNZNmLRokXlXn/y5El1ze7du6/rfWvqdWoD1xkBcDQpE8eTs+Hq5Ij+LQK0bg4REdmwc+fOqT1satKjjz6KtLS0UiFH1huR9/L3t/zSA4YR1StiKFztGVkf3u4uWjeHiIhsWHBw7fTAOzk51dp7XS8O03CIhoiIyvHZZ5+hQYMGarO5koYMGYLHHnsMx44dU/eDgoLU7riyBLssvV6RK4dptm3bho4dO6pN5rp06YJdu3aVur6oqAiPP/642ojOw8MDLVq0wIcffmh6/N///je++eYb/Pbbb+q15bZ27doyh2nWrVuH6OhouLm5ISQkBBMnTkRhYaHp8X79+mHcuHF46aWX4Ofnp8KMvL652X3PyNm0S/jnTDpk5XdZX4SIiGqJbBpfkFP77+viKYmgUpfee++9ePbZZ7FmzRoMGDBAnUtNTcWyZcuwdOlSZGVl4ZZbbsFbb72lPuC//fZb3H777Th06BAaNWp0zdeX5992220YNGgQ5s2bpza0Gz9+fKlrJAg1bNgQ//vf/1C/fn1s2rQJTz75pAoTshPvCy+8gLi4OLVD7ldffaWeI0Hi7NmzpV4nISFBtVWGdKSdBw8exKhRo1QIKhk4JNhMmDABW7duxebNm9X1sseNtNFc7D6MrCjuFena2A8B3m5aN4eIyH5IEHm7Qe2/7ytnAVevSl0qtR0333wzfvjhB1MY+eWXX1QdRv/+/dWmdO3btzdd/+abb2LhwoX4/fffMXbs2Gu+vryuTqfD3LlzVSho3bo1zpw5g6efftp0jYuLC9544w3TsfSQSEj4+eefVRiRHhnpMZEdeisalpk9e7aqI5FdfKXHpGXLliqwvPzyy5g8ebL6XkS7du0wZcoUdb9Zs2bq+tWrV5s1jNj9MM2y4jAymHvREBFRGR566CH8+uuv6sNefP/997j//vvVh7f0bEjPhOyIW7duXRUMpJciPj6+Uq8t17Zr104FEaMePXpcdd2sWbPQuXNnBAQEqPeQ4aPKvkfJ95LXLrkJrPR4yPcgAchI2lOS9MAkJRn2bTMXu+4ZSc3OV/vRCNaLEBFpMFwivRRavG8VyLCLXq/HkiVLVE3I+vXr8X//93/qMQkiK1euxPvvv4/IyEjVQ3HPPfcgPz+/xpr7008/qff54IMPVJjw9vbGe++9p4ZRzEF6YkqS8HJlzUxNs+swsiouETo9EBXigzC/qv3lJCKi6yS/oVdyuERL0mtx1113qR6Ro0ePqgLSTp06qcc2btyoairuvPNOdSy9DFI4WlnSo/Ldd98hNzfX1DuyZcuWUtfIe/Ts2RNjxowxnZPC2ZJcXV1Voeu13kt6eCRYGXtH5LUl3EhNipbsepjGWC/CXhEiIrrWUI30jHz55ZfqvpHUVCxYsEDNWNmzZw8efPDBKvUiyPUODg6qkPTAgQOqKFZ6WUqS99ixYweWL1+Ow4cP4/XXX8f27duvWljtn3/+UYWzKSkpKCgouOq9JMycPn1aFeRK8arMvpHaEClWNdaLaMVuw4gkw5x8Q4rkxnhERFSRG2+8Uc1QkQ97CRBG06dPV0Wu0nMhwzkxMTGmXpPKkPqPxYsXY+/evWp676uvvop333231DVPPfWU6pkZNmwYunXrhgsXLpTqJRESZqTHRqYGS12J9HhcKTQ0VIUdmUosRbejR49WU4Zfe+01aM1BL5/KFk6mK/n6+iI9PR0+Pj41+tpJmbkIqONWqqCHiIhqlgxDyLRVmQlSsliTrF9FP9vKfn7bdc2ICPTmPwoiIiIt2e0wDREREVlxGJH5zlIsI90xMn4l40/lkcIeGcOS+ddeXl7o0KGDqhwmIiIiqlYYmT9/vqq8lQrcnTt3qiIYKdgpb0EUKfiRghxZLU4qfUeOHKluUhVMREREVOUwIpXDUrUrgSIqKgpz5syBp6enmu5UFtl0R+Zfy/zmiIgItea+rO62YcOGmmg/ERER2VMYkRXlYmNjMXDgwMsv4OiojqXn41pk4o6sby9To/r06VPudbLkrlTglrwREZH1s4IJnKTBz7RKYUQWUpEV3mSr5JLk+Px5wwJiZZEpPTKXWlaIu/XWWzFz5swKN9yZNm2amgpkvMnGPkREZL2MS4zn5GiwSy+ZlfFneuUy8lVRK1N7ZalZWZ1OlsmVnhGpOWnatKkawinLpEmT1DVG0jPCQEJEZL2cnJzURAZjfaEM73N9JxtYPDQnR/1M5WcrP+NaCSOyZbK8WWJiYqnzclzRtsUylCMbCAmZTSM7B0rvR3lhxM3NTd2IiMh2GD8nzL0DLNUuCSIVZYAaDyMyzCJbGEvvxtChQ9U5WYNfjseOHVvp15HnGLdiJiIi+yA9IbIdfWBgYJl7p5D1kaGZ6+kRqfYwjQyfjBgxQq0dEh0djRkzZiA7O1vNrhHDhw9X699Lz4eQr3KtzKSRACLr4ss6I5988sl1N56IiKyPfHjVxAcY2Y4qhxHZqCc5ORmTJ09WRasy7LJs2TJTUWt8fHyp3f8kqMiGPmfOnIGHhwdatmyJefPmqdchIiIisvuN8oiIiEjbz2/uTUNERESasopde42dN1z8jIiIyHoYP7evNQhjFWEkMzNTfeVaI0RERNZHPsdluMaqa0ZkKvDZs2fV4mk1uUiOcTG106dPsxbFAvDnYXn4M7Es/HlYFv48rk0ihgSRBg0alJrcYpU9I/INNGzY0GyvL3+J+BfJcvDnYXn4M7Es/HlYFv48KlZRj4gRC1iJiIhIUwwjREREpCm7DiOy/82UKVO4D46F4M/D8vBnYln487As/HnUHKsoYCUiIiLbZdc9I0RERKQ9hhEiIiLSFMMIERERaYphhIiIiDRl12Fk1qxZCA8Ph7u7O7p164Zt27Zp3SS7NG3aNHTt2lWtsBsYGIihQ4fi0KFDWjeLir3zzjtq5ePnnntO66bYrYSEBDz88MOoX78+PDw80LZtW+zYsUPrZtmtoqIivP7662jSpIn6eURERODNN9+85v4rVD67DSPz58/HhAkT1LSsnTt3on379oiJiUFSUpLWTbM769atwzPPPIMtW7Zg5cqVKCgowODBg5Gdna110+ze9u3b8emnn6Jdu3ZaN8VuXbx4Eb169YKLiwv+/PNPHDhwAB988AHq1aunddPs1rvvvotPPvkEH3/8MeLi4tTxf//7X8ycOVPrplktu53aKz0h8tu4/GUy7n8jeww8++yzmDhxotbNs2vJycmqh0RCSp8+fbRujt3KyspCp06dMHv2bPznP/9Bhw4dMGPGDK2bZXfk/6ONGzdi/fr1WjeFit12220ICgrC3LlzTefuvvtu1Usyb948TdtmreyyZyQ/Px+xsbEYOHBgqf1v5Hjz5s2ato2A9PR09dXPz0/rptg16a269dZbS/07odr3+++/o0uXLrj33ntVSO/YsSM+//xzrZtl13r27InVq1fj8OHD6njPnj3YsGEDbr75Zq2bZrWsYqO8mpaSkqLG/CTZliTHBw8e1KxdZOihktoE6ZZu06aN1s2xWz/99JMavpRhGtLW8ePH1ZCADCu/8sor6mcybtw4uLq6YsSIEVo3z257q2TH3pYtW8LJyUl9nrz11lt46KGHtG6a1bLLMEKW/dv4vn371G8ZpA3ZDn38+PGqfkeKu0n7gC49I2+//bY6lp4R+TcyZ84chhGN/Pzzz/j+++/xww8/oHXr1ti9e7f6JapBgwb8mVSTXYYRf39/lWYTExNLnZfj4OBgzdpl78aOHYs//vgDf//9Nxo2bKh1c+yWDGFKIbfUixjJb37yc5Eaq7y8PPXvh2pHSEgIoqKiSp1r1aoVfv31V83aZO9efPFF1Tty//33q2OZ3XTq1Ck1M5BhpHrssmZEujc7d+6sxvxK/vYhxz169NC0bfZIaqgliCxcuBB//fWXmi5H2hkwYAD27t2rftsz3uQ3c+mClvsMIrVLhiyvnOoutQqNGzfWrE32LicnR9UZliT/LuRzhKrHLntGhIy/SoKV/2Sjo6PVLAGZSjpy5Eitm2aXQzPS3fnbb7+ptUbOnz+vzvv6+qrqdKpd8jO4sl7Hy8tLrXHBOp7a9/zzz6uCSRmmue+++9R6SJ999pm6kTZuv/12VSPSqFEjNUyza9cuTJ8+HY899pjWTbNeejs2c+ZMfaNGjfSurq766Oho/ZYtW7Rukl2Sv4Zl3b766iutm0bF+vbtqx8/frzWzbBbixcv1rdp00bv5uamb9mypf6zzz7Tukl2LSMjQ/17kM8Pd3d3fdOmTfWvvvqqPi8vT+umWS27XWeEiIiILINd1owQERGR5WAYISIiIk0xjBAREZGmGEaIiIhIUwwjREREpCmGESIiItIUwwgRERFpimGEiKzO2rVr4eDggLS0NK2bQkQ1gGGEiIiINMUwQkRERJpiGCGiKpPdSWW7dNlhWTYzbN++PX755ZdSQyhLlixBu3bt4O7uju7du2Pfvn2lXuPXX39Vm4y5ubkhPDwcH3zwQanH8/Ly8PLLLyMsLExdExkZiblz55a6JjY2Vm126enpqTaTu3J3WyKyDgwjRFRlEkS+/fZbzJkzB/v371c7yz788MNYt26d6ZoXX3xRBYzt27cjICBA7XRaUFBgChGyA+3999+PvXv34t///jdef/11fP3116bnDx8+HD/++CM++ugjxMXF4dNPP0WdOnVKtePVV19V77Fjxw44Oztz11Qia6X1Tn1EZF1yc3P1np6e+k2bNpU6//jjj+sfeOAB/Zo1a9Suyz/99JPpsQsXLug9PDz08+fPV8cPPvigftCgQaWe/+KLL+qjoqLU/UOHDqnXWLlyZZltML7HqlWrTOeWLFmizl26dKlGv18iMj/2jBBRlRw9ehQ5OTkYNGiQ6qkw3qSn5NixY6brevToYbrv5+eHFi1aqB4OIV979epV6nXl+MiRIygqKsLu3bvh5OSEvn37VtgWGQYyCgkJUV+TkpJq7HslotrhXEvvQ0Q2IisrS32VmpDQ0NBSj0ltR8lAUl1Sh1IZLi4upvtSp2KsZyEi68KeESKqkqioKBU64uPjVVFpyZsUmxpt2bLFdP/ixYs4fPgwWrVqpY7l68aNG0u9rhw3b95c9Yi0bdtWhYqSNShEZLvYM0JEVeLt7Y0XXnhBFa1KYLjhhhuQnp6uwoSPjw8aN26srps6dSrq16+PoKAgVWjq7++PoUOHqsf+9a9/oWvXrnjzzTcxbNgwbN68GR9//DFmz56tHpfZNSNGjFAFqVLAKrN1Tp06pYZgpPCViGwLwwgRVZmECJkhI7Nqjh8/jrp166JTp0545ZVXTMMk77zzDsaPH6/qQDp06IDFixfD1dVVPSbX/vzzz5g8ebJ6Lan3kPDy6KOPmt7jk08+Ua83ZswYXLhwAY0aNVLHRGR7HKSKVetGEJHtkHVG+vfvr4ZmJKQQEV0La0aIiIhIUwwjREREpCkO0xAREZGm2DNCREREmmIYISIiIk0xjBAREZGmGEaIiIhIUwwjREREpCmGESIiItIUwwgRERFpimGEiIiINMUwQkRERNDS/wMU1dmwlTABKAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test