{"cells":[{"cell_type":"markdown","metadata":{"id":"tkMkMMoA_y7p"},"source":["# Convert WorldView-3 satellite images from Uint16 to 8byte"]},{"cell_type":"markdown","metadata":{"id":"j8RbZPaWB0HB"},"source":["*Written by: Men Vuthy, 2022*"]},{"cell_type":"markdown","metadata":{"id":"DjXfU_THB2hC"},"source":["---"]},{"cell_type":"markdown","metadata":{"id":"62OiCG_SB6jU"},"source":["You can also run the code here in Google Colab. Try clicking button below:\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/15UbSUSm4zNGaWrvEFGofbGfZsimF5jv_#scrollTo=62OiCG_SB6jU)"]},{"cell_type":"markdown","metadata":{"id":"PzHHMv1XDZwP"},"source":["Semantic segmentation in deep learning usually requires the 8byte input images with 3 bands (RGB). In other word, the pixel value of input images should range between 0 and 255. However, the original WorldView-3 satelite image always come with the datatype of 16-bit unsigned integer. Plus, converting between these two datatype in application such as ArcGIS and QGIS often results an error or broken images and a tedious work. Thus, converting datatype in Python is a more convenient and faster way to deal with such task and large dataset."]},{"cell_type":"markdown","metadata":{"id":"jMBO3ZqUFfwB"},"source":["### Objective\n","\n","* Convert one WV-3 satellite image from Uint16 to 8-Byte.\n","* Convert multiple WV-3 satellite images in a directory from Uint16 to 8-Byte.\n","\n"]},{"cell_type":"markdown","metadata":{"id":"SnpVt6wIINE2"},"source":["### Dataset\n","\n",""]},{"cell_type":"markdown","metadata":{"id":"UI2tGC1MOz_l"},"source":["### Code"]},{"cell_type":"markdown","metadata":{"id":"LzN46n00DNaI"},"source":["Install and import necessary modules"]},{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":4418,"status":"ok","timestamp":1643095362943,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"tlYMt5jUDjSm","outputId":"bd6f4433-9dcb-4b3e-a9f6-2be6333097fc"},"outputs":[{"name":"stdout","output_type":"stream","text":["Requirement already satisfied: rasterio in c:\\users\\a9418\\anaconda3\\envs\\sate\\lib\\site-packages (1.0.21)\n","Requirement already satisfied: affine in c:\\users\\a9418\\anaconda3\\envs\\sate\\lib\\site-packages (from rasterio) (2.3.0)\n","Requirement already satisfied: attrs in c:\\users\\a9418\\anaconda3\\envs\\sate\\lib\\site-packages (from rasterio) (20.3.0)\n","Requirement already satisfied: click<8,>=4.0 in c:\\users\\a9418\\anaconda3\\envs\\sate\\lib\\site-packages (from rasterio) (7.1.2)\n","Requirement already satisfied: cligj>=0.5 in c:\\users\\a9418\\anaconda3\\envs\\sate\\lib\\site-packages (from rasterio) (0.7.1)\n","Requirement already satisfied: numpy in c:\\users\\a9418\\anaconda3\\envs\\sate\\lib\\site-packages (from rasterio) (1.19.2)\n","Requirement already satisfied: snuggs>=1.4.1 in c:\\users\\a9418\\anaconda3\\envs\\sate\\lib\\site-packages (from rasterio) (1.4.7)\n","Requirement already satisfied: click-plugins in c:\\users\\a9418\\anaconda3\\envs\\sate\\lib\\site-packages (from rasterio) (1.1.1)\n","Requirement already satisfied: pyparsing>=2.1.6 in c:\\users\\a9418\\anaconda3\\envs\\sate\\lib\\site-packages (from snuggs>=1.4.1->rasterio) (2.4.7)\n"]}],"source":["!pip install rasterio"]},{"cell_type":"code","execution_count":2,"metadata":{"executionInfo":{"elapsed":19,"status":"ok","timestamp":1643095362944,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"4JTCWbbpGACg"},"outputs":[],"source":["import os\n","import glob\n","import rasterio\n","import numpy as np\n","from rasterio.plot import show\n","import matplotlib.pyplot as plt\n","%matplotlib inline"]},{"cell_type":"markdown","metadata":{"id":"MA9TWu1xSPZ_"},"source":["**1. Convert datatype of one image**"]},{"cell_type":"code","execution_count":3,"metadata":{"executionInfo":{"elapsed":365,"status":"ok","timestamp":1643095363294,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"POAOHTzkSV0M"},"outputs":[],"source":["# Import raster file from directory\n","image = rasterio.open('/content/drive/MyDrive/Colab Notebooks/Porfolio/Deep-learning/data/image/image001.tiff')"]},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":313},"executionInfo":{"elapsed":1983,"status":"ok","timestamp":1643095365276,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"Y5mnMDwBXHdP","outputId":"d10760c6-ecfa-4ed5-acb9-4b634a2a720e"},"outputs":[{"name":"stderr","output_type":"stream","text":["Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAARwAAAEDCAYAAADndLuuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9e9Bl13nW+Xv3Oee79V1qqSW5JVmWHSLjxJ5EMRUqASZ/zFCxQ7AZ7KGoiqegyDAFFIGaoUIx/0FNTYqkIJXEyTABBso2sSAWJPElzgRIBmqSjOyYtuSW7ciWJVvXvl++27ms+eNdz97P3v211Fa3LpHPqur+ztln77XXWnutZz3v875r7SilsEzLtEzL9Eqk5tUuwDIt0zJ966Ql4CzTMi3TK5aWgLNMy7RMr1haAs4yLdMyvWJpCTjLtEzL9IqlJeAs0zIt0yuWXjeAExH/LCKei4iHr/H890XEFyLikYj4yMtdvmVapmWCeL3E4UTEnwAuAf+ylPK2Fzn3LcADwA+UUs5GxK2llOdeiXIu0zJ9K6fXDcMppfw2cMaPRcS9EfGpiPhMRPw/EfHt9ae/AvxcKeVsvXYJNsu0TK9Aet0AzlXSPwH+Rinlu4H/GfhgPf5twLdFxH+OiN+JiD/9qpVwmZbpWyiNX+0CvFwpIvYDfxz41xGhw6v17xh4C/CngOPAb0fEd5RSzr3S5VymZfpWSq9bwCHZ27lSyjv2+O3rwO+WUqbAVyPiSyQA/X+vZAGXaZm+1dLr1qQqpVwgweTPA0Smt9ef/y3JboiIo6SJ9ZVXo5zLtEzfSul1AzgR8a+A/xf4IxHx9Yj4y8BfBP5yRPwX4BHgh+vpvw6cjogvAP8B+F9KKadfjXIv0zJ9K6XXjVt8mZZpmV776XXDcJZpmZbptZ9eF6JxROxJ044fP8axYzfVbwWI+k/fuYbfhudgf/03/T48T79d7brhseFve50Tg99fLD8/z38v5JyzV7kDWNj3ZvBd1w/v7/fzPBd2nvLWec3g77Ccfr+rte1e5w2f4/AeV8t72PbD34blG7b7Xvf2tFdb7nXNC+UzfKbDMrxQ/3mhfrL3sccff4JTp05frbNec3pdAM7V0traCp/85C9yy9F1O6qHsAtMoMwgFsAaMAdG9bwR3YPZoRsko/p3tf4t9fcVug49rX8bYEY288h+U2eb1WNjOz6xcszpSGip5+n3Rb3vAtiov8/owEGDcb2es1XLrDKVWueJ1XMEEbVdpnleLKCsDOrvZZ7Xv+P6WWXYsXNVV2q7q20n3X2ZWb2j5ucDZkEfpMZWl2nNi3qOunWxzyrf3PKc1rbbredM6r+Z5aNnoLIVq6+et+o1tnz1/B0Yp7XNvY+pvfRd1zvQ6L7KU3VT/1NfVJ/Zq72Ut57Rapd9Wzd/XuB98P7v+QFuRHpdm1SPPfZ1Pvzhf0fxh1+m9dcJsICYAPvq73ooANvkoNEAmZGdc5XuAQsk1oACZU7XeQU0Agl1kDqg2zLoc2P56jx1AP0bQwkSRHT9AToQFDOZWz5TiDEd8KiDrtOBhjp3gbKAorpT7+dgNklQCg1c/TYnQXetnicwU5tq8GnwqMwaiMXOc1Cc17Jp4PtAVPutWJ00oEe1fotBfqqHzlF7rGU7xYx+coBzNqJJQ6CrOnn7ahKilmE/HdioP+xa2epEGKrbCl0f0L0FhjZJtG2key0gvD8LMIOu/3q+yltgNO/yuaLNry+9rgGnlMLP/dy/4tTzp2gBIDTLT8hOEXRMwwZR0cwYdv4OuVxrm26WU6ce1bzV0SqgsaDrJNP6b5fuYWuGFvspdACoTqzZdBvKWbpOrus1SHS/AUsout9qPa7yjepf1X0H2Kz5jyxf3Y88VupgC5VR4KIBpM4uQPPOP67nK1/og6oDpgblDh3bgCuZyMyucVao+2H3dyAUcNd6lAq4zjrCGeMWfeCb1/xXal5btax6JmJxq9Y+3hdm9BlryfsVZ6hTu8aBR8Al4NPENTRndc2K/S4gE+hM6BijJi7P68bBxOsacCBZzoc+/H9T2F+P6KFv06ezU/tbqpkldqLO39AHkinZyfx3mWvQzXZ6uBOSJekB++ypgTWrec7o0+BanmbdzvMOOLZ853XgiJ57J1L5BXw+8+s8gaBMI5kiqjcJYmWL/oDwulCvX7djou7T2v56Fj5AVG+ZWyt0gBt2HzdH91vdNaGsQGj2d3bpYOHmh747CI8ShNp2W7F7aoDrHqrzBh2Ae1lVjlU6oBLzNdDvgY33T53rZpruP7Hv4+6caCCUfwW+WElWH1bHtq11nwpE4ZPAjUmve8AppfDBD36YU6e+Tvfg1Yi7dfZXo0/oTALozxordDP+qv3TgFBHkckkG1kD3hmJZmrdQx1IJskK/U4gc2Voy8+7a8suHRNZgdiweo3sHrt0M7Gumdq1TqM1CKl57NI3gTRDCjgEvti99M9BWuamyuZMEfoAprYTEMlMUTncJHTza7OauGI0AgqVS33ATWM3d4bmhtpA12sgqz+pHtDXqbD66XmoDt4v3MRxbUd9ArrJZwi+u3a81qWME7yK10n3VJ1rnaJUcJZWR81Dk6/yvv70ugcckJbzSUrbocfkTDSu+oaJbEWdT7OZBpauExjUVDT43a4W3dc1nnzQqfmVv0w8sR0xKoHP0HSyQRk6VwDoGovP4LpmvbaB6unl07m79psGrOtQMh00MMf2eWr52KzbtpHaRe0tM04AITYiANxHN3CdMfjgHc78ejYjcgIQkK3XmX9s99xX81rYfYZCsb7rXmJ/KoM0OLEYPaOhCS3gwfITAKhtxNDEoLw/qZyr9NtSeTkQOkMp3Z/iz9yBzp83mU/RM7v+9C0BOKnl/BtOndqiA5Gh3Q8piIoN7NB5gYbCpgDJz4c+ZXdvzirdQBHYOYsaznpOt+f2z4VC6IuCGjzqjCrjGt1AUHL2pfLupxto63SswD0eW6TGs6AzSRf2XWZa2HUqa0PH3lRu1dFBfWHfxSIEdGJK0snc6+KgINBdszZXvvVZF7rPNMBlumfseXof0Xe1jcDRvVYSZlfowFwAJEB0Xaux8gpojX30nvtw8lPZda6DD6kHxbjKA8N/3o/qZ53fPvexfV8ynG8qPfbYE3zoQ79K57Fye5/6V5qGHr70F+getrMMF9X0wIdmhgObC52iy0E3WNVZXVfYtvuJmeg8UW0JoD6zynPj+o1mR6+zftc9NTglaLorfpe++19JJoTAyttL4O5u8/VB3uahae8hFiimJzB0ZqH2F6AvLD+VWWK4wMo9WGI57jRQvVRutYOu04D10IWwvyqHOx1m9O/rGo+zY6X6W1G7iPGs1EfpZrX6kTxxmnhWaScwsfCozzmo4FI/6/mX6M5VOxTT7W5A+pYBnNRyPsKp58/QUVjNshpwrpG4CeLinVNLCZ9KOldpKOrW2B/3+LTxGwISd026WbBO572C1hXfK8vQG6byuXdkyJiUh5iJWIrrV9Tz9lm7qXMLPGQ2KD93vWrwepvoPIHu2K4RgAkEBUTQDVzPQ89gv93PTIK2PXQvF8sFuAIMPR+BhABB7Me9bM7SVDY3JV08V7tOTbD15yEAVDlUd9NtyhyKxzN5HNTARI/a1i1oVXArkHFVtW5lnOcUaPtDqC5DM/X60zUBTkT8zYh4uO7/+2N7/P7DEXEiIj4XEQ9FxPfV43dHxGfr8Uci4q/uce2v+D7EEfEPI+LRmt+DEXH4eiroKT1Wv0rp0WMJbqLFK3SDx6hlO3P47KgOCP2BqQeszxJTNVA9Lkf5OWUWQ3FGoplR99Cs7eJhY9eoo0LfJT6361R3F291rtfF9QBvM9cn3KOmusgrJ/alOqlNh2aAjmHnTSxfNwHEkNwE0ACekqafm3cCksoUenqTYrFknrpwv2LnKS3srzOlocnippnq5pOSM2KBajWLozENx5+F65CuBUnPcgY/sr8COOmDnqeJyW3Qfq1DiDW+QhpORLyN3JLzncDbgXdHxJsHp/0m8Pa698xfAn6xHn8a+N56/I8BPx4Rd1je7yUDWzz9BvC2Usp3Al8C/u43XaurpGQ5v8ypU77Plh6ag4g/IOh3aD0cZz1iJIo7cS+Le1b08BWF63m5p0WdRiBiInXPpeqdynUKldc7mQa2NAP9U/k18DQw3aOhdnLGpkEogPLfZaqO7Ry1heevdlAamqWqo+5HLY8YhgDwMp3JJPATYKwNyrKdTKFtOwGUAHII3noWGszuWdIEojaUKeOmlpjozKqhvuTxLwJ98vzSVPOm1ruNedL5zgChMw0xzSboAgDr5TKryiJNKHZoJ5Uole0IaDCGdGPStTCc+8jNqjZLKTPgt4D3+gmllEulW3a+TyUspeyWUgSnLphoR76/DfyDQV6frvcB+B1yR74blh577Ek+9KFPmJYD/Q6kSFUNRp/hXSMYeLda0PAO7+7NobcH+qH9GvCixmpO1zYUf+NeDYGPgM7NCRdKVS4J1jt2TCbHjuUhDWiN9NzJPFOZJ/Z92+6lvPcKWJM7WTM6dDE/0mvULjv1kbh3xj06brK4XuMDUWaMt4WbZMpPwLUzyHs+uM5NbReXfTJSEvuRiF3F/IKVQc/ZwbhqKz3mMTTTxUb0fWj2FCg71QQTENc+WFQ2smxhJmGx/lKgGxOvrFv8YeD7I+LmiNgAfhC4c3hSRLwnIh4FPk6yHB2/MyJOAE8CP1FKear+9PeBnyK579XSXwI+eU01ucaULOcBTj1/lr62IZYioXCLbgC5aeJxNLLNh3Qf+6zBqc6Nfd8r3sSZi2ZGF00lBg7FZaffzj6wPIfH9X3o/VghQaTO/iGBeug9Ux4CMg2yOtO3IQfQc9cWkVrXzBwYK5iWUvWGNfqgokGmicKXAAwjfd2bIxAt9rva0M0TgZWel0B/Tj9wU/mqjgI3BzOxoHl3XnHzW21u5xTpZNJTVirT8MlOE6a3YWMmUWN5D8DIdafidVC+Koue8SsoGpdSTgI/AXwa+BTwOSuJn/dgKeXbgT9LgomOP1nNozcDH4iIYxHxDuDeUsqDV7tvRPw9suYfvsrvP1r1ooderA7D9NhjT/KhD3+C0tNnrKNnyekPdnUi6Dq7BtiqHVcnkKkjau/0XgNsQbeUQGk0OEcemLBr3LvkwYxKroVsWP1URpVJs6gAcHVwzFmZOqKzmxU7pn8aLJCRyNAH9QZCGsnQ5Sp9YWjW7tK5rSUqqx10nc4TS1JS2xb6jGdUtRzF32jQedi/A4M+Czjc3FZZnK2oDd1087ZzVqJrdA8D6uIxRxLqddnQg6Rr1Ged4eo+tTzhDLGpl+oZOUv0ul9/uibRuJTyT0sp311K+RPAWVJbudq5vw28qW7d6ceforIl4HuB+yPiceA/kW9Q+I86NyL+B+DdwF8sV9khrJTyT0op95dS7r+WOgyu5YMf/CVOnTpVj6zY32Kfh25QNzmgmxV8JoXO+6ROpetczxhqIz5oBFoCMh3H8vSgNPco1cEdAtJhPInb5K7p+O+uSblL1wVKgZPqJO3GxXUsX+h3N91DoOShCPqnvJvKssLOE0h4nEoFjFirZskw9sUnBHlwZMK46C1AFstxs8XFdT1HZ5qeZKZqYhKIi4l4fmqf2s7hOpLK6Ox0WO9RfeYjuiUN0f3t6Y2zClZ6Njt1cpiZmeZ9/JXVcIiIW+vfu0j95iOD398c9dUIEfFdZG85HRHHI2K9Hj8CfB/wxVLKz5dS7iilvLEe+1Ip5U/V8/408HeAP1NKeSFz67rSY489yQMP/PvKcjRjyqRyhuHJBU49/Ln95va+Bp8LzqLlzgq09sY9Nq6niL1Ix9mmLxJj19mgaW11r5t3PqfQYgUyLTQIZOI5sAh4pFP5wFcH1n2dgQnI3EPT0I8s1sD3GJVaziJPEvRpv9enprJJhvQ7o3QgdFF8KsXR2sQB0k0jX4c2dBoIJNWOEo9XBvnWvIqJuURlW9afiuuDQ4+UyrdSgUiMaF51m3kF03m2Q2ji8D7rz0TldCANuqBWN42vL41f/BQAfjkibiZb+q+VUs7JxV1K+QXgzwE/EhFazfj+UkqJiPuAn6obZAXwk6WUz7/IvX6WfFq/UTHsd0opV7jTrzcly/kof+Ev/BA3HTlMZ6dLK/A9VjTbKEJUrm2f3WU2eJPWgVegi9j039QZ5SVxM8Ft9F0SmKDfceSx0TE3rdzd7mYh9M0OBx6n0KqTZmYxKhdZXcQdmh9iIQJwldHFUH13c8/jX4zhtPccllN1dcF9m77J6KywsTyaHFSlMsUIusWarsv5Nd5mKsf4yvMjar7OYNx0LHatjrnZTvaZUtug1VpMb2pff1SPC2TafGRiWd5Ry198gtRvEqP9mVwTJ7nm9LrY0/hqO/5dw3V88Of+V/7Hv/o+oh0U0J/Z3GukDuIbTrmZ5ANKg3YxyM8psTqMjisGSLPPMLZjP4nngxm9zcMXguqYC8LOILDzhgtFfVZXJ3eQdc+RaxPKs95TOkGZ1HJr2YWDueersvvfZvBZHjXt7+P1cP1BAGyCavs8bCZvZ/EFnZfGhWxnutKQPKTBQdMnLAGNi7xuFvtA9n6g+lSzuFi7Rr2v9iiK+izaBZqqrwDb8m67RUlgKQ4quvfCulVDF3Uc3P89f5KHHvrsddOcGwtff8hSKYWf+dmPcO7cOfpi71AA1G++aG54jrtFNSCHwqcHgkHn4dJg8H1uoD8TBjlzh+Whx1fodKihAK0kQBvOXK67SOtwl7bMMZl5AiuBofJ0133VZco8B0c4s1ihc83LNFR5nI0VOy52pnat+lFY3ErbBhpZajtnJu69mnX/yqwOQN9MCzqAEoNzxuKCtcogjcZNTf02s3N1nYO5exorO+zFwASdSOxgN6qMxHUi5WltU0wDKkNB3EC1jOolehbuSb3+9C0NOAAnT36Fj3701yk9E0eDQ7R8RrcD4Nz+ScvQsgJ1ZhdyoetYAhWtj9Lg3csFq4fsm1Spo3iAmlNy904J7NyUmtNFs+o3HRPQHejq1QrPq8ARUkMRMOkeLojrmNZwVRAsykeA6yxqr3ACfRd4uF6jtpzT3ztGHi7Xf1xjM1OkfVYaxGp/mYFDU8q3+hBz0gTk8UiaiFwzgz7zkM7j+ohrJ6qLzhmCB91vsk5ar5TK7DqbPKX1HqF8XMxXX/YV7C6Uv8Ki8es5lVL4mZ/5Jc6evUj3sF2ncGrtg2nIcCZ2bEyCynAFte8jM6D2LRD5sgoN9lW7RgNwbJ9HdLFDHh+jpLw06MLOU6cUkFSvSqxCqZtnyftB0DEi17D20d9+1YMiq57Rzt4azAJgrB19kLp72oXmCf1NvVSm4aw9FPOdtfkAVtsMGZgGqZuX0IGTTzDQBTAOyzQ0cfwZDE34QfhD+HOqANAysXptC7pqn2F9VE6BtECmAlTr/XImqzHgIQU3Jn3LAw7AyZOP8cBHf62yHKe67t1wM8pnWjd/1EFcANSs6W5Rp6h+jTqe7rFJt02GOrR2A/TtI0z4a/N39qB8XbtRh9R3AWDNr6izFjIQzULggQ4M1+mYiwYn9LxirU4okPQYH49TUX3MXdvqHg6wzjQ1AMUy3MvoYKG2kUfJV4APZ3PdX8xK3kGBh7NOsR1neFrtXnWYdlBDx9wGQnQvYK8+n6Lv0OkrQ0ZY+uf0PHfDPuXaXgXXUusQVdvpOUDUJ25cWgIO0nJ+iXNnz9Ff0uD6iSv6DX1Xsj9IPSB1VA0SgdeYLmoXuv163X7XZ6foMvHkRtb2njupQfTYlTqzVkjru1Z2D7eEcK0IOjY2XE6hVdZiMT7YGnrrdlpQUd1UX52v+JS5/VWSiepxQNPBv+FsrAE43FBMICrGsY/+GqbhRLFNf9tY3V+g7BpbLWNrerrp6p476IOpAEFtMbXr1HZlcJ4mgQowMTaQgt6+NeH9toJ5DE1TN/ucGWmCdCDznQCvLy0Bp6aTJx/jow98itIOPA0QUVJ1BkW8eqeD7gHJJBpuDblr18h02aTrVD4g9coa5TN0z3sHX4XQthXu7XK2M7JrXTvwQaAV1j6oVReBoCKE3fVq2lHByqbOLMYg0KpgEVo9vrBrNPgVP6PP0j1crHV9SuzHjzl78cWerpNosKnd3Xx0QRs6M87BswJ5MWAIibi17VscF6BN6j0ElOS1BWMZ7v4XY/L+0XRzg+5bHHQLXfCf7uEMVtcZ2BQxUdWlgnJAu5DzBqQl4NSUWs6HOXv2Qj3igq4WJ8odrqjXYuc4TdY1xX4bkTOn78UiQW+oE0hwldngj8kHg0wD6Oi+i6SaraDrSDp3h05jkvmgAeqDWtc6C1PsT61Hu9n2wq7xmdK9K0MxHfqCsGsWzkCGn2NwvdiQt2Nj/9xdPlw+4b+rDjsQvr2FCc09oNNgrEDarsJWqv2kDUWrQXltwJ76AHRvjfCB7wxagFnZWnH9zSci7y8qy9Ch4Ga1nmvQa4sQ43GT8frSEnAspZbzKUoLJqL92tgJuilrCALufdCs5Oer02jAuaioQSI24DO0ZragvzeLOqPuoc7h+8R4J9K5vjBV5RnO2urAw4A+AdOU7q0WIzoXqussMil9JtXnhu41PGJNrnnJhNJsLxNHgOpCLfQHrhihWFZt23BwkUnoz9G1N836Ot+fkZty7hVzp4HYErRgW2TWGegwt3Hs95LnS3UzJsQo2z5ct5EzorZL8boUy9dZoIvU0Z3fAqMtw7iBMLEEHEup5XyYc+fO0M3Q0gR8sA8pr1HvAlc+7MbOc1bjb37QA/aOC31PhwafYl5cc/HBI6CcARfpBsYuud3DnG6LUjexVEYfmIXO42ZibVtPB01ng+5GXs/8wplc0G3D4GK6togYAp2DsAvrvjn62I4v6IBFh30Gd0bjbn0xCtdqsHNHlofq51tAmFDfxtHofq5V1e9uxoTuUwwgXScbsgyZPR57UyemMkmQi4ZOtDbA6tXdGFRxzcfZ1Y1JS8AZpJMn/4CPfvTTlPZB+9YSLtrK7PEZebfOPOr4Lsopv8ED7m3+5PsBq3PuWD7u9RKL0rm+bYQ6vYRXdVjNrHLtWwftsSGbpVuxWTrCeHBP12c0s1aBuR3gs7y+uAdQzKh033uzrszFxsrhg9VfLqdrXG8rECZMtwPIBXaVVVtpjCrz8jq56SsTeWH/NBk1VgYHNfWd6eA3tXF93tJ92mhiv7cN/hhGiRc6b5Y0KNeBoAO00eB3LfSF/uLQCe0GYC3LuzFpCTiDlFrOhzh7Vm/rhO5BCCzcvHENBbr1VqL1/qZPgYryk9fIF+65jqCBNXRv14FZ3OOhwS6Ph1iLQGvb8vUV2nWQhL4XK4/K5kCkLnMZuFD/niOZlNz1CpQTAEIHDA7IGrQeZetucgcy12WgzypUd38tMzZop1VbcXPR2VkhPX0qjz83N3XVHr4Uw00SgbALws5s3Wxyr5yK4SBlZnEon2nXzXreuXr/gO5ZOgvUDaQJju3fqgGWa3cuA9wY/UY5L9MgPXryKzzwwK9T2oYfiGk9nWKTbjaRJ4P6u/aicR1FA81nH3dXKhW71gU/s7tbBqEBLLCAKzcG8w0XfU8WMR8NbGkUYlaK/5nRuckliKuc8iS5TiPADWN90+66kHAq0FbbuN6k39xsE+iLcQxZmZin6uzCujMqmT96XmpX38NG9dB10GeCSu4cKLUZnKWa3tUDbjeTlN+I7nUtejZ6Liqv9JaGVrAPNyeHZXPTrt6/fSZiNLUMepsDE9q9n3si+PWlJeDskRal8DM/8xHOnT1Tj7gOM7d/MklkarnwObFrvIOr847teg0y97B4xLDMGbenXatw+i8vmJI6uDwzPgvrulU7V+bhjGQv2opUoKp8XKCe0391bwVUsYbWTLE6t6Kpi7seVOiMUm3oXhMtpHSPn9rL6602VsCg2rbQbTZp4CCW0B53j9YQeMQE3YSd07mYnVGZqacUVDMHWhG4RDKdojJJeB/TvdbF2GO7QlyMtLZVqC6m3QB9T5gDl9z1lWH1IpC9Xa8vLQHnKunkya/w0Qc+SSl66Oosbrdry0oHFafPihJWB/H3mWvAOIB5xKzTYejHQqjDuJgc9t1nbZ07pNYahPrrJk7Q33xcA0p5SvNRu8gEcXHTWaHKWs9r3ehNHX/F8nYwd/1MpoaXQ8K2m7fOHAWA0D6rdpmFi9V6bpMcjO22D6qP39dZCnb90KvjzKyWtxV3R3Z+1WB674JX/VXG2vdagVltJ3BR2eq9ysLadWj6GWOOCZ04rfMHkBAja4/rT0vAuUpKLeejnD23Sd/l7JG70AXIuUjns6APgH10XhXfDtNptjoblu8O9LYRKfQ7h+sDit9x/cHNFXeF7iWEet0EOiPSXByaNspfZXNw0wDSIJObHNo9e8uwvVw/8eOemq45e+Knzpemo3sLHCsYt9G6qqubjFVkLlgetkyhvZ+3vT+LSQXToWhby10izRSxmlKqueTPyleVq6yaOJp6TbHflHzC2CvV+ocHNzpj03MP+6vfl4DziqRHH32MBx7QGitfT6OZyIVHn9X1wNQ5Pbiv0OkKQ1PJH7aAQR3ITTgXi31wO1txwXVEF22re2nmVB2wvwJYrZVyXcX1Eo8RcXajQShgNS0pVD+ZGDO7VkkCbVMPe9hAZXRtdO+ky7tlI74kxAFX4KI6+sSgOslt7OV01jKcFPTsR3R76wy1uHpcHqjeM3APl7Qb6TKLwXHlO6N7GwMJoiVo35wpBlm8X3kbYZ+bwXf/V+u2F+6/xLQEnBdIi0XVcs5dJjuYL1VYIxmLBid0SwHUaQQ28p7oWuhMIX+jpGYup9M+6+if5++zncBHZo8GrlNpAYzTfgeXNctfi0Uv01+8qPI4C4C+MO1mn0Bprc7oAivbCqKnTcgsdUB180+gK0CTmVgG/3yJhwmkbXJgVjtOK5i5NuRm1EBsd5d92aWLvVE7mGjtoHDF1hqu80lvGVnemhzIY3pRXhvLNNSs6rFW8FXe/t3LOgRKT0uG84qlkycf46Mf/XeUlhFAuh59IGnwOJ125qA1QzLL5DbWYHXPlgaPe5k8DmdBf0kCdk8GZsogyKynyfj6MHVUMQDN/mBACFcAACAASURBVL4FhU9z7jaX2eUxOL6RmM4bmltuoqhcKou8WZqlndE5gxyakqqXM0wX8Atd0KTHSOka3V9gpTRkeBWowwZvb2/hMcQq3T7FSu6dVJ0EKgp1cDPG2aPOqfcrdO0RZH9svVZVh5I+U8ZcOdRdD7oa2Ihd7fHTS0xLwHmR1F9jpdlnQXpg/C0OAgQfnA5EAh1nNcMYEzGoDTqXuty8TnM1GPS7Cbutqxz6bz7AyuqztPJRTJCX3wVMHyyFbnmEwEog6R1YAKYB4G8wEFAomrkxs0Hl8mhq/66B6qAuoHLdarBgdMgQgM7bBD3t64qQA9PitCq+2PAp5k7v7V+t8oy6vHtM0VmHylfrGDUgsX3trzMSN9Hrta2+Y+AcMksdyBy0od/GL29aAs41pEcf/QoPPPAJStshPerWZ1vXAnRcgqRvX6nBoOO7dr0PGOi7ex0g/I0EVxOJbaOmXhAfdAPNF+e552yXXtxMexw6D5I8St6Jve4CuGpqtIFt6vgGfmVBisnONoZMRm0mdiT3uAu5hf4m8Q5CFoTYMoRhexf73Rmrm3kWNNdOKnJbD7U3v48Gv5vJph31ljFAtxC0tkeMaFeBh8qqv56nIoX9/v53WC7l8fIDzzUBTkT8zYh4OCIeiYgf2+P3H46IExHxufpyuu+rx++OiM/W44/oTQ+Da38lIh627zdFxG9ExJfr3yPXU8EbkVLL+TDnzl6m67gayBpkziR8lbFmIrEKmVai5vL++IwL/UA0p9O6v8wqDXrl39Avo8wiDbahUClB3M0hsRkHE2clel2LA41pID2T0jv0nCsG/hUufjcvhwzAXfQes+PudGcyuoevtfKZXWxF56guXjbVw69fdI9XpgyLChCFblc9Ja+DWMfQtPTzHAiGYQ3qK97uFTTDhetazz0xZC+QeSENB24UGL0o4ETE24C/ArwTeDvw7oh48+C03wTeXkp5B/l63l+sx58Gvrce/2PAj0fEHZb3e4FLg7x+HPjNUspbar4//k3X6mVIuV/OJyk980MahgfxOcNQGnYejyyeDs5xzcNfs6IOOoxH8dlRg16At5dA6puk+6bousY1KAsE65kXYg0Tu0YD180c1WlKP5BMkczOiBykfOYe/hMouXDu7vxhZPAQRDQYpW+I6Tn7c9bh19c6lzqQS6l/PfCu1qVAu5Tiih3/xFiaDiRa5uNmT6FzYbupFF3ZeyK0ym632xNEhoC41zm1vcscygU6GeD60rUwnPuA3y2lbJZSZsBvkS/D64pWyiV7Q+a+WlpKKbulFPFbd2EQEfuBvw38g8H9fhj4F/XzvyBfHfyqp9Ry/iVnz27SdUYNQHmnnA1o1nSvjK4L+vEy0M3CHochUNLMLfNnKJIOZyoNOugGM1bO4cbsHvfi7lexn7mdL9CQySSQ0W9DkXuW+bevrFU+zpgEbg7AOgf6gAKdqSfgVLktSM6ZTAjoh2DletOAyYXdtxWHh5vdq1xiQJ6XMZdS/wu1h7eXi9H6W+/vovQV7CcG1+k+Xu8YgJ2S57uXjuNA8yTJG16I/Vx7uhbAeRj4/oi4OSI2gB8E7hyeFBHviYhHgY+TLEfH74yIE7XkP1Ff+Qv5/vGfoosvVzpWSnm6fn4GOPbNVOjlTI8++gc88MC/pXhn6lF4F1nd1BqaCQIW9xZJQHWh1weOZk91WOUtd7aLvh63osG4oAMWX2Cogasyuo7jAOQu6JHl7wPABV0NaH91i4upYoVzrjS1BAruvi+Wv4BBuyo6A3FAqW1UhizB11YNwdQZpLGoqGxD5lDoeuhAr26t0Zo1znZldjV0nqh5/e7eOm9PBxk3PVV8N7W8PHtpM3tpStg59W9ZQLkEfA043bVN8dcPvfT0ooBTSjkJ/ATwaeBTwOfonpKf92Ap5dtJRvL37fiTpZTvBN4MfCAijkXEO4B7SykPvsi9r6pkRcSPVr3ooRerw41KqeX8c86ePceVZpOzHt/fJejv8icNBzqmIxYi8PJ9e+f2+zZ9XcXd4tDRXh+8bvL4INCj12AX6Lgw6nEsEzvfy+rA6sAC/bViK4PPc8tP99AePT5YFvbdy+aDZrgYVW3iOpvK5SKzA7q3aa279g0uY7r1YE1nTnk4Qu+5G3iJqbQAVZ+H2EhQAUosqda7FbVdtG86c07No3q33ihPfsDruVeaV6B5FjhFp/VtweJ5rjIMv+l0LQyHUso/LaV8dynlTwBngS+9wLm/DbwpIo4Ojj9FZUvA9wL3R8TjwH8Cvi0i/mM99dmIuB2g/n3uKvf5J6WU+0sp919LHW5UOnnyMR544FcpVzwAdT51bB9s0nuGuwIOab5f7+bTkPYLvORSxr4L3AQKvuG4u5l13JmGb5iu775SHPomhBiAGIRvJja2797NXIsQUxq6eKFvugmkxnZM93cAFdA6GIvFqM399TM6101d14VmxkbqsyoOAALI+oxa97VYkMDRzV2r21Xn06F2dDVxV+bXXqbWMA2PG/MpUyjPAjI+pH7MoJyDZh8ZU3T96ZoAJyJurX/vIvWbjwx+f3PUF4FHxHfVEp+OiOMRsV6PHwG+D/hiKeXnSyl3lFLeWI99qZTyp2p2vwJ8oH7+APDvXnr1bnwqpfDzP/9hLl7wd0j5Hin66wF93swTOi3Ad8cXKPng2EsA1ezuLumhV8mBTMDmHhpnJt6ZfV3R0CQU43EP22TwmwT0YseHuonMs3q8XergMUyVPYU+CzDVZiO6zcqc0ThLc4+W6uCMsIYWhJupzgLLAAtGfUbR5iOdp4J0qd4qmu5zaaomMqfzahkjbLFkRLttR0ALzq1AXY+HA5xpNlf81ee9wGYBZQfKaVLt2Ca1tvP12PmsTxyubbXNjUjjFz8FgF+OiJvJJ/rXSinn5OIupfwC8OeAH4kIxcK/v5RSIuI+4Kfqu78D+MlSyudf5F7/O/BARPxl0pB83zdfrZc3PfzwF/nYg7/OBz7wZ4h2xoauk4upKPksOZy51CE8+nWb/opxn7E9b9d/nLk4C4EOjAREVTjubebt5otAVCaJ6zO6l5sxbl64+TKcmdVGOs8DBav50Ybiqw7SxIaMxyOFBWK634w+MBf6wr5pIkWTQ0nQKM52xACHkc7uxq5lKg3drn0OAt5u0L6utyfmuoYiMPFro5/Hnn1rkM+eTEdAs0tKp3phgOqzCVwm36ih1+lcgPlX6jXXn6L0ViH/4UwV0F7R9I53vJXf+o8PcPCgXn/rrtGgnTHEFspuR7fbGViBbBP6LmpnHvLIqMP5gNMAdFFV7GSXvvdJM7nPMUOw8hleg27okh3btUqa6T14UQPTB68N9LbNhgNzp7teXppS7xUTupXS82zPMgQhr4/0siFYulfMBnjbi1xIbrrvQQUkldfDE2oGbQSz8qvHitdf9zWQKsaWhvm0+fvfq4EKVzlePY5lixSDxaA9hmlRfzuf/XU2g+llmBzm/u/9Gzz0mS9f7YbXnK7JpFqmK9OJE4/ysQc/aVqOHph0EPd0jCA26PYG1uzu1yp6QAO8se/q+AITH6gLug3OoW/yeGSuWEcVn8P35fE4Gj9/yMpUNnVQ6A9gB0Sfbb1DD9vL//lrjoNOIB31j7fu5iGAiukItBxUzHPVvkSunh/Dsrl2VvMVI2lf9uesFbuPl8WBT+WXGdl057XLEWrMTg9shu2hew7H/tWwYEEaHZegXCS3gq3MbHGOBJhngc9D+W0onwemMNuC7Wdhvg2x1YH+daYl4LzEtFgs+Omf/r+4eFHRx1oVXMPKe4sRqzDXDuYtOmDSORoQGpzD9UnOCgQMjd3XPUPOlFxXsoC+IhHQdRmJhR5Up0Gq7743zFCjGa5uH3heWgbmZpK3lesuAioD7nanOjenfO8gmSoCTzdHzDzUqm21U5mbSVQHbm/gN7Sbibertpt+/gFXBPh5Hr23YTZ2Pl1bt5gR3T3Fknrg5h8H9/S2LrtQzkI5RXqgtOvBHOZPQPkclN8DvgyLSzBfwGI1wWa+Dc0cFtuw9TxXBgu+tLQEnOtIJ06c5GMf+w2691ips7oJAkn/fcBhnwUe0jx81zp5eqQraO9gF2ihDwADoOjF3Oha33/Y412wv+6+L5VN+Gw+NJO0CluA5PVTvu6VGmol7qrGjg3Zh2+3ofPlfRIwuNt8yNaGdRBgDkIMJNQ6E3GTMaAVbVvNpth1Dg61XK2JSHd+m9fQI9le3H1sfxoCjKfKsss5krmcpXs+52DxBJQvQ/M0NCvAzbDYl+bTrMB0E3YuwPQsTAtsnoPxzbyiXqpl2jsly/lnXLywS38RJPRNCY+dCfqDTuxAIOW03t3nC8tnYsc0207sc0O/PG6OiCVp8Csp7/Hg3GFkrtKIzqM1snM0eMU2/H5iNQ4YXhYHPc9T95LJauwp1AYyUcWgXNYTIOm5iP3IhT2ijYXpAYgxEO07MwQYxdT0tNBqCvY2H3fR37+/gGnULtKMwT+MHdU6lcqcyxkoz5Bv0tC75c/C4lHY/TzMn4GtZ+Hiebh4CjZPw8UnYXczQXEO7GzB5aoBbtxJp0Fdf7pWL9UyXSWdOPEFPvbgx/nAB/48wYj+SuUB7b5Cm1Hza7mEDzin7X7M2YuLy0PB168ZzppNLefEvmsgen5axe55el5DQVm60WCwtsAicDBROqJ2ZmcgM/plauxaX781pnujgeo/7q4Ja6vigG4AHGHAMM/8Y27H67/Wo2fMql2/JE+V5y/XOMZsTOcp1QX+omn47AapFLL/PEO3Luwg6db+IrANi0n+1tyWptLmBdjegnHAKGCxgP3rMLkpmcxqA9OLMD4CTWXkV4jYLy0tGc51pmQ5/2fVcuDKldhDluImB/U8XwyqzxroDf1tJDTre9yP8tE92tJx5cDXvd0kcdNHg1bXKI8BUPTMSNdrjF30XpUL/bigynhasAm7fiDYtmxE0coKWlSezr4ckMc50IrM2MqkYpLMqB3HXneP0N5roBe6fWegv/OemdShsng4grGq9h46z5M/s6uUoXUWnAGeBw4AG1CehsXvQfkqLA7B4mZYBBTtrTOG9WNw8G5YOwxrq7C6AaP9ZN9bQLMKK/thpL6hFwVef1oCzg1IJ058gY99TPvlQNfh3TTRGzv30lF84Lo54euE9Juv9NYAceYzHuSlEHXom3N6IR90gXur9rsC7NyskddLIOIm2MLycqHY9/qZ2/XD1/nO7ToBs1jVfPDPQcVAtN34ytmU60wecd3Qf52LgUHPRKrAFIVObDZ3v5tSPRDTs7X1Ywroa7FJTCkMc/bQZ1qAW0DZTn2mXM7P7WtsTgOPwvw8zA/VgPPnyc0YAmIG0ydg83HYfhLmz8HWJbh0Odul7EA5Twb/RYrH5QDEzRDeD68vLU2qG5CS5fwi733Puzh48ABX6h3QDYCgP2hdX3FzS4PQlx5o10A3zeDKRZEaEFOuzFPCtAaD7lv1kDI0WzTL+czsArIL12In/griodbk7M8ZhViAgEyfsXNVD/3ma6Wgv+xAQreATnUtZkKZ5ypUlqFnSCaf/X6F+ao8ZaLV8raevRdKDixhQKT6yKu5IIPvthJs2pik7fy+2Mz67J6Hy2dgpYHJGoyOApdh9zLsbsPuDFbWksXsm0PTwOQAxDo0Va8rUR/d+azDyJfQXF9aAs4NSidOPGJaDvQ1DQGF6xs+oFwjURJrmNr5+usbfOk8ebokwgqgfKBs07EdAYuBR4HONLIgtDaAcNvK7drMUJ9ygHCgdfNAwOvt4QxHA1v1UT383kOgxj7X32NU6yUQljdvkG+r1ywsDwfdWp6ox1uTygeig6yDp9rX2It7MgM6z1ZdAsHZvF+ZkpG/lREvRrAYQ/M4LM7T7smzCJhPodmF/QdgpS79iH2U2SaMDxOjA7A+hnHdb3kxTWZDJPCUynSalZx82vfBa9Hw9acl4NygJC3nve/9IQ4eUPSxOpXrAjo+pv8Qa2eNEZ24qOt1rZstHr4/FJnd1BoKwdA3M7Ry28FPa5IauzbogNPZVDM4z80vDW6rX3utQFOg0tABkLeNgMHFYzEWv7ebcla+Fg/mlcGZLlWm9LcEHWpHdUuGWOkAqahMEoUFpg2dAK72nBjbcbD156p206SxDVyCxU5lMVsw/y8wOg6Lp2E+hzgK5RZobk+AmT8Ho11YWSEDTANiE8o+4AiMLmUblkt5j8VqlmvW1Mc1Jpcy7NCJ5QViJ9toMblRBGep4dzIdOLEF3jwwU/Sf8ODZjuZKTIJPPDNlkWUIUC4W1rBdVWXab0wnq+uHYTutzqKNB3XVDRABBLScaAPUiPLR8cWls9QuHWAXQzOFWiorNKbJIK7d8wHp5dhMvhNbYQd072D7rUr5PfQnsSVWbQudsWtiKWW2tazLq/ewlppMdixLXIDKyuL2BHQ7uFc5vmXbeAclDOw2ILmAMQUFo9DHIQ4AKPbIc4CjycQxdEEg9EERgdTbykHEmjKcSjvgDhOMCJYzzxHRyD2QxyB1aOwcgxGtyZQRX0zaUzTOxUVxHe+xo3aD2fJcG5gWiwW/ON//H/wnvf8GQ4eOFCPqkPLs+KD0nUAmTf6q3OgYwo2mzKvA8iFamcDmu21Oj3qTO06h5fP350lFjB0u+/S6TO6jwa0b/hlg7xnUil/sYmp5efmmetOV9N+bKD32I6zSbWHaz6el8DKhXnVqXobQ0BiDDCsnnKNR6HTeqhtdanmd7g7Hos0W+bP1aoepl2JvTgDs3PABkymqauMvz2/cyDLVKb5bzRL0GnuAu4AzkA8n3ktSt5z+7F0bY8OQJlBczBBJFZq96tAV+ZQtmFR2dV8l9SLGphdhtOn89gNSEuGc4PTiRMP87GP/SqlZ8pAN4NrAHqwH3QsQ6DkLMEpv5szQ+1EM7i8Yg5oozo4fMmEAKvGn/TMKjGR4atfVGb3qAkYZIYMV2YPtRuxNs9PbeRAPGyDoedPoOjmn1hS0/3Wmk0egWwmqt6G0H5eodvoXPWrInBbFWePYkiVHfQCHi/l72WWQMM28HwCRjMBTieLWTyan8cbMKlA14ZQ7ALnYf4YLPYlk1mcSg0HSNf4JeAwxPEUipujsL4B8fvAN6A5Qq6fm1bT6mwC3OI0zE9nfuUszC7kv92LsHMOtjdh3/rAJHzpaclwbnBKLeeDvPe9/w0HD9xEP9J2Sgc60M2mElCdYbgmMYx9GYqSzkh0Tb1nQO5Wp989utgFUQ1WZxBwJbB5TIsN3NY7I8bips5AnO5pLr79gw9ggZevhN9LKB4K1c0gX4EB+bu/8TK8PMMyC5AUoGemUJufzpXuRoJbqVpOVNMrplAuZ9uUEXAgB32ZJ9PZ+Qas3wlNkEF8Vbxd7MLiMiwaKPtTaxmPoVyE0dvT08RTtc1vpmN3B2rZnzWL9hKwBdNnqkC8k/2iqftNx5xcTT6DhbTEGYyaXGN1g9KS4bwMKbWcT5MryfXyN2kC0HVoj3HxgSatQx1IM7ubC4vB+cpXYFTPK3vdE/osSt+DLpZl1fLRPfV2A3fDm0jazoK6bmrnOLDpmEBY5XcgcVNpRB+QdK7q6147i0tqqy4NxxhimN7jRBToA7Haxj/LZITesgh/vkVLLXbJTa2epXs//YUUgGMbxmdhfSfLU07B4rlkLjOJu0fSLJo0FTxG0Ly1ll+xU2O6pR16vmcgLkPsh+Y24MkEueZWKHXt1OISbD4Nm2dg90JGIZdI02tyACZHYP0wrB+CG7SNzRJwXoaUWs7Pc/HiRbpO6IKle1ugDyAKHhuaEB4N7OzCxen54FzpFr7tqAaoRFtnP40BlIu9u5aXyo/dewVKfX1Ku4OeQEtpL/NP9/X622BuPTdeR6+rVtyrPRf0kEObWbXeqgq64e0nk0zR3Q19QHV2RTWrfMGrPDoLutc/b9XLxwk886fqPS8mqJRTdu4CmuqeLisQxyBug/FdMLoJVu6E0T4YXYS4kO3cHCC9Uf5qG7WVljk8lvWPe7JsozGMzsP4KRjtwORuaG7JZ7a9BZvzXLzZbOT9ygqsHIXJbTC5GZph2MZLS0uT6mVKJ048wsc+9gk+8IH3E1cVYZ2ZyNRZ1EHvuoi7bGWieZ4+22N/XT9xE0zsRQNUgV1+H82gc8tHVFv5jAb3WdRbi42ZB6gHUm72YHmYCz0aa4faLu0/DXb3tnk7uGnmIrkDtt1XCzNR2Yefi9VLTTrQb4qcApvkau2SplTLatZpF1cS0KzRvVlzTjKSw9Acqvf6GsRdpOB8itReNlKfiVLvo/iY3QSs2CE9XZv1/m8gV40rFmw3dZxmC+ISxDpsvAlWzsD287CzgNkUJisJVtOzqTXt7OTxG5CWDOdlSqnlVJbTW11cxeN2MZw0AZ+h3azyQeKiqnunNOAr9W/NooX9JuCYDr47m3CTxONJzF3uGsgV4rLS0DSq30Nswq/1clhd/b3dPXtHa9VcXJZJI3ai/Oy+Aa2bt3i7+j1cyxmKpMZkFGzXsootcq+Zze6+vtdNc4wEjpLmSlNf3RYBcUst38V6+4A4Q673WgEeJwFnf7b/6JY00bgI5Qkoj8LiCzA/lf9mZ6tpdGuC2+xrML0EZX/eiw1YTFMfivMQT0Lsg427YbySptZ8kdoNM7i8WfH8xjCcJeC8jOnEiUd48MFfJ7dx9cjisBmz7nHTRrpWphMef6M0/Dwa/Kuzf2tKSCT2N0Cs2XGsXLbK+gr24iK2ayvuqbK9c3RZDITqMqfb7c6ZhDM8MR03KaUbrdu1Sg4sYexDniUGaRi74yzoipNVkWQV4SA3Ize4qsFx0lPaiOFqCpZ5BVppeTeTbuw1YBPKGnAbsB/iIO1GWWUM86crIyrk6vKbsh1iBdgHcSSvYwxchMUM4kDWfb4J8/rWjfIc7D6bmhCr0FTxelEnluap7H+TO2BlUuednTo3jrlR+g0sTaqXNaWW87O85z3v5uABdYyhueMmi5JTeB+Yfp0GM/Rd7R734pHMw8hh5eV5uDiL/eZi7V5eIGcLAoyhJiMtRfn4VhYGyNHQRe/6/d0M9TKqnGEDw3UN5S/gGJq2L5B6yxdkOhnzLGcqgCpGZaXebhU4W02cKXCIBJcLELskSKylW5oC8yMw24XRGowuVwa1W6uxIIF2A7gZypfzPuUCLM6REcnr6QYfBSlON8mYRm/MsjSXYH4B5qM8L1Yrpu/A4gKMtmH+PCyOweStMNNbG0rmubrCjXKLXxPDiYi/GREPR8QjEfFje/z+wxFxIiI+V19O9331+N0R8dl6/BG96aH+9qmI+C/1+C9ExKgef0dE/I7l9c4bUtNXKaWW8yuUHiOBngkEdMKlC5ljenu69Dw1tmFV7wX2Ygse6+MmkusdQ/PEzTYxLI/tEdPQvbXK3N+7VX9rWZbur0HrHp0aI9PudjcxpudaEl27xchMxqHXiv61Oq9d5W2pzOnvzBedSdOdRAvgZZEgMHsK5n9A7qa3Xc/ZD+yr12vV9TzbYDEiB291c7NJFzczSSYz2k320RzqWKC2vIgRCTa3pflTnoHFE7D7dLbJ6JYUl5vqLp9NYV7d3azB6O4EnsmdMF4nI4ireRy35W/je2F8O4wvQHMaxgdg9CaY3AMbb8i1V3uyv28+vehbGyLibcAvAe8kofxTwF8tpfyBnbMfuFxfDfOdwAOllG+PiJV6j516zsPAHy+lPBURB0spF+r7rP4N8K9LKb8UEZ8G/lEp5ZMR8YPA37F3Vl2tjDeO870M6R3v+E5+67c+ycEDh+hrD5qBlVz30MxZB30b5wJdYN2QWcg16p4fN1H8frVTt9GxXh5nFPX83psHoAMuldcBRaKx/pZ6CwGZMZBw4VQiterlXiCvpwDENRcX47E2sLKFhwssuuxakNPPtf7tmxSmwHlYnMrd8dZWYfU4uf7oKBnHsgWzP8j7N5MUhef13WWjtaqbBIxrGEBEso9FXQnO8TSHFieqRyjIV7askdtE3A18FuZ12cNiUU2r87C4mCxH78FqyLyabzMz1oFfXkd5FOubXstWbZuLFTgPkeuxdrj/e//6K/bWhvuA3y2lbJZSZsBvkS/Da1Mp5VLpkKsqYlBK2S2laAs87dCta7TQRNOkG/QH6+dDdK8D/EObTpx4mAcf/JUBgfeBLjBQJ3ANwwe4x7PE4NxCaggMfvetJqTRQDujX3FfYz/hr1hRMval1Hv9DXUGbfrXtnsN7+W6hi7Ar57X2+YzaPcFHoKDAK4VpAWQGmDT/BwOZBXAevNU2DH3Lj0D5RtQqiC7cRzG/xVwL3ATyVjOk6JxU1lMQFmDmMLoDcBaglCMoNxGp0utpIAca1CegsXj0NwL5XBev7gJFgeAI7SMtQAcTQZTnoXZJZsnViqLWUBzT62TQF/mtbQwj3pfyXvEGyCOQ/NWaO6D8VEYz2ub3Bj15VoA52Hg+yPi5ojYAH4QuHN4UkS8JyIeBT4O/CU7fmdEnCBf7/cT9ZW/+u3XyVf5XiRZDsCPAf8wIp4EfhL4uy+pZq+h1MblXDhnR2VSmHmRZ9PNRtI1pB3sZUI4iMzrrGeA03tbgM4XQPmyBQMzeXVa00qaUo26DWcg0lwGsSmteOummpuG0Avsa8tZU3HAGdS7Pa1e32od9Xe1aSxsdle71PoXgVhtN2o0cDlPupV3yG45Ixc7HoPRXTCaQFPIpQFfTqCYP02rzzQFmttgsQ3zM8DTJGDckWYPM9JjVVd1l1mC1GLLgHF/bZMV4BDpHt+CUkF5fj7XOC2qkD15CzT3Q3NzlqM0NQ8Bisd7aRI6kHmzD3gOSt0Og7UsW9wCvAHirTB+B6/YFqOllJPATwCfJs2pz1kN/LwHSynfDvxZ4O/b8SdLKd8JvBn4QEQcs9/+W+B2kv38QD38PwF/q5RyJ/C3gH+6V7ki4kerxvPQtVT01U4nTjzMxx7UO8k1YqQjh5hYAQAAIABJREFU1LD/nqvcZvGyIGdSmUzqRB5L48Fs5gnyfXSvEEuHsSuen5hC0Fus2ALEYFuHkIt4Ri4wdG9U2H2UjGn1dCvXjJypOeMTqMlzJKCs5W3z9c3q28bMQTl/nM5ztIDdJ2Hn92Dn90l95XL9/QjpRToEzQbsPg47J4AKMAE0TT6faGC0kSZJcynPKZeBr5PvAlvvWFVRqEH14k2+M4GKCTT70xxq7qpM5jlyd78GmiPAgdxzOA7B+I9UQBqnSVQO0Q9g9B0GGvpvAZHu9haI28n+eM6e/4QEpJvoB3G+9PRNv3kzIv434OullA++wDlfAd5ZSjk1OP7PgE+UUv7N4PiP1PP/ekScBw5XPSiA86WUg7xAeq1rOEqp5XyagwfW6cejuMCqJOYibHdv1sBc6XlwJCSLlZiHpmUypuP09Bq7Ftj7LQue34L+608EhpfpXvonYBwItJDXtWZdMzjH9SwHtkL/ZXAzundRQT+iu5an1WJqORanYfZ0AuPqXcloTv8+HLgTmsMwedMgj8dptaX5udRFRrfA7hMJMpP9lVXtI/WW9WQ/0yfJrSXmMK7sROJwTPO+jMgI4q3US5q3koB3hnSFHwNugfkj5OLLAjvn857NpWz/0d31+idJM/gm4Bjt6v5Q7NUa3aJdN6ELGUs03GNplwTcwv3f81/z0ENfeEU0HCLi1vr3LlK/+cjg9zdXcCAivouEw9MRcTwi1uvxI8D3AV+MiP0RcXs9PgbeBTxas3sK+JP18w8AX37p1Xttpc9//hE+8YlPpccqfODDleaSeUh64vCQIjvo1EWFvTc7elCcmIN5h6Iyq3a/XQcYf9WMsyDLu9VaHLxcb/I66TpjP/7ald5bLVVX1a3Wu8U7F7h13TBMQGWALuz/OSinkzHEan6efhmOvA1Wjuf6IZ4mdZktmH8BNj8D08erG5vaZhdhtAIjMcLbgDeQ4HA6GcPKW2ByCOLm3OxqvqgC7yYsnk8mFF/LMrECzVGSUazV+1wm9755HEZHSBf3bbB+Xz67nafTnJt/A+ISuf3EBnCIjN+RKAzJ1rQPtvamrlHKbfDmdvYN9pEmH1BOpob1Cu/498sRcTMJj3+tlHJOLu5Syi8Afw74kYiYklD5/spQ7gN+qjKQAH6ylPL5alb9SkRISP4PwC/Ue/0V4KcrEG0DP3pDavoaSPP5nH/0j36Wd7/73ezfJ23dGALNgGor+XqhoZBsA7eNRxkOxoF3qndsGOuCnQvdoDePVHEAFLhs0WohFLoN4F2Pcr2p0Lmg6zF/G2Yvdqa+0sZ366MGqPWYoswVgY1ezDenG0xbWbbJrck0Lv4erN0M50/CesD6bVavu8jV2pMarVtgfBC2TsHG0Tp6bs58y1drce+FUWVRUcGjaUgP1FZONPPdykRWUhiOsTET8nis0e5lzBngeG2m81mXy6fg/Cm45a5caAkkoN4J5Ym8PsRYRnSb9nuM1la2fdmsbbdaJ0K160YC2+KLdMB1fembNqlei+kPi0kFMBqN+PCH/znve9/7SFJo3qNWGNZGXNBnNJ6k2/jAlEen9M+RqNrzYBU6t7iEVzcj7G9rwujtmhKcg+y0U/KtARfIeJPboHkz6Wx0EBuGAQxNNbrP4b8Pl3HsxfpUzjpTly2YPleD4cYJWs0BmG1C7IfxsVxUOXsqWc32s7B6AEaHyH1lvg7cC+Vg6hqXfw/W1rP+zf4EkNimXetUZtXcOwhxnNyT+N76W926kzmUSTUlLyXQyHsXayRIz5Kt8BQJICWZDXdAOQ/TM7B4DsaHs86jmypYbdO66CnJdMqXKys6bm3oS1AUDX2m3vc+ci3WWrIyIsux+CL3v/Pv8dBnvnLdJtUy0vgVTslyfoZ3vesHk+Voz5QeqKxWk6ECRvHBOhRgF/TiS6hCarvwUbb4yK4RUzCG5AO+BzDbZMfftWt8OYRevFbIQSK6roHlgOMW/ABoemKvMxZd5+ZV6b4XP16D7sr5BJzxTWmmlMhBv5iktrLzBdg3gjiU0boxhrU7yTVOB8mlBWrTcRZh43AuZhyvk8CwCxwlzaFRRvw2C+BS1V7WyTVQt3Rgw7QyiAJxMOsWQ0Y4yvK34vycNG/mmeelUzA9D0ffBKNbs87SZRYXyHeJH4JmBPOGfN+Uv9Cwqdds57kcAI4lgFLfChFPQfkalKO13G+uptr1pyXgvArpoYc+y6/92id4//vfR/RMHZkdixyovTgY6T6KnxAwjO0cDcTqwQE6c8aApfWUCABmdWaUGbJDx2Z0T+iEYJV1hc4NvwHlORJ0JEwGfUEZA0N3WTtjcV2qoccAVU+91pYmB838TB6LebKY5ghwNzmYLiZjiB1YPAOjC7D/1uqiBtbfQnqYHoX5wWREPF3b9SngyTqQ5zA+RLrOn85IXM7mgsnR7UbcLsPmI7D+ZojnISoTabdn1TPdomOLdZU3l0jT5xbSVPsauU7rTSR7XMChu6HcA6M7oKyTSyVq3WIN4o8Cz0N5Jr1qzaH6PHasr2xnECNr0NxLFzW9SzqNb4LYyudTDnEj0xJwXoUklvPud/8Q+/dtdAAgM6I1raDTeBaka7Ruf9kO2HmnhbTemiGbqPlG1V+KAtvkxdmtNB4SKKYkuByk74qWICxzrn5sv99DG8bfaiaFdoW5TLt2cM6MAQ3c8RI3y3Ytz3aWU1pCmUOz3uXTrFXNZJILD+MUqX3M6sDZSnAc3VPZRx3osdm162iUoDk9C5M3JOCXOcTRzL9sw9kn4fDxZEflFMzO0wbvLc7WpjoFO88k6JTT1cQakYBSWaMcuHGU9ARt0w36r2T7lzdUQK9vW2CcoMdBKLcm2JQtKE8lqyrbyUSa7wAuQ3Mh/zIl13Jt1UnsVD7P5q31t1USdN5Cit9TMgZpp/aL8/RNsZeeloDzKqXPfOazfPzjn+B97/vv6iJkDeaGLnIX+gMQun1mRlyZNPAr22k1DW1UJbPjXOYTDbBW77dOtxrbBWffQkJgU8XYskXGnNTXx5Qm9ZKyQwqRszpgJGZ7pLSY3A5pwkyrKdRk3q2QulrPrQN1poF6kNyu4WguHWBCuxdNTGudNmu77KNjY2O6Dc71XqbDZED9hbxH7Muyi0mVGSzWIVbh4P0V2HezjtPN1II2/ki2ZdlO9jS/AItpjcf5Rr3fTppwiy3Y3oG1BsYlf5tfSFd7a/5MIZ6sZT9Wnw1Zj6L9i2Qe7YPmDTB/jDLdhtWbiThS9177IqzdBHE52Vjsh5hBvM2ewyapNx23frdeTbuztX30PrPrS0vAeZVSspyfrlrOerKUNupYafhZHc1d4VXwbV8HO7V/tYOXi9WWF6Veq4PPB3RddqBZHehWQUu7mUL5ag7SOEZupbBBdsiqR8WzMNeMvFFNtU2yw1bX7KKabG15qybSyIx0sbgOwIU2IV+t5wUsvgo8k4xldgl2q5mwOobdrYxXWa37z+ycg7V9MNlIvWKxDaN1iHtrxO5JiJsShCdHcrBNT+fgHB0l9xu+PVlV+VIC4vx8lmvlYJo3o5X0aq2uQjlWmZQ0sBHtuqVYwMYRaKbAJdg9CWe+DkffWRnMyOoe5KC/PZ9DqdHK5Zlsc27JPrD4fShHYDqDC5+FA7fD7CTE7RD3JXOLEwk8HK8T3GUot0C8kQ4KLkH5RtV01oCjZvpef1oCzquYHnroM1XL+fMETdVtXBAepoYuxF2uXuhiTLQRu14NWzdxau6gDaVHwCZtRO7O7fzseyDPnsqVwxyx827OmT72QbyB7nUqo1rse2B0DhaPQHw/OTNLtJaXZ5omRZyuYFnz4zYyOvc8udeLrURvqlesOQ9xPnWV8agC5CRZzvqtXdlXJ7mh1Hg9Z/WVm2iDBJv90FRv1qLA6f8Mhw/DRK/U2YTZM7l8YO1NGQx44blkCiv7061NSa1o/821feszaaqXMcQYa7vq5XZEglZUEN8+B1vTLP/s2VyZXaDzahUoT2b8Tcsw12rZz+TzXZzNSYVC7H8LHKg7/u0ch51tuPAHcPA2aG5PYORgZWeHYLSaZlNTtab587D1DGysQaP9dG4cTCwB51VMYjkZl+NeAGc2YjQL2v1LqKxlcS49MW3si9bIHM7PocWUMg8EMNJp5MEaBNotzuVv83kO9EZgM4G4lc51L3NtAqxX0LkDeDxBgWfJzaZmtK+u5WKWPxYkCFYXMyPgFCyehp0nEiCaw1BuqibAkXr/uvNdozrMKgsZ1XofqPXZgXEF5DhCbnQ1z3IyJ0G01n+9gfFaLeMUps/mdRt358Dd/BKM74dRdXcXsryjo9YWHs08zTZsbslylMtQDkNzU63/5fy3cxou7GQeE+3wB50WN09giNU0h5p9tf4r2bbbT8HKfbn1xGycyzW2/3117W/B2n5Yu1zL9yhwEuI7qpbzbbD1dZiswspGBZeVbMvVFXJ7i4Pk1qfDcIaXnpaA8yqnz3zmM3z84x+3uBzom03QzrrswGIT5s/C5BYY30K345u/fgZakGLKlQF1Wjmt6NJ6TlRvU3MrsAKrOq/m02pEEngtKLDI5Vu3v2QfcCoHQbNSB8o66X3R2p5F3j+o5tI8xdfJG7OTlwXMvpxBd82kmj4TWL0tzblyCSYHUzeZVXAZy1zYpt0YvWzTRdlO8vdSXftNA/vugekXM9K4VHY4uSPPv/SN3Ot3vAnbj8DGV2sMTFQwOEIXnbtK+/K7mOZGVuO702SJOfAM7atYokmAWZunLrUyrixsle5Vy5sQuzBfh+ZLJJjWf4sxrNySEcyTY2kyxwGYPwHNFpSv111MDkI8nhNF88YsZ6zC9Gk4UODiWZgWOHgoza3mQAJlbCTYzs+TW6QuAed1kZLl/GPe9a53sX/f/jzYLi+QdqKw9JIzz3wCcYguetTFWMWp6PUrmp3k5q5aSCug1q0xI+r3ocjs8RvDIESJ29o4fJVcqLhFDowmX6jGOqzuo10SQNVaIPMsNX6F7SzHuG6lyUa+tWByPs2N3bMwXsDWV2DrXJpLazvJdra3yfc2rcGlp7PKK0dgHmkyELByD+mVupxtMT+T65AuPQ07BY4eSUCb7AcOwoUvZjPc9PYs19ZTafoEtC+UK4fJt19uksylCs6xAjxRgRzS7Q25+vsg8CysHIBmG8r+avop+vwNZHwPCbzNxTQDW0DbTlBo9sF0Cpefgn23p+jczBJMm3E6B2Zfh50t4GnY+B5ara5chkuXYd99cPnZfAaxQrLEadXeJrB9EdYru7wBaQk4r4GUWs7Hef/732/ziAfprdCG6Md6pbueqsepff+zVpjs5Oweo9qh6j4ocYhO0xmup9ExLebTIJDp5Jt/bcDumVxntP7W2tnriuWoelNMoJyF3cu076suTYJeM04AKftg5wKMN5LBTQ4mKyrrtCH6k30wrqwgzsJ8BvuPZ3GbfbB6Nuu/uFCBZL06ty7A+kFgnOUs9cV0k1uqLrKAfQdh/zGSFe0nt22YpkZ08N76OM6liSIGs5gmO1qcIU0Pbel0oWvL8UESOO6B0JKJ0yngsgbckToTJ2u+I+CNta31Qry1BNRSP+9+NUXz8TiZzHoVvltnwDppcq/Ue1T22xzOz3F7Pr+VLZicy6jlVb2n/nnaDeHLZeAWWLu9gt2S4bxukljOu9/9bvbv32e/yJaXC3wzvzdHyE59mVYzKOdTzGzm3aCO9TqbYgxGcRdyd4vN1L9FuxKOYRE1NkVxPnUT7narg0kCwcobSXOpmgCxRcbMHIe1e8lBOIbyLJQnSOF7DLMFcKCyigpe8xnMK3DOtmD95pyxN8/AykrWaVTg0F10rzPeTACYL2C2k1tEjCr7i9vh8gU4eCTNhO3tBLbYoAWKRl4hBTnW93ivytt2FuZnYXwHuZfweSi35oBnOwdnSAuT+XuYRLznksFwR+YZt9bzqukZK7WtjpDM5gAZcDhPII7KOhdbMP86jO/Jss/PVE3oPMkqZ1UQPpwTSvlGlmN0K6zfnc8uNujev7WW541OVde91p3VySwWwFfJeKbvunrn/SbTEnBeIym1nF/jfe/77+nWurq3ShG9u5X6zsmOWYPdaGB0gNb+b13s0mygc5cvcuCUceoQozqjl2eTIcxuh9Xb00Sh0G245abVrLIPBQAqwnmV9n1J5fnUBS4/BvNt2LyUQXlHbss3Sa7KBX5L7izXVCZWFilYTyZ1NfYY1sYw3p9uX70jW2YmlVmNjmR5Vo8le9r9OqxOoRzIl7yNZvlK3dbs9IWfa3R7NpODc3wflC9luzSr+XuM8767T6W2odfmcibrvdBrYHagnK5t8zgJrBU8uZVkUTV+Ke6AslHL8Ri5y2DQvbnjEIxug9Hp6o26VPvAUYjnSbH7WH1OT9fnsF5/Vx+6qYrXT1W2c6gy3wPVzK2m9WJawan2pXgGZr9L35R+6WkJOK+R1NNy9lct5woaW1lFu7XFXXSgMqO3BzLyTozIrRACYj9ML8DkphRgmzG5s9sKCV5bqQmsHK952vqp0AbnFnhYtBbItjcoG6SHqpDvTpqnKVTW4MBhmF2ElUP52/ZOBZVK2RstYGzSnGldygXWCrBux7dqPWvI/mhBBsApQK1UEbYuKAWSPezWe2iJgczEM9Ucq7P/pOo2bMF0CyZ3kWboLam7rMxhtgIrt9U22IZyJL095clqNq7ks4pxAld8d9ZB24O0kd51/RbP1XLMK6BUs6uNv5qkAMzxBPvydLZVNAlEcRspyssE1qbtOxWo1qp5NMrfSgX8BRDn8v7Nvmyz+Yx8C+gYRudTr7oBaQk4r6H00EOfqdHH7zeWo6TAvronzOJsrhTuvbgO+i7aOkOWMa37efVWMniu7nUT2uVtBvFGWDtOZ3Jp9pfoXPNUoGFv+wfpPpu020hEpPg4uSlNks1zuVp7sVVXaG/C+iZsPJtmxWInZ1eBRtmsHrMNujVeqm+hFTjbvV3qe7sFzGJAZZ7liGkyjFjJd2rPN2HfXQmmW88lsxqPqofqNJSvAuczGG+xkgyKCfB86lGLp2BR3ffsVKawj9wd8FYyLODZNE1jExZfIpcTzLJu7d7Cu5kn52nfYxXrZOSvFnnOK2houchKtsv8C1XIPkZuFHZPba+N2n12U0MToLAD5c0Qh6sp92x6ssosgxZHlUmPLsF8C8o9yeJu0GtilttTvMbSO9/5Tn7zN39zoOXUAV3EYnZhfq7qFJdz9ik1JD9ko6/QzqYtCCla2d3kdWYtDRnIpwA9sSa/dkb3et1pNW12arlUtufplhSQ186b1JfmO/lvspEsZ3E5B9gCuHgxPSIxS41ldX/qMauH0pyZXYK1AzC9DLubaWKt/tEaIxS1XOeqnrKPjL69CLtT2LmYb5RknvmOV3LFdSFZWlPbeHcGK/UtlNvnMixgvA6Lw2n2tO/zPpWMZbEJsw1Y/Q7SpDpEMgy135fyeNEbEebAm6pn6kJll+vZ/lTPGXWfHI6T0cV1iUloGcgWaXJtAfem6MtXk/Eo7kcLV+NsPo8yq2XT62n+aD7DxTNVv7kMfEeWc/EUjCb1PtvVI3o39/+xH7ohO/4tGc5rLPXjchTrUqNso748rmzASB10NY9HXb3dLlfQosct2oHIAuItdLEoF8nO3lQxU54WMQnpQNKMBDZ1kWFxNrXaHW+3vaiid6zDikySi7TrnkY3decdOAU8kTPpYpZbcq7uTxG8GVdtYQ2ac7BRXbQ7Z2FdwXykC34+hckcZochdmB8pA7W/5+9N4/R7LzO/H7n3m+tvburq1d2k81FpChRsiXZ8kBSIlumAm2Mx7EmQIBMYGCcAYyJDSQZZPlzkEk8GVE2lCAezXj+CMbIxJtsRYok2h6yZUttWrQsbiJFskk2e+/q2pdvu/e++eM5534fObJFuTuCKdYLFKrqW+7+nvec5zznObsKJ1IlXKmBvLRmC6oKdkqYmYZhX0BpNkC1Uej9RsPPJ/pKHZAhtGvi0TROIO+v8vBj3Y9rWjhLarjHtywwuMoEyNuqjEfalneXCgT8Ov4SlfUpcKYOMiZXgbPCdtKPCiSullEpw1nEJo7MV5QpuDeYdhhn1rw0gseBeyE7QirPQdbGrAH5UPflJo09g/O3bAjL+bRjOfGQTAhQpQ4STFpGvYrCE4GxYVhFE3+H2gDZDMJpdgDzFTLYv0fRQxlhVMVYoycyQaVjFV6hXBul8KRG/vdJxqJc6/q8df21q/I2LIPdDZg+RMocz2jux7oGDYPmAVVh56UMRDat9G+ZIJ8Tg3iYZIDY8HNf1OvZhkKA9sDDjjUgR4JghYxJyoRhtRAwXhXQyuT5VENN9Aztm6QCzbxkrF10l86BNRnA8gLkxxyX2WZMcKzQZC21zdEQmiaDY7PU3k+1pmuaBb5z1O918Knw+zKpCzTj9+C89md36PpWVyA74GByw+/rdb/+izo+Ow/l7X4O+6j5PfYXwDtl7Kplx9amqZMAN2HsGZy/heOxxx7ji1/8PT75yY976Fz45BlAeQXSNWgsMn74Imy6ih6snh7uNOtktxbCB7ZRnVKGwoIM7BTyPCbxmolq9VogyjGctOv7AD30UVEOmmht9JCualtpnrHnUyhlnc3C3BIML2FZm9RbxjoHhDOMCsi3oL+mz9pIBD4aMFyWN1egc2qHQq2XJfQuywh1TwgAzqYE+DaOC6wuvEwjebauakA5B62+DEHZVGo9xAzNaQTNg7p+xTrk7jmlwr2RWyB7Wany/CCkGXkqoHNOTiK0aWhe0PnYqrzUCD0jU5iW/FpOMS5BCQUBL5EI4mZa0X2wKbA+pG9DdZswmPIlZwvnKFNVaJFKO9Q1WtWG6rbYQNm3eyB9E/g2Zj+iC1Bchcbtfjw3p2vDnsH5WzjKsuTBBx/kox+9i5lpLwWoNqE8Jy6InUS3bqLNCcvIMCxC2g/NDlq9IhuyD2nmLkM6rsyIOTclBfDacqAxTYRLAciGHk+BJnjwccLbgXE45aUEqa3JwACKIQynYeo+/+wAOseADJt2VmvHwVQzmCl1zpaQuPgMTJfARUiveBYlSHaZ8KBWCzJzMLeQN5jP6bVWS8Zm5GFoqwn9HWh7/VMaadJPlZC6CqMsqrO3oDhPXbhKx6/bcwqRKKB4xWur3CuLe2Mnda0JzaFVNxgDx8CQx8OCFoQscDSX6SCBbQjzYUe/q54Mq2VubJzLlD8H1QnIb9Wzkt+FFoGTvr0ryJB4mt3WgSeRfOlb/Pm4hsS3vGFfeV4e000aewbnb+n4i794ki/+/uf55H/6d7Hcq6yH16ExzRgMbqNsyo48g9Zb9WWL2ioY9ybPwO4CnlS8n92DMIqR1990HMTMBORGqjtFCjpIYcEfAYVnkRL31HCk5tOcVnKOyr3PnTBXvSz8YrSsjFjZgOq6ezMmXKn0ivdGlD9sIm9gXRM8G8Egg9ElSX9iWvH7K9AfwsxBpf9n7kGV3H3gOjTWRCZkTpyfckcGKJtDBrIHLLmR8yxPyvzzh+WZ1XhIYFx4aLctI227jA1ymzEnKoe0gDy/5O95a91sTtfcXL60zoGUfn+35JlWQ7AFL1StkIe5wLgkYgS8AOluhaHVisLL4CyZQa+Q7Mb0DGPPdAstWLFwFMCGjsduheocY2WCGxuvy+CY2S+hbgoG/MuU0q++5v0HUPO7WBJ/OaX0p2Z2Evgc4zzlZ7zLA2b2ZQTDN4A/Qd0gSn/vHwG/iK7IF1NK//hGT/SNNsqy4tO/9nk++pGfZWZ+XQBl8wgMryrNnB33lbQJlRsOBijVXTnYWOhBThtI66WDmp497q/NIuM1hcDjyt36yIZEEaQzglObumShLn2INHVo604rLLGBjiM4Q4Y+s/O8/t/Z9BCvqVCnGipNnTkxrrwKU/Oa8K1NhVDb13QOnRFUM8J7AE3qpvhDNqDuYskWlGdhtK5Vm9xlIDah3C+eTt5RuNq+w4tDZ6lFw1LhKfowMPHbzzs74JP9uq5n2tL/1tZ51SOu0yoS0HIKQOaLgU07qO1AbjLUV3zFAWVnZue3UJdWcEjHyBo1ZlesuhjZi7rPPOvbu6Z7M0Ke2cycZ/cKhOvAmF81BJ5GNIoOpGPuKYUw142N72lwzOxtyNj8mB/Nl83sCymlFyY+9sfA5701zH3AbwF3I9rjT6SUBmY2AzxlZp/3dr+fTCltej+r3wF+Dvi3ZvZB4AHgHf69Jd6k47G/fIYv/u7/zSc/dhJberewjAIYvihZgfyEannyQ5CHwWnKTrChauWt81rJF3/KjdI5fc72eTzfgsZbIR0EvoNWu8CHgkjohZgGYwAxikuj4rwDLEFxzrMl+xTKsErdfaDYhvwANLZgfg7SFmnQg3YbayzA7o4IfMNzDhZ3HWC+Jh3iqcx1rEplk1oNqHWa28ok5aZDylpKnzfmlRJPI/FKGrPQ3g82J3GukNWgISZyLc6+IQ+BXJ/N2n4d4jMNxO5tAAcg/w4ywvv92vhILgNimfbFdT/eCfZ2CoD4AMpqlfIsU0/7sX1uBHu6v3Wv8WXk/RVuLKe0f9vWsds8VNuOWx0R8N1cQZ7pYe07epzXbGuvUg9vx5Yh3ca42PbGxuvxcO4BHk0p7QKY2WnUDO+fxQdSehUNMfw7UkrDidcD4YvvbE4cQ5wxqNXv/5JSGvjnrn0f5/NDNcqy4sF/8dt89Kf+ETNbl2HuqB6i7FbofQum96PsU1SCJwQOL0trZZBg+m5fSSvUymWdMdcjjErm3s5bIF1ARmKOcViQ0MMeRaSROYlM1YyHUDPaV1mJJ5QtKH1vhfYxOwf9kVbyYU+ZpmwOqinHIYbQLyHPBOI2Fsbb2lmD9kEY9b1wcta9pwYyGm/T/7YDzTWVHqQkrKQ1A6Omek5lrpeTHWYsXAZjDyawqcuatFWmsCSLTFx4dNn4u6nQ8ddYl1dk1326QpzM8aZkfhx2hm4EAAAgAElEQVRBeQgiY6H7k1b82kbRZEyv0N8JCZAtYU0s+LWv3MBNQ+aaO3QhnRAOZJe13VQqNKt7nEdtnN/L2ovz58O+w6u5VX/z8Xr8pKeA95vZATObAj4C3PLaD5nZz5jZs8AXgZ+feP0WM3sC5e9+xb2beO8ryJffQl4OwF2+v0fN7LSZvedveG4/FOMvvvUKXzxzlpSuw7DUBGreLk+hfAKqC9T6vOyq/ezWeSjaMNUFVj2j1UeXOUDfMDa7qLXIVca8jdB2cQKdwbjw02nxrOq1NOW8wD7wsryp4I6UofQX7NUpT0XfJte/M4fZLmZrkF2DxkDbyQp5JaN1GZD2rOqoqp7AYcwnrW+7HMDwm9LvHV2GrXN+/B0P1UwTs0qwe0kp9xq/mEaTbIpauoFVKJdlAyxX9qnuWNH2z4503aqXoTovT2JwXseQXqD2PMB/73gI3BJWZs74TpWwLXPiIleoi3TrEo55lG1qoEVj1bfn4HU2ALuo8LHa8OPbp+tkLmfBmjCkogA7pudoUui+DqmW/Mc1o2vd5Fhkbmx8Tw8npfSMmf0K8JDOkm/xXZLyKaXPAZ8zsw8gPOdD/vp54D4zOwr8vpn9Tkrpqr/3YTPrAL+J2vr+oR/TfuC9wHuA3zKzU+k1lGgz+wV+iLpy/lWjLCs+/ZmH+OgDP85MvgPFrGddjkF1Ud5AGjp2MYSNFZg+JcGoLPdQaYdXa+ueQCvdpE5OVI13GBeExooMYhaPhFMwAg6MMy3W8sm3pdCjREB2OUKTJfNMS0ulA8UajCpo+QQcjFSsOezDzKKwnKl5Zdqyrjwb5iCdAy6IPTwaeAhRQFXC0NnQrVmFbLaoUKVoeBnInLgy7RXGvbbx31F3FOGU683kUa0d/KZ4BL3I0+ZQw7gdyC+JtTu44J5dW8dQg7nRcWLecZ9tSAeAw14HlnkqPwD/+Il+VZGp8vo0O6prypZ7ciPIToCd8H0OtG2uILrEQbCr8tbKAWSOJ9UhYNTkdZGxGiDj5lXnP0hN45TSbwC/AWBm/xTVw/9Vn/2qmZ0ys8WUohcGpJQumdlTwPsZezOklPpm9gcIt/lD3/bvuYH5czOrkC+5/Jr9fBb4rB/TD01pw3cbjz32Il/60l/yn/xsFxsUctltA/JTPtlBD94OdJrQbMD2Fizc65mPMDgD1OOo4a/59+q+3C75WTdgC+ZrFGa6al6a1sOf+YOatgQo5/OoTGIeRp4eL4fSprFsHFrlmw7+tgWA91akPNdpQ9GEgckwVUtq2VK8KFJe2YfmAjRziXTZRWCoKvnOQT+WXZhaGnsT2YIwH2tC1lT2xqJsJIh0MblDja+JslWefUu9CcODfyewj5CzcKmH9qoyZHZVi0FNXzBd3xQFo9O6N+lFJNexT/tiSf8zxdi7WPHrX/j3IqzaQZpBi258F6CW2AjDdd0xHdfvCWGuVOneW3ihUb4SFfyzjMmLZ7+v5/WvG683S7WUUrpmZicQfvPe17x/B3DWQeMfxfO1ZnYcWEkp9cxsH/A+4NMOIM+mlC57D/GPokwVwO8DHwQeNrO7qItX3ryjLCs+85mv8NGPvoupdkseQH7I+REvAhtQzQvfsRGUGzB70o1NYC5D9BA7gbCuJA6cZoFx0eaI8QM/RK7+LtLI6eshjT5NqZhYWa/qs1lPZQvlJRVr5l0ZpOg6mTVg2lC6eUceTMPlJ/JZaE9Bs6uVPD+pymybRcbwGvS/IaPbmdI2sw5kp8Yem0XK2R/v5kH9TlGFva2fFHjNUOdifW23KpzP40Y3Jq9FLVqQJAODicl9TPoz+WTJkWMs5H5cFTXrOq3JUwm51bTp2zuk7ZvzbhigotMAbr2tDvvcw4rtXvfvuEJkWtViYAdR6cNxXW8rFV6lFxwDdJ6NOZM92hSldRS+wauA8BsYr5eH87tmdgBdjV9MKa2b2T8E8DT3zwL/uZlF8c7fc+NzD/ApG5c+//OU0pNmdgj4vJkFkPww8Ou+r38N/Gv3hobA339tOPVmHGfOPMdDDz3FAx9/l/exco3ffOgr3qaKDJu3qQ4pj2JLT2Enz25YkPf66NJHNXYQ3dwopMCF1hHomQvMzKYQf2cNqjYqGQhBco+0baCJkDXlJVS5G6ih/k+m8KHfkwFr7YPBrqj0xVDhz3BDx20lEtjyTFgaaUKkIWJJXxVukSrUZbLphiXCxSi/wEPCKPaEMVM7JvMs4uA4w7cuhEXX5FV6zn79ovyBuA+41zHPGB/xTFr0YE/nZAjKTGUT3Rldb2vJA