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@nttuan8
Created April 13, 2020 11:55
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{"metadata":{"language_info":{"name":"python","version":"3.7.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kernelspec":{"name":"python3","display_name":"Python 3","language":"python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"### Chạy file trên binder\n### link : hub.gke.mybinder.org\n### Cài open cv : pip install opencv-python","metadata":{}},{"cell_type":"markdown","source":"# Bài 1:\n## Vẽ đồ thị quan hệ diện tích và giá nhà dùng thư viện pandas load file data_linear.csv ","metadata":{}},{"cell_type":"code","source":"# import libraries\nimport pandas as pd \nimport matplotlib.pyplot as plt\n# load file\ndata = pd.read_csv(\"data_linear.csv\")\ndata.head()","metadata":{"trusted":true},"execution_count":2,"outputs":[{"execution_count":2,"output_type":"execute_result","data":{"text/plain":" Diện tích Giá\n0 30.0000 448.524\n1 32.4138 509.248\n2 34.8276 535.104\n3 37.2414 551.432\n4 39.6552 623.418","text/html":"<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Diện tích</th>\n <th>Giá</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>30.0000</td>\n <td>448.524</td>\n </tr>\n <tr>\n <th>1</th>\n <td>32.4138</td>\n <td>509.248</td>\n </tr>\n <tr>\n <th>2</th>\n <td>34.8276</td>\n <td>535.104</td>\n </tr>\n <tr>\n <th>3</th>\n <td>37.2414</td>\n <td>551.432</td>\n </tr>\n <tr>\n <th>4</th>\n <td>39.6552</td>\n <td>623.418</td>\n </tr>\n </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"data.plot(kind='line',x='Diện tích',y='Giá', color='red')","metadata":{"trusted":true},"execution_count":3,"outputs":[{"execution_count":3,"output_type":"execute_result","data":{"text/plain":"<matplotlib.axes._subplots.AxesSubplot at 0x7fe017ce5a10>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"plt.plot(data[\"Diện tích\"], data['Giá'])\nplt.title(\"Diện tích và giá nhà\")\nplt.xlabel(\"Diện tích\")\nplt.ylabel(\"Giá\")","metadata":{"trusted":true},"execution_count":6,"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"Text(0, 0.5, 'Giá')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"# Bài 2: \n## Xử lý ảnh","metadata":{}},{"cell_type":"code","source":"# load libararies\nimport cv2\nimport numpy as np\nfrom matplotlib import pyplot as plt\n# load image \nimg = cv2.imread('image.png',0)\nprint('Original Dimensions : ',img.shape)","metadata":{"trusted":true},"execution_count":7,"outputs":[{"name":"stdout","text":"Original Dimensions : (544, 640)\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## Cắt 1/4 góc trái trên của ảnh","metadata":{}},{"cell_type":"code","source":"width = int(img.shape[1] / 2)\nheight = int(img.shape[0] / 2)\ncropped = img[0:width, 0:height]\n\n# Visualization\nplt.subplot(121),plt.imshow(img)\nplt.title('Original Image'), plt.xticks([]), plt.yticks([])\nplt.subplot(122),plt.imshow(cropped)\nplt.title('Cropped Image'), plt.xticks([]), plt.yticks([])","metadata":{"trusted":true},"execution_count":8,"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"(Text(0.5, 1.0, 'Cropped Image'),\n ([], <a list of 0 Text xticklabel objects>),\n ([], <a list of 0 Text yticklabel objects>))"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 2 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAWAAAADUCAYAAACiTfmbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydd3gUVdfAf3dmtqSH3kLv0kloQQWBF8RCUwGl944UGzbs+qmAghQFBKQKqIACgkpRBKQKCAqEHjpJSN/dKff7Y5YQBEIRRd53f8+zz7M7d+bOndndM+eee4qQUhIgQIAAAf55lNs9gAABAgT4XyUggAMECBDgNhEQwAECBAhwmwgI4AABAgS4TQQEcIAAAQLcJgICOECAAAFuEwEBHCBAgJtCCNFVCLHudo/jTiYggAMEuM0IIZ4QQmwRQqQJIU4KIZYLIe6+3eP6KwghSgghpBBCu91j+TcTEMABAtxGhBDDgA+At4ACQDFgAtDyKvsHBNp/EQEBHCDAbUIIEQG8BgyQUn4ppUyXUupSyq+llE/793lFCLFQCDFLCJECdBVCuIQQHwghTvhfHwghXP79Gwoh4oUQzwshzgkhDgshOmQ753QhxCQhxHdCiFQhxFohRPFs7RX8bYlCiL1CiLbZ2vIIIZYIIVKEEJuA0jdwrdOFEBP82n2aEOJnIURB/9iThBB/CCFqZNv/OSHEAf8Y9wghWmdrU4UQo/zXd0gIMTC7ti2EiBBCTPXPJo4LId4QQqg38x393QQEcIAAt496gBv46hr7tQQWApHAbOAFoC5QHagG1AZezLZ/QSAvUAToAnwihCifrb0D8Lp/n1/9fSKECAG+A+YA+YHHgQlCiEr+48YDHqAQ0N3/uhHa+seZF/ACG4Bt/s8LgdHZ9j0A3ANEAK8Cs4QQhfxtvYDm/uuvCbT603lmAAZQBqgBNAV63uBY/xmklIFX4BV43YYXtiA8dY19XgF+/NO2A8AD2T43Aw773zfEFj4h2drnAy/5308H5mVrCwVMoCjQDvjpT+f6GBgJqIAOVMjW9haw7irjLgFIQMt23snZ2gcBv2f7XAU4n8N9+BVo6X+/CuiTra3JhXNhm3G8QFC29seB1bf7+77SK2BPChDg9pEA5BVCaFJKI4f9jv3pc2HgSLbPR/zbLpAkpUzPoT2rPyllmhAi0d9eHKgjhDifbV8NmAnk87/PPpbsY7geTmd7n3mFz6EXPgghOgPDsAU5/ra8/veF/zSO7O+LAw7gpBDiwjaFy+/hv4KAAA4Q4PaxAXtK3wp7Cn41/pyy8AS2oNnt/1zMv+0CuYQQIdmEcDHgt2ztRS+8EUKEArn9xx8D1kop//PnAfhtqIb/2D+y9XvL8dukJwONgQ1SSlMI8StwQaKeBKKyHVI02/tj2Bpw3ms81P4VBGzAAQLcJqSUycDLwHghRCshRLAQwiGEaC6EeDeHQ+cCLwoh8gkh8vr7mPWnfV4VQjiFEPcADwELsrU9IIS4WwjhxLYF/yKlPAZ8A5QTQnTyj8MhhKglhKgopTSBL4FX/OO8C9u+/HcQgv3QOQsghOgGVM7WPh94UghRRAgRCTx7oUFKeRJYCYwSQoQLIRQhRGkhRIO/aax/iYAADhDgNiKlHI091X4RW+AcAwYCi3I47A1gC7AT2IW9kPVGtvZTQBK2Vjsb6Cul/CNb+xxsu24iEI1ti0ZKmYq9YNXef+wp4P8Al/+4gdimgFPYNt1pN37F10ZKuQcYhT1DOI1tH/452y6TsYXsTmA7sAxbOzf97Z0BJ7AH+z4sxF44/Nch/EbqAAEC/BcghGgIzJJSRl2lfToQL6V88UrtdyJCiObAJCll8Wvu/C8joAEHCBDgjkIIESSEeEAIoQkhimBr89dy5ftXEhDAAQIEuNMQ2L7BSdgmiN+x7eB3HAETRIAAAQLcJgIacIAAAQLcJgJ+wAH+53EKl3QTcruHEeBfjpEvhGIFz3A0MzdanPfi9jJutBOCqNJnOXy6AIoBis8CCQVLJhIfb5GR5BVX6jMggAP8z+MmhDqi8e0eRoB/OZl312bZR2OpsmQw7tMahX/yEvTyCR7Kv5NFHRoyZMFCXhnZDXeSiTNZ52CrIDo3W8XYthuu2mfABBEgQIAAwOnBsYiYypdsW3Z8G3qTaI4/G4v7jBcTmRWPp3pNznuCSDaDQQGHMJDqRUW39II09qQVwpJXVH6BgAAOECDAHcKKE79yZnEFqFuVzFa1/3J/pwfH8vqhzXgesvuKjNPxFAgioWc9ym9xcOKpWO5a1xXXqXQyK2ci1u+gbVQ9yn7mxXRJyMmBQUr0SBdnY8/jMa9uaAiYIAIECPCvJrNVbY61NGlWGPL701AEAd7mtVB0CyFBqoIln35Em7Z90MMcWccKv4yUigAp7X39CmmBset5aWwt3GxCbxqD6rGwnAqKAcv2VaL0++sBsIAynexjZh/7mQ5F4feF22i0vi+S1KuOW5gS6lZF2fDDVfcJaMABAgT41zD16Do8D1/Ubr0P1kIqgtDITObHb8C6pwZG42j0JtGoPgvFlCheEy1NR5cWaoaO6rWyXorPfqkeE81j2u99FoohMRpH80X8RqhdBdVrIixpL54BUTMdiJjKJH5TDmpX4ejLscjYaqzKLMyKE79SZUNn3N9sIszpRRHWxQuQYLpssapmGLBxZ47XGxDAAQIEuG0M2L8PWb961ufcihMt3WT/+DrIetXQMkwcKQZpp0PZ4g21JZYExZC2hikBVYA/9aQUV7e3ZrVJEJZ9/HnLQOjWZccppkQYFinpboRpoej29uquE5T6og+554Wgli+DbHScCesa22MB9FDQeyWwcuEMxIYdJPSohwwPvuqYAgI4QIAA/yhxM7MqD9EiJAM9zEG+9ZGod5XDKw20NB+YoOimLWAVAULiFjpYIP5se7VA8dqZJy9ru8Wo/kW4s9UUjLyhxI+IRRgCke7BlAp59ngwvsxHs8L2QyXsuIGwrj6mgA04QIAA/xhn+sdSppNtW/U2r8VJYx2qxyTRGwyGeY2jr4yW4uFQm1xAzhrwrUTRBVJA1NvrSehRD3P/QfKo6Shrt5Nnrd8+bUpUj5njmAIacIAAAf5WVpz4Net95EEd6lbl5KKKqF6LDAmKz0RTrBx6uDqOpEzmfDOVdd3f44Fnh6Hnct+qYeeMAMWwiJtVgy2vT2TCkXU8X9K2XcfNrIEzRUcYEsupXEwjfwX+JwSwv0LslFu973X0JYUQZW5FXwEC3GlkF7yyfnWse2pwrooDoZuYpi2YrksAXWUK70jKZN7STzliqLR4ejjBp/Ucp/u3Gqkq5M+TwifJhelf/G4AjMbRlJwq0EM1EOBYuSXLPnwl7jgBLIToKoTYJYTIEEKcEkJM9GfFvypSyreklNdVFfVG9v0rCCHWCCH+nZVaAwT4C2S2vOjFIGOrMf58UdQ0ry0cb0A+Wk4VSxNITbnoO4ZtZtDSfH7hK3ju0e4EndVzFHR/F6qQJBkh6E1jSOpaD+2HrSRUcuNK8KD9sNUer/pfYoIQQgzHztD/NHa56rrYtbG+85dXudIxATt3gAD/AAP27wNsn1uzYU2aPtqFMzEhWFLJ8lK4bqRAO5+J62wGqz+dDOpF4So1wena4ejS4tkWXTHCXLdF+GbHmeRl01sTabEngfzj13O2ZhgAepPoHLXyO0YACyHCsXOADpJSfiul1KWUh4G22EK4o3+/V4QQC4UQs4QQKUBX/7ZZ2frqLIQ4IoRIEEK8JIQ4LIRoku34Wf73JfxmhC5CiKNCiHNCiBey9VNbCLFBCHFeCHFSCPHR1R4E17i2hkKIeCHEM0KIM/6+WvmTTu8TQiQKIZ6/3vMKIZoKIfYKIZKFEBOEEGuza9tCiO5CiN+FEElCiBX+IogBAvwlxpcth9WgBifv9ruEKQJFvznBKN0m5p59WDt+p2GvXnY0RDYUw+7XCr7hv9vfgtBNkq1MBkQe41zvekQc1m3hK8nx4XPHCGAgFnBjFwbMQkqZBiwHsldybYldByoSuyZWFv5ighOw62AVwtaki1zj3HcD5bGrtL4shKjo324CQ7HLZdfzt/e/weu6QEHs6yuCnVx6MvZDJRq4x3/eUtc6r79I40JgBJAH2It97/C3twKeB9pglxr/CbvIY4AAf4kRB3aiJWUi9GzmAuXGvRKEaZFns4ZathRG42iEcQUhLkDNaXXrH0YKwe8+Z5b7meO8nS3tWpr5nSSA8wLnrlJq+qS//QIbpJSLpJSWlDLzT/s+CnwtpVwnpfRhC7trPaZflVJmSil3ADuAagBSyq1Syo1SSsOvjX8M3Gz1VR14U0qpA/P81/OhlDJVSrkbuwR51es47wPAbinll/57NRa7iOIF+gBvSyl/97e/BVQPaMEBbpQDo+oCsG9ibahblcN6XoRxc94Mfyb0uIG5/+AN2YxvJ0aEi5Glojn+XCy593rw5XJlaek5XcKdJIDPAXmvYtMt5G+/wLEc+imcvV1KmQEkXOPc2QVYBnZlWIQQ5YQQ3/gXA1OwhVneK3VwHST4S38DXHhonM7Wnnmd5/3z9UkgPls/xYEP/eaL89iVcQXXngUECADAqSH2hEpLU6B2FXCbKB4Dh7g5P97LEALFrzkqppWVzyE7OSQYu2nsBb8b69iOE7Ew3SqH5lVlYOfFePI4caTqWX3+t7ihbQC82FPnLIQQIUBzIHvGi5weOieBrIqxQogg7Kn6zTAR+AMoK6UMx57a/xPzopzO++frE9k/YwvnPlLKyGyvICnl+n9g3AH+Cyj4wXrUcqWRFdLskF7lFqmp4nLTxdWCGFQvdmrIW+h25kjxoWYYNyzcVSSmS2AkBPHBgpaomRdnAY4UHxFFr56w544RwFLKZOxFuHFCiPuFEA4hRAlgAbaGN/M6u1oIPCyEiPUvXL3KzQvNMCAFSBNCVAD63WQ/t/K8S4Eq/kU8DRiAbV++wCRghBCiEoAQIkII8dg/NO4AdzAJPeoB4GsWgxURjC/daQvNG5BYF7RZRZGYToUQRSAdCsWCk0BVULLyNUj//hfSmQl0qYECWprO7Ffe56DhJO7xEFvL/CuogiP3u6g7eRt5/u8oweeuX5NXhUQRFkFLNlN2wC+EHb6YL1jxmgyes4Bg4bvq8XeMAAaQUr6Lre29jy2AfsHW6BpLKb05HZutj93AIGw760kgFTiDrV3fKE8BT/j7mAx8fhN93AxXPa+U8hzwGPAutmnlLmAL/uuTUn6F7co3z2+++A17BhEgwFU59HY98n+xh6iNobYQta7P1issiYnty2u6VCwH6BFuxlWdh2v5ZjoVrY+ydjv7a3kx9+wjQgnCl9udZQowgjSMIAVHpIdqzjQsTUEYFlGqA12qPNpwI+Jmzc4CIhUNpGRTh1FkmE6OpUZy/F4V06VcV1izbvlFqJQcfqMeSjbZLaSkjiuBTHl1T407zkdWSjkVmJpD+yvX2ialnA5MBxBChAIj8dtJs+/rX+ASfzq2Ybb3PwIV/nS6l7O1X/Ub/FM/a8hmJvAvjv35vHffwHm/Bcr5r0/xX1t8tvaZXP+MIcD/OAffqcebbeYwfdb9JPkSr+8g4Q+kcAgOe/Iit/yGBhRZBSKmMkuTq5HQqy79hn3FhDGtKd4xDk/fXOhyK5ZD4Fq6GQCpguqVmLpK+6KxaNjBDa2jLgZ7XNh2MzwSVRfYTfuisYAklIOEchAAtWRxahVN5mRkaSyHfT0+qVziEqcISb/I/Wz8uRnJyWcRuy8uAZlujU4P9yJY+b+rnv+O0oBvFUKIh4UQwX778fvALuDw7R3VrUMI0UwIESmEcHHRPrzxNg8rwL+M7FnJctpe+GeTZ9e0BZ+eY3+m9Gu6wRbphZxoq7ZSYOx6Mk0HolYVjEbRAMgtv/HFT3UIOWnyQEgcufZ7CdZ0pFMjzfISFJ+W1adr6Wac326mTKftf/Fqr43VoAbmfTU5OTyWhF71MApEUMidjCPZS7HX1qOu2UZFZzCqR8F0SYRpcfJMJC7hIKl+Is2K/I5U/Z35tWc90s3Jg1dfYrrjNOBbREtsDVBgT8/b+70F/luoB8wBnMAeoNUV3PEC/I9yZkAs+cevv6JQ+yJ+I49kW7LN8sO9jn9HHi0N6XLwY6tR9Bh8N0ld65FQVXL0SDrFNu9CA872q0eBDcko+TwI04EqBMKQhDs8JBgWihBIh8q+SbUpO9OHHqohFcGxDga/NPiIx3o+iVQFSWUd/Pz0aFq374sRol0z0k7xWbZWrtnBIWaQrXt+NelDv/YLylr7fhRaffG4nTXBd38QKX3qkW9LCs0KQyk2sH96NKZbw3nIneX7WzvkAMuc96J6LIRugsM+x39NKPKtQkrZ07/6HyGlbCyl3Hu7x3QrkVK+IqXMI6UMk1LWkVL+crvHFODfQ96dmfTed5DkjnVJWV46SzNVqlbAJRy29tc4muFxu9HS/QluriZDLAtHkI5UBa+92g25eRdRWijn+tQj1/QNFP/WYEbMp1C3KmbDmuihAikEDoeJ6rNItSTCksRnRCJ0A0tKpCIQXgXFY1e3UHQLK83Bb74wu6qFIdE8El1aKD67H9Vr5vgS0j6P6rMQUqJlmGgZJooQiJjKWVU2fM1iONu3Hp6HaiOiK3F0QRWc570IC+TW3cyP38C+SbVxHXShrtlGqc8ver82cJ8n75Yk5s4Yyz1TNvvNMAoiJeOq38X/pAAOEOB/idODbA3vfKd6DI37ndO1g/ikXCn0YEF48wM4kjwYjaIxw9xs91n8OPJDnAmZvLyvJd5cLtunVZMI3cBjOi5xetAj3ZRotxO5dTfnmnoAaFa4OpH7fZgNa5JS3MFBX37UpAyEKfFFSlBA11UUn8VGT3GQkjyudIRuoAhhJ1f/s/OvKinjSEFN86F6TXLt8+IQCmdf9F3MtSBv4OXfP9UywbSrYyiGRNElmgdbUJsS01AQuklmPoF1d3U2eCJZ0XwMxV5bz4oTv2Lu2cepIbGkP1qHNm378OHXU+n0SF+Wvt0QdfU2e/YQfPUUmTdkgnAKl3QTciOH3DEY+UPQzqRTtmo6e87kp0L+0xw4mM9f9kQiNQVHlA/9D3uZs0iVdI4fygvCTswsUjKQEcGI5AxkeLD91NaUSxUHSyI1gS9U2D9oQ6DooJ1Jvy3X/G/DQzo+6f33xJfe4ZgNa6Ku2UaePV6iNoaidjrNmDIVCXvM/g3n3pPJqaGxvNr/Mya1b4kR5uLlx7qRERXMt998xCMPdOb8/yXSq9QaZj3yH7qsXMuLXzxBZCFwncmkRNGzaD8cyTpXmU7biN3hY/byBggDSs9JYOjHi/msRWOmfjed+0c9gy+PQWKVcFbUf48Bo/rwWZcHGTZrHmNbtGTqmk9p0XcYi775gPaP9aXOp7+yoX8tpKJSdpqPMTXv5fPFU2j1e3u0N3LTpm0fVs+fRJOnu5DnJQdGpOuWR85l+Tj7yxiVciRy/+JhhDylctJYx4oTv9KssP2QC1m4g14DhuLetInwTfZh2qqtEHp1PfeGBLCbEOqIxjd9Mf8krx7cyshS0aw48SuNuvZE8VlMnjGWHr2GZO2j+CykIjj0iEaphTqLZk7g3m39KbYlD3lfW0/4/bVwn0pHZPrwFolAW7UVpXpFzBAnI2dN49WO3fDmdnHsMYNS08iapqmrt9nlVQqGoZgXl0yVTANP/iDi2+lYukq57ls4PSiWrn2XsbzbPbBp11Wvx/tALVzLNv9dt+tfwS/y6tVjA9wYB0bVpfTwjZTYFMT+FwUnexTB3L+XfZNrUa7XLwyP282ojlUp9GMyCb1DOdo8gsI/e9AjXATHZ7Ddp7Hv6SDKvqgy7vX7CIoK47mV7Sn2o8Fz4z7j2XE9KPif3YBdSLNHMXsRa/XzGqF9EplZdTpt5DCm9WlJuVl7uPuLp1g7/F36NOjAm6vm07PPUOKH65QepTOq2xPEzt1E/TWD+XHCaFr/3hGnImgdvo2Nek1UbI+C3wZUhoU/s6jiPNql9cRyaYxOiGFltek0fb0rke85//aKGKpfwhdel0bYEC3L/ltgnB3H5P5mE1aDGihrt7PixK9s8ur8p8rV+/uvM0FMPbqOYy/FkmCFIGpU4j9tu2ZVOt3ly59VJfXCNiElarqS9eRMz3Sh6DDhyDqc327GUyAYNJWwkfGY99XECnJgOVWKa3Ytq5Dh8ZSaBgXfOsjxe9w8On6FbUsqEEqJt/aieE2EbqFmGAgJQacyiPzJDbrg6MuxOFPtfKJCt3CsKYRSrSInh8dC3aqU3exCbxLNuT71cCV6OTUkNsteF/bTzUY8B/hfoOh3JrJ+ddrm2YRj5Ra0CckAqMEGyR3rMvKlHjwy7XuOPhDBgk5NGPzEYk7c7UZYEiPUyettOzOt/jT2D3GS6zmN9EHnKbbM4sjDgnf7d6LghxcDJ7d4C5LyeF2e+/Qz3KczyfNuEB13dMORLjjWxMX+pyrSKHYXvf/TlY/WzOaFxu14e8IkomZojPpiCmqmzvoBtXii6mZ6N+nCJ+Vn4xmZwuAhg3h13nRiPtqG6jUxgh20fbQPI0/fw9xFk1G8Bhv6xTAqoQ4rq00n8an0v70mnImgQpVjmG6Nts26MP3oOs72q8fko+sAOPh/9bIW895LLM3Lj3XDl0Oc7X+NAB5xYCcTjqyj/6FHUXwXn1QXcCRlUsJxnT6MF6hbFeeKLex9LpiM5wthORTORIdiORWOGMG4EjzEbSwOAooEnQcBD4XuRdUt1HSd+LppDJi5EMVnInQT5Xw6cstvpJTmsjt/PT8cLVOiZhr4vitOudAzTPV/6QECwMVE6Lbngp2f4N3StvpVwJ2K0SiakhMlGY8mo/okn77ZgofbrOfo/eEs6tKIfu2XcqK+Gy3NhxHq5K22HZlWfxrzlk0jzwgVz8AkCq9ROB1zMbDgbL96TGrfkjMPeHm7RxcGzVuI6jHI+56bB9utx5kiONrEzaFny9P8y80MaNqV91fN4bWmjzJywqf0fnoIby74FNVj8MugGDp8vYYhTbvwUfm5TBk7hpGlolm4oj4NJ25AzTQwgh3sGVyZkacbMGvRJyheg039a9KuXT9WVJ9GwvAM+790ixRhKe2MZvl26pT78A+efLAHp+YX5+yQTLwFQ+la7G4K/JzEfWsHAWAV9nCmfyxWgxpM3NrA9obIgTtWAJ8aEouoVQW1UnkGx/3B/MTal1yMW+gIf7ROSnEX5ytFMKzrjWWKlKqCUrUCIb8GIX7+FcVnkX9rGlq6cYmAl4rAsBSEBWGK7QioeA3EqiK89m4X4puEM3nJJ7RY/AvVt8OODh+ihegICZYDQlUP1q97qJXryHUlri4SkkxeRxrbvPmZfexnvorfRNDaAgCcHhx7jaMD/LfiSDUxGtszJMf3W3Ek28GdVoMa1A0/wIl+PtRMnfwfBHG+QxpapmRnpwo0b72Ro03D+KbbvfR+fBntZ628RAg/PPBJ5iz9lNxPq4TO30jUW+uZenQdjXalk5lfkFglnLIf6hzsBmN6PkH3OV+jegy2D6hG43abcKYK4hu5WP5YHe77YjvDH+jKW9/N491mLTl5Lwx+ZhDPz5+FmqnzWZcHeWTROp5r1hG3fyHuq/ajWVs1CPFGAmqmgeVQ+GPwXbxyqhGf+YWwdCg80a4/39b4lNNDPWgp3usSwrq8svIjFYEZ4iTvomByjT+Jlm6y+8Uq3DVjH/k3pyJ/zJVV8cJbMJTQrUEceTWWcu9l8tSTn6Om6ziDcvabhjtYABdelYgR4rhqSOTbpatmCTPTDeEHr+4KkiOKQtTXp+2sT1w5v+nn08fy24DKFPrZyyMdB2Rtz+tO53xDD0XeWU/39gP4skcTznjD+NETxo57P6Ho6+uRCqSZbpTqd7E5qXhWDPwVkZBaMoizsedJNd2M7d2eDkXr0zqqNslvFaXZbynk3enJcqmBgED+b8d3fy3O9amH3jQGYUmk4GIpnC2/oTeNQQrB/G5N6V5xPdO++hgtzUfBsS7Otcvg0QVr+L1zWZq03kx8kzC+7XI3E955hDYzV+E478EIdeJIMXnw6WGYuy96a36TVp61bavTvs0aUkpBm5mrKDfOx4Eugk96P0LX2UvZ38PBnkGVuOexbThSBUOWfMXqttHEztvJ8w905OWVCwnfr3KqvmDEs30YNu9z9vfTmN+tKc2/3EzfJl149eBW2sweZp+0cTxxj7sxglSkQ2HfkIq8cKIpn3z1McnPpCEdCh3b9eerGpMZ++UnOQthafvnthj3DAeeu3QpTPNITtyjYTkV3Od0jr1fDu3l06hei23P12Tal5NQsslWLVUn//ZMHm350zU13j9zxwlg876aKNXvuq68oxcM8teTK+RqCT2kEJj7DiA1BUsTPDx5DZbj4m0rOWIDAL4I52WlRwypMKGOvxCHv2nvmEq8su9hjhgGS45vxpki+WxzvWuOzwh2kFIawg5n4vuuOLpUQdqrz+Z9NQEo4EjGdCkIy3apMRvWJO8uD8kd6l77BgS4I3F+u5nI/T4Un4XpUnB8vxVv81pQtyp605istQ491MHyIQ35LLkGB4erCMOixP9ZvLuzKUnVcrFpTDS9OizDdGvk+iOdZDOIuCcislI0hs3bSGK3enbu39pVmBdfi4wSkcxc2YCo1V5GLWxJYqUwyk300eyjtUwa+igj6y9B8ZnsH1oBo3Yqwyf14mC7vKwdVI/QyYl0nj+Q8UM+ovz4Mzz55jze6d+FCfVnIwyLJX3uo+isEzy+sh8LOoxBCQnhTP9Yyg7+hYwCGqZLxXSpHH2yNLqEWZWno6brIATvnrZrMxx7nhzLAQlTEvX9ebbd/QmOxAwQ9v7hcWns7DoWR0IGiikJOZbO2NLz0VK9OJN9PDZ0OAXGrSfsp7xMPbqO+EYhSCFQhXXD2dnuGAFcfTsYjaLRUi/PLOTAxJQCt4DK4SdQLqRsV+3QyA0vjaXzjKX20zD76wISHCNOk2pdnutd8RlQ19amv5g2jsUDL/UCOfROPVQE58s6Uddsu2w645EO1Erls6JhDLcg6MNIlqRW4/49j5Kr91F23f8R6SVCUa6U+BQwggXHek5/7VIAACAASURBVOtE7LfHetl+ElSvxWk9AmFK2wtjzTb7nNJ+olsNamA1qIGsXx3vg7WufqMD3FHEf1EJ1WtiORWcK7aQ/mgdFFNihDhQvRe1McWQCAmretSlc6VfONRPkFoqlCJTnXz5zvucvtdkeaVIvps/HTbu5PvKYZR6ZoNtyli5BYDVr49h1QOj2dfHRdBTbs72zCBqtUH8fS7UiqkkVYLz5UP5vnssDd5ez+xeD9Jm5ipUr0nUhyo1HvkNZwrENwwi6YViVKh3iDcfas/wbxcz/aEmdB67hDee7UqvOUtQPQYHh1egSY3dPPdAZ4bu2ITh94BV253BsXILUrEVk/7t+vNK/EO8ueBTFK/BoaHlGfh4f2bX/JSj/c0c11f0SDePPdSdGUun4kiy/ZiNUCetmndi3rJpHL/XjRHmZNBjfek6ZxmWphDyhR3XlHrPOSYkxNq+zTdpc74jBLCMrcaxjFxZN8jeKJGqwPx9P3u8RThcO5Ouxe5maw2FQqPWU3GrhvAYGEEqtTd35u1p7dBDtayX4rMjbBSfhZHfR5MCv1NIC6VEu53sHjQBl/+Gmrv3ZvkCP9p1EL0//uKy8Z21JHl32ZG+CXe5sdSLt9VCwZcvhLguDiy3ijPNQsswmf5HXc6sLsKQot/Rpl1fhr03h4yRhSk95SCFfk67pP9ce3VKvW9djDO/CoqwsjRfvWkMptsu/R3yxS9If8gnlsSRZqCEhd3clxHgtqM3jQFshaRKwZMcH6ZzpLPJud71cCUZKLodRHAllyw90sVPVd2U7rAdR7pFfHcf9857mrKf6Rx5NZZS33VHxlZj38e12D+2ziXHPtxjIH3aD+DZesv56OspFHtdcqZ7Jrn3SEo+nUqpZzZkCeENfWM4+IiLhT2b8uD0H1F8JqeGl+SuNn/gSIP4BkFkvlyIMp8dYlSLRxmwbCnzW9zDqXqCMc8/TtfZS1E9BoefKkfsvJ180KI1L/Scy5H5Vfi2ij2rdHy/FamAHu7k3DPFef3owzz3+Zwsm/AzHXozudZnHOln5rgwp0e66dyiN298NZ0D7W1zhJ47mPYPdkcPlZys68YMcTClb2uUdb9iNqxJcse6HJhdgzTTZQeN3KTzxb9SAPfed5AzA2KpvFWxV3QtiSEvDvWC4D1fxomIqUx191FKb3Yz4cg6XGsLcvzZWBqF7wFNwZGqoy2PpMiqVBxpRtbLcipZL+W8PT3zSp2jC6oQM7IfYYqK+PlXACyHwr2TfkGqgqnlSqLol5s/pLArweba60NbtRXLddGudK6qm6jlCurqbWiZFmqaj2KP7SLqrfWMKluZjlO/4YMnHyd6zDb2DrsL032pTcq1fItdmvsGUHwWWroJElKeqIs3twM9zEFcRzemS0WWL561YBPgzkLxWfjur4WwJEnDowhZEk6ZjtvJszvz0kgvP5YmMF0K2g9bcSZcTAniWraZX+pPosSSTLy5nDjSIHSHG4TAlcuDlqFcMltyrtiCGaTxVddGdB84jI8Wf0LUaJWweRvxReUGQM+vk1pckFYsiNLzMznaNJhvejSg0dSN7O/kIvHpooQ0OY2WAcfvCWJ/19IUnXaU8S1b0nvpCsIOKZyurTDh2cdoP3MFitfgx751qDV3N5+1/g/PVV1B6+6DmO73APLm0tDSDYwQjfQXC/Pu0fvpP/dLjg/SsZwqb3TswtiYzznUR9qz56sIYSPCxQuPdSfPZpWDrW0vDz1XECWWeTFCJKdruUms4LLvp1Mhz+qjFC+Q8JergPxrBHCJTUGolcoDMOKLDowc8hk7hlfntcmTEbpJWu88HHokHKGbyK278T5Yi89GjKb9rJU8Oa4vO96txoA2fagReYy8O3UmtG+NL3cQVT/cSb4tKdSdvA3tvPeKIYmKLlAMiS5NLEuQmVdwzjT5It5OICbW7+Cnqm7e+XgiMrZajoZ2YdkaKJt28X7RJVnbTafAaBSNHqpihjpJWloW33fFGRG3g0+Ht+azSWP4tQaYQeolPxLLoeS4MCekvKYLm+aRuBN8OFJ1yszykJFfQ275zX6QNayJ1eDKWbEC/LvYNyWGsJ/yYoSottlBE7BxJyml4fVDmzn1tBfFd4XfpiJwrtjC6cGxyK128ERGmzoYjaIZdrwZcd00tAyT/Fu9RD18GG9uJ6ErQjEKe9EyTHzNYrK60lZt5eyLPoKPpHDMCOdosxA7e5pie1vk2uSgwGYfIb2Pkx4VRNHvMtjXzcU3IxvRq/5ahCUJfSccX6Tk5U5zOdIyNwefroD3w0yend+JEU/Opuy0c1R+YSfTnmrFvp5uhGGxfmBtnBOTee2H1nT48Bta7urGmQGxhC74BfHzrzhWbsEMUjGezwfA61WXoPltwhOO38dbMV+xf4gjR5uwHuEi745UBjf5FtVj2P9DCaXnJhLTZhf5JtrrPUllnJgFc6HddCLibF/NX+7hL5LZsjZ6k2gO186kyKfxKNXvosysRCZ2aE23jxczsntPnl8wGyvYSYkXN7B8+VziZtbg6Q9nMqRjPyo4T1Kz/S7SCquklgrllx41qPXmFtKLhTJj+of8+kwNyn28j1+6Vydm2s5rCispId9OnYEP9qRll4seDVaDGoxs1fm6rkmYEqVqBSwgwQhF9UrCDqajZhogJcpP20nNcHNuZRFe69cd1WPRuc9QzIY1cazcQmpR+0kbpPoIPppC3CxbQJougRmkoQmLzdVV1DXbUNZuR1m7HXXNNpZXiiSxosteOMkhA1NovA9Zr5r9o/Unnjbvq0n09ltTUDHArWfy0XU4w3wcmlWW9AIaZ6u7cXy/lfgRsRRZ4+OFzr0pEJbGgZ4qwrQfypYmsJwK50s7ACgw1g6eMBpH4zxvr3ecGFKS+hXjONhBoJgWxgv5OFVHJfSEQdQXGgfaaaQVcWA1qEHsDh/7Pq5FvhZ7ySgeTvefu+LLbVKm03YUr0lcZ5WIQzpnajrJnFgYX4jAm9dJmVkG8c0s1vStS4ExhxG6RdHvvbw98XFUHU7UD0J5PQ8hVRKZ9mhz2n+1mkPdSnC+ZypFlwqaT/sJxWuQ/nJh7qp0lIWPNaR7yfXQNJGM1hfNJI6VW/AUcDG2V3smHG1Ip1nL7DwOLxRk6rF7eK3WEg70EFeVAcK0g1CW9WpA3AAVNV1HSIkvXwjTiv2UtV/uP7zXrHZ8vdx2AexMtv369KYxHH2yNAee07DcGimlQ5jZ8QHaTvyW17p359sls+i97yCl5/Xl2ZgVDPypAz2mLualzj3YsLIyFdv+QXohldSSIezqXYkqz++gR7G70X7Yyu/DK1N0wmG29KzGpM/GXfoFSNjxxIcAOIRK1BQH7uEn8BQJRfthK75mMZwaGmuvsF4HQkpemTGV1HIRtP2tK/m0FO7pvRn87muhC37Burs6qmohFVC9Jmdqupg6aQzdPl5Mo13pWBpMnj+BHQOrYu7eS5mO2/HmcZF8l4G2aiulw8/RYk8CZsOaGI2jMRpHY95Xkw5/xBNxyMDx/VaMIFtAW04FxXf5j0XRTVtTx2/ScanM+zGW1nvO/sVvNMDfwRN7OrOoziSGDZvPuBc/ouCY9ZwcFsvcPqNJi3JiBqmIl3JTMuosB3ooWJptXnMmeQk/bAvbC78VxbDsWm6WxHRrnBlenOhyh4nroCEdCkV/8JJQxYFiSIouh6RKksQKbjb0jKZcmZOc6R+LM8lH8Tkqpef7aL3nLINnzaf8hEzi73NQYKuP0zEKLz0/A6kIPPmclJmpE39fCPEvleX0Mz4U3SLfrx4y80kUny2Ec48O4fhrgrntm9Jy/k8UfkVwrKXF14Ma02jqRhSviXdkQUpPO8TitvfQqfQmkjql4X2wFjK2GgDHmkvUNdtwtjjH0nNV6TxzmT1bGJmXGd0f5oVayzjQXdgC9Co6iuVUKfdeJpUn7kZL9iJVQY03+mM1qMGZxRVA5Jxi8ka4rQL40LyqOJIyUf2hwaZbo8SHArl1N+FzNyI37+KLivlRPQYNe/Qi3XLiKpbGxI9a0St6HSNWP0aLj1dTs/Ef7PiuAlFtDpFeUCWtRAgH+5VBvasc+ybWJr5hEAdeqED4Byfp23kQr0+bcokQbtGxLwc6KjzYoQ/zp43F91ZBnh0/E89DtXElerleM4+QkoM94cX+fQjbn0L4GyGML1uOlV/Vho07sVwqqe3qXhZskX+rl74dBjJlcGu+faoB4Yd99Cp2N2L9Do6+HGv/4M/r5NmqIutVY29yfk76Iu1z+jM5ISHRDEX12ILVmaqjN40hoX867m82XXXMqtcCabszaQUyOKlH2m5MAf4VrDjxK0dejeXk2QgeXDyMKUfvpuNXA9g3uRbOVMl5y80LL80gvaDDTs04MjcPVPqNc4MycC3bzLlqoSimRG8SnfVb+fPinOVSSXmmCJXKxRP3uAM1XafAZg8n62pIVVBmbhqJ0QYn7g1DvpyX1PqZHOitoKXZaSi/7NGE957sRPe531B6YSqnY5xErdaZ+GhLpo4ZDRLSirqJWp3OkQcdRE4NY39Xh+0Kt9RLWmkDYcHxe90UflXhj76hLOrQkP/M2kj58ZkklXOy9MX7bO3ZkOx7sgJRU4/x3RO1eaLMFs52z2DkrGmY99WkSgW7ILiVkUFC/SQ8loOus76xr1sRfN7zfobX+o64bqrfbe0qN15RCNW8iEwfjvMecsX5cJxIpmaBeNu0cYu4LQI47Ke8mA1rEhHq4firZKnz6ppt+HI7s/wYD8yuQUKPephBGq7lm5ldIYqltSaR97dMFk5oRJmyJ/l45oNs3FYOUTmFg9+VJE/LeNILqHjyB2FEBlHxo2TCap/F8f1WEl4uwaApn/NSt54MmLLgEiFcaq7k2H9ctO80iOJv7GNMmYq4h564oevK99ZhCi1y4kz0YES6Eet3AGAGSahbFcV7uSSXQnCkp4k3j9NeFHQo6OG2u4PVoAaR+y0U086+L2/g25JC4EjxUeA9F2r5Mihrt+PJd+XaVMKy3dTCfwhBwc6Zmt3uF+D24H2wFo079SBqjYfiMxSKrTD5uuLnlB6+kVJzLSIO+Hjpyd64hc7QF+YxZN4CFK9B1dBjpB2MACDioK1tKkbOU2bLpeJ7Pj+lypyi+bSfUDMNiv7g5XgLg/5zv6TC+DQcDc8R3yiYkhMlhRc7iOvoRBgWlktFzbSYMLQt7WetpOjKFM5EO/mjTxhDHujOZx+MwnALio+Jo+zsNI6314laphDXxcHp2m5KLTDZOHA0SrVkms7cQPmP04l7IpyVnepR4ZO9qF5IuEtj3/i7OD5M51S9EI4MK0vBT47zU6ea1C1yhFe69GDElBl4n87HoXfqYTSKJm5MXd5Y04Jp5Ysz4/PxHPuPGz1UY3HPRvSvvZoGUzZdVQj78gSxsZoDI08IcutuHCu3YOQLQ1P+2qLbn/nHBfDsYz8zrvgiDrTXeL3CYvJOCOFgN1v46k1j0NJNtEzTtkumOsi1NxM10+D0oFhOLapIj15DqDR6F3l3ZaINDyPXXhMtVcHrcVD4Zw8PF9pJamwmj7y3EiPUgRHhJpc7E71JNKZb4b1nOtF+0nImPd6KzBHJqBn200yYkiKrfagegxN1U4naGHpD1zVi6gxej/oad6JOrjHH8YU7mHx0HUajaIa3WZzjsdIUfD5uNO+NHY8j3cDXO5FDc6th3aDnQ3YUn8nU+RPQwxz4CoUj61fHdc6H2LDDXmDg0hBMqQgSq1rUCD4MgDPJi6xf/abPH+Cv41q62b8Ia095Xcs206pTf4xG0UhNICyJ+3Qme72FcQgTBcsu91MxP2WGbWT04Q0c6pxzMEJ2zCAN3srH4hPVONjGdrotN87DC7+1IqVcOO6ZuenZzl6gCjrtRclUSC4dlBXA4Ez0sSqpAnGPh1L4xwyCTmhkFAun0YqhaF7J1mlVSagaRpnRPsaNHku5yR481TNQTItHouoSMT+M6dPuJ75ZBCWWeol7IpzvFtamdM+9FFt+niEvfU7UeyqplXxITRD/bBkOjHDw06oq8Mo5hu5qix7uxAiSxDd2UnKxj3L9NrFvQm26Frub4i9vsMP/nSrzD0djIdjXy33l++PfJNbvQNavTtzMGgjDwnELFt6y848KYKNxNI/1fJJOXQZT+nODt4d24bkJM0AK9k+PzoraAfuJXPYzL4dbBCF0k0JrE/HuyMWhNgq/Da9KwfcPYoQ6CdubRNeHVuFwGhzpbbG8UiRdq2zgw2UPkF7AQWLFYKzX8hHfU8eZrHO8oWD2kw+R8IoP5+jcJL7szRLCUrVXleNm1iBIvbFphlvo/GfxcBp9+DNJQ4swYdyHdOv6JG9O+YTPBza3I2RyMBt1bdufFzv0RF29jZBRERSa47IfCv3jbqTqNwCqx0AYFt06DcL57WYsp2LnLJbYQnXjTs7UCstavLOcCglDMigzz8v4suVQM2wB7X7rFKeGBkKZbxe++2uheswse6Pv/lp2tQgps/4rZrCDr3s1JNZ9glFlKl08tlkMQzr1JyjMw9GmV08Inp0LM1HHyEi0kmmcqenGCHdR8AMXns5JACx4symvzJ/BkYeCKLXIS0J1SUJFN4rPxHKpnBpWkpp19nO4RRBFV6ZyrKlK8cVwqrHBouffI6OA4GxMOM892p1xCyZR6HMnZd//HYCwQ+n06fE1riTJ2epuSn7jwayRyvknCxM/EmY81owJn08g9y8O4jpoYEqKTdIwQi2UF3KRmhBCwsAMSiw1KPlVKgc6qJgNa1JicTa54hCoa7YR8X4oa56MpXPt9cS1txcpL/gKW04l679qNaiBmuyhRKEEOzeMsG5pyst/XAOWql2SBAlahsmoMpV4vd4iSk8xOV3r0h+K5VQpsSSTEw0iQFEoNecM5SenE/zqCU6MKEPImycxQ11M3no3y+tMxB1kR8n92K8uwWXPU7LvXpxp9g+k5Adw5IEggoumEv7CMcJHh5FQyYmxPC+u984iVdtVx2xYkzKFz97UVOOHlqOY+UVjJi2YyJNdBzB3xlhe6NUbLdVnp7AcE0fwaXuMf16InbdgElPmjQfsP4Ij1eB0bTfJLxYl/b70a4deCzjmyW1rt5bEDHYghcBqUAPHyi04j/hLp/jd5PJvtrNj6U1jcKzcQr7/c2X5PSu6SdJID6emlaRsm32oZUre8L0IcHNc8LvVm8bY03tNoP2wFakKVI95mZ+vVAWmW+Plk82ytg3Yv4+MAg7UTJ3CYxz48hoX/1vXkB3CklhOlagPVTLzS87UcIMpyf1+CFa3swgJg18byBtt5nC4uZtSX3hIvycd99unUTN0LJfK+aejqFTnIGXH76P0gkyOtjMptkihb6NOfN/vXTIKCc7UCmdwm94kdU1j19v2Apovt5vFPRvR68kluJLs/23RsSqhY05R+G2VP4aEMvDBniRWM8m1TcP7UjKqx6DUlzpxbYMp+6lByskwzvTNpO/cRZT/OBPnyFM4UnU7P0rTGJLK2cI2oZIbdfU21g2rS4/6P9pj12yPIMd578V8GkIgXWqWy9nVolVvln9MAHsers350k67YJ0ls35YepNo4jwFaPXJDxTclMnxey8VwlJTKLApgwPPaUi3g4Sq4fiG5OGNTyeTNrIIB9uEUiLqHE1+HMTS6E8AmDjnIwq+6yTu0/I0e/5HFBMSK4ZQakEyUW/CzkNRPPvJZ+Td6eV8ZQNvg1O2x8P9tXAk2Y7qV3SwzuHJl265GBHfgoJ3H6d3h4EcauXk8a6DcSR7kQ6VppN+4tCz5Wk94TsSn0mn6Dt29rQLPNp1EPd//Axnl5TnUCsnyU+lUeS7ZB6csJpi4xTOvHxljfzCU/uu93axa6CdMMgMdly8f/4AkYdXbLcFbLZLEJYkoX86MrYad43bDbWr0GJPAlJTyFydD/fjp8gwnOiFIpH1quX4/Qa4NTiSdXzNYpDCjvTy5LG/ywvFA7JPly8khjLdCsf6lwAguWNdzpvBdHtuiR0G7DEoM8vAFyE5E+22oyGvQ4GTmkKJ5R68uSWZL6ageE1C3wlH63Ya1SuZ/lATRj0yg8MtgigxDs5NKEGTT9ejpXqxXCoZIwry28tVOTxYUuZjC2+/RJ5ZsZieDTuyvsf7WUI46hVJUkc78nPOJ2M4NtTiq+6N6T/iC9xJkqTyQaQOL0SL6WsoP9HLvmeDKLBeIam6SfoXBWk+9Ue0NB+lvvRwsFUQZWd6cWoGH/VuS9+5i7Cezs1d43ajekyEKSmwKYP94+qQWsK+j2er2ZGB3jxutB+24kj14c3rBkWl8lYlSx5cQMW6Zaku4R8SwEbjaJwpOrn2ee2MTaqwXaUaRaMYkp+erMtRbx6aj19L1KoM0p9NvuR4qSmU/ACOvqyQr/MREqqH88ojnRk3/SOKf+tlZKmvqVj0FE3W9+fgnOr03NeBKfPGM/qFiSyY05COQ5bjixCcqxGBdKhUeDuZPmu6MHbqRwjLToyuN4m+RMu80pNOpHtQ07yXbVeRjCpTiV2nCnE+Iwgh4e0H5qKl61gujf7TF7JywL08M2UmX3duQL5XnRwcLhjeYyGKblF6kkT7YStFfswk7ztuSi/wEPl/IZSbvI+lfRpS8YPd5HvDSa69XoR5qSasrN3O8lmT+X1IJYSUl0XRSUVQ4b3dLBh4P3l+zoXlVDHdKlJTKPx2HAXf0ig6+gC7h1RB8RoUdSRwql4oGVEWQc0Oob+U39aygjXO9b520qAAfw09woFzxRacK7bgbV6LsM832r9NebktVyp25jPXss3IrbvRm8YQEZfBIW9+9mcWQJcqiZXCsJwKxb7zkFpB51TdoOu2CVuqQtHvvRw/nJd9ve0F3JBn3Hz97iiSYvLxxptdWNnuPZRMg7AjGRzJzMvhFhEg7AoWzhQd41wQZ6sHE/mSi1cOtCCtUn6iVw8kz26LRc+/x+nYSIq8ay86x347lIW1PkF4TeZ0b06jET+TVEWSUDWURb0bU2fKNvJ+58Zsn0jF0QksfvE9lvVqwJFnBVqaj5LfeNjfxYlvfR7yv3GI4b88hunWaBS+B2FaqB4Ty6FQer4PK9hi//g6FBq9nka70nEt38y5PvWQm3fhWrYZUaMCZ303tg50RWTOYcp/uwA2G9a8zPVF9ZhZIcYX2Dq0Jke9uWkwYSPhzQ9c5uhsujWi3lOxnspF5T6/kVg1nGGtevLpZ2N5vVc3JpRaQEzRY5R9NY2lFRfQcntPRuxrw5x+o5mwpDkv9J+NJ4/Am8eFGRFEmxrbGNKlP1KVFHttPcp1OFbLICfWzj8wQxyXbI9QBCtO/ErmiUu/sMNDQfHoTOzUBmXtdt7p2xmkZNi8zxkTM5/ZPR9A6Cafz5vAkuObbfOMQ0H6Ayl2P1OVxGcz2Nu/AtJhZ7ByvHuOMuFn0aXt5zv72M8079iL40OMy4QvwLKZk/j9ucrw/Fn2J+XzJ+iRVJ2wizMDixI26iRHnyrDob7w1JfzeWl8Vz4d/AEDmqxEqVrh/9k77yipqq3b//YJVdU5EZscJahkJIqCAqIISs455yQmRPEaLig5ZwmKgAiCCF5FUZIgQQVEco4NnbvCCfv9cbqraQmC+r337nfvGuMMehRVJ+6z9tprzTkXyrYDTk5MQmjCf4ka/5Mma1bA/bnTdspsUAXFko76nylvfR8ylc+yzGzgwMwsj8aOPlUJUQ3CFD+dXthIaiEXtqZQcpmJESE53cRzTw0AhO1At0otDVCp5BnO9LMwoz10eqYnkT3OowYkrV8fxay1czjRMpTj/Uszrt1yzj/udoggukKJjwOkF5CceSYKzysRaEMuU/ATjcvP+mk7aiTp8XD+8XA2XzzAjsaT6PHKMGatnYPiNdk9oAq9G3xNyHWbG+VC2Nm/Gs1GbiHXKyoVPz5Gn3od+PDjmRSYoTNl3Ty0ZD8lPzSJqHeFxP75mPTIxxzvrjGtW2teWL6cR2ftypYRsEHxOezUHtFO6i3qRCD7Xt6u4CYyA7N7zAFLKZC6eteI+X/MARsNqwaB/jeb+u0+vHndt2WSHBzxMF+9WJdGB1NAylsiYcujMfzjlVhSEHnGjxSCxz4bwccfTKVb1yHEujKwjp7g4Y8HE+YOcPF0LsrqOgW/DjD5tXYoJpx51hFLtzIvXYSYnPywYlBi8siAcOSrcajYhGi/W/YLgaxVgWsVPChZD0dCh0K12eW7S87Ylrx5yiFjSF0lUvFxOpCbdSvmYkS6aFuoFs+0703Cwx4n5yQEwrRJGJzBugoLg/sAWFhiNePjt2BLwbyz22jXcSDClsRPvxVi9smyGTRt1RPFb7GuzErixujoST7yvnaSnytL8s84S/qAXGhpASZW/5j3mzxHvh2pDBs6kE19HsWIDXWER4rpWB4Fz1U/Rxf+F572P2GBRlUxInXM+lWCGh1KwL599CQcXYYsy3K+We+U5dHY07cSi0Y2x60YtB25mdSCjhMu9C8fZqzJ8U6q44zuJSesK6SNjqdpqYNcGGRgRnuw3sxD7j6n0TMkbcaO4oPnZ3K8bRgL2zfl/faLONfAHSQxFNnsw3gggzoL9uAaGU7okAsUWKVz9Vk/B7tPRw1Akyda061FP7ROV+nRYwhz181ByTD4um9txkxYSMgNm8uPhPJN/5r0Wb2eAx3KMObrNXSp1Ya1y2bS4Y2RzFw3Fy3ZT/jbkVRf8jOzn32ajfWncryrxrtdOrGtRzWazv0ms+uys4JAOO9vQp+aCBuMJxyiyr062buZqtrIvYdwn/6/3JZe1qqQA9GQZbYmMBpWxX3jzggDLcNi1dsNUbYdIPKNMMSYOzOzzCg3pRel0aFVP9YvmeUUzjJn9otXoim92MczLbo5ONrfnU6MlsGzM7ege0yKtz9ASiEdM1zl+8aTUHwmumKR+kZBBz1gOuLWSInUFfr1XkfbzweCJbE1pw+U9QcjEqMJSQAAIABJREFUWcWpXCs+k7HFq/BZuTjcQkP/ai/Kw2WQQvDNqPf4cOk0Xlu4EHNsIrknhxAmFFAEtltl6OIVPPneKJ7rOpAL3mh6dHDaoJx/PASpCGdTs7fnuwxEKoLlH82g1TPdEYaFZ2ICSUPiKbo7hIs1UlGuJtLx482MndIVKyoEf24PnoRADs3j6GMBHn9nO8q2Azz10MG7Xud/7d7N36QagcbVMBtUQQ3YqP5Mhpp1a8QLTr5fqgL1m30EGlfD17R6tsP4nVkeR99h+ahnCFX8tBj5FakFXSh+k1KLDcqWuMiZp0LQUvz3xOqy3SoHBzxIq1L7uTrMh5bqx/taftLbJeNOtnmraTs+fn4qxzqEM61tS2a2m8uMtXPQk3xIISg+XfL1qDpMWTcPMSySyGHniF+p07xWc74aOoGTr7u5US6csNfDkaMT6NpzKPPXzUFND/B++7b8c/wsQq5JLjwWytzmTzNi/SeMa9ya6dtW0KZGC67X89Nq3CjmfDYXLdXPrj5VaPvpN4xo2IktT07meDeNtks383mXuhzrEorUnNRA1r3LNcfReVDuoCKXZfdThLNtgah2l46c/M0O+MpgJ5dqu26vm6h/tfeeBIvDLjpLgbpzd6O8EoM65uodv2tGuDk/ysLAiUBjtsfeHbYlILVUJIv31KJd5GFalHaWHyW7/8aVqirtBw9HZjqfcfPnITWF3AecQlXKA1HYqkLLiKPsbjYRqSu89MynFB+98w+vKcukKnjpxM8MPn6EJgUqI2tWQLo0tGQ/rToNpH2nQYzr3h31LaeTX9tWfbF1lbQXUnh1cnfitybx4uwlnJlcGqTkeDud+O/8vDV/LssWT6HOxF00nvItAG/Nm8uM5TPo0rQXmDZyaiq+kXmY8clszvYsglKxHJ/v28yk8a2ZMnwmvjwhuJKMHM4XHFjbjj5VOf1WTX66Hp+Df/9f+3Mma1ZATzczSRJ3iHR/Z2aIFqzOu274UP0OweJODkPYEi3DYsWoJoQqAZqP2JJJ6TXJmFCAAt8ZyL2HnGDpHgI+y6Oxq08VupT8gWVr56KmBcg9OYTzDSXhcxJ49bmubHhuIkc7hTOhdVvavDmKmevmoif5sF0qiiHp3X8oMz+bhzU4inyjTjDr+4/o2rg74yp+RkazFD5ZPRfPiBDEC1fp1mEQH6yfR8obGYxr24WZ46bgSZB0WPMV7zd5jtc3r2DAE52Zvv1jwn/2cKOek9ZY+Nlckl/LYHnnp+j9+WYGPNUd9YbOx63rY0S5ISxb99vSFQKNHeSJVPj729r7DfzFQu74/3+bA5Y1KxB30H9Xxo2/STUUU6KlBSg94fBd92c0rIouLE4PA/lqHGcbuZGvJqAKm4Ct3XbAqNhcf7EIT9Xdj7QFvHUDxZdTZF0JMQk7m0HBjSpND3Zmf1cHO5k8IB+PNTzAhXoKVpiOYavO8QdLzjwdirAlEafS0bbspUOh2hw3PMxeNYuVZfOx/Nz2nPdCQBX3Bed4Nx0/4SEPL678iIBUOZfZKnXtqnnYLpVjnSL4cOk0AE600TjRTuV6eQ+2W6XV3M3o8+PIuyuFUy+rvDOgC+GrfuB4Z53iKy2Gz13OAV9huj/bm539qvLZa08was4ypl56giHNeoFtE5icgXwxlnVrF9Kv3QCkqvLksl1UfrMfcQt2kmG7cScGbnG+UhEgBEmlwoitfJXIFxzstdmgyn+REX/BxM6fsDXljrq9t/2NaSNrV8T3THXY/cs9BTPClriv+znhy82JjNwYUiWxXATCkqTF6xxfWonrozJuy9K8nRnhOhsHPcZHKeVI/ocPISVFNkjCtABmlJsuY0ew9/mJCEuSa38K12w3J9pEBcka7ms+NqSV57eRoaQOyMOL55pyvEMsi5s+SfwEjYc+G8ylx2LRR0Xw4uIltBw0jPUPLkEJWLzUoRdtBnzFhBltON41N6927EXXz7+m4Uej2DBkPGVfucrrby2gXb9hfPbQB6AIZnRryenncoEikbqac7WggCvRR1JxJ/VzL3Wgv9v+FgecvLEkVoh21+qqVISjO5D59xe/PHj3EwvY/GtQXQCOt/dQdH0GipCoSFyKectMpSIYned7lO/3c6yaHwyFY+fzgHQ6RISv3EXEOYvo6HTsEA3VZ5PwS56gtKQVonO2dzFy/wiF3jkGgC0VZlVbTiB3JnPMsJh9Zhsrz++kuO6jb5E6wWNnNekUQoIqyKU6q4BTr7tY/slsAHaMnszbHTvx9pCu+KTOJ+d3ccq0QAhKrPayPq0EALl3qeT/RiXXQS8vLlzCnMnN8Fz181s/BxeppznnU3yFzZWBPnanl2B1/0YY0R6sEI2+76xm5oXHuTSuBNg23vd8aC9H8cmaeTRt2ZOTz4dQc/F+lk1vxIvDPuTtU7sZsLP9rc5XFRR46xhpBT1crWtSJDIRf54wrMNHkcJZlv7X/pxlaTPcq9kup+gmth/As2E3xhNVUG+jS307szwavw4oR4hqEKoEaDryGy7V1rnxkGT8I58w76GlJLzou6c2X4opsVXB513qsv7BJQjDxghTsaQASxJxPkCjMSNYtWEhR7uG81rLrqxsO5kzjdzoiV6sUJ0N3R7lteobOPWKRnKHCH7o9D7Wb8c580woHWrtJPkhg8t1ohjfrj0PvHSI9q37s2LDAtSsnPDAZXgSBKefCWF+t+d4/bmV9H2yK6O3bmBi2zaUGPMrbXsM4fhAx+HKW2vTmTcV5N5DTtrnbmgFIagWd+ae0SO//+3dluR/2QEHGlcj2uNFS7u1VRA4L7HtUtC27M0uEoTqlFhyb4OnwDydUoN+4ORAgf1WHr5JK8uVYUVzfCffTA8tCtZgly83dt1KqOVKU6hIAs8++DO2W8OuV4mjs6sT9skPfF9pGZauED36LIU3Bei6djNAEN6V1c7ox4GV6TNlEEf88ZRaHEDxGpgRbtqMHYUhbU6bLtSypQBo06Yf6dLF7uYTCVkWg5bsZ3biwwDkn+Oi43N9eLFrH557vgf+ODdJxXU2DKhPqyZdGV60JrauYLtUVnV02h1FnvHz5XuTsTWFX3yFiDnqxxybSKkFBsKWDFy8EoBTLTTyzA5h+xAnJSBMB2rzz18bEhgeh+dKBh1X/Qt9XDRvrFhMi+d7IVVBvToH2dW5Arn3pTFzWGte7NSbkp32O8LdHhXbpWBEaBjhKocWlSfqSDKRh3WuvVaM0FcvYj1eGf2rvdguxem+8cR/hd3vxbJWDEbDqn+ozZDjd4rI8Q47CCLui5FleTSODi7DZ6OdMfb00z9QYsQu/vlWB8ZUbkSDgkdJfTnNccJ/sFvFklhhOj4pb3FKwpJEnAtQ/9Vh7Go+kaPdw3mxZXc2tZvABxvmB53wig5P8k2NWdT87GjmDwXF1qax/VpxHpjrI6Waj4RK4ZwdVJzj7T207NCfTzYsRk0PMLdzc8o9fwTV7yitNQo9y4UmeVCxMaLcbNlXjjNPaUhL3JmB6raQmiSpU01yz97JqR7ylq4Z1/1hKMnp2G6NlRvr3DJhmvcjznKne/mXdxCwMcflxT3hGlq6kblkddAOZqiK9vVeLPfdD3O+v3HbbsPgzLiBRlUp0f4AVd/fy47B1bnxqs+hDwtwXUnl6kAvK8