Score: 0.10599909722805023\n", + "Test Accuracy: 0.9670976996421814\n", + "done\n" + ] + } + ], + "source": [ + "model = myModel()\n", + "print(model.summary())\n", + "history=model.fit(dataGen.flow(X_train,y_train,batch_size=32),steps_per_epoch=len(X_train)//32,epochs=epochs_val,validation_data=(X_validation,y_validation),shuffle=True)\n", + "plt.figure(1)\n", + "plt.plot(history.history['loss'])\n", + "plt.plot(history.history['val_loss'])\n", + "plt.legend(['training','validation'])\n", + "plt.title('loss')\n", + "plt.xlabel('epoch')\n", + "plt.figure(2)\n", + "plt.plot(history.history['accuracy'])\n", + "plt.plot(history.history['val_accuracy'])\n", + "plt.legend(['training','validation'])\n", + "plt.title('Acurracy')\n", + "plt.xlabel('epoch')\n", + "plt.show()\n", + "score =model.evaluate(X_test,y_test,verbose=0)\n", + "print('Test Score:',score[0])\n", + "print('Test Accuracy:',score[1])\n", + " \n", + "model.save(\"model.keras\")\n", + "print('done')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "23d3331e-8d4f-41be-847a-f98aafab6cac", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "aa6058ad-e9e0-4d16-a5ee-4879342d70ee", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Traffic_Sign_Recognition/app.py b/Traffic_Sign_Recognition/app.py new file mode 100644 index 000000000..d067a497a --- /dev/null +++ b/Traffic_Sign_Recognition/app.py @@ -0,0 +1,118 @@ +from __future__ import division, print_function +import sys +import os +import glob +import re +import numpy as np +import tensorflow as tf +import cv2 + +from tensorflow.keras.models import load_model +from tensorflow.keras.preprocessing import image + +from flask import Flask, redirect, url_for, request, render_template +from werkzeug.utils import secure_filename + +app = Flask(__name__) + +MODEL_PATH = 'model.keras' + +model = load_model(MODEL_PATH) + +def grayscale(img): + img = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) + return img + +def equalize(img): + img = cv2.equalizeHist(img) + return img + +def preprocessing(img): + img = grayscale(img) + img = equalize(img) + img = img / 255 + return img + +def getClassName(classNo): + if classNo == 0: return 'Speed Limit 20 km/h' + elif classNo == 1: return 'Speed Limit 30 km/h' + elif classNo == 2: return 'Speed Limit 50 km/h' + elif classNo == 3: return 'Speed Limit 60 km/h' + elif classNo == 4: return 'Speed Limit 70 km/h' + elif classNo == 5: return 'Speed Limit 80 km/h' + elif classNo == 6: return 'End of Speed Limit 80 km/h' + elif classNo == 7: return 'Speed Limit 100 km/h' + elif classNo == 8: return 'Speed Limit 120 km/h' + elif