6ob9WV+/fdRp/lrguYRv+6xoGwgIxr1Upk7LUf03bwtXIrjSOR+Dcot4CxkR3T8yekFZH6drmi7Vc64S+uNjb1q8TfQeP/77+ErX/hv6FoXpt8rjKQRD3UU+W1Qu+tBlmPWtxAFnw19hlgdI2wqGddgxWenhQ2x6yvf0Cf0EV9dZxlPrE304L8Mw6EbhQS2oCJJ+r66llBuC7tJhXsalTJTzWmFTtmUVt9yG6XuD3uKdxZF2M7z4TlISz7JJ7RwUu6TNMIET+FXDcgjHTzHGJsJQxSSG/g2Mk22um2Lp7nBr8dkPVmJvKc15I0dYIz/rKEqb8e6aCi8S7ljSrn2Ue0TKdMcl6klN9bcuEWXC5cXoe/3OHR/vLi3bHhZQo5S28t6NqqDKh1hDUZbyirm7/P7GB5fgXI5L8rbo8W7f/y/4rHHXt6rFn8zjTNnnuOhz32DT3zsR7B0BqZPQnWHs4RDduIW4BKkp9BqhmMRgfMbtWYLOTJKIVcxRA9uZILciEQXhDRC2ZIlalbsq8TWpxB1v4D+qlQDsx2vZwpZTwdi7ZwA1u4plyF10iIt57w4xyabEKrKI6TxSWxPu/Fzpm7qORs3JmaX2rtIhQxEHuFPAKsTgvEpDOBIoYyNHHhfcIPm+kLRMJCCceq6oObmsIS8g2dQNXYbOOdp9qHS11lLuEpxVdhXNeVaNOvII528tl7rVncijdq2MHDRijdHHUIPQeMQtZIAs/I66QNXoTwmvZu8q0wgT0P+NkSb23JP5zaojqHykbOMmyPe2NgzOG+gURQlD/6Lf8f9H/87dAc70NyCxjJkJ9FDt4vc6nXgLYzT2Q7WMk+tdmeZx/ojD1t6jGuluqhQ0MHetOYh2WFU1xQTb1LKYgep1W3J+5k9rJIFZrSPoinRLZb0WnYI5qekO1NtODt4BPlR92RyYJ+KVbOOcCm2ZFizOWQAvZd3ihDQxdLNuS6VV2nXGr4mbyVtQ3FZEz0PTeG2hzOgVjlRue0TPxrXhZgXlW8z0sVNxqzsNjL2hiZrpnR96gunypbELSo2Id/nnKIg8k3LG7ETHjomN3QRZoWXhZ9nZNcWkBph9CSLeiw3FOlWHU9+UXVh6TBkK9K+icr1upAT4HnIXBmy13T96RsfewbnDTa+/o2zfOWrL/PAx9+PlYsOdO6ih8W5H3YCPTVRnhCAcRgfZyQHnlO3aXEMJ2WoFGJbk99mHaAOjyHChPAQln3CN9z7yQVY0tXKXb4s/KCxhAxcX15Jdjtkf66wYutFHfJsE/rXJNLFBYVU2RT0r2hSVkkTzUqxiDtNTd7htkDkqgf969A+qvfJVOiZGfJ6WlA8D72XoH2nT2w3rMExip5R4EbYQ7MarwkqQPBYAtsJsXvHnUjIw7mkbF3TjdjIpTwbi6hkpAPFczrXVl/eVH5IXycbh3Y1ruPhX/JaLBb9J5jCgRdFeUV8LwfmIL8qQmN+DzQuMib7vQvJaVxHC8gUZJvCmezmYDh7BucNNoqi5MEHP8+Hf/pn6LaeBbtLbnnT09kJYMVXrXjQpgFz49SkFuYKD6fu8w2i0TeBa+4hHJRxqMW4ghwX7OM1BGZGb6t138dxZx0/LWJaWQn4zUPEqg9cQr2uL8PcjFeA7ypLNVpXuxhbUBjUeLu8rmxaoYj1gOu+iGfQ6kB1TYal3RYoWm0pjCuXFWZEKNV4C2SeQes0UdbH65cYCiQNfhGTAK4zra3Nq/Sek3tVVIz5MhsOdHvmp30HJPdy8nm/H4e0nfIZwGur+qswFelo91Js0niEMdv2v2MhsPG9pOGeUWtiMXlxfEzWhuyKLywn9X56Tvu0HcZhnBMQF5ZES7gJY8/gvAHHmTPf4qE/fIZPfHwOq16GasbVKdvUCZhk8ja4jlbkUA0MtT6P6dMIyqSJnM2jh6+Hwp5g2AagGtmZAhmZzbHLbz2ftId8InWBSqt46e1jhpelVVNnkdqSEN1eE6aRLcDA2bnDJFax7ULRUf1TTMCs7Z7UkBqIztqoPcqKDEA2Q62S1zohBnS5phCGkbChkfeyIjmQu6swcHcbGoVKIpr3yoCmvo436q7wbBmVPMG049myIObNKiyzTYWD6bjC0WoXmPXQx5Cm8MjpM5WHOB0dU915wyVI6vKIkjGNYTIDtsWYTzMjz4gBorat+X1vabu25uHYOnAWpcc3fT/zblQv615XUZ9342PP4LwBR1EUPPjgr3H/h/4N3faLUHYEyhZNEenYkqeSMkivqFRgUmi9DgVugeqyGxvT95J5SNaCGkyO1GsYmqG8DDKtyoxQLdGSPIpaAdDZtZWHJNWGJnjtDSSl1ltNYTZVCUVfBLVGyz87pX1UK7B5TttszyoManRVwJl5V8/KcSYzNySeubJSnw2ing3dMPcU6jQcqE670jouNqHlGai0hli6HQdOA8vIFDZWbrQrB6Wzkyo7sSbCtIYy3Mknrh2SMWSAPA+vhwqVwew4r6YZOOBdZ7pc58jaft13GQP9O4jvdJC6hzvu0aame4s9eWDVkq4z1xiXn7h0hm3pfhXOgA7+1E0YewbnDTq+fuZRvvJHj/HAAx/D8lIrezWQ1EMjg+IcyU4Cd2I8h7yR+PY+anAyn6Lu0MmMG4x42CNTEvSq9fFKn/n3ql1UduAAbC0cBVAJeGytS/y83JG305h372OfVvpWsG9NxqdWvYOxzo5JcxiTHkwW3BPny0SrWsv0mVoWtXAvLPgpXpqRH3CMyjtM2oKMWKsnz6AM7spQlfhpW/tI6DqnHTda3qK3EUDzDkp/O1HSuvK4cr/mVChUKYBVKHagSF7mccR/XHoihbxH1L41dF7RHC8MFlvulU65obvs9zuyem1dBy7LeKUFyEoE4N+NPKDndbkL3DgP/DkaqbvGTTIVewbnDTqKouDBT/1TPvyTi3Sn34EEonrCc6oj8kDKq9IH5ihjwlvQ3zf84dxxTDQmw3l9tu5xFAWEW/65ELza9ZV5BvBumGngEzsyNW3gNsj7ULwgT2V4Ecl0TjPGQaIoNGqH8GMNGSVPC7fmqYXjKfz1l/TZbJZa9tPC6xpOHIeHQsFhabUgG6rOiqN6jxlVqOe7+m51SaFidRUGl9TRIdq25NMyztZBBntX27IMyYqGZ3BNoR7z1DylagfSugD50g1I5oS+EF4HXZsUxj+AbNcjSn0E1rsXYzMIoD4v41jlzmVqUhukNON4U8M/G9o5V1TLlgoB1qnh4eo0NJLuWzQ8vMGxZ3DewOPMnz3BQ195iE88cDeGt4hJOaQNaB3BquiVNED8nF2oXlE2pNH0VXEabD+yJutyyaMzQF0C4OQ289Rv5aBiVbqnsQXlggPCLmqeduUJZO6VRE1RteseR+arfxiPyIJECBfYBIxDu5w6vR1ZuORaM2lLn8/CuHgBahr65zzTY94e2WagcUrp8bSp7yZkqNMqY9wLHU+vEDDfOOBwlodWlWs3h+RnasqzyOf9u6E/7Knnah1G2zKKRU/2tjkH5VHI1h1ji9R+lJZUjLNoXjPHju5jSkibuAK+46DwIa/jCm+qhZQX5yA7q3tUdbU/LskADndUFd+c82dm1u9TX4vZXki1N4qi5MHPfI77338v3e4JmNmBxn1QXGGcVXraDYPLdlqpST80aOxT+rUOmw776hfZp4FWu3Dj064DkV3hFjl6KCvn8lRXNZFSKRZ0HrrJh6CzAL2nRKcv1qW2l+Lxi98xSeLYo14Jai2a2thEKGHCoWpJpdx/O5/E/PgjnZzcuKUBVBdhcFm8niwyU042rLxGyqb0+r4jyqIlJ0omN8BZsImHyBhWE8fhuJGt+TWd0fbzhrChvAEtL3pNDSgPyNPJzinsqTNkcR3ib+/Mmkf4OPDrcdCxOPeCaFGLapobQLuue5ddhLQPBm2F1q0TLsMRfKYSkQUX/J7vEf/2BvD1M8/zla89yQMfWsSqW+WmVwbldejcBtzpWADUD2ZrQ5ow2QJa/Uv3ckLFPwhs+ASfEHZK24r/q1VPH7fd5b6GdJe9Wjl3El61LKKb3armdb0zMHhRBZUxCWqDEBmWkjEOExXT8dCHjk90MIBaGyfl7lG1GJdq+PHUPJJI767A6KrA3uTFrMl1lYNng4PYtl9GoWEeWjTd+4lwZzI09PAHdG3pALcoBLKWvJOEjFy5IwJkuSJsKx3y0PRFyCp5gLj3mbxODK9ls2k//9Cxi9KEXT+eRST6Hun0KMw9iULI74Ct6nL0jzkmt8FY96inbaaW43qBqd3Y2DM4b/BRFCUP/upDfPiD76E7Ogv5EaAPjZiYh8ZGo7yk6mtrQePr1P2mLXpuO3EwOXvYzP+eknFIm1BdgcrFmfKmr/iFY0YeJjW8hW21DmlaHgOZsjPNKehtaZI1wuBMejUZY+MT3o2T2epsSdRI+cpvXbADCkFSQV2vxcANTd//dw8mVQ5az0Cj4+DwVR2fuUi9bSrca7rmr0V4MxlaxPF4ar0mALq3U3slB6lZ39ks2BMiKFYt6BlkfV1LLlC3Nh45PSGdl9eUz7q35UzrmoQIdfEtK/63i3vRpi7Grcsx9vm5zAHfgGwN2g1UDLqJMlUOQFcNsZGJ+3TjY8/g/BCMM3/2BA999Wt84oP3YLjkaDkH2a5PdleqSyOozvtqVoJ5iGQhzO2T2dwAVF5flI0QsLgpJcHhAGaa8naKYBjPO5m1oUkxWBNm0D6u9+kBXWgchew76rjQOMqr1QeD4DY5mdz4WOkvhRfUk8tvpeNW2/rbphhr+JhjOMGdaToukoS5tNtIqPyyDLVFOnoE6YCHJ+HB2MQxFb7N0cQxhgcWeFTUqMGYI7Opa1gN9NF+AY0hjKZhzkmJ5S7ki85KdrkRRn6OIy0A5brfo5EMStZ2L2QWJQWCbRyFupPHHq8PqYtBs6NII8cF2/IhsAGZc5M4y1i98MbGnsH5IRhFUfLgp7/E/R+6j27DhONUHnakGcXtLImEF+lzuwOqp1D6dD/jMMJV+qqhwqas8m3NAgeVwm4N9LDWvZ9c68ZwnCOH/jZ0pyBdd29iTuFDdge0r0J/A9pb1FIQwNiDmDR+cZaTLOfAnKCu4rZZYS0pPKMIJaYZN/MLNvQIWHODu660dPNOlIqelJkYUHdwqGU4w2MIIwbjyRyFoF4ZT4l4Ni71UWUyxvmspDhsDYlyNVXfVOwoS0am72Ew8NCxMSVDxAK1SFq9v2jvEl1SwyBGmBetZ0JivBRuww5w+0SYuCrPiyWEH20hCsUqP9A2MXvjb/84c+Z5HvqjZ/jEx+7FkvNNMtBDtg3BPrWDwFl5L9kpsKtQDMTHSRWwJCPBuiZqakB6qyZq7pIQ1QUotpTezsxf63vXzAUVKM56aLf7jFbg7tupyYN5F2EoV8Q0rifJZCgVWaqY4CEREbVLh/17G/6Tu3ENTZcgDsKYkRuGw0mBdNzoXIfSVf0yPw4buR0J0mR4OxMlB3U5Qbzu3lDytHrNEvbWvo2jjLuTXoL2rozNoIcq/jcVWmXejiYV8jLKvoD2asXZy02FkOwfG4t6TGJhUXc1oM7m1ccU2M8OkpxdBI4qvDOTIa77kQXL+8bHnsH5IRmjUcmnHvwj7v+pj9Dt9nziROHhfqRNe5f/vY6M0G0IWPy2flNCesUnW4K0KOZs5uFA3b6k0ANf7SoVXogTk3KDvK90/GhV3I4qh+47EGbgEg7ZEtgFNcNr38bYcwnSX2A0GbUkZ52dCu9i2n+e1qSz6EAQRmDEOGMUIHL8wDjU8M0xgMxZybXBAxns8HJyxgYowicH3VPfwflKx1HNuec3hzAQD5nMQfBah8pT3lkH2rcilvc+lDFsQnNHP2mNuhsoputXvUKd/jfXvqmvnQPvZmP8qvbKChnA5IW39f5aiIdTyhNjRvtlnTHYfmNjz+D8EI0zZx7noT8+zyce+DsY30DN7rzswLpuTA7pobIdSC+B3QvZfYiF6t0Xq1kkBFXKC8kuieuRKvE3aEHDK9FHQyhzba9ZSXhra111XdNHZAgyp+GH91I13SlYh+IaNI4x9mZg3MJmRJ3uThE6GWNB8hXqEKvqK1tWYylDxniQhyf1PoJAN4uyNuvalzUE1IYQpU1gP6BrU4t1eThWbsv4Zgf8PN1zysIjiExW1EOFp+GV9xbV4Id1zLaIPKCuf39GP7bfDWMYv0t+vscRee8s6ug0mUZ3gLzWOJ6kHXSQV9NDFeL7x/gWQ3lezPkxTLZzvrGxZ3B+iEZRlDz4qf+N+z/4Prqzh5H85rSwgv5A2IuN0EO8gyqbr1B36ql6YLdA/lYYPQkMoeVAbkrUDFgzreiDvjg+DZUb2O4WDAvoLkB7SYLnVkG6qPRytQ50oHfdAdMKBlel5ldruMC4ZimqpUODJiZ7ALZhgALrCckM9zwofeLEBHT+UGY6n/CabF5AbJDj6kkb3kjp183/Ts68jpY12TEPVcP7YeLvwI+g9kBC2Iwkg5BNicrAEPI1xoYxwsCMsUfm18aOUvN/kiGP9TKqZ2uOv5vCUBRjY5ecVU2OvNxrkM75NiMci9q5HWSQ93g4e+O7jDN/9g0e+vL/ySd+7pcwOyiX2BwXsCUoMnkUvWvAS9B5GRiJqGe3QX43jF6CxqbYyFWEFC7PkA2cIZtJf7jhUgjbm5rA3VmVIDS9hKK4IgMzzFUeMHtAxZJTh1XmUFxBjdoOuqGJUCZW2wCC4dWCYgP/u+s4jDObLch5086oduF48xDMfNU2T93TEH6VOyM7hS5wgNMtvUYp/CSFEVgCtqmFuupQMIzicOIcgqczJaOaSmQQK4WjRanwqxYyC7b0FnWHh7r0w/R3XCvLgTsQDnMWeBnSnW50vHRlEhOrhdqje2eJwqlVSN8BTk7gQgNkbCI0v/GxZ3B+yMaoqPjUZ36f+z/+X9LtHoNsR+EGfYVDu6XavW5chIWoZ5qD/ASwDdVz4qZY01fdaYcFWg6GJq2Q1YZwoqEXHzamVFTZ2geNORm6gWejssMwfwiKY9DKBH5ubQu4LgsoB0oP1y1OYDxxA0yOFTZ4NabftiMjULlURirAppQJahyWoU2lYx9hzCLsCgGxTYHs1TbYDNJrDunQydowY1xi0NM2a2/CmcmvApOjOwbUGE4A0SmHUVuGPoui032omNKvOwcZh0ERRsZ1iGr28AxnIL0F+AZwEdIpLQBmqDHftC8+HUT8C0na84jctyBjzQseggfWtzWxvxsf2ff+CJjZL5nZU2b2tJn98nd5/wEze8LMvmVmj5nZ+/z1k2b2TX/96ej04O992cwe99d/3ezV1WFm9l+bWTKzxdfub2/89ePMo0/w0Jd+j8QCY8HxEnqXYPq4KPHzCyK12W2QjkL/RV/Zrwv7iSJFppTCHS4jzRjT76qn7EqVQWtKpQvTx4T1FBdg8zuwvQ7Nw9BZdHW+eyC7E7J5X6ynIMtgeMW3HXVUsfIGZuIcnUnPIIDhlHw7t0LzFLTuheZbIDvIuJ0u1NKqwBiT2EX1TRelWWNHILsLiVLtQ2Dvfr+GITCeqLsnREq+/hkyNmIh6REhSqgkuueUNkSitGWFPebV7mz653oTP4OJbU14fvhCEnrD1gHu9OO7ru0ml7MgCnLv1TlZx729O90YB2nwINh1qF70cDT0r39AoLGZvQ34B8CPoSv6ZTP7QkrphYmP/THweW8Ncx/wW8hUXwZ+IqU08F5UT5nZ573d7ydTSptmZqgx3s8B/9b3eQtwP0Kz9sb3OaQK+Ovc/+GP0J2eEvgbK3Hmvb43rsD+tyubUq2oF7kV0F5wPMOlKsoNPbgZXj6wIQyjNOE01oNW1xfiVeitwmikn84CdI85gc7T86mCIof2Kei0YPCsQiEMyvMKfbJIHb+mbKAaUDOW2ScvJPUhTUEWIcRkLVOu7ZiTE6kYG4RVnUe1jjy8u9yryXg1ZjHp5QS3ZaKoMvpavar1TIRjbmhS0rlbANgjsE11qagy0RLqKvltNPHDoOQT25sEfsPrc+OFEwU54r8fh7TCOEt2mLH3VU5cj3k0VS+hTOaMrke2qiRDddw9qB9cSHUP8GhKaRfAzE6jZnj/LD6QUtqe+Px0HF1KaTjxepAh4jtBBAgq7OQZfRr4x8AfvN4T2RuvHmf+/GkeeuiP+MTPfBSji6QT3oJ6STVg4b3KclgDBkOwoYiBdgCydVSRnDkZrQvNTCBpsQ3DDNqHgC1ozosd21sTFsF+yEvJP0yFyJNPuvKKDq5KMlIMIVuA9l3OPfEuoimXIYnun2YKoaqzCtOyA9C9hxoYrrszuJFIfWrpDWAMIvdQdmlA3XImu1eGlRzSNca9oQK3cv2f2ugETgNjI9Ny7Cg8ExR2pgGSAelTp/yTqy0m987KJGNZeSM+5oSnxPmkpo4ND2dDB6fa1b0r+iJnckDXLZtzg70rz80WtH3bj4ySl10kr3o3P35uleHmZd/fIS0mtqqQ6yaN12NwngL+J2+E1wM+Ajz22g+Z2c8A/zNC0z468fotwBcRsvXfuncT730FeU5fwtv/mtkDwMWU0uNyfvbG32SMipJP/epnuf8/+jDd7mHIrouE1+lDOijjUm2pFKF7AjrrSJZhUVmb4SsyDO1ZeTZlT43rbE4pcVuHvAPDdRhsQNGAzjx0juoBj84K1TO3UbUAACAASURBVJb4NgloLqk6vTGQLARtNxyud0NOnamyNrU3kka+3yPa1mgF2n3IluUxpav+vUhnhwcSIcw2sCODWY30uewQpDk3Nu5hReM7g3EmLMoEAj8J4DZY2Y6vpAlDU3m1va1TZ6WSdzlNQxnEkSsFZgdFCKw2ZBRS3z2yEbArbK1a9nPYRdmyhu5b0YG1izDlZRpVpu+OVvV3s+nebU/ep5108Pyczi/NUfsAliFJ2swxnwHiZkWPs0ly4d98fE+Dk1J6xsx+BXgILRnf4rvkyFJKnwM+Z2YfAP4J8CF//Txwn5kdBX7fzH4npXTV3/uwmXWA3wR+0sy+BvwPKJz6a4eZ/QLwC6/vNN+c48yZb/LQQ3/IJx74aYx90FlFBL5cD1feAl5UVioBjT6UF+WVtKa9hYtXEe+uAHNKgWdefd5fgb63/u0eEHGt4bVR1YY4PNZ2RvI+eSzpnFLpdgBVdoeWS6Sz0d9pgEozhmDH/fUGNGe93/iGQyrTHuZd8ZW4M2FEIovTVDYozUt5LzUd3wlCYCgbBt7y2jKGSMV3kCELY1QgDSHnJ5mnyy2+76B3qpDMQ6XM2bCn69g6JQ9v87zOK0cYWL7Pw8c5GasCGcPMgeTskK5fM4fFxyBdh+GqjLeNPKq7CiMPoQvRFqjOo/5Tx1DfrAC8jVqCwhpIcfA6sCxPKgvjf+PjdYHGKaXfSCm9K6X0ASSU8txf89mvAqdeC/a6Z/MU8P7XvN5HodMDwO2IGPC4mb2MWE3fNLPD32U/n00pvTul9O7Xcw5vxlEUBb/6q/+KwSDX6pmB0r6bkJahug7D65oo21clJ2mXHcScUveEwXUo9wMtyHeEPaRSrXkHA3k5zX0wdRwa03r4i8swuAK9FYVvWQl2VVgRM5Dd4gaoxVjbN4o3/djSJSg2ETcmIu5ZasVB+lqxs1MKFe0WTcRsv1Zk2+9hxAEZmmy/JnK25LovYWQikxRhkgOx7DLGY2L/wakJfGVHXmBVunfobGwbMg7dMmBBOkCDq1A2YOoOgeksyKDkFXTv9Mr1fboeuRMJq+fQ5B941m3Or9GuDje/lbr/1ugymGsc5Ud03YeFSlJSJeNbs5OXGHfrDLA+GNCLSLDtuBaftHGzHsnXlxY3s6WU0jUzO4Hwm/e+5v07gLMOGv8oWrZWzOw4sJJS6pnZPuB9wKcdQJ5NKV02swYKwf4kpfQkuhKx3ZeBd6eUrt/4qb45x9fPPMYjj/w7PvzhuzD2g12R229r8l7spD44l6lDZtYHC6W+XH2SRn0ZFXN6fTGE1q1gW9Bu6qEst2F0XSnuziHId0VoyyK7dEgM46zp4GnwXYKAF6LrLvJdeq1X1qbGX8rrqlTvvssnbI64QQcc55msiPYwiUzegS0x9mJ8PzWwHK9N1m/Bq6dH/O3YVpXJIOaVQk5r+vmU8gqqEcr05epDVQGtkwpzqk3Uz9tEPaia8s4aTs4bbeg77f0Kz7JKYWvqQ+stjJsONlSVX/l5ji5Dew71k5qVx9q/AuUUNFzoPeugXMySn/ey7g3Bfg7Nn5aOhUVqUfWbMF6XhwP8rpl9G/h/gF9MKa2b2T+cSHP/LMpAfQv434G/l9S0/B7gUTN7HDgN/HM3KtPA583sCRSiXQN+/aac0d541RgOhzz44GcZDryXeF3AN3RwsSkWsnn7kDQLrHiIcMon6xWgBaWRmIGqA3kfurmMw2gFdpdFXmsvOADdgJn9AiezU0iaouPg6gaq0Ymi0gB9R46zZJCfco2YgbyH4roA7/bdrtP8muLOFL2atpH3ERmdAJN3GKeXE+PSgUixG2NvJ4zPrn83mg1uyVgU1yBddozEyYDJtZ+LNRcdn9cE71+WYe/cAc0RKsg84fN3Tddj5m5JQlQeQmYLDty3gZPyTpotCdGbA9o2lMe4/ryrAODHfF3nZ5VEw5rzUB6G0YxHTx4OpvOM+UgXGGNVE3VsdRZuH+Ms2o0NS/Wq8MYdZvbGP4n/H0er1eLzf/Br3H//e7DJtrflCAYGLEBzFbKnYXRAJDwbQfYuKJ+D4hJs78DUCVLeg8Y0xggGy0AFjf3CaagcoHQmq82DdXxVdbJchE+pQHyQLorSd+QZFD3IjytUY+CEPhCj2Ml45u1f6m1OVnB7dXbNSI6waMLjAf/92vejfAJq3kxaQVoxU8rG0RT2lUflOjJGaSBjU87q/bQGo1LhTfcwMgT7/WcVuATDlntHDXk8g12wCwqHuCSDlb8NiseRUqDJS8oXUdnKtjxO5mD7gjR0pmYdGPYUVLkF5Qxkhe5pPqBuAZQ61I3wcOGxV10f/By3efd7Ps5jjz1xw27O6/Vw9sYbeAyHQz71qf+LYR/3WBzbKDahvZ9UDknFbaTBDNg1qHI9zOXTmvh2UB5LWWDWwYoVhVm7lQPCTSROviV+DscVkmUZ2AakC8gwbCJvodAEtgyFBqtQrCrlbm2t4tUyFN7Uzg74qt/Vj+1CetG3GcS08FhWhP+wybgqPrRcgs8SeEwx8Tt4Mx5mRQV4tYm6hvYkMN6ckbxGmujblUYCgtOSPIpqE0a5iI7d2xmn1ueQlIYnatOM7kOaFuhdPCdjYWuQL0E2gNGLkN0qLlOejcNT7kB93qegtyzDk1XKCoagfIis5cuQJ3lT1axfN1NGK11GRawwxqfC2wss6+bxcPYMzptknP7q13n4kT8mESp7bccdrguHqHah9XbVT7Gsz9gJGFyTdGjnGBRXhdVkLWVV9h8WP8cKSVGkfZDvV3hgFXpgu541uoKyTpKyEOayorBgtA47K+NmDeUl8VLyriZZ5uFStYkm6xVUeHoWGZUhcNV/e3+pmow3we6ts2DB3g1Gs0tgUOh3laC8AKPzMniNJXlxdKl1asxDrWoN+ltKb+fOmmYOpt+prhAcQgDsgh/jeWFNo+egsQbZZRmWbEmdPnfW/N4sQuNHvUd64ESVG8JVRCB049hswNS8sl6pLV3pFFIfztgeFVoYGJKqKVKteRwqAXEtoGam/3vG+MbHnsF5k4zhsODBT3+e4WDoq+R1CWUNLmPNDEvXsewYFHeiYr4PwKABq9+G4bNy4/NpWLvmhYZe41Ql4TT5KRkI88pmm9WksQoZhZ6EpFKUG2wJy6kGqsfq3AadWQl7pRwaBx3o3acTKF+QIeIkkt7sKKxKl3x7vtrXLNxJ7yWkKkK8q8VYLDy8lFIeR7EM1SVUfnFMBjQUAOuOnQOFUcMNeTLtE8rgjTagcRt07lK2CJBHs+6/1/x4zuutNIDqeYH07IPmSZhxDZ0UXSBmdZ75tM4rRVM7A9paAFpvh86HIL8XGvfIcx25PrW15DFmy7oHmddN1djMAYVxKYDhBuPK9LhmN69afM/gvInG6a8+ysNf+Dek/irsPOZ4rYOzWQd2XiHtrJDsOJRNGCTY9czL8AXovhX23eJbawOHVRKQdVEIM3Rc4AB6WK+jkKknFnKaEY5Aj1ouYbCpcKmBJorth1Yo4xUedpz0ib8GxUXgFDIax4QTpZcYr8JzKMxyHRlmUcjVZlwPFOBweDxz8mSCg9Q44hMTB1kLYVP0HEvZEkepnILmIcdrErRvV7sVDvqxbPh12fRzHiIM5xZovFPbyoYOoPc8/Bko04er/tH07S3IWLdOUmeTqquQuvKOJgtI81zYDQ1PBHiBbCXiv9kI4xLS0TmEQOaXEbDu16WumI9s256Hsze+zzEcFjz4f/wuw2oLmrcCXa3krIuItv4QsA/yk0BfAO7UHXLVqw0YXZTmbjqJWKgFsAX9C86uPezp9NBR2RWmMNxBqdqMcWfOXA91NgOdaaWBs1loTYg+VSZsKJ1DOj1HtBpX62jivgIcF8ZUvcB4UkeKPQo3I6Qa6njpU9d1lSsweh5YVQlHFuQ+Gx9HeEKpcHC4KaXCzjSUyzIE7TtQX/BI40drm2hbMxBWwxyUQyg33VguOADu5MCsBdkkeRC/jtsOJk+ESVVP9yZ4SSwrzKwGwp1qFrHTEarwAJ2giBs2O4kM2/mJc35B10Qb4GaZij2D8yYbp//0Gzz8p2dIzQpVFG/KK+k9QxoNoLkP629A/1mYm4H9t6tlCQl662gCGdgWpGswPC/eTeOEh0/xMK+4keqLzJZP+WR26YsIYZpz4u/guFBd4DMvIh9euZ02wN4L2W2QnkPFiB2U0j0E2d2QXvHQYFLnN1b+HgoNdqg1jStPyzcWxRmKzha16t0W43osr/MqWjJMrMiLyI9A83YZD5Lvx3uhUyHGx2X9bVG5v6AwrTGt7FQ64PuKAs116J/z7e3oPpU7/v0IC12UPQsQeKLrRVW64XdVxqolr4eOb3OKcUi5DOke4Ef8PF/wa3cXMjjeqbQ23jc29gzOm2wMhyMefPBfMhyueUZoU/hAZ5+kKwZ/AsO/hHwExbeELwx3IH8P7P9pYNVT3ztK2zbvci8pvIct1Ep2V9Kj+WEZm1Dmo9D3qq5W3XJVBq99EE2CNvKellAdTxvsdnkj6aJWY9uC6gKSYriGwNgVeQrDb0N1jbEezTZjDMXlGirX88mnfcJCnbmqJUyHDnbvU5p/97q+lzc8gzctUD3zLpV1t9KY/OsI3L7ix3ErdQFnXkJ+TNei7ECxDuU1qK7IEGcIyE0BvI8E4g6fRGJgK/p8dmDi2J3uEPhLI8o2kmf4FhS+1STHSJ1f8Wu0jMBtA57xYz2B6q5uTlkD7BmcN+U4ffoJHn7kG6S6pcouZIvY4rux+Q9Du4DyrIfwR6D7cchvB0yFgUVf5LXGrQqTogo7qqmTEwizRQHMFmJRW6o+L3OlZEevQFGp4DMqttmHJkMx8ZPkCVRnHSRu+N/Rs/ucjo1FF2W/6BMTNJlK4UWpJY/OkkBnkgxq1ECxgXCnPpCJdzO4BsNdpcPNlRE5JpwnD2A4MmFheDaR8dnw12b1d3UVTd6m9pcqhWjNHAml7UI6CNwqg1Fc8utxGzTeJorB8JIbohHjko8JaYy0pRR5nsbHlbkWUDQFZMePKYpcz/lPB+zt/r3nqfuZ8fz3/Yz9VWPP4LwJx3BY8OCDv8dwGBPW9W173gOpeRiypErw9ccRnlMoI1PlatVbhXRlhVbVINsZpHmwGRHgotdVua6wgJa8qtGyPIZu1Ep1kVcTGAo6luQN78g1mcoNRLcfQPkyKrfL0QRfFoBs5ljRCio1KISZVAXiuWS+TQ+BkoO6qa+XUg8GL8P2C8qaNXPAvZr8lFLkderdj7OuR3LGcXgmNUt3V4Ygbfp12hKm07yVOnPVmHcDXqhGKspLOCDPrnk7cNmN3jyUlxmn97epM4Fk1B0rqszv8QFlvKIKHfzaJWrAv+5wMa9rl85Ri8LfpEZ4ewbnTTpOn36Shx/5c1KIPDUPwNR+yNYEftqU+C/lJdh5FHa+rSxSdjckg92zcv/LCzJCzAr/qJxmb559Ka/KSBSl0r2sq9I7zUL3FsdOojPDZTRxKn3/VX2gDikMSVflrWSngDWJduHtTopNbdcOUWdskk+kfAryALOjjmtLmSJz/g0z8jJCg7l7RLViZQV2GJpHvcI+8KHJNHsA1XHMFaQjCC8ZyNgNV/w7Pf22KW0rDQSKTzb3y3LII8QZOfB7Qlmx8qK6ZQxXYf1Pof8dZCCuadtZ2w1XpRCyljddcX5OMKujnCFwsxA8cwE0uypgutoLqfbGDQ55Ob/NcHAdNT1zgXRGmoTNuzWX2iVsvADdtoTPp45C+xiwoxqqUS48JDp2siZOStpB3kUPqhnhJbYDZSEwuBu6wTEB+sCmQqUIy4BxuQJg96k+KG3Ki8oWxZlJh4FTns5WSUQarpOqDTcWTSS7kFH3nQptYlsAZnWcwwvQ60HrEEwvgvUh7YPGSWhEdXvUcEUWaFIRsKv0egWk/dpvdHcoK9WehbB5mnageUvfsUW9V6xR13yVz3lGrmQMpC/oPpXrAt2rbVh/yjlKm8KbrOvH2IasL2PHbWDv9OgrwP1LjPk2IKP1NHUYRwtsXQvMXlp8b9zoOH36cR5+5FESIfB0cIzJNBYhPyHmcaOrUGTYFz/HbhHnZHjJMy379VCmNeeVREcCF27Pkl4vC4lwteaR6HeOvJBL0uThqFb38juM08rRocDd/ewOHWu1rJPISgGodeeEKRh0BaimXOxfC22aXO8zSy0innZUVrGzrAncPQxZQ5keO+KSEDGBA5/ZQJjPMnDFPYfCr8Es2FE3pi6kNdqGrOfn6wWhZU8sZUrHk9w7SqU8iqqC/kvS/qlrz3a1/zyDZo9asbEYwaazs1Mlb46u3rOGez59RCW4B2olw8kyj1LUhJQhjZ8LCLS/DfIZ/9yNjz2D8yYe8nJ+i+EowFLzcKQLw7PQeatkQg+0Yfd5B4MbovHv9oX1DK8AV5WSziILNXCRrIGqnLOhODWNQ+KZMI2EqlYhXQc7LpC0fNE9/HUYPu3cnsAWwt0/4KHVCkqH34NW9payaYOLkF/DshGW73cPZk7nxBRjdcFdeUrDq9Bf9Rqp6OY5pRqxRsdDu8h0rbh3tSFDlaYQD+hWsGMehpo7A27gql0oEnXr4JqHFKFKRd26hhE0XGGRngxLw3R+XETNCjd0nxoNhbz5IkxNwfa2RO2TOVb2FuA+nU/W8+8NdN2pHHj2kCqBKAEbyvClHiJvLvqxhmd342PP4LzJx+nTT/Lww39OYgU9jIsKS+ygHr7Wu5T6bV2Gja/Byrdg9zFYuM+LGPswvKzMT0J4RFXqvea0VuayKcKgeTfHWmV2CtKqh1/7RHhLBtl7VHZR1/j4sFD0u0teSHlNIYdVUL6kFHrZk5HJ9iNPJmj67k1RCHwebUF/RxOvNaOMU9Zx1vV+D3GmkSewjqqzR/7aMTcyYSgipIQxgOulFb3rkv8c7PIq4DXLFB5SuhFyaYjknk7px1ZcUaq//wT0zmk7pafvGygblc9A18OtZlu0gWIN0pI8FOvo+IPhHfIklYeHaRfSHdB6J+R3o7IM106mjcKrm9NRaq8v1Zt8RMbqg//hvbRbu8JJbBHaO1IDzJeh817o/wm0zkG/C513yKj0nhIY3PJmcK1TMjC5izlZppCq6Q3rUoL0PMKJNlER54zSv9VIRYrpsjyCfA6qZzW58mDTNjTR0qJkG9JjUB4SSMp1eWed+7xIMXRwAmNpoEl2BfrLOp7cVN3eOKRJa07hrzWRY/XfgrTtRuYw4zAk6ADJ99f011eATfXk6m2pO0XCJS3csFjOuECyraxZyscYS+rpGherMjzZtMKjwS7MH5NxzTegsQWtu9XyhyAB/iWMnpVWclyzqJi3eYVN5kW0JGFV5Qo0Mmr9aGZR2UPbj3MvpNobN2mcPv0UDz/yBMkGUD2DVt0ZFVAmlN3p/gcwdQTmZ/XgD8/B8BTsnoKNZXkMowvUYYu5bETuada0DbzoYcd+eUTVJrDo3kVCot5JRqFYlkdTPgPVi7zqgTdny2ZAdd6VCtuoejyMxRbj9K9nkaorsHsJmFaFfDFQbVLjiK/qgRllyu5El4Q0QF0O9jFmLodQV844VNmlrtOqerC1BlNdgbYtB4XBtzFPzd2xyCg5YE+SAS5HOsay9HKIUueS3wO8XXhWbjIWzPi1PyR+VNoUbSC9wjh9X/l+I/u1o+tvJ6HhYZyt+3aW5Dnarn9uz+DsjZs05OV8juFwpNWuOotCq1lJLKRdsB403gPlUdj4C7AT0PwpaN1Kyu4kZT8pcl4x0uTkkK/WXYU+aUWgbNFUVsnuFQ7BqoBWRtLDSbkDwcsSsCLB6Bmonnaj5V0PWNfBNxyzqJraX3HWwdsdhWtcB1ageAW2zys8zHbl2XTukPQEHc9iueRE1Fqxg/CpttdJRQ+qMDAjxgWPXtxJpePr+9+tljJ5ed09SdtLM9TqgynJi6kKeTXRwaKs1N+rkQn7KjZlBKKFDweUkUrLbrwjLd/SdRmd41XgcOpBukrd17xWSIzQtYdCqBf1vdSb2OaewdkbN3GcPv1tHnnkL0k2QgDlqmc4nkUFhzt6Pe/46n9JXJzRZWzmvTB1C2Rvh+bb5MJXQNEe9w+vbgMSZC976cEMWkWXke7xfs/OtOT25+aRypJwitEL8nZSZIlyeUpZ5vKbq0oRs6oap6oHaV3kuJ1vw9ZFx4DWtY/OnZAfQqS2kRux6KHt58pzArs5zFjgK1QLe34cTrSru0+sCSjeXheYW+aSubD91GEhxxmL/4SQO6p3arS07daMjEzelhEvvM4qSzC6hIzEVW0yKxR61fVUHQH6aU2UhOTEPVv2Y3A6gkWZw4QHk0Ig/kWdS7qE5Ej3iH974yaO4bDgU5/6A4bDbeduvAS8rDqpfEOZIetCaxXm7wRmYXEeZk9CcR42noD+I84gXoTsFmBRqfFiWqzdKqQtXoTRWRSCNMHOu0zprF4rpyC/Q6FcsSUAO6u8V9YamvwHUZrX64ayCsrkuMdLYgWnCoab0NuW/nA+BOah+zbPloVeTpDfnIjHEE22FtjdkEXXyi1kaMKrGTgkE2BvJmMz3NHxtNoKLZvz1Doz6YR7MjGJY/8hd+oYT7br+kLJM1+5zq2spB8Nuge2XwB6uujfLXWOdkqUhuF1xOBuuFENCoGXdqQGql1b83PflVhXCmOzjIo49/Rw9sZNHqdPf5uHH36SxAi4LGNBBRwUiGtHkdxloQW9kUGnA3PHsfJJUnmBNJp3GQkX4cpvVfYpW4XtJ2A7OjWcU2kDR7VzuyCQM7UVghUNz4Jt61nPupD3YPSUsBgGaMLNCQNpdBzzKBRyVCvSDC7b0Jlyzsp+6f9YT2n37cc87KoY9w3fBi755LxFmFNdDhAg8YC6w6YlAbDm+j9pB7a3oDMjA5glbY8XIE0r9Ft9VqLmocoX3R5G4TGN9JM31aUCUDFpqesa1fuYcKVGB8m7epgZ5Ql52wmCTtyzCAcT8toC5A6ezVDXsmluiIIwGXrRNz5e11bM7JfM7Ckze9rMfvm7vP+AmT1hZt8ys8fM7H3++kkz+6a//vRElwfM7Mtm9ri//utmarloZv+rmT3r2/ucmS3clDPdG99zCMv5grCcrATb8bKF/YxFtqfk6VgHbBvK69C/JvnRdEwY6+6WJmxah+3nNOmzKRVCVo7hNEwuftT62ACyZc+sJChelJfSmFFFedXwqvNNGD6FMJwuUgVs+ERxaYZiBJV39qxKIIPsmPqc27oYvLTVsXL4PDW3JVb45CRIO6HzrQW9ZhGnZ9/ET+7XJcn76u3Ks2o2nYoTUhcd90YGsG+/CJB1yt97Q0VHhfixHBptnV81ktdUoLKGlJCXksko5ubFnuEplW6gdqUNXevoHEeg8VGk7LjtxnWBsdB8S/eDNcZ60D8gDMfM3gb8A9SS9x3Ax7wP1eT4Y+AdKaV3Aj8P/Ct//TLwE/76jwP/nXfgBPhkSukdwNuQf/xz/vofAm9LKd2HGu7993/Tk9sb3/84ffoZHnnkWT1eeYlU5YJDEungjnCQqucT6hpMHcNmf0ylEJ0NKB6F8kkttsNVSW/O7IdmpV7m1YxW3OoqqpA+qIc/24bmLQKvC+9rbX1VbKc5pbxtG0bep5xZeVJZQyt9lsnTSZU8odaiPK72IrAuEbG0H1o/Dtld0CxU21V31uyjiRl1UG39tiAPziNDE0Z4mrq4MRUi33WnpCvcnnIPoenp9G0Z8bwpQ5BGCsWK0NypnOvjpRNZDu2WjKl554vK5DmlyJJN6drlOXBFxpnrUL6AOm5myrJNlojUJRn+2+IeeziHv21ec5Ximtz4eD0ezj3Aoyml3ZRSgfpL/d3JD6SUttO430wNx6eUhiml8Anbk/tLKW36nw3GrQ1JKT3k+wH4M2SS98YPaAjL+X8ZDlz3tzFwsHFHcb1lYuFGarhZefp0GkbPYq0My4YyGu13qOdSt6k0evMOrdppVfKlqQmNYLc2Ua3Qhryr/JAm52hbHJlsCOW2MmAGFOdg9DLiidypn/wYdA/Km8raTo1ZEg/GLglsrWahcaeOP11wntA9+r98xksmMtECAig1dC3ooke1gyZ6FEYiL2k0kpHI25rsDa+gT0sI/2kgg1ZNZIBMLGf2UcuB1liOwWggCY8MGa+8oXOzlh9LGL1coe7gHAy+Kc+NJRngoscY9L5OncnCcTbQOePKgyF/UYUaQJAab3y8HoPzFPB+MztgZlPAR/xIXzXM7GfM7Fngi8jLiddv8YZ354Ff8Za/8d5XEIq1BfzOd9n3zwNf+j7OZ2/chKFK8oskDqAH9Zp+0oqHH0mga5rVyjs1C9MzwguyUqt58hDMjkLnJ6A9K2W//KSyWKM1GMwLK8iui2fCcTRJrggzyo8AQxhVXn+1Ky5K1fXJ9bxCOg6iLtHvgPwDMPOjmvitWyFb17GXq5CmoH0EYS2P6niyewCD9DQMX0aG1btX1vo+mU/C8AziJ6PWTrYl4VWzbxezevYWGWEOOpcFVKVe+kTuQArRecd/RjseAuLXOBOpsuHC6VmCVg6t6LkVnkcTcYsy38eUXk+7Os5yR/uKwlEuAk8wFpqPNjBxfu4zWHg8NydDBa/D4KSUngF+BXgI+DLqlPnv+Vcppc+llO4G/mPgn0y8ft7DozuAv29mhybe+zDyXdvAT05uz8z+R3Smv/ndjsvMfsHxose+1znsje9vSBXwtxkO70YTOQEvCUNIuVZn8xYwaUpfsoEqylmB4gkg8xT2SJOx/WPSexn1kDBXpkZ6xTFfua86gc09ALsk4mHeUbX1sKdtcg0JgjfFTO4/i3RbtqgbzFUXlVnKTZhNGgDzTr4bQXpeKnt1dfkF1WBZ4ByBrwQ3ZYcxNyckLnoyQinpOnAnNN+r0HHqkGqcODD+bjJ9xxoqvyi9topKXk2qnPfkLYAnohuy6KSQK8NV9n2/wR1qewiJAPHkIWXd2aLvzws16AAAIABJREFUnCZnUqc+wmeuMZ7K/h28IDRMQ6oYG9cbH69rKyml30gpvSul9AE/0uf+ms9+FThlZouvef0S7i295vU+8AfAA/Gamf0XwMeA/yz9Fa1BU0qfTSm9O6X07tdzDnvj+xunT5/ha1/7E89YudRB5eCpNZG0w45Ch3QAGYmRQpKtl6C6hIpAn4StL0D/cdXqlBlity4pTOpfhvKwvB6uIkKch1DpguqD8kyrdNnT5LSBiHu2CPRh8BSkl92QPKX9NpY08QbbwojyW3QOacX7dHuhJRegegGGQ8hHCu2sUvjIFcZeRDCYL0J6Vlmu4iwUL4udXT4lLym9BPmSn88OsOmGaR1JivapNWbqtsteYdRog7UZ90gfabeRJEolVG5oLHSEPMUdmspmUHm2yVryRBv/X3tvHmzJfd33fU73Xd++zL5iBgCxEABJEARBiqQlMdFCOaYU2RRlV0QntlRKlERKOUnRUZJSlbNIKRIEVbTF0mKLcaTIFCVFtDEkNeBik4BJAiRBYAbbYJnB7DNvX+7e/csf3/O7985oMMBwHgeg0afq1buv773dv9vv9ulzvud7vieFXgNJhlbklNjq4PhW31/QsYHB4L5cEZfBta5SbfHfexB+88cXPX+DmZk/vtNXO29mu8ys7tungXcBT5vZmJlt9+0l4KeAp/zvnwD+R+BvhRAaFPaqWKfT4b6P/TO6ndPADPQ2Qfc45CccZ2iCrUK65JmH8zpSYGpGziesgl0PK8viw+QG9TcJa6neicDnJfFksi0OUi9B2AqkkK7K8SRblCL1HPy0oGpPXofSTl1gvRMuxr7LRc6XoHFM4HS6G12c6wKI0+ukeYNXekLbb+IBgdAp2BnnIrnODctyNPmzik6SWSjvg/IuNGV0EfIFB1p7CBuJqohelic4L6mriMcS/zyZ1tHX24kp2xAZL6koxQoByp4y9fu3psB26j3BS+cEyFsMpqYuDj5vBMVtv//tIukhtl54yb/XFX4EDADnq7NX2rz5Z2Y2ixK+XwkhLMUSdwjhk8DPAr9g1h869HMhhGBmtwAf9dnfBnwkhPC4p1WfNbMIJH8Z+KQf6xPIYR10H/b1EMIvU9g1t4MPPMhD/+4If+M9b3EN9Fydy/VJ4JxwBUuExSSp6+as6Q6an9XFV9oKk++A1nEoL0F1q3CXcNx5NgF656C9F2ozAo3zWREH7UVIVwS6hs2QnhGIWjb1aIUVyGpQmRGgXLpNKRTz0FlVCledRiS+BScR7lDnOmtIk2deKVrqbOFkVtFNmIP1Lowtgc35ti6wRZ+JGejLc44rwkhbyHFsG2Bd+MRMMjmZXs+jlJ6cA+508PNra7pS8hRpMHtqFBw4Lsc2jNigOq7/Qai5E8t0TkNQJGWzjrc1PHrbTH/kMjsYzOd6lv6kVHz+eLk+5Gc2piz+ihxOCOHdl9j2yaHHv4VwnotfcxCJcly8/Szwtpc41sUl98JeJWu12nz0vt/jne+8j0pyXho5I29jMPmxAdQFZPYqSq3seW1PuyqdB2DsDSrvLh9Wd3mpq+mUtTXoblYFKzsJ2S1QaoKdQHWJve50zujvsA3COd15R7dDcoNSlexFKL9ZURVrSldK0944uqw+o24b0l3eO9VEYO8sZIdFrqs7Wc5cSKzT9kjptGMjk6p+MYY2nPDfsUSeoPJ5nEo6qudz6E9LyMtybgHHWaLAuuv85Mty1uaYSc+pCFYe/M7NU6/hjvgqMEVfboKaH8Ojs8SUhuYnIY3EP0/HzJ0az/n524K63Z2PQ5TkKBT/CrsG9sCXHuWhr3yKEM7C6Hu8CTH27cTwf83lJCYg7EdfVEMCWw05iVCD8gLUSurzWX4BFp9TCblyK5BB8xnIt0LSVerGOGoiLUN6SrrL9ds1AdSqkB+F7DgktyrFCk8LVA0TaKbVpEdlHdRFPe3r9qmdtKGx4hekawazTVWxZhvKXchXIewEeyOS6VxHQlhxH65eyJifD2cN2xm9txcH8OWqsMVWCIK4RFlT2yxRydu8Gmboc2c4+TKXs+msKT0Npm39mMHL7HmsLiFHm686eGyQnUHOBC4EhV0hkJ4DylHS4zqkK3Q9g7L61VnhcAq7rLVaHe79p9+gm9wFyYqiBxb1xQw7EKltHZJzkJ6Qlk3wSovlYOfkcPLjsJbD6ovQmid0GoTVii7yyk7xbpI2dFeUPlnLeTa7ED+nBJxW1JKmEDpq0kxulGPLDwnUtopYz93T4vd0u2IvV2foT6eMJeDsWa23kqIJmB799Jrq8k5Q5Sh1/Rnr0lcatG3oQo1RRs8vdMdeouxof3xMSY7QolZzqvSmGaCTQ6iii9olMgwXA6sMBRcV0Q46Hd9PrFL5j5mDv84Yzlq+hsQJkc6C7jeoDlfhXEwsxDnsGWIfvxkVkjdGOqtwOIW9rB388pM89PUvEWzevzEuvZmvo3C+hSZKLusiyXeiiZkmJ5KdhsZR2P4fw/gNwmom74DtPw2NJ1Rdqjphr3ceelNg43Jk2Rlgh6KndFY9UtlZT5F8VlN+BNo1OYTsrKcWc4oGkimV16kKHM7bqI8ogfaCpjJYBU1NqEDwYXQ11wO2m+kT68IpFNE4qB0xmn4NO0KYp1FXOsJBMOEniacmeVC5P22phB6mtC3vOWDuZXDrQTfICeMtG1kuh5jFCaJtJFdxXq9JAn2GdO5d5HlTlarMwWCC1tdv51hETgWd83wGDRkcFrLfGCscTmEva61Wm3s/+v/QbZXQmJZNSDFvCQmD58JvSCE570DvDt3RQU2X9RmUeqXQPIO1nsZa31F1h+cEzKZbBd72TkC4WdFMdpY+uS2fg+5ZyV5U7kYNpk+rG73i6ni9GpSCsKJ0xJ1NvGOvu2MZ1+fImwM1wqQCPKXjRaFAqgjXAUlRrKCGzjj6NgKp5q9xxxscI8mjgl8CeQ2azw0wnLQEa6fEB8q8wmamylKURLUMGBEFIKR+/SeKvi4oVZfpp7HBEIbkEh+9Nch6cp55GAKBY0WsCRxVFNpX92sjpxpxohipXb0VDqewV2QHH/gODz54hGAVYQNsRuXYNYG5dhaByAv+u4pmVI07/mguSdERQXD5a3DuX8P6EehWoHcaaIFtlR5vtgTshnRSz+UL0G0AM1B9s/Ca9jHIZqHUE6EwK0Ml1wVW2qySNVX6KY1t8fLxmng03dzxm12IlzInnKUy6ZWfOopuEjR90vlHIZLm5rQvGkpFQtUdcBW4CSpb9DiMSxcn7zoAnSjtqdS9lN6BdZ81lTUREF1S+jS6BZK6UsPeIlRGXbaizgX8oPy0ODN5EG5WGpMD6y1D1/RcUtYP+OfqIkca2ceRURyrWBUG4lsbAxoXmsaFvSJrtbrc+/E/5Yfes5+K5RDG6Ata9dvhEnSxrAm7ScZ1kQcfb9LLID0JyV41cPbKkNwDqymMPQ+lBV3k+YzGxqS3eQrUhl5HWEr5jYgPs6ZoJTnmWlYTUOlAtwVMQHkvgwkNY+jCqSNc4oTSlNGKANXkRq1/fVnC77XNKtvbFv9cC+jCdOIcKZKbmFW1KYvcoCr9iZwBCNNejfKZW5Hrk46LtV2ZVFqa+zDCCC4zBcyoxF/uwsQuaQR1z0HeEO8ob3kpf17Vrbyl81H2yaZZD8rTYmP3UDpGxUvqrqNMBwHzb/LS/7ycn8WZVQEB4zFtvHorIpzCXrE98MA3eeihJwmJcz2ool6hdQgzKBRfQnfcFf9yzwLbVHlKkPofOdRmYWqGkFQIY9uhfCckLaVj5aqqXr0nhE/kQeByegt9Tk27goa/ddQ9XUqgvQ42Ip1im0IXSgPCM3oP68AqtB+XI0sz8VQIkB9WFJFu9s9QA9vrN/aoPxNHEXt3d6h5ROOyp1lXuEnuHebJtNLE8n5P7TK9vjKiz5VUlJ5lPYHaacdTu9jGsQNsk7CfcgojszC2Gca26jX5opy5VaF0PVRvkcMsNaC8DJW3Qe12qHaUXiUjDOQmzgEPCxNjJ3CHokuCsLB8HnjRPzsUDqewa26tVpd7P/rndHsp2Dx9HRjKShPYib7QDZWZw4QcUTai0nJ1E2pcbMHkHhjZrA7u3jgk1wswNSCdU49TXhU+k94J6QxwmD6BrXRMmjOlbSIddpZ0Jy/tF3lPK0b9XFEeogThWY3cLZeHtrtMxuhN4riENUSKi8JUGeoZqyvq4IQ4Rp05d4azkO5RJa13yoHuNce7zkF2VL1Moar0KM2cRzOqVDCvQsW1fNIUAcDHgWc0xjf4ayNgXXInlMwoRbQtyLFP+O9EDj6cguwJOddO5pQG9HxwzlI4pc9n0aEmg8/cF1qP9Iert8LhFHZFdvCBb/Pg154kWEd9RJk3NIbTwnKY1Authy6as3II1FX9SSqasVQeh/L1uvia89CeVzk8z5Q2sAyVH4JkFyQvQOmcd48vQLIPytv13s6ypDyTBEauV1WqXzXqofExuxDmtE3aPJUa1FzbxqoQvquqT2UK4RcVJL7liENYRhdyrOisa1xL3labQbII+TGV4ikrmkniULx1SBYgOSt1xLGaSv6MQXsR2i05YltxgbGWsJ7gyn+VPUiLJzZUete3jaEIzkvy/Umgsfrk/WDtBjRb0G4zmH/lvCMqXtXq6H/DGP2biOV6niUUcRURTmGvginK+TTdVgbJukrLjDoQehbYr7/zCTVl0vaLr+ztDpnuzKUZ4DQ2voZVvwHrX4DOM3rv2mZI74LkDNTOCZ9hJyr7poiJvBmSnVDZphJ5sk8YT7+h0Z2W3UpfYiM8LgA6aTkVZxJ4ziOVceRMFhHL2fVp+mNxNwnfCGcU3XQb4g8xrrWkm6B6M1T3C7tiRO9hUlFUebtmR1kNOYTN0JqTXk+pCdSU9uBERcuRdMcUg2gjyqB631pfkzn2XcUJC+hvayl66naV3ob42uhMRv0zHUWtjE/Qj2SshciNK8CT9PurrtIKh1PYFdsDXzrEQ187RLAq1OvOMA6uOdND0zVPqlExsmLDFqU/WdNTilVItkDHoDItXk5eAXuHeq+Sc+iOHVObcwr/Q9nv+KcUYdi0dG+yk9B+xiODBnAM8iUUcVWRtMMLSnvSRNtti6pLnRwqE6gNInHsxsvMfQFxB8NZVVRiZSjFyZs94R/m0xD6IuWJXh9W0VjiGVQun4XWizpGtQqhqb4vusJ4aqOK9Pqqg04G7MtEVIYeu4Pp91fF3yankdadwVxiQBZMEN62DfVinUJ4zUmxmbHBfuk58F1MbSjsVbJWu8u9v/0XdNs9L70egd6E0qhwGs3/zqEyD2Wn+9ss2E2aJIA3Fla2Qm0aqvsg3AStfXoue9JL0rvRTKs2uhv35CDYAcntclysCSCu3ApJE1rfcW3fXMdjHKVzx8S8rY7pwrPtQE0OMJlSShZWHDgdY4BZrCpCMVPZPE+lQljZqv3SQWLwEftIkUOo+m/HkfInPGLYC+05yUWMbFHElEzKAYM7hSDezgVy3jmDFKpz4bEsUTREykCDOfFzkCq1S7qKdPqF6SgpuqbzG7V5gEFKGpnMQ+0SV2mFwynse7KDDzzOgw8+RshzAZ5Jw++CC/7lNwHLAeEYLAPjYguXJiCdEj8lvUs8HKvCzO1gM9AJkB2D7uPQOgrtJ1WyJYVkTcAvJdTbFKMQ8yhhGZrHoR1H3AKc9+jHMYswLYwmrCgyG9nplbayohvKEGdMhRMMJELPQKfnDOJd6O6/qIoakX8zhhxN/PHxLnlLBL/slEr8YzdCOq8IrexgbYicIaC0i0F6OBzdRAA3pnu5IkjaDFQAe1qL1SAZU6m85MJb/UF7cTppcLzNsZ3Q8f0NOZgABWhc2KtqrVaXe+/7LN1G7M9Z0YTJBJHQGBdeY3XXsTkD9FRdsbIqJukmXfytHM5/DcIS9J6SXIWNi4RnVZ8iGan8hobNPQnsAnsDWBtsEdgB1W1Qy6F3EhqHIfs6dL8pJ1gOWmuyXfvoHXEIxEvbtg1NswRdZWdQxNBC4lpBI43TUSfQnZbDiCnMBe0OrgxoJZXre+u64JtLSgFLo3JUIaisH6oeRWXQrTrf5hSDnqdh5xM5O00GI2sMRTbj9Al8IXMsKFVaFXpDfiSoNN/XK45gdNtvGLnzg0qKRguHU9irbQ988TEe+uZThDwIFyn1IHetnDzeaX0ES8jE7ch7EPxr15kntDqEsZtg69sUvWQTqvzkLU2frG71UTHLYgZT8xRiCcKTfqHejlKLU4pQ0m1QSxUVtU5JRKqSuGOZBcbkFLtrUNmO5lB1wK5n0IDZ1jHYAuYcnm4CWQcqO3S8sOb7iw5mCLClp+OwT3wcQ4424NhPV061PKJ956mrIY6JU2TnVVbnGYQdxfaMqEPc9u2L9NndoaH0KB9TSho8DTXkcGg6LQEGDjIfrDcfF7s5Pm9dlI762OINsMLhFPY9m6KcA3Q7uYOta9D2RsN8VamIjaqBM29D45sQXoAoq5nm0DgHra7IhNmqy1AALMh5WVClpVZTRSw0II5QaR/S60KqOzNNNGBvDGyXyIXlmiZzWupYzFagAp2zQFU4UGggDsokA2dzCkU3XsUJI7rTpyNQ3c1AUydGG3DBTKh+irUGtXGfvhk1gzseRUyp0pZuk0PI5tXewGYEOkcA17Gg/ijfFcQEntNnz8sCprOzStlyg24N8mn5kjxOYCgroor77Ze+EcCcOeEwSmTQktOiBJdW+r1iKxxOYVdlBx94jAf//eOETlNRSakJbFdFJjdFNVkDXSiLYuO2XlAPUZp58+QJRSNhCUorYJPSzGEe2OzYkM9oyr1z2xyk7b2AKliRY1JXymOuble+xRX+vPeLaXWvry76BAfX9bE4jShHs7TPI2Gt00BPFbf2PJQ3IwH1JUS0i+0Isb0jOpsag/J8nP6AMJRsTvOxuosMKlpT3v+0ihzVFkh3oCpd7EJvIV7MnNYUdsihW13RUmk7lPZCaQ9U3qDHieMxjab3c/nHtFiJigB54ud0wh1Ormgny0VLCEVKVdhrwBTl3E+32URRi19wtuoEPr+T9hZhdCekb9DF29XEAJuYxtIlLD9P6FYI+VYR5eJ1m68oJcnKLq+Zoc70Uclc2KL6qoii4jeDvQnsLufDnEGOI2oNewoysVcRFlFIfNYvtCZ9R8eyXhvq6uoOFShlkD0C7aegtwKRad3nw0SsJQKvQeCtVQcBCzVxk/Kj3rQ6ioTGbhRpMMxpPyHOncpQtLGsvqmsBuF6vInMj1MdOm4kAi4pmiqlwsESRLjsl9Wd/YwpkintRU459sUlkMxDst+d0dVb0bxZ2FXbAw88xkMPP8ffeO/bMWspnSJVFIPrB7cbal+wSUgdawhdhfLVm4RhhEVYm4fRNuQ+FrjUQb1Yi/rbViXXUHqTg89LSFphGcIu1BEOSgP2OBC8rnQvePSU3gBpF2E3E6pYEVAqdZZ+VcjO+519VBW3yrj2RQ3K10HqY4YBLhgYF8vPCSJCtoHHBycsBDTcb5MDsjEtG3ccKTqrso7VT3ueVRndDImAleSc8vNgI9pfaCu9ytHxS1uhvCj9nV7q/VQlnS9wYNk1mRlnMNZ4RT/Jmv6fNspGWOFwCrtqa7W63PvbB3jnu+6gUgdYgXwTGkLXFE+lNA6NZ6E0B7W3KE3KWwIm8xqsnoLaTpWvKxNQ7SHAFs2eKrv4d1IS3yafh8TTG1tHTOC9HgHNazuz+Kxh4HbHeY7ogjfkTGyXXmexTLyIopsl+oQ9Zl32ou1Vtgm/QONAulilitKcICfjdIAQx69M6BhJSdWyLl5SP+/7GkpvwLdFTgz+GZ9XVStxAXubVN9Zf1xM3deXIEdWdhLl4pAj86gmKgsyi6K6rf5cHIrrqoZJxKWu3l5RnGRmv2pmh8zssJn92iWef7+ZPWZmj/pwunf59r1m9m3ffjhOevDnPm9m3/XtnzST9qKZzZjZQTM74r+nN+STFvZ9tYNfeoKHHjxEyCsCibOWAM31M2hOFEorylMozVkFGtA+43y203pc2qRrONkMyaokLSoVXWRUIauKxJY9hwbgHUd35r3otn4SAaoJuos/jQ5wFuExoLG+cyjVmqU/g4kVBrKhDX+8D2wGkpu8o/0GiYB1571Klfl746UU2bypjh/OqcoTOopI6jNQqmmCRGtN7GoWRHak4se8WPjK51uxoENYiYGg+wjYlCIc6r5t3LGdss5znkM+AtU9Ks3HY1jmTjiW2pf8OOd1DsOLKOKZYaOmb76swzGz24BfBO4G3gT8TTO7eLLCF4E3hRDejMbz/r5vPw28w7e/Hfiwme3w5z4QQngTcBu6pfwd3/5h4IshhBt9vx/+Xj9cYdfOWq0eH/34AbqtrmMhq5DN6A5e3i2ZhtGdIudZCskc0ITaDn3xJ7diyRmstgbVlH6fUHZG6Va66BUmIGyTGiBt1HKwB93dTw3wD04Ah3UMTiAndNb3u1Vple1DujNrSBh9VfuyeLFfp33FqCFKkHZOKz2Lchdh3aUi1r1cHytKM54i1ekDx1lHYHZSkkJh1oT8jBxSn03sKVQfd1pnUPqObOIy/ZaNS07GbAEnofuknE3lZgH5iWsChVmnJ8SJm1FgftHPWaZ0NyxwrWeL3wJ8I4TQCCH0gH+LhuH1LYSwNjQh0wcTQwihE0Jo+/Y4gyq+J8ZtEd6P738/8Cl//Ck0OriwHwB74EuHeeirjxJ6KaRtkeNGr/frYVpEv6TjZfIKapAc1QVamoWJzTAyAeUZyLcr9akkYuYmJWFCyW5p+porCbIdpRrLwoAYRXfpVeSQOkj7JV64Y3otI0ixMEPA8DJq2iz5ReZNmbEa1k9BZoCyOtftFuBGsO2Q7HKH2IPsMGSL0DqpylZvXvyirKPxxmFRJXCLLQO5H2eYZxOrQt41DvRL6jZCfzpEn9HsZD2aKLI7Br1jXqVvopL/FmAfg0gopoINFBucEkg/bPkJVBW7djycQ8C7zWzWzEaA96H/zAVmZj9jZk8B96MoJ27fbWaPodj3t3zkb3zuC+jbsAp8xjdvDSHE2PcMSiwL+wEwYTn/hm6r50UObzmwJeEs4Tw0X4TVZ2H9lDgo+ZyH9mWEI5yGUIa1s5JVsFRzrLoB0lUp16Xj2i+RGdx0sDcCm5GBW2YA4K4gDGVu8Lg/ajfOahpHkcQ6ujgRXyaUPRrwAX95opYBTLiIpfqhpbWkyLlWxqRvk45B5zz0zPWJ23IcAcdhIsYTcZLIt4l0gvh3S+lRGPf1Dst/xlaHMjAi3Ch3LejMCXzmdAIzPxc+2sbiZwesoc/X7xpfU7p7rTCcEMKTaMjdXwGfBx691NFDCH8RQrgZRST/ZGj78RDCHcANwId86mZ87sfRLaoK/Ogl9jmMmF1gZvZLjhc98nKfobBrZwe/8gwPPfgUIdRUds5SxFtZhKXzsLoJVich2eOOJurn5sD10N0H2X6vXK2LcFcq6bFtguSkX3DeBW6LEI4wmCC56I+dqt/HQkb9dxu1RMTGxJanM+PAMeCo1sEs6hiP1SYDViA7r8d9mYmI10S5iA59Hk6yB0rX6ViWqyoXvKUg9yjGcAA9Oo9Y7WowIBR6d3e+rM+RTPvni6lX1DauI0fqnfBJSYTLLHKB4r6ik4oD7ro6V4Y7n+i8zAHjlD47/CrtFe0lhPAHIYS3hhDeg/6jz1zmtf8O2G9mmy7afgqPli7a3gL+EqVSAGeH5o5vRxHQpY7zuyGEu0IId72Sz1DYtbFWq8snPnmArOPUeGuIx0JbTZpj+2HLe2HsLep36q07huDkutZxRTtJDzpd78OaFEGw2/WLaBlJQVQcs2kzAFddu7fPNYn0/TqwAmEMgaA+nSCcRve7GsJ5WuhCjBUib1kwv8f2fIRwv50hHzqOj3cZnqLAMuQn5VTiBZ01peGTmy7k0JEj6qdU8T4bsZko3ZqC3cpgtlUk79UYcH2iRIWLrScN8XByHz0coD+IDx9hgxMrQ6QDuI5O/FzJNe4WN7Mt/nsPwm/++KLnbzAfBG5md6L/4LyZ7TKzum+fBt4FPG1mY0NOpQT8FFIAAvgs8CF//CHkjAr7AbLPHTzMw18/RAgBEp/wYBlUlyA8oxSJDiyfAK5X5JJ3YOHbLhR+BHpfhPIqLD6lilBa0WzyMCsMI8BADHycC6Yz9FOrKnrhDBA717ei7ugVpAFzgr4yIB00eM8YRD6eWkS2czLq0xheQOlfFMeKEUaEJCOm0tZ7Q3BHkQq4Dd7pnTfo91n106SI2cRq2bJ60Ow6SKJzLPv+HIcJMSoJzh2qCecqleS8idM6s6F9x+pU5Pz4eYuUgWh5h42yV8rD+TMzm0Vn4ldCCEuxxO0zxn8W+AUzixzsnwshBDO7BfioWb8j7iMhhMc9rfqsmUUg+ctAnFX+m8CnzewfoBj3AxvzUQu7VtZodvjYfX/OH739f6JcbSOAdhxGGtDsaMTv+E6YfodK35zWhTS+RZUUnlIpvFmBuXkYSXSX7pnA5XQG7KjzbbY5kLskPCgZQ1/rKvoq1vQ7NNSblQaVqomjXkYR23iB/ixu87G5ISgNslE0F+uMIqRkgoHmTOTfRE5OV/hMfyJmJDgCVnfxr+hYDBJn9PYrY8MEQp9RlU8gvefIpja9LsDAscX+rGiR5ZwIqM/OCNgGBqllc/C6PlPazS4CqvtD8a7OXpHDCSG8+xLbPjn0+LcQznPxaw4Cd1xi+1ngbS9xrHngva9kXYW9du3+g4d55OEXuOdd12PZi1DarYglmYFmV2zjrAzZKKrSnID6bqAG+U61DpRrMDWjKQ7dMWnE2IRez5RfpM9CVgK2q/TOmqIOK6MLqgScVYSQ5ugeNhxFRP5JW3hTsuzpTwKdk+oo73WgtheqO6WF3HlKx69c5wDscKJQluOyiCmlHgUlAo9HtvhzQanKBUPm4gXfANY93fJBfslPdDo4AAAc1UlEQVSoO77osOLrY0UrPvaoxRII28HmNCqmszDoU+tzh4awGjo695GBHCMlC95BXvRSFfYatkazy70f/0uyrkkKIp8B3qpopL4NDWwbQRIKO5ACX1cVnGQ/1N8J42+B7deJg1PeoTI7x5CDiMQ3b29IOpJXCFEPpolSrUXhRMkEA/ZvFKuq0xdFD5nmZDWPCqCmBOWbpK+TBKWEYR0JjyeQPY+G9dngxyIIPSxVkej1lmi/3XXHhhOn2aQeWcV5Vw4ch0VU7i9r7TaMKcVoI6aQ7jRiBSq2djANtlnvTboOeMdjNOiPjOmX/uv0XUJSUaqrF1B0ixf2mrcDX3iEhx95mpBcr4suHIP8EVj5K2g+DstPQFjRdMh8HXpzjkuM0GcNB6DbE6+FTUAVeocYkNRWgDeoPcJc8iFMQJjWPkJLnB/ryamEeOGW0QXmXeZZzYWygqIw26xqkJlzWVwdkFRrpisgtl9HNfozvS06gsh18cssazowvjgUpCSOLQ1Xw9rCTULsPne85wJAGQYgs/8OwxFTrELt11osge4xxDeK1bSenutjO1H3OILgUX6DAWh+lVY4nMK+b9ZodPjYx79KLwTgQRHROm1YXtJsqEoLOl+D7HNQ+rb3XvXQ3XdUPw3g7BlYPy8OCzeLvxNOIc7MNtRpPUZfwiHZC7YTepMQdis6IvVpCBGrcEGqePEG177JA7osaqqANU8KN6rf4nIRpogkOD5zQapRYlD5ieC181vSRNuCSz9YOvTW4J31EZytK5XJ53x5LS6Mbmzoc8QqU5TA8BQvxBJ72x1tcCznNH05jL6cBpB5U2eIEVDiz0dy4MZY4XAK+77a/Qe+xCOPfJ4QVhVtBAPKsHIeFr8OC89A8wyENbAlCAtIR7gqZ1HbDZvfBtmLMP8kZD2w3fTnR3Gj8JneAvTOQvsIkh9taRql7QFmhQuVt6KvfGnoQjalYaWbYexOXZTt5+lr3vSaknQIuUDqcA4Y89YiA8svuvsP4ymxsuUXblIfvCx3DMkqOidZ0z+Pj4BJph1PcofRZxy7cwkRXB4GrR2TCTCIckYENlsiZ9qZ1z6sK3A84knmDrfvYCIZcFhQ/uqtcDiFfV+t0Whz771fpdetQaUO5TE1MDZbUNoCozdAaQckN+uuvf409E6gas8eWF+F7hEYfbecTvuLsPZVx2u2QFhVulZy3Zh0xDEYJ8bZrPChpAZMqr8rn6SvqBeqqEFzJyRblNpELkvsG068MmUTYGMCXjttoKoKVIiYEAz4OzFt8df3wWXHSZKIu/h2KyOHMYoaUW+G5Doky7GuY4FeE6KjqXKhJs7FDZYuuYFP1wjm8qZR9iLu09wpjtEfZNhXLoyExI2xwuEU9n23A597kEceOU/AJGCVGmyagi0jML4dJm4AboXsJkin0PA3F7eyKWhOATtgNIHKeRidBVsAOwL2BIQzOlAyBuU9UHojShlAZLgtaHDeqPZtVQhTIrflrgxIDp1DQFnVKNpgDUgiqFunz+vJl9ViYDF9imlI1DGOHBfvbYpcHXOyYPBytUVSn+mc9MmDFV/zLj/GC0PAclfpVh8shgGO00aRUCRCtujrGIdM4HdphD5gHiZUCcP1n4lOJ6ZaHd8XbJTTKRxOYd93azSa3Hvfn5N1M5VYx2sweR3QhPOPos7lAI2nRPzrnhe4GeZh4g6YeResPA/zT6sFwI4B56Gzrh4lTiAJiLKwkOBpQx/XyBAYtB3sZkUq+arSM+qqKuUvqMmytktRTJQGLVUcsG4OUqqw7A4ABsPnSn7xzjtm4iJk1NBgQGcrJ6nOQRKV9gwxpiNw61IXIUPyFnODzxBW6Kv+hSU9F5YgPyWOUL7ix41Nq54+xmDFYDAzKz4/ridDLJfHCZu5zjHDWNHVWyHAVdg1sQMHHuLhb/4w9/zQHizpevGlBltiWjEtrZveCV2MtUlEZltQaXrTCIw0gesgHIKkCexxLOQc2EkJkKdblKpZBpyFsAkR+3oo6jmhY5VmvYJ1DnpPaj/JtGspR7C3CqlPEO1XhxIJopeXoXtKTF4q7oCa7hRGIZxHM7QQdpLsVGo1eie0vu7l68gQLjFIwTraH7kit3xdTjbxBlMreXoYJ3uuQed5SHbL+aQ19w2TiuhCR88lHq3Y6FAlMHadLws/yyuOM40ghxubWjcOwykcTmHXxBqNNh+77wB/dPc/oJymGnYXglKJ5iFNNogl6O4idJc0j7t7FCpe8m7WCOkE5Ddi2SqkN0G5A2FdF3e9BKEm7McqqG+qjNoWNisVCSCH4pIQyU5dzCFH/UgV+uViOtIt7jmIat40mk7BeA5dn3LQF+CqCnxNFhTtxN6mxKd84p3Y9dvlrColSHuQTMoxBO89i6X6sOBRWxlsxQONKX9dbNuY1j5Lsz4KJpbRPWKymqdRCXIkkZls/lnriq5shUE6FYHiRQYOZ2NSqsLhFHbN7P7PfYeHv3GUd7xzP5YamihQhsq6RsjEC95K0D0BpTJUNkN+DGwHTO+C9dNQHfdJtS9AfVnznMp3gJ1BbQ6riG8ziUS3vFs8rNHvkO47mCqEurN+0Xr6I3VdGrW36hflCLrwRhHTeQ1xg7x6ZDUIDeFLwRDukyNHVJdjZNWdypocXdZR2d7GdMw8Ti5tQj6qCQxpBnkTWiegPqp0cP1ZqAUB7vluYETvpeUUgRoDTAgGrRdtB8rLDCKqCAwHBiNphgHojQOOC4dT2DWzRqPDx+57gLvf/ouU0g4wAdkCJCPQPgGjdwvjSHtQCWBfQb1SbwAWIZ3FJvYBKYxG4aw1lbXbifAXzhFCR/OZSpsx4jiXCtLbcadhcTJBLB8PN2H6DCfGvTO841WkqF9c1kUd5uhHNrGczRYk4wRyRg4eB9fnsTGtu+LD6qzjRMNpj4pi39ImSNd9PzWNvqn7DPK0A5U15+Qdh851Su3Kc5CviQRJBdKqIiSre3k9pnFtOfvQFp4UHIjuR04jDHSN4zmJUhhXZ4XDKeya2oHPf5eHv3mMe965X9y1Ul29UGM1KK1BeS8kJ4HnURjzPIoK3oawkrZK3WSIINdRjxXmYHEuLMduEnM5HfMq1CIDDZlIinPmsPUYpCHeTBmjnO6qQxixMjSksRNcipOK41BRHnTMox/0fHYKWuehOiPHFXIdM9T82BVhOTbEIg6JPz9CvxJmsTWjpCgvX9PnnxwFO6HPmURAGAHouQuDJWM6d52TGiiYVZXSVWuQu1BYEqOdFEmOxhQ0gttXb0WVqrBrasJyPk+vl3tqMQM0YdXEs+mdk0NpV12IvYnA368BxzwCOM9Aye8N0FmSGqDtBzZhlmBpgiVjAo/DHGIlxzJ2rAbFdoFYcYoM2xL9izzv0u/oHtYPtjH6pecoE9ovfU/6fn2ETeNFVcK6q5rPBeoLSxxPCT3tJxIjg+sV2wwXSkgsOZDc0NjjPnlwjoGQWcSfpiDZqjExpb1yOKWtUNsHY7tgbEYgeZYj1vYprZUm/TlZYQ9qAN3lEd7VWxHhFHbN7f7PPcYjDx/lnrv3YuRQSqDmvU29eUUH7Rw6szAyrzt7OAfhmz4M7zpUeTJVcdIJVYZazzhAOiE5hnK8W58X5yZpMSC8RXJeZAXHCCc6j+hccr/YIgkuzohKPEppqszev3c7xmMG+Tx0nctTnXR8Knj00vL3bPLxM6sOSnf8/VHjZw14TpUqEkhmdbzKaUVATHpaOe39ajV3yi5MFoDWqGaoJzMCnUvnlK6Vb4NkD/QOQvcMlKITHdFnNe/BukBj+eqsiHAKu+bWaHS4974vkIUg7gg1qHZFyssXYOEU1GfBNkFjVt/3HE1ayBag+5g3InYVUSRj0HlR2M9aC5ITUI5Etq7K0cku+to4/fG8kcYfnctQi0AUt7K6V39K9Il0LEL3afVmZYvOmUH7DEPSF6GrEnbZ9ZMt19/JOOSuOxzakK2qEtU6Du3DimLCAhLeOi1nmx0FO4U0fFrQm4LmKnBcgLc1kJMYbsp0smJlUimT9ZR2hgmwt3qpfgTSbXJWZsBOBozoCDxH9b+rtyLCKexVsQMHvsvDjxzjnrfuxbJpXRDdE7pDjyWQ7oPRRehUFQ3YqAOaa35nX1L/VOl2bavdAOsLUFlSDxK7EC+m4unPqN+ta45L9BhUYup67bCWDAasCycpRe256PnaqkaRQ76IqmIRfO6I2xOqKnWXZiCykM0jpsY5qFah+YxwlHYGI2+F3ovQOgWTJaVcNg7NI1pWdxkqKSSbobQMq4ehbVC7zc9LhrhDsaeqrVSLriKsCGrbuD+OeNa6nGsIkGXuEcr+OaNj3piJDVBEOIW9StZodPjYx75AzxKVh21EFZPyqHquumcgd2ymO42aNF1pL2kr8rAVaD0OXR/zMjIJ9Qq0V6B1BtpPQusr0H2BQTXKWwqsogvNlrQtgsHmmEroKVXJ295n5OlU6Hl1x8fUZOue7i0peuiehLVT0F7zSphLYUR5UTI5mbwFnRVJb4yUgRZUJxQ1Nc+qEpVUoJ5oaF9zGko/BHazIpeQQS1RZERX6Q8pGvG2GVXIbgB2MGiFiNhUA1XsVpCjHXMHl3vpfs1/Ytl845xOEeEU9qrZ/Qce4+GHX+Add12P2TSU24oo0htg9RCku2DqzVKsyzrOhN0N1nX+WgKlBQgzimJCG2wrlHdC77gA2vqUmj/je/tKgUA4iaKCeEH2FJVEsxLUb1BJOk5SCC4jmtSgMqsZWiFFUY73K4Ucui2o9RSdJWVFEFGIvHXOuTWZIhbWFd2Vt8HYDmcLj4pfZGOEyiZIb8Syqo5vu8G+I9KkraJWiDqaJBG1eGrIoUSRsA6DdDKmXY79UJUDzXK1TUQwm6H9b9CYmMLhFPaqmXg5X+DuP/plSqEswlupIoW++qhG4jYOoYtnRBdFWHY4Yaf+TjNhHp0SlK8HlgWEllcdNC57L+JT0Hgaxt4LYYo++Y4tDMbUxAstRkMTUH4jarGIMg6uP2MjUC15ahVEzOuuKy2JgGtIPZ1xR5YHicHH8vfopKRWW+vQnpMEai+H2lZhPK2Tivq4DvI6oXcOS1a1z9EdioDSzXKc7ePeDgIDkl+Lft9Uft7X4nycvk7OnIiNWa4WjvywgPduVzPAkkQOaIOE1AuHU9iragcOPMbDDz/LPXdPYZmXsUuLYDugdQxGxrz5sKuu594adFeg1oHKHu8uX4DwIrSWoHYLtJ6D8j5Iz6ByeA9KJtii/WWo/jCD7uuIVcQy+zCNf80bIntoWmZb42ryhkrKZHIqeVvjbJpr0OspJcwzKfvVN+kYhjsr7x7Pehrj0lqVb6iMw9ozMDqmCz7MQ+t5GJnGlr5DGL0HRjdB41loN9XyMXUjwmrKchytQ1B7i/ORumBR7ydOhEhFO2idUUk95IrIWm05nEoqxcPRltMBMqcrpR7ZXb29IgzHzH7VzA6Z2WEz+7VLPP9+M3vMzB714XTv8u17zezbvv1wnPRgZiNmdr+ZPeXbf3NoX3vM7Mtm9h3f5/s25JMW9pq0yD7u5U31HFnD06ZlqJdR9/MypE2ompe9AzTmoX1aoDA7RPEvn1O1qjLqGM11SrPI5RSsBdUO8IhK1v0mxQ4i1M0x6I7uQXhK1aHeglKjcqrULBj0Tkvwq7skzKi5BlkQ47fdUkqVNyV4FXLIzvnfZ6E+odeuAvPntG39OfGOym8mJHcTWiNKGdMqTG/CykewsCj8p3FKPJzuCQiHRAFod6GxBItfhbkvKo1kE+ohq3ik1JGz6/ogvrynSCYPimRyX39iUC1rcka1Mti2AfayEY6Z3Qb8InC3/2c+b2b/JoTw7NDLvgh81kfD3AF8GrgZDSx+RwihbWZjwCEz+yxKLD8SQviymVWAL5rZT4YQPgf8z8CnQwi/Y2a3AgeA6zbk0xb2mrT7DzzGI986wj1vn8bYLSA24iXBlHbQhNyg4vKhjUVoNiA952lKTxdo72loTsDEfmAr2O2w9jA0TsOMK9glVWh/BdgLdr1K6ImDoharPef1OK1CsgVdrIkiKpDDypcl+JV2gVVoL/vgvp4u6E4TOmeAkwTbAs0jIgvXSlDbAyMt9Ym1V5Vm1TdDNqUheeWtUD2nNLN7FtZPwpaK1tHrQLMJ5dxxnkxyrZXdWnvWcKA7Os84Mic40J1BpepOxNPH3KtoJcebQuaMgZKiww2yVxLh3AJ8I4TQCCH0gH+LhuH1LYSw5mN5QTTF4Ns7IYSo4BNnUOH7+nJ8DfBtVMfE3zvhjyfROMTC/gO2RqPDvR87SJZt0526Mw+9htKO0JOWcWiBnZRIVuoXZ6UC7TZ0VhkIp6cSPM9GtHPbCiM/CqPbYGVRKU8+B4vLwG0CbVtnIZ9FI35TlIa1UcvCqHq9kmkR50iAplK7tXlYeQEIUJ+GikuFZk3oLENzQb/XxqD0Hl3IpVvB3qQytx1Th3spVam/uhO6z2OrX8V6qwKkO+tQm4bNdyiqSSdgejdM/hBM/h1I9jtAPatSfI6cYH9AYOzx8kpZUh84HTNhZtUqVMpyQmZeIs+F3VjqFaxrx8M5BPzvPgivCbwP+GvzvM3sZ4D/E6FwPzW0fTdwP6rR/Q8+8nf4fVPAfwJ83Df9BvBXZvbfIOf1H13ZRyrsB9EOHHiUh7/x77nnbTvEPo59PNkIdBpQr0KpCem87sal3cCEJCKyXMJdlQmgJ92czncheRukZWAEFtq6gMYbML8M+Tihk0NlAUszTZFIR6D6RoHRnPU1dNGY4jlPk9b9gm2JRRwCtOZUwg9dqE8Q2jnUDOv1VD2q3YbRgW4Vxm+AznGV41ur0kwOnsqEEozMaD5WdZN6zMqz0vdpLkAyCrnPxWrOQ6unSCk7DiEq+41BOo3wqTNIamKcfqXKRpzIaOqjShJFVElF1bs0lXNJXGqD3hDH6OrtZSOcEMKTaMjdXwGfBx7lEjWyEMJfhBBuBn4a+CdD24+HEO5ADudDPnUTII75/X+B3w4hPO+bfx74wxDCLuTc/qWZ/bV1mtkvOV7015xfYT941mg0ue8TB8hKt0PtTqj9CNR/SoS4tALNEnRqAjmTeei9AKV1GNmstIcqpNuhtE0OIwFaR5yEdxZqqfCedVQJmtwOra/pJx2FmglQXfkStB93JvAeRR5hTfya/ARUGpKH6C4LEyo3YOUorJxSJFB5K2z+AIzsUDl/dLcu6NY5GL0N1o/ASJBzWGlAN4Hx66F2hyptnedhpA62IMwoLQm4Lk3D2W9JFTE1mNwH1VlxeXprcj6NdWgtQ/N5ND10XD8WJzL0RBKsbJa2dFLV9rTubQ1Vx6hSAdOrZ4SVteKInKs3C1e4IzP7P4ATIYR/dpnXPA/cHUKYu2j7PwcOhBA+M/T3Wgjhvx16zWHgJ0IIx4f2dU8I4dxljnceTUi7VrYJIYyvFSvW8/L2WlvTD9p69oYQNl/tQV5RWdzMtoQQzpnZHoTf3HPR8zcAzzlofCdKIOfNbBcwH0Jomtk08C7gY/6e/w1hNP/wosO9iEb9/qHPJq+h9uCXtI04EVdiZvZICOGua3nMy1mxnpe319qaXq/reaU8nD9zDKcL/EoIYSmWuH3G+M8Cv2BmXYTz/Jw7n1uAj5pZ1Cn8SAjhcXdEvw48BXzbBEh9IoTw+8A/An7PzP47lMX//XClYVhhhRX2mrQrTqkKe/3enV6pvdbWA6+9Nb1e11M0b35v9ruv9gIusmI9L2+vtTW9LtdTRDiFFVbYNbMiwimssMKumRUOp7DCCrt2FkJ43fyg0YufQdWxJ4F3AP8KkRkfBY4Cj/pr/97Q9kcRafzNqOPvft/HYeA3h/b/91EJP77nHw499yHgiP98aCPX5M99BXh66Lktvr3q+3sW+AZw3dCx/7Fvfxr48Q08R+MXbZ8D7vteztEVrqcMfAp43F/7j4f2/RP+OZ8FPjy0fZ+fl2d9v5XLnbeNWA+wG/gy8AT6Dv3q0Hp+Azg5tL/3Xe7/tcHn6KhvfxR4ZGj7DHDQ/y8HgWnfbsBv+5oeA+582Wvw1XYC19jhfCp+wRH3e+qi5z8K/K+XeN/tiGcEcjg/MrSPrwI/OXQxfeIS759B805m0PyN54f+aVe9piGHc9clXvdfAZ/0xx8E/pU/vhX4Lrqw9gHPoUaiDVnPRc99C3jP93KOrmQ9wN8F/mTo/3QUNf6m/vn2+z6+C9zqr/s08EF//Engv3yZ87YR69mOX5zIOT8ztJ7fAP77S5yfS/6/NmpN/vdRYNMljv1/4U4a+DDwW/74fcDnkOO5B/VcXvYafN2kVGY2CbwH+APoN5YuDT1vwAdQq8XF9vPAn/j7Ltd4+lL248DBEMJCCGER3SV+YqPW9DL2fvSFBN0F3+v7fT/64rVDCC+gu9SPbPR6zOwNqL/uqy+zzkudo5+5wvUEYNRbZupI3WAFKR08G0J43v9nfwK839//o35e8PP005c5b1f6/7rkekIIp0MI3/Z9rKJIY+fLnJ9L/b/u3qg1vYJjx3Nx8Tn6v4Ps68CUmW2/3I5eNw4H3RXOA//CtXZ+38xGh55/N3A2hHDkEu/9OS5xkQ01nn5xaPPPuo7PZ7xxFfRlOj70mhO+baPX9C9ce+h/8S/aBccO6vZfBmZfYk1v3uD1wCA6GC6HvtJzdNsVruczqFvqNGKsfySEsPAS+97p52HJz8vw9gvWM3Te3rJB6+mbmV3n+/3G0Ob/2s/PP3eG/kudn+/lO3S5NQXUOP0tM/uloX1sDSGc9sdngNgP+VJrekl7PTmcEnAn8DshhLegk/7hoed/nks7lbcDjRDCoYu2X6rx9F+j8PQOdIf+FJe3jVzT3wsh3I6+YO8G/rOXOfalLNnA9UT74EXvuZJzdKXruRs1Fu9AF+I/MrP9l9n/lVq6ketxjag/A34thBCjjN9BOhlvRk7hoy+zpiv9Dl1uTe8KIdwJ/CTwK2b2nosP5jeO75lL83pyOCdQ02m8k3wG/aOi8/hPEdB2sV18wUT7XeBICOG+uCGEMB8G+j+/D7zVH59EQGG0Xb5tw9YUQjjpv1eBP0ZfrAuO7fucRJL9l1rT4Y1aj7/nTUAphPCtoXVeyTl66grX83eBz4cQukHNvg8Cd73Evk/6eZjyfQ1vv2A9Q+ftSs/PS60HMysjZ/NHIYQ/Hzo/Z0MIWQghB36PS/wfL1rrlX6HXnJNQ9+hc8BfDB37bEyV/HdspH6pNb2kvW4cTgjhDHDczG7yTe9FVQKQ5s5TIYQTw+9xWYwPcBE2MdR4+msXbR/OX/8Wys0BvgD8mJlNe4j8Y8AXNmpNZlYys03+uAz8TaRjBPBZVP0B+NvAl/wu9Vngg2ZWNbN9wI1IfmRDzpHbX4uIrvAcffoK1/MiwmTwtOIe5LQeBm40s30mhckP4gqVqFr0t/39HwL+8jLn7Ur/X5dcj6e7fwA8GUK49zLn52e48P948f/rmxu4plEzGx/a/mNc+jt08Tn6BZPdAywPpV6XtpdDlf9D+kFh6iOohPf/MagU/SHwy5d4/Q8DX79o2y4UUj7JRaVdJEB2GFUTvgzcPPS+/wIBfc8C//kGr2kUVYIe8+N/nEEFowb8qR/3m8D+off9Oqp2PM2g0nbV6xl67vnhc/C9nKMrWQ9Sm/pT3/8TSPAtPvc+VA16Dvj1oe37/bw86++tXu68bcR6kGpC8H1cUP4G/iUqTT+GLujtl/t/beCa9vv/5Lv+3PA5mkU45RHgAWDGtxvwT31Nj3OJKunFP0VrQ2GFFXbN7HWTUhVWWGGvvhUOp7DCCrtmVjicwgor7JpZ4XAKK6ywa2aFwymssMKumRUOp7DCCrtmVjicwgor7JrZ/w+a8VVRTBP5eAAAAABJRU5ErkJggg==","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"data":{"text/plain":[""]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["show(image)"]},{"cell_type":"code","execution_count":5,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":24,"status":"ok","timestamp":1643095365277,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"UdV3EbJMS9qX","outputId":"76188e2c-dfa9-4b68-a566-833f2a379f9b"},"outputs":[{"name":"stdout","output_type":"stream","text":["The datatype of image is uint16\n"]}],"source":["# Check datatype before conversion\n","print('The datatype of image is', image.meta['dtype'])"]},{"cell_type":"code","execution_count":6,"metadata":{"executionInfo":{"elapsed":20,"status":"ok","timestamp":1643095365277,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"a1CfFrrGSV2j"},"outputs":[],"source":["# Read bands from image\n","red = image.read(3)\n","green = image.read(2)\n","blue = image.read(1)"]},{"cell_type":"markdown","metadata":{"id":"BO5l2LB2Szap"},"source":["Create a function to normalize the data value of Uint16 into scale 0.0 - 1.0. Because the max value of Uint16 is 2047, and min is 0, so the function to normalize is as follow:"]},{"cell_type":"code","execution_count":7,"metadata":{"executionInfo":{"elapsed":20,"status":"ok","timestamp":1643095365278,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"HNU4wTNGSV4q"},"outputs":[],"source":["# Function to normalize the grid values of WV-3 satellite image-Uint16 datatype\n","def normalize(array):\n"," \"\"\"Normalizes numpy arrays into scale 0.0 - 1.0\"\"\"\n"," return ((array - 0)/(2047 - 0))"]},{"cell_type":"markdown","metadata":{"id":"DPqGnIvNUYWk"},"source":["After the function is defined, we can now apply it to each band."]