/vZGbb51iyfBrGNC+KkPySGI+wbBS/RYWyZ5h5ZhvPduqL7Vbw1ruC9eJ1FnRuBsBTi77nXKPo4HGlJnhz4GLmzWrK8CUr+K17FEakzthXFwW/Y0U5uZ2OCz9HFxadmvYi7LyXCw2iqRRyGk2z8LxyiY8+nYtUBEs/mc3ZJpBvh4PuCOR2+PZnG7rR0gK8vGo5/1g4jymLZ2AhSSztYsPA+hR65xj6WOfcTg5QmNyvHXV/9lF8tRHM39maQNl2ALH9APmb/4rcewj7wGEW9WnG60sWMrZtV+wQjXODLQ5PfRDbreHP7UFPNoI5+yy2lbAka2dO5uNpE6nd+0e8BcPJN3kHSUNT8b2e37n4Gg+jJ/md9t0elWt9azLg2NH7HT7/MeZvUg0zTCPQqOptC9R3MqkKXDccMkCgcbUgrPPPRGNZojlfvVSXh8LOA9Bq1JdYiYkcGFKR+vmP4n01BS018JfkFrOccOdne7P32Ukc6xDBgOf70GTcSD7csMBxwuEufBISjJugm1LiymSglp7kp0D7UxiRLkqsDlDqvV9pWb8dKzYs4NxIm2uvFSPsgsRyKaiInNGremeyiVQE0q+guS0QcO1JB9cfGubnzFMeLJcSLGaPK7KOWd99SMnJRyjxcRL884azDwEJFSM5dTh/EE11s1lS3L27+U32lxywr2n14EDIGBtPxj/SkEo2+0pPN7Eeq4wSsIN9rH5vUhEUiE2+q9KX6rcx61chVAnwysIPmF1+GfNWz+JCfwNfgUgMQ6VFpwHM/XQOHbsOQb6ZG1sKlDfjkKqC7Vbxjs6LLkBNN1B9zgvgbng6iJ3dMKB+8Hj/LLCJpFHpTOnTDoAJvTtSbJ2BsGFa25YAjCmWLdm4tFdTMmz3TRcF73dshxHQ8L2Vn7Yt+oCEzs/3pfjqnLm2QKOqFP7SjxHp5vW+PXmtQ3fyqjbJtkWePamUm/ALF4YXBwmnB0GRBc5SdNO4eo6eq1shqYQb/au9HJ1VHetxRyP4+MQaTnX9231UcAUww12cbuIh18ehlBl8CH8ux/miCmzdwUNmpYiEJUmXNo2mvMDRPqXRkw1Ojq9JrqZHUb/dx8musGDlTNj9C9qWvRR6+Sih12ymd219D6PmP9PcGx2cd9Y9vleTqsA+4NRLXJv2/GUd2izRnKPefACMij0BOJ1Y9gyuwtryS/G9nXbPOeE7HseSGLEeGo4dwc5W74OikOvHFAwkxzpFBb+nkgXnvNVhacJy9EuE4LI3AjMunJqzR7Ci6nzH79zHHCQFIASK36Lmg8fRfw3FlTcDl8fg+OQaKN9GY7kk5xtkNzO9YYWyxxePJiywJIatomKj+i3mvDqF0kvSMe1bcb75tGSkem+u9S854KyZXP12H1IRuN6J4VRrJXgBWUukmzGLvzdhS8Q/cv3hkkzYkh0VXLzVpTMvt+lBhyEjKNzqF4QNRSYKrg7x0q3bEIq/c4Tz/Q30f8ZysrkbO0TjRAsXaa/nbHSZJeBseVS8zasD4I+VhPS6SP0Zo4h5J5RTzR3nfLanxaLFU1B9Fr91D6VT016A0wzQrluJFnO+ZHKbltnXI0G8fZ3Cc1VWLpoaFGM3w3XGzZ+HGeE4a+3rvQgJz838F8boG2QMTSLhJR8N93enyY99ODNacGRQOZBwdphNofkaz0//EoCQawGUrftxbf6R69VMrn32ACWXBxCGzeXqboqv87Ns0RSUCmVp3rE/5550UfKjZG60S6doyHX0FAOpObO9YuSMqLRkP+fNEOK3pvD+J/ORukKxdV46/3YO6/HKlJ5u0Ln7EOw6jlratVpJzu8S74x3/I+16g8ha1VwhHXu0/mC4zgCjashpNOE8+/oxGC7Vfb2qYD6TTyN4isiKpVHWBLbpdCu/UAa5vsV3rh+Tznhu5mwJJFnAjR9ZSStlvyLs89E0aVpL3a1eZ9TTd3oAiwUrHvwpC7Vaaypp0GGrf/h93OYBK1ABuqNNJrO+5aTMx/AejCNEqNTKDJRQJyfPHsziDkksEJsEl/KQJg2sWoGj3gcSVqpqyhCoisWwm+wIaUiRqQbTbGwb8oxG7nDHVGk3b8QHe79w0j4Tztg3zPVUf0OP914IpvVVuJDi2OdXDl6U9n1Kt3XsutOZjaoghmmYUS7Cf30B45PqsHqD6Zhhuo0KnwExbQ5PaIURVr/gpCS5o/uRvFbFF9jUCP36Rz7st0qJfZ4cG3aQ8jaTMFyAflDU1B9Tk64cJkrADQv8xO9W/RDqoK+db/BiPEw+fQORyM0VOXTcrkxojwY0R5eWL6cuF/8jCu2FoBmhzoxccUcEDBn8VTGdu/pHCrzwXSYsoG1vRvgejeG8PGRvF1uLfkiUskbmUpcRDrSpXBxlEmBOS56zVyDIVWnYrt1PwBpm4qTr/ANoqeGI2zJ6WdDiN/hZdHSaXRpOwDbrXGirUbMYYfS/XaFtezoVQWpKdiagyn9/XLWjHbzWsfuWB6NoZ36B5/dB92eQQnY2C6V8/VdFJ/4G9bjlfE1rU5CG8f5Jn5eCv+XRf/ys/53tyxReyPShRWiOUI692lZAlFI6bRh1/4+EQIrVMf/j/wOASTG0UG4Xs6NFaKytfcjPJ3vF9Rx1xzkxV9MR4RfCDB/XHOeaLYHM9xF+9b96d/4S4ybht3miwdASqeIfTendT/zjxRIVWFj9/GEfRvGnG+X8UXzKnR4+Qti1oeyZttqPlk9l+FVviLm3XPEHvFS4mM/caHp1F++mxef7kLPFv04MqhcEJqaZaGqn5MdBVsXVKf0snSn84ed3XPu+NJKRDU5jhXu/p9hwqk+KyjbpqXnhHqV+NgkdsI5FMNx0GaIM0VUmbQPLdXvbGmB7C3dQAlYCNNpFa+lG+hJPmdL9KLfyHC2lACuzT8iFYFdtxLF1gVo/3R35i6agtdyUfCfx3li1nau93AKWz+NqBhMMfw0wonWnCUNIOHEoNIOnCozGsaGhCGFyLcjlaWrZqGPiya5YoCf+z+EGaYjLMmWHjVAwqBuA0lr9QjvzZ6JqPpg8Ma/06MLaQVcjG3WCSR4xscw8tluJJZy06fL4Oz7lyn5uKJXY5SAhRKw0W9k8NLkHgTeyIfyZhyed6ORQpBvqpv+s1YxZ0hLvigf7XRdrlsJu05FWhQ8QOTYUFxJfnJNOEvR9T56zVtDr6a9HIyp3+SB+RlEnvYRiHYz7Pu2mBGu4L34PVtR8Vu8On8xaoaBfiUF/XIy+qWk7O1iIvqlJEp+cI3vP6uEsCUXHlM4UmcpvoKRKEJi2v/PO139Pzc1YAeRCn86apVwdWAtXJt/dAgXf0MQc7MJW6IYEm3LXiruh0bdd+CPdt6XL3o8SvN8B1DeSEBP9v8lARphS8IuBfDbmvP+uZRsJmmmtT1VH6kqaMrfcI0CpCrZ3WAqSsCkf9OefPbSBNoOG8GSLUv5onkV6o/YwXnTz8uX67K23xOMLvAFsePPOqiJF2N5wH2Jp1ftIKNACFborTCKM95cLHtsLrl+zkCqglPNNX5Nycfx9h7OvlaLErOc60gv4OGB8Ct3PNU//aYImd0O572P5pBUyp3tXFP8JA2JR00P4I/RcCd4UTMM9oyqwqOLfqT83F8pMP00sVMucHy4xvE2YZwfbtFw9vf0XPQpwz9awTufLmL6urksXD+Phz84gntaIjXnOyD0YdOWB0XFjdhQBjzfh2MDSnNpYBG+eOExIs8E0L+8fdojctJFvCOSkKpAvH0dLd3gbONQnpmxBalLKs/9CWHZdHmmJ9Wm7aP4csmIZR9xrYLDn8875Qy2Jigz/hCVXjjAy8WqOyy5m49xxs+raz/E1gRj5i1ixcZFxBzNFvHxx+qMW+lQjNetmMvMVbNQfAYjP11F3EEf2mtXGLNoEQuXTGXOB1N5e9EcZgxsjWuToxNAjYdBStrO28SX3WojLJuTIxWujS5C1/mfsahVE6SuIt9NRGoKlkfDciuohk2xFQTB/L93DErAYuCSVbzdqRMvrfkQM08kZu4IAvHRjiJaqMfZQtygqRTelEJyUQ+llqZQdnb/O97z/zTLogbfjSTxRyZVgbZlL1EnHSlFbipSKwEru2vvXzHprMQCjaryr7k1OVAJig09gvmPJKQi+LR7AxrlPcyiNbNRMwvswrRvKZgHERp3udY7aU+o2BhSklj7Buz+hVqxJ289TUVg2sq930sJSpyfjs/2ZvW6BUhdpdczPbnwtEXzYcP56Jvl7O9anp69h/Lz2IoEInRebtODcQXXO7UNRTCz7XNU9JzhnYmzMSLUnDndzDlCFxZako8qsw5Qekk6GWPjGVF/I4U3pWJE6CSsL03U/qv8lpz3jqd6J4TcPV3k+iWzeP7ocwztOYAIzcSfKyT7IWTSJoV0dD6lgHaTN7Kmc4PgA5OqQnEFpOIHdP5l10VYtpN7kjJ4oVm2LSw/CgeY1ao5AgstTSI1JZhTBdC8zlLP36QaWkbOZd8T2wdQfLxJFHCltpu4cXmRYYIiG9NZ/20D1McFewZXQbhtFGGxr/tDuOwMJrVsRbztVECv9YnHpfs4NqA0wrJpd+RfxKppTO1dOcfy6I0O3VDckjd7dQNA3PSf7hsGL/Xoi6tCBs92ciLQSy/7GbivPVYfC67G0f1yV6QlEFfclBi5C3fFDGzg+LJKFJ8t6bpgPUs7PAXS5vRohWITofWiTSxr9STSpaK9d52ri4sS7fFiu9WgM1ACNgm9axJzzJ9TV1YRlJl6mOldWjFyyYfMv/IosePPUiXqDJsH1iOhnIe4w7fO1+EXAvhzhVDgOx9m/SpENdlL2qbinH2tFoXH7bjHwfS/w2TNCreNlv7UvoRToHVv3OOknIzsAun1B0PxxwgKbE27rQDT/R3IQRrl2ZNK9PZYTiTHEBeSQVJ+D65Uiy8G1OPsxFiO9vBQeoGPtKJhhF70wU1pCT3dxpYKqtfADL9926u72c1v6RMRB/nerBJ0tsKWKH4LRUgU4x7SOBIUr4oSGUDqCp1PNiWlZAQhCQZlJqfx4ecLqbJ1AKWEH28uDXeys+oWtqTzoS6sfnAxJaYd5fjQMnRZ058PW0xj4PiPWdy8EbcTUBC2TYoZgvCZiBCdC/4Y1GQvxHpIy/CQO9qFe8/frAVxcVQtpCZo3qoX9pjcaF4LPdVATzPR0gxnSzfRUww8V/2oGSZausnElc0JRLkwIp3NDNMwQ1Qst4LlVjBDVIxwnUC0GyPagxGbvVlhOso2hzZ89qlojGgPZoSLC/XCSXzATWphd45zVP235q4Kz1Exo9yYUW5iD98kK7nrZ4QtKfS1H6k5AtdGlBsj1oM/dyj+XCH484QFNyPa6QDw+OLdfNj9Kcq4HL0KLS0QFBBKGZPu3OCARcrw1BxRg5YWoNesNfhzh3KmkZtTzVzET3WxsfosCs9VKTYZysRfocRsSYmRu5C1K2LEeJC1K1J8tmTE4o8c52tJzr4kKDxJYcKKuaxu8xjSpeF5/xpXFxclvttJzBD1lkg36mQA9Zt92R8IONPT4teh5Xl09g/8mFGcvZ89SGLtG2weVI/r5T3EHfbddiyoho2dCTPMSsOENz5J6GX5HwdLMyP0oJbDX7Es0oVr848EGlUNkgSkIsjI72bsqA9w1b7Omx8t+Fu0aYUtMaLcJA2J5/lCBzAeu0RKpxSHYKErHB5YntwFkwh77zJ5B57g4jAj2CVc8RoUevkop1JiabB4Z47azx/Zza+nXa8SRxdVoeNHg2n24VaEZREfkkJKETclp/xGPk8K8p9JWCEQqzpjUVi3SnRqGQbVqh2lQK4knln0HRnD8xLd9yz+GA0z0kOt+SOxE13BPHPu0Sd56K2faLh4B9Fj3PR8vi/j8n1NmSmHKP6pj9ee70oJ/Rqx869iS4Fhq7dE827FAE3B/eZljqTmpcXabc7EoTj5bDMTbno7+1MOOO8eH54LqaheAzU9gJJhoPhNhGEF0xKK6cA1VK+RmZbwUeyTGyQ87CY93kVagZu2gs6WWsjZ0gq6SM+v482l44vT8ebWuVo1FADr8co0aLEHxbDRb3hp22ELMUf9NB7xXQ7ojLBkcKl9Ows+uN+/K5m6q9nXcesmLEnczIts6VUT26Vy2QoLztiRLsexdyiyJ/igNNVCSwtw7km3kzcHaoWcQ9hghdlEHlUQpiQiS1BHEZSNvOyw9Ko/hDAsVK/pYJpNm8ltW4ElOT8GCr6v8s6H8xjZvo+jtDb5EhcWF6d4r99IDnhuYUupGQZ6moGoVN6hh5o2J5u7KDpPwRybSOfoH/l6aB1KNHaWgl8tX0jcIYdyKiwHrH7zBuBKMnhy2veoPpPEz0uR8oXD6JtRqvT9Dq1/WzOeyIxS/yJIwdZEDgeuGDnhVqGX/BTVbxDp8fNDRsm/pz1O5v7NCBcbRzpwzPzNf+X80xZWiKMdHfNmCOG6H1sqyMwlbBYPMouQoHLv0DC/raMDBdxJuITA9KiU7raXYi/v5NNyubF/PsKxan5iFu/kRDUfv1U1oMF5Cry7g0FFauPNpROIFhghCooQmCEQJowgcsOwVCycd8l8JTct39hMSrEQzLDslXVWUOS1XCQY4dguJ/Dq2Lw37+bbzpVRfqxIF6239UERNn7zNqsNIZzuyQGT/CEpmFLFoxhYbsXx8UJg3WVRcN/rF7tORbRUP2akJ3v2FSKIs8ty6dIGNImwFXBl54Div0lm1to5wdlPwXmQuhCoCHShoKCgC+fxnje9bPUW56My8dT/JZ0b5j72Dq+MahhIXWVr/xqg4bDBcgbBDgRIFXeNSGz91gH8+84DOUw48LrOebazf94FQpUA+7xFaTz1Wwxbw5AqO1OjWDeggXN/NEHUmBAeX7SLb7rXoPHi79nYqx492g9kzYrptGzX30nXCGjXbgCn2mnsbzYdW0qsT7ZhSEmqFCTZLjJsNym2h1ktm3F5nCT+XTdjly/ipQ69ON4mhFrVjvDbvLKU7X2IcC1A4oiCWJ7s66s95Qd+6FEJLBu5/xBkFuBKrPFz8jk3+8quoEWnwZT852GOvVqeeWdW0yi+DkvPTqVbi345qtMOWN0pwkpdYctDYVBdOnTxTMWo9BaPEPbJD3e89/9bzGhYFdVv/WVnKKRE9UtO9oaSXzs4+5vTaFnNDEa17Y3uVllvPo7Q/x79AmE5XWpuHvele/7IsRmPAC5KrAhweXgxUouFUPCMDytMYAF2iM71F4tgFvOw+WgdbM8f09ONUI2+MT/TuqBD5e97XudcZ4u9C3biERo+aRKlhNAo3imcDzh2lGkfMFwUAAAgAElEQVQ922CrCpdquvmyz3g6DKhOWmGb9ALQumBNCrKDVg/1oez7l0nulwe1cCSbT9dAeCTCb2JIJw2HFKgZCma0h7j1hzlYsjy2W5Jnj43HY4B0OiLXHTeExv128n2+GqiaF1VILCm4boSBlGiKRYQwkKpgV6/K9F67jvmtnuZ6pWiW7Y/BHR7AuBBGemGJ+9c7FxbvywHLqFBH1WjbAazMzqx2png4OGpCTgRHpqPKfLiZeSbVJ5EqdHhhpNMbTYCtKyQX01F9mRRHl+DGw5KSQ3cB0PrXy6wsmw//09XYNDJzcLgAdEJfv0jG6/GOw8xqbZ9hcH60Tf7pbtj9C+LxylgelQtd/RSapzN8znJem9CN3D+mcHyETpH5zkkOm/8hk3q2Z+mSqfxmRPKgK5W2nQbdcg/Eq9doF7+Hc0YcUWoGxu+I5qqwqbrgZ34YUhUpBIkPuHmq3x5H1yLMIXw0mfstGwc+xnPdB+HKyNnypPRCgzYLe/7uoNkvtlQEuCHXexoN5m7jrabtUDwmjz9ykIt9ChEbks6OHeUoPecaVrwW/M3jk7eztX8NjvfTKD3Hj12nooPfrl0RacPOFu/TssNAPG9c4sQLZUkurdOny2DmnJlK18J1sOtqfwhHMiJdQPb1pOdXufPi69/fNl88gF8aPNO+0t8SiUohQIWSnfYhqpRHy7BuGzxYIRpIsD3K34ILzjLVsLFVBevxyqjpBmdHgXpCwYqw8cfq6KkWEWd8WB5HY8Ems5DrhqgT3uB53dayok7hpAdbF6zJGyf3MufqY7R4pislDuynNbfvuDKjVGkU9qMAhbZAj7fq4GE3JdeD8nAZVpzfSc1ZIyjefgcfnNtBredGoqVDwkOxDkrLCxmWO+iXSi5PZMXGRVT9cDjClhRbm47wW0i3iq0pWIqKESGySSI3mSMEJuifayudXxlBQmcotSSJiSefwC4fRfRvGaSWjASg1LJU8kw/xy+b73zPhbxHyhxARGRBWfWRgWhfO+2EnD3c+r07aU8EpTQlPD55O98MrY225fZpAqNhVTLyaFi6U8hDOg5aMZz92JojWymkDKpKZZkSsJzWO5m5SdXvJNptl4Lit4IiMqrXxAzTufGA28lxZio2XR7qZ9rDK3ijf3c0X87IJivH1WbBZjyKgSEd1bSLRjSGrWHj4AF/GFIVqQhaztjM6v7ZDROzrNH0rSSboU5eSaoYUiXZCOFsWgxXU8NJT/FAio6wnGPb4SZhsV4KRidRNfYsD4acZ8nzDbE9GoVmnmb/vIeJO5jO2YbhFNzqzT5nAU9O/Z6v+tXmeA+V+I0alltwtRpEFU0i6aIzWIQtePuJlczr/zypBV1EnvEz74Op9Oo6mJQibtKeSSX/THeOCElP9LJ0w3w8QuXVK3X4+aWKZAxNQlNsvGvyklYIio65d6nOH+TXpMgbf2PHrXuzSBErHxEN7us3b57aw5hi1fjk/C5euPQYx4eWwfLcmm+/H7PcCq7NP6I8WAb74BGHePFnBGD+omXpSbsS/ZxqHk7RV3ZydF41CmxWcN8wg6vZB9/7mdNpcaS/kj/TKd951Wi5VWq+8wN7Kylc71GTjsO/4IvyDr0+0Kgq3twaycUVzDCJli74qNskRnXqw6nnPDSpt5cjQ8pjROhcq6izsf94erYdQK4JZ0l4oUiwmWygUVXWL5hOi4I1nOuoVQEkHOut8UjpU5yZXprIUxksXzWLzo26cbVmHGmFBf7cJlqKCoW9VCtyhmuji3C1WihPd97Gt+/WIqG5l9rFTmJJwd7PHsSokEbJ19J5ZdMqXnixP0P+8REL2z1DeuFwtAwLM1QlEK5QqPcxUkfFczj5fS4cSrrtuL6vCFiQDV2608BQv933hwNHzTA4nJofPdGHWqwIH36/gjZNb4r6FNCT/ESlZAv8nB9lET9JR2oKaoYRbDypJfkI5AoNtsVGOnlNXM6ACERquK96c6Q9fv+O9C1Sh+XntpOcec4WgotmBPlfO8HrBTfQt8dgB7+oCswwFdVns3zQ0wCkFXTRauSXd7zWmwWctXRnyWKG6nz1YIRD0/ZbKIaFGe7izFNuinzhJ58lUb0Bys85wHeXSmLZwgGoA5dSIlmX/BBrrAoU86ZRZskJts2qxuP9d7Hpw5rk223kmDCaTPuWL/rV40RPhYLrNALhCnE/XOWZFw7xcMhZvipQnm/OlSItIYyF3Zuhbd9LRP0qzPtgKj27DUFISdRxL0+U+JnNpWoT85uT49aTfEhFCa4SbJeC/uWPXO9akbyxKcBNE+7/QnupZ19oAC2blufj9fMZM8Xit/5lMCNcd3XCUhEOocKWTsSpKY4KnZTBnOTlerFEF6iK+jfjfu/VhOXkco1IF0XXOQzS0r32cHVdGeyPogm56ohCHR5UnnLTDrGuWyHybtGIPOm9vUKedGjU4eP9BBrVJW7BThgOC85uI0wotH+qDIoRhjtJJfEBjby7vfQ/OoTAA4Jin/k49kEJqn6wj739KqJ6dU6b4UhVIXFAfh5a8DNfLavF+mHj6dX6YVoUrMGNbjW5Ud9HyU778T9djZAIZ1UmpEPA6ty4O9O+WEAJPZxRlyux98UqKIaJ6rVJEIXJGJuCsj70lsuwpUK+3X60ryWvbVrJ6CH96DNhNRPHtSP2vbOEjRJcrBdJvp3puBNVLs4oiSvGIu3ArfvKsvtywGp8gMhx50h/FCLHncNnObq5pq1g2QqWFGz/8ADFNldBpOloqZmdfyUYUTZqLj95YlMoFnmDWFc6yUlpnG1ZgOc7D+RUd43in9y5U4Y3XaPh7K18MfQx8kw6T8LIwiSWCaXme79waPTDFJp4gp3rHyZ+u4+i049zemBJPvt0Ic8WqMbrJ/eSnElfvLlzRdbfi89uo0OhOrxxcm+Oz02poCMZOusjDKnhkzrTTjxO3+LfYUklM3LVsHCi2D+yUSs+BODt3l0B52V8edlSCmkpDGjRl+3tpxHeQaf85v4cajSHFs90ZeuGxfilmXleEhvwSUm6rZDxtUbP94by1IBtxOjpxL+3IwexouXMzXzS+0lO9BYUWqlihAnidl/DjgplzekKfP+sh6OzK6ElqZR+cScV98NP3cszfeE0enUdjJDSIcjYki+n16b+gF3sfaEyquEgTG6G/ykBR6/D9YsbvX4iXsDWQS1dgpVblgejkv8tJlUH0mfEeGjTrCer1y1AWbOd51r2xAzVUSwbS3e6mQhTOn3+Mpff2pfZq770NjXQM2zc1wOIHT8BkGfGjmAQ82dSG4rfQlg2doj2p1MjWQGUEe0mi/ibp9kR4rbHcGJOGWIOp2KGuzjSpwy1px7nUK58NC6xm0296mY7YeGMcdd1L0eXVoKH9yMaOjhpv/0dPZv14cKTUWzb9D5NBw4hz4iTZCTH8lS3H/mqTTV+HRmOVD083P04B1PiMf+RBJ+HO6kBKTHfT+VUehwppUw6DhqOWwtgNq5G1Gk/sZ0cpuiVqjoHas7k7YSKHChbhqKDTlMz+iQDm/XGnyuE2LFnKPjGUWypUDT0OtteqcHlw3mIzbj9JKqYNr48ISTZobw5ZS5vt+iAMe4G9gtxNF+yhVLuy3zatipbV1Yh4pwNCvhj7uwb7ssBZ3jdHNhfgoLNinHxMw1v/uy+aMJ2FImKnepN6X67uTiqFlpG9oO0bqgY10K5GhbCpbDcCFPgaasQiJH44jR61vuWrUur52ipDhB4KZFUnxuSQ5l/qDZt39/FtmFOcj2hpsn6nyvQa9L3fDW8DvGmA0858UJZCIUmnfqisZeX+vVh7MyFQfZNmMgpnZkh4e1Tu+/qRLOc7MulNnLZjL5tfijLdGFhj7mOLQUJRgT53j7J5ZeL806PLs5N/3YvgUZVUf02/+jRFakK1qydDig817InB1ZPwy8ljZbv4Pnm3UkrEoatOy/wzWkcAI9qk2G72DOgCvKx7Jet3ayNrG5XnxPDFAqtdNIO0QcTsSM8XHvNT+QsRxCldN/dnPqoAnadiqxfE0r+GD+Dug4EnE4Y50dZ5J/mxptX8Evv8ijhkrR4N2GXbn2xtS17qfBmDNdrJyJ6xgc/f/FSPVae/5bWBf/9uypn4cuzWGkOhMtDy2Y98ExMYOmqWXRs0x8jQs/Zt61+FfSb0m0JfWoSedrAneRMrmaohsxcikct2+U4bPv+nKdUBClFXbz5skPy6b+9A0WXivuSvvy9KYYjpJVFsrleO5EBR1ZhSI1VHRtguzQKhCRxPiTaQR1oTtrPdjlpQW9uJ8UnpY8aPxns7OdEz8Njj7A5dz3iv0ujtjICs30qBRWLSI+PZCskWG9wpToiOKFagOPXcqFl6kcIW5LLk8YNfyilH7hI4u5CuK+TibwyidoWR1qfXOT90WBzxyh2VdCJ3ngVTbHIsF1ITcEfq3Pwm1LUbfQzFzLCqRp1mrR4Demy+X1uVUESsFWkEOhpJtFKBrlVL6gCVZFYbpXxuxuzqt4sbATuxJsQIZ6/qQineqHUkF2ktq2B57rEnShwpcugmItiSjzrd2PWr0LsETOzQAe26ngOBykBILBVQZvRm/hiQD3O9LNYcqQ6ygsScJyjoji88PdLbEAVNpPONeSpPAdZM6ghFSfs51DvshRf4eHRSTvZMrg2SubVSkVQ+O2jXBxclBWfzKFtoVpBRwdOeuKtpfOCAuoAsYqChcENy3HAD+hebGBK4XX8Eohxrh3JQ+7zvFysOm+c3Mshf4G73quauU5hS0GiGcrjMUf4iOKsWjqdPf4o3i9ZnvlzJ7Mu9eFgtD078WEWrXmS8AclA84+xcRCn7OpSx0KTD9Nfk8ye7s+lI1CuDmqkZINW6pRRA1ksqME7RdsZHnPJpwYrhATk8b5BrHk3ouDXAFuXI0k91UvEifXXnARvLt0Jh5hEdHLwiMEOoK2LfqQb4YHqcBnfcbT/+062E9UIezS7bWfA42qcjI5CXVTDHGNd5L6VrbDTbYtRhw/5AiV/Bube+OezD5s2eNH2BIrRCfjpXzwMcxfMYNehevga+qIPHnW70bbsjfY+gYpg8xIW1dydLaIWrbLkaw07t9pSk2Q2MDHjxnFcCsGzz14gJ+sin/hanFqL5mrG8utUO/dHfyUXpi6kUdJqBxJ7t1JfLKlBnrhdD7+uCG5vKlBqrv29V4igAgg9rcq+N5zgitbU6ixrx39p2xg+aCnid+ajvqFyc7+JSld8hLrZz1KHj0FbEHEWR8/fVqOuq33kXd+CDfKZp6WrrDzp1I8/8iPfDvnEdy+m+6XLbmaEYE7wo378z28mbcLPQ5/xqflQN0VwU8pBR0wgemkfX64VJj6hY4xdW99Sh7K4MaDOVsISSnQFIuyEZfZYRZC2JKv0srz1eUyuHQVKZ06VYkFNrGPB/hmQ2UKHUonvaAHbNAS74z2va8iXFax4uicaqgpGq4UQaE3d3B1XRmSk0Mp1dkB94d9l5tw3Y8ubNyqybh8X2NIydzE6ngUA11Y7EspzKlJDxB1KJETHeIIvejM1GmFnHSF1CSokgfmZBCI8aD6LKSucLGWh5BrktjfnGjXcqvoKYEcjKCsIpxi2IjtB7DrZVepVyydxhkzZzpiTLFqLD23nZOGJ/i5ITUCUsVGIXBTqqGonsCYYtV47rBDvrg5BZFVhMtKT2QV2EqFXGFlv8aZg0/QY8ZalrV6kk82LqHyjh5BXGUg0UPEMY0CXyU6eWzDpNqqIyzZUZvwUxohV3PiLIUN0Ut3YterRGqhzHSAhMjTPk70FeT93M3lupLcuxSijjtsnGO9dEostZm3eCoXrVDGFXdSFudfqkXePf5b8rY3R93a19mR++0sEK1x/jmT+LxJWFIwv+wyRjXsSPHl5zn8itOc8G505f/fi3BZsLDf53izoI7qt/s4teJhirV1ev5N6tneiQRNiVScInLW8xMyZ3ohK4cOmYLtfyL/6yjb2by1ZC5b08uwbEEj4n65e5uwe953ZmEu6xwbHUwhVPFT0XMWjzCxEEQrAXQBPdoP5PwQi8KtfnGuJ1MTo/iEI5weWBIrzCGsnBtg8mWNWXTrNiT7vtiOU9STffzWM4xin9oI00mFWaEa18u7mDhwDu9274wUwgk6bMm1yuHEHfQidQU13cD/j1Q8L4cTiPXgj1K5Vlmh2EtOQdiuUzGToq9i6wLLJQi95PStk6rg1LM6cQcETw7e7hThKgm2dXiPro26cW08BP6Vi1y/OBOo6rdIfCmDmHdCnWdt2EF9bTPUcfL7tk0lNeX8Xy/CgSONpyVp6CkCzQuXh9bC2gGl/unQThP61OTGYlAM8CRa2C5Bk8hK+OIEiuGgFxBghEHhVTuo87OX3iEXULDxCIMwxU+YMIhSDMIUgf6Ugw3emJGXNdeqoI4oiFSVzJyaQEs1qD9vZ7B9ERBULjJDVDI61CD8ghOxlZ5wOOh8s8yQKivP7+SnQBgu/pjFcyyQjx5HT2W2ls912+8YUmX3gCpIAa3mfcmqXg2Dd1oxJfOHPI9bz+DZjn0pmIm8kEIgpMHxDpKlQ+djA10bd2fJjtoUXSdZNW8CnZ7qkX0QBeyfj6AVL4qd5CMmKZupJhWFPBudvl83O19jXBLF38kFEnr0GOJEAA0cKGGefYHbvqhZo0aqAlGl/B0La6mF3SQ09FFwtY7dFwKf5mH4UzVRH3D2kOVQbl7O/ruZZ/1ujIZVczjgLORCWusahAPxH7ix61XisC+Vk10FJecaWB7tlnv7+9xsFtXY/9Sfk62EzHGkCca06Y7t1sit+f4yMSS475uuOe/OSDY/CBNP7yTVdmFltuTySRUFC2XbAQpvg6Pzq1L8I6fYKAyb3R9U4oFJR0gcVgAzwkWhGRq9x/el8eJv2TT4MaSSPdlboS6KlLiKmhHtiEZ5nIAq3840elfpTFxRDxHnA47SXPodakfCmZD0dEHfpv9i80uRDDh2lDffqUn4BQOpQlIJDcUAd5KW4xqz0KWX60hKL07Fai+58LZK/jc0futmYutu8uz333JIR+IV3FfTmfTZYkZ26HtXsuJ9MeECBcJILaQRewiiTtpEnLOIOGdRINP5Hl1YlZjf/ESd9BN+IcClDn68MQpSQP73d6B5JZ4bEk+CJPK05Hqvmmx9OITpvVtTw3ONau5kKrgClNYFBbUQYhQPSbbNspQSbL7xEAU8STwxfzuF3j+O4jXx5dIpNOnELef5wHuHUTMMViyaiqvzlaAXMexbc7y6sDgYcN+T882yDNvNpJJlidcT7/gdqYngRJCVFwMnAg49dInXVy1BSEm7mRuZvWQaUhGMWbSIcu9eo0vddnR7tD0EDIquk6yZN4UMKTFyheLPF0Ygbxjiyg0Su9TEVyyOQK5QZ4tz/jViPNi6IOpwEtHH0kFAhRk/o7yTK5iTz3IIwpKofvuuL72W6idkzEWng66R2bJGZGG+nS3irJ/Yrz3Z0p7A6TdrYuYKx8aJEK8O9eK6cXtK8//v5m1W/ZZuFpZHxbX5R0TVB/EkGBhPVEHzWkhF8K9edahc4gyh71x2SBp36PiSZbbqNDHIcqJ/2qQjNSlV8bc53ywTliPcc3lEMdSSxRjRshdj23bl5TY9GN2mJ8Nb96bz0BHB77eu8qOD/BEC26US+6uf44sfIO+UM1zsG0AEnBZCX/WsTfF3jnDxURfpLyTjj9GQmkAfF83VkX4SRnu5OtCL4rMwQ3WKzRckVLG5UdaNd3SSoyZo3uGkJag+m019HiV5Y0lmlCrNmJc+ACFwf76HfJN3kGfGjhzQWcWEXPtS+PxMeYqVvcSxYS6enPkCays5DXRLL/by5eDxnGqmBdOCUjgB36lnXZxupjFnw3xGN+t2S4rp93ZfEXCu6BSwnQehWM4SOIvpVGKPh6MHM8kQPpNTQwSF56iAM0vI2hWp1/cH1h6ugLjiRjEEZoRNbK0KqN/so3Xfobiv+bDCdBZ/MJVu7QfecvyzwKsfzaR1v0epNW83S36sScjoUpSenlPu7digB7BCNdp3GkTIt/swGsbddUmnCwv7Pvs7tf71Mg+5rnIykOeef2N5VFyb9uB/rDJjuvVkwuLZjOzej2UuBd1v8narDiiqN3vGlI7zNZA8O+EF4i9eoeuGr3hxc1tOLv2SxSl58Nk6PqljSBW/reOznb9NW+FQn3JIIWgybyvrBzW4BRqo+kzMUN1ZHmfmw24HHzQj3Ngv58F8Ip5Gk74LrjaCAkMSMvK5yN35DNaizJYsOFGEmubnRDUfq8/P/D/UnXeYVFW29n/7hEqdI9BNbGhACZKzI4YBRMWsiIAgimQU44yjjuPoqKOCREExgQkVFa+OOEQFRHISkNDQZLqhc1c6YX9/nKrqbhowzr3zrefpp7pOnTp14tprr/Wu9+VvJ3sy6MO1jH9kAgkfrP1F5/v/2sobaKTuqop4bJeCErYR7VshN+xAXtGxRoFUagqbtjWlbeuD7B8lyJlt1RiIa5kiMBLUWgRS/22mmJJTbX0kHXRhxCu4i6tJvLsVfJ98z+JjW/jK76aDu4ihZutYikbYkvRNZegjbG5vsZ7l3p4Ov7RbZcXKtvTuuw1dsfD++QDb7r0I26WSNjOO+k/uIcNVwaLrutJwsdPA1Xyen8yp+cRrYb4e0o4635/byQlbIgwL+X4GWWtP8ubxnlXMgrEDi3DURkyqCg2SiwiYOiParuGDDZdjA2plmIMDkskzfdx88fdsfasVmuood1SOKUXdlsbiG1/gsg8epFGas6+hlHNf91/kgMsOJdA8s2bYfeqe7iTvC7N3ko0Y4WB8Fyycw42Dx1adAEuihEx2dLRp1s0C/DVGBaNPJ9xfOCfkzUOrGDZ0Ar6nj3FP9gpa6qfQIx3OHiFwC53P3pvNtOJWNHvDJP+qmglzoBZD1O/ZLRT7DRRGNerFgJ2nz4ueqLA8HB8fIvNVH66v1jt5xEqL0kkVpKsOqcmJrglkfWsy6J3FPLH6Oi54sQwiIqEGkr7PPkjWkgLsJB/rK3LIHf897faMqYWIqJ5fRAKdYdSEz/hg7JW1HauAaR/M4oQVx/f+pnw99g88+dprTmUXKLd1TltxlNg+isx4Prkwg4G7Clgwpl/VNqpzFJwIE3y6HsuOfUn3rU2rfiYQZvGxLZyKHI8ubKcL8v8jKxjXg8zpaxzhASLpGNPh0Y0WMs8c4KUqaLogjH9+XXq+tJ+14xrTaLqDQ61+P0YbidwFfuwtO2sV+P7bTKqCjFe+Q3Rug+ur7TWOXViSwlHd6ZvlPMcnLI33PpnDwBvvcfDRkWJlyNbYUZ7F6VZu6qyvwPJqNPksgPeyMJWmmy4JeewItcLWXZxq7aKpYrG3IpOuF+/ixFc5ANguFVVIDlak0rJjPid3NObcaFvHofrrCg5VpHBD1mZefLMPucOqNYGd8XwoYYvb6q3j+V19OJ0Sh+kFXQBSEqxrUmm7CdlaFWOjLelc5xDLjHRsIPWHyHZMm/rJRefcr1/OZRdLCjpT0PTZ32Fd2gFbV8h5U3L8zyY33DGOY2PD1JvtIvRAMcqcDBJ2lNF4vYe9k1SI6MZVtQ+b2L3aEajjZkRDUNlEob8p5ZaXclUnQTHQhXOsBhY6KpZUqP/CfooK66GLc0cN4b6dKM3Ra0Qvv4cZUmXe4dXML21Ti1w6ZhK+GnkxjZ4uJIDPGWhOhbA9KoFv00lo5zjudgN2cnJVY25NOM6zSUH8TZJwTzpO25SjnLYE6Vv9SF1Drt/O8pndqb8yj/ryAKatYNhOsS9sqRiWimk5mGxbCmxb8MLWK7DvspCWQFoKMqjiOq3iKhVc8/YDhDNNct8MIxTJ328YjJHsqXkMAvKGQ9xDHhaMPn/6QDElfjtMHV8Fh6maGYw72pVdD7fG1gVbQ+0QUv5/hYjInL4G8/IqxygFeI6VcXxMD1J/DJ1zdiWFQHpUTkxqwhVTf2TZhFzqz6rZjRk1e8vOWH65eoEuKnL7m0zW5OOtng45j2L62Tcl4MR9Pag72Uk7CrOqgaSkmYukAwbWpR248+qW7BmWzKIbJrNg4RxuuWEkUlexdYXdr19ARQNBg83+WPuy5VEdwh0MPszuhNXcKdTV/d5P3paW5A0WNJ8ThsjtabsUjjzQlP23uGnxWin2TyAcbY9K3TV+SguyWXgog4ZuhYIxPcicucYhvDrjElpxLt68awB2dy8rSrti13MauMwEN7nvhHlw791krvcjfGBaBiiCfRNakNBSMvq2sSSpQadwqQgKDySffaf4hQ7Y9AiKWrirEuUuQZ1lUNLUjWJAUl6QxR1eZXjpKOIWJ2A+eAJtegZx+4s5cFsdDnxeh/5T1uJVDfIq0yl8uFFkWuZcQC1oQ5c27BnuJf1Dlcf7XIPMj0PzC9QQIGHg7ctYMbEHwpbsHyHI/kTny5LeZ50+a+UhFEMnY9aGWsoPv9XaefIZ0qAnV/9QXKO5A5yUxt2vLuSVcTejrtiEdSmovetiuxTMOA19yUbqV7SB8cC67RT2gJOTfFx233iyCsOoy9fDF/BDbg4XrNyMVhbk5DOS4oJObOn3Ev0n3cfU56ZSKV0YUqXSdscaRaIpiWg6Ykd5FpuP1SdY7gFN0uaCQ/TP2E5n7wFnYEPSL3kMjSdLLpy7m20T29aYKhfnumn5XBG7HwK54ewpCq08hP8ZP/pzqTxR0JWb627gJXJqrCNsiWvxxkhFXFJoJf6u1+M/ZXavdjGOX8V0OtdKmrnIWLKXlOzEn55dSYe7Yf/45lz88n7Mfyg09p5m1dguTiU+EhGblzut/cKq5nxVgWLaHJsQxrIi+Fq7imRFShH5w5Fgjy63BRgCYShoFQpauUCNTjoEhJIlZpKNSArj9hhomoUqJIpiowgQQqIqNrpioyo2ipBowvnfshV6Jp5i/+TI5iKOPZSikznDccpGn04YqT6afB5mgBDttHIAACAASURBVLiPRddP5uOFr/LEyR78MPICUndapOx27iURcpRwbJejzej9dB3m0WPIlvUcgqBIHaXJu7LmzFY6xfbGi0xsj/7TA0kkLZRwyKEvUMM2yfvDnBzfgzrT1jgppOpOWDpc45kbQti6oLyJji5AKwtipPpI3xZC6goibGNaTp1LulUS88MxFET0dzlP/v8XOWAtYJO2qyoKsiMs8Sl7g7Gd7vH1vTTzmMTfchxezsB7uIwDN6WTutMi/sPv2f5vR/5HCZsIl0RYjjx0OMWF90gFP97vJWOpStLBIKVScGvfVRhSJVWr5JQRz7IHepH19D5Oj65Hi+clCa8UUvRYIx6cM5+HZo0gc2PV/j324Txau0L0v+9evIXn7rL7NeYRJvft20WZ7SFTLScsVTb4c8jUywjZOnObN0GnqtqvlwS544N/8UaLRoT7duLTudMoj2Bjn5k4jLrf+8m/0ku91SqLjqzDxuam61rT97ohsG07GQNg1ZF13HDtXSSIKoFRQ2qRP4dPIpoPjv4l6EE8LoOQ6QMTCv1xlNseKqULbPjToLtZ+sEM+qijMB9qT7OXdpI3qUVMMy59zncU39aNRu+aCPvcefRoy/X6U43Y1kEi7q69jnVpB0KpOr6Tv+9s5D9pyqotWBEYleVWHQRHbndH9UJWdZ2d2UBU3aJphkQtwNFgMqlapdPaDjGImr7EGZyiJlWBGjC5fPYaVgzuhDzbk3quLrcoO2GkQBp7H/3YlgjTjigLywjfiKCKyrDaoFI9chYC1bTZm5KOwhZEp9ZIRaAt3YjWr3OMOD42I5DQZFGYa7R7WTrgRe5KW0XRhxtY48/l++ImeFQTXbFI1SvJdJWz/M5ufHVsC/0GDMbWBJppOzNlW9aKUKPbPxu6REgwbAXPmaKiwuELtjUF6VZRDEmdac6goQWsmLOPrW7YaCELy63SZGGIHTel8dYXc+mx4H5yPgrEmkUqfkzB3xdyPi6t1SH6U/bLUhC2I+sevfBKZAeUQFUivvmcSDrg5Qy8Ryo4dHUqqbsspj4/jT9/2AXtdEXV95Ww878QaCUBXLNKSX8jh/QNRYQz4mg8XbB+tYro3CY2qqjCpPDeBqTMPEqCFuLI3Q1QfSYvDR1IpqvmFDlBCVNqWxTfWol7zhlT699g0YaMVw+t4u6GvWp89uqhjTWWDf8xnxLLh8W3fFPWgsu2n+briZJ+D93HB8++wPN3D8EdCKEEDHI+DOGeWsRNlw8C24ZEie3VUTu15qNPX8OneJAbf+DNQ6v4y7F+eFWDg5WpGL2Pk/BtOmFbw7QVQpaGYamELZUyv4fg8ThcRSqWV1Ja6WV7eTYHAhlkuMrJv1cy4pYxfPPhLPxdJMOHTaTOc3kUPtwIf7YHb99O+E4aMdKks+U7zQQ32jNuQBI0NdyA5a5Z1ADnree0gbJyM5YUWJd24FRrT+wh+G82KZy8b7hvJzJe+S6GbS1r6sVfR6HO934H9XK2gFhG6iBC0jrhGJNX9CPHZcTW1ZdEcpHVCkFq0KL9jK0sGd0TK0P97bwa1b9/ht/+uWkILWA5BP/ScdXBTC+n2upkL4WSpk4EfLaZZotXS8m4XqPQMtkUaMLWsgYcKEnFpVl4NJNyj5tsdwnYNr3vuhsywP2v9TFpp19qtq6gKzZWoss51sgmlLDN0d7xpO0wHTx3tcHlRFcf9dZUVGujFlgelfyrvWQvN1DcKs+OH8qCOVP4y1ULmbr3RpIOGKghm8aLAuy7Q2f3qHi0MpWchZXYbrUKanieY/hlDtgfIH7yCSfnaDsPOZdD6O/lTttteRyBMg+iXKPF66Uc6ZtC4gGbxZNf5trdt6BxCCs17pxy18dezyF9/WmuWLCB4Uk7uOW2MagXXYC9fjt27w7oxVVUh9ekb+Xv791KUlubxLwAp1v7SPshEBvFosTnRZZOg5t2YPTp9IsO9VyW6zrBn5t04U/7t7GwvDWP5m3h6Zx2PJ63iSXlrXmjuAudt1jYkbt6Y2VjbCmwUNCq5arD8dU4KTwaUhF8uuBVDCzUpQILyUflTTgUTuPhtM3ccM0IDl+ZxDsHJjv0kJfk0mHKZozexzGXNCSv2OtwclgK/sI4XKdVlJAglGaj1/XTrE0hLsV0og5hoyBZe3cHln40kz7qKAbdMoaLZmxj/psvM3j4RNKePUiPhBO4hcm28mwqHq+HYanolztRfdP1HvY8dOFZHc6euZ244NkT7LuzDtg2j9ddxm1K6xpqEdl6scOrfM9XLJ7235mOkD3bYcRraEErFv0uPraFS4ffhRa0wJJ88swLnLR07iq7l7TtleeUCLI9KlsmXIRi2uR4Hecbbb6IOnMl7OitqUGTTjM2s2FcByyvil5h1MINAzUd6Vk4ubGpinJtWaPQFBWndZgGz+4gpCJiUbQStsiZtQ9LCjJcFaxvp+L+cj3ZXzrrNrglj56jKll2t1krVWCk+bjp2hEc6pfksJ0FBGoADAklCdD92lUcDSVje3QU01GA3jevPY3frN2w8lOmBk0yX8inMBDPFTO+YcmdPbB8OmrQ5FC/eBpefIjLbv+RZSO6YSS6YqTyda46zJUjtjN/ypVIRaIV+3n3/Td46VR3brx1A3+5fhjhNC+33jWRNk9vRV5ZzOVNtrBqRGfCSS6azTdpN3kLw1LX8I9eV7JvZkvijhkIKcnMOTdc9RcX4cofzHIgHapDNEKXFFxPqihBg0aWDbYzPS5rkUTdNX4+ef8V/NLizgareeLda0he7sXwVSssRFNXAoQJ4TrxDE3azvX33EuooUpCPogubWKJfhE2seM9zLv9ShpZpXR9cwur7+1KZX1I2yEJJ2m4SmuCAu1e7dC/3kC3l0+QoBgkK849akhJvukljHpeHLAhNS50neDexj2YmX+U4T/mowuTf7VKJmevj747yljjz3XgbJEDM1BjTnjZ3G5kbiin4bTagoOxfXSrtPloAjkfBTk+ycCyFOZ3msttCYfoNvlespRSVo7+JysD9fCurIP/EZst7cFc0pBjxUkYhop9yo33uIqWIvG1LibZFyDBFcKnhfGqBlsLsjAslbpT3M50UjEZtGsIK7rOZmh4JFvHtiX1o3WEHiym7L4s1q4/jdW7a80d7Z2JVAS7HlPw19dI3V5aq3CXlV3E4WvrYiZYHOtfjzuuGkHXt9az7j5nEAz178yf/9qd5GXf4VP+e9MRYvUWlMs7YukKimGzZ24n9hurKOjoot53QbRKg1TVjS7CvP7oZMptFx4RJU5yrv2Z8MZol2WCEmT6yctZOagjucM28mjeFvLCmRSZ8XTy5fHUHcOx4lT0khBXvvEtsz/o7+yTpBbqRTGJ8GmDGqiarksVjDiB6QPLK2NNUFD1zAERnlwZ48uNLlODAs0vUMKgBaGRFJwOxdEzcS/rqR87prabBNs6nKD1vsMsOxunb6R4Vff7qmtdHcGz6YuLsNwqMnKejSs60uA9Bb00gJHkdpSKf8oJCxyNIwmKsKnjK3OuhVJVzEzbblGnbxnxUUmjanFgmqeSYjOO+GMmJS1VpO645ra+w3iEFYPS6QGTle90pu7Vh/Ap4ZjupVQE+f5U6mfC0cokfAVm7HePB5POvdu/phVZdHbaSqUA1jnthkq7C2usa7tU3v94NhaSNcEMZt5yPXLzD8geF9WoADs5myo86by3pzJk6ARKmrlJ3l8lHCkVgfXIaY5urkeDpQbCktw9cyH/mHkb/mxJw6/CaH6D+lPyOPhoC6QqeGn2DBIUgxGj78P95fpYu/EFrjAqgmWBVC7xnuakZTO+UU/eObw6hiqxpGRYJJXwSv4qAIpsF0fNZGbkNmfs3j3khzOcdc/TipztLuaTMX9EqoKcZ3bTzFfA1xP/QEkzF5/85Z+MuH08qj/Mj/f4EIZCy6mnOd0lg+QfKwile/AercCKd/PB+zP5NpjO9GG3oAQNfhzr5Ykei5gy4yaE7ZCWKIYkmKJgxjkPnxTOKwL0Mmh0Qx4HPs9h8B3/jmF51aCJ+fcSFrb8gCu23EHK014+/+g1Wn41mmZvmLGCnBqsGdlIVVDU0o0almSsK8FIceCAXSZvYGNRQ/YcqsOVrX8gb1RT1FNl9P5iJ4vHXRK7ltoyJ+epL9nIZdsrWdYm7r+yFdno4/A6R3GjC4447awD+w/HTPGiFQdAURz5qF9ipoX14z7UFs0wMuLRyiLps0hKzkxyo/pNrntrGQvvuoJwkgPjQohaEWvMmdnyrKkKqdbMAZ+ZE/45JiRoFQYnu/qo92LtlNGhx3vQYKkfI147A2Z3xnZ+Rkohen8AMd7x89LbBk0KOsQTSoMGi8tj6UphS0yfhpBQnOui24jN5I3JjVHCKpaNstJhTbMvaY8I21g+jRNd3GRuNnAVBZGaQ/xjxlXL8Uunc1FYNmY1EVY16GC9hWljVVMG2fTdNMrKj/4+rcjg8C9AJK/VuQ1y/Xb8DeJxF1XDd0qJIgRbQ/G8MuAq9o5MIOeFBuzf6aHZu8GYExZSxtowpYChg8ahVYYQtpsG/9hLYTCe3UfrYlWqXJFUyIkmCXR7bivLn+/BWzf25YLZuyl4oglJfz1ExSNZFIe9MXmVdm43fbO64mY97x9eAwg8wmRX2GmfzFTLKbIsUhXBO4dX4xM619fvwtxDq3AJwZuHVnHYcmMDG0PZGFLjqa39mZM3j72huujCrKWIcaZVZ00L2SpBu+pCKsCc+dP4NtCYJ1bcwIf9pzF6/URW/P1lbGxuvOFuypo70/NlgbrMHnY9SMmP4zxM7vU+M4bfhK++jRpynG84UXGmcOVgeZ2HLNreeenQdaw50YSkg1YN3LLl0dD+kkynCaP5uud0hjwxlGtuvovU1jr6U8e4pd4GFp7sgEc12D+veYwPWFiStB8cp1HYJRnvKdvhDtYCXF9vM59cnsGJbzLOrujgUdBwIpBuWw1uStzMkl7j4NulP+v++9+w4NVdnIdMOly2gcVN+KrVB2wIe8nVKrA9OpZbxcqMc3hm9TMKWNUd5VmcplQF+fd2of6/BVqlhRkXH3NWUjjFJePpchbceyWaMPGcCtZ2mtWiu2hdJZaGqPFjMpZqiKYihMSpM5xp5+mCFlKSvSSEjTOrVFZtcWaXuw/TeFEJSIla6USFCBFLYcR2QxE1EQLnsGgnoOjcxonKFYEIn9sB226V9B8CvD1vGtfnPUDyznLnAwVcIRNhSdo//SMrP+lAvbhgrHhmq0pVtkZTQHUY3LK+9XNgtKDJKxFFGd0Rb4gWL4noI0ohcPuN2DlGCOecKgpaWdWJPN+g86si4LF79/DyPbehBkxsj8qiea/Q7u2JNPm0wmmDjJz0p1+bw9+uvg0zxUflY2XEPx5H3AsnKH+sfg2ojftwCcf/WMeZRthQb8lJQg2Sa95wikD1m5hxTpui+4v1NF3v4eCwRlgJbpSAgVQUpK4QSvfg/nI9C458xz5DrcF8djY+YKg5VTyTjCdHL2J8o54APJm3kd3hemflAz5bBNzQfTqmiKH6HdluISUvvTGTUQ/fS/KmAux4J3pUSyuxE30If8iBwfjcWHHVFP0kvP7BDHaGU3jhjtvRiv1Il4aZ4HYEO0Mmttu5aXq/spal9/aKRQ5SEaT97SAHXm/OH8evjqUDYqc3ovTR/OXdrJvRgcSDIbL+sY+jj+bGpMHPSrZd7ftSEZQ091J8ATR98DvivskgMCEDpbi8RgQcTNfp+ej3bLi/I4NmfMHbDw3A8/m6/5oIOHhNF4fVLwINQzpUm7LHRRx7wERfmoReKc9ecDvDajXLxJZLTLdA90em/mdZP+5EGK08zHVvL2d9WRMAbEQM+21KhQJ/AsV+L36/G8tQkJUaauUZGGOvDQkG8UkBfC6DrPhSGsYV09RTiE8JoQsTVUg8wkAVNgo2qrDRsXAJC0XYqNjowiJNCTGmUS8WH9sS02x7//AagtJxOIW2xt5wJruCWZwy4jniT+ZUIB5dtbgg6QR7RrXATHBhq+enybRdCnpJCNZt/9nFOCVkcbJLHF/c/zw24BOCfFNnSUUrlt/ZDSPSDBLdvhTgPhVAbvyhZnFZOOiUo729EagKhJNtrBSThNRKEjwhUjwBXIqJVg2m51ZMNMVyaiyR97qweHvQUo79HooYUZuR25xDz7vI+SgMUmXA4FE0WeFMzXwr6+J/Iovn3niFx64egpHho6CDl4rdHnx/UKjzhF6VZ1IFR+8Jk/OYoO63RZiRaWw4O4lwkubQWUZzVRI0r4LpVUjaXYYNrHulPcmZIYRhY6b70JZuZO/0ruR8bGBf0p5brzk30L/R7DxGZHzzs453dyTVMGHfbvYbP7/1+Eyz4nQGzfiCBcP78GDjbkw7MJXHrhoMqsDWVfbcWYfcdwKohoXt0bB8rlhBRZiS+R/M4J+FF7NlwkXoRZXYHufzp9+ewxPXDWX3hDiavOfQgi6b0JNLp65mxYQegAO/Wb8zh9xdfkdY8AyLRiZ7O4dI4Tv2v9gN5YEcuk53creWT6PFsz+w+VQ2FUE3dV6uyvtKRRD/7DH2FaUzMOc7Vrb1cvThHjRn71nPg15uMSxlDRvoiIVS5eyW/HdEwJ7P1/HxkbXcdG0r5EanpUl0ao2UUO8lHSH9P7mNXzrFP5upAYOB7/yb94b2jejt1TYFSIv8OWZF/s40AZFesRKSKKEh26Kf/IyBRAoHBXG8uw9tLPTNgtBVnVGDNjfc3ZmC9jrZKyprkLGrAZP8/nE0+HcQW1fYU55M97kbWXtHOw4OSKbh1xXnLFoCsG47of6dHQrQn8EQZ7tV0n4IMWzohNofxtVMYwgrQpKvqw7JVHUHLx3flLWqGsFVTOLLB/gIkEJ1NcfzXe/yw+cWpv1VDhgg56GI1lfvDiya/wo9Nw5F+SKFlCdCFF7kcZxvqo/TF3rI2BKk7uRNtNsMB65Lo+gvjZCq4PjoEJ6VidgJksN/TMSOwudsaNQ7n2NliWiKjapINNUCxcat2Pyx3naWnWpB4jMG6vJNMQC30acTufMDsSmZFc3bnDElK+joxZrUAnXeylpNFOeyKQfXcG/jHgz98fBPrrtqXFcumLyDePWMApOE90b3x9/IhTeuIy30tcz56nXeLunIN8M78eZVs+lwfZBy28QjFP5e0AsLp6tNFxazijqzdVxb9OJKpFunoFsiqbtCPDrkbvaNdhGXUknJBBPLVsiY4mXFhB6cnBikzsseLp6zDkZ2wfJqFAbja+2zMG2UVY62lt2rHeP6fcVUT18Y1wH55Cley32XucXd8YdcZE7z0mXyejaMbe9815aUPdGADCFInV4BeM/7ULsWbyB0Rvu2/VsIaH5HczrebG68oQ2LP5/HIbMCHVDFaoJSYsjoDMkZGQ2p1FBEic6eLARBqaMiYzMpK/Kd2DqRp9ahPNViaBlnu47W4PuD+3D4ygT0jsWEws7jGr2dFcWOvMrI8sgrDi5bRP6izRVQhde2bIVAWMcwVMywih3UEGEFERIxhIRUASWCOZPw0GVf8cmFTjBSOLo7aTuCCMvmDy+tZ78/ncvu2M17w/pheTTUgEnBn8J0SD/M5TfvYsEdfySc5OK7O9vT/a3NpFVm0vTGQkfN/CyIRSVsE+7bCXdRKPb+59jPbeNWTBvLoxHM8KAYEjV4lkGr2qbET2QKznf3nu+zX+2Ao1Z4kYeLn5qIiOQa1RWbqLsCDv6lB+ELAjR7oYzD/ZIwr+iOMrwUy6ejhcOoRRU0esqLFe+n4HGD8G6JEoJwlkHjhoWEn61H57/t5rKUXXiEgUcJk6AEiRNhLARfjuuNUCVGn06UZ2v4OrVGCTsn1fSpHBsSxghqYEawmRKEx8LlNag/K4jUnTTBOduIz7Cd4boANNBPn5eAZ9XwjsgEcdb2aGE5suIp3xzEaFKHG265h4ULZrPkgYt56aMZFFjx3Hz1IEpbJtYg5I46M09BCP10BaHsJLSKMJk3H8J6MpNH3prH+DfuYd3VbzBg8CjAEcxESuq87KP9S5tZfl9PDoyCDk3zKb+/Hg+8+w4v3H27U1AIWYjvHDmc3PVucrzfMH1rb+LzVOq+kEev5H0EpcL6Ue2powhsl2Tp5J4k25WkvHiE4vuynehCgWnzruW2bcv4eDb476+LEqqJzY7m37ZVJ7QXAldpmMRW//dENNrSjcjuFyF1NTbFFp3bIMLmWRsfZBT2Vb11OJqbPWP92ENsV+Vko7lhR4et6j0AikL+gEQmD53LQzNHkHi6ZpEtFnVFX+UZ76utF/0odoYF+CJvFMtBTkT/ovnMGvlkCZ4rDMbu3cOMITeRMcuhINDKDUK2RrIeoNzyOugoQAkYlB5MpkHD3RhSdYpTEqx4F/v96aS6Kll7qomT2jqHlL1iSFi7Dbq1xXIrjkbeb8VDR8xWFYd/plvbc84u/jfsNztgu3cJRad9iEoNvUIQfKQHgbo23oal5LygkXdrIg2/CqKu2MT+Z7rTdEEpSmkldpwXK95NUUsvxac0miwxHKHCkA0yBWEbHHo4lzfJjfFGZDx7kMJHGsNfT/H+vGlcvvEubs7ZzLsfXEa/t1Yxe0F/6mwwcJUYNJytcsusf9HcdYK/jxjG8e4e/A0FGZ/pSMX81WqzZ8oZnWlR+EqK7sdvufAoTpJeDZrkT5KomxNoVJiEWuGM7B1XjyQpS2fUXyby/FOvsG9QEiP7f43fcsg+/LaLStNNyFY5NSwT6XWhVTj78Lcmn2K84XS/vTRsLt8EE1g0/xUGDB6FkeJFL3GUnjdPak/Ck0do9qe6HGqeS2JciNHfDKGJ7tAgulc4RPqh/p3Z8TjstCSJOTqpu4Mc3ZxLwZQC4uJs3vlwFoOvG4nqN0iJCIwWPt6E0otcJO8LoS7fxLUv2Xwy41LqbCxD8YcJNEzCc7Kq8CgFlA3qhio+rHneVIWyH366QPOftBYbdL492pTyvV6EKVj+3ioG7RrCic2RGUN1CBiOs1JMgTAdKJhTHXf+V4yz54ilJrB1Ry/P0p0Cj61KbB2kLrF1WeVAbcG710xj7HPjyF5b7KSkfu5E4adu73OhIs5QW3GOUyJ1hfdaRmWmtlF5Y1fcJSYnejg8ByWGl1ffvYpMVxApBKc6JDPwD6vZVprNV5/2IMMddIrjqsLeaRfSedJGgpOzcCvhc+5rdVpO1+INv7ox43zbFqb9u6SLfq39Zgecdf1O7KUNMG0FKQUhS0UE3WT9Q4V1W8kJtQLFEQxq8ufvEBfkIj0u7HgXhe18XDHiOzb8uRNSSFwVBkZ8NbiHImLgcaEKjlUmoQN+Q+f2Bj1psrKIt768FNUt+WLUpdRJMHCVVPViP7vsGprND4IbsldWsu9WL791CA3+BOohat+M7sZNr33NvLHXoBoWpY/7yXopicosCWEjdv+3r19A2foMbK/OYxNH0vREBcve7Vqzgh4xO0XD9OlofoPjjxj8efg9zg0U5W4QkDD3tSonnOyhsJ2TAqp4Iptjk8JkzXCgfU3ftrE1gTtCjm5f0h41GGEsKw2SGuH9bffPzTyc9gMnLfBLyayFs/msojUeYeC33awrbQyPNUFdvomkVWl8Pb05GdsqUAIGwayEWjzDwgbfiTPawn9BIfg/aT92MjAfSiWhEkKpsCmUSdn/1CMhJGtHmURmJnYVNSuySvVCOUcwLxWJrTqRslSrBAqcZYrTchwp/CDhvkfHklwQxkz2cLKTF9MTSQ1QtQ5nRMI1IWfVpcDOsU50uQBhgLAFiung8o0EibdQxMh3tJzG7B9WDzUgkJrKzTet5PsR7bHidDLUEFI4unTFF0o23dUGI8lDmlIFJxW2xHfCYNf9rdHU2u2/1U0J25iXd0RbujH23d/Losd/rqaw/y37zQ4YwH4mEzVycjTAqwryr3ZR3+e0JUpFMHHvHmbkNic0LYR2xSEO/bUH11/r4GulCt6jfqSm4CoOVo1yZ0J3/hyP3LCZuKfaITq1puIJFzn+CvKvjsdI0HAVh7Hdaqxi3/yNSsx4Z3phu1WavR8gUO/XtSRbCF49tIp/VzZD/Rlpi0Fzv2Te2GscwvOKEIlPxSG+20hquwvJG1KHS/pt4dDIJrzQYBF36yM5/dcwgVWJ1PG7uGbqUt5/pl9MySN2/IrgwDBJfKJB5hQvwrRJeOYoZY83AODDt6fzfSiF70Imn86fyXWDx5CxOUjhRR4ytgXJmu5i/60aTReYWC4lFlUo1XrubU3wyIL32B5swMqiXBYt7cq4W51iZVAqeITNB0/3i4HYw3ECX6JF5ZfNGJqxnHmb6qJUBvE3S41x2x58VGXuwj7UJ4S2bCP2Je1rnS9h2eCrTS36v2Wh/p3xHSwle3k5RoILbdlGZjzVnMyefmfffoHF2MbOhIadzddENy2rpRcidKIiAncSYZO9Q5IYd+WXzFp4ZS1n6vwmtZxx1PE6r7LGd2o45ehyCUr0PtDBSLZoPmYd1a24c12UkEDYzqCx9p6OmIlVQVNZIxclLaHRl4YD1fM4KUDFtGJdbTEFmDMcqkPu7+xq1AdEHWW4X2cHjVMtF2xrIpI2qbkdW3MQFtHmierbP1su12mmcKLz6tuKXscoQgg4P6fzr7DfxwFrAmGBatjYqsL7b0xl0JDxNXSu/rrrGurmGij3O7jacNMAG9srXP1DMZ4Tfsx4F1JXuOzl1cxddil2osllF+4m3V1BPVcJ96Yc5O7DPSk10igNneLAqVTaZB3CpVjkL21J7hM7OfBwC7TSEK1e28X28W246q1vucibz9/uvJP9QwUYLrK/dvZZCsGoyeM5M1Vb4wJV+9fyCOpOWcOpe7rX+Kw6bEgLSOI9jtNsoJ+OrWMme3j2zdkMm3kv30x4gdv73MGLdy6n3ZCL8AjBvM9f5fabR9N46mb2rb+QreUNGPPYR7w9ekCNPOLB4TarL5nGkEiVEUv2MgAAIABJREFUd+CrX/HBXf0Y/vpn3BR/gt4PTiLumPP7D7z2Dh/Pn8GNg8eSsTXIqbYe0rcHafqBieuJE5x8vxHqF7k0S86jS/IBPMLAp4SIU8LsDtXjQs8ROmQfYFx+c/xSpVJqJAiDBEXQ8b7NBCydafWX0erLsfTp/D2F4QS2VDZEPVVKRbss9HKnE+jj+TPoOvd+6i8/N5VlwZgeZG4o/8lCx3/S3F+uZ+DuIwSli3aefB5r0pkbdxVgyKWxApsdKbhFIYuWVGKdj9H/T4fjKQr7KAl7KQ56CRkaFX43ZlBHBmunWITPRNMtEuIDpPv8ZMWVkqAFyXSVk6mXka0Xkaz42Ruuy3tD+5KVYpxdky4SjUfNVRKiPCce03P2fDQQ63yzXA5u3F0k8RZZTkD02fpYAGRf0h5l5WZO3dMdd4kkKS+qCA2V2d7YtvwZKhWNnaYoJWzR4MV97HneQRiczvGQufE8qAcBimWz/3oXqdsUUnY7eF1hO5SytiZQq2GBFcOm+H4/RceSaD436MA7baenoGhSgMbJRRx6qxlJB8IIW6L6DYpax1N8RYAmswS4nfOxe2wcaolGQvNyUqbFoYZsbF1xWsIDJqf+FOT1Nm8TRiFNCTHu2pGYSe5f1B59vrv6V+GAz2pd2iAsOwbbAaj4KofkMTaEDXDpWK8Z3FxvI68e6IVnegqVdTWKWkuaTXLUEaJS3QcHSpRinXoXFvDHertZc5GLeYdXc8JS+dafy+DEPXxQ3pT3x1/poCl66lzcdxsHHm4BVI2A0dfYiYiMgErYZt8tHqTHQngtXB6D5PgASe4gSe4AipAoSLTIPNLB9UkHDykkmrBQhETFwfpZKJi2ws4RLWtdmDELPmFGbnNG793H9JG38MX82Qy4/k7CKW6mz57G/TfVpA1z9rH2FFFqCl9/9BaXDx6BsCXFzd0xZV1hSRQjIhZp24TTvChhm5NdPHwz/gVuHTgGy63Guous3h1Q/UbN34kWjlSlanpmSzJfyKdNwlFe+/IK6i838eYVYabHU/5YBddk7+DLY61Y1XYha4MWT11yLQvXfkLrlXfz3cUzGDh0PGUN3SQcDteEAEnJsDmLeH30ddw64198fEEmdGnD9z/MPmfH0H/Sovd14NouqEEby6vg/XQd/hu6VrW1xwbcqugUcCLYatwL1WdtNSLa6lb97Rm519j1UB3NQ6d5QUGrNIk2UthutVaFPrputHHh4O02Ky6diiGrdk+NoicAFacgF8XL6kJBR+X6+l1q7Grh6O5kzPqOafmrKbFd5IUzOWakUG55OBRIpTjsdXCwik2qy0/e6GbYbo3Mfx7Eb+pUPuTQSp7sknBeByykpPOUjYxIXcNHZe1ZPrQLZpI7htcNZGh4T1moIcsJdirCvLHwFUbsvwXjsczY+You/8uxfkysu4T7h4zG1hVCqRrvvvQi120ZQUlxHI3fcYLDR/O20Eb3c9mmO0nyBvE+5MNI9mBrggMDBVv6TSPfjKBVpOCWtSNp+pxBONX7s1Mi6zfM+P1EOc9l4VRHuZgIG1J+PzfNxxyHUBjcLuwEL0Oyv2XmgUvwzEjB9Cmk7qggKU+n3WZY/XRX0md/xxU7ylnSOoHQVZ3RP0vi7bu60vhyhaHXt0aYNof6J7Ptus3keE+hBSySnzvMseXNqw6oPIR8vhT5WBrBNE9siiIs5yJrfqdhoNmCYGxqKSxAegAPZdQmT47lWX9qsFJrd71MHTmQ9w9P49Y7JvDl/FdQUBxykJDN/TeP5OZ5/45BzRxOX62GtFDA0jEjEdgRs4K4J45y+MMcUneGqk11wVI1HnjtHR7cfiP1XjAx4jXqrA/yeWVDWr78A1Oz1tM3qx2dt1iE7M1sKa7PoVMphIs8TvQRZ9Cq4XG6pRyga9w+dGHhwqKOGmDAtIeov8NwnG9GAkcv8dErbQ+dfHn0av4jfbPaMffQKmavfp/+QyZiXefcVrb6077UJc4l5vW/Z0oLDXtWA46dDGOHVVRXGLV9D8JNgghFkppcSbw7ROOEIhp6i2jiLiTXdYI4YcSIjVyRnMyZzi66TAVUISL/CxQhnNfIN5zPFErtIH4p2RlOY3uwPnsq62JKBZdiEq+G8KoGi6f2Im17BWac0/SkLttU65hyv4a76VVr+bns1UOr2BJKY+iPh7k27ig31u8GQOquEFbvDky4sXVs+l1D3y6GkpAUCQG6JPm5wxQ80AiEwPYqPwtCplYaPJzxPW+XtnJk4z1apDFLokgIJSokzV/rKIZYjrJGnukjvyiFpGwP8UeCSJfAdmvkmT6O+pPIUEwnKHQrnOyikCAUysp9XN96C1uNdoSu6szw1e1Zeck0TFvhzoareFfrFxsU62SVYEtJoRWPRxhYKMzqMp82n5cx5MZR56Ug/bn2+0XAETv1eXNURZIx3qjhfPcPTCaz/Um0aWmYHoX4Q36kcJoT9KIAhZ2Tyfy2EOnRCWX40JdsZO6hVUw73Yttwy7Admu8+dEshgydQN5wyPpcx3c8RJcZG/loUa9YBKwYNi1f/oFd97ai6GE/peU+rDIXaoWCsBwIVZNFkYisWv7tfJZ3jyB3qumQZ59jVSVkcve7iwDQhYlLWISlyvShN8e6BXWhcs21d/DiR68y6ZaRqOVBREWAcE5GbdHG6mikCEzMvqQ9WskZU3khuOfDRcwcdpPDbhUV3QxblDaPJ/HdqtmFqywKf6IqNxjdjKRqsLJBCTvTuWguzZNfAkDZyza+vyWg+g2IFDAKu6VwuqtJ03ecGYP2+Enm5y5ARdD3L/ejhSRawCnquU8boBCLgHtNXsvai3Rkj4tYt2UWZRX/NxFw594PIEyHALyskRO1S83pvqzJtSCrIGNw9nvnJ9p5z2fVYW1ntvICiJBFr7ecmcy3I7s4NY8In0HU5h5axfDbx1Pe0B2Zxsuq6BgwvfDXSW8xI7d5je8tPrYFv+2ksAysGgNESJocswSHzWQOhtMptz0cDqZyIpiILQWaYuNVDVL1SrZPaOs8K7ZTvFTCNoXtfD+ZgggnaZQOK8fYkEL2Cn9EYVjU4GyINmQIKSlq4UENQ9K+QIwKVEhJca6H0mbQ+H+qlithC6krHOrjodH/+DET9BgcUFu6kQPPdKfx536kS4nNYtWgia0p7B/oZt21L7HTiMOWCmW2h/v+ZyiNvjDOq6UYtQ0bZlD2n46Ao+Z6NxVPsQWho47zjfew77ZkHr3uY968/1ost0L8wQpQFKw4nedef4U/33YXaa99R69tAZaP74FeYWD17sDd11yACBrIeIVXP5rF4GET8WfpJK1T8JwKooRMvpvUBfsKYsxjwnJuhLinj1NUVpuFSAkL9g9U8aX7qZ9cygXJJ2gXdwifEsIjDJJVP421CvKMRAd/LEzSVQPjDxCnCMJS4opEMvmmzvZQfTaUN2HPhJbMGXqd8yORi2EmuCjq6CZjYyU2Nv0H3cPbC6cx4o/DUAkgKvzYGckoIYuyHN9Z2zOlAuMf/5DHvrqZZguCMdIbqQgenvM2eeFMDobT6T9nBSFbx2+7CNqO7taUehvo+2479r7cDZEWpH2jw1yfuZlktZI4EcYjDBKUMAmKhSdy071V2palBS05VpZIxjSfI79zuBTp1rC37cb9fEfUikrMJG+sgu0psdl+5TSu/HIirjKTu+t/y3tlF3Jb4k4AXn12Mh+VdsRGsPaejjVamjP1Mvru0FnceivnFfX6D5vldjDhUhGkbS7mxMWpJO8LO07gV27zl1Ip/izzaqyY0IOyB8sJdYsnfVsIq08n3AV+do+MJ/kHjWX+IwjLJiE/eM6AYdrwWxA9IlC5COVk3+vaoAQjCJUIKVDUpK5GSH1ELQhb1UqSo8JJmfxixIIEvcwibboPIUOxaDs6eMR+rppkU1Je2Hle1JoOMHlfiKQ8UWO51B3H2mBJCOlSUAOWk9pZuhHRvhX11ljICIVtdJCM3qdNFpoMnTKYucvm8aPhcLOoIedZVcIWRy6Lo/6yyp/Fc3Gm/e4OOPG9iNptTmPseA97h6Tw5IAFeISBrQvi88qRmoKR4OKtN1/mztvGIWwncvr6T3/AvdJhnVKBmfmr8AjwCAVdaEx/fRrjh40j455j7NjeiNy3Da6btoTVJU0dBjSXoNuUzewsq3v+nbQFRlijwnBREEzgmJ5CghpEFybHjBQM9wlOmMnERagST1gGunD6ulVs4oSBTzEptBI4Fk6hKOyj7LFKvLpBgitEoh4kUQ+y+0+tWP3IFK6v34Ub63ej4D4vg4dPRPcFUSqD2OlJfPrFWxjSov/YCXw2fQp9t91Bud9DvVfd6F9vQF9Rj7eGX01SB4U/zFrLskk9ETaMn/0BLmHx2aBLYs0NMRMCtbCU/u4bEZ28NJ/nkOBXUI+3Rb2q9aIwv8ir1BQQgr1DXOQssNDLwxy7OIGs0y6MVA8a4DrtByE43dpD5oaKWIR1400jaT7lBza+25Yfg/UYnbL5PASfVVZq+rgpaROL6fmT0u3/KbNS42KpIyElocw4MmesIdyv86/eplQFlq4SJW75vYQ21UqDznO2kFeZTs+Ra/n8jt6IsMnMRa8yYNpDJF93lHcH9+PDT1+h/bKxaEfdtRs0BGA7eGVhRXDMloNhjmWEqiEopAJm13LqT1Wx3ErtYxFOuimGSKj2e1IRThrgDPCArYkYZC+2GTsyNTvjNrB1JcbbK0UVGZheEuJP771Die2M3NaZPwLn7HQ1pIaKTV/fUcqlI6zwz4Nr2R7KjhFoRbsSLSkot72ctJyUQ5wSYs7Ns3n9kl4UjGuAvKic8p5+Ev4WX+tZFDUPsZb97g44aknzSnkk+30e3H8Tr066AVsT2LpDs4clCaVoDB8yHiFtQhkecr+PY1NBKTf/8zQvbbyCzjn5bA3XJUc/RYIwUYVNmir4eP4MPELjmeR2rB2nU2p5OfVoY6RLoH+9gT2PV3WphU0NfY8PTxBHUy4yNbSKNEyfxsk4L8d86az15SBtwcPd/oUuLHRh0c2Tz/ZwXaaOHeiwtUVrLppTJJv1+tRaxxxt82zsO836diqyn8LVd45BXC75/K1ZXDO0I51e3MiW9lUdSQOynYfcyzoGftaDFPai3doNI046mOdnstHXbCBzDXwauBR3io2rzMInQrR2lWOkeNAqDETYRClyWKDMw0cwAS07CzUQqprGKtVZX6rkakZ9+RVTRw7E9Kq4SsL4Dmlo/iBGgovk/SZ5tyZSb7VFxdDuJOYHEYbNN49OZmT+lcxp9C+uHzgKy6ux9x8XEmoP28qzGTS4Pf6GiSQXB7j/+ruqoop4hTlvT2NNsBEA6Xo54xv1RPZsR52SL37zffdrTDFlVQQliT1EWsCsBU36uSYsiWupE0xEKRV/LzOkio0gFGHW23d7MgOmP0TDj4/ywrj3uPmKB+j89iRavlWI7TuHPE70VojeB1Cjg696qkQYFm0G7WR7sDVKyEkb1nCcho1eacVEN2PLbYkaMPFneWt0djr0qGFsryNEUN1hq0FnBKheaKyeKnOVhJyo27RJnHaCRloZOaLsnOfqfH0bNo6DnlvscF5nqRbJ3nwsWTuLZCE4YVVxqFRKF6btDASKYvNBq7cY4RrvsKpVsyjE7Vz2H3PAp3sW8yDdgCPIa7KIO1CGkeYDSxKo6ybuSAAlYGCkemnxxA7+/X1bMpueZur2S2k0T+W0vyEzrQY1tnnr64t5bmsfAMywxvUbt/BtWw9axxDxU05S/jU0jy9gZ1ldPJrB1x3nsL1NCs+OGsqw6Z8x8+83segfLxKWkqF3TmTUzI946tXbUUMa/3rgeYYMncBts75kb6gu2b59gONwR0z7jJdevIW0HX66TN7M9/efPTLK8FZQ3LOId9/swrgdy/lyvMXpVh7uGO3IBqghiwu8x3jk8EFuv3wIhb0ySfkxwOcLXuWq2+9xsLtDxtDs3p0Myviel04OdMDol3Xk87dncX19SFqVxvRGi1CAwQNGokuHs1RqCkaDNMSarRxd2IrGqUV41HBMvcS0FUfV1VYwLBVLCkxLZcqF7zN2yjj+PPsdeniOEpIwYPZDpL14mBbxJ1n6RC/a9drD+rQctl85mesGj0G6VG7uPwzp0rg5OAxdBpCagl4sODzAR9FDDTHqaYSSFeJ3FPHwskUxsVBDaqwPZTPl2VtIsp0Zxti9e5hxexsKdvx+slG/yCRnnVorKzdjX97xV0XmlltB69QauWFHJPo7/4NYa5fOkbowE1x89WYP3H0K2f1BSypvlngKBCl/PM7zY9/nlukPEEqXNFocIlwv0RlM5G9sYvBobB/Zij+8vo4ENcj7T15J3JEAtkuNYdH/kLYXWyp8dffFTl46bHH4PpuBzTey6lRTPH9Nx/JqSCEo6ORm6NCVfH60LZ6/JWHrjv5gYQc3i8Y+z117ByH+nu445EqDU20SqLPY2ZXPPnsDS0psbH40FErtmoWwc0W8Z1tuS4UkJcjai3TmHV5NkQ0gKLI8P/ldSyqY1SLuNYEGPDh3vrPdaOSMIGi7+OsNhec8tf8xB1zd7n9pPq/06MmTn77LyM1DqP9PG7XcyfNo5WG+3twaPDatUk+Q/3xz1BUboFvbGrhGgAXD+2De7nVGbxu2PNgeLoMDd0i0VbnU79OYImMHplRp4jnN9nAK4z68iwZ2mKauApL2VNL13xO54aJNKJaksX6KemscoP2DR64G4J2JV3N0RJgprssY33IFwnZkiNK3VTokzsLJQd3+1wcIDijFX+HGrtBxF2gUP7GP0FWdkWGY9v1l5AhJi9t21zofbuGcdle5jVYSwJAWlkeNFTzWfd0ava+NWLOVRUfWcd2tI7l24EisPhqFfxcM+aonoas64968vsb0xuzTCfO6LmTfsI4Td3UnlCKqurJs8J6ysVwCf10RI2p/4sW7mDp3JhNfGENJa5OmH5pkh/3sCF3A5rgLaLL3NKW9TuN+skXsd6QqEP6Q00UkBKLCjwDeWvU+tzdw9i2YrJK24jATV3zNhXol106aBEJQ1kgh659rSOU7p/sOO0ZsT9z/TSOGXdci5cl8FCExbYUsbxmtJxcwfXdvAn6bFtknY+tatoP3jdYcoq+WrcTey8h7d/997H2rA9IGLAFhFWEJlJBACYvaQpMCLLfEdkmkx0bxmrg8JvHeEC7NJMkdJNXtp43bUZ2Jv3M3n71zMWl9juF5NIGBve8nmC5psCQckTay2Hejm+SdCqm7fpvyiFQEIamxt7wh/ttLiH9aB5eKVhEmN6GQdSVNuDDhuLOuKihu4ePG3FXs96dzReZulsiegEDzG/S4aSd7KusyqME6/h93Zx1mVb39/9fe++xT08AMwwzdqHRIWaAgUiIhOXSngFgX4+o1MOmSFkRQEUQRUQSkW0q6YxhgmDq54/P7Y585M0P4897rvVe/63l4DqfP7Fh7fdZ6x6SH25K4I4CsC17t9wnppp3TF+JRm9kp8WMQ2a9Ru9sBLk621Aj9QicgTE5rVpJU/k0UzREtgqUXtmIAw0s1CsNdf8shB/KSbP7wCzUv+YZFmmzod2TgWPGHoyB+K5Zd3Ean4g0scZOAhrDbMB02Lowy6FNla1gvVtmwl0cPZbMtvSymyDvgT2wpTfJGDVu2huEKWYWHpptCkmg9+Uc+fbsFsYu2cd8emV/G1AhPKGUtD2Cdi+XMfSx/5Do9JEzdimhQnUARB+4LOZj7rYFSoEXdEGLAonja1+4mvXcDCn+yB6PhvXlrHklCfvUavBCH4VaZu3ASfXqOoPv01XwyqBWzF0xi8FMWlThY2I39ugetkNXLyo/nlAyBzVOQums4beFlsmQIzrS1U/argPXdioQWacN51Ucw1lp+2rx5B2l+BX9kiRVzJ/NUz2E8N3MhH3R+muM9I6g4PwfDpWI6FGw/7iFtaEMyquocbDWJtj2HMnrmYqa2aWN9vyckyhfU0MomklnWRewiSylv7eX9lFk1gIqDLDbVR2e3MmTQyJAjrwW87zhjLQFTZXXvB9lxcAZZnsv/fRREZLKof8+AApAqw2kLq8NRv5oFRfy9lbAsIRQZact+qFcV5aYHrWh0Qdz13YZzufoLgjDuF8ij5JsFWwMZbweJfi2CRcun03jRWCQDtEImQhK4ErzUSrrIPZFX2DCo/m344d+K3Mo5f1yv7qBY63OYLxXBdCooHo0q03/l6411cJTMwTgaRcl1/pCBqYkWpRIYkU7km9HWisCjI71xgxNHkrmv2jmuzSxN9GmvhYyQLPnKEz1cCEVQcb4fw2mzUCeayfefL+Dxoy1plvArmYaLy/5Yom0+ehTaVuA3/rMVcBCFe1QPW/3xTK1QkcUXtnBEiyiQgHPfa8FFrcSabbpYcvV+skYmcuFFGH/ft7jlQIEE7DHtlLOn0bv1FU4e9P53UBC/FZ2KWywysesgArCVKcX1pkmMvHcVnw9pjpAl1OwgZsPqfDfCxtVhfjqW28cjUUdwShpHEpNZ8k0LYt+9SObYZI6nOLm/+hmuvVyGRz7cws6MMlQbdgB5uItDtX2kHF1FE/dZeqWMoOmMLczY/SB7H53M3mAU/xjYi8cmb+Gri9WIeMdCS5h2K0G70wyOz65rVS0mJP4cTc4r95CT4ULyylQYmqfv+eaZncTKm8l+WcUt/4RbEjglib2BWN7v2jmMFexfsjHBtrawB5qJdQId6xfD/FYzebtZO95ZuZCOq0ZwoP1HXNBNyqsOWiXXDsOD2vQYBAK+WTyTQReaMKPEetodb8uAIifo1n4fvVJGcLWuk2KbPaTVjaLQ0QBzF0yiT8oIzg4wKfeRweuzZvNyv/6hE1nQvvtQnpz6A4NX96VYaUG5ey6jvSOhGQqXfi3KkxNkfk69RoU3I2jz5TAGTV/Op2kWRjR/8sVmw3Ytm9gt+1l6YStHNCf7Axrlluqcf7UhU3rM5JiWEAbS58bmjPLUjT5n3fmjEQO/M/I7ShR4vGF1FK+Gr5ADWRfYbwZ+n3CLKRAhGKtkCowTpyGpJvwLg7jbIE753DWELPNhpWX0fWQ4DywcS/n5Vym75BIuJUiMzYffVDnrLRxm6/3ukEDNDIS/L9fiPmm9F9ZHIzlMFJ8gq3wEcTYvFRdmWbhd0zJkkIRA1k2caV5cz9sRqmaZcEY7eLzor0jPxeK3FyUKn1VIhaCRufIBpqqE4WpCkhAOheZP9iCrXATfnSsSNnfNqBhB1ze2FzBc+FejuTuTqVjnpfJbOMJ/Imo4L3IwkIwu0u76mv9qBXzXqFcVdh5Eqnkvo5Z/zgsf9EXYYMWYCQxp3c9ydw1J9QlZRrhUnl26hDf79+JyYwe9Oq7jcE4xdFNBFzL7tlTESAxQoedeS1rQLuNJdBCRGkDxaAibjOG0EYhTcaYH0SKsitL59U6OT6tHlSoXGVViHdeMaNL1SL59ugGmW/2ngdeKV7OgKYrVT7w8riFapKD4+gAzF0xiUMpwfEXsXH4YildMw/laNHJAJ/B2Dpd3JhEsnG8ZpJocbj6NNj0GcfERB2t6vkuzpc+yu9sHNJg5Bl8xncizNpLXZVp+Yhv2ovyUROCNYggJHv1gM5tvlEN/KZ6xC5cwoV+P8EcLWUL9Wyr660WRQ7qoclBH7LE8/JAkTFVGEoK0mi6+emYCwx7sYiUDTbfEllwOXvpuOY2cMjcNL9dMweDeI0KfD1frOSj+5lb0JrURslVh9Z74FdNf60D0KQ8AOw7N/J/hgIf98jCX/BYJ59G4IzRxnaNXycb41pYh9WYUZTofoMIuB6n+qJAbRR7kyBQSeqgFIYSEiUSM3Uf2A9dJ2h7F5frZnFtWlUCGE0wJKSCj+O/QgsAyzxQ2gXAZKC4dp1MjyuXHadMp7PRQ2OEh3p6DKSQCpo3vPq+P7haYDmj84CHOvFYZNcdizcm6ycmhCs4jLhJ3BG5DItwp1BxrdTlt/mS2+spwLlCELN3JFX8MQVPBbQvikI2w48PxQZUsvRUJq9dsCE52Vbm/2klkBBG2IA5ZxyFrOGSdPQOr3zbEyx/WxfAWQpMEgTgVWRMhDLD1/PVqDjaNef+On2MKwWk9r768WwUcJQeJV0xULCfyY5oLA7lABewXal4VLGRMLCzw0tR6eJ9JuK0CNoSMKumUVtOpZndS/rHLnD7oueNx/edIwLdE2tCGRF42cKX6KfXRSc6OqYCsm1SbdpB9o2uieDVKTj6NKhtooaRrhIZNGaOSreXTP9IZV3oNTknj72VrIRpWJ1DYgfPrnYiG1ZG2/hKWt7NlB3h84Rb2ZpUkbVgJDLcdT7KDhMFnmFX2S3q26ke7pRv5dNQTfD1nCm17DmXlgqkAtO05lH/MnsWr7VPwv+Ph8yqL6dhvJAtmf8TANgNIbRTLlhcsKNozJ3+lqctL1TnDmNV9Om8/3p5l6xfz7o3abBtiDfZOdnUgxwaxqTqyLCj5D2EhR4D73j9Aw6gTzBrYHgTcrOjAniNw3rBaDDnJeQf2N39/j649hmPLCXK2dTQrer5H6y9GU/7THDwlIxjzzmImD3w63J55ceFC3ujbC7BaQEaI0WjaJOwZgbCVUlotF7IGPz//AfWnjKbiEye4OrksUydMorwqiJSd7AkEea73IBS/TurzGoFf4pA18Cca2LJl4o5AIFbi2WGfMW9gW4QsEfPqedY3X0mW53+TgGu2eD6kGaAzZ8kUWk4aR9J7Wzk+ox4VB+206Nsb9pLduT7O61qe/sKtEQL3B6NtuFfsQGtWB/X73QRa1EUJ3iJ9eEtL41bjzNtIHvlxuQpcbKKgeCW0GJPIklkUnh6BrAmyStnDoja55qwFNE9u3cL57j85/CeGxu2la+t+YW83JMn6e3XTsrwSedhcYZPDhAU5aGBEqPieyyDitShL9NxtQ/HqYYzsb6mf2TwaWeUi8BWWid8XwtX0jrkjAAAgAElEQVSGBnHHBzlwnreTuM3C/lr0exPZq932OXJQR4918d7iGWHh/Lsl4PKqn24lGtH8UBYpMQcxIdxfNrB0vYe9NgJHphluXUKItKQL3KfSOf5qFG/UXlmgBREUCuXUa7xYph5n7v3mz9GC+L2RMHUrcrXKSAGdszmFrD6vTeZqwGJglZt6Aptk3FKFyGQOTaTUrJOcHl2Jh+JPMqGc5d6sPVo7ZFapYz5U05owP1zrNtrw1QZZ2EplYZQsgvtqkNEl1tKl1whUe5Bo2Rd+vf2ah2+9RWnuTgXgPruGcChk+pxoITHrQrINPdKO7rJYRcHmdXjcvZ/tfrB5JPovHszMNTNpNnYUMb9mYvPnIFx2Kk/1suz7hRihPV1j4EgqzfSgxzg4NKYa6gcGXyyayi9BF5pQwo4LuQgDTSh4TAfLsyvTfMpG5nzZjOQNAa52j6Ts5z70SDsR5z1M69megfM/Z+agDkiGiVsOWAf1z/tu0129G3tJq5nDucXl+fnDiWSaGk91Gspnn01n+AujifJ6uPyCwbY682gzbVjY3yvYvA72TEu1bkGvVti0IJ99NZv23Yfejmf+L4WeEEFWKRv2bEH0kt30L9mYog/7Se/dgOR1Jr629VCzDW70bUDhOdtI790AR37TxVx2IXlaEVmlFC5/VJ/SX2sWDE0G3W0dr1ZSlMJiOLlqafkF1gsm4zv8aAFJm0wutICk0teJesmFEWkwZ9FkHtk4HEUNrWRkEcqhdy608rtpCCExZ9sDbJ1YjWdWLaehM5sdgQiOBpJYe+1eYu1eXIrGhnU1KL3SajfIQYO6MyxxpqoRF1na7TGy/Q6cLhuJ/ziBbipkBF3or/02Nl/IEk3nbaVt1AEe3zCcYEwEiTsCqBl+To+18Vz1NRyqWpzD26qGj01TlTFjbofZSbqKHvH7Ult6aDeuvS+aVudAzVeaKwhMIfPl398NE5XyL1oMIfAKyDDtpBrRBXDICoITwaK8eWYnTUvfHd3zp0zAAGu+W8oXOdGUVq/jXGYwuvNALr1UgY7zv+Oor5hl3yIkqkVexC9srO9+P0JVuOSNRQ4a/FwtdBV7uBbNP9wUtmEXknSbWI8e5WDVyKbQTEI5exPJMPEVdfLy0P5UeusQHt2BgYxkQrtug7FJfqYP78hMXbBywVQefW4Ukc4gRd5T6J0zELO4RMtBI7gyzE/JmX46PTWAicum0DypPosvbOFvfT7ljbldKGXLImHwGYIDonjzu8V4hMo/WnSiU9PuAFx5LIHDz3/EvQyj0mwPepSDfaNrcm7+thBLT8MUMk5JI4IAfmG1SGLzGYqOf3oZh1sn82ZKCoo3gOlwoUfaOdfCwce9nqTH3K9ZNKQ1z/cfhPrzHoLN69ym4fubETpenZLMiZ52ImUHked9nB0jEbMyhjbTh/HFnEk02jEAIapSsuNujs+ui/uMiq+YQWSJLB4/2J2ir11CavnHHT//TNjSPBSZaQ1ztEdro2jWwC3qQjDfwFXCddPaLoXmbUNrVgfJEBj2kFMDIdKCTcbm04k7Log5I2H7cQ+BlnWR77RN8+tdm+AvbMOdFsRTzIErtKoREgXckiFU2coSZzsKalc8i2d4AvfNPcLwIj8z6PE+3D/7LIeuJeL1OtCvOlECEkIWkOQnJspLrYRLlHen4ZA1FITFApW1MPEo8bFMqtiDPPzqaKuSNsCRZVJ4zBGu+GIwSucx7OSATo7hINUfTQlnerhK16IUYlUfl30xVIlO5ZC3MHqU/a6C6kKGmb88SM8HDxAb58F10m7BA1WFmHVuHmt4jIfcJxhC1d/cl6ZNwoxQGf3RYrymekdnmtwwkCgkEzYYjZIEp3X3bT3lc3qI6JFvCJebbO+EhsgNWTI5HEgiuertWh258adNwLl2MKfe64ppF6itZSo0Oltgg17oXZJ9E4oT/W4UN17z0r7MXlIDMZzYeYW6+w121VBImbGKhYPaWJqeksSJnirzms7htaF96fnRSt4+0JySExU6TFvH50OaYxw/RVa9+rhTNcbMWMz7g7ox+eMpHA0WRTZMnp+7kPefaMc3c6ahYZBuGsQe96BHqqz8dCa7g3ZeHtqf8VPm8n7r9ixeO5+DmptF6Q1458x23kh7iJPZ8XTsuoFBHQdTadpRPAs8jBwxnMwyNr7/4V2CQvDA2meoNCOT9q16cXD1JKpKw6k0y4se5WB0ryH//AZVLXahLTOAHuOg1JoAZ9q4WdKnBT3mfs28sU+iPFSTV6bNDbcickPxaJx/SSJ58v+/B94quTafXJhGypMDeHH5dMaPHEDjaWNJ2K9xro3E9YENcJ2TKLbNH8K6ujnfPBbXutg/ym3m3wr1hz3kdKrPtXY+oiJ95HidBL0qBC3sY2SPe9B/iaXkq1vxrS1DWmYksZE+kiIzibP7qBt9hhX3xJNbl80+v5nLuqXdIEsm9lANlSvi45RMFMlCVl417LxYph5fXdgSFu2x3hfSJghpM6SbQdJNG9mmnb8NGYgSazC8yM90OtQLqUYhKjpPU7GwQqozmstBBd2rgCJILpRF6eh0Hog5RmXHFexYKn8W0QlUQA19V+1NQym/32Kt5hIz9l9Npk3pg2S+VxLTbu2t80/EUFFIlHVfJy0Ybb1emLiu+lm7tg7tn9iCWwniK+bCddV/19WUbAjKTjW53zcSgPjzFjrCcNko/EsW4y+2Zs/FEiTa5d8sENSsIOM+XUJ1exbn9N83s1mYVSS0TyxPPuV3cTh/XzhlrQBe+Nb4U/aA84fxcC2rKW8KTvWWGVcvrwI+OvweCr13gWeTvuOF7gM428pFmRe2Mfv8Znr1G4UtRyO7tIuIy0FsmQGMCBXFp3G6QzRlVno43stJhYUBli+bQa1lz1B2RQDDIbN+4RzqvTCYzApQ6hsvkhB4kl3E7LmCGROB6bJUqGyZfmasmUOflBFcaeCk1JdpYBiICCepjeMoujUTI9rOuUEmbSsd4FCvSshZXgKli5D45mnOZ8eRuaYYia3P49NVvMsTkXXLrqZsz+PsPlmayhOyEXYby1fPpeq3w6k004se7aDUW8c5P7Y8kgDddQed2dCyOHff2zODpI0PUvRlBSFJ4b7y6XZ2KozcTovDGawe2gQ5aDB64VLe69cNsCoKYZNJ7esnearKtZrOcA+49pYBRP4Ywc8vTyQgdGp9O5KKg3aj/pSI/9ViXK3jJGFvgNT7HcTv1+j/0Zc0dJ7jmbPtyXnF8oTL1Yw2Hq7Frj1Tyc68