classNo == 9: return 'No passing' + elif classNo == 10: return 'No passing for vechiles over 3.5 metric tons' + elif classNo == 11: return 'Right-of-way at the next intersection' + elif classNo == 12: return 'Priority road' + elif classNo == 13: return 'Yield' + elif classNo == 14: return 'Stop' + elif classNo == 15: return 'No vechiles' + elif classNo == 16: return 'Vechiles over 3.5 metric tons prohibited' + elif classNo == 17: return 'No entry' + elif classNo == 18: return 'General caution' + elif classNo == 19: return 'Dangerous curve to the left' + elif classNo == 20: return 'Dangerous curve to the right' + elif classNo == 21: return 'Double curve' + elif classNo == 22: return 'Bumpy road' + elif classNo == 23: return 'Slippery road' + elif classNo == 24: return 'Road narrows on the right' + elif classNo == 25: return 'Road work' + elif classNo == 26: return 'Traffic signals' + elif classNo == 27: return 'Pedestrians' + elif classNo == 28: return 'Children crossing' + elif classNo == 29: return 'Bicycles crossing' + elif classNo == 30: return 'Beware of ice/snow' + elif classNo == 31: return 'Wild animals crossing' + elif classNo == 32: return 'End of all speed and passing limits' + elif classNo == 33: return 'Turn right ahead' + elif classNo == 34: return 'Turn left ahead' + elif classNo == 35: return 'Ahead only' + elif classNo == 36: return 'Go straight or right' + elif classNo == 37: return 'Go straight or left' + elif classNo == 38: return 'Keep right' + elif classNo == 39: return 'Keep left' + elif classNo == 40: return 'Roundabout mandatory' + elif classNo == 41: return 'End of no passing' + elif classNo == 42: return 'End of no passing by vechiles over 3.5 metric tons' + + +def model_predict(img_path, model): + print(img_path) + img = image.load_img(img_path, target_size=(224, 224)) + img = np.asarray(img) + img = cv2.resize(img, (32, 32)) + img = preprocessing(img) + cv2.imshow("Processed Image", img) + img = img.reshape(1, 32, 32, 1) + + # PREDICT IMAGE + predictions = model.predict(img) + classIndex = np.argmax(predictions) # Use np.argmax to get the index of the max value + preds = getClassName(classIndex) + return preds + +@app.route('/', methods=['GET']) +def index(): + # Main page + return render_template('index.html') + +@app.route('/predict', methods=['GET', 'POST']) +def upload(): + if request.method == 'POST': + f = request.files['file'] + basepath = os.path.dirname(__file__) + file_path = os.path.join( + basepath, 'uploads', secure_filename(f.filename)) + f.save(file_path) + preds = model_predict(file_path, model) + result = preds + return result + return None + + +if __name__ == '__main__': + app.run(port=5000, debug=True) + diff --git a/Traffic_Sign_Recognition/labels.csv b/Traffic_Sign_Recognition/labels.csv new file mode 100644 index 000000000..64b73d73c --- /dev/null +++ b/Traffic_Sign_Recognition/labels.csv @@ -0,0 +1,44 @@ +ClassId,Name +0,Speed limit (20km/h) +1,Speed limit (30km/h) +2,Speed limit (50km/h) +3,Speed limit (60km/h) +4,Speed limit (70km/h) +5,Speed limit (80km/h) +6,End of speed limit (80km/h) +7,Speed limit (100km/h) +8,Speed limit (120km/h) +9,No passing +10,No passing for vechiles over 3.5 metric tons +11,Right-of-way at the next intersection +12,Priority road +13,Yield +14,Stop +15,No vechiles +16,Vechiles over 3.5 metric tons prohibited +17,No entry +18,General caution +19,Dangerous curve to the left +20,Dangerous curve to the right +21,Double curve +22,Bumpy road +23,Slippery road +24,Road narrows on the right +25,Road work +26,Traffic signals +27,Pedestrians +28,Children crossing +29,Bicycles crossing +30,Beware of ice/snow +31,Wild animals crossing +32,End of all speed and passing limits +33,Turn right ahead +34,Turn left ahead +35,Ahead only +36,Go straight or right +37,Go straight or left +38,Keep right +39,Keep left +40,Roundabout mandatory +41,End of no passing +42,End of no passing by vechiles over 3.5 metric tons diff --git a/Traffic_Sign_Recognition/main.py b/Traffic_Sign_Recognition/main.py new file mode 100644 index 000000000..7764aeafc --- /dev/null +++ b/Traffic_Sign_Recognition/main.py @@ -0,0 +1,198 @@ +#Importing Libraries +#Importing Libraries +import numpy as np + +import matplotlib.pyplot as plt +#Matplotlib is a cross-platform, data visualization and graphical plotting library it offers a viable open source alternative to MATLAB. +#matplotlib.pyplot is a module in matplotlib used for plotting graphs and visualizations. It provides functions for creating various plots +#like line plots, scatter plots, histograms, etc. +from tensorflow import keras +from keras.models import Sequential +from keras.layers import Dense +from keras.optimizers import Adam +from keras.utils import to_categorical + +from keras.layers import Dropout, Flatten +from keras.layers import Conv2D, MaxPooling2D + + +import cv2 +from sklearn.model_selection import train_test_split +import pickle +import os +import pandas as pd +import random +from tensorflow.keras.preprocessing.image import ImageDataGenerator + + +path = "Dataset" +labelFile = 'label.csv' +batch_size_val=32 +epochs_val =10 +imageDimensions =(32,32,3) +testRatio = 0.2 +validationRatio = 0.2 + +import os +import cv2 +import numpy as np +from sklearn.model_selection import train_test_split +import pandas as pd + + +path = "Dataset" +labelFile = 'label.csv' + + +count = 0 +images = [] +classNo = [] +myList = os.listdir(path) + +# Get total number of classes (subdirectories in the dataset) +print("Total Classes Detected:", len(myList)) +noOfClasses = 43 +print("Importing Classes.....") + +# Image size (adjust as needed) +image_size = (32, 32) # Resize to 32x32 pixels + +# from 0 to 42 +for count in range(0, 43): + folder_path = os.path.join(path, str(count)) + + + if not os.path.exists(folder_path): + print(f"Folder {folder_path} does not exist, skipping...") + continue + + myPicList = os.listdir(folder_path) + + # Loop through each image in the folder + for y in myPicList: + curImg = cv2.imread(os.path.join(folder_path, y)) + + + if curImg is None: + print(f"Failed to load image: {y}, skipping...") + continue + + + curImg = cv2.resize(curImg, image_size) + + + images.append(curImg) + classNo.append(count) + + print(count, end=" ") + +print(" ") + +# Convert images and classNo to NumPy arrays +images = np.array(images) +classNo = np.array(classNo) + +# Split the data into training, testing, and validation sets +testRatio = 0.2 +validationRatio = 0.2 + +X_train, X_test, y_train, y_test = train_test_split(images, classNo, test_size=testRatio) +X_train, X_validation, y_train, y_validation = train_test_split(X_train, y_train, test_size=validationRatio) + +# Print the shapes of the datasets +print("Data Shapes") +print("Train", X_train.shape, y_train.shape) +print("Validation", X_validation.shape, y_validation.shape) +print("Test", X_test.shape, y_test.shape) + +# Load the label file +labelFile = 'labels.csv' +data = pd.read_csv(labelFile) +print("Data shape:", data.shape, "Type:", type(data)) + +# Preprocessing functions for image normalization +def grayscale(img): + img = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) + return img + +def equalize(img): + img = cv2.equalizeHist(img) + return img + +def preprocessing(img): + img = grayscale(img) # Convert to grayscale + img = equalize(img) # Equalize the histogram + img = img / 255 # Normalize pixel values + return img + +# Apply preprocessing to the images +X_train = np.array(list(map(preprocessing, X_train))) +X_validation = np.array(list(map(preprocessing, X_validation))) +X_test = np.array(list(map(preprocessing, X_test))) + +# Reshape the data for CNN input +X_train = X_train.reshape(X_train.shape[0], X_train.shape[1], X_train.shape[2], 1) +X_validation = X_validation.reshape(X_validation.shape[0], X_validation.shape[1], X_validation.shape[2], 1) +X_test = X_test.reshape(X_test.shape[0], X_test.shape[1], X_test.shape[2], 1) + +print("Preprocessing complete!") + +dataGen= ImageDataGenerator(width_shift_range=0.1, + height_shift_range=0.1, + zoom_range=0.2, + shear_range=0.1, + rotation_range=10) +dataGen.fit(X_train) +batches= dataGen.flow(X_train,y_train,batch_size=20) +X_batch,y_batch = next(batches) + + +y_train = to_categorical(y_train,noOfClasses) +y_validation = to_categorical(y_validation,noOfClasses) +y_test = to_categorical(y_test,noOfClasses) +print('done') + + +def myModel(): + model= Sequential() + model.add((Conv2D(60,(5,5),input_shape=(imageDimensions[0],imageDimensions[1],1),activation='relu'))) # ADDING MORE CONVOLUTION LAYERS = LESS FEATURES BUT CAN CAUSE ACCURACY TO INCREASE + model.add((Conv2D(60, (5,5), activation='relu'))) + model.add(MaxPooling2D(pool_size=(2,2))) + + model.add((Conv2D(30, (3,3),activation='relu'))) + model.add((Conv2D(30, (3,3), activation='relu'))) + model.add(MaxPooling2D(pool_size=(2,2))) + model.add(Dropout(0.5)) + + model.add(Flatten()) + model.add(Dense(500,activation='relu')) + model.add(Dropout(0.5)) + model.add(Dense(noOfClasses,activation='softmax')) + model.compile(Adam(learning_rate=0.001),loss='categorical_crossentropy',metrics=['accuracy']) + + + return model + + +model = myModel() +print(model.summary()) +history=model.fit(dataGen.flow(X_train,y_train,batch_size=32),steps_per_epoch=len(X_train)//32,epochs=epochs_val,validation_data=(X_validation,y_validation),shuffle=True) +plt.figure(1) +plt.plot(history.history['loss']) +plt.plot(history.history['val_loss']) +plt.legend(['training','validation']) +plt.title('loss') +plt.xlabel('epoch') +plt.figure(2) +plt.plot(history.history['accuracy']) +plt.plot(history.history['val_accuracy']) +plt.legend(['training','validation']) +plt.title('Acurracy') +plt.xlabel('epoch') +plt.show() +score =model.evaluate(X_test,y_test,verbose=0) +print('Test Score:',score[0]) +print('Test Accuracy:',score[1]) + +model.save("model.keras") +print('done') diff --git a/Traffic_Sign_Recognition/model.h5 b/Traffic_Sign_Recognition/model.h5 new file mode 100644 index 000000000..8cfa9a969 Binary files /dev/null and b/Traffic_Sign_Recognition/model.h5 differ diff --git a/Traffic_Sign_Recognition/model.keras b/Traffic_Sign_Recognition/model.keras new file mode 100644 index 000000000..1c14ca10c Binary files /dev/null and b/Traffic_Sign_Recognition/model.keras differ diff --git a/Traffic_Sign_Recognition/static/css/main.css b/Traffic_Sign_Recognition/static/css/main.css new file mode 100644 index 000000000..4bde0e545 --- /dev/null +++ b/Traffic_Sign_Recognition/static/css/main.css @@ -0,0 +1,50 @@ +.img-preview { + width: 256px; + height: 256px; + position: relative; + border: 5px solid #F8F8F8; + box-shadow: 0px 2px 4px 0px rgba(0, 0, 0, 0.1); + margin-top: 1em; + margin-bottom: 1em; +} + +.img-preview>div { + width: 100%; + height: 100%; + background-size: 256px 256px; + background-repeat: no-repeat; + background-position: center; +} + +input[type="file"] { + display: none; +} + +.upload-label{ + display: inline-block; + padding: 12px 30px; + background: #39D2B4; + color: #fff; + font-size: 1em; + transition: all .4s; + cursor: pointer; +} + +.upload-label:hover{ + background: #34495E; + color: #39D2B4; +} + +.loader { + border: 8px solid #f3f3f3; /* Light grey */ + border-top: 8px solid #3498db; /* Blue */ + border-radius: 50%; + width: 50px; + height: 50px; + animation: spin 1s linear infinite; +} + +@keyframes spin { + 0% { transform: rotate(0deg); } + 100% { transform: rotate(360deg); } +} \ No newline at end of file diff --git a/Traffic_Sign_Recognition/static/js/main.js b/Traffic_Sign_Recognition/static/js/main.js new file mode 100644 index 000000000..ebfc78bb5 --- /dev/null +++ b/Traffic_Sign_Recognition/static/js/main.js @@ -0,0 +1,54 @@ +$(document).ready(function () { + // Init + $('.image-section').hide(); + $('.loader').hide(); + $('#result').hide(); + + // Upload Preview + function readURL(input) { + if (input.files && input.files[0]) { + var reader = new FileReader(); + reader.onload = function (e) { + $('#imagePreview').css('background-image', 'url(' + e.target.result + ')'); + $('#imagePreview').hide(); + $('#imagePreview').fadeIn(650); + } + reader.readAsDataURL(input.files[0]); + } + } + $("#imageUpload").change(function () { + $('.image-section').show(); + $('#btn-predict').show(); + $('#result').text(''); + $('#result').hide(); + readURL(this); + }); + + // Predict + $('#btn-predict').click(function () { + var form_data = new FormData($('#upload-file')[0]); + + // Show loading animation + $(this).hide(); + $('.loader').show(); + + // Make prediction by calling api /predict + $.ajax({ + type: 'POST', + url: '/predict', + data: form_data, + contentType: false, + cache: false, + processData: false, + async: true, + success: function (data) { + // Get and display the result + $('.loader').hide(); + $('#result').fadeIn(600); + $('#result').text(' Result: ' + data); + console.log('Success!'); + }, + }); + }); + +}); diff --git a/Traffic_Sign_Recognition/templates/base.html b/Traffic_Sign_Recognition/templates/base.html new file mode 100644 index 000000000..2c82365ba --- /dev/null +++ b/Traffic_Sign_Recognition/templates/base.html @@ -0,0 +1,31 @@ + + + + + + + Web Application + + + + + + + + + +
+
{% block content %}{% endblock %}
+
+ + +
+ +
+ + \ No newline at end of file diff --git a/Traffic_Sign_Recognition/templates/index.html b/Traffic_Sign_Recognition/templates/index.html new file mode 100644 index 000000000..5d9d470f6 --- /dev/null +++ b/Traffic_Sign_Recognition/templates/index.html @@ -0,0 +1,33 @@ +{% extends "base.html" %} {% block content %} + +

Traffic Sign Recognition Using Deep Learning

+ + +
+
+ + +
+ + + + + +

+ +

+ +
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