},{"cell_type":"code","execution_count":8,"metadata":{"executionInfo":{"elapsed":19,"status":"ok","timestamp":1643095365278,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"QKCZdGpfSV6x"},"outputs":[],"source":["# Normalize the bands\n","redn = normalize(red)\n","greenn = normalize(green)\n","bluen = normalize(blue)"]},{"cell_type":"code","execution_count":9,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":19,"status":"ok","timestamp":1643095365279,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"NAuuZRfIUh43","outputId":"fa7997a9-ec29-4862-9f6d-dc7a8a145f2a"},"outputs":[{"name":"stdout","output_type":"stream","text":["Red band : min = 0.0 , max = 0.8803126526624329 , datatype is float64\n","Green band : min = 0.0 , max = 0.8177821201758672 , datatype is float64\n","Blue band : mi n= 0.0 , max = 0.7821201758671226 , datatype is float64\n"]}],"source":["# Check the data range after normalized\n","print('Red band : min =', redn.min(), ', max =', redn.max(), ', datatype is', redn.dtype)\n","print('Green band : min =', greenn.min(), ', max =', greenn.max(), ', datatype is', greenn.dtype)\n","print('Blue band : mi n=', bluen.min(), ', max =', bluen.max(), ', datatype is', bluen.dtype)"]},{"cell_type":"markdown","metadata":{"id":"AttLXLm5Wsef"},"source":["As you can see, after being normalized, the datatype of each band changed from Uint16 to Float64. So now, it is time to further convert from Float64 to 8-byte by simply using the function called ``.astype()``. However, in the first place it's important to multiply the normalized value with 255 as it is the maximum value of 8-byte datatype."]},{"cell_type":"code","execution_count":10,"metadata":{"executionInfo":{"elapsed":13,"status":"ok","timestamp":1643095365279,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"IhvKEyKnSV8_"},"outputs":[],"source":["# Convert to Uint8 (8byte)\n","red8b = (redn*255).astype('uint8')\n","green8b = (greenn*255).astype('uint8')\n","blue8b = (bluen*255).astype('uint8')"]},{"cell_type":"code","execution_count":11,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":358,"status":"ok","timestamp":1643095365625,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"GueykoEAv-tb","outputId":"a4131183-fc9b-4a53-e7e5-1c01b83900c4"},"outputs":[{"name":"stdout","output_type":"stream","text":["Red band : min = 0 , max = 224 , datatype is uint8\n","Green band : min = 0 , max = 208 , datatype is uint8\n","Blue band : mi n= 0 , max = 199 , datatype is uint8\n"]}],"source":["# Check the data range after normalized\n","print('Red band : min =', red8b.min(), ', max =', red8b.max(), ', datatype is', red8b.dtype)\n","print('Green band : min =', green8b.min(), ', max =', green8b.max(), ', datatype is', green8b.dtype)\n","print('Blue band : mi n=', blue8b.min(), ', max =', blue8b.max(), ', datatype is', blue8b.dtype)"]},{"cell_type":"markdown","metadata":{"id":"tMsDs93E5xoD"},"source":["Finally, we have converted the datatype of each band to 8-byte or uint8. Thus, we can start making a RGB or true color image by using numpy function ``np.dstack()`` as follows:"]},{"cell_type":"code","execution_count":12,"metadata":{"executionInfo":{"elapsed":3,"status":"ok","timestamp":1643095365625,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"I1-L0uldv-vZ"},"outputs":[],"source":["# Make composite of natural color\n","RGB = np.dstack((red8b, green8b, blue8b))"]},{"cell_type":"code","execution_count":13,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":299},"executionInfo":{"elapsed":1723,"status":"ok","timestamp":1643095367345,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"DA1h-qoZ5zf1","outputId":"668143f3-b8bd-492b-e1cb-bf7a66d71b76"},"outputs":[{"name":"stdout","output_type":"stream","text":["The shape of our image is (3000, 3000, 3)\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAQgAAAEICAYAAACj9mr/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9a7Cm2VUe9qz9vt85PeruuUuDEELYIFMBEhPMxUnsMiE2GF+CU5UQu0IhU9jKleSHXRg7FZvCkJCUXa6QlEmwHSNsg0NwEWSHQGRSCkURbKEKEMAYFEBImhnNdE/PpbvPOd/37r3yY61nrfV+fU73aGZ6ei5nSz3nnO97L/u2nvWstddeW1QV5+W8nJfzclpp97oC5+W8nJfXbjkHiPNyXs7LmeUcIM7LeTkvZ5ZzgDgv5+W8nFnOAeK8nJfzcmY5B4jzcl7Oy5nlHCDegEVEvldEvv0VetZnish1EZleiee9XoqIfFBE/tS9rse9LucA8SKKCwj/DRE5Kn//e/e6fnezqOpvqeolVe33ui4vt4jIN4nIb4jI8yLysyLye+7Se1REPuduPPvVLucA8SKKC8glVb0E4LcA/NHy2d/jdSIy37tavvzyeq//7YqIfBmA7wTwbwN4AMDfAvDDbzZm9KmWc4B4GUVEvlxEPi4if05EngTwt0XkT4rIT+1dFxpFRA5F5K+IyG+JyCdF5H8Qkftu844/LSL/TEReEJFfFpEv8s//BafBz4rIL4nIv3mHZ3xERJ4RkfeLyKfv1e0/FpFfA/Brp9z7WX7N7H9/UES+XUR+2hnUPxSRR0Tk77lm/pCIfFa5/78VkY/5dx8Wkd9bvrtPRN4nIte8jd8sIh8v33+6iPwDEXnaNf9/ervxuEP5LAC/pKofVgsf/j4AjwJ4223u+WwR+ade9x8RkYe9Xv+biHzTXj/9goj8WyLyk/7Rz3v//Lv+/R8RkZ/z8fppEfmXXkZbXr2iquf/PoV/AH4TwO/3378cwALgvwZwCOA+AH8SwE/t3aMAPsd//2sA3g/gYQCXAfxDAP/VGe/6dwB8AsCXABAAnwPgXQA2AD4C4C8AOADwFQBeAPC5ft/3Avh2//0rAFwB8EVex/8OwE/u1e0DXp/7TqnDZ/k1s//9QX/3Z8M08S8D+FUAvx/ADBO8v13u/zoAj/h3fwbAkwAu+HffCeD/AvAQgM8A8AsAPu7fNQAfBvAXvY2/HcCvA/iqlzhu9/vzvgzABOCbAPw/AOSM6z/off8FAC4C+AcA/q5/97UA/km59ncCuArgYH+8/e9/GcBT5d3v8Xl0eK/n8x377V5X4PX27xSA2HLC+2dnAoQL+Q0An12++1cA/MYZ7/pxAP/ZKZ//Xhe0Vj77AQDf6r9XgPhbAP6bct0lADsAn1Xq9hW3ae9pAPGfl+//KoD/vfz9RwH83G2edw3A7/TfVwIP4E8VgPgyAL+1d++fRwGfT3HcBAaoOxioXwHwJbe5/oMAvrP8/Xk+1hOAC96Od/t3fwXAX98f7/L3dwP4y3vP/+cAft+9ns93+nduYrz88rSqHr/Ia98K4C0APuxU81kAP+afn1beCeD/O+XzTwfwMVUd5bOPAnjHGdd+lH+o6nWYtqvXfuxF1p/lk+X3o1P+vsQ/ROTPuvnwnLf3ARi1j3acUY93Afh09pPf+xcAPLZfmbLScl1Erp9R528E8A0APh/GSL4OwD+q5tYppdbnozDm9qiP9/8M4OtEpAH4EwD+zm2e8y4Af2avLe+Etf81Xd6wTqlXsexvh70BAwEAgIh8WvnuCkyAPl9VP/Einv0xGJXfL48DeKeItAISnwmj+qdd+65Sn4swyl/ff1e29Lq/4ZsB/Bsw+3+IyDWYNgeAJ2CmxS/73+8st38Mxqzefaf3qOpvoYDSGeULAfwjVWUf/ZiIPAHgXwXwQ2fcU+vzmTD2ccX/fh8MFH4KwE1V/b9v8+6PAfgOVf2OO9TxNVfOGcQrX34ewOeLyBeKyAUA38ovXJj/BoC/JiJvAwAReYeIfNUZz/qbAP6siPwusfI5IvIuAP8EwE0A3ywiGxH5chi1//unPOMHAHyD1+cQwH8Js59/85Vo7B3KZRidfxrALCJ/EeYLYPlBAH9eRB4SkXcA+E/Kd/8UwAvuAL5PRCYR+QIR+ZKXWJcPAfjDIvLbvS//AIDfAeAXb3PP14nI54nIWwB8G4AfUl/udUAYMBNrnz18EuYzYfkbAP4DEfkyf/dFEfnDInL5JbblVSvnAPEKF9dQ3wbgH8NWBX5q75I/B3Py/YyIPO/Xfe4Zz/pfAHwHgO+HOSH/VwAPq+oWBghfDdNofx3A16vqr5zyjH8M4L+AOdmegDGSP/7yWvmiy4/DTKhfhVH0Y6xp+7cB+DiA34D1ww8BOPF6dwB/BKb5fwPWzr8JM1FeSvk+GIB+EMDzAL4LwL9/Wp+V8ndg/pwnYX6H/VWU7wPwLwL4u3uffyuA97k58bWq+rMA/jSA/x7mu/gIzFf1mi/iDpPzcl7ueRGR/xDAH1fV33ev6/Jiioh8PYD3qupdCbh6LZRzBnFe7lkRkbeLyL8mIk1EPhe2DPrD97peL6a42fEfAfiee12Xu1ledYAQkT8oIv9cLHDnW17t95+X11Q5APA/wsyn/xPAj8DMpdd0cZ/R0zBfw/ff4+rc1fKqmhhiYa2/CuAPwGzPDwH4E6r6y7e98bycl/NyT8qrzSC+FMBHVPXX3dH29wF8zatch/NyXs7LiyyvdhzEO7D2Yn8cFjEXRUTeC+C9/ufvOu0h0+YAbdqsPxRbXF8RIoGt8PPniy1Sfn8p98dNL/JdL4fE7d8vt/5qtckvFOp/yW3eX9ugd+6G/Sbfpgvi3eVpesrnurr+9KHYf+Xp7zqjygqI3PqeW+t0yr0v4vkvtnwKs+WulO3RjSuqemqw3msuUEpVvwfu+BGR0+ejNLztt30e2jxDdQAKqAigPpGrkKgAzaaVDoX4lyKSEy5ijew6kYYxhj9LCvAoAEVrE8bogAhEJZ4VE1vtPXGPmIDy86EDUNbDXmsBeQxxtfsEDd6s2kMAgCYNEGCMYfXw+isUU3NiyI7g86R5/fbaJgkgVm8t7V2NjYOL1dX+f+s1je/X/JbPFZEYA16/L/UCYHijpX5Z6sn36KoOCoFgjGHf+d/7fSci0KE+NmWcsrJRD4Wu6pt1TO0zdHhfcv4IRlY53h1dKuvvxIFaVb3tdqG1z98vAugAfB7Vvqp9vCq6/kVW7cr3//rP//RHcUZ5tU2MT2AdnfYZWEf0vajSt8e4fu0pAEBrE9BsaKQISvxvajZRNQdaddgEVBcwmICaAEl81vx5flcAhQ2QTwgxoalRzwYYmkClEnXIdzluwUBM+kDzZzafbBQqAlMVlIGxN3ntehNOAoPXy989xvB6JnAMFyKbhFhNPg3AzYlXgaSgm9VMss7qwlenbOCVGlgHECpK3wikNTRvS2v208aWwFceBuWgRN3seqzAKP7r3ailQq2Jv9cZVTCsvJM3VYDiXJjaFNcokGOmw55VQF5EbJz3njUGlQui7sn8hNWKMY9PRaKPYnoEm1Ygrk+qtGJid2CvrzZAfAjAu0Xkt4nIASxg5/0v5UHXn3kSy26L3ntBYkCaYGoSA6XOBFjEJ7UNkHWVOlCojpWWi00rQEyg0I7IOZrAU7SeViZhgDS1KSZzpToKRQ+tzcm01gY21jnC4vWOwQ9Z3aPuPqlMU5PnlJ8KE9ZBAYg7bTJHI421NAoSOJFRQA0ugylg0RRh00eyBgenmPQiLkwaWp7dle+zh9V6ERiFgh6gQI1eeqSMGcfJxr4yFj7XlEQ0omh51jWUAbL+lV+okg2xTwieOQ7iQk6BX1W19Mm6QxF9OIZ1UmtrQDbga9n/nAcrML6VHdXyqgKEqi6wcNofB/DPAPygqv7SS3lW357g6LmraNIQgA1AhwkjJyt/JI1M4YmBK4BACqeO/ln59USCGBUkENWJqRU4CuMwre8TfUpQaSJo0wSFljrZS6ksWwtphDgASsGZEEgKVVBaTW2pElovGc+avq8UCvtVrVFDE2wTFJHP8msllHpOanUN2Zw9RZUC7ByMB/ghzCLSAIG6y3At1OumJAtKLV/0sPfreuxpIEhBE8IopT0B0J+NCr6IutlzHUwdOK3dBI6VJggGyifWslJCAWoabWrSME0TpmlKoFy1VqPvCfg5V7X01enlVfdBqOqPAvjRV+JZ168+ibc8+NYQrpjQw8lZ0SSTcIK7bccJ63ZekZNUjUPNDnBOJgVPc7Lle8z2nVbmBqRS3hYTSmD1bE4l1X0awTEhMBeMGGiE9sRqssaEUwF05O3xmGrFF49BMI0CNv5RMgw4wKhrMvbVMJ8PWGVnPwIIGZeqa6fCSfgd2A8OLi5MRHIF3BCXEJAEMBcM9z8ABpjD+1zqPcEgJJ5LMKhALypQUe87Lf6LHGl1TR2mWHSjJKNjpzWYj4rdjGRVobwcRIItxbN01Ve17wBnNJA0iSW/j3tUUcFeyliJJhOqzz2rvK4jKZftMW4++zQ4XCINbZr2VCrWlHaPmtaJ0loDqTAnVPoA+LiCJFJMmbiePo0yKR3RaWqI29QGHC0FsIANYJNJSV33vov6OLhRSM1upz8luqDegDBx4NfympUmpNZy+kxWUiZWyK5rxxXogvUaRdvRDEkN2qY5zIZkN4UBsH9H/VyQb3c/kvrnmqwhxgGB8fF7/CMglk4adQxLL65sf47HHmupFt7+/OJnQrBFMiLUccS6UF9RmWS/DDcPR/gwqqabWsM0tfDhEPyHann2a8jEuBvl+tUngTFWlBcIJRyUvAr0KJPtlsFA2m7mLDNh4zQLiqbxyCj7drG48FXzpYkEiAwd7iSkMCLAwh6TXJwmByQFUlrz78TNkBb2dvgJILbiwefwHsJCUPYeAgP2jNrEU6iZR/T8I5R9Cp1WJ3Dt22KPex1oVjRpxgmKdiR4Uiqk/EwaTY1YQJPCu8ceVkDhLESgq3Grk+C0dqQCEiNqoImS7Ze9B+WqhtdNS9+KJNiK9Qx9GRxr+lPAMQkgY18179M9AEICMXHHPlszCcfTanGfWl73ALFsj3H92tNhUxFpOSMFpmFGH6ClmSgu64mCFCxV9bErNrwjjgkNiiZG3IMyMUYwi1yqosYPCgoEvQxgsqfZ4BbH0+CoCgxWisYJ9sNr6ZyNCZ11pPzFdZoTlBpfVZ0O24XNl1x5Y0CAZP3Yp6GxUCYjGUnRuEowi/bR/JJkKEQtcc1uuFWAjf6PZBf8m4AWJmRo0IExhgn5ni8mFf7a4Vl4Q9Z/cGxXry2MzuorKzqfoGxOX5oK6a8gE8qJ5UoB7iT3OjWRmOvinWzmWwJAc7bCmSarepTOP6O87gECMBYxlh2ApF1W6goEYwpSC4atXQZDNZc5aSCEU6iAEO3G5qZECE+ZuGQGlQ/khMrJ13yCjBKnARQzRff+HnrLuLKdq2tL3Vcmlpa4DTFPdjVVyHSapIfenunLj9Is1kK4pFmLvbO1KerQJLV5mmMU7hwrCmAdDzKjQD+CdvlXVz9WS3u8j220AU7tTsrurGxFxZ09EcgNMLO+oVwKSNdVn2A+VDiIIQiFkWapgxnbrWnWxdwC41gScRMg2Qe5vEvgUCB8bza0a2ZyB3x4YwDEUuIiVOGtSluUQmw2OrW0xICtNYWGx5kCkhqo2LdVoFy462RvZARYAxE1BgOd6rIpfw9hR2EfkKLB6TisAGS2KDWExsRKsEgGhWQ/ujYCOMnUJYeOQbZr31GaXvr0laQul3hW9aM00mg2dsXqEJN8BZaFIOT3vrqDBLVkLtT4dm+AKoFTEEu7GkvcySYqeBt4JPiuAIpj60yMgBNzUYuPRGrfZKPMnCjzKiYBOWvOTfY1X8K5SlZEtlbZyj5zZrtRRvas8oYACAC48cxTziLcNCiT0YquO85XCGIiFigN55F3H+n7KJqiXGnXsOP5jWqYItWmDfsa9ZUSEzTt4xxYvolCiaIx4X+ndsBKsFb1Ufd7+HKlxiTJSNLaMlSmU2NAAphKvwkQS8Px8Mq8sk4a7UphRfRT9mEvS5kxlYMlsN/sVREEpoxk9KXQ8jza8FkbDQqeqxG6Gt/Uvhp9HkwnBG3V09EuAWyplmwjvqmrYWwTVnMDBGmRdRuiX0e0IZ61x14UBoJj9AAwMo5UALeHiDcMQCzbY9x49kqhqKllrZ89kIZaOsZWY9Drcmdcs08ryztTm9r302QhyDFQ/r/mYdSxpBp2czEJECvzIWPSCEq5bErCHziHvB/uN8iVBjeVCg0nFW2tmBYAbKNt0u8I1y7ARH+FagEQdtmwOoyqVQGoFopNk4UsuTAgmmypfvOd4WewioYQxepIK7Y5qb3kCGgZP04Ial4zA/w9vkxsQ1R0/Z5ZQvrTpoY2tex/zpHAvGQI0TLJTqtuhmB18bfXnOMDiblYFUM4rMnWhvs+aLKwLqRrSsVIRYjbljcMQADAjWc+mfEEMTmyDHcchQ04MuxYV1Q7i6H92mFVr6I3mc8IECCCr7SoX5cPx2rANcOvDTy00Mkqdq6JGoVBcrKv6pq0P94d4OH1nyaAeyv8+8ouaAoBiOemknOt6xJRl/QUBKYMSCMDA1yoJcUofQoJJP7SFQPTPSEi2gQrKOZf1drBCn38EwzMZxX+B9L6lKoYMGk5p6IfXRDJ8EB/QnSExP10FofjejUZUPw2SFZBhaFkJkhm7M9Jk1cTVCQZD6AZ2l5YIYH5duUNBRB1RSO0JTKIpkkNikpHETtpRUg1ozHT3EgTIemgadsAiWGgkvse1pBTfQb5WX4X5MKpaqXTQcrLUiWFYmVa7LGLKrxrJ2j+ZL1s4xGq2on+4LNpU1PYGJgGKSHD7m+B96y9RzFxYjvbGWWvCCuupW5NMoKS9cgVAvu9j44x+mqDl4Qg+CeSfpLsyP0oWuzNneCYKfg0MYIGwdvdkgWtJF/Xwl7GoAIrgSOBOplHGcYVWOY4SoBXPDcrggFbnqXSqA7eO5U3FEAAxiL6sgsKrqpoaDGhQzwLyFOYJT+KwY4hillbHXVG/3V1j8IWJdb+g6TJkv8ouCu6mWG6djmfE28JjRFaTGRlWsTjV/tGQupD+EKzlXtzJya/Lysm2alIQyKZRV5CD/1wE6DFBrSsgP2VPqJ8X+wLWYFDBeUUXPoMTKu2cPgRFILva8ZfxPN9ToyRXhECV1J7LXXWfL06cAi1fDwwBlNKvEZsOCvKgEO17ycTAG2SAvxlzFDAQRUYxWFK0B3D/U26NpWQYMSxvhNIvOEAYtke4+i5q3uUfkCLG1zLN4LqfFvTcX4Wpa65a3JYbghjZw+yksSRFKAQrDX11JjoLT5LkV5T5qirM1ibZB4/IRkYtV8vTlwlu3BNk5qVLMWDkYRCsHpxWW3J+Imh1U+wDjZivEAwsaqFb/lpPoHKitIedydu+Z9DR7IAzXiKADktsQoFzBJYikLg+wT5N2CgsgIozcjQGEhuGst9F3xxbFJjz4Vi0Ox3KWAC2QNPhuePotzEiZv3RZlz+3UMUCjKZ8U6zyivuXwQr0S5fvVJXHzorTZQ6jqQGmlo0OBRgoKMljGukX0vKzBQSMSyA/CJR0HKIpoTTpFxBBR0vwo5C8tkATVVW10vNGO8XgQa2zycwCOSgpsVSr8EhVTB0F3arKVOSGYTy2LsD67+sKYF/BI0k3uph2qjXnfGxAwBKlufk7GY+dO4IxYpWFrfxzDp1qLXRVpo5hwP9lf2STU1WIG654TtDqCoyrlOANXc11JM2Oq8BjT2qiSQ8PayJZ9t82XWVs3Zanbx0vIscbCNMUbuZUkWd3sG8YYEiN3JEa5fewqXHv601eApB0UVHcPnundUDFBq+gZEMhUKe4IFi8Y1FBiERm0cW4TrA/D7NaLfmjTzf/jEN7Ci1s3Q2cGEIeQg4poJMc1WWqrapAGErXlkn0QwV9yv9EGkIFvfZP+RUHDih2lGFc2J6M8JP0TO6j1hWE/QYF7eFwQvATC1KbRn1jHh1+TWN0ApXEhvb2srQxQC7BnFSe1ce9KWikvt4xm3gkvWh1em4GfQHXWAwEDNGthWIfiqCMcnSVGwHM2/V2On2bcc31uc5VqV1+nlDQkQAHD96idx8cFHLTVdLN9LoDtDh0N7hqbOJa5R/AtBE/za1DzZ+XtTfTWAzPwEIHY8xuOKc2oFPpr2aZ20/C7fVNrhX67BoX7FNlnFuIFbysRVvTVbkxGp4UKamssmcVZEnRHtr5ysqq1Vi2WpwUgKAHX3ZFm24zNZ79zJue4TnNZ33unxqwNmsrN1/9K0qKYAPw+Mcl9DC5BwhqIVzrOGNInsD0OycLqOYX4UV15jlOCoYkYJGa0EYt/KOivOg/ekCtyv3WnlDeeDYFlOjnDj2asAkbjggMhUTAArdDZyaY4BNK0CA1wjCBUhEZ/PqFK7HzJMtEg7fH1dYQDqAhsx9HwIACVXuUWPxSX724BDY62aImHvxu7LUtdVGLT3icVGlDCnsOdldS9W3zHQjMvFyRKibqe0JnrUfRiFMGDvlZF9ip0U9rg/w7z83PcgEfhmtn62vIJO5NxgnIGbKayACGKZmYCXmwDX6M1lyVrtmt2Lzk7WtUbyrvI3qDll6R8SmgsFVW8hS0LWkUwM4LLnaTesyxuWQQDAjatP4uKDj2KaZwwoWvQjl8iIqtR4HhtR4vYBQMWjIdpamINOB2UkcqQGS5tfV0JTpiV5LBTUQgiKTs211goCW7ySrEbV2cU3QrMhgqV88jvvybrQaOaTHBCs/mRD66Vhgmn6IdbLeSxjdH/mKU7g+reyVmX5EYg62LgR3hogFtxUd8hGPSFRr9XuT0guy3q/WcoP7wNqYrbNaFYAkyl8Wy1ow+4na2ol/wVjWDhbxqnCWIE1g+xiO3Zc7+Ml5Z6qmELZwHxknG+sGxkr7SkUZnrLeKzLGxogdidHuPnsFVx+9O0ANGzSwPKGDMt2qiqtlcnmQqOKGhHYUGin350e+pzkASXONihYo/diK1KHaWioNE3K8BW6aFjUQnOFQFEbFdMg2+F+gZaCPapB7T+pvfbXyZnDM6rtiV6qHasrkEFhZDmppcnesiIwJJcP6zujB10AKRTpe3GALuMAIDaS1e8YcDYsUGWV3yJXQBwwlRu02N7q2rQxczJVaPzpNr5Pr5Vwc3kx641bxswbCqkXINmdauYyomOE9WUchHWb+8gizdm6j9+UTspaXrj6JN7y4KNo0xwaI5RyCIhpp4LnRUjc8eOjIWqBzyFXRcBacrg107APAnDCGeVI0MpkvsWhtjfhsoZsTqGuQjq+F/iDpJjgO8icVMIBJgJgMvpbGYM1v2WC3yZAZPOuQFTZLu1+KYLnTj7JpCwKQEKx5URnG6U8iys5dTWgOuVW7EwJOh4bgMps0ndE7Wr9l5nFzSxhJ7foO2p5AruWtoUZGfVAAJ+IOEFhwuScReE72GNTddxzPG2ZMrFY3VGwXg0hiMY3XCkDyjKn3Drf9sob1gfBspwc4eZzV08XLqRDsi7/ZccpmkymHfpY3R+T3j+LnYFqm4x4XcQXSBkYcK2bN8PDvuPphREkk4h7fNLnVnOJGO0MyKFWR+7kKJOZrMkmPP0EfLfVIzNkZ9j3UNqvw+rsM3VoJv3FShsPaI1RpWYDE8YgNKx9blvJc28Fp37AoPcnGUiMABRjtXQdQLPSxEjNjLot3Z+heWF9NuKZmnkgYgZoeYeANQ7gL/3PfB8mqGVXMWDMRBoEbe174KwJM670b5kzcIW2Tr+X84AQlJ/dycB4EwAEALxw5YnY1w+sE7nAKRsUvvGmUFwiNGn/SNMj0FkT4XnnSrOBU6Qsn4VAacx7aQ0yFSceBXfPbk/AybDeCliDYccBOBUAkwZzokxtQpsmc+K1dG5mcQHwftufuFzFJJiErY7iS4BEzslc3i3tQYJGFQDCKbxPhG2NXZ7rfra/6Yikzb7/Ho2djewX1BT8BYcyb0Ydy+poTeBamwzJ0Na9mIQwfESS7C4zW2sEwJF9TNN6HoTikAQOAz5PJUA81gSCenedA7crbwqAWE6OcPTsVQCIsydIxWPiNcnkQiBljD8KejNBR259VmgKV4yEDxz3/HO0UTW4P0JkjeaagEJay8lLzRUaSxFafdD5VrR/ZqhCPoumE0qIthIIQ8KjDSu7GqmdFe65H2PFGgC4GYL1Z16HumlOy0xmuxjbkTc5YJJ1SDPN3xIQpE3W7hXjoBOVbSyTQtwZ7MJJ1kTfDpPD2POcTbYW27fpByBTqH2cxkL5r9qzIm8npIztXvF+C1brGdE4ZuF4rW0DfFvhmvUQ3ME544DNLFd1fE4rbwqAAIDrV5/A6Isx4pbhrBzCtHszgMi6O73+pIUx2bzn03TIZ1TayFJtvuazskXy0kwdH1O82Ipwek/NHAlCCrBQo+SSX06SJrapTCDGlERCCIJVO9CYzEjcz63QJM+2vXqdPSmjLeHCp6Fp6cBbMQGjZPY85NKj3Tdl9mYgViHWq0FsGgEr8xyEGVBAj58DyFDo5kyHVpHZeqAJaExv7a+AM40WFZD8mECqaYKI/0fhvkQqmmJyCQS2sGZmEhkYqP2Fy9FT6Qsys5pO33uppBFkX1m1RvTLPoidVd40ALErvgjB2tsMYLVzLk9YAhQDvQ+3wTMGYrWMtAcNdEgB9AlklmcO2ABprs3OVTKWGBUfXL+MkZeu9EA+rzBKGnswYveqaxmwLRrCG1pTKAjMuzDihUy4EkxljPSVxOQNOQkAQbyvCJ5/kCsqGgLODUbRakk6rsp6IOrO3ZvBQtg/fk/ECUj6AiL/RUksw2oFuyO4xFi18JPkUmIBBCQT4izIuBAXZE2g4Hgw1gGSoFd5VigY/4+yMziW0ek21uJ1zQmUDuS6kgJImVt1lM4ub/hVjFpeuPIE7rv/IUxzHvwbnvgwElFCsIH4ypdAayevbUCkkFCDthxIuCmwSi/iX4eGRRFqavN4BEHNIkDNp0Knqk2Q9XVBRtDAlZuSvLRoOyAnVPcM4ba6YedfmLY1Tb/aCOWlNZ5FqR2Yx70AACAASURBVFSw7I4AMRO+kXXkUXEUnNBpSmsnx8d9HxHfwEfyXFJJ1hYC4XVg+PF6Vacqh+wLye7wsazsj1GKOU6FzJenOWvxuhAdmqKMZTR1NfZAPjNMyADXClB5fWVS5Q+rwykVlKB5Zc7fprxpGATgvojnnkEICRKBYzDhOlSTaje3ealhwnEYYzeizyuSD82TsgAG7BSnkr8jJpUL6eijaHisbO2qsTQmt0/wxKnVO8hUjGIu/jtT3bsJQccmgak8sDphAxCl/I6c2mkTFwAK4AIQHnanRGEioDiS9561YhiM/UAADwWJerw6iWleBN2uTLG0j2+tKSxousS3AVrl/cGcUjahmu9k7WgyKfueOSy1PNPaugIGtroomvpZMpRsVzopsw/qvzj7lQz1NuVNBRCAxUWMZUmbtCjDsGVpWwJ+oICNfHh+yyQMp88pPV11lQRn5KCK28LpDKXZEiAfFNMFvGiTfV9DdRSOKqRaBMUrQkDwW4PKs862J6KYE6yXril0hJpL1Xz+UP6LbvH7PFAr8zmS0dBE4rt03dcEZI5BCH0RHn8/gc+7CgE4+WsBsvV4rU5dBxledEO0JAS5PKeynuwHXu/gGz2jwVLW84irbFiZihy/dBLnnCTjBBmWK6wGOuWTkaSTfkC1F0pzennTAQTjIhgVS3vQlvzayumzWmIkW2yMkswM0kzMYRPfQ3KEIq0xqCgag84Fm7TpawiTA3lZMgOfvEXIIl+lcO9A1tdYUWoeTnTG+NdlTWuz5mSLZ+Wky++496BHu7JNWfJjWbWBOROyfRR+64tAR5p/q8OCi21Nx67Xi2yovjyej1qXNQgQcIlhsroWpGSlT+ozWgA15wxBzz5TW0b12AlIZlYPsEIyDqAeTLzHcJROWvuOK1VkEWaeaqyQhI/L20jmMkZP9lrzfZ5SXhZAiMhvisj/KyI/JyI/6589LCIfEJFf858P+eciIt8lIh8RkV8QkS96Oe9+OeWFq0/YqeBBl2/V0MYUTeCbn7IVlJZS66cfTfMcpz6BZsCoy5GZYMVf4D8dzQkgAFZLfGV8V4CjmvkhtACHvz8mO8AT6Pfe6BOPTkct11QKG5q3sqf1NStgUsuryOMP0xdiN7SVh2zv+5BKFKZCrZ4sx1L7kyrbmNTNTSZgdNbeaqpYm/fCq2VvmbmgcpgJYQqtn5m4Er0TnRmsh5u6/JrwGZS+5TOL2giA9S0i8dy4ygGAq0pATOV8fjALxCzMaXh79gC8MgziX1fVL1TVL/a/vwXAT6jquwH8hP8NAF8N4N3+770AvvsVePdLKmQRQEllD4Lq3kahIpSqCpW9tX+YJovQ4VCb/jIf2LD/4nCWAkriGgU5IVeTkid2FzAA/OyNsnOTF8XEEYmEIUI661UTJxeV4tZ6c6WHx/mxLTTNcgUGhZ1I2ta6nvjQCpDYq4+k9i+cPmk07ylnjrrsWfzHWNUpWRrvq+0rlBwFUOFp9hl2XodQGXpdTclc3UHgibWT1J7LrOmcyOfWoxFrdSPVv2S9NfbrSEzUAM4yLmQFWbc006LfkfevzdTTy90wMb4GwPv89/cB+GPl8+9TKz8D4EEReftdeP+LKteveFwEHXPewSEUKEuUROC2f3y6T+6w39WcUMHa1vY2JzPIGuIJAMUnrVSEOcMJHUxX/T5qOqoxX8qLI+DFJurU1qG7CsUQc8aO8r66JZmsYJX5m/XTYjY5ZTacK0JAIRRb/VBJJyeATENXWBuFMKh01bh8dwErvqe2K8AFGmNDam2v8TpW1ONoSXFiSomiZP9rilqDFCEvioH90rIPqiCGoqn0vzwjBFoRwUxSBB48oKn4IBp9QaGwcjzDr1Pea/URiAJjyQjj08rLBQgF8H+IyIdF5L3+2WOq+oT//iSAx/z3dwD4WLn34/7ZPSm7kyPcuHalTAj/QpM1hG3q36v63g3VtBMBNB9Man1D8LZilgotkyQz/6wVTAZCVa/1SgMWbWBCUJx5VbuTEhFIfAINF1rxRwkyiIjTtXrf442adFVh7CNOBo+6UttL1psP4LJp9CnbWDQp6nkUbDziWpox2R9J0+uZomQs6Y/IJ0aAHP0LKOHn1SwiAPk/xlFM05QnqLOWWvJT7rEVmjKREVuy31mPqGJ2OQotiTbuA3kTT6k4RqkLu836KkL6IZmPUhWj93Vcyxnl5cZB/B5V/YSIvA3AB0TkV+qXqqoiNfL+zsWB5r13vPAVKMxd2drkqkhzYpTBSccfKXBO1JjovGbKDNpAzk3BXjq3UHY1xJgaxy8JufMBbiUmAAhzB0DEboTYcMZJMhx+mbtYsfJXACZU6XLj+8kiEkUVALe1EosYccrnFowCtR3bY9WT6M4ALeQYpL/S2xsg5xRe4tFwqItxSPioo6DIrqgQ6HtJiHxwhx9zK7jAieQRi9TtTTQg2jR19mmORXpzwpT08aIwV7MofRGsO7UIR4Fjmv6quuRJhRQwxPM8xsDovYBoUURnlJfFIFT1E/7zKQA/DOBLAXySpoP/fMov/wSAd5bbP8M/23/m96jqFxefxl0rli/i6RicdEBVrZghxiubzSfQCvmFA5jPs/vM25zxE7oWTEnBT0ejP28VzWeXM75ClM66DA0G3Cfm9rKgePvZLpuXnvVag10YODGin74PspDEwOgvyf4SEfdrFG3OPtU6XdmOYs5o9SMgJ248o+wS5T1lHJM5JB3T8jnCdBDEMXsUfPa5rh2ONHNifHKoAvwqkMYcYZ3Guu0Mc1+1i4MSDdlrWPRS7vyEj1swWM3xCzZXlA9Pth/LEuAQwBgs6uzykgFCRC6KyGX+DuArAfwigPcDeI9f9h4AP+K/vx/A1/tqxu8G8FwxRe5ZeeHKk9DefYLkduocrKL1lNSzbPRJOKAOQ1EOIaSQ9YQLJ10xHQbfp248qCLO3aB/wG1tIe12aU+6nlppRFCVPyvmFIVesrKS1FXhR9OvMiQlK2I7Q8QlfSorD3xhQ+zX4Zovztxl60v70vxi8p59ZmS/6GDuimpySIyjmQKVjiXIFAsu+wHkc/lbOi3TF5INSl4VQCzsXy3EJc+noGmxPstVV22XYAC6UhwCA/+MPN1XZvm8MdRSFIwB7R3dTQq2jqZGX5l0t5aXY2I8BuCHfTBnAN+vqj8mIh8C8IMi8o0APgrga/36HwXwhwB8BMBNAN/wMt79ihXu0bj88GNrWxQACoVfne4sYP6NGFigEk9qqyoFKXxSHhIOzaDq/j4+zf+jPvH2Mgg4A8D6XcWssKxR6bADyhJfITFQMShSBzct8RwryUhTobsmo0NUVxOazIJtT7Mi6+K03D+3x+e78rTt6IhS4WQS+ytHNFESwlEQW8G8C7UtIfDUDXxkS5bI5VG2iILMbE2RYm7V9lQc8LoSkJjjc9320i/EmDAxWzljJPulJvwhqGlxyrKfmniQnCu7oRq5S84qcicb5F6WT9V/8VLL5vA+fNpnf4Ht0SjCxYGG08pIFFI1bxEq3kvNTuFd28X0zlMDuMCCWtbqNGBgUNOfS3k+izTL9DS1FsFa1EL0a7CCSg949a/4f9dxAf6lYnXAr1+ZdSaYTeWEpgpWtY9ELGAonk2A8lR/kOib6IvCU+CTm8xLSx2jHfxPjJ/En4LMZ0GcSElOkC8vd8B25QADLIKzSNLvqjiwYhpcjWFZ77L1GeDzKcG4grm9K88+CabDU7r5avZvBEKxbgVw/V8G9lk7PvHrP//hs0z6N10k5Wlld3KEG89dBe1uDij3UajCdnQiB88Gi+GzIzMt1QxV1NgwCkrtCQCRsTqMew27nXQf8OW0GvjjEztt52QejlHJe/k3EJ7uagfnfFOo2u5I4ZFvyGf4y3ll5dWuWcfKjqfPIPM+oABCZV0Z+wEEFEDUzvCklmapjmNWY1XNpFx5mW2sWQlcPUqggsPq+cjVoO7BZCvu5gOlyY1yKzXPN2U9hWOo0NEz8RAAISeUHMOsKzvYzZdoX1ktgvl+tA909zMY/mjMU3WTdSiw9FFWiu7MIN5UuzlvV56/8gTe8sAjlrsSScEBnwZlNoazLT8CbVRZzVopKdsr6UVuEAOpeXmuFlLuAkc71A67pWZc10DF6K4JKDPyrukv4Lko4JSZUst3DoUnSrB267qdyURcoJi6PVZonB4XB1jEa/g7QzOy84MF5L3D35U+A83fxZaRrc4JCJFbI9gZou8VVeOrb4/PWghvCEYoBWQLr/FQ5srkZFWLHHc2bHSFSGGf8cZUQNEVtc4RM8PPHNRLUB5BKQ5B2rMI1O+nEzjmIfOJ4PblnEF4sZ2eV1dKM7zGnAzGM1dnCpiTUCIZCIUkVhemXBWAM5BwTqbcrGzhkDMvzbdyc0B54GwKoyeBjdFOH0DNmUBHa1BMpFZnna0kw4BT6RoBagFjCRhkMqoE07VGViAPvgnhVeSp327i0BRZafg94RMKpMeQCwWY/Yh1O0BqrtHG1RIsxzRMwwLyQf+pLHIO0M9CyF+t2hQ2mGxJyw5RZ5/WyCR8ZFyq5QzOfN6KSbgTkuHylf2wWQOCPhRLL8lr/duhFq4/z7fnCOcMohTLgP1Wy9EYAmDUkOdYUvhoD1vR9CwrP6n/KWqYd6zsesRkYHp9qQ8S+hb8+hAgz4cAMhjzWOSW5hRG2tL1mUZD7EfNXUH/Qs0YRV9HMIMSVZgq0PR0+D9K2HIwp+K7WKXJl4bmGZ54LkTViPbKtYlRfRb2vB7MovaTuOavjKUCShmFMlyk+w5Ewz4LljJ4gE0L7CgDCfoLFCBdXLed4F7aGH3t39CHGe30OAaO6T71UCVs2nu679jlfI0lX8ll8d1YcLtyDhClbI9v4uZzV3Hx4bfGWKdMcVUhnYZZ0ryIIRuFKvOaoNZO+5GgkzMMIbf+YtRfb303Jxi1MMJhtQrKakihF387BX2tNj3DfzoH8x3JgGJVxTV+XUmov6+vr23Z93M4y0lxt2Q1Cou3cDDhalIDl5SNvrPTaDKFWRea3MHC38EkN+yDNPP2TArScuExybkaRYYWbXB2FuDD4WO91Ef/FqBP9pKVVz8/hCbIwFh6AUMHa/AQamMMZm5wK781kNv/CQxNBB0Du6XnIT1nlHOA2CsvXH0CFx98BGim0QgMIrYnk79rOTvClh8Bkl9LDw9gDDDdXGhVMgV/DicBmQDHSwsQVd8GlT+dT5mTIQfaPnd6vjopG6mdU3m73vefUlZimPZe6Y0vwFSOwwPIQKo21BAOCHLZjX1ZDrWVKmHxm7jWzW3hZmalNqaABLsS6t4g7US7ELTqnyB4sH+59Gnvq/Ur7cStRbiZioCpbIGDMXePovSZIoQ2AAQJxKyz9fXITVxAtBsKdB0BDH30tanVJj80x5yRQwe6DqBbP9a8omeVc4DYK9ujG7j+7BVcfvhtGJoDJqNZZLF3aNLvvNcmsWu2JmgezVDOV01iqTwdqaUA3QISAAgeJZEJT/nOoBoHG03KqvCYidBSBWRiYqYDlYLDo+xosgB5fkUss9VnpRouZlK2lbQ6wdHvA2IzEkOmNQQLIeTphc/30uThg2hShRNOsq52AFhhVuVntBdrkJXoMDbNgCpWrwrvI1GxJelkMAElMejJfm45ua2AqQBxBouOHkBWyKVhDoA+iv9DdaU4zD4ZWHqyhMkVRu8JWHcKczgHiFPK9StP4tKDj0KmyYV8xFq4AOGhVnCN3Aa6l4GSVmIDUAKXijngX6WW5wwBd0DaJU0YxGRayfIfIPwVFEqhsKhC2hRgQeGOrdJRLUlgUclr1IWL1IITHC3Dq5Noh/DzXXkm5UryEbLjddjXzql1C7UB0gkqCWw1AEhWIe8a+TEFPB9DVmMQdF41NjwhAFNyTHRtBrDCdbXFHxPtpZ2/9v67MHLVyM0MntcZK13K+IQR7w4IcTCAs9PeNWJkOB+lNfQxsNMO8DzUqAECuOHMt4/otDPLOUCcUrbHN3DjWYuuhAsNEX5F0YFI8hroDwqP/c0NVnkG5zoUCGQo1QtNjemlnjVL2THFnXYzoOEX4AWBHyK+RwIGdiX3xFhN/CLPIQi+gYumhzfU/KNc8kM8jzfvL/xlW/f+Lg7RwcYMADKQJ2onppFp8d5gNgDCTyFSaMneJrlSklFQSYsnFpa96yXqAYJJYYTRbKwZpVcKHCFxAAPPMGF/DkWPICzdezc5i/3rIw9dos9peHMVAx0jNmfFfFXb3p8BWOa32MwbNJluHadSzgHijPLClSdw8YFH0OYJcXo0qXdMyYLRND1cNLiqUaMy3SBcvadSfz67Lq2Rdpv2zkEWqZPRzQ2iWNGWYRK1yZ6NPJovNGkISouzMqjlsl4I0EhTQoKGe/c4KwkuUMkKEH9HSwM0B/0K5Rp/i7MmxPtadk/px3VbrF61Bsn8Y9QImtGXghZgU2+Kt7ii0GAK1O7Cvpa8TrLTIiO4sYQBaElOI3SA+vU0FZw1DCCiZNmZ0zxhqGLXF/SeMRB5ia6BXnMJtTXBPNlBQ/XEudPKOUCcUbbHN3Dz+au4/5FPC40ZvNgLFZUVX4oqOQFHEdKgwIqg8SPAQIrAJ031v0LLcvJx2XOVkHbFBBQ1SIrLn0HLm6CpR/YF2LgmRwnvBgowpBZLoMi6GShU0c62cOKmOTJiIpvG3LurMAZS73BASvpLWCtjahTtsvSpWaO6+5EsKF7rkhTgDMQ4Vr9KAEPcbCWC0KS4W+nDcAk3X5SdscLGMzdlNT/zfgOGpRvy2hGJDUvv2PYddLdwKmDyZzC+hcqIimpiDAtXgKTlClFZZzutnAPEbcrzT1t05TTPRchNC8TACjfB6Aos4FqhsO4AEGrf5jNI3dhfzb1qxwNhf6v7IdYmCd9ZqS7BQUPrh1NT7eCefI5g9OFCljo+A5ByFSP3M6gtnY5kVlTYBANWK0DI/5e9xMOIJK6Lk6rZEGJyRYzAvnqNRltoUmVAVGFycWuCS4Cxune/jAFPTOc7+EJBnkVqz7UWR8yJORkiPWGbGPnJ91V/z/rJQ4c5IBWYN3aGy64vWE62zqbctFBdzYNJBG1yUBZLZGSpAKaIHNVAX7XsY+cmxksv2+MbuPncM7j/kccCGDSoAILGEqk5BSPs2LUq7Vtak8KJ51o/l8CkRMWVwB6kwO+T8HRkmjN1TewpEPa+upxIB2LzACira66O2FUuiXTuhUDBJ3vRpFTQ8R9/nhKojPYOnonKZVGn0qjPJQYUoeZD1SlxLklKVNH8KxKRrs3fI+XhZBaltt6//jTJPhrcaxMHGGm5uHqa/GcxG1ThqxDMJL14f9VRteeOobGzktdwmi29Y/F0BPQD9bLErFAHk1xZcbeWtX2aMIT5KACBny/aONduH0x9DhB3KM9feRyXHnzEMjXDaSE4gSW0PkAtgtS8muxYJDWZFuTn7UHpQziyDvUam6ghoYUhuEbi96pl+Q+soP0QSacgZ5N9UYRbw6dhrAHBFGjNBGDWxpKq85W22lbeXfrH3xz+Gq8bQULoHJACInwVahxGrkoQcEOgIwKddSrsb11tr6AWzexg2UoMgo9NuBv8GSKwA4+89L7El4T77G8r5nzmXgmmFtD4jCn6FLYyM3oPhjk1ht9rsDXLvp5xM3aWJ7e1+1wkSAYrun05B4g7lO3RDdx49gouPfwYXM06D/AckyOZAM0IIM0JpmRPOz3nSOSYSHlHBPmUXVIBDkBMRoYmGnOR0HSWtBYQmfIE6qL2hXkMNTMvh11dKlMDd6iV4jGsSDyzRFLusYwAnBUGrRlDBAcVriDledXXwn5Nk0bzHhJ9RZhBq+AikfAlVFq/0uma/c2+GTzPE8kY6WPiuRjZT+YMFGROTGp3BdDV2iPN/ApTE9tR2RQ6gB332SQK2zOkLtlaW3kG6dQmO9088n7s9SljOFTtGnf22tL5uQ/iZZfnrjxhcRFtKg69pJyxT8NpXaRIg0AxQO+7lbUAVhgPzUVWEFrVBWsU+zaVvQmTSIRDWnBQFegEB4qn5seRiCQmZGHNK8gLB+E6WrHmyYioxqRVq0fy+kq16d+oQVXCILNyJz39Um32xGaThUif6Uu7Ua8RZIlHHUTSXehqRcEEWgIUmElaYcuMZF9mDvRYdkxWklqdzxoKd/42y58Bxc3tMebWzBGppnAmCGb3BfXh7mKp/p2BqU2Y24Tu4Dl0QPtARF/Qv9I83oJnwDh41qX680CpV6Bsj27gRsk6pasJxoAVAfOopV3HqVtXIajNCso7CqyyVtmFQWfzGvo0APNUpx2ZZ4wK+uiZabkQSZFmS1tSQri5RFlYA0jx/WNvhX8PqtiUfLeNKPyR60exdqgi97fw4erAigAXCtdwxkPTJoWglT5t3EsxNLQ5GUIFcsBjOpo5BwPEK6EpJ3NFFK2/y3J+DHQIJkdtY21u34stG9IaMvDyvRDeUdPU0CHY7ha0aca0OQD6gpPjY4zRMcuEzdywuH+AuUWZP3SShgsXLmKeGl64edNN3jlYWeNglZQAwWwqSxsDi66DqU4r5wDxIsuzTz+Oiw8+isnXj+H0dSAnmsCzFjHhYqhpColi0CD3iSvCiMkIS1plXeKuSJ49oa7lw0Hoy692tH2+jw46aAY4iWsgPjspfdE+wF7oMkLrrqI/yTZCuFzfx67QtmIwgoxwVNIiZIwD53SWTCUfICxef4W56E0dpskR/Z7vsHgAAfNW1CAx+PitzBRqWL5H0tTgc8lKJsl+Gv6spduz6COAECDMAbnATIILF2ZjDPOE3VZwIsf2bHfkHkwzdLKt2r2YsTI1HB8doTVLSwhtvhrRVv2sGMAogVJ+1moyL7X4idvjwzlAvNhCX8Tlhx9L7eh6IXZlqq/S7SVPAXKfBAWx2unN7XIbS5LePc0bghg0JAAEbl8zbT8A26vgGnCdTBUhjVIenDrObZfED7ApjJMgcQhTxf8rfnHoa3rGwPM4OIU1zCLChOZj4llS/orkLpL9bvQ7TaOIOCVIJ9WKrNaVTVRHMTNu1e/D9Bg5Hk0admMAQy3lfeTocP+CX9dVyylZgmmaw6yKvlbFstthuz1xgMuM5YCgK6DTZAcfOXvZbGbsdgtOticQERxMNIWSOcVZGFpAeWReEHg7pZXl5DPKOUB8CsVYxCNoMoUWKdIASlWuVJiNSNpcmYcWh1sUBwsIz1+wST7xrA0HIQXDn5sHv6Qmz/yJKTjhoOM5ClwF2WMdrGE6U5Pt0A6O/Qyr/xSiquUvAlS+wnqqMKaV3yVsKQIp25tLv7H5qtr8aef48xMIbOOTgWh4Z7FuS1Q9zBHN6Ehl8y2egGkIzfk8RQiznVQ1fMlYYnlyM8/OIkb4ajC2NhKj5tywdx9MM2SesfMgqsmbpSLAbHlHl545HEbv0E5wyhUkOlO1jkEB9nDwnjOIV64Yi7iKyw+9zTrbcyxUuqxq+RSN2qUnnevbdSrz93DOlVO7a9jxGCU6sJgX4Rh1sKHa5eTWInwaf6/P8jQCkl7u9PwXrz8ncaHMGdeRNDs97FgllW1IVlFJDPzR0U7N8x54errFMaRzlRO7hotnjyL8JkrTQdYAWuUhNoFFz+oKNDLOg20cGOG3NE29jI652YpRHwO9L5inueRZyDgFQONgnQb4Acx+3QA202wbBKc5BD0Zofkheu8xPyZxXwUQPcTcEAGd0WDPih3wnSs0tyvnAPEplmefehxvuf9htGnywSNSAxR7s5dbEWD3TcCvCWbs6O6TJqM0EaATkzPysUtoNBYdA0w/xB2Dq1gDKlAwTsKeH74NL3UJbb1Cw++UpMAAIDCpmBVIYrFPXtf0vbIT+4wp/ZnlGsK8BUBWvJgErBsM5AoBCeAMVwu3cq8OwtUAkogLAXwnHNtR34lw+o0xcNIXiAgW901Q2CLZMTOBKTeAudOxNd95uWC3LMHaWmsQz2bGueVvNgBaurMHxaZNnn6grEoAmMV23C7htzDTJQ5lUou23B+Ps8o5QHyKhdGVlx5+K4DU4iEtheoBXEIc4XWPKElqypJhOLR1Ig4A0kXSwSJRnD81lZzXaRXl6KsAdFGF5V+Pyov77K+6orIK6ipsRcv7KpsIM0UTrKJ6qnkj0zCwP6qAI7uVQrnq78JW1jeUOkaH1D7LOjkOWHappXu0UjQKtkSdwxHt9TqFL0Ztq7+UceVru5uC02YD6MBut8NmOsQ0T1hOdvGuDHJS9N4BCIYaWxiw07HoV5haY0ZOWMo71lPRfQw3raErozgBlR6MaTDAVfNAn7PKOUC8hPLs04/j0kOPQGSKTUIUMNq7AkTobNC9EKBkBzWqj/LPlYs4bp6zVMzAIOhkzkeyFWcnLr2qcA834vmiuTxoYc8a109Tc3MmZUorWBU5q6o6RDVVH1TXpgWQ8RtgBKrmvcFQKgkeNIlq3IMLeLxdY2Uiv8/vqklDDWrOxxHnSHQth9iGScbEvgmilfMbsBgTGL27aZRLx5MIumv3yZ2ZdefkyckJeu/xdAuYAlSGXzvSKYzc+De15puy7HQyi/Cd7TBeH3ON99r3y142qjRjEWzirHKe1follO2xZZ2KpS8/rSiExAs3P4n4eZlByWEaSi1CL4/IcDhZ2cFIE8S1Lc9dyFdpmbiycnz5t+FXgCDyBeQyol8X5g2FK30Z9snwfw5uILvIqMa6bLZiDBTc0PLZF3yHtZOboPwkbXHTCOyjhjSFEGCRz/D0ajzLwl9qVXBzAuJZoTt6X8qehIx3MB+xZX3eHGzQpgxbpk8HQGzJnqYJ02YDmVr4gCY/TVtE4jRtAbDsdhjLUsarWbumlieHewf52kOSxOIr6kPRFweZ1tYDDsXi4zZLYXEroAATi59ZzhnESyzPPf0ELj/4KNDm3N2IqkSF6RCLgOfEMiG2jTNpptgDFLbGXn0Y4eCkrdsagIY4S5gnf+NWHwWfSyYSWtoFGoId/wAAIABJREFU2h5vTKaJWN7CpD2+wVIyvwEQWpaMhMFfAoBbzW25MRlSrvwkSqxXIxTQ3IS1Ct8mKDREPwaxifeTORWvPffOhNYUd/QNF1gJhyOr0AOfFWNZCl8xR6p6DandDZR6AGb3cSvbo9BRTnv3Z1T2sBsMz+7lhDTbT2F1Xvz9is3k5oObCMvSMU2T5XhoZBzGMLua0/ygWQr8ehJG7Ca9TTkHiJdYTo5u4PpzV3H/Q4+5EDH8GoCzBu7NN8GmhkQIBgIYaHLkoEUWJPHvw24XoK+pvLjwhglTwCgopeakpjNP8pfQxqrUanuWRbFVq7/B7OdiImhhBS7UdHRGNKnXL1tNRkFCu097U7hzPutqbhNM4oBahTl2e+1rWxsZwfgSwLuO2FtBUI5VjgCcBHhRhLAF+1kdJDw8mNFOZ1/29jywv7kS0VWB0cO0nJwRWHTmWB3AJArM8wbq7Y16ud5obba4icn2ddip3p4bwhWQApHt+nblHCBeRrn21OO4dP8j7nnOweTyZ9jKPt8t1boNSJPUkMz+k3pWnUmgAIFPEE3QSAsjJy7BqibY5WS3yT8A5T4HuyFCx93ep/cuzBuUX4qAxp6QMskyq/P6cqGJQ1bEz4XavbIeLVQsQWdEHxSw8ecmgIwwJ4TPQvYDlwHZp32YSbJ0yzs6ucd/M89mUC0dO/cVQNxsVMC2sicIA5I7cVuDRkQlAIxSH65yWa2aAIuDskwNvtBk7KDTsVjAQYA2Nd+cBWCaYt6EGyU0UUNr1SE+YjWtsd6b20PAHX0QIvI/ichTIvKL5bOHReQDIvJr/vMh/1xE5LtE5CMi8gsi8kXlnvf49b8mIu+503tfD2XrLKLmaxSBpYdT9cg42uxWctKmQAQL8K/oZZ/8DANqaaq71Pa+lu1p4mr0Zj4vBVJHJomxx2nWTd3jvXTXOjmpRd3WZsp55cnUZBsGheL1W5k4QRp823ERzqhbyLrvmlQHqZTk9Pd0jXiAsXR0/xf3uuNRwhAgs7HQ4jGsnbulY7d0z/GomKcJh5sDHG42mCaPa1gWX3JFjC37bZoknMgCeNh1/t2c1S29YzcGDqYpTuOa3OxoMV72Y54sMVEf3R2a/k7uxxBg0ybINAUY+WzJd3KSuWk4tQmbzQE2mwMcXriAw8MLtqIyTYAYg7ldeTFOyu8F8Af3PvsWAD+hqu8G8BP+NwB8NYB3+7/3Avhu2GR5GMBfAvBlAL4UwF8iqLzey7WnH8eyLDYVnTXQng0vPGxSkQ7yCLa6jZhe6/hHIQgt6hSaVEPT229FQohIK23jkAMUKf0opyx5HYOBKAEjHYp5lHwN3NFC5fnstEdaqUsJkUrWkHQp4wMCUAhC5owdTNEW95SEr2O9nX51Zqi/jdmZumvPcEDCtlvP02TJW33n49IXbLdbbJfFUsZ7iDIkQXHoQIfvvnRBU8APHPZ+rFUGwh8DgoQ0bNrkEGYMqG+3GH0JVnSwOcCF+96CaZ6N1KmxB7Qpxp4Ar84upqn5yXCCZfR4XhMzdeZ5xsHBIe57y0VcvHQJ7Q5H790RIFT1JwE8s/fx1wB4n//+PgB/rHz+fWrlZwA8KCJvB/BVAD6gqs+o6jUAH8CtoPO6LNujG7jJMz3jkBwpgSnu8AtaLWmHC9BHTy0eFLtQd6fSIhZgM/lzuZVXBKGZ4NGH9VEMPqIzLY6SU257Zlo0DW0ZTkD/34BC3f6fp8kSkUhOUats1BzJFGQFMuELkNR21saxusYIBJdx16B5mnlCSVxGx3ZZVmCw9IHj3Q4nSy9CKy4oB5hcmHbLguPtiS15lhdEQJiYadDHsLgEVSw6bKNYOaOjOkZEgIN5wtxslaJBcNDsb0j2P1ASEXkG8YPNBpuDAxsnX9Jcm3jsb/H7cxVD/HkHBweYDw4AAH3ZIk7jcmDbHBzi8PDCbef3S/VBPKaqT/jvTwJ4zH9/B4CPles+7p+d9fktRUTeC2Mfr5ty7enHcfGBRyBNY50aALj/PkwQ4ZZlLwpMbS5qhqZGRgBaQA+1MzV5JigJMVWAG72qBmUkX7oOqGklQESdLihy63WEf4cvANjtdja5vI1xPgffEwCXJhMDcti26hugrwBgrobM5hQMxFdXRLK+YOuUIBZNwxi2ojD76snJbjFQmyZs5tkPrN1gjI6jk+MwDc23kGwOQESZTk1iyfIEliwWXdHRMVqCVmsOrIyoFAOophZGPdx8ENi27dYEu6WDZkLXYeYNbKVFdjt7np/HOUkDGpdRvRfFD+Rh1JdUo8P9Nk3Qmol6793Mt7mj7wTb7cmZ8xp4BZyUqqqS2xtfdlHV7wHwPQDwSj73bpaToxu4+cI1XH7wrUEZyQCYTo0rEtRg4Xz0/9DOtRHW2MKcQGDFZLsc8Sb5kNXSpsIdXhR0ID2PxRMSGo/2q2shYcSkAupJeUkAhGnagyB7GxjYVBywhQqPbvkHmD9j+HFwlleDTtmxAgXWxarqpoVGTwVIjGJGNGmxm/Jgs4nEMLvRMQuwLDscb0+w3e3iO/YBHaHsldnZ4NQatr1jLmndbDzcrPNWctcqF0MbDAia54YEhiePGRg9j2mM5LTLYkuaAmApwXJA7PGJs1YcfOMApWLS8ANuELOsU+ImcMfR0U1PxX939mJ8UkTerqpPuAnxlH/+CQDvLNd9hn/2CQBfvvf5B1/iu1+T5dpTn8Cl+x8Oulm19Iikp+4F76PswrQhjV2NgR1pXYZ/gSn1kRqbJ26HT4GMhbNFJRyEWIHKfji2/YcTpi82uXofkQTWJtwA1Gi5juFsIh4AIB8JQSzPmXMx+wHC2AEJ84Y35YoNoEwq6YBL1sH2abmnScPBZsLUJtw4PkZz0wFigUxoit1uwdx8M5X3nwUmWU5JHoVIx+vOTcQD68rIKFVNuHALjQRzOv9ExLKiTxNE12M1oJgdaJdlAcOse++Y5ylzgMCAahnDN3lN1CPJ3qLDga626sIcl3xng4Ebhs2JXfg7zi4vNZLy/QDe47+/B8CPlM+/3lczfjeA59wU+XEAXykiD7lz8iv9szdMOb55Hdefuxp0mqWPAT/6hBy4LHGlqopw4UGK2FDjHIVUvdihkTzFL4g1ePosVrpx7dLkxBpjYNkt2O122J5ssT22fyfHW2y3O2x3O5z0HU7GDkul3lGHspLi9jIdn7bKsGB3sjUBoMPP/QpkNyDT4rNGx+jDIyL5mZ0p2butQCydS5T0n6SpcXxybDEQtqTkGtxMC7jf5vDgABcOD0I7G1A4jxFqWtYW2LlwNhEcTmbDyzSFPT/PEw7mGfM0eQSo+ArCBlOb3LRL53AdB7gmX0Y3v8XG/RTev7P304XDC7hweAG73RbLdotkcL4sOno4vofvLF12O0hf0LfH2J0cYex2xvT4/DvM6zsyCBH5AZj2f1REPg5bjfhOAD8oIt8I4KMAvtYv/1EAfwjARwDcBPAN3shnROQvA/iQX/dtqrrv+Hzdl2tPP46LhUWw+1URlHx4ijK4rWz+CYFMwP6JjgAihUHSap/4TtFDyIDwkEeh6UEDZmgs81EAV3sQRGzSTy0OatltT3BychI+EQAx+cw/MiKMWGXY3gSvNJ8fEZSQfF81szR2DyXwpBEREYPDw5pbmzBPXFGwq8ayw67vAHFa3hWCYSbCPGHazNZfIREOTC1ZGPtugkdD5hB67MIMEcWuD2w2B5gvHBrD4l4OVUyjLHkDaKoQWBq67u9Po45dL7YE2xXzZjL2UVjgcBNGlsXP2+gQz01hDNV7TBU6um0QA3wvRoNOtndnGR3LyYJJJqgqNu4HuV2RO0VS3cvyevFB1PL2z/wdluBWaDM7zgv/gwIgFlqrfWDebIpPoOaRoJaOs+2Kz8GZgaRNnLY/cyhqapeuazChBpwnME8El+5ItZdlwfUXnseyLJjRcPG+C5inCctuAWMDYnmRzrKwfbHSmOJUHiIBeunJsJ9MuDK6LwP7vdyf0FrD7IfUMt0flyObCOa5YZo3mA826H3B0dERmpoPITI+ef+OAlYMQt745rtlDMytrczDSSYcbGbsli0O2mRBSu4EnifLtUC+yK3eqrZfogEmkCI4GRZ4feC+EgV8N6ixDkaljt797FdYm+GAKA3TFIcERu8xdkOgOJgmdBFPkOv5IoR+nlyyVVV8/Fd+9sOq+sWnzefzSMpXuFy78jguPvCw6Y+Vbe42qS9Hxala3WLpN5tNUaAagjaY1cmfx6VNrmTQzmf4MHd5UjC7C1ybGmTj6cvmXEcnuDAvJT3gzSfQwWaDC4cXcHO5bjkXlwVKgWwttNcYA+h83lg33YsyMlDSbucORBQToR5CLkJgMSkdOizlm5fhG9c2m9naJfbMk+1JrhgJ0GGMaZYJXA6enDWoAttuu1mb2L4I5YpKY3YvxTIW7E4W2wsxBg6bpYUb0rBVY0LL6BZINs8Wv9A7hvORE+2QYfsiLCDKx8k1eZOGuc3ui9i5eWq9cjhPeODiJdzcbnFjuwtgUU+TLwI/o1Nx0BrUwXjZ7XAgDZupAdLQ/YzWPszXof3uOCnPyxnl+OZ13HjuGVx+8BGgmYfaaLY7wNzejnMZ28DQraUtD1T3PJXuYOSJ03QuAhY/MXpuyhl09Lkfos0z2txM0wnSUam5KhB+g24TcWhHV5iG85iDGmdgrAbY9iXsXqswivlRTQP7tYdAu80smTx2uGDZNb5iAAlhdTeliYkAbW7RziaCxqwpQORPYNBUU2AjU9zfJt/IpnlIsXhuzsNpCqZAcEAf2Mw1gUvxuYjgpJPFdAvLHmoN8g143HgVp675isLWlyk3EWSVKf4NWLnV2zT9ogNYFrQb1/HAhQtYWsP1k2PM04Stm4rN58bGNmNAmqAvCw6l4b6DDRR2/obsdugOZJP7um5XzgHiLpRrTz+OS/c/FIljcwNP7s8wJ2XDweEhdrsdhlNaK2V1X+FnRnZPa6YuUDZRmZNADmYcTLaUBaE/I/iI/aT3PByJnohkDCzdjombmofgThvMm9nyDejA9evXoX3x1QLTQhGzUM0pzffRPELzHBYF4NL88k1NxXmy9AV9WBsGN1EBJky7nWeZMiEYvoeCwWm0/TfurN35MiqAWNZjMtnJ+2rTLIjpuPdgIFDkc90kEc/3yexTNa0cV3naJJ6PYWC7W9CXgcPNvLL1zWpRM2OmeUX9+7KgYWASYDTB1nNN7Abw1MkWh2i4sdvhQAQPTYLr0vDCbnj+B47FwNSBy5uNmSYKbJeO7dKtzaqYlH6O25dzgLgL5fjoOq4/fw2XHnh4nTRFZRWlx5/TPKNvF0yTsQDmHTTPfQ8n31BzOk3zxrYBN4kNUwyuot+9jyVp+0inmaqZNOJgICJo04y2sWe2qXn4s+T5mTrh8PAQR0cdJ33BpcMLZl74rFbObgF2u8VWO8SW46bZ8hvQKTrNHoXpsQ8UsqGKvuzQPXAI8GsGMNG28vaJb0Ayf4kn04A5HCOTNATH252ZHe4bUT9dW4d6RKigLx0DgqnlODVpmCZgmuYYPS44tQJmugIJCQAx/4HtCxG4c1JsJQMuxE3Nz3E4qeWkEOaMZHYqeLyEd+3csECwuXwZl7c7XH/hOTxzsqDNDVMTbMQO3RmqOHCXeO9UOuan6WOgNQvYUh1lU9fZ5Rwg7lK59vTjuHT5oThjIjxFYFyEousOvXfslh2WZcFu2a2CfcyR2GwSTBvMbo83PgNuJgxfCUCyBO3c+AR3c1uGIyYnmTYTptnO+JD4L2x1RTWAhozi8PAA290J+rLgZFlw4IlZzd8g0GZLkGie6GWyrM+Aoi8Llt2CZeloTTDPGxweXsBu2WL2OjQBtDXo5O3hHhBfaTAWYBM7sis5iJiPxc5OnZtLlQLoHdLMHIN6FKGK75+woKSL04yLmxkveG5IazNNPSZwI/030J6YXBiweIVpcuCxvTO9D9/NmY7klR0GrooQhBUTLCnMArv//oMNLj/0ED75zDPY7szv0Jrg5GSH3fYIQ2CrE6rY6cBGbfXowjRhuwzbPKYdJ4Anx3Vgk4a5CTpQVpTOLucAcZeKsYhncPmBR5Ieu30KMfuwdwMFJiwZQzEfbDDPM+Y2ARHKrOkL8KQfPRKMmKkQKdT8OuZikDZDDmbThiXJA1c4FBqabhV8JLYTkBvMtsvOPORqS4A3l5Mwk0QE87SBtBF+ElL/qDvgnn4zl27evGHhxIVJzVNNp5YrHaNbViR4X4QGh09y4TmVEo6PgYF5M3lglPscVJxxKPpi4d1dFDd2C45HD3Ni6MDkQNrcbOu9o3VjG30MHBxsLPu0DssQVfwsjEDtgDMd7odB9DOZ3QsnJ76RCmi+bN1EMI2Oh8cWu7fch2eum89gQPD8C8+5HwvYjcWO6hPu/QF2XaHTjF3vmIZiUjNlpDVsZt9cpoq+MPHMuZPynpVrVx7HxUsPuh0PMIHPGB19WIZiTqxYg5/msNdV+94Bu8Dou/Xmp+H7GCKOYfb0aAKea8EdpWP04nCEzdaRjje4L4FBVt2jEAUWkUjnaWuChUczTPbeZSwp8OFnMB/D6Nwq3dK2bw19ahY56Nuzd7v0yGtkgrK2WUr5DNTKhC2CeWNaU/sILT9PE/riB9xY+CEwmx9it7N+OTwwun2yLF7vdMRiEhxeuA/LYunhGoAhggmIg3NUbFlR3Yk8NctwPW18abFnWjmr52xsxhO4KHw/C3Ljlu3RAG4o8OvXnsd8cOjAqhbmPU/oww7csWMAFYfckamI2JMLmxljNE8fIpgbbE71JQ7hafOM++aD287hc4C4i+X46Aauv/AMLt//iH0gE5gpWcROW1LdFaE0U0G1QdyT3eHmAoOOXOur27xtM5sG8sAhO3fSNBjUwrqHWm4BRiSqGgVVxSr8mUS4eeDOrnccbMzXraNHBGUfw7Wq5Y9gDocUaPvXIB4YxlBoYwFDxU7Oc8ff5CxkiDGQ2Q+bsQAiS/Nu2ZmHk4RWIh+BZbeECTDRLyFAmwWTWu6EBu4fEYgMM218CTPqWVYr+tKxPTnxjW6ZlYurUMvSsWmT19XiRRZnAIcHG7R5xtHNm5H05eDw0NjRskPgOVqA7raP2DnKXA/TNKO7k/XCPOHoZAtZNM6EFeSuWIZ2t8m2s+88DZ2Bt5uYnmpvEsE0yTrV/xnlHCDucnn26pO4ePlBiEwWULOZY/mP5sCymBC0JtA+0Mcu7G9VhTSb5DJNaLNEXAMAYybCqDvz6is0MyM702hBGdRo8zSHd54rAtybwTM97vNn75YF26Mlgp82IthcOHSfgjkmd8vOwQAWLh6MBp58BnGKmCrQmkUV0iEnIkCDBW15YivuPKRgSjgIFRME2gGZvS88W7UIcgOWwh20Hmq92VjbTo4tPsGjFyf3E61XApAZnfxRCn+2qgnusmA+PPAALQOz3kc4gYdaXx9cuIB53uDk6MgAhggBi6LdjWHsQMy8ab60ve3GNiLxS2t+VqdFVFqCGTdjzI613aoHM46Pt5lV3eeZWMdjNzraADYMiLtNOQeIu1yOj27gxgvP4v4HHrUP3HFsHvgZB/MGxzdvYrvdBoPowxN/zDNCHRPpY8XCTQWnpjxbcgz1rHEWbmuJSzuGCuZpwsGFQ0yeIyDNmwyM0vhbIiSbTkwTcFsFGcfH2O36itVMzVOmucDNGw/6kR4rC/A2OipAOlmPmSOA7bmIZouHC6tg4wsWfdd9lQQGokMxc4flQJ772RraZsJERgLbNdlaMx/IsoSAWd/b3o7J8s5B3R9B11FrAm2CsZjzd9cXTH2CHBxYANrUMJW4h4ODw2BPRzdvmCJwcBDYITmTMIOUszCxvJHduCamNkGFm8aMcc10dqpidpbBlHmzHzbSGjwGw871ZCyNjaP5Hm5sd3dtN+d5+RTKtStP4tKlh/IQnWkyWrssoeUFHtzTZly4cGhajEE/LlAWD5H7J8wr7wxiqK8emEDwXUdHNyNnTdsY9U0zhUXLfoQWtJ1nLQzfgg2ulEBNSHxVZZp8V6T/ZHBQawzf5nNN+w+38wWAbjLeIM2IBgW1n8QqBjNbmfO0Z7yCA6X4JimDIvETphZsj7feTw2X2Dfu852aLRtj9ABbUcV8cGArEjs/1wLA0gfQS1IeACfbLaZpxrSZATSIcAOdL033jmVZMjMWBE0sWQsfJItgN3aYPR/lMpgyz1jM5mCDaT40FqMae1/GYhmjmpubgIPCMuIIwmUMLL4StIwBdANymWwvx41dnvN5WjkHiFehnBzfwM0bz+HyA4/YhHZ7cNltffJQw7p9332rEOMY9P9n7+1idcuy66Ax11p7f9+5t25Vu23SdhwnjpB5MDwAipJIvOSFEBCS4QVFSMSCCPOQCJDyAnkJwi95gCAQKJKBiEQCokggYaFIlomQeAokAQRxgoiJY9lO211V3XXr3nO+79t7rTV5GGOutU+56t72T9xdXWe1bte93znn+9lnr7nmHHOMMZ2U2ANYSaCP0uZo22U5F4Uz9q1tPGVSwnI6k/ob3mXAuOGgMoMTuCjE6n2av06vSH0glUdZQ2OCW9B7KFQdngy11YFzmMXGYsqfC99n4CKhdjVLKCWjdz2Pd/TKk10vPd+3AkTXxkJrrOWVBRj0c8ooSllwu16x7Ru6hHIpkxKNrhrdOU8it4a8rHr/Feakc5dlwb5tBHD1Pq63K044A+ouBc/DXb6WPYKDDHFPK0rJ6sI4WmoDpA6nz1un+XE2YNt2nCxhWVeVU8I8strj4s0sknPvrVEaLtOcMVk+JTTwgFnUvvb8VGJ8W6yvf/D38eLdLyOXPCS5bQSHuIeZJvfa1Pacm8YS+RABSJol5Cg79LMkCann36uEO4ay0ozEBVZ5zKSk8kf4hX8iIBxapoe/j+wWAOmOCZYcsD5O+hBZ7VuFt+n1QI0HP2Pb02AtphSGNHz+VZiLIJGh14hT0p0alvG+pAGZ7luOWg/v1eeEqsvlgmiVJmE57o6cC5bVsW0bvJMFecrkcZRcsJxOw4mq7vsB92Emt2+30aLNh9ZoXE92SQx5WZAzS55k/F0ULwI+K7bWsBiFXbV3dAWJ25XuV2Up5M3s6p4IP/LOzKf1RlFXMnirtLgzakei/HPIPCfEc29YTwHit2hdL8wi3vvSb0P3hu12FcjHXntTq80BIfuFo99Fpon/9aBHe4htaEe2nu9GvdsbW6jmwHpexeKbXgxQGzMpWI3Uf6TZEEqnNDl+UmUORDkwB8pakDKZkkypO1IiacmMTMVa+R5dIFkKPkZK8NrotuT1UEY5vMz24FEXEmzBZFRORrcjqN9cBosBtcHHcLJLIxDrDSFk6AFaZg3FbZ3DctfzSdmAY7teKXNXxhXDchwY8ncTmBpZYXRe3IEif4jh1aHXp/ekY1kabrcb9rqjJMMJGVW0+pwMt+2Gfd/kyIVxWASnoyNoNony9lax1cYggUT7/szDxo2ZUnoLV+opQPwWrg++9kt4/uK7cLtdqbxLiTz81pCyEGrvKGmd+gZggI5dqT7LDYF764pad7S6E1gTPdsALKfTBABjxDfAGBGOVpjiprih2bKcUmHzhCW8Np3yZfbw+d73VtGJG6K1zvJBdXGOFNYw7OSj4xJtWvyqTSssD2QqwqY7UjcboztgJAkBmoZlGLskNmV0UwbIe1iu5wgQ9FwWWEqo+44HgYqrn3hd5MVQ1hPcO66XCwa9zPm+8qNMzsdnJffVZCunnwkpuwFm0SNhaeSe2QmBY7GMho6qINGc+IIlAo2+z+ta3bHEdS8Luhk2d9xaxZoKsiW05jDR38fv+w3rKUD8Fq7Lwyt8+P5XcX7+LngyNrUWDW3vo+fduyK90WBlr3We7s6pSswMjEQe7+gVQLbR2lpOp0MQADsQsWEcBwfpTiv8g+lJitkLA+9gz97A7AQGJGd6PAYB5TyCStP31L3ShyEcpqIrolZldE56m7hIBBaYj1Zn3XmdljINgd2dxidD2q5gB8CizSoxFjBww7nclfnUMV6v+rwmxfjvum9YTieWBmNTMWthxzmG4/Zxsh87TCHjZuaUB+YSmE54dYxyJUYoJAatrXcsyYblXE4JyAllKTwYWoOpqwOoZAPQO6nj6+lE3KU3nIyZXasNy+mMVAp6fwIpv63WR9/4FXz3+Tk3IXgTVdWtxeK0bDr0NAq+d/C7E/J5HQanAIG3vFPkVDoFO3ldB626+8F78nBiBGIf3wN1D9JSRj9+BJcOBKHL1Ub15Aw6nRnG+blQ9t6x2qpOhGTr8MGm7D4znKyOi3fHtt2w73yN4/zIIFMBQFWgYZs4z2CngMfgEgFnJhTZDMimGDSfu3dH3XZkiMEqiflt2xAzOPe9opQCt0SthcDi07rylPaOfr0iRgccX2EoQTudolja+cBbpkWcj/+OOSp9AoubdxQYinCJtVDrcipnbNtGTMQdyRlImjCLYobz+Q41ZdROglZO7EbttxuKguSb1lOA+C1e++2Cy8PHePb8SyBRhmYm5ryBTTdRDX6BO8GyLEOU9NgG3izhdDrj6hfU1rEeWpy7wLRSprV+aCPGRHL3YXBiQsgH2cof/zGBfT2T49Ci3dY7tm0bgN2yLoCzu5GSASk8J5gRTdUjhklra2R7wtlODAJP6zHlC2qnOpZCoZnL84DvVx0ASwDH2vDE7xRcZTlkjdoF8pwIBWvKM3vbdwAYAby3jg4RlsoiY5okzCEpxSfOEuURMA1tQ6+iq0+AWp2iCAw5JXT9MINnDMBJ9KBsDYuep9UWstIZ8CWyM4nW+DXHdr2hD89tHxZ9JRn2222qiz9jPQWIb8F6+OgDPLt7F12/5Iw02mMlbhIWyNy0S4FD7kl9ltS9N0q2c8K6rrhdr0TRDUi56ITcUHswOI8bnqrJlJg1ABgchkcpu07nFCe1hdBIH0aZzna9IQJA2NsYLpVTAAAgAElEQVRHSRSMiyw0PWUb5U7U7AY+d3Kd9gYGTaOu4jhotsNZdvk8tYccXhsy6T0uZWXGcbDR49u2RxTw7lJguo9hOuOE7w15WcaGjRV+nE2AsCNwjXFpGI8EDEJZQ5WvRkxeW1b5ZbbG9qws9ZoYtnF9dncsicxL7I0TwwUmJ+k0IJp5Nrp4AwkmBuzmDUkGOSUlrDljF8j9WespQHwL1r5dcH//EuXuBdPFlIAOVAFQS6bXQlkWoe8xH9LgzslRba/oDtydT7CeZJuuTEC+kuWuYCsJt9sN220jAGaRvhrJPTrZugfyd0jBhXJny6gSmCXV9q1P7kZsMrdwfIJae9yYLseqemBQwghosmWLsZviOcPE1jTN1nwGAhfTdPBHPDwcaE6bUhI4y90627bHbIUZxDSaAdWXmmXJ90c9Ru+ulmBgGvPkpvoyYx8RUxHCMX5nJZeJX+i9WKT34pIAxJYYEGbpEWB0ykm2ghprEKSxwLCMr5116JAHavA2DYsIpjLbat2xmGMpTyXGt+W6//hDvHt6jtYTcvYhWNpaRU4r62epKR08NTl8lkrCYVfmGMw6ALASyk35LqaM03rCvm80T9Xr5GUBTMNsDh0TAHBIBSlANOWEeuXzR9BwTSQHKIpCKL07CABCm8cDIIztMg5YvlKntDqyDbP5HQbDSb4YTVyJOkqVoCUTxwgPhwiqPSZyg14RBFGB/fJARSUAS4u8QJ3XsjsMNHAJDGdMRWttlHfh+2AEVeCalgVINyNgJBAJmvRUtVklWlNXyIQ/wdLIWOJ3HIxHiFKezOgDIXyiGGXsbZSDhtwTsjQnkQVWOBIiO1SpY47NaVv4pvUUIL5Fq20X7Ns9LL0rKi+dkVs3bG3n5kpztF3VzZN0YnSQ2dcdoywYNfMQevXRHoxTNsnWPk6nOFkMGJ4UKRIJ+SjUrY4aG4Baiabkw8cQoMUyqjZGlxOWD/4Flwu5p1mK/B77Y2ByYKrdcfWKZBRw1dZH7R9kJ37Wzk6HUW9ipmE1ChEESTt6r2wHg+895+BrcDNNundD36ZK1R3w6w22V+Qwr1HWQRduPoeBGdze6PgdE8TCFQwu+riBwHNKsEJlRdUkcW8ClZNpUE+FVwaHXCiwqx7aCr5GAlAd8tPo9JWQ05YbNC6xwFpgHmERoKzuDespQHwL1/XjD3F69oJJqfH0yqo/Weq60nVqH4qcgZCSJj5PPMEAZRUQANlHnRsDYfO6kJzkjmGOpn0ZKHwORrWCUwCRR5u1YCZagHpqVwyvy9k0GRssZwF2OcGyDfA0WSLA2WYbdzhzEniBo3EqFEDymB+yGQAFTLHp7ah0umuLBnbhDIC5lBFwbGQucT2U+pshL+sjF+/aaQyb8jqyhDFYx2PaFvU1WdcvLq73hlFH6dqkXHjNDkBv4B+hf+EvH1jXFUtkRt3H+MDmMWawCwtiwEq9IxcGQU8Gc6MHROa90EIfooPhTespQHwLV71dsF1ew569q3ueeHPJaZx+9MPGqNt7B9ZSZMc+N8BiCZbFOQDdlEeHQi28kbqb0XHq0GJD6zJhAWSRLM6CmJ4yTx0TrBq0WwUeGNBNJURWCi0fShO5ifuFw2Wad2z7NlqY4RWRkVBVJyc5NAOSYpcMd5O8OiujAMsl/R18CXI11GqdkveEBHZ4SNUmmGpGlWZKGbbIBNj5mUouqI1t5N59TAiLzAtmHMBsNnAQA3C5XhQ4oOywDAaoJZMHZ0VMIQs6fQR9c752WhYa20ICOAM8JXZvEFkgAd0YkdCVKQy7Q0iJ2gErhV0tAPu+4W0R4ilAfIvX9eMPsT57ISdkQ0mU+27yXkzAOK0dQFnyvDmh08uJPVDfJHWoQ94AiwxmmSGMTdMIOno7WNXJSDa6GOvpjPPdHW7XK67XB57uynC6O7JwgIFfjM3O18glwzwNB6kkUxZLSS5IhlwySs64XK+4Xa4DvHMn/2Fd1hGYklEGHTTlrHZO4C/8r0RhTj3o0cMysAaYgkGUBgE+KoBBZUNS0M35hFbitHWMwR2Q0lTXoNYd+76R9wBjRwGzxbtENyrk3U00d5UsMcIgFKaBg+z7bR4GXRPLwCyugl4SXSrSbIa9VaRdOJNSFpK1+AlqDAiOa/KG9RQgvsVrvz5gv7zGevcCxAoM4VhvwhqyTk0T6h1pLUfJ+bSo6woOstMf2owhG3dUDWxtjaYmaKqVUxpOUiklrKczSinzZoYcm0DDU+azgJWBl4/3Vfc2MgC+x0QDWW30bg6vzJa8B3tUAc84y6J21uT9dpMy09CU+Xi8/jFAeBC/TDiLyi1olJ3PYGZhKAMqUPllBsXYzPH9jzwzcnqEbcTjvTv2fcO+bQOroaHuNLGBT+aoCZy1XJQVhuSfoHAuZXRe+ic6GrGhc8rjfmnqslRrwqroIfpsWeCgkzXNjm20T0PfYm8hQjwFiG+DdfnoAyzn52igcas7sOYC12g8M0PbK9CbHKq52QtA9NvkfuRsK5ZlYUbS+rjxj2y9yDDcga5TlP6GvEHLsoxTnBvYsK4rtm1DU9YA9znsxwCovz54EuqMhNjLUpLfhY0+v6WEZT2h9441ZSzrit7JK/BW2eTU3Ij4DOQb+GGTGsId2k0tQTlimU/T3PDGxAG6hDadd8j8FiNBcHlYLMJ6emvYdxr3Fmk2IuDSgFiSeOKLs1TQ27SD5sGMuozWGluc7igpIy1ZF+4QHA6ktSTg+O50hhldufsoNZRh2QxAdd+RlmWAtIAPqbo5FHR/gxmEmf05AP88gK+5+z+mx/49AP86gPf1bX/S3f+yvvbvAvijYJX6b7r7T+nxPwTgPwYr1//C3f/02177i7L22wNu96+wPnsXt1pRUsYpZxq8iOVn5zOulwuulwf5Dzo8he2cDwQ97N/7gQAT9nNhkQ93bjqzUZLklFFE0bYoVUJQlZLckGi1FrZs3YHcyX0IW/q672OUIH0Y++AajBF6djyDoaEy3Ohojm1jFyBHt6D30eVI8rwI2TiiR2JGkpVzQtgghOnzwyd7lKDwATNIVLZyMUMp0pYQP8gwcRRu2w3X2w058drU2uYsDvPBnqR1nDFwmngjkS0hWqiJQ5uFKcXsjg6Xl2gI21giLOsiAV5GzglLpTu4V3YjCoyDk9US3uqONRlq9VFKLikhO+RSdVTAfvr6ZjKI/wrAfwrgL3zi8f/I3f+D4wNm9sMA/jCAfxTAbwfwP5nZP6Iv/2cA/mkAvwjgr5nZT7r73/omXv8Lsa6vvo7TsxfonWDfXivWnLDXWZu2RqNUQIi9Us6cM6zE0Fc8Ai/Hn0PWkAR6BVeirKfZ8sNsC8KBvscgn45lWVDgqHuN1jysO3Iqcl/OqEvFNV3R9iaEnjd9WYqyH5rS7rWCk7PacMOOkiRs7shnqOSIHFsj3tHl7GrAyCBa3VFbVTmWR9pu6m7kssjkVb4UAIIo5hBCa5OIFIEkzGFSzljXE1wlBRpnbqiJQy9Jfd54HQBUYIJ+D+tpVfmiXCZzC072Kh8P160EumGXdRWTk+zSoJefzmdsN8rAqwdlm12Z5DayFGJSGbuH/JzSdP+N8iDc/X8xsx982/dp/QiAv+juNwA/Z2Y/C+D36ms/6+5/l78T+4v63qcAoVVvD6i3e5zv3p3EoVZRxRtAdw2btVHruzvdkA7S3aizBy25d25M3SCDkdcbUsoop0mqGT+r0mTcXJicgabNm5wAWetAUYrewBN+WTgprG/7pPL2jtY0z8E2jIGzkXqr8wD9x5LR/QhK+UFwL4hbQRAxy5pOztN9rxVryViX8yQ/CUsIEpap7mepNCdxOTDMZgHhC2ohT5IUy4hSFtS6jTIKqu/DjyEpAOzBnEzsgAzjXA8RmiF467FVY2ZqyWR1mqaREXhl6US7fB/XKplRi+EcuFxbJUmtddzlBbsT82mNStWYPn5odHzq+o1gEH/czP4IgL8O4E+4+zcAfD+Av3r4nl/UYwDwC594/Pd92pOa2Y8B+LHfwPv63K7Lyw/x4vmXcG0da0rYK1tVUXdz/rYYh0mnpGpWAEqvp1Uc++g0SEiFDshNxqmlFKRcENqCwBUMEkj1OqXZxpPSHMxglsLp2dApXxs8p5FGV9XFzYOww9ZcTpNenQvvzKKNF7hBb+0wjwPiWvggI7UWlG/+vZQCBx2Z1mXla0eqrlOS8dHVChSTkZX62NwBfAqxYRl0UGf2kNX38ATltVpkGuvqOMEoDHPQtUmxB707elKwgB5zh0nEEbyKwCRyKeREwGGtyf+CQYeWfA2tV+pvxCEx0IMSW2UQgGN3B2pFZyrF4Kg3kHIEqM9ev94A8WcB/Liu3Y8D+A8B/Gu/zud6tNz9JwD8BACYvQVB+Q5b++0Bqe/IqXDoLAy5R2fOlF6zXVbVXw+STwSFKcRiyhwK0K7NmwVihrU9IqCAuEOX2ErHs1JvUsGXdUWS7VpuVXb9ZDiW1sPOiCdaNvQ6req9NuEBOqF1s+clygf1/kuZ3hRQS7JIr2B26ATQTCY2FATuGibpC2CG0jXqPuzoLCWc1hONXFzvWSnMcHnuGpAs7CYYk6H+jOcrgTsAw8IOKRNoBQCQ1gxlf4CqGn1mRSbIxorGw+kT80SD+egxFpDZ4r5vw7g4MqPAXbq57iHMcsUxMg1XB+NIsf+09esKEO7+K/F3M/vPAfyP+ucvAfiBw7f+Dj2GNzz+tLTcHR+8/0v4nq/8Ltyc+y1adOQAADkZSu9MXUfLc3o8wIHibI/aIsCyd1j3ka4CCi4HrGK20uK2Zm1Ows4iL8XMDTe6I1xd7VKkGcTMEqzMjd91g1uOYTH83lb30RY1uVvHSUxHK5PlfBCm+uCFAIa05NG27LK16spqTJ6S8fl67/KFkAIzh6/GZFsCPjCX+IwpZ6ynk1iOGrXX2hj4G/hJyvTSPDqPCwRBQRKhStdC5ZO7SyMD5KWMUqaL8Th8IpRV0Gl7HxhNlBiu33MCYFniLc7+i1dCQ5wE8anxD0bubWbf5+5f1T//RQB/U3//SQD/jZn9GRCk/CEA/5su0w+Z2e8GA8MfBvAv/3pe+zt9Xe5fYb+8xrN33gOcLkL9UCvWBjxfElYzfBQnSyDdcYICsjWfxBtblqGZCHQ+hu/2FvyJKYF26T5Y87P91tpMmXNeVMFM78WMoq/F1G2WBZEt+DgBJ78AMORlKiFDQj3GBsb/B7t0BCbWIOzCNDEj+Z67Tthc8uAAOAAIDzHwdKayUUExTFwUbFPOGszLLKP1jnrbGYRcWV0qOvGne3Rcz/Da8Ex2aDa6QNmAgW0AlbbYeF8YwSyk5vx9WVLW0hv5J5FVKiNAlDjisKSSsd1u2LbbuGam7hPM1dp1Tf/+7PXNtDn/WwB/AMD3mNkvAvhTAP6Amf3jvDPx9wD8GwDg7j9jZn8JBB8rgD/m7k3P88cB/BTY5vxz7v4zb3vtL+JyOD78xtfw5dNzPFtXnHLBXqkFKIk3Q1tPqNsNxTt2pacpbryRgvJGTnKIbnVHUH5TztpYUfPy+3jjTNv4lPI4mQJIi5v1dFrg3rHr1G6to7g9EoK5HG7Dds19NA04WXy0O/OYwJ08kRC176PFChzLp1lWTeWnoZQEWIG1DDRO+SowZSULlmVl4OldU8A6Wt2ksRDolww5LSOT8d41H4SYQyhUkWyAtbA5+CbaqF0YhSok8lNKkbTdBmQUnZkRsHuAw3rN7oOcVVsdrWsTl6QrC0yK2mZTzXq7XEiK67OtG4uelsQi8uHxT1v2thrkW7m+aBjEcb33234nvvze9+AuFdx6w7WxtVjGxCcf7TN39sE7MDoRyRLykuEOsSYBJJOeAePUNfkHELcQ9dcULJz19aBqx/P3MFkhvTh69efTinxex03PpZQDfI3wJgBUjegEj03i3rFv9Fpc8/qolBlu0CojuCns8c1vFEC13h7f/D5bkj6/mVZ9C/UJU9gVLWAXEcxgSPMEho95JqUsj/0bVO/r6dl2hOO0rDidzuNzD4amHMs5to8BrFViQMEGjUyCk8vi2gU2ZEiFVvicu0lWbQCn3VmmpqyxflFeROAywy//3b/5N9z993zaffjEpPw2XfcvP8Byegfb8g4qXmC1j1F7HR2NrUWffrblRuszvB7d4Z3cCcuZI/hamNNCoCKDBborY1AmopsSKWn4KwC4ZllSK8AhsJkdDef07Ti1+e3CIHBsM842XrxnAIMNyGle/HqtdWANUUYR9bfBUOTDEy8wJ8Ow9Yq0LLBMSXzKhuQxUSsMeACEwjG4DhJNZbFYo+VA8E8qVr341sme5M9gqjA1FSwZO1DZOER52zc6gKkzxI/sA6fMOQ+XMT7ElnO2BM4dDDYpmZdWmF04eFg0o29n7rwODSR55ZI5jkCxOn71gNHm7g3rKUB8m656e8B2e41lOePZs4J6O6PgAbV3LClhiRaVGSClYGuV4Fy4FHk4TM3Jzuzj21BsulSQcbKynemjvq2I+lw3fUyMrhVLKThJ83G5XOibWDuKyD+B3Ds+IepS5yCAvPAnmHU8v8kOqtZkGUe9R9i1zZ3Ov7TeR7nSHYCcw3uDOhvBsJTcfEmjpBjPFVjeAG21iWxmPClxGLAPUhcGDtDdkEOxCUd2Ojdstxui1TiMe5L8LeUalQH0pM5LreSfZClQVUqW0zoA0aBjLeuKxckFaU2ENNdwIl2P6ErxzklIp4UEtjespwDxbbyuH3+I87N3cX+5ouTnSHgQ/daYFQBK8yvOd2eYnfDq9cfotVHzEF6OleWDqy4GmDUkSOuAzkE7GgRDOXJ8H3cMOwd8zZB+W+IouNRkbNMddd9R1jyBQWB0B44EruhJegQEpec4HGjWfQi1uruEWvyviUkaoqbxUt7l58rSoIp9mnIBspD+ZCiZQiYoI5s6DyjzmV0Cvhkf3Zd4vZIzIFVo7x23jfZ0qkL4fUZCWfbAHxjkmrPcaUmS8yQBlgKVg7gFnPaCyYClLDC5Z8Uw3ijn0hJGOQsuD/dDrRkdLdn3EMh2oGXnZLa3FPFPAeLbeG3Xe1wePsZyTsi4YatNBq4AekfJGeeScb/vuNw/IMW8R3SY5+H3oDubT6qfBUBX6MNkaXfIkwCDQcibMI2Tr7WGLLUoDBzwYgmlcGZllXBJCcoULcVrH9c4oT0c6QYJydUedBGlgrcxk5B5usdGgSkodoKerTcsuUj2zJ9ayjLKhU8OjemOkfHMV1FfSLSMYH7yWjzmSQxwNvAaaVkQpR9bH2OosePQNRJe4H12VviRksqEMlrEvffhkwHHKOnIY2kDO8ppsitjSluDw/Wa27ZhaU+OUp/rdfn4A6x378A7cHc6wcyw7RsSgK2xf55A6mzbdyyWsKGhe0NqajGGe7Nu3pBxufrmCYCVMtJ8uPwkbBymhw4CA8u+k+2YjZ4T67oO9L3tFZY0DzSyhsPGC3pynM9mYSz7+LP7MYB4dFH4/UmB0hQY4vt7OxCb3FlCjNT6MHNC1dnwaHwEhk5shJ0d18/beE8txG+HFmIO5W1todgfw3iCvRm0+TGZXF0K+nZkBdVD6QUbhrdMuvRZBu7EbITPTY6Gd2FBS4HBR/cmp4wkHUdydjH29jQ453O96vUB+/U11ne+xFOrE+F2sN9/k9App4SdzW0sKaMhAoDR/xA8Pfr4aeCUqOPoOoFjSleyAAFtcANySlQ8iqW47RtSMuT1TBqxOhQOqMwoOKYNU4z0mPEXKXxwMMgYreiQXgT50BIdRnn8mehkHLAJM246ThvjJsxJtmw6fUkS8/ipz7z2x4yAG7cNgNchHGItWMpKLgRcLtg9QIy5oVkIDJGYO5P+mI6+b9t0Iw+zGP4GGBztEMgsNCI28I8w0I3ByQ7OAi05AYsyuVD1dnaehsfIG9ZTgPgcrOvLD3F3fhfV6UN4BMr23rHmLHCL1OMC8vVv2zbQ6jCTBagfKCLYsH2pIT09huMi0gaYNoKDI9ta6BDMcDqdRRLizZozZ0q21omDLLSIGwHBWa1EF0IxSO/Qxl41M+zbjYEvF2kGgBgk5IdTO1LyaLXCME1QVBKZtCGMV8dsZnZDGGsecy2C6hxZAuXhRZ6gGaVIyyLXqmFOG0tZSjFO2M6FFnIx+LdHS9N9XIy9Nex7Ff/DcTqtkKPNvFgKhBHi+H8kl6VEklprHXnfsS53AORJGbqXnMZk+WwZb1pPAeJzsLbrPfrtHs+/5yv4+HJFb0zvk1LX2ujREKYktTes1bEa6dlx2yYQWHPLaN45gAU41Lth2OYDH4hMBT7VolnTuwAc6vhp4tKdrlLrUoC5NXUIeuxRYJyA9mhzcqPxe3trcMm9J/15dizmUgnhGCDk1m6jNOE6tGCBx21XZRW9a1amuB4lF6SiwPCoJWjqFjBrg94VJ4JFO8Q0MlGS+jLt9y1leM/Tb1J2f3ulo/l6OuF6uWDbdqynNLtAAiWZLYW/hg8swpxB1X3H3jrybYct5QC6snOCzH/vdX/jvfcUID4n6+OX7+P7f/CHsHXH6wvdlpo7KbOJp8mSGCy6A1VYA8E4fu1cCi57o9R3QO0BRNrITKJzERti1PMpDQNch0hSnRZy5pinIchhWPsqMxjAkRADa8dRD73/gQGMYuHwyQMIPOAZPr8GxIbp49/dk6z48uCIpAM5K1ihRys+qEwaIwnB6ehlgJoIQckoZw5Jy7h2UQICM544wGlaktjHwBxTwAqKtYMO1mbTKj+mo2V5i/J5bYjRjupQljDMCpdlRW0V275j8Q6oTIvrO8f+PYGU3xHrdnmNn/+5/xfvvftlZDNZvwkcAwfUPMuG2gw376iY7cMlGU45Y6tdFnMQaxKDiRgpddyokfKPDSYxUsqUSbfWxyDbmEpuYL1fO92s616RT2UEhWBB4rC5AIygEjV2OFB1BMA2kf5o7U5nqSRH7GV8lshOUm9DCt1lCRfBj88DjAYINIck0w+Sz53HBopAFteHjymYpYmPxMbVxxkck+7y5jTOGZkcCGYTEWY6GnJekHPB3V1GXxtutyvqto/OEV876NzpIEOn87cJsCw5o6Fh2ytK6zQVKnnQwUeL+Q3rKUB8jtb9y/fx4sWXkC3RWyDQdaOHw0MHdg3MjVZXzLW8DW8JglmmrIGnURtAWliXHJOI6BqkZFJzUuqcjVOciu4yDqSdm73vldmGzXR+nsCfOLl8ysD74RQPtB9ibYbbcwo5NALIi6cJspUPynU4Sy1lQVrzsJ0HpEFBpOvMKuLJorMyDHUQjn0H5iZMegcGWHOHDKYHAJulBo3BRZ/8zKHdCFgSiOvOFicMeLi/x75tNCM2Ur636w0J4HyMlNkJyXlgGwZHKgWtENtIW0NqmR6mndneo/fzKespQHyO1na9x+tXL/HOiy8RFFPt2ZrjXMIyzkdWYTDUHlLxjtSjz48BgtUWFGMbZJpI9y3J/0CkhqrZEG5OCXiw/1LWadTRNGsCIBZiexVYiVErByrxiODEN4/jkZZgOK0nzqzIeSg1g7rNH3TV1zEmYE7HqgdDWJYL094t+aFUMMw5nxPf1PsKoHIGhlElRXqfkrwmNczX2UnImLTs1hqQ/PA59TqR0R26NL1P0DelhJM6RbfrZbhSpcQ5pN4dxWgqHC3pnBPW00pNSxXgWQqH7dQqZzJmLnFNPms9BYjP2Xr10dfw7Pm74wYGAMsZp+fPcb2/R2uOtcjiHKyJXZZkvVM2bp8YvgsznYzCJMRRCPygq2SI0z/FyYYJKgLc/2tZAXE13AG0jl3u1+PkP5Q/x65EymylppSwb/ugewd78ThByh2DNh5yc3eapIRKNUWnpXD2ZTvIyKGcaXQQdOT7ASOZZKxDeaEXp1CVjuJwjv5jkOrqpGCiKSoBkqLDgG0NgzJuHs1nlhnWDW3fUXPCuqx48c4LnE4rPn75kt2HnFBygS12eJ1Z08QQ57pvqDtLmpQSGmiEE8HL+xMG8R219ts9Lvcvcff8PRjoCfLei3fx27/3e/HzP/f/4VT0C0+R+krNZ4ZuB58Cn3LprjYnPNSH4f0y2YZJLEDTacmsnzdj69Gqkwu1uBRLzsjriROnDwHBetfULABu2LYbWqtItWPB9EuMTCQCCIMC27JBvw5PyaOlfwJwKots9kxszz7wBm5MXSJAeIhwEQ/dyOR1DOzCI/NRZ8gnIOmfCHZA7FUGwwQZtsiti8rUAIDr+AzdZ3blxizkYtR90GWqiyBnagMnkdz4c0Ws0fCtXJcTzBL2fYfJ/6EbxuukR0fNr15PAeJzuF69fB93z99FBk+Ej15+hPtXH0sOLp5+LkhrRrtehBfYaInCMFyXuzoJZGOKUaxafNCtRyrKGzIs9HslSFmWBbks9FrYdxgcp3WlluCAvMey8E5ofVjPt3DArm2WTnCkIAQJUAuatGNuqFCeGmhDx2nfmSWOQ4rQ2JQKLBZjBA/B0g8txMAy1MHhWxLZzNXNiAQMGM8ThLAk8lp3ukv3vTJ4KvAWJJUifrCsDTl7BDVoDGBnEPXpQRFkqbZ3FAfSkpUpBM7h47ofR+25bO1Mc1GfMIjvwLVd73G5f4Xz83d58yltdKX+1h17q9i3GwJwtM4jM04h0wZ5NJgXGMDZSPuTmH3a363Jrg10lSpLIRNw30jxFZAIEahcnY5A+MP30oWyQ738lEzaBkfY1DnY4oOBw3sNoyywaEMoY8g5Yzmt6gjwZ4uVON/HZu4DT5i7O7o4ExdxDsLpriQn8fQ/iLuggDXap8HMNKDYnGI1W5BRKo2cg6/vnLdZyop1PcmXouP+/jXJTO5YSuguNHDIwSmuqihaq3TxWmgsswy3bIygGqSzBo0ZaB09Z/gTD+I7c71++T7u3nkX2QzdQ33ZUdus1yNttWSoDmRXWq02aU42qNfDB0I1eGgHcrhhqxuAzlR5KZzYtG2bnI8My3rSaYZecGoAACAASURBVI3JJ4hTuneRkPiKS84kCxkxjZQ47LfDseSCVGJzsx6Y1nXKRjQNrPdGd+4x8Mdnd4MPDADzUQt3PPWswaMTMbIGS7o+fQTPKcSiP+ixLCiiUY/Bfu44rSeODjBDTxS51W2Xh4bDErM+9IZ9v8FA78l1PePS7gEnISwmtwMxpjAAVQHC+87rL++HOV5whCKSvjThjEzO9iiz+7T1FCA+p+t2vcf14TXK+bmcipmKN/kyLilRtRlCn5ArpyjEeQNT8QdEcCgh01aN7L2Tpi09hifRdpV+Z+MYOT8oDYfIyiP4qMugOr5EcHAZxCj4rEvBsi6cA5HC7TodNjafxzQWD5iTwXr3Mf4upN6POhPRfcABhxilhQ88A00BzWa78YifDOGVBZOSdT1boC6TYV7PIEDFarXiYd8H6BpZ1Q7qZ/pe8bDXwZ2In22SqA+9Chwt3MAQv0sMQpWbodcdWYEzWRrPmcXtzGpXt7eItd6s1Hha38bL8fqjr9ENOchBPk/OkTbrHkpglmFuYzpX8xARHZySBtAo85VWMfQYZqOllwBJqVca1nR2M8jxryRijSPMB6mo5MR5Ho7D1CdqDsrpJCfq8HrgZK2u084jp1YgqnUf8vIANUluwpRNA3MzxobzPsqfXjUBrDa0yuE/kCozSo5BLOq6DnrvBnCWKggoFukaulCFJYxeRmCZ4GAZF2eyIiFQs/WObd8ZzPWl5hEi5/zRHLmKzZ+t20bgFhTfHbOIIe4CD4pcMlbZ4H3WesogPsfrenmN2+UV1vM7WGS6CugmdOB5zmjueEgh3zZU7zinjGwsO/beZHxiKH5oGRqzi2RZbL2o98PiXea34JCdKaSS8jMVtB5DbHzgE8fMAU4Jcl7yLBFgnEnhHUPUFXW+QMYxCxOz+xAbxMJYQif40FlEXeAAeh9TsAcomZJKnnniR8kxrfZtZEi03SNgm1NGTtS3hP9nF/iYje3S2vvoJlXvWC1RLMe3LsVsVkAh2Bqt1hRhPLIhYAxUwtj0M4C0vaKsq343jpRCXu8jIxpckkOG82nrKUB8rpfj9Ucf4MtfeQeWhFY7yL/P3NTvZsNWgYqwQ6NEPGmIa1VQsM6TlU/L4MA5XgI19RgSBUetO5o8FpuH4QzNcmEJrc+J15GWu6VhaW8G2p2NjAVKeTcsS9HwmNk+bL0DvckbYXz8mY5rp42ewKHbQdyCFcSw6Y8TWSxR4FBOYIJ77tzYoY8AgLUsSCVrpigp2d043yIAyUfCtYH30C90bw3VWZpsfbxxLMuK7C4H6z5ejzGvc7KaJqE5qLVJI1M0taf5Om3fxzDmyOAsp5GtRCdnIhSfvp4CxOd83S6vcbm+xosXXw5oDAYMBN1SwYvzio+uF1JyYVhSwSZ7uSLtRNJU6AQDcpBviBkk0DfAdXPG+DzvCTX8DkdtDhGSfGALdM5Oo1zhlG/xJwSUeZzOvaN74xQvk2xZmASgA++QbvdwjZntgXjniCyCAU4Aa5RhaT4nECWJ/n4oKUpilhQ2e5ywvQLCc8aAG+ERe29YQFdwTtoqSA3ojZlVzhl5WYY3g4VRjrMk8FF6YACNRRR31ojHT6fCQVEy5VBy0obQto1uWnHt6gRbI5Dh8Hqftp4wiM/9clw//lBtLFqtmZFi3c3wjUZA6i4lFEt4vixIoPPz3pvKCIm/opjVTZPMhiM2FBxyoYFLIOEsH5oyBBv8iegmFNGFhyI0Z1KIdVNXjcUrOR+mVyfUbQeUak8sA6OU6eIQMAEJ+37EYcxN0AFvDRYdFEtIha3ZdGiH+mBo+hA+GTQGEAwWJaZrlQJvLpv6x9Ov6mA0iNHp7BwsyzJauYH6DDt9YR3hsQlggMOn9YQX77zA3bN3sK7nYUk3v0vlFhwQ7yyIbDkzePe9AiMo27HxMTCjN62nDOI7YF0fXuH1q2/gxYsv4VYrlpSx5PBQaLi0jq07lmWh0KvdlHJSxLNoY8bKuoF5qvN4IyIeAF2d3gxO2q7btGMzhwbszlM+GTSF2xDzG/JpQb+RRVn3itPdHa69Y8ncmPu+s6sxAFSCrKNsGDmTH4BQdSecZREc6JaAbHO40Oja9MPf55+ssiEYosu6KqjYdA+PIKVgmM1gHpkRfedDjRrBzH1iEkFg8k79SskJUFlIkhRnsPL69ejvSm8SSZPAV0RQcdR9U6eooBkHG9luSNrp9PdUaVXyE9X6i7Ec9x/9Ck7nO85LSBw/3xqdq1/Viu9aFpyS4b7uaCDCbikRS+gxXUrdDzN02BD6rOtZafdkLQ6wjoqu+VZsUq1NmUlKGHV+7x3ZMlw6gUXmM7XuKPuOXAr2fcf57g7VKo1Vl+UANiCoi4cuxbTN995hvbN1q00QP3Kst4foCoE3QHNINWdCAa6sC3KhWcxo4VqCZpGrKxEgYswqSUg2mCWSptuBgMZgF54MJSW1ozGwnHVdiafqlN/rjnDuOlxsTGdPjDZzBM9lWVBrxV4rVhh6MkrwZYKLaPO+YT2VGN8h63a5x+36Gg5Kv6ljSthitB4Ift16h8n3MO5VkiyJ4pNERRv8sqxY1tNo83U5RYdzcpZHRGAKBgiz4PPFePsgT6EzE1nOdzid77AsK1prePHiBdb1xGBQCixnbLcNp9MJ5/MZ+7aT/GORARzal97He/NWSeOGwVQKAUGDmN2UowN1PGdgI03PV3LCej5xLIAHX2OCuGMS1iEriKCYkjw6MH0s+PHFOMVhOO/AbmZ72UAGaxjwxnTwR6AswAzJgGi8xF5no6bh2fkZ7p49B3LC3iqsO9bTyt+h+A9H7cinracM4jtmsaPxpa88R0l0fC6abZkd+HptGtRq7GLIGOXZQg+B696QlSXADKfTCcDRWCQyCG6snDKBy2iz+Uzt6XbFFD8VBQ8HlvWEvCzSACSUcod933F9eMC6rti2G/bbhtNpxeVywfVyJYKfqA5dPFyVfMyldDj9LQKszGmCj9pAj8lSLrKYcQPWNvALl4isLCeEVWP3g+rVMYJRXJclZf0svydbGqS1Doe3NkcOKGtA74/AyK02LGAbt6nDFHMDOPKPKhAAU0AGiJvC7kx0cEMSX3tH3TZUb1hLoddl23EqGevCa70govpnr7dmEGb2A2b2P5vZ3zKznzGzf0uPf9nMftrM/o7++1163MzsPzGznzWz/8vM/snDc/2ovv/vmNmPvu21n9avbW2Xe2zX1yP17qA689m64MVpRQdNbuHAGR3v5oy7lPD87tkA55aSNQB2UqMHtgBiCSUzOET3ovfOjeCkCDUBklnDas2Bsq5IGiwbqXXvHctScLvdsF2vMADbvmHfNpYdbR9p/yI/g640fowGbOoEGABN/ToqI7ucr0IMBiMxqdWmgDDdtEqhniMVskmjJIivB2ErrkkIv9jOBaDNCcyTmYGMbc4iunitTYFoxbqubEuGZmVkNbF47cMK/wjCmly1purUNXODGc1tu+paZtzd3dFk5naD0kvs+wa8ZS7GN1NiVAB/wt1/GMDvB/DHzOyHAfw7AP6Ku/8QgL+ifwPAPwvgh/TnxwD8WYABBZwM/vsA/F4AfyqCytP6zVqO+5cfyoIeg47MzciMAuCN/7BVNAC1NbTLBVC/fo7o8yGEivqdpUOWnyJG6u1d/fog30DBIRkSEpbTmaSqPlH+1hpqrTyV3YV3cPBP3XdyOkxDbeuOfZeoKF6zsUXKMkmTsxDYQmQ8TfjENHypO58r3nPTZ1zXFVndhnCyjjIEgxMxy4XAbLrmgnb4AA4TjNmaAc18MCIdbCuzW0Nh3bIsWJaF7E5lMK019FoHpnAUzw2ilFOglnMaHqFRLCySfAdJLVqhKWU0sMwh0GmT+/IZ660Bwt2/6u7/u/7+CsDfBvD9AH4EwJ/Xt/15AP+C/v4jAP6Cc/1VAF8ys+8D8M8A+Gl3/7q7fwPATwP4Q297/af1a1v75R636z2CNZdLBjJt7xfx+Tsc1R0PjR2OS92xDocpbrxad/o2eIf3pslMTGlZP89aPp6zi15dchpycssJe93RNQV8DBoWkr8sUoSqJFmXBd0d+42dluaShScNqhVhyt1J+y6ZqXnvs6twYFrS3zIpmIVTE6XrRPszymkF8oETIJR/dArGH0zsRfyICHBRZs0f56meYYf3wseXdRm4DK/BilwKh+x0mvNcrzfs24ZWK1qt4zrz4h1a0rDB3mRm5UcsFgCBzi7A2lyS9RaHwJsxiF8TSGlmPwjgnwDwvwL4irt/VV/6ZQBf0d+/H8AvHH7sF/XYZz3+ydf4MTP762b2138t7+1pxXI8fPSBSobGzWGJk7fcsWblBGbDv3IpGTnHwFkSoQwzxU4wdJMYa7TsGDySNgLcwU5d9NttzAZtrWO7bfDaogExSDqWEu7uniGXghjaQ6YmW6HrsiIvNH7xRnCNlUKa4GfsCKX5MBumtl2Aq/c+T9swtFnKeO4IGKNx6KztAxg00CMipn73oRCF8IJph5csDdeoYGGOcgXAdtvQa9VbFXU9pRFsgg25bRvqYdp5FB7hSQnvWNYVp/N5kqFAt3FdCQDMyK63G3LJDE5m6EI25zX89PVNg5Rm9g6A/w7Av+3uHx/rJHd3M3tzKPoml7v/BICf0Gv+pjznF21t6mjY3QvkXtkT703dCpYatfk85XvHChKrLAO1dxSjF6XB0CwMYn2k6qZ2X+ABoTaMQT1WCjOH1nFaF1Rw6tRqSQNnjieuYSkLrpV8CPniDZm0g4h98k66diI4iiAAwA6ndpQXfWQNKU2dCjoFY+E2xYdElhr9U0f8MyVxRMggV/ZUR83vIMYSGo5B406Ts8G3qrDojr3tLL9aFhuzDa5D4KkRoAla8nmySGQRxGqtSKVQdOUrbrfryNCAmUi0TpOYVpsYoUk+oYfS5TPWN5VBmNkCBof/2t3/ez38KyodoP9+TY//EoAfOPz479Bjn/X40/pNX8oi0EWFdix5RUrA3p2TuMSD2FujFRkMi5yis4kf4Y593GaHul4g18wcmPCG93MXdlAkN972na1Bc9yuV7UMCXpOgLCgLAvt2s0GeGedeENrDdUBT5mGrWJoPjqBMduYQykahjRgqzeVBNOQ4+6dQ36lfXC1hMuyYD2fsK4rSgnWZ1jnKxD0sK72T1z5ybEYnAUPy75DW1Gt0n2nIrX36FJgaCqCVDbbpMBpPeHZs2djenrfK7zNkXvA48ZEZAt1V0tVw3vgJLS97Qj+ZroYBuC/BPC33f3PHL70kwCiE/GjAP6Hw+N/RN2M3w/gpUqRnwLwB83suwRO/kE99rT+Aaztco/b5V4cBjoOpZTp/9A7TpkU5grgde14tTc81IZV1OaQHeMI2AljSGqXcjiNMgfjIB+kIEhxw4XjNQA8O98hlYx9uw1SEYwkqlwWnE5MlWtraPsGAKihuIQhlYWBIacJFwSE2vvoWLjcrPm+tNlKRlpXMkKFC7TWCZQ2lg4RFMzpJVGlsYiyKvQZ0e6kOxfgMw7w8wyywuE011+j5K+VJLDtdkMVIPnJvZoELEYW0+FypWar0pJR2HUwIPbja4LGPqfTCet5Rc5Js1Vp9beeTsjrgjetb6bE+KcA/CsA/m8z+z/12J8E8KcB/CUz+6MAfh7Av6Sv/WUA/xyAnwXwAOBf5QXyr5vZjwP4a/q+f9/dv/5NvP7T+nUtZhHr+Tmu1XGWdVyTNT3ccVcKLrVic07+XhU0NgmwDDzOlhQMQsBS5uyHEQwAODg4GECvdQSM2vsIBLV34HZDypkZhRlO5zMsJXUsgGUp6L3j8nBPWxMFnWzODSEy0QTWDm1LZRlTgBSlRB7dkeMJHjJudx9zNtEx2r1jwrYAy8ieovXb++Pj93h6C8UYQez4haCFRylAjggxiqKyJ0b/LfL6zDnD0ccovmVd5+sanyTlDKvM95JYk947tRbZ5PpF8lhZSF8Pcdyblr2tBvlWricM4je6DO993+/EevcCCYZn5zvU3jQinuBjMuAm3sKaM2v8jXz+CzpKyqxZjeVDOtz1YYDSBKzh4JewpEJORKsDpOPPzLr/tJ5wvrub4i0YrtcL7h9ei3hkQ6685gJkbXQYVFEMbUSrFYY0gsBSMsrpdLgW81aKEoSnccJ6PiO8IwaGEFiLUv1RtnQOJ45J5FHaxNNnvecALEODEYCJN5f5yyxCkhEcvnvGa7HXHdvthmwJp9Od/DISrtcLtusV67rQmVpy8JOs/jZZ3CeA4KtEcsE2PS0n0cZVBikQ/v3/5//4G+7+ez7tDnpiUn5Hr8gi3oEbcNs3nNaVk7eLsfaF4ZwzamvYWsc7pxOyVexwuAHfc1rxUeWg30ysDg08EFv3US8DJFBhWbBtt9GRqACZjsq6p0muD1/G0zmmhE8EPk5tum1TVFZsTv7yztds2rAJIeIyLKWgrMFpAByThAT4cL8ygAa7wAwOwdU4dB1Gr8Qft0+BOW8EuiYBqsb1D5zmkxmFEjAlRMIYxIPIlkeZ1ntD6gnQWGUAdK8eRraAN7ZGJ88Eg5+S5N0ZJLSzxhoodOFt+cFTgPgOX/vlAdv1Nda7F6i1sg2ZEra6Y80ZtXVUUYO9d9zaTjm4O56Xgu8+F/Rrw6tGQxkzelJWnd7vvXgX1Rtev34Fq4b1XJBzph8BEueI6vmjfQenfqFBVuwe4iR2RnIu9Ep0+VooWHhrVI0eOhWsMsIsBViXgrQsAGJuxqQQuUcpUsWHWMgI1dfitPXojkRnxKe0vXdJyx0oy0HKDrY0R6aA8Vc+TwSwZLA2OxvmM2pQeh2DiGOjV/SSkTozllwKWq1YYOgDK2qcu5kStSjB2QDUq8Uob7ZtU6v37R0M4Ems9QVYjoePPhwMw33fUduOZPQLWMR4bADWkknDzQklJ1x6x997fcPXtw3dHXfrCadS6KfodES6f3jAeT2JV1HZpdCmrj7bn8wG6JoElRxZbdK671R5FnonZHEC5pHrA8dIuvmHLkSZSQKwLgtQ5hhA9gxNlm1Qqk2c4nQ6qxaHTuo+soiglsPVrVDw7CMTsKl+1b+LepR1lA/x1sdOHZ/E1Jo99hsc4p8IBE6J5rIxPtCNfh+hbA0DGkAlU62yFRSADH5/BOSBffSGutdBdBsCtM9YTwHiC7D2yz22y2u4AXW4S/fReispY5FXA1RzW6b70X1r2L3jDo7f9d4LPL+7Q8mJXIresO87PvzwwwEc1tZgHmxFZh1F7cgqKfZMw6dX4u16Rb1tozUZ08KDzchCwQfj0gBxGwzZyMh0M2zXG26X6xwHCBvszyqnq0VTqoAYjhMsydltiEX8oY52bHQo3ICqNmV4Q26N4/XMwxtDWYACS8SK4S956DmQ9zD1FkFV7+4Efh2jvRvlR/ywA1MsNjgmMd7vUNdE58dGjjNbsZ+xngLEF2I5Li8/GJ2IuHlyOlCihzUqMYbmLi5ERzHOYvjqh1/H9XJB7Y69hhFuiLM4SQoJHODrProHDZ1+lqCTVYIPAC0mX3XvuN5u9GFILDMGCSrSBAGiNj8Wis2Tct938h6yMSuJMXeYoFxOScNvNUZQwShlG/L1JNFXEKnaIXvgi2tz83KKSOnIWcNx4jWPaITPn4unmYY38T3xnPqqAjjboMJu9DyhZ4knK6XQ2KYUTjkD4C28QOPbFCwPn8XfHB+eAsQXZe2XB9TrAwCdfsOFGoP05HY8sefpfy4FW0q4h+HlXnFtnW5T7ijJtPl9dEYAajqypnLHWRkzN1p3Davla8WcCXf2+YMqnSwPhuQgZgGja8LnTyQCNYq97p7fMZuADw+JNLgYPobHJAWWJF5FSmWM7GP5wBM8yg2CiibMYwbTKJM6MModYMQzrWh+zn8emcgj5sRPOhQkqTmvfYrMtm3D3N2HX3C82CElaeKG8E0/frGYNxoErc9aTwHiC7Mcl48+QNi3efJhHx/y7Jj5ECeLg+nyFpTnXLCc2Jo8nU5AYtkQngi9+9gpDkqqzZUtgM8Z5iruBOwi/c/aRPteKVHOmQSfhePocs6P0uFs1HE0+KAPr+sCF/nJjIYv7o7bbdNpa2OyVOyjqPcnK9NGQAKibatv1qaOvZ0DdB0lw8HsFyyBskhdUV7MAOIj04jnjM8XQTGmiQHSU1wesO0bcrSKh48oRsmRUsJSFnpujrikTMXnoRDdlbetpy7GF2ht13u07YLl/JwkGqJwwvIM2Xn+k2hD7gO6o3UgA1i8w5HH6VZKYVlQK5ZEr4kuqnY3DqHJLvPXZGiVWUV2ZREi7/RG1yQDVCoQaT/f3WFFuDJ13G433K43lEQEv4GTsAyGvGTUVlErcYaTOBDb7UbvB3N1cGLjRN7tg4cApeAmkx0HBxPTfcuxbTdhAIen8BkQ5kHNLxiAVoNUNX8Pn1ZesKSIYDODRNK1pDsXv3OoR8H33sDNv283DvDJ5RPPLCBXZjbxXt4eHp4CxBdruePhG+/jK7/7u9EaAcbaaTpr3eG6EROA5MQduWGESdSKFUDtSfMjV5zPZ3z88qVIR5QSc5ZkQg1QsVZlJMQQlpTJSnQgSaQU2ELczLfbjchIVleiN+z7ptkcNsDFbJJ8u0u1CdrWwdSxqWNvZnUGuKn7rzpAe7RjYQwouRAwBbDvO1rdh0aiI65VCLJC0Dado6NzlCLb8cfpfGQW+uUc2KpRyjzuckRICbVogKspJTpf9c7r+IkWps8fnkmFHktvKSKeAsQXbF0fXuHy8UdYnr3DkyoCgtk8xZ2nezZgh4BIDz8FtkMvlx2v71/TsaoUXOA0XGkNtTbURtCuKmBkMTIpIJOTU/dHp2vcx1kU69vtxuzDOUcyiQfQ4fC9IidmMQHYcTQeM4TadrlGgcpKFv5sG8I58FdpfZdgq1ZpOAAANtiS0PdkmcB4lFPAcJAKnCJwHAADVDRNVUc7QJeHjsJI+WEDNHX9TlKtB/LW/D2afl/eHeu6YNsZsHJO6DCUQi5KZDIxpDn4GLEO4z0/dT1hEF+05Y6PP/hl1NuG7NRg1E6yFADedKYbyjHlBsbWmwOorWNRL97lyPSsFLz34j1893tfEjtQ5QbSAWdQO8/EUDxM5P5kkCjCKmqt6K0NzKHDySQ002QuG/38UhYKkkAgkSe7tp52bW07tn1DOES3WumFue9A5zDiZV1QTgtsSWjGQT6AA9mQ12XSxmHzfevUfuQyjanKHKKV468iLuwxoGByLXIq1Ig8WjKiSRmhpwDCyh4oid0MGxO4dAkCA/H5B5gszs9aTxnEF3BdL6/w/HKP9fx8pMNb6ziLMBV5eJrlKksEw9ApZAPOS8Euj4HvvVvQE/DVj18j5NW9O9uQJoMSpy9j9c4xdNAwmc4+PjE5GtxEJtF7w5oSGjTvcm9iFBK7aBI2lcJhOF3twFA4jm5DykNP4T6HxjQRkcLivixF07ErUqeClFkARWVjGrZ/YrvPROJQDsyOEETtHujDoxJi+lnAmG3kxDLpOODHAnkQycxU1oRLVu90zC45a07JIhdtqGwK/APjdd+GQzwFiC/icserl+/jy+dn9KWU/Nt13AyhYiI2kUAXJjXMxv+d1Ia7tYZv3Azb9grPcsImo5laO7ONkllaeEdBQkmZE7Xch5Fr0ylXloJ1WVFrRa07TinDY0aneAwhCgthWCkaJCzyVy4Zl8s2wL4Ur9E4Idw0BhA+HaJSIf14l5AtZ6keJSRLKZHS3B+nOnFC/6ouo7olWRySflR+6q+POo/6rzlgHcJApHQN0JPpF7GDcOIGtRnxtixpfqe0Grus/hik+eKRqQTW8ab1FCC+oGu73uP1wyuc7t7BSfU40XB+PQ43znjgubeJu9CNGoK9c0Ne4dhhSL3hoXbU2rAuBWvJuNVGoVUhaFndscAmHuFskxJLgLoVG9yZOTiArctCXyelm+ZYOpBzGTwHk1vVcGjS1iuy9q/CKZAdvTnuzicspxXdqVFotZJVKvHYnN2pKeGukueTZjEHoBGIMYZ69ZS44/vMK47VRpQTY+CN9my8cpQQYymAt9HVIDg7wIQRuFzB4jCwR2XIkin7L2U5fMZPX08YxBd1ueP26us8oflPgn8OneocT9/csUfHIH4UjoaO1p02+h247hV7Z8aQYFhT5rBanVK9hfbCURtdo9jrDxGYnlkdi0UtuVtvsM4A1eRK3WrVEB6+Bl2k6gAYt31TCk8iU8nLwWBXwGxKyAtP57CRW8qC5Xwa5K5wzxriKedjY3MbY0R6lLRT8g0R0RjYPGgV47sGkHl4ePIt4t+f6EZgPj488QxjXimAYWoTf0aJ4kAY7+SScXd3xrouwwH7s9ZTgPgCr/16j8v1nnwIzN5+ULGDLNUFghUYFmA4KDdwQMvz04q784q1ZHzlVPAPv/cOaudcyCAedXckn1TkKC+SxxzMPiz318zsYhcVG2qXwmUz3/oYAhwMTO8UgjmAXvtIgcqyAMkG1hAa69NpheU8spGcCsoA91zVuY1A0Wqjy7TmSNhx2mCahCYzXq8s2fa6nuEdQzBmY/MfNRqux+Zwot7bKLMiMEz+JvkVYxYpZpCZmQg/c4CcgUOs68rvPmo03rCeAsQXebnj/uX7MHc052mboBNdls7ZpM8wR7f4Ht5cHj15tfi21vGNveIX7h+wSeTV3YcOo/WOVYzF1ibNuw01YsddyWiu4KDXCfMVqCUYQjJTj9C9C4dIAiF9tDANhm27HaZYa7Sduh0xUi/cnicYKC8J90OKrmCgHUnMwDTfY6KWTe3b2hq27cZXPdrLi5z1yTWyCgWxJCBy/LowvTdcNnhxDeK14zP03rFXcjfCBZtGOos8KeMzvhmEeAoQX/C1XV5jvz7w5BsuU2QWZhA36MYAwvZaGMBqGbC1xsEvZvi4Nnx82zhVWrUyUXfToGBlDvp3nJjJDKeSceuN2EYEhONu9AN4eJgrkTMNb1tryKjCXAAAIABJREFU2G63cdMvZUHW4wA3tx1+Bs7pUwElkIm5Y9839Cqhl5ms/KmmXNeVU8rd9Ge2DwdoaXM8wCa/C7Z15xSskIsD4p2Mkks4hZuk2fuoPUZAgI1u0nhBm193CJD1jn2vj8qP3ioBzijn3oJSPoGUX/TljoePP0A5PwdA/gGgiVA+U1fasxNkjFkYXTdYd2BvHSXZqHXfzRnFgFcIAI7iqtocizoGkV4XM5xKwq2xNFgsY3cNHRZuQe1GolRbXYmkciAlei3u8pUIgtPpfBZPQphDTqiVgi1mMQQcl6zn7BXb7YYUPV21HnlJpoQ7w+BGgla3KdGOjCeujx+ASQDKetIgdWWQsUq1KMBN2+HNUJ3kLe+a/o0Ilj6yH3QfFOxonYYDd0oJp9NZVvd1XO/9thMDWhZ1eN58ezwFiKeF2+U19ts9lhODhBmQndyFBEPzyRxsOu3zAYcw0BuipKLZDQa3hOW04PtevIdf+uBro+VnxmASOXEx2u3XrlmiTs8KNgkMyIZeO1Li0JeYEUHbODo8ewFQ6SnhOo2zkfdAwNKRU5GTFLCcV7ZKKz8EORQJ+87uRE6FmY9EXQlhrc/Un5uRTMYqLkU4ZkXZ5drw2QLNEFksGXkKeYKSyR3W2enotaIjhuoklj6ZTt/7vsEA3J3O6O64Xi9AvB74IrU1bNcLllywnu9QSue8jJ3tztYbfBcrdSl4i1/MU4B4WmAW8dEHeO8rz9Ac7CCAp7m5oRgp09ElCO5Cb7zDoyRx51xITxm3uuEf6g13veK0nnC7XdFAHkScdmuebcxwR9q6bt6UZZZCFeZ6kkIRDrTpDFUWtke3nYrNSNGLBgW32uTCFDV4QSoH8pEYmgQEacxSw5LO0pjytdc6uh/Mkh53GALUDeSDTE0cUjDTrI7pebmuJ6TCUidS/SznbgbC+QQOoFYSo/ZtR425pI6hioVDGZ2jesUaz5kLjYoPv/KhuXkLWPmEQTwtAMB2JRbhAFWZuvlIboJmc3ITbL1jV0aRME+vW61YTye8eP4c7o775vioAefTHYBopXbcFTpS7U5Fac6UbS/GMiCIUMEjWNZF5QRfqAPorWNdV6ynE86nM6XPwUK0BBjxBXcf4/YM0HMxDW+a22GIcqMNTMRyQQOVpbUSB8glIxVONu/J0Ex8hGSwHNhCGOAyW+gIbgOzlaj7S+JErMAlcsoYtv4GzTPp0ojQaStSkWCPTun240AVOEQXYBtjCEenBcIo+gxYn7WeMoinxeWOh5fv473TM9J0uyMXptQVnLxF3RNBuz2s4wxznFuiZf7LywO6AR/UCnyDo0/MWG+fy4LqnRgHRCVOBusNVb4QngxIQNXpnzXpG4A2cWO7zoyDZ1olmCdegmXiEa11UaxJB19KkSVbgoNtwiVzmldkD707ltOKlBNyYodmEUgZKUFK4UGhEij4EiB9fOucKzqoWjZBQRPLNC1zgPAgUMWvoovEAXscBA5ZgjDbkY3FE4xSp3MeKl+iPwY6wfd8u85O0WetpwziaY21Xe+xXe95o2XTZGqoTqUMuiq1CKel7DKBCaTcWHeHvmEtHLRzlwvOpxUV0DAcpe9wtQmB9P+3dzYxtmVXff+tvfc591a96i/jhpjGCR8iA5iAhVCkIGYR4AyczEikCCWRyAAkiJKBCROmIYFEkRASKJYgIrEiQSQUKUpMhJRBFIhBxh8gh8ZGwZaDabe730fVvefsvVcGa+19Tj131XvdXd1Vg7Okeu/WrVv37jr37rXX+q//+q9k32uxyU/DMJBzZj5aJaAWI0ppqc6gtBN3nptUvgGXMaVL4XeLRoZx7JyFUoqRrZL1b2itaLXTN6TooXo15eoYHHsIHV/oDWJO1hIMvMyNRekpTU8VWiqgptfQy7T4D1V7pNHASFnRFVrp1R/dezcezxCUpmcZPPqYL5Vhdf1INUziOtscxGaLqXJxfxGgnapVMhTb1Mn5//OqRTsijCu6bq3qY/6EIQSeSYl9sD6PKWdOTk4Zh9Fo3S3X9uNwSINVHvxUDiKMux2KmhBttqG5484GwMQYlyFA0TZpSkM/QU1v00L1GKPN5Wy8jmyzQxETsqGxRWNCCM6pMqcApu4kbXK5iLegGwAoxSoNxTkTIYjL4oXlcPeIQIDo7EWrzuARjRPU9LIGZ/utNkbwsTdscT7re3RJc96I5uCByBKVXGObg9jskk2HhxZF9BMNoDEZ7THFT6MqFjF0fUjnN4gKu5CIwD2t3BuTleoUHj56yGE69tmUbYBNRZkOR0RgHHdIDEZuytknVVVynvtJKih5npimaekbcdS/qUOnIXX1pXEczXFoZZpM3zGm2CXj25+XhoQ2/YmVelTjQrRmqHVnZa7VIisHQatzHHrreccJmqI20CICWXADL10skcUKs1gEbe0rrB5XV4CpRTcWFWjLP/r7eNmktXdeYxsGsdll8yhi2J3auHsMO2j6k0GWyVpVIUtjLxsAIFjkEFGmXPjy0TbiXK1EGqP9XtMv0Kqd/lx8856dnRFC4FAvKFpIBDQESjWsQGtlno5LeOwRSEyDSdFPS8qhTq4KQ7TMXSHnyfJwdZk2B/ya0rVRryOmNLOIw1nXputDyEpLwS9GCoGQEqGUZYAw0jeqyeELecrL7AuPytoOVl16P/AKi/EuigvAXN7sXem6QRniDV7NaTYco+EWOHYh9JkZ19nTTPd+v4j8toj8oYh8RkR+wu//GRH5ooh8wr8+uPqdnxKRl0XksyLyA6v7f9Dve1lEPvyk197sdmw6PGSezvv32sJyP8XwUFo8j61NXcY/bLnY/Itv2CVOhuR9F+u83Cnbsky/6o1bOXO4OBBi5OT0FInRKymmJSGCO4oF1UcteggxkrNVImKKvf9i3I1+Mi99FabtYCh+a9c2LUcjVqWUFlXrHkeZxRjZjTt3Ig0o1M7RkBCs0tHAR9XODM15Yp4mG0/YxIB7hKAdUC3FWJRlminTRJ2zzwNpfIvF9LGN3gBMe+8WAtfyeI/B3ij/eMyeJoLIwD9R1d8XkWeA3xORj/nP/pWq/sv1g0XkO4AfBr4T+Ebgt0Tkr/qPfwH4G8AXgP8tIr+pqn/4FGvY7N20dRQhC5LeTs0+PMY3z6GaVP1udRhOpTIJNqKvqvEoxCKShJGwBLEopSihibcJHA4HhjH5B137wJ+AVRa6L1LjI5guZWNHlp5ydBDRW8mry8e30myrXKhHNMadqCtK9CpC6P8bRlDKbOkGYakQqGE2pllhLM9S7OQPKl7ObSQxJ5TVxkY1oLSzLMVwj0aptoa5iGBt7dV5EPIGDqClYOr/Nkfa3IGivfHrUo/IG9gTHYSqfgn4kt9+ICJ/BLx0za98CPioqh6Bz4vIy8D3+s9eVtXPAYjIR/2xm4O4gzZdPGQ+njPsThum7tUKHASzD1bDD4LCXEqf1K0SeK0oWUyoxFIV8yDF6dW5JdVNM7JvSeXi4TlxSN0JCYE4JpvVWQyANIHWVrmI5ClTS2Xw3xOcMIUBkPM8U3NmSCOzI/tahVKLsRuxSkkI4dKwGRfD8rw/9FLr4whgUaVmG2sYhwFCJCiE4BUPbPJVv26qqLep12oDeKk+uyOaCkeQtrvVIQoBFY7Twa5Ubf0ZiymWWhSWVCWEJVprDwoCT6BBvDmQUkS+Gfhu4Hf8rh8XkU+KyEdE5AW/7yXgz1a/9gW/76r7N7uLpsrF61/pjqCxBLXdbk1BahJno6tPN4HVECOTtpKmsEupt5WD4RBRxKdzeVkUpzT7SavuCESF/X7PvWee4d7ZmTkKnMbs+X2ZMqVkmzAOpj7ljqOF7tWJUaXN6FRxJWuzw+HA5HNIO37QHWGDB5e/QeLlbkvjgiRm52XEIDbxahiJMVIUpKh9mVAnOhfKnG2GSFXGmECM2LSUMqWnO6XU3luxcDOsO7WvZYU9BgLDOHbAteMUtKa5GxKMEZEz4NeBn1TV+8AvAt8GfBcWYfzc0z7XE17nR0Xk4yLy8Zt4vs3euk2Hh+TjxaUWY2gDW3R12zQqG/9BveoxpshpStwDhpzt/ur1eFlovgF8UjWcnpzy7LPPcXpqkUstlSENjLudAZEi7MYdZ88+S9rvkBj7hh7HsVchRIS0G3qbc+lMROm3G3MxdMaj6SWMzpfo3ZGypAGlWCq02+0Zh91jPARFfP5GH5Un5vTGcce425F2I2m/Y9jv2J2eMp6cIilR1CMIb/HOeeZwPDAdjuRpYj5O5GmmzLPpPDiPos1X7YN2+koWXCa4YtcwjK4i5ZqVwC5e7wKeqoohIgPmHH5NVX/DPiz656uf/zLwn/3bLwLvX/36N/l9XHP/8oep/hLwS/68T0ZRNnvnTJWL+68w7k9BrN9irWwGtsnnuVAETpKVFavaUJsUB6iwF/hqrkSLjvtkqLm4/H0rqaoyH47ozqXd1KTmx/2OUmby0RiLwzii3k7+zNkzIPDowUPr2/BDPqVEdEyhgX5RondOVqJEUjAehLWbG3YQfaZGQ/2bN9MOyCqq9nxSHXeg9apgrDK1DtM8WdOVVSuWayZOtmoaE43u3QkN4hOyZPDoAbgUwUjHW0pTuKqKpMupRpuXgSbHkuz+FBNh9MiqXE+UeqKDEItb/i3wR6r686v73+f4BMDfBj7tt38T+Pci8vMYSPntwO/6X/ftIvItmGP4YeDvPun1N7tdm51dOZ6cLeU6cBpz6BWOGIS5LhvddB8KxzmTV6h7EFlRkOmTscEEaaY8U2qxFEKFYTdSXBehFiM8zbOxA4c0cHG4QEt19MKl9kMgjYkgxmystRDwWZs+gXt09agkri2hysX5I/t5ih7iSxdvaaGCiJKzKWJ3qTmxhqjG2rT2ciUXaz8/PTm1iV4sZUxVltGHTSm7pxOhOygjSbV3w3EabWMTvdM0Wvt840Z0/QmPkkotCKG3twvCPlofyNRe+wp7mgjirwN/D/iUiHzC7/tnwN8Rke/C/NefAv/ILoB+RkT+IwY+ZuDHVG2kkIj8OPBfsd6fj6jqZ57i9Te7TfOKxri/51GEMwQlkLxXAVk0EIp/sJN3asYYTXR2GBwgqz11aIzDIQSb8BWja0BaT4NRo41KXb2lOteMZkPy5zK7c7Cts9vv+ui8EIJXEOwxwzD2VMT0HyLBSU9VbUhPLoUUAqLWqyEI1nnt3ZnSQnchDANalZJni0K0EsNIwSTztSpFaq/2hIDJSDZegi6Vi9ZKHzDnYHhDq6KscQ/DeFrnaQDSOPjrWwMYWHrS3rs+mcwbtwwIVso8e4R1fZAuT1MLvS3bUow7YiI8+/V/mXF/BriojFzWWOwj5d2BhNAE3wxfIATb5OoiuKiJ0QZvABNhVtv4qOEOu9M9x6MNtQnYoNxW9mugXdu8MQQkRYaYiONIraYhmUtmEGvxnuYZSmU3nliDmMSOF+R55uLinP1ux/7EUiojYtkfeDwemKepN3+tay6okqsyJlOLLjkzxEhxuanTk3u9v8NIWYtkfwN2bZ2Rcb+3qIWFH4HSH1/yvMJQhP29k0vYgzWuTU7bpsvtd+UrX3NQK+vmUviLz33q91T1e97ord+o1ps92byiobrM0YRGtcbk7GtlLtaRmVx9qp22pdY+uUp1VQ/w6l3BeBatDTuGyLDfmRqScwiQBQfA0xjRZZ5mbSXKlLpQbnNCIRoLU2v1/gurEkTnO1SfUwrWy9FOZPHyok33MtBxGK27NKREiKmDrg2cXbgTi8BsW2+LJtbOoStX+4bv2IRjGp2C4VPI2mPE071Leg7SKOGhf9+qFI9Ly9mEsrnTsq+yzUFs9lQ2Hx6Rj+cLdkD7sCt1rgwKscLgszFr2yxiAjQ7hOej8HzjMnhu3aZEzVq7gElIgXk6cjgezNGINx/VhtYvgXdwIENVGYbRGIy6EI4kBHNc88xAIMZhpQ4FSiWX0jdK8DKpAYutiar2DSYhWjXAZevW1ja6f7didXhY7/M6LkvZm8NoIjlBWvQALURr09RjilauDCtHoksptP1SdwraMB4MK1r7CLn035W2OYjNntKUi/uv+klJJyI1MG2IkWdPdpztBiMM+cna8v6sSpGE7k6szIYujEV/ruI4RCtFLrLurqXQwMJeDlDvKXCy1GAYRsmGPUhtgGr2js8mdqs+7m+Rjq9eefCd12oFtvkaC0KWzZedIbkmS5n8vsviQ3cEWhuvAlb/0FrYAcY0Iik56NsA0SZ1F/prtzbxtsLSqxArfkZYESR8NRax6dc6CbneRWwOYrOntunwkOl4AThlugOTcKjFZ1tU5rkwBCH6Z+8wZwrCMY38xf3XraEqF6/7OxNTGlOzQrYcP7QqAq0HgX4b6LgEiusrGoA3zxPF1ZybZH1qEUFtZK4ltwfbQjEELqYjh+PRIgrRvkkXroE7gnVTFUva1PZl6yJtpdJL8vlcTjWGmIhDorWitwitPfM6OhDnbVj0o11pqvmptUNrz7P+/bWt+0yusq2bc7OnN1XOX3+F53bvpwoEm92NRjuRj7mQYmCfIhXrwxCscSqKcHE8JwSjCtTiw3rtQCeGwJAiRzHh1kiwEfa10psTBaQuHAUr/y+6CyVnC+OLsSRVcPoySAqdw4Bab0gL54tXBGKIxHHo5CIRa8CqvsG6TLwsCYTih3A7iS/tN08XWhXB762OnwSck+DzN1uHKyxYg6lWf82xT+Nq5JxJ44LLWLfpwp9WQBqAvC6I9Ge7PoLYHMRmb8pmZ1cO+3vMtTLE4NwDpwJjIjIJ+7Aeq5U6AxBVmepyKouINzcJKQbqmIieSsx5Jk/F6NLBXgMfwddy+96uHGw6Fo5XNHCv4SACrjVpQGQpxU9zq5bs93tCjJw/eoQeK+PJKT1SEU/khR59tJQILMWJwdrRTXZubQ1NtEdbg5UrZ0uEOBBi6MpYHTMQb45rf4Uu2g8SxGjbJQM+WyTPXYSma/n4deiU7Evmqxd9YgqxpRibvTlzXoThCqYheRIi0T+4qKUeUmEM0UqiHl6PIbILkV1KpCFQfIK1iDDXQs1lOb0Rq25U9QnjS5kuqA+krdrz8caHAN9WvTpgTmTOM1oLISZ2J6erkXQ2/LZhB9M0kaeJ9eZWbTgCK/xjvfEXRuKyFxe5ezw1AotokkSkqWuvKhd9Iy+Zy9dgBKK4mlbqTirPuQOpWuuiU9GXus5ZpCuIPxmi3BzEZm/BjhcPmI8XDA74TbVwKIXzeWIqmUMu1BjJRowwNSppEm7Wug3YHIhqRKkgcDwe0WmmaKFqZZDQ8/igNj8i+HOu25j75OwePXhlAxdpcZAwDgNpGOzEb1FIqc2HmFp0z+ul4yCmDWEdng0DWG8tk3fTSyXDzh1toKODsTzWfblMt9L2cOv96E6pYRZLZ2aKsUv5g1gVJufVc8Glzb9yZiJtwpf9qDzmTB63zUFs9uZNleODrwDKRcnk2gg/FilUlPM8c79MXFhfpm/A6hwFoColG2HohSh8fRoYQzA16mk2MVxcs9JThyElUvDcHZPOF+iDrvEQvScW2lISM8HSAZtZmYkhsj85MYm7RqnGNrzl9NiJ2wRyPf2J3o69BhKvAvv6pl1lG0Z0WulFdv+gHT+QBkI2ILGVd6XNIFl+2bAIo1O31K07HBpw2aylKwuQeZ1tDmKzt2QX5/c5Pzxy+ZP2YbSc+Jgzc86UaidhY0C2gbyDCkNMPPfcc8yq3D/OVK80qFZElQFLV0qpNsw3F+ZiRO4hRVKIVvZT8eavdbkRBwEDu90J+/0JijDN5hgsarAya602+2Ke5i6EA+LOrqLUSxvMei2a1J1XDFab7PETXJ0d2jZlCDYDpObsTsJZEisOhUUPLJWcti5d0haRFSEKvFxaaV2ni1MSej3Fn78xXdfrvMo2kHKzt2aqHO+/yvDiSzTaNWKU4+Rai+oAXlFjWQYRkgbGGDmfCw8ePuA0Je7PmQc6W5elpxu9TChQtQmewOgVkbgbqBWbnl3W4i2N8g3jMDCOOxtZJx5NiHQxlhijYxHO5AyRrNlVsYsNLNZACCvn4xuv8RMa7XrdAbq4iCW0j53gZFtunmd0buCi9g5PZJGU64URXeEIjafhXaM9cupjAQPiPSB4xCEiXdOzhyvdH21lzs3eITue3+f0+HXIbt9FZEIINlNDBILYSV+MTm0qUJVEMtZkVUZVZlEyJh1fsUqIYgCoTRu3WQ/juCNqJe337E9ML+L111/jeKxE2mZtIi9CStaTcTzaBO+UXLG6qT63EqmXBmu1UqSxFUPflFX1ksI1IssGbd/bDb8yKzRT6A1YkdSVnUrOzHk2YDemvllDH03YsAd/Pk85Wsdo69jsUYEDj03Nq/rPTBhG3JnZ81VPCa9OjBbbUozN3rKpKo/uv0LPd4OQop2k01xcZDYwl+rsymr8iFrZD4mTceBQKlOx4yz7KD6txpUoq4C9zaCo0HkD1k1ZODm5x9kzz7j+gZ/nYhtpOh5NYCVFQkoLMUps9kappXdHtq5KsOqKiawMpJh8jB1Oi47E4LiEO4O22VZ4oL0OdLHZzm3IpTMgWwWj1kWTsrE052k24dpi/A717k9psvur3R2C9LTBWsajOTsHO82h2WNLMfGepyhibBHEZm/PjucP2B8PpD5/047ZkFoLstX4mw7BINZh2KTqRISzIfFshFemTAV2IaAEJs0UsXKmcSsCGiIP7j/g7AyTvs+Fe2cDjx49JMaBlILPtCwcp6NVL0IgjXtrxPKyYA65q2G1UNxO2Wqy+XLR8QVTmJ4IKPPxSHFZfdXa1bnHGDn2UdlLPNEbsvCRdz6luzkqazpbyAviwGtFOB6OxlaVVpkxJxAw55aCoBp9/aZhESO93DxV43tErfa8akBrBzg3B7HZO25qnZ5nL760ovSaTbkQJTv/35SmbPKWMNXCPtrHr+ZCCJF7KXGRC/sYGU5OefX8gWERLmq72+9Jw0hMxna8OByM5BSizdkcbJ51cGWoLujavliF2D5LE7GUIogP+WXdZFV97KB2fQmT+q9ICAwhWbWhVgRldLyl7TyTwRcvmyqEgKh6s5pZqdkYmxL890wTIg0JDkYhF9fVbNqd4E1q+LAiHw0IOIYRkGCt6hXjkUgw+bla6xNVpNa2OYjN3rZNFw/IxwvS/nRB9N1XHLyNWtSk00pVJBjz8lgLYwiEFPnqXF1GXjiUysXFOTEknrt3xvnFI7TMBjYGC/0fPXpArYX9yQnH44EYEwTL4Ps+ig2yXGk1VhN+sb4Mk6hLkqjiStnOJxhdU8Ly9dCH0djfYQlFLzvikYIYJUNZzR8FtGRy9muiRvoKPpBY1ejS4uI7xamQKQSGIARV6ysRjwwEByLpg4CNKKZL9KGtY3RJmUIQryqtPHgriVxjm4PY7O2bKof7r3K2O7HtKOJVCCFrZZ8S4sQlDcpBM1GFJD4UJ5gaNIAG05YoTUHqOBHV5oQqhYvzR32C1uCRxDRNxDjQ6Um6KED16oJHN2lISDBmpaU9BoxKMEp3jpF5sslbIUZCbM5AKYfiKUvqTqiBfQ08DFhKYG5Jul5D69dowi3E0FWxg5dOTU3LKg25KiPmIKZqXJKSs6U9wZWnGiDbAE3oG36tM+EIiKlncZkOHusNiNZuttmTbLp4QPEoAqC3SAcLc1MMZK1krVQxMlWtsAuRjBIxvEK1qV2bgvU8HShdCwKeT5HzPKMhMO52nJ8/JHR24JoU1QDEpVVbV01P2vGCNuhmabNuUnAh2v0x2KDgaZpWFRAx8LDUPnrQzmxlFUQtdQ0rTXTuRKuUhBiouTC1UX2yjMojRo5aiT4hXW1mob2O4ydNjzJnl85ncUZtmpeVM+zvje0BSwHmWtscxGY3Y96j8czOSEkWRVgn5YySpNpkqVzRYh/0QuVQrUcDsfw4iRAlMKpRiIfdjp0Ih2li3O159oX3MH35S0ylcDg/R1FOTu9BCPQmRm1lPEGpfVNGiVQWcLDzN7y8GGMk+oYr1cVrsd6FSLCZGli3qCLOXvQ6hmcyLWppEnyq0GbktkpG050QTzlyyTao2JbivAdsfkf7e5puZXdk0of92E8i0iYQi/E9WqVEVIhabWhPDITq6UfosrtX2uYgNrsxmy4ekqcL4mhRRKcH48AgBapRqEtoubp1fEo00ZnsoFp1gPG5517g4YP7Vl04Hnjlta9yUT19qYUgwVqeEwRJKCY3a2QnbcuwjdwwhFXYX/3Ef3yATJtrEVoPhefx+JobFrmwLO3/Bv+1GSEFk8WvzqhMrhplmhiTRQJqMnshRRe6aa+7jAgI3j9Suvgs1BJJg80MCTFx//7r1FLYjyP7e2e8/vpr5nhEQQIh2sSxGHisb+Nq2xzEZjdnqly8/ipnL574BG8racYQmUuBbPwCrYbmFbHTfAiBWizXtl4Ha7gICK9+5RVrbc6FKSnleE50IlBA2O12SEzMcyZI6YrW1U/StToTmDx9C+Xx59CqTDpRS+HicLBTfZ5JKaIhmnit8xTs73Snoyvn0NKMtnk9hQrBIqGCWh+JmAvJpVpTWjVwMWhBciVUwx9yWARxQptHWrk0JkCwlvUyzUw6ESSw242M+31nibbIJLVBw62aQ9PcvP4t3RzEZjdq08UD8nRBGk+s7i4mz9bAtSEESlATfvGNKq0cp4vy0pBCr+GjUGOgivLie1/k4uEjjocLogSG3c7KeuNozxUj8/FInWcjRulCeW7kqXme+2BfpVJ83k5dtX3nUnx+p/VMVK3kOfeUouEk9DzfmtEkiDlDKyeQYiRjPSUighQlVOstQbzsi2liFFW7H2EMwb2BENRVraJSa/DRe+LONEJIlpolJUSrjhyPx6ViYaAFIl5Wrhb+LLoWV9vmIDa7WVPl8PqrnH39S1huj6tPmZVafZivhd7JK/otpG59GPNciUEMJIzB9R8KD+8/5PxwTimFMQZnhRJMAAAJ1ElEQVSG6Ujcn5DGkeSn5gFMwn5ICwejZKhW3VjPtlQnUpVcOkBaMRAzT3N3CLVWSrbKyFKZWEDRVjFsDs5mXNjP+syQWn24sfEUSq1E4CxGxiA8qpUJMAWpFXlblCEIItbolcSikhW/yoHKguRiOhO4xqZHNaVWtDkumiCNd8pfY5uD2OzGrfEihvHUuxFt0w8hMuVCEmGXouXxXqaLIUC0gTz4SLmI6VpWDLeICA8fPfCwW5hKRY4HSq2cilBz4HA48ODBfVIQTwWENqSGJsUfPDUBtFQqLpDrjMMGSFrEsdRFzNco6vjC46rWZXVix2jNZbNPIIvBOBGtNVxEGGNgT0AU5mJVHHEUoxUuDSSNqAvpREzUpqilDg3baZhCVaXMxYV4bKQg2nQv5h7t1Esg7dW2OYjNbt48ikgvntBZhdhmayXBqdSm5EbA0xCt1vItoBLIqlAqQwpGzXYyUfDcWYIylcqUD6hW0jD26ddj2tmpiXMhVgKzwzAyJDtVaX0QYuKvdrqLy8Npjx7cO/gzrMqafv+S23tpV5doojlBY2wKc7HXPY2BkxB4LdfevZqipWVBoKj1p8TsJdBgLAYtufMwcs4QFkC2cR/KvCiLq8KUc4/SOj/qSd6BzUFs9g5ZiyLC/h7BdQwqFilkH7vX43fsQ1xc3SlF4wcUNcdRp8KQgmlgSiCj1LBiHAg8mibOdGkTVxxT6PiDlw9RpnlaxuO5I2ibbGnAWkbktXGAzSlUbVqO7fUbBwJ3MgtRyeT0KmkYePaF5zl/8JA8Hwgh8HDOkJLNNS0Ggs5VGWLw7liLEKac2Q97Mva8xXe5pU9WSq5Fv4YpuSZNNk4p2i/5ZQn8K2zr5tzsnTFnV6o7BXUiVPXTtmL5r43la6IrQinVcmlVhpSIKVFQcqlOcbZBPGtFJbAS5nkxTYngHAAbjFscc7BHV7WuUBOPmW3bdAk5cxilVBeGqT16kLXDaJGBLMK4hdpbrqnm7FrnqqI8s9/zl55/jtQJSkJIiXMvhRIgOz+haGXW6lO7lFKU80cXPHr4iONxYhgGm1saF9Ymnsa1K/L4rUtS+B7FXWJyXWFbBLHZO2Ytioi7U2dJWit3P8nEzrWihuJHVWq1kzznvMi1A3OthAqSIgFhlMixmGpViIuM2vk8mxxdMTBUG3Goqpcccy9T9rF16hL4YpWE1j3ZmAKP69WWFrdrAwwXmbgUAipKdjk9sL8tX1zw2v/9AvfGgSqnTPORUiu5FnaSPF0xQlQVcTKTXaMUTf27akMwWvt4AFk1Xl0uqnBJ8eHxiqYseMh1tkUQm71zpsrh9a8YAFmtUevSue/7LKPMTpyIfsKhoKUQezhvGzUABAMtT+JADEItagK4apOqdsAodoon8ZLhunrB0icR8OdcMR9L1b7pQ7ASTHMQTT6vqhKqcuYNVKchcBqMPZobL9w3awyBQ618eZqoaWQcR6NyC4xDIgokl/7fp8Q3ve8bORn3RpQKphBOpYOcMYR+ATuv8rFooDWwtmE/6x/2+7YIYrPbtuniIceLR86uXDQVO9PRo4jqTiL5plXnKGc/+W2DKsdc2A8WWgc1mgJADVDn4t2cCxh3zBmRwC6ZIlRW9chCUfGhvg4oAivg0eXssYgiBDvFM74tFXYxUhwLeGYIPCzaHciiuSBe1TA3dzh/RK7VpPN80tezY+TebuCLr5+TS+X8tfsuMuMOC+3ODNT0M4OJ1lBN/GWtm9lSsRZttFihNV4En+35NLY5iM3eUVOtXDz8Kl/3je+xj6pYCTHnmYuL857fV7GPclZlENegdLp1DNHISj7zYcrFuRF+GiqIy6mFEHhUikUjQajBcI3zybpGhxgs5PfnKu4cepNUcxTiE8BQUhSeT4H3jonPXxyZ1HQ3KzCrMsbIa8Ucic38tOcYQnTKtaVIY4rMWi6d6EMIfOXRxMPJMJMUAzlPHbBtMzJMPheSBJtU5rTp6upbAt2Rdl2OYGzPtbycOlNzwSOuDyFEn9aV3IKJyAPgs7e9jsfsvcArt72IlW3rud7u2nrg7q3pr6jqi2/0g7seQXxWVb/nthexNhH5+F1a07ae6+2urQfu5pqusg2k3Gyzza60zUFsttlmV9pddxC/dNsLeAO7a2va1nO93bX1wN1c0xvanQYpN9tss9u1ux5BbLbZZrdom4PYbLPNrrQ76yBE5AdF5LMi8rKIfPhdfN0/FZFPicgnROTjft97RORjIvLH/v8Lfr+IyL/xNX5SRD5wQ2v4iIh8WUQ+vbrvTa9BRH7EH//HIvIjN7yenxGRL/p1+oSIfHD1s5/y9XxWRH5gdf+NvKci8n4R+W0R+UMR+YyI/ITffyvX6Jr13No1ujFbd6jdlS8gAn8CfCswAn8AfMe79Np/Crz3sft+Fviw3/4w8M/99geB/4IR2f4a8Ds3tIbvBz4AfPqtrgF4D/A5//8Fv/3CDa7nZ4B/+gaP/Q5/v3bAt/j7GG/yPQXeB3zAbz8D/B9/3Vu5Rtes59au0U193dUI4nuBl1X1c6o6AR8FPnSL6/kQ8Ct++1eAv7W6/1fV7H8Bz4vI+97ui6nq/wBefZtr+AHgY6r6qqp+FfgY8IM3uJ6r7EPAR1X1qKqfB17G3s8be09V9Uuq+vt++wHwR8BL3NI1umY9V9k7fo1uyu6qg3gJ+LPV91/g+gt+k6bAfxOR3xORH/X7vkFVv+S3/x/wDX773Vznm13Du7G2H/eQ/SMtnH+31yMi3wx8N/A73IFr9Nh64A5co7djd9VB3KZ9n6p+APgh4MdE5PvXP1SLEW+1NnwX1gD8IvBtwHcBXwJ+7t1egIicAb8O/KSq3l//7Dau0Rus59av0du1u+ogvgi8f/X9N/l977ip6hf9/y8D/wkL+/68pQ7+/5dvYZ1vdg3v6NpU9c9VtaiJPf4ydp3etfWIyIBtxl9T1d/wu2/tGr3Rem77Gt2I3SYActUX1kT2OQzAaWDNd74Lr3sPeGZ1+39iOem/4DL49bN++29yGfz63RtcyzdzGRR8U2vAgLfPY+DbC377PTe4nvetbv9jLKcG+E4uA3Cfw8C3G3tP/W/9VeBfP3b/rVyja9Zza9foxj6Ht/niT7joH8TQ4D8Bfvpdes1v9TflD4DPtNcFvg7478AfA7/VPkT+wfgFX+OngO+5oXX8BywknbE89B++lTUA/wADwF4G/v4Nr+ff+et9EvjNxzbDT/t6Pgv80E2/p8D3YenDJ4FP+NcHb+saXbOeW7tGN/W1Ua0322yzK+2uYhCbbbbZHbDNQWy22WZX2uYgNttssyttcxCbbbbZlbY5iM022+xK2xzEZpttdqVtDmKzzTa70v4/cThQbo/ChVkAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# Check the shape of RGB\n","print('The shape of our image is', RGB.shape)\n","\n","# Visualize composite image\n","plt.imshow(RGB)\n","plt.title('True color image - 8 byte')\n","plt.show();"]},{"cell_type":"markdown","metadata":{"id":"aimrl4TW7KkF"},"source":["Let's export our RGB image to GeoTiff file format.\n","In order to export, we need to transpose the shape from (height, width, band) to (band, height, width) using function ``.transpose()``."]},{"cell_type":"code","execution_count":14,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":8,"status":"ok","timestamp":1643095367346,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"P5_kfhur_xQ8","outputId":"4d7fdb7a-1306-45c6-ba61-f096647180ad"},"outputs":[{"name":"stdout","output_type":"stream","text":["The shape of our transposed image is (3, 3000, 3000)\n"]}],"source":["# Transpose\n","RGB_transpose = RGB.transpose(2, 0, 1)\n","\n","# Check the shape of RGB transpose\n","print('The shape of our transposed image is', RGB_transpose.shape)"]},{"cell_type":"code","execution_count":15,"metadata":{"executionInfo":{"elapsed":384,"status":"ok","timestamp":1643095367725,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"51jGSQa45ziF"},"outputs":[],"source":["# Data dir\n","data_dir = \"/content/drive/MyDrive/Colab Notebooks/Porfolio/Deep-learning/data/image/8-byte image\"\n","\n","# Output raster\n","out_tif = os.path.join(data_dir, 'image001.tiff')\n","\n","# Copy the metadata\n","out_meta = image.meta.copy()\n","\n","# update meta\n","out_meta.update({\"driver\": \"GTiff\",\n"," \"dtype\": 'uint8',\n"," \"height\": RGB_transpose.shape[1],\n"," \"width\": RGB_transpose.shape[2],\n"," \"transform\": image.transform,\n"," \"count\": 3,\n"," \"crs\": image.crs})\n","\n","# Write image to tiff file\n","with rasterio.open(out_tif, \"w\", **out_meta) as dest:\n"," dest.write(RGB_transpose.astype('uint8'))"]},{"cell_type":"markdown","metadata":{"id":"_PmfKJ3A_Blt"},"source":["---"]},{"cell_type":"markdown","metadata":{"id":"kjRbCdgpABIL"},"source":["**2. Convert datatype of multiple images**"]},{"cell_type":"markdown","metadata":{"id":"gSpwmB0JB4K_"},"source":["Dealing with multiple data is not so different from dealing with one data. It mostly involves with ``loop`` operation."]},{"cell_type":"markdown","metadata":{"id":"K-Dpa8KWCnft"},"source":["Create filepath of each file in the directory"]},{"cell_type":"code","execution_count":16,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":5,"status":"ok","timestamp":1643095367725,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"8D01aah9GzVz","outputId":"4ed600a8-340d-4564-ff36-961ccdd2c628"},"outputs":[{"data":{"text/plain":["['/content/drive/MyDrive/Colab Notebooks/Porfolio/Deep-learning/data/image/image001.tiff',\n"," '/content/drive/MyDrive/Colab Notebooks/Porfolio/Deep-learning/data/image/image002.tiff',\n"," '/content/drive/MyDrive/Colab Notebooks/Porfolio/Deep-learning/data/image/image003.tiff',\n"," '/content/drive/MyDrive/Colab Notebooks/Porfolio/Deep-learning/data/image/image004.tiff',\n"," '/content/drive/MyDrive/Colab Notebooks/Porfolio/Deep-learning/data/image/image005.tiff',\n"," '/content/drive/MyDrive/Colab Notebooks/Porfolio/Deep-learning/data/image/image006.tiff']"]},"execution_count":16,"metadata":{},"output_type":"execute_result"}],"source":["# File and folder paths\n","directory = '/content/drive/MyDrive/Colab Notebooks/Porfolio/Deep-learning/data/image/'\n","\n","# Make a search criteria to select the raster files\n","search_criteria = \"image*.tiff\"\n","\n","# File path\n","filepaths = os.path.join(directory, search_criteria)\n","\n","# glob function can be used to list files from a directory with specific criteria\n","images = sorted(glob.