s2jJfzIKHNf1q6G8dZ1fzxaj4vSg5XEWZogRFojJlfYEkOrcZ/VGwYKehUI0qoGkGUjanRNG7mAZIZB0kxqLj7JuciMKzd1mteBydRl+oxesFYtmzqLJDHqsF+l1i1D/md1s+rguRX7xFmS5Yemk5CIIMPP9plw39nzfo8WGls25bxfW83LAQHerSKbgciMntVoe4fqI4ph2JbStIHVUwHLNliwhKTlo0PmT7znuS2T30Jp310wIUZpvpSgDGE7FYsFtPxBuKd4aNo/Gs0uXoErGbdZht/aAc01PK9g0ZElCEybpJlwzXLdVwHeCod1aAec+disOGODFdr/edQj3p62Ac8O0W3J2QpIYWHsTp/x5VGM5qLP/UjIkwVefzaJVnyFkd67PhKuWjsLFFxriq+yn8AYH1xvJuM7YSdwR4OOnp/P37/uw8YkP6D9/CF2a92Lh19N4dUVf7BkBmifVQO1osiHlfXr8OIJ2U9ex/NnHudEoiczyMvG/6Hw++UMe2TmAnv1H8cbcWbzSpx83axdh3YSPWOlJZvGTTRAOFQzBxkZTiZHt1OhcH1HaSfkJfmaV/J55WeX49PG6ZAUdlIlOJ32f29JxSM/hl9IVWdJlCl30gVSa7qPxO6NR6vv4fOUcOjzZjycKHeDj7BK8suITXm/UEhHptqjGihwemhiRDmw3PAjVhnDauHk5hkKxOkhgywhgRNsp+1UQqW5VvnzRRcLrp8l4uSTvDuzOlPmTeaZdf4KFLapz8lT1NiaX3a5TZNY2eDnvsfSvKxAxIQYbBreQlIiQAwwq1ZiLXxShGNYJnVFOJa5J7T/UbubfCS3azrlNpWn02BGuvBnNTa+L7BwXhiYjAnmJQ0qpjc2pUabzAU50j6T8qO0FP+jH4vj1TPy6jRyfA7/XjtDz0XQVE0kWRET5caoGJaNv8mbRA9R/4SS8ABe0G1R2XKaELatAXxIK6vr2LdmY/iUbU/+XX1Elgy9mNqHorizKTz+BJmRUycQmW/T6XA1rVTaQEeHVpCrrOCUdWTLDj9lD2ieqpJNtuDjuT+SMpzCXcmJIz45ACLgn8QLXRpfEiLSF8fUF9qOwcOeS08bS7s2I/uiKlaRDiInbQoRcjW9JVZIQlh7y9gOhP7zgB1ikE50XP1sE/P99G8FKppVsPjqXaMSKizvRMO+YfP/T8adPwLnV0RNTNnA1pEQEsHV6HVrO3cTCQjuRgXYdBnO2u0K55QG6FN7G36nFmsETuKC7GbVhKAAlmpxncK8NFJZ96E6Fy7qL430c3PN2FlFysIBljOo1yTBlTFWmX8xpus6YSMcewwA7kScy6dZlKAsXzaJL7378bfAAVE2n3/iv2BGIIEIOcKprEUp/48F+OQNFkkg58wQHe07CEIKOY9pw0dD48nJNCwIpJHZurYzcwRJEKbvYT7l5qfTSh1PlwbP8OjiJSjOySJWiqW4OxuynMrtLa/RCDu6za+TUKYkj3TroCgxvFAktPpJzrVwk/awTl5QJUkS4mlFyguhRDvQIFdcVH1nPJXNumEmp2TLD+g5n9PLFfNi/6x33i0NSSX5D4vLohkDItkZIFGp1nNfP7OLlTn2Y1G8Brx3py8IBH/F8jwEAZD9dn4TZBmBgqP8+Q+uPCr2pdRFQMwKUWhPk+qpkVEkiQZKIV0yrh3rL0lQyLaucW5Nv6qiGFP2bB6cs4ZAgBkJLEuv9il/nRtVIlKBAMi2xnMtmYWrHVKDIrG2k92lAkeWHWProE8iayLvw5eaG0G0wRiEK67u3V1e5NvhBiu7O5smFPzF9ZluK7vIUXPLnPzZuzTPS7Y/fiTrtlCSSQyiI7EAyRqSCmqPhTXLhSrXcxnPfKwVNzjdzU2aVhe01RS6y486LHEk3Ufy69ZtzldcATAoMaO+ExZYDOveont/ddsiNtZf3A3Yuatof3n74PfGnT8AAraau57oWFb6/eVpdqvc/SN+4HTT4YizllvupOvUAwZdqc7W2i5eGDcTeSKNv1xoYTgVCkhKnrxZh0ltPIxSJ1XMm067bYBKTFJZvWkbLvsOwhVTZSu6I4Pz9uxjmH87S+RN5ImUECEi/10GhXwMIRcJ+OYOe+3pTcoaNC4+qRJ1TWTyyFY40L08v/YHiG4JcrRtJsZ917v92FLXvOcMTPQYxb/5EjMTC7PUXp2XiIbymnQQ1iy9fboIU1C1Bkygncrafsp+k8mrKSsab7Tg2sBiVZmaBiGbjc+9Tg5FUnp5NuqnjvGb11lZ9MoN7vxlKhfnBPMlHm0TplV68SU6MHwuDsPSEtVgnaoY/3BM23Cqp9Z2UnublZG+Zcp+Y4WpA1k1ODYEy0ywTycQPt3JlnI/TY21EbRAoksQ5TaHyjBxM4KWUAVSZfojRBzth9PQwru9g6kzew9R+HXE6rOGSJASBQnZcaXnVipTl/Q8fSXePkTM+ZXLvTpxtG4kcDFG4tbx/lgNyvqpLsujc9izBuUn3U2HEDs6/0pD27X5mxzAvhvuWUyt00TNVGcMh8/1r72Mg0IRAg7BzxaBZjfnh7x/QaW4DFk98n6PBuDDF1W+qGKFbAK/pwP83G9P3PIQIKlTsv43LYxoiS4JimzMxnSr265683/B7Zqv5RHosZIYU1ie+NYRNRsnQOT7cTp+aG1lz+R4iXreKJDlgcKqDm26PbWJRdGPKL7m7JRWECCeSRNrLGjkehTIfGnmkjoBOu/nrWXFPfN5vu0Mod0nsd36t1XLoVsKaNb10ev8fRsD4Z+IvkYBv6nkqRD/Oqk/ZXicYUnQ9TZaPpcJSD5deNHDmJJAzLBPz5yK0mfAjK194lJQJqyhsy+Efb1mkA0OT+WLeZA5qbmRkTnW082u7ybRp15cXliwIkxPOjqlARh8XheZuY1egMPPmTWSXP4nXp3Rn/Ox5/H1wH848FU2klINpk5jWZRbvpPTg8ZmbWNe1Hqpk8Pn8yXR/oDPTNy2h5eRx2O8zWLlwKmBDzvHR0HWB/pVK8cXF7ewOuJE9Ad789hMGHOlO4Id4im2WkHP89J41kln9p/CyeJJj/RKpNCebp1v3Y++qj6jFKAa0G4gRlbcbq0zKYtnaBXR4sl8BQ1J7toH9sZvwS2T4tbcm4cTtfq7VclN+oY+b5fOgM6aqkLDKgR6hE33O5NqgBhSSt1P+lRyMWJNWnQewcPFkXluxgPFl6vL6go959eleJCpWD/JUBxXpmVooAR0hS5b27sZ9OB7NpxImgZaQt5//m2EUimDs8p6U/ft5oj4tiaSHROkN6zZ37lvAsFGRCEZKxC3YRtwC67HiP3o53SyPqXVrKH4dIal8tmAS928eQtRPbuuz862oox7X6VTc+v+Tbz6L7da8FYa7WbemAmXOBTndzXqg2PtbWb6jGTYjSOqzAX6oPaeACwfkDfOU0H0ZGTmUvHwiiCZMMkyT03oMJwKJZJtOzvjiCRg2S2vbFkCVDKIUP245SHJ2Cc54i9Ay6TAbtXpIksBT3EXTB3/hRE4Cwx5ex/fzGmC/m1V0aNsOn/sZCUo2XTYM5FRHlVLfBbGlB8h5yxeWhsx7A3duY/zOUCWDdMPJB2e3kW3acUr673Y8/yPjT5+Ah544zq/+ZLINJ+WcaaxKkDhwMZmUb0dRfl0Wx4Y4qdhuN9POb6bZrHHIkoXpc9+XxfKUx7hWMxI5347q0m4AqQ2i2fzcBwhF0LZVL4ITsnjtZGvc+XQcHFkmx2fX5ZKWxke9u1Dlw0NU63KIErYscpJUcpeTsi6YnfoQpj3vANGEgkOyYRTOq9pNJGosHUXSzyauEzvpX7IxetPatO1Zm/PN7JQqGqDjZ6MouS5IFAHOto4keaOduOMGvZcNZWGnKXQ9MgQt2o79mocOvYazY/6HNI4dTOnJlqZF224DEfESbVOG8uVXU3j6yf7hJCxrJq7ZsUBB8ZJbk3CRg37SarlQs/I2mqnKXK0HeztNpt680fRo+xOqZFXqtuvZ6EWiSOk6jHlLprD0wla6tu5Hxps+PAE7fp+dMrOCSLpJl/nf8WnlpLC2660VpZrm4X8RSrqHWg8d40J2LFllQjq5uoSsSXesgE2bRESqQeGP81oPWrM62HJuJwWEv8Ov02ne9zwVeZp6Pw+l1CwZ01awV5k7OA02r0NGOTtRl3Uc14MF/I3upJImBw0aVTnHNeBmzwbELdjGogtbWJlTjp4t+2I61dt77IbgRM8oWjSyMLy5noeW/6FlaqBKBkqoL1zKeaMAAslAYsb3j1F+qYcTQ1X61NzK15fuQynhxiZnEHHey+EJ1Sj5zHFWPdsUuyNI0Ly7YLlQJN54oycTXp5J6RLXUOfEYdpljEg77tdV6n9yilUU5ka/BhT+eNtdB3H/bGSbdgwkgr8BJ/tPxp8+AefapnQ5epl0PRK11k0ivo6l0FEv3636hEd692PVpV207DaCJMlPaj2rchMOSww7fm82N6rmJUIt2kGxTTfhOeu+JASOF6Iwkt1AwROo3GKDS/XimPHJZIZ2GMyJbhHEtF9z244/8kVlEkJL+9xVTPuWPRGugnTVUt9q1qT3gZqs+HQ6T3avhWmTKL/oJv7kSMo+nycsUupH69ZRpDD2zNIMOzmM+S9OZ2y5jsS+4UbxG/Ru+DRlLliDCQVIG9aQhClbAWgzaCRfrfiIDj2HW9No3cSRod3xBM5Nwrni6ggwHBJJtkwkzcSIsCEKW8nC5pX49NMmzCnzAM7n/ZR+w2Ul4YRo+nQZxvQlU3hrxTxK2ayT1UDQedZwUCTccoChJ44zcVCXsGV4bqWYH1Xwv4jaMedIf7YEgSqgaISFcGTDSr7Wfeu1ulMi6nROuAC7PrAB9/fbx96JNUhWblfnUvw6XeZ/R7vIc9T9eTClZ1qkizslECFLqDk6hX81UX7ai2NjIsdSE9CDCqZHRcmRkbW8fWjawIjRyZpWmeiGPuIWbEO5pyIbfadZViWRQMsosgdlUuR1R5hKLwnBmYGCUdXX8MW4ZqhZucajvzOhhcR2Fi6eRnfnIMosMtj4cQPMMk6avbyJHX1qcGyIg5Q6m9n8TH0Uyfz/VquSIYi6EOQfPVNQhTV8z9VmFjaJF7r1J9DKgc2fC0D+N0vgfPFbWOH/dPzpE3BufFo5iVaHbxLr8uM86uNEisqjXfsg2UOi5g+HAPOylYiK/XQD03X3hnzV74eF/69cy2TJlzPo3WP4ba/bPrA2O33VwA6m26BbiUbEsJ0YS/oTvWlthM06UL4Z+QhpjzvYklmBGzViifs1B6ckMWfIRHrPGoltxE2C++Io8/kNVCkk5qwLvvhuIe1b9oQa94R7bnqUg5xxWXh/TKDYlhyK/BLkrae6ktMqFvWVVK6ciqfCgjiuPlmSzKoaO1p8REq7+zBCTD+b16B93xGsWDiZp1KGEYxSca62hmWBJyzas2XvYg01zAQ36ve7ubaqEolt9nKjfwO8poqwydYgSLEOdsMlWNxjIpf0WEb+1I2jw6DsUjfpIzwUfd3GoO7D6ThrLTuxLjqPRRzj5blzebtFB+Z1aomc5cUe7UNIElohJ8qGvX+4YPk/G3p5BzMPPEDRl7OQdB/Zfjta0Ibut0FARvbJyJqMrFtykeXGbudmjwYYNRtwo46B5Axy4EYSUWf9aPmqPKFI2DxaOPl2btWXUjHyHS+CYK1SMl700KP0TlbfG8fay/v53qviTXLglKziINeZBaw+poJVudofs64ORRSNvh2qMqtiWVoczuD7duk4Wp/i+Ix6lF1uIAcMTg+SeLbGOlb0aoISGbqqCHGbtf2tcetQ7h+tOlN64lVynrGjGzJC+NjV9T6OjXBjjwywdWhdzAipoBj7b4QUcmURUDC3CjDtCrJmIoU0N36P0edfIf4yCRjgkCcJ52vRnOhno9zCXNEYk9WX9tAq2aosi23zc22UD2m1D34jAeep7UscHZlMny7DuNsqRNJN/MWcVBywiy8ubqfpi8+Q1tCgUHIGsR+C4reM/bI718dTzc/Gn6ohPeHBfc1JjxKNWHphK9P7T6OW3U/Vq8ORPD6ebNmTVatn8HlOEguzytBo0T4ydRdZupPTz1bm5pgc4iZEk3M/pDaIpOhOL6gypVal07brDmZrjTiREkeFhdlAFPeLUdBXotIcr6XbYAqkoKB9j6F8vnAyXdoNQH+4FkKWcHy7yxLFsUmsnjuNdDNIr5QR6E1rM67Sl7z1TBfULGFZvUhw//u7uHDMGlaYKlRR4ZlR3aGtSdlPrCl9oUkRXB3vIWnQdVY+VtPacIbBV8mPMPWLGRjHLIH7wSeOh9yfVbINJ1+3rIPxP4ag2WQLp+0z7aQH3dzwR+DVVDK9Lvw+O4Ziw9Ql5ICM6bRO/Kw2OZTseBDv4/fhUHXEnHgkwx/WBwYLl2o4bbSLPEftTYMpEyMVdIDIFyLky9anzFbe3duM8uzjnRsVkCWTH9Mq41R0TCRskoFNtn6DLQQxyxXHMYXMBY8lKKRUKMuae09zbVAC8cdPEb/dMqKXdZOfHpxGz/6jUNzW5/jj7RaDzGa1V8K/KR81+jYjVwmEHIFrmokDcIbMXDPvkXi4+hEuji0HgP1m4F/ySrtb5K5Ccs06/3DPvf9y/KUS8Nl6Pu7Zcxj9hRq3GR5OO7eZU9ph3hraE1kSaMmFUDL9iLu5sN4hTFVG/vkQZpPaBKJk1BwFZcNevE/UxXXZw/GP6uMXW8KvD+o2JFNYy8CHa+G6plF2LkjCT1qNSCKOXubsiw1psK0qmxrMYL0vnr1PTKT7q08hefx0fLBTCBcZEj0JySK2WLaRNYMe5OpYH0UnSZzuoIDpJmGvD+FQmTmtLX0Gf8PHRkNO9IimwqJskKJYM3YCDcVoKs31hnu/COiYMoylKybTLWSlbTxcC9v6PWjN6oQlLnNbAvKtEl0CXkvYx9YX78f9gJ29PT5ElVRykhTidincrATdh65l9ahHKDQpAq20Az1KRdIFil9H8QQZ2GsEUmMTNd3L9PaVrem6qtBywc+8sv5zxpf5173X/pC4bOPwgCrh6boCRAFRkgToCCkXuQGG28aNvg0o2XEb1KtKiQkAKkLxIxkmhexermNVs93mf0vbyAvU3TyQMjMLkiLyh5Al5KBB+1nrWNnlQYpWcfDu2e2syKzF80V+YXDsYQxEeHimYZBpGpzWojkaKMYpfwLnvIUwhUSCKxvH5AxcSpA6kRdZnGKJt9+sDHHz97D28n4eGDYGR0Dj/OMOtMI6rrMKWoxAjzSQozQk2dKGkCSBJIduJct6R869DyiyiT90X9MVsrJdmDkqrucrIGFyvZqbFv03c9pbhJvPJIcvHP9KSEKgBE2ilm6HelURNglh/rWTL/zFEjDAr7V1VHYDYDxSK5yEB/YcgeGQMZwy++oupUV2Z8xDRwk2r3NXZ9hbQw4aiAbVrb5wtoniNzAb18B1MdsiVfzOEJJE/AE/pttJqS/SOG8m0Egfyo+Np/CttxSeWiV4f8pUsk0nN4xIPKadTCOCTMNFtuHEIWs0nLqLrcPqofiDlP3cTvaYm6QRT9HdXiIvG8yb/AT1++xni1mWE92iqLA4m97tBvLzig940ByDUiiQW7RQarZM55ThLPliMj1CSVhvWjuMsU566ySKJLg8qgwAkg4ZVQQfdexAyqeraNGtP2sXT2IWkPAAACAASURBVKNN8x6sWruYHDOA0vIGvqBKwK+yPaMMrT76iW9GPoLhslH3nd18c+Zeik4NuRZ4NNh5kL7HT/Pc112JPSoReyLA6t4PUvXTC797u/6nwlHCz+MLrQurFhJ4MoUcYjblneRew05Jxw0auk/x7Jz6PPTxTm5oFnIjEHKi/vX5+5AcAvWmnw6Rl/kkuxylplqfafXXRQGMq6xZCmkdZ3/Pii4Po05Kp1HUUcZ16Ifs02hz2M6ZNxuEGI/CqsBdBrJq4nIHiXH7KOzyYgsRLfyGStC04dHtfB+8j/qz99Imeh8vlrGYeas8x3F/uYMzbzfAfVki4WsNw2ElRquouQPaAPKq9rthiSUoJAAMJCE429pF1QYnOOmJp2HcKdb6E7DL/7p7hZDytllW+Qhc1/89J4w/S/zlEnD+UH6yRC5USaH7jNUsHtgSJWhSc1dnErEoos6rXjLKx/Leg8t4Ye+TWIz3u4QkIWt62BIbrOHVvyQULsCIciBrNkqsucl5OY6H9REsf2AGQpYY37wLwhkaigR0zCgnwiZzvK8DNSpAnRIXONlLodJ0DZtXI+qDaOzPpnLNSMSRYRKRZrJ/Sg3kpzKQ4/2cbRNJ2WU36dduIJtWvM8OfxIGEl7TwdLxddFfL0rXlOHM/3wSfTsMDg9khCwxOnEdk6825XyzSEwhE3/AR/x+OPeizJJuzWm+YCMtuw1k1XczaNusBzerxRGdphENXHrIjllCYnN6OR6fuIEnIg8xstdQkv06hlNg2hXsN70YYA1j8oURoTL6vYHEs43/ZfiuuFk9tMnt/IBbLtxCltjqklkKaJ0U1o8Mhl8nZMnqUSoF36QJBdMuc6adjWce+Y5pRx7EtjOK+H0BbD4Dz/gs+pfebKmIve0j65uy6F9FMO+HGfQq2RiAIgcEEZcCBVpkVjJyIBl2fBbVI/TELQp/lGabqIu3vQPX9SBTK1TEeKQWcYchdtFWTsyvTWSsl/viU6kTc4467tNESEEUBKpk4pTyAGCqZK0OcvUiVElGQUKVFAwhOBBUWJ9zD/uzilPcFmTD/iqUKpvGJ/NaEJ0QpJgziyv/huKdCLVHok96uFY7krjjwbuK+/xV4i+dgHOjeVINcr4ri1HcQczi7ST8lIc5l6pVJmHqVp5r9BS7HphGh1nDOT7WCRpI/+EljOlQMJ0K12o4CcYK4tc5+Nv7PXE6fBixbpAlTFWh/czvWfJiS+wZOuUWG1yrHsn5zysSHymjvZ2GeDueTpO+4+moE2TfY9L1mTFEnPcQfSMbc7+LG7VcZD2Rw+UmhSi6y0urd8dR5KAfW06QQBEXF3rovDFjBal6DL1SRnBxrEap96yhjmQKnu0xkLQ6bpL3+5m5swM2UwcZtHMRTPryfUa0H8gDc7bTOmUwZ/uplH9mO4subEFF4unOQ/B+Gge6wU9qbczPZHrPXMncIU/myQZGWLoTk4Z2piR6eNCj+HTip99dKeq/FdFJ2XSfsRqAoLCF+7iasBXQEHDLQbpGnWazP4Y0PYpMI4J0PQITCc1UuBKI4dLosiFdhHzHloCOjXZwPlAIf5YDW00v4qCKkAwGlt7E63tbkVjSQWHXDWK+vkbaQwlhjC6AOzVoCeLnKqcJgRLSwTVdtoIEizsRJiRwX7HIOt5O9Ylctp3MvzdA6l6fCr22c3xGPQ5vjOOorzLzoiVy54hCCWmJyCBkcYt8pvUaLc4I/41KjoLNZyFl4o4ZVDmegbC5cGs3KPRxGtXcF9gXrG4hlP6VCP39aXWiSJi2Fe3R2v+s18efLv5PJGCAhVUWMiB1JHrT2thevIo0LsbqNQpBeu8GGF6N2uuHUQao8EGQ775ZDMCjy/v8W98bFqaWJc72NqkwUQ9buAhFRkhQbHM2Fx6NIu2RIFpkLMFoiaK7AkimJQb/+ZDm3KxnI/qsjPO6xqZn3+fB98bQsudmVp2pSqIu+LL/Y3wVeARhkyn0zjkuf1KGIvtAuZ5FkV0CUymEJxmu1XQTv8/LtZpuiu7SSaupUmquyYJ3WzDy8y/4WpZInmHnzc+mM67fYPpM+wpNKPlcixV+6NcIU1Uo83WAx+OH03jySbb1rUWNmfvg2ZoYj9SiRwkwH6rJ8PmfMaVXJ2w3LRbblvRyNCoEPaZ+zaKhrZEMwZXG0SR7K2L7NTXc5/ZVTEDZcODf2vZ/VOSci+CzDk1uH8LeksyETeaLPQmW+I7dcv6V9NDy3RfkfLsEHFUFsSeDXG0Qg1dYWFrJFGx9/X5Gvf0pO4qXxvZ+YZSATq85X7OoWwuSitkJDL6BPjiaGWvn4pYkOvUdicpuLj3fkMiLFoxLCQqEIpHaAPo9spUYm5dVvR7+XU4tkilxvp9B4dhMjLRaBIrpxLy8C7l6FWKLZbGvzVI0YaAJg4DQ8QiT03okp4MJZBhuTvvi0YVClM2PU7b+LrccZNVzTZGMUHvFNECWULw6D03bjiFkohQ/DlnjvY0tuD63BGakEh7o/W5/ulCPXJIVgs3rkDBt6+97418g/s8k4CGlGmPDwpKaL5bAphkIu+2OFYFkmpRZ0w80mYobdhJf3PI4Gz73M2a0bYVxN/SEma/YkAXF3lVJq+PAdd06kvY+PI32c4aGaadgLRV1m8yawRNo/vE4kp4+w4WvynDhUcv1dfhnXzC5cweKf+9n5qpZ9EkZwWO/pJC8Jg13nyAl/i7IuMeOPcvEnmFZ22e/WZzyLx/jcExlkn8SKNezSPhZp9mKPUz/qgWXYtwkb/JZVOht/nA1ZiDx9cLpXDGCDO0wGClSFKhUwZqC1562lwNDqmKqCuU+FlzVSlN62gkODq8KLhBI6E1qY1u/hzFf9uTteYuZ2fspbDe9pOZEsY2y1Is7y9NT1vDZsBbE7/djHDmO1qwOSsBACpqo3+/+A/b6HxMxpbMZvGJV2E4mt+rVhA1DSGGFq3hbFpPKV+apResprOSgSCZng0UwhUUPDggb2wbXQfbpbHl+OgeCTp6OOsWX2QGQYFbKkzgVGSEb9J/zJXO7teHYEAfOKB9lnlWYvGYOzeeMo8Q6D2e6y1T8Hnp0W8cvWcXZcbo0ZrYKkqBFnQMcySlGtOonp3QEzuvab4oZyQGDrPEe1K0JxH6nc6yfDdkjozepjZrpJ6HtYZpjoVykulWtYXTQsIqLfAWG4gmSUy6ayFNZmC4VSTdpOX89a4c/hOKzVjZCVag++Rc2DbofOaDjLRGB+4KHctE6esiKSNZMhE1CCpp5lPm7hOLX8RdxMn/eRD689gjHB1fOa0f/H0Ci/Z9JwPlDbnoBExANq1s6wHcIyadQedJ1RPUqxHyyHePhWqQbkYz7+nPeTEkp+GIhkHP8lF5t5wHfWEqd9BJ3xEDO9tNr4EbWdqmPP8kie+T2pbVHa2PzGUgI0mq76dVnJK9M/ZSX1jzNT6Mn0D/U35tUoQqIQwig9d7+FNVMIibHcr2BjWqu81Rbfh6AVyb2AmwIGYpO2splZz3k3je5qMRR/AerEl44pQVfPfc+LTcO41SinfJLvch+LSwtqCAstpwkEUy2EXE2By3WydJFk/n71YfpWXgLz/UZxN6xtbh3ygGODauCqVonyNkRFZj52VSckiW+rkoy7boNBgFjNz7NG3O/ZEGf1gTXuind8wxb08tSN+4cT076gRUjHyVyY1Haxa+he/Qp2ocueH+WyDwTybQuT1l3bq1683cSbDISv7Ci80Po0U4L6qcZBZ63HH4lrhpBqtntaFii4kB4RTR07nJmdG3H8RQ3hXbIJGzJ4f1v5tFqzjj8iTonuzop/1kQ0bA6Pw4EPVKltCEQiiUUf2htNa539yJJgqTLfkyHcmc3EWG1edxvp3J2S1kSjhqcHitDpqDMV0GySjlYvWAS968bScU+u8no0QAtEuKnb+N63waoPoEZ+lzZEDzy7D6uBGLI1hxkjUtGj3bwY68GNJqzA69h5173JT7r/CgASk6AEymxVKt3isfjD/NlSlOCMXYkE6LfvkiCM4cXi/5A94HPoATMO15ATJvE2Q5uDnSexK+anQ6FdvGPt4tCU5Bq3oupSiiBv3YP+H/Dv/svhbT1F8TuQ8gGyA6jAGzFfkNh2frFBOLdyNWrhHtqQaHw5WcziDjvDSszHRsQw406Fsc/+acgamomF18U5FQpZLlSHDgKQtCpeAOMR2oh1bwXgGs13Jh2mcKHA7T4aAOzBz9Fwk5wSxIpxy5wYmJ9Fp/fjNm4Bpnd6/NdrdmkV3HhTPVQZOcN3no5har2NCb3eZrEn29SZL8XT7J1wDmvBUh88ldadt6K2HMY/dwFtAiJLh+M5euHphJbKoMTPVXrpFck9Eg78Uo2KxfPZNUnM/hx6nR8yRGoGf6QToAIi+9IpuDwuGqUnHgKWTMwXDZMm0yrGeN4dPo4Gk8by45ABB1nrKXs89toUeMg47e35emPv6Pozhw2zK/HQ0WOs/l6Oa4EY1B/2IP3hUSaRxz70yVfsLRmg4Wc6FF29Ei1wD8jZMZqRFj3ASTNIBijokXaCjxvOhRLcMcuM7DrMJ5q3ZuOnQZZzr+AZ3wWw+cts5JvDzeF98nIGryzej7t54zFn6iTtEGm3PIgNys6+dsnC+g+9xuySqhkF7fjSVTxJtjwxyhEro4i4utossq4yEmyk5Nkx1NMLfDPW1RFvJHOod1lKHJA4E3JQJKg/BKdrFIO1v/jQ+5f/QyVpvkZc/IwhQ5mUnRbJgCF52wjtanOjRqC6zUFafUgYNqwyzqZQZe1HUKqaJGKn6uBKPymiuQLDSZNcF6TsSvWBSrX2UMyBQOKbSTVF4VdkvAUs91NHM36mNBiVEHglDRGlPqBrC71ufRozN3f9BeK/5MV8K0Ru3AbsQvz7puA1K4hMjL2jADHxrjY8vAkvvWUByDD1AkUdrJw5of07jUSojTSGtiIXbSXhC1xdE7YEaZIr/jKUmiSDMHZz6pR5t0gg5atpKHzKj3aD6LN/A00cR+jzdIxlA760B12iigRPOG+wOuZEg9sH0SJkAZA052DSDwbxNx/BL1Jba62CNK/5whO9ZIpu8TNhX466iGJq8MbEnXRwA2kxG1j2YyRfNZ8KuMtFBmjJzUgnmPEY+GjN3jL8+ngJyiqBGlXvHF4O1z4RGdOg6XEKW5+ra3zHPejsJfAE3WRDMGp8VWoNnU/R4bfC5LlYpGLv35re0+WLpzM6o3VOD24CBVkDeV+kzZzf2Jl/6b81LEWitPObldNJH5B2voLg0rlffefKZR0D8vmTCTbFGhIobaDhIGEKaSwSEshxc/wUo0YtHI1FdTrmEic0gpjIlsWUELGQEYTCjImiiTC/XVN2EhSb/LiwXYUiXciVEGRPRm89dV8YmWd4uu9nOziwJUWRPFojB37FeOOdmB8xdV8+cq7XDPs+IUt/Pm54t9BoYS9APM/5xcqprDur1sQgTIpk0uZMcR8G4GSk8XK1ydTddVoqkzN5OR4B5MuPooWazETz7zZANMuqNh3u7WKDEHl1qbWp3PX9Rx5uxqukH2RaVf4+UYFHi58nCPeJK48lkDR4FVQJHzFLNePt7Y9QXmX1QsXisSo+f3p+fQ6ehx/mkKHcn6zhx2/WyLwlA4hBZEIKYgjw8CTJCPr4q7Y6r9K/OkdMf4qsfbyfvYHArz0YHuG/7SOD3p0JvGDM9wfcyY8KMks6yD6bJDPF0xmXuZ9zP78cXb1+4D2JRqQ+U05Vtw3nyY7BlN8ko1iE05x4dWK2DODYSHqy2MbUmyrh4lLptNm2RiSNhm4Ur0cG+Ci3BKDazWcJOzxcbalk/fbL2Dkpq5U7Lubhw742NivHiOWLGdTdmXGx2+nTZ9hrJg7mWzToG/JxgQfr4tkCoKj07FNKowcNMNi+OoPezg+sy4TmyxmaoWKiIbVMe0WSWXZxW08On40MWcCmHaZQKyNyGXbWXFxJ+2K1/untuEO8SNZIv2/fkZFS4VE/XqjftN5AiyySk4JF5EXfBaBJuRk8Xvj/7F33uFRlHv7/zwzsy3Z9IQSOoQAUiW0UBRBRRGw0kVBOigW9Nh7eY8VG0WUIogoqFgRLChK76C0kAAJEEoKqZvdnfL8/phkKRL0/I5Hec+b+7pybXZmdubZ2Z17n/mW+xaWxF/dQ2YfQdMZxTz56TxGvH0niT+XkTHIScPFOnkXuXnnvlcZPu0uShoaRO/UqLGqAOELVF4OqZ5du3t63ERSa84RcvxefA/VRPHrzFnyFl0+n0zyuz5OPBqkRcJRTkyqh+lSkY5yx4/vN4fINxjlRPPZSnaKYWFpZx5PSPuu4ESHCJoM3kPh2GrUnnWI/Q81xXWsBKs8LCMVgeWxxdvVMqNSe6IKWJqguI6T755+hQO6QhAFn+Xi6TEjODo+QJ2bfrW9+QyJo9DPwk/fPsOK/nRU5ooMhJqPrEqsg/5PO2L8b0GvxDZ8cGgNVqwdC168eAaDLxuK+lkGH3/yNq0+vZPa35n44x2EKQ4mxuzlu8Xtue7HCTha+4n1FHDdw/ex8X+m0OOru1FSi7hp13I+H94dpXUzgnFhlLX1Edzp5O4bR+O6QmC67dCCIyKIVDVUv8RX0wXCrrmNrVbE4Y+bE5Db7PCJWsi2i+GaPpN4Y+brAPwajMPs3hZhSdyHiyg2NJyGxPH9Fm7Zk8W8Yb0J9mpHeIKP5x8ahruHgeUQfDrrDQbUTmVA7VRiy+t4VU5VWf+r5Pt3QnjcBOLcaGXnL+6XQuAuN8sMRjrsGP9pNusV3mnnao8VUrL/OheWx6Lp9GIeX/IeI2beib95GemNVJLmBclt6WHF/S/R5a17qXXVIR6ovxRHL5PIyQHyrLBQWZxePiOv0Ac2pShfpxCwHOXbqKHkYJHhJvPBJAqSPXzy1Js2+c4tZeGSmTxzois7xzUn8FwRbyW/zzHTbizZ5a9Fb+9Usg0PjzdMYW7WKnbpURzRYziqx1BoeDgaiCLH7yWvLIygoaIQoGh0PLXnHGLlD634Zd7rXLXrJk4UeSkrdkGRhqdWCYlTHKGE3PmSh44Snbse+JTjpgUoOLFwKmW0eWErWkp59cmfoIj2d6KKgP9EFFgWwq/z+rXX8e28fWT+08Pruy5jyUs9SVL8dmZ50680vWo8fVttJ/1RFw1fCtrC05dlsz57KQ2/mUin0XtY36YTlvzatv7262SOtGj0qsmB6zw0+FSh7tt7MPPyUZMbofujafPCVla91hF/tEBIcGAS3zeNwDf1AVvP4ogZRfttJg/Ev86NtTvxwaE1XOTMC/X/6wnhRLyu2pq9l17MO5NSUCIkasDC3B5F9pU69ZYoOIp0tgbCiVsdQ16Xk3/jGf9zIMv8OJdtpM1WyCiJD9UBG9J2cah4bloKieGF9Ir5lbeyLkEoFrqpIoTEtBT8hoZf1/D7HRhBDelXwRSIoIJWJojZCQkbi3lwyUJGz7gD2aGIah978WYHyG3uYd2Dr3F995upOf0wMS4fLzRqCZ1aUVbDjeeY3074/X80BUlNoaBJGMuffpmUTyeTPLeELz6fx9VDb0cr1fE/W8w1NX/ljv7jAGzvOMPiM9nNzm8Aw+t2xbysLY78st/sP7riH1MydMm3PP3hAFRLcP0VQ/G1i6NWRhmmG6QwUAwXh+/U8ec7SHrfQBi2SP25IHST68OPsjXoIbxcjMgvNe6v9jPD6ILSqqldTXGBk7A8T5C7ioD/RNgxznRESnOWfdyJskQToQuiXtpHycgYrAg3pTd15J6Oy/j6uhTGLVnFcqUL0xdOpZHDS4PPx/Dm5fN47MURRGoC/+UaliYwI9x4wgJI1UHdbwP0m/sjX9zaHfLysSI9YAl2jmuOaCIxwhQaPLAG/SaV3C+S8Rc7cNUwsLbtIkLxs+6u9qx4O4Mvj2wun1nYimxCWigrt2L1TAHLTiSpAQvTbccza/9YRjDCQWZfaLRI4Z8Dh7B3rIfIux3UmPLfUZe5bWxLhHlW52P5/xXVEIfCqjG3pB7OTb8iu7TBXVFlIyVhFdtLC4SOFKfJmyoCpUwnt200ddQSErYEOJKi4D0cQCsO8OND02g1+x5qTz/Ce8nvM+LG8UAewrBwndTRvQ5U/cySrYoZ9+9BGJJ3n3yZlE/vpun0k1hvljKnqA5aSRCpCJY0e58BQyYiHBLl6RySInJp6MmhiTub15OaUnudl03H6lAvJpuxtX4kXARxCNtHTkXiEiZOYXHQiOL5YTezZdFr3HTFUPRqXnpPXsmnB1sR/5IHqdn1vI2r5dAs6RjbG9fCfCzhXxZXN6VEtGtBUYNwnEXnCi5cWDjfR1RFwP8BHLg+kkYL85i6dBZXrL4dv+lgz4NRNP2fQlrdn06sVgJCsLxFJEYPJ3NOprLurvbENlH5sUMz4reXcvgyL+m+arYQeNDEMNTyLiT79lLxBbn0l1J+GAHR8SXIjXvwdeuMMCHzyc7AntB4AlJDaXMRxdYepCro5M4B3BRbCuGKhekqJ9vube0XKAIsielWUf2mrckqBKrfpN7nCo2e3016UQKNnnGi6JWLkP9vQput0CH8MzaUNiQ34KXUdJJT5j1lymkoyFI7Y588zi41zJxkoWkWCRGl1I3IJ1ILUMedTz1nLvUdubjLRXwUIXFg4RYWFnDbmLsouKOEui+6yWvp5vuHptJx9mTqdzlEgqeE2/qO5qlPZ/Nog/ZM/XgGpVKjwHLzTVFL1HI7+4pHsE01T0lUyt+YawL0XnYXTeaWYL1ZSv+am1k87HJKnvHxafP5DBhyO0hJ7AtZFE6swT53HDtqtMZwKxQ8opBg7SL8gygCH+zmsTEjMF0i5LYtVULdccKCnxe9TP9LBtP8o3QClkaGL54hjTbyfVkqwWgXOFXcqs6B0jj61tjBjM59SdgSsJ1H/oAqXkW81gx3kNtaof4j69GvbPfH7Jb+YuhSo7HzGB6l8mukioD/A6j/yFoe2L+NCf1GY92toiARmv0N8ShB/JYDa38ml+4oY9WgYhasS6VpQQlxv1qUmi6kqiAk1HPnsydcRQmqeFxlIN1YToVYtQSktAnasCg4HkHcZW1xFkssFUw31NdO4tRM3A4jpFGrYgugr/MnMLVxMq8etGeuzZ/5hX3tAxg9Uvji3enccN1tyE2/kjs2lfyLBY0+MCip7SQqrZQx733GzJuv5ZK3NzO/TyKN7l1X6Xn434RtF8M2GkKnVoiACYqteVANSFBsE1EUA0tTKBiWSszuYuoP3IHs0gYl4OWEDOcEkG7ZjT7nSugJ3aSweQzcnUP8M5HktfTw08NTaDfrXhpecpB4dwlZTzdh9KJPOGbYZVYT6nUlcE17ShI19LDyud7ZU77Tc27i3Msidfjs87ksLK7FBzdfSfEzPq5J3Mngm20Z1qN36ih31yLtDhcJPzmITi8DKYnYb3F8ZQNiDh/FAOJnrsXq2ga1zCaViu+q/UQy8KfRJC/ayy8jL8IKc3Dxm9uYtrE7SeGW3TghoOD+Ohy/L8CxFxtRM6cUYUnKqrtx5QVtU8/f4WG/BExJ/Ufs3INWaiBdKvmWhYkgWgmWz8xtE9HToUtJsRTkm26C5ZUVqhT/tii73bRjJ97qO3KJKL/7uat+Z1wtP6v0dVUE/B/Csw3bkDs2GqH+1oxwUbMaqM0bsbLVXo48EE/jeaUE4zw4c+12XsWv4yyU5Onh9Hp2Jav6t6SoxEv1siDufx4nWvVhRHt4vOZyRm7rStiBzrw9dwqDH7oXI0yg+ezyqICu4XUFqe/OZWOUixNGBFIR1NAK+fLIZp7M6ci42LVMTPiBuy8eDQIGZfSj//zvWDi+N/FvraXgvYsBwQtPzeDOlyfQ3p3NDJdGkvs4DT67MByN/yy02QpjYqexLZAIUF6GpoT8yEwpUIWkmyeTEWlDKA0mMaDuT7gUPZRBP/UacWqZVMjTwykyPGj+IvwP1SC3lYcfHn6FAZcNJfmd/SS4Ssh4uhlPvfk2Tkye6tUfpZUTa8ce5k2fwsh9g0nPqAEVtewVrBcy0ZSnSFeAON2Hq3zbXqMm4D7ho/CZMq5J3MXKMR2RbkHGII3kF0zSxjpJmmMgHdapuGy5lm9Z4wQcBzLtQ67aRlmfDhy5VMVRKojea9lhLMvWjthzZ3NEucLatvGtSNJMhATFtEvRLJdK/OthSMUECd1mbuCAL54Vu5vQZFrQTtCdB/7y81rSvyPuPIMb3vyGEZEZ6KjEqwaWFJjA0Dpdzvn6RYfXEqvY9e8mkhxT4BQWUYrAAvJMQb7lRpdaSGe5ItDhECZuTCLUYLlYkcQvBbuC1WnqPE6sYoZElKZlrmJ59jaia3rPOQ6oIuD/KOLfWsv0BzbyTFbfM5YP3pPNu3e154qFZby/ABYvmkG3VyZTfYNpz1bLf7WrOYtZMbITal42jYakY3ZpQ+DZ2tw9bCBNCn0sLGqN0roZvkZBxg6eiNlEcPISPykNsnALHU21yCsJ40gwBq0wQDWtGGFJ4pQADuFlYxuVjXQlbVoHGsbaF0PpU7X4IFCD5+fPIFYJorOaO27uwrNDbqG6Xshtt0zCcgl2lyWi/Lz17zit/zFsuxgm0NWe1fp1UBQwLFBtCx7LqSIkvOtUKWjuIX7mWpYTiWjX4nfL0SqcTqSqkNfGw/cPvczgy25m3or5PHz0cvY+2YIX3pzGLfMnUX9JEXLfTh7M2EGSo4hRN4xDOFUauq1zx3wrzAWU88SEJSjBICceN7ih1k5+HtOBQIyLzH6C5Nll7L9LJWlauRLgOXahBkz0K9uFWsibP76Dr2v+xHUDx2C6T3Xi2TZTFiPe/YL/mT7YtsMKYFfmBCQ9J65l++gW6FG2QJOQMhRKUZ3nPocmCi5hkqgJ8k2dWFVFj3TgXbwegM8vimNi9iFKLD8mkr26i1jVz8eH14V0lOcUNmFE1F5WlMUCtpKbJSVuoXJXQPTB7QAAIABJREFU/TObgz44tIYE1U42nj0is/z8OoT4DcEf+eRa+jX4hUWH15Jvmoyr15XnDmygZsvK3b6rCPg/DFts/BjMrxlaVmCGoQQtVGFR2lDn2tGTiEVHK/LjOk0zdWNBPdLv0Pjmks+YUK8rRrhGvaf2UjyzBbnt3bzz6ZU00IpIHrWJfa93xJUviF3hZnvDZPyD1hLm0Im5Zh/bV9ZGOlQStUIQsLSkOUvuvJwvD0/nuoFjaPZmAQuWzz1j3CYSC0GU4qT0xo488vxcpiQ1w9GiKcHq4Wxs8+e5HFxIOPh0KsGaOjW+dxN2QudEWxe+1mVErPcQtyuAErQIRjmIn7mW43d0pvobayho4sVVWH6pnq2Xe3ooQAXVL1nyyIukzrmPi2al89ixnmSNqscDn8zDiUXD906we3IsyWNh8vNjKbzUT8wTpcSFlVLDU0x1VzE1nYVEqb5yURz7+6KG4sL298pBRQzYfqzYrp7mY/itkxAuSWY/QXimRm4bL9HfgnQEKr39l8KuNlCTGrDn7mrQfj3X0wGzh4oSMEMt/2a4g85vbWLWyGupWVqIMG1NFsthdwl+/lln3J2g2qYSTLeG6dZ4e0M3BqdsoM58Dcv52wE01kqoiHDX1jz0qZWCi40A5I1M5dsnXubVkxdxc+TOSme9AF9iE+3U8ueHPmrBhk7vsOhwRRml4LhpMKjOH2sYmpa5ipqqk/eK6zMwIoMlJdl08+xnQHmz06ysVew3Kp/9QhUB/2W4pHE6x6kOQInpRvUbKMJieKfV/PBpF36c9TZXXzUIXdoF/lIIaocVUDSjNg837IfRowFfz5mOLk1adkum/geCuG2284V5eQpNp+aFbH9yZ3SgsSMXw1LI/aQ5/SJ/YWswFrewBVY+nXQ5X747nd6jJ/Llh29w+f13kTpnMmqZwFlUPuByQSGtDOIyCrljw2Dm7p/Ns32S0b7/ew00/5Oo/6h9MZ6YYKuQlTQyqPuhA3PiMdTNEey7zUFi7VzSbmhH8m1r2PdGR5b1e5lB22/DtBTbXVixykXfpN3irdiy7oqQ6FJw9fR/0KJ3GjXcxfz6RCseXTKbRLWYyVffSsfFO6leFkfd7TrrWq+l2fBoTtxXH1GscMIZw3FFcLqGXKVmA1JW2lgi3BYHxguaTPFxLDUSqUD8loIztxcCqSi2I7OwTUQLmnrpOiWNy9XtLCeSjBdTaXTfWva925bHOi6lwAzj6xHdGBOzgbWlF1PQPIJe9/2MQ5j8NK4jhsdB7e981HxxP41G5/Lh4u7U+aaYJjMkO16qhaLboQ8hJZamYHochCnOUE35ksMbKLECZzT5xM1ai/KkYETUbkBhRuYqjpseqqtlRCgC9ayAuV9a5Fga4cIgQlmNX9rEG6Y4bG/J0zBxX1qo4/VcmHBaZ2fvrDR6he0nx9KYnL6TOlohmwI1KLVcBKyjle6jioD/ImR3Kka0rw/YcSSxZjuDI7czsm5XHJca9Epsg9JaYFgqWDb5OYQJUrI7pzrWHWW0f/lOjDBovKIUJWCwZ0I4yWM2kvFaJ8KPVCMqIw5nsYnruIZPanidAYr8LhQhQQgmDL+D3DYuYvboXDNyApk3woArhrFw2UuMGzgh1HFnZ5VlyLVXj3FT80ONx94ZjdlAwbXr7zqLfw1yxqfy5N1zeX3MILBAKzUpCjgJk9CteRrH7mlAgwigUys8R1USVZVVbefjECq6PJXMsU67gTVPm1pazSWv5rdn5UOdmTr1ddzC5I6rbyN21gl+eKALrq83su6xS+m5cTN77mtI1jUuRvZdTaHh4et3uhK7J3BeIXLVb9Bs6m5iNB9FhpuA5UCXCoW6hzx/OAFDo/E/3DSZvY+j8zqgBqDPwlWsL7R72VUhyfF7OVIYZdsMlWmgSNo3SWNvSXW6RGeQ8XInwg8J6NCSRrMlC29NpNsOP8UNw3ELBWGanLhc55fCRLrGZtiVPGEaimFR13OSvSXVuahXGkUraiH0CqO3cm88Ic74kW+80cW+9gGur92Bjw+vw8JiwaHV2O0ZkGmo+MsbT8CulMi3nOSfFj84u1it2HJyzLTDGyoWiaovtM89ejhNHaUoQPusE+zVI8+IBYeLIBFKkCjFJCAhKBX2G17yTS9BqRKt+PgleOqON0wJVvpZVRHwXwi58RdACWVcvyxpQulNHXHn6SzP3sZV/VrgUg3k1p3oPTtTzVmEEaZhmAaN4vNID48m/hcDJWCwd2wYjd432fd6R6L2KMSk2QkxqSkEqhkcMmKRPY5QkyNsRAV2oQI1frDHYvRMof7HsPdhL+P6j2fBx9MZNOwOO5ZX4U5r2SpVUggi7z5E8MFqIP77vzIJ09cydXoyKltgcPvfxlUFOIqC5F8UzvJxL+BVvPRKbIPWsD5mVLjNCkJAZSSpKZTV8DB72itc/f59JM3PQ3+jjOMPNmDpgqlcX7sDdZ9aw56f2qL6dLr02MchfyxFhouSOpKYvZXr16g+nRvf/Z5P+3Ui64YatLl2F4qwMCy7qSTOXYqCpPV7h1l5YytcqRJlYA5LJlxxhiGnkBCL/WfXNcPJQB3Cnz3K7KnXkLS2kJmfvcX4z2/GjApHAj+3cuPtXIYiBMGEcPq02MFXe1pwcGESMVFB21Yp3MHKpzqTM8hH3SkKpkcj52IXpeu8JLoNhClxLj8lVdorsQ1LDv/M8cwgsarKfkOgSwUTFedpP3BOLBDWOVuOzwWHMLGkgoptaJpjuThunmoI2VNuNVWB09uUS6WTIsPNEX7bitzIkUOiGiTHKma/Hk99Ry7O8wzpv/9qusCglN8zKi2a8mupi5JElfCP1tN91GhcmzYCbpQ2F5H40hrS+tfACFcRAgxLoe6yYqZ+NJ1GDvuCD/RuT/Rum3xDMyLDxJXjIlYtQayoRWZeLLXf1FBW2gkz2aUNlkNhzpzXGDnsDpJutpff0mMYi1e8yY0jJ9mz3+BvJQKFaf1Xhx/ORv6IVHt2Jn9bomQ5VGL2+IhVnNx37GIOPNeJBg+tJdirHY5iW5/XiHKcM6aqlQR5/rXpuAQkzc8jq188pfsMkh/L5vraHShZ1hDvVfuRqqCgqZdmjjKySmO4JG4fR79uhHW29kM5pCoorRPGS9uugNvCeOGmeTz56i1IpTxUUT4WYUoy85sQ7Cr46smXuLXvaALVlDMs6U+X4azgNOlQKH0kkeq+QqRDYVcwjkDdWNQftxC4pj2ue44iem5nZkELmvxzJ19sa03TV0tAKcNyO2yTAiEILwzgfdbEDHfiOOln1MRv+Hx4d9jwyxnvR01I4KOtX5Fv2TPIdP1UOaX6r3Ru/ItwcubnbVbUHtvWIJWSvCosHMIKVUHMylrFyLpdKWn+VaXHqiLgvxgFehg1nYWIoE4r7yH2L00k0CMFxZCY3duS0X4LShvIGZcKHdfi6eTHqRmYl2Uj2sdRbDnINUsxL2tLQZKDhC0+TLdabm8kcC7fRL0fgZtBua4YZWI9vl04jVmFNZiWfgnRU1QU02L4qLt4ePYc/mfkrfa46rjof8vtfDzvdfoPux3LqWBqiu2UrJ+Sqbywmz7/XMTOWUvsHAj0/q1rs1QFUlXpPXYiSsAiqi7se6MjjiKF+UOmU2y5eXHAIIIx7lAoR6oCR4GfJxbPo6HDz/CrRnLgSSfBIxbOGD+ZeTHU4zDHdldj4q/bWPiyky63b2TPuGaYLpWlZiLSLc7ZsKD6dErrhpHTvwx5IBzvIcHMa3rx/jcvoaOEGkFC2wu4ccdtDL/qNg4MiMb0yHKroQqWPtN6KETCimRG7/do6ypgaP/xdjJvUUsmNv+GL5vHAPBdiwjM7heR7A/y+fIFpOlBfgkkkmNEstdXgyxfDE7FIM5VilcN8PlFcQSvcuPEPteupRsxeqYgioI4hE260YpCxDkaGipivOZ5vpnFliTHcp3nk/5zYJ42S/7g0BoG1enK1TsLmDmw8hrjKgL+i5HVsZRmv9r/5+oRZN1Uk5pXHMJ4oTqmSyFlK/x6QymWI5pWWwSrXgwDApQsa0jkP3QcwmJonS6IbpKF97zEpFsnhi5wNWCT+OEeLp4clYL5UR7DE5fTZNZ4Jt/0GQnhpcgVaZjd2yIVwXNjhqP9uJlgr3Z4s4OMmPEZA26eyPvvvcHAUXei+WyHW8Ot0tCby95NlScT/lsxcV8a9y5OJUKx7Dbls6CVmvjjHMTOXktc+5ak3RJGjhmB33ICp1wbpCrwx2q88M4c6mk6t1x1G7vv9ZL0pkXGyCBBnwP8Koce7QzCYtrXvbhs3A72jG2KHum0RX40zl0i5tMZMf9LntjeB2u/F+8hgf+yYsbcvZx7+t2GEeU5p/J3hEPBfP04NV6KJBil2nW852nyEKZE1SXPfjsCw6OgNxHkdDFo8I7K0hNd6LZjCz+3cjNibyYvvZBK3Kwt9KmVgtEjxa5NNmXoTq3UoVC84tTdVGYfhWY7a2P4LYyeKSiGhRmm0bffLf9el5tqq7At+mQm24Me3OI/17npEAZ7gtV5MGMHg+p05pWDazloxBCQldc1VxHw34B7YvfznbQtYDQfyGcScP6wCaNnCmWmg2CtGIwwaOo5ytZjQfJ2xpLw4FqsDi3RpcKCQ6sZPLgNTmFhOhQc35VbMXVtg3QoqH6BtmIzgZiObJ9cgFTBkoKAqSGubMeCd17FL2H8DWNJf78NDaabPPHuLJ5q2Ja41ZkM6z+e7m+tYVLsJqaebMuy7IvY2+6/o+X4X8XUxsnUusrA+VCaTSTlEFIighafLH6LHNNgQOR9RO8rI3qXwotLh+GPVfFGBJFKeVw+SmXJK6+ggE2+kyNImmXQ9o1tpK+3M/q1vhecTIaku9YRtSqOI7fVps7sA3y/twlJb9nyoGcTsOrTGfPeZ8zq3RNztBfvYUFBG516c928daQf1pQieMJzZjxaCJAS1TTh4VhGv/sJ84dc9dta5spqik/bLH6tzqzv3uXVvK4c8sdgdW1ComMbcbPsapJgr3YUNnSQMH0t1qUXY4TZM9qKOK/RMwXt+81c1m4nu2ZWx7SKCOgauqFi6CqW5cQyBFJXwFAQhrAFjn6PlAVYLov6n1oIUzLgprE0fmMvN8etCbUz/yfgFCaJWjH/yPiFbYHaJKhF5+3sqyLgvwG9Etug1TmVGZVC2LHDIp297XREZ8knE17k29KmdueQBpmLWtLwiQBRio6KgrJqGwqQdZsJvVL5rP8r3Dm8LUiIPGAR8XM85qM6JboLNShIdJykZUw2e7/JZHjdrkxO38neCR6Sh2zC6JHCvmANgt/WI/vF6uT10FjT2snEQ5KfW7kJZ//fd7IuADiX2TWn2orNuBQ7OSMVgSIlCgr5lhPjupPkL40hYfpalmdvAyD13nGU1FZQAvD9vS/SadFkkmefZPc9ESTNMan54n6+nZkKrU2SFuroXo1aP9qdkwX/qE3GKA+RRg7DWq9n9/M1yH+k3hnjUn064xcsYebVV/DAN0uYNGUCxQ0s6n0CmQMs4hMMfN/VJXiNRPOL0OxWWJSXGQIWvNf/CoYvXsr/7L4KsPMUQkjU8m66s8vpNMUmMFWx8Gg6tw6ayFUzf2b7qOa4Xj7OAw+Ow32lnVCTqiBhuk3GysqtWH06oBiSwNXtcX290XZr6ZnC4bt0Ik4XVxcV460IXluh5X8YUpJ1h0XNuS50r4N9dzTBsfBnW0vlP0jC2wKJtHQetdXsAHeLjEq3rSLgvwl7nkugC/vOWKb6gjTY6Gb/OINkRzhLpUphfTfuRkV2HHhXGgCD6nS2HTPMzXzSeQY/+xozuf8Y1I1bMLu3xX3SZNeyZKp5dNyajhSQrcewJbcOrh4x1Hwmg5bOk2y88jVuThmD5tNZ2DQRzw86/hKTwYN+4ufn3Octav+/iH3vtuXGyGVkkoSlClRL8oM/ktbOXH5MmYPVVsIj0OK1eyltHOTASzMotMrwWSYqCsmzT5LdIw7XYdh/vcWB1RdhtjZxH9MAHa3UDMV3Da8D9wkFp2IQo5WSnh9PjHIq/itVQUn9cB7afh3BsRFMmjKBmivzOXm1getDD2GRFrHPuOk142c2D29JWa1TWX3LITBcCqZLYLrAmlLC3KHX4G4WYYezKsR15JnaEhWRTANCmsclwOS57/NjYTMUv8GCpE8YmDYKI6pclzpg2Qm6r+wfMfeXG0LjCPZqh2JIO9zg+ZOpSNqDdq0PI7OvQaNFdgt0hbvJf9qLbb8RyxuZq0l2hNPkisqPVkXAfxOShm3l8gO/sohzO4y0fWo8NX7IofAWiA8rw3vVfujQElhlB/hvbEl1tYzRt05C/XELrx58i7fyLmHXHSbdXlvH3LVdEZuhhrsII9yihqOQaHcZPi2Ww880ZmjwThzfbabu+oMcmlAfLm6O/1k3ms/g51buv/Rc/G9B41u38MpT11LLU15SFeFkyqghqH6DguRw9DBQTIg/olPaUJBllDC6blcOPdKZel8WsOfuMJxHJVIFzScIVjNIWmAgFYP8Jm5mPvgaG8sa8Pn1qZi6ReLPPja2rUfGomZUO1CK4bXJVysJUtwgnIKBxQT3R+LNEuhe2HtPOElPG6SNdRD5k5Ool/ayYUJbsq4Pp+7y0nLreBnS+xWGBZYFK108vXw2j1xbbkZbMdmsCEGcT09RSuZe0xMUhQXfzWHgtaNt8oXQrXcF+QKcmNiZ6HT7/KkB+0BSiDNu04WUlZfw/REIgdTsfVbf4MPXDkT5L4mK/MOlav+/cAqTUsvFQT2a6mrReYV+qgj4b8SjDdqjP1TJSgHNF2YQnBxJ/qHqeNmPMO0C81jVxCoXSZk973VG1+1KM2cYO+9qiRCSn+/sRAOnbf2+exk0Yh33VBvARXWPhmQDFUNi9Ewhq+NmYCc37j7Bx82q/WXv/X8rAtVMSms6CEacHod02fKM5TPG0uoanizB2L6jgd3UeWYNBxa1pOEMydHO9sUfbFZG0kxQi4Ic6xrFjLvf4OH+tgrdwWcT2DtiOt1Hj8Y0LRST0OetlQS554MPuWfHAAIZp8i3+sYA2k8mGQM9xG4QhJ0wKbi/Dgeu8+A+AZlXh2F4JZbbQo0KEhPpo1ZEITEuH8W6i0f7DKP7B5vxWU7itRJitRJUbFnLihZnpzAJUwKo5QztECZOLFzCpFg6GHz9GIwIO/koVYEw5W/KFmP2BlADVsjs9XTilYqtF5w+QsMRHsQyVSxdsc10K861dRZ5SkArT0K7TTt0ohlELvUSmfn3iUWpSGpoxQyonUpYyy8q3a6KgP9m1H5uzRnJnbOhBEy2PDadXjPaIDfv5KEGdsJGwY4zRgiFI/d3puuOhoTrJsdSvcRvt+uCjR4phD9+hL0/NeD9rm8yL68Lu9TauJZu/M1xqsj3jyF5nH0LnT6lE2pZeWtveZhSWKDoAmHYM+GC5lFEboe0aR1wWH6K7ilGbnThbZ9LrefD0Yr8LP5qDrq0GNJ3FHqcCw0IOyJo/N54ahs60lJCYQetJMhDi97j+cuvwz8hAu+hU+R75DInRrgkdocg/LhB8bhCjmTF4N0viPs1SM7FToJxJsIUWCdd5J10keuORHWbxESV0njmCb4f0/m8oQC1zCBjooKa5ab+V2WY5S7QZQlOsq8wEcNUGi32Y4ZpOL7ZhNKiKRkLW9Ng8HYOP9SZx4cvYO51yTzx1QKey+rDkeIo4p5wYnidtguLS2H/MIj41Un1DbYkqDBMhG6S80gQ9dNYovf5z4gfCN1i/w0ewpMKcX8cTeRBP0X1vRgD8lD+Gfbbqo6/EBVOKmk7wirdpoqALwT8zpek07abiCL9N8srXIZrsQaet5fVOEueN7AC6nOMxx9NAfwhEZMq/HtIfrcIoZshlTNEuWZChXaCYvv1WV3bkDzhVNwzljTSZrUj0inJ7hGDgkLqnLupFRtEMSyCvdpRbdoa1FGpqEELISSWZu+vuKGX23cMxjchis9umsK9197GnnERaD+ZGB5Jw4/8pN+mEf2uSX52FMnzy0gb7qbm6iDBNkHqzXeFhNSRtjIbQsHSYjh+MgJFs0KiOlD+nk4ju2Odw7mu2TrqXJzPO027UON1BUW3aHHvdjprfqo5i1j2WXcc32zixMTOVJu6hgaDIfhtPVyfSLL1GKSiEKcESM+LZ0X7mVyXNBnPCR01YHLgVkl8XAkx68wQuatBA/nPk0xM3ESNhwp4Y+CNdm11eYhCsSTL+7/EstJmpDx5kCcGDsdVZBK0bE2V/x8Lpz8LFfHm86GKgC8A3DljIVPuGFrp+oISDyfmptB4+P+dLrQLHd3m2Z9FdiCa/GAY+YEwfLqTwjI3Pp8Lo0wDXbEl0Ia1J3nsRoK92uFcvokDV79Dr5Ft2D5/G1f1u43EaLsixnTZUqRGzxQiDhsc6eZmQqulfPNEOwraxFM6uBBfRhTeLIV7+4wg42Enjd8MknGjm5idgvTbNJLeNdk/Gtz7HGTcYZD8WhmlT5VS/6kIpi+cgl+qhAkTh7BNVFUhULAbGhQhcJSLlKfpkg3+BuwoqcMxfwSaYlFTMTjijyYn6GVsk1UszU2l+KUgR3zRREYeo8R0o5XX9labaov9t9is0Nizifm5fQhTgkiPgyOmF7W8kqK0pkL4YZP9EyF8m5uY1Xa5nSi3xUof4GVzk5lMzW/DUT2assRwnCeDSE3BcirsH67xRUkLcvUIMtRqGF4HlkMgKlUpurBQRcAXAKY2TkZceR5xFdWqIt8LCLJza34cL+xkll4+YxSCMCAMbKHxipqBcnun2uu8ZN1vL+uV2AY6teKV/CKQMlTHXYGKqoG6y+Drp6J5cv+H3L13ACW7E4jIVChKNgnvHaT+ky723eIkZrsgMjNITLpF9qQgyr5IaqzXcX0ZJPr1o3B3Lbq9s56JN4xFOtQzWo4rRXnb8KlOOMHRLmH0HLiBxp7jTNl6OR3eOoiclMil727nuxYRJK6LxezeGPXHLRx4LpWbrl5NkeFiWtolOGIUfJYTpOTWlSOpUaOAPo/cS+L2AvY/qOHe6qX6Bv8Ztc5K0CLpw2JGp/ahR+weGjpPsOpwCnqsu7xD0yJphknvD3aytKQ5TZ1H0YqDiJjzC7r/VYg4jwhPBaoI+ALB8XZO6n5VWun6A+WxtCr8/bj93cU0d55gZr4dAjKsCkEW+9GSgoClUWY68BlOSnQXWfc3Rivwk31XZ36692VuHNaW997sRcLmtaH9Kq2bMf6jz5ja+MzjPd4whbXZH3PRmgkUtgnS4ANwFISz73aVyM0akZk67V/czLLMZpRlRVJ3pUFmb4U+ndPYO6EpKW9tZ9WIlJAtkj3IU/v/I8aeALWXB0j7siG/1GzNbVNW8ePYTojN29lTUhMoIbtTMY4WPnx9OqBX19kyuhVSU6jm1jjZxN6H1BQavgeKEUkwwiTrUYG22UuNdeXOMWcNxYhwcvLBuizRayGFwIpST+meSLDcKpNuHIvUFJaKSzEjLxxKO2TYftH1WhZXus2FM9r/42jeey/FS6tXuj460kfOuFQSZqytdJsq/DWwNWKTMS9ra4v1qOLc7bKnxU+1wgDzv3wHh1AY1HsExELMviD6le1sQpG2jOSyglbAKRurf2T8wguNWtIrsQ11WEPh0E4cGelDCAjf6CYmXafzc+vZeutFFN3upd4yi8x+gnpfWKTNb0qLGTtZ+2BHDt1jwDEXUrX1HE5ZGYGssDM6XQtC4Tc2RwiJKNVw5aisHNUBscGeEBzuVALAgX+mIgW48gVJ88oIRrtCPnBnQIIerlHzwXRyljUlcY39fqVim32eYdApQWoCw2HPan+jgyE5dZwLCLpUSVCLeTtrFdf0rrKlv+BR2DUPo2f9Stc7VJOcNiYJf92QqvA7yG/qIiYtaJPCeSr7LVWQ2yUaFUHH2fdQK95+jWJYSNO2EZKK4NAV4cQGw5i4b0dICPyFRi1Znr2Nnrv6oTwdR9SCdXiG10P5ZzwxT6RRtLoWyw414+SdXga3Xc/WNy9iXNfN/DC7E+PeX8Jb/fsR8/pBXPdUB3Q7MXV2nW8Ffm8mLCXSoaIU+jDTD3Dy1lRidxQht+5EdmlDo4UFSIeK1BRMt4ajxG5fN91n0ozqNyi4u4wTy5pS+7tSLLdq/wAFTJSAgeVUQ2V3CGwnDt2wZ8Cus5xYBDgLArZ8qhB/fkPH/ycUYZGg2iEI6zxZ9gtjtFUAwHQrIQfjcyHpvd+PKVXhr0PC9LUYPVPO2+svVcHJpi6+vf9FhvQZRa244KluNiGwNIGQAtOtUPfJNQy6OZ2pjZM5cn9n6FiIuS2KDlsb81Dy10xfmQSA84pMIJPi0lb4nyyiKC+Keh8Jtr3SjB4fbuT7EZ1pOmM3MwZdS/YTFjXuT8SKUEMuJ6rPdne247zlE1293FbodBI+i5AzBsXYkpvd26KmHyDm3bXQviWJ6yLQxD5qu0+ycnIqQsLRzi6699uCgmR1dgOUr1yo2NrS6UPcuDaGU+tnf4h8hWExas4Skh0nGLB+NM5tbqptCuAsDFLt9Uw6R2XQ0HmCV/oPCMWAbb85kykfzWR56UV0C0vj4f63EYyunNaCqGcYrYLtimye4xf0dA3giuYNUypYKCH935Ae8GmmrLrUSFCL0KXtmmE0/7LS8VQR8AUE11cbmTFzC9dQ/5zrteLAvyUMVYU/F/4+HVB0C0Xy21tnAY6Tfo51iWb5/S8yrM8o9BhPaL3ltC/YCpNL35BOuICu7uM89fk1+LJMIn+MIti5hPDXo3jrWF/EiiJkjyPMylrFJSvupOFciafXARoBGS914s6r1/HZxJ40mrqbX+5rzf5xCkkv6Vhu+1iqTyf9Do3wCIPivHCc2Q4UU6CHS1wNi+hQ6xAeVUdBEq4FiFD9eMtdvcdH7wtZ9qg/bgHglr2HWHBdY3L8XnRTpdhwcWS0Tt1pKhddmca0h24TAAAgAElEQVS+ogQS3CWMaryahfm9Q750WBC307bHqjgfaqlOD0828wpbohe4uWXIClZs6kJGfy8f1lnO1Pw25BoR+OqG2/b1moLlUMi4RbC89CJy9Qj2BGtiRDiRldyNSEUwacoE/qgD/Xlj4+dZJSwwwgQlKWUksZUjJ+Ir3baKgC8w9K7VFtml8ixuVTLuwkGFrkH2vZ1Rg6AEJZFZBsKCQLTKjDnTiFUMbrluLEaMC6kK2+5d2q4PuV8kE/+Nva+otBLmHVrNrZ36U/BANBEZKoFuxSTOdqP94xi1vfms+ro14SPrsrLsECgS9cctzMpaxbXP3ke9pUG+vDcGlS2kP5jCsY4uGi4MIMvt5bXiIFfOXUPpE1fgOqmQICVCnuoUk8JNlkg+7blNJJZDEIxUGTFlN+nzLyZp2FZu3H2Cf264it5ha1hgmNT02EaCDTy55E6vj+lSSF+UTMrQHUQ4/Ly6rSeRcQr6aXWxZ8dsTa+TmSfb0idyO+/Ed+ajt3sQS4BGi4rp23oIt9ZdS4JWxKrDpejRp6ogkt8y6NvjV5aVNqOOI++cVRAul44wHKBB/C9+zsYfTUL+YZgS6VCo8epW6NQK7Zc1lW5aRcAXIMTqbXgSO55z3ZT2H/I6Tf/iEVWhMly6o4zBUS/gKA/zjazXzSZYoMaLJi/mdMNfPQxhnVJVA0ib2Z7kvhsZmXaAVx8djOkS3LBzGNkPJbCh3yvc0mMYV47ewvLsVOpG5JI5oRG3z/uCz4d3Z97hVJLesrh6ZwEj63YlHjsxO3FfGlPuGIpz2UYSA23QIxx2M4cp2T9Z5ZMnriD8cNlvWoDhTBKq0GIwwzRcJ8pwLt/JgMWpJLGV7H90Zto0SCiUdHSOJ7pzGBnfVkcq8KMGDQI+FN2iqJ3F3oJq5JeE0WAq5LX4rS/b6ZCa4IcJqbw99FKceSrV1xdjhjkw3RqexyN45/Eu6B9XI8brP6MKQqoKV35yL3HJebC4D5ERtrOzPKsFznIoSKWic1GGxITs3ZxjXIJT5+iP9nJUbF/OqoFr2iOMM491NqoI+AKFd/F6diwGutgfniXtDqs5R7sCuX/r2KpwCitbeVhJV+jQEulQ0Xs5QkQ7rE4XQP6m+/DI/Z1JrHuM+YdWM+LSociO4BhynOyMBCLSVG69dCj9vlzPZ0MupdE7GXy7rC3/mL+ERbdeQeETZeQcTeCOmT/wzQ3tGLrnR96dcC3ais3c/cUtJC2zWyFzW4dRfX0RctOvPLZ/C5Oen4gnx48R5uDArRLNaWLkuRHB8u+X28JTzUfTasdJ9BSR4CxmTWvnGTw9I3MVfrmGBFVyyfqxeL+PwPDA5uFTMJH4LJMv+iazvrAhxiNN0HwROMM0DM8fOJHS1rto8LGJkCZmmD2LlZqC6VAIezEaRPA3ZGY5FOp9pSO+iATsHImrQCf7QDSl/QT1vvaTMDuM/TcooILULNAkwmGhqBJFNXE4TDTVwuPUURULp2ri0XTCtOApC7GKR049V85wGJFnrLMf7fW7bimr9G0L+S9Mv4UQOUDmH35BFarwr6GelPIvL/SIFLGyozi3Kt0fQeDq9qhBCylskaMKc0tR7m5dwWJStZNuh3s62DpkCgO6D2bBDwu4dtdQDu1PIHKPhnlpIZOa/cCSwd1p/M4+li9rR/x2C2+mj6InfeTkR1L7fY2wA4Vc9/EqPhnWg71jPdRaphA/6SD1vXnsTjHOGF/O+FSKkiSNJtvkbF168SkiE3YyUNFtxw+pKmhFfqztu0OvN3qkIDWB+0gxR66Mw3SBr7ZJ2GGVDbe/Sv9u/THjIshrFUH8ppOYXhemW0P1GxQ18BCR6SevhYdb7viapaMuJX2wm1o/gLPQOKOsTCsJYnidIXv6inN2rnjr+cIGUggU0yLjJidKUNDg80Bo9ns+nG+m+u9g04Y3KS46fM6d/0sz4L/j4qhCFS50uL7eSPCq9ii6hVRFyCLqbDhzfaQPjmbTkFcYeMlgFqxcwM2dbuLQowlE7tWQl50k/i0vS7IvpcnsNL5e1p747RaDnljGB4dSyC0n38wbJY+k/sTiYZeTPshL3c8tjnVQcD9ei90/Hg8dz7OyOrlv1MeTa5EwfT15o1IZP3kJU193U21TSblLt41gr3YgNJzLNhLskcLB8nhvRZWHVqJz+Ycb+WrSZWglQbTcYt7/aSE39h7ByakGreMziAyGkXJ3Ft+N74IaMCl42Eei9xhd4tJZ/NKVZ1QVnA2tOMDCT9/mi9K6vLavB873Ywk/FqQswYFiyFDMWFinftAqkmmnk7FaZoVCDI0+DJB+s5OMG1wkfVBml7SdXUdsyVDp8++W4f0BWE4Vpcywa8PL93cuK6vQ+/63j1iFKlTBDjt0aoXudSCEXft7Olw5vlPKZ5cM4b2V73Nzp5t4f/3HXPLSZOh+kti3vEQ+cIhmkcdY8nUqCdsshjy5lK9uSiXnUQ+1FjjIvMmi1lcai2ZcwcHrvdRcbXGku0L9LwIgQL+yXaiyoujp2rgNHdVv0Gyzxt6RhczIuIRq6+zaXYATEzpTbdoa8ps5iTpoz5yPd3CR0mAvrXb4+eYxFc8xP5e/s5qvJl2G1ARpwz1s7DuDQdeMwoh0UTviMMfLIol0luFV7RhtYVIYzeMyKNZdpPuqcfIiKDQriUUIsFwa2aYg14iksCgc8wqDpHcl8eMPcqLUS2nASSCgYQQ1pCkgoCKCAiWgnFHVYLkldb820PwmUlNIei9I+ggN8UxeKKwQ7SwjWvPhUoxQpUekUmZLbQoLUyo4y3daUblxtguzIixUrNByRVjEKQHqa2EcNHz4pRqKeQ/tU3nIsIqAq1CFPwvrduAAzMva4sotO+OWNmNQNLq06PncZBxd4PrdQ8h8LIFLXp5M7c+zGTL+Z97LvpJmkcfYfltznvnwfWZ92o+FWe058Zib+1sv5+OnuvFk6g8smH416UPCabyghOYzdvLrxBahxJrqM0hcF8G2+S1DgjjV10ay866WZN3kZlnLFxnnmkCwVzvUoEW1afY2NV61Hw8/1Jnaz61B6RsLQNihUhCCgZHb+a6kM4pfZ33fWXSfeh/V4wMohkVaXgKX1NpPge5hR0ltpFMhKsPHukP1aVwth3rufKJ3Q1TvSmKhEpQyg+qqhd9yoKgm4b94EIYvFFcVQpYLzslTSbOKzr3TzrPiFxy+zEGdFdh3JA6FpLkmhqM6xUAxcOKsJNwZCbezh6bYYZAKZ/BzdfVVwAhXcX+xgaLBnXAVmCHB+ayDb5575/yLMeAqVOG/Ef9uDPh0VPjB5Zq2rkeFypguLW69dCi5XWviufkomQcSiNztQLksnwebfc2c/r25eO5OPlrehRdunM/0oddT9nQJJwq91HjXTdj+AoZ+uoJ5w3pz8FovDT4toeusjawa2R7De6pNt/j+YqwPEwhEC7bfP80W/gEyXkzFWSCo/0kOetwpeyKpKRgeFdfX5b53Napj1YjDDHOg5RTT8aM9DIjaxF0DxqL4dd7+8h1G9x1NMD4MYUoyr3IR96skencxpXW9eI77QQjMJ/MpDTqxPkwgMjNAflPX+WPA5U0V2d3CiTpgEX64jPQxGok1TmJYCr6gg0DAgRFUsQzFngHrAiUgEOZvRdorZsJq8Ny3/78X762I3R/s46TRvevslvFKQkun48CNGpF7VKq/sQb9ynYousXGjVMrjQFXEXAV/s/jzyRggH2vd6TxpPXILm1s8RtFoJQE+WDZHK7dNdgm310OtMtziZgWhedIMSnzdvLhsq4kbJVEHCil7OkScoq8VJ/rJmugyT87fcysm/uRPiicmqslfZ9YwQ+3dQqRr1YUoOTZMsTMBBwl9u1zjccz2PJ9U+o9ZpepZS22HVOsnZEAmG6JEWWSPG4DMatj2bi/Htc0+xVLKkRqZTgUk5/vS8VREEAJGLz1xduM7TeGYKzdUHKwr5OEzRCeHUQJ2O/TdKvsH6jQeG4Qqditw1JASS0nQ/5ROQFLRWCEqRQ20FCDkvyOOkn1jlOmO/51Ai6HEWWi+BWsMBPhNlE1C6dLJ9wdJMIVwKUaxLp8RDr8KNhVDYqQIcePOu58WroPUUcr4svilhSantCMPOQUIuwwhCIswpQgvcPTWO9PZGZyQ8DW8hjT9zAHfi3595NwVahCFX4fjSetJ9C7vX0L6lJx5pexeNlcBna8kcxHqxG5W8N5RS7hU6Oo8UgGTbzHeX/ZJSRsk4x78iNmZ3UlpzCC6nPdHBpkUOsTJ7Pf6EfaKDe1vpEcucoKka8UAkehnxc+nsXEe+7EUWKiFetcPG07W+5og7eZXfWgrNxK0K+RNGwrabPbER1XQnGJB0o1Tg5PhS5rUT+ozY78WiSGF9IsPJtGzhN0mZaGhUITRx5jrh9LMN6N86SfvWPCqLZK/L/2zjw6qjJb+7/3DDVlDplMZIYwz0IDKqKoKErbaIMiKqCCItINOLRT37adQGxFmkkIiIKzoKig4iettkqAEJmnJIQxQEhISKVS05nuHyepAFe8/fXX92J/nt9aWakMVZyqrPXUZr97Pw/xZWFq/1DLpVn7SFGCfH1PXySfhNBNjASXfYAX1Ln14bW8XtKXDMOkWfty9G9OM54SEE1S6PbYFg7UpSIJiwssEXOZ+6cQIKIC02uLr+rWUVUDnztKiidEkjtEnBIlzRUgRQmiSo293gZR9UkRwpbKpOYXc+CZfsy+ZRHH9ST794SFKnRkrFhkkyxMNAt6uo8CrXj5wDpkYeGWtHNepiPADg7/AzTEPoWH9qGyazI37BlB6R+z2Hn9HIbPGMF9kz5nTtlvaBdfzsbR3Zi7fBEvvX8zSw5fjO/3Kn9auYqlpVfyYt/PeOWvw6h5Kkj7Rw0Gv7mOz0dfghGn2r1TzcCY4Wfi1N8Td6gO060Q//xRfpjcAzmsERxcS5O8HVSP7kfaF1B5Tz9y78xn/9vdiNvkJWumHYkld2pH1jseom4fpUoWRd72mKepQ0KZgUcN46qJUvQ7N7P6v8m8vBsxVZmL0g+zs+YCmsZVU9EzDkkK2neysDPe7pV5tbgfmTM91LZ00yW5hP3HkmKGO0IzafOHXRwKpuCRNUxLYCKh/yuyiwUIyUKSLCTJRJUNZMlEEfaHKgxUSbcr2tMO1GRMNEumiWS3klo8kU+TUXVUGfExgT5deFXsiniXlkYXVyWLD32HDBTr8QhOnvPyHAF2cPgfpPZCmayX11HSqwdJOxWGzxjBpC8+Y9aNw+i7bBvLvriMBSsW8sLNI4lMq+WEP56nPvqExTcM5t6PVzNv5I0cesSi+aNuhrz5PatHX2oHX9Yb2KhPn8A/pymugIHpVkh+/jDVjzbjVBsPlQMkcn9biPubLHwzdL7Oy2Nwdnesi7tzUbODnBxZDcDrr80iYtmbah5h1Sdk2GkZav2pkyokJCQ0DAZOe4B5s29ES3QjRQ1OROJRJJPqqI+aDo22NpJhsm+8RHxiiOynJWraufnVA5vYPaEDWopqb7RJAjWsk+M5Ra3mPi9/o3OhCoMt4WZMKC4hQQqhWTIGEtKPOLKELTU2FbE9moZHaGiWgk+K/KQbmtMDdvjF86/uAZ+LqlW5vNjxPaYPvZlL3t7Cq2uuIKPQIrEkgDbdz4naeJosisNXUs3E1auYfctvqXk6hLwojTue+YQPbr/CNpsRdnpw3LPHqJzdApffQPVHSXnxCCf/0IwTvXwEcyxaPZxPUV5vWr5r0va5XZQ+1J4OL+5g301Z6AcPn3Fto/YcIWy5iKtPPfZIGh6hxcaw7NsGFUYCxZEsDoTT2FqVA0BFbTzds8rs5zguk9yl+9h7Vy5FD7hJTAyR+ZRMztyDZLr9FN7TDS3RFUsBiVzbm7oshQ7jdxLU7URl0xKYlkTYUAhE3f9cD1iA4TGxPCaST8fl1lFVnQRPhCR3mGSX3YLIdPtJVepiVS00VsANcfKtXSeY1rorAM/v38DOaDYeodmVr9BJloJ85u8W6wuDvTGnSnaLYtaIfA7v8DuHcA4OP8b/lgA3cMX2OvLWDCK9EKb8+W3yDg+gvDae1IXxHL5VZ37fN3jplpsJPluHmZfB0et1cudEYuLrqgqRMKecozPboARNEHDdjL/x+e8GEshxkbwsP2bebwzsSe4LuyiZ3J7SidB2epi7l3/KgtHDEPmNpk7mJd0Rpu1L3LCY0GBVefptSxJYih1XZH+GcKqCpFsoYYunZy3k2VbduatoP7NKB5HwuJecuQdZ/1FXLlxbG1sxNjwyPHAC11UHuWJ7HYU1zWIpwmcLcNSQiXNFqYu6CEVVdF0mGlEwIzIiLP+4GT5geQ1kn47PFyHRE8GraqS4g2R5/GS5/HgkjUy1hmS5DhUDEwm/6aFCTzxDgAEu9e0jVYK9mheP0DmgpSELkwQpRIIU5vHbxzV6GJ/Fv2wTzsHB4f+dv3WJw/ugxJ+eXsxfr72OEy+4Sc2L58gonZz3VF56+WbCzwUwF2Zy7IYorRdxhvi+9ckihk6eghIyY+NjX36agEIhFUt7krwM0raHMAb2pPOL29g1qRPFt7nI+kSiz7ICFo24nuKJLnLz7YmNVh9o6D4ZYZ4mtOf6X7MAJWQgLAtRPxsbd7zRo+GZ28cg2MLHlT2Iv6aUP5b+wJ1vT6Tp+rAtvsK2npSiBuKqg5TM7EuH6CZ0U4p5KJxOmreOo4FE3I/Eo3pUkmNJxxaW0BGWbl9rQyqJZdm3DSv2PITpAuzqukZPpoZs9nK6dahARHUQAi3Fw8N5yyiNZpxxHUf1BCbVV8F/Li1Es+RYtQv1b1T1o3Sm+7TYJH7ay+df0OV2cHD4v6H8d/3J/ss6vgvkEpxr8nznD/CVVLOg71J8ZUG65e3AO9XD/c++R9tZmu1jUH+glTT3OEOnTCH+QAAlaFdozTbEUTGhH+WT+tP2jh84+Of+mKpE0+nFtviOU2j3apDOk7fz9qcDODYgmaarbVlo+oWF4ZZQ63SUgIbLr6HW2p9dfg1XTfSMD09FGMP1X2WjYR245B6Jio/bUdH/FABPtepJm4VH7JE0RSCFDYrGuwn+h52TNvP6pQA/Kr6GJVERiiPxhQRC2XEIw8TwKBhuGcMtx5KRhWULn6UILFVCihixVGWEsO/jVTDdMoZPxXQrGHEqWpIbLcmNJcCfm4jhVZHrNP6PvzNhq9HSUhYmPqnRutNAnGHE04BaEyGS5kKpPSs4wVlFdnD4+ZD5V3vr7LG0QoZ1l/lrxxt4/LN3ePqm2zH+UsO20e0Z+8FnvHrrUCJNPEi6hRQxSH/+IIdm5qLWGpgelfYv7GTvlO58udnFBVUWvhMRstcnIO7302nBLrZP6kLJSA9tF4Y59VQY7m2Ba7Ag4YiB6rfF21sewvAoSJrx3y4nSLrJscd1fG7bFEiSz3I2twRoMplPCDoWSmS4aln9xOXUXqjYW3lCUDqtL1d33UJ11EfvHbX10Us6vbeUs6e2cTTNRBDRFRIfdNFyyS46+I4RNF38bVw/W0hViQPXu/jTkOW8XDSIz3u8ym0j7gMBy96fz65oAmP/PhYhQculoPqjHL4ygT+NfZPHNg3Du9lLzld+LEnwzooFTC0bzHPZn3H5koexJnWD2Vtp4anEI+wRsu3hpkwp2U1b9ST3Nb+Elw7kU6w1WuPIgQhvrVrM6NIbWdRqBdc+/SDJ+6LIIZ1WbZxVZAeHnx3DLuwDQDg7gada9aTv1i18Mn8AT654nXm3DANJcGA4tFsQJXHm0Zj4umqitJ5dxN4HO1I20EvyDrjqsW84EkqhbFJLuuVtZ/P93Sm51U2btyMUj1do97ib8PN1JOXF467WMFwScqd2/GbpWrq6D1OmpwBnevY2GKgbDb1ZJJ7bcg0ZMz0k6BZV7eOQzyr2JMMia2Exn6/oS9Mv/KhJBskl9RWgZaGn6hzoE6L3lgDfVOZC33RK7pe5TFqHSzII6i4kYaKbEof3pZPWW+adC5aw+FQnvj3ZhspucTTZHkQSgmnXv83BaBr+Wh+GZSFpdqSSiqAg1BJ0iQcu/pwPl1wFlsWQ4fkcjKZhBFQSBx3H+iYOKWpg1B++hS1oP3Afga9z2DqxK8zdxtDkzWwPN0XGJFUOxMRXFSYeoVFnulGF7TtRYdqWlIZlUXdlgOR9LoT+UzMQziGcg8P/+iHcuXjpQD5TW/RDTk/HaJnFqg9fIz8i080Vov+Gu8lY6MVVE2XUa5+y7J6hHBnoxV0Fw+7+mvw7e4AQXLRoKxsn9uLwIB9N1wYpHqPSbl6QnPkHOTy1NYZHQZiWvX58Mgwbt2Ne0h05rP9Dlo2GTyWU4aL/IxtYXnARGHamHWD7IljgPSqTtSHSGNNUHzoqhw1+u+gLVnTIoPj1nrQd/UPMPKh1gYeQoRInRzkaSiRsqOzZ0ZS2b4ao7BrHtIcX8XF1T0omtEVLtMfVJMPkySWLeXL/DQQ1Fe90OwZ+3x0S714+nwk7RhG3OBnVb9h2m7rJM28tYuLOUaRM89nPV4LAI36uy9nJnkAW5Y+2xJQlhGkhh3W0RBdld9nvMkJYqKpB9rBddN8MrT0nmF80AEU2SXnOS9OX9pHqqmNL9YVIj6dgeBUsIX7yEM4RYIdfPD8XAQboUKiwu5eO1K0D769eQtgyqDUtCiI5LBrzGzrO3snOqV1QK+oYs3INS4YPoVneAQ7e15pOC3axY2Jniu9TaPOKQSjTQ12mRE17i4yN4Duu2QdP9baMQjMR67aiXdkLWTP/IT9cOajRYf5uWngqWTOqP+g/0t+UBaZbqQ/9FPWHUzoltySSsgviTui4Vxew5uiWmFdF3qHvmFE+CEUyKA2koZsSe3Y0peVKHaU2yqFrEsj+3jb/abhOSTMp7+Mj8aCB91hjwKcSiHKqfTyGS5CyJ2hPJwh74aOyqw/vSZP4I+FYLp9cp3HwugSarbGNhxq8iBvuI9dpWKqEMEyEZmBu29P4XPt0Aew3JqGbHL7aS7M1ocaDQaBg01z8tWXOFISDw8+dBjN1c+tubrqwLwAflxXw6AcjmbpoNSvHD+LwVV5eHPU2c24aRutFpZTcl0u/xYWsG9eLiicitH3GoniiSso6iVMdTdILJHzH7TTmBlP4t/JeZsBbD9FqHRz/lZsbh39rr9KelcrdsFZhj4YJUtQgb6y8nJbLqxn27tcMiSvCJUT98oZtPCQjYksbmyLxbAq2ouBUc9LnJ9hvApaFdvVFDM62/42JxUWMa3YJnQs1dvQyuWL7Pr6qaMynM3wqWRuidtTQaW8SpirRZGcUYVh2XH19LanHu/Adt3u3sdEwyzYeSimKICzqs/kaHz/728gZj3H6fbRUD8raQsz+3Si+O45ZVxbV964hmurB9XkBDa9a8+8FwWF97PFAgLOd187CqYAdfvH8nCrgH2PFkfUxMT4+pT+6F7K/DdH2pd2U3tuaAUs28dV9/XA/U47+QCoVT2pkPCGzd1wi6Rsl4stskZKiBoZH4bG815jRugvDdlXwYcd0Ru45yju3XY2lSLGJi3M1Li1JIOkmo177lDfuvA6A2hZeAtkSOV/77RbH6bPD9bPFDZVlw9dyxOCaBX+nLJKMJCy29bRYfOg7Bn47iWEdtqBZMh9/dxEtPtFQAxpVHeMaq9l6hG4SzPbgqdRQAtHYjLESiBJNdtv2kJXRWEUrDItwmgu1zkAOGXbaxk9gSQJLIrY0Ao1udw2V+9mM3XuQ9YHWfFrUiZazLKSQRv6WOfitKqcF4eDwY/zcBfh0rIu7I763RUDq3J7fr/yQZx8aw/HhEdo8H8E7u5LwhFSufW89b0wfQvzRRvFNnnGE2zLzmTNmBOL7LYjeXbAKttsRRfXCe0YfuOHmaYJsCRg/9wNeHftr9HiVY/1cNL/sIC7ZYEj6dj4ccwWGT0U9FSbQKoHch3filTXWru5Fs09r7cihqMElczeyN2BPPbhlHUWY9Eo4wIcd07lp9wkWT7uBk12g9fsBrl3yLQHDQ9Bwsen+nliKsKcgboMpvb/klT2X8FWfhdw+fAIA77z/Ct+G0/j916NITA+QNtuHWhNh3/AEHvr1R0xbfy2uMhctV9rXczYNPWtLEihrG8XXvKwH6omA/TqoMparsYEghTS0VB+Xzc1nY3ULdFPCuPwoABustecUYKcF4eDwb0SD+AIcHZTKNb4IMz/cQJv9Hbl42Wa+v70HQ95bxyfjBhIXryEMCzmokfTSUQqKWlIzNRvLK2wP8oLtnLivPylFEfR4mZMdFDILo3aSryIaUz0apEPYAv36iGsgzo4pimTIGJaERw5TqScg6j10jXiFzGYnKQ8nkOwK0eXKvVR/2RQpanDZvPXsCWTFnkfIUIkaMl9EOtK58CSFtc05calO7rgCqsf0Y2zSbuZWdWdbTQ5VHbyk7rKnIP6j7yrKtSTCIReGZSF0MxYDtDucAxaMbZvPKvMKsCwGX/ED1XocaBIpPSvgo8aEDmFZGKoEkkDoFqYqqGmlkr62/ucXdWb5m/PYGvWSKCKELYU6y0Wd6UazFE4a8fTx7OeRG+8kmu7FlAXmby60hfzL/HP+PR0BdnD4NyVr1joGz+pO8Wu9aDumkG+7eoDdzFk5hOwEDUm3lyzCTXxMyfoO/+QLMDwKRwZ6afaN/RgpJVFkzWT/tRJtX6/D38qLoQp7esGkMS2ioQKWoDYnGckAKQreLD8pbtv9LEWpQwqEGTFoK1tGtef4gHS4pQ7dkigoakn7QBD/9DDb/Dm4pDNniBXJxLQEe2sz6Z9aSu64Aope6UOLlTqaZdLRW0Yw2cXG3ZlYqoSpCJ5aP5Qpvb/E7dGQhcBSGhdEOnhsb4olxf1Iq2+BrFnbk4du+AhUk+rCdJJNP8KyMBXJTtmor/5Nl4Tr8wLSgZN396Oqh0nm94KRxTdhTU46849Q39+1ZMG0+68lrZkDq3kAAAOASURBVLuL5NIwsmHZ8RtCnLEVdzZOC8LhF8+/UwviH6FDocJXS/uQNWtd7HuiRyf0JDflvT2MH7OaVZ3q534v78m+W2TaLtU49mCUhHcTSd5WZYtZQxBmg0Y0rAE3fC0E6AaWqmB5VeRKP1O/XMWMkbfarQbDxN/cQzRBkFEYIPBkgOYJ1SiSgWlJjd4PiNghX/uEcgpHd+bYgBQuvGk/RetbENehmowb9tjpzPUaK2smQrcIXOjBW3GOHnC8jKfitB6wbhJOdyNHTdSAHqt4GzL0wkP7gAWeVRtjr1vRvD5kfy2RNOEQ5kOpTH3nXY7rSbiEgYGEZsmETZV1Na05/kBLiu9WSd2gkrY5ELueTZvm4ne8IBwcfhns7qWTxbozvlfeL4n0LXWkFOus6pRC0St9kEISptek7dIoZVM1mrwWz23TPyZRCrE52BzdlFCkes9cYeCRNJJku9o1kE5zBDNQhc6RaBOmj7kD87mT9Z6+EC8sNEPm0nt2U1SXgSys2GLH2WzNb0vt8gsoHu8juelJkl0hDJdF1h/t94LqyQHSf70XIJZC7a3UsBSBluy2K03L9s0QFqi1Brq33uNCAlwKWpzA96HtnxG4tS+Jb60HoGRZD3KW20nL5ZP6U9vaZOrVq1k5QWP6awt4fMRdLF+ZR62p0919Cgn7mg7oLqqMeJJTg3R5aw1TR4xn7LIVPJs3kozNkZ+sfsERYAeHXwQN4ZsNXc/cezdy6o5+JJZGOTzZIH1pHF2f2MqK0YMQFhzvm0DGD0Hbtay+BSGHdEqH+cjcaBJXFsbwNMqHpQiiiTJD5/2NkmDGGdWtYQn2B9NQhXlOb9zN63Jp/mkEPd5FWosqdEOiKuJDviAEpm0atLbbi7Q8Gs/HdT7+8lAfalq6SJ9/Zn9VH9QLs76VYHjtkEyAmlF98VQZJL1hC2508EV4qgzbjD6sE58Qxt/cS5OdEQLNJdpMXk/T4pMoNREKwy0w3DIVhs5d4ybjLq9DhDVQZA78WeXvv1rAmmA8dZaC6ZIJWyppg8tQvkuyX6Of8IJwWhAOv3iEEBXAwfN9HQ7/39Lcsqz0H/uBI8AODg4O5wnHjtLBwcHhPOEIsIODg8N5whFgBwcHh/OEI8AODg4O5wlHgB0cHBzOE44AOzg4OJwnHAF2cHBwOE84Auzg4OBwnnAE2MHBweE88Z+dCJT7nm+6TAAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"cell_type":"markdown","source":"## Resize ảnh","metadata":{}},{"cell_type":"code","source":"width = int(img.shape[1] / 2)\nheight = int(img.shape[0] / 2)\ndim = (width, height)\n\nprint('Original Dimensions : ',img.shape)\n# resize image\nresized = cv2.resize(img, dim)\nprint('Resized Dimensions : ',resized.shape)\n\n# Visualization\nplt.subplot(121),plt.imshow(img)\nplt.title('Original Image'), plt.xticks([]), plt.yticks([])\nplt.subplot(122),plt.imshow(resized)\nplt.title('Image resized'), plt.xticks([]), plt.yticks([])\n\nplt.show()","metadata":{"trusted":true},"execution_count":10,"outputs":[{"name":"stdout","text":"Original Dimensions : (544, 640)\nResized Dimensions : (272, 320)\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"## Thực hiện Gaussian blur ảnh","metadata":{}},{"cell_type":"code","source":"dst = cv2.GaussianBlur(img,(5,5),cv2.BORDER_DEFAULT)\n\nplt.subplot(121),plt.imshow(img)\nplt.title('Original Image'), plt.xticks([]), plt.yticks([])\nplt.subplot(122),plt.imshow(dst)\nplt.title('Edge Image'), plt.xticks([]), plt.yticks([])\n\nplt.show()","metadata":{"trusted":true},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"## Phát hiện edge trong ảnh","metadata":{}},{"cell_type":"code","source":"edges = cv2.Canny(img, 100, 200)\n\nplt.subplot(121),plt.imshow(img)\nplt.title('Original Image'), plt.xticks([]), plt.yticks([])\nplt.subplot(122),plt.imshow(edges,cmap = 'gray')\nplt.title('Edge Image'), plt.xticks([]), plt.yticks([])\n\nplt.show()","metadata":{"trusted":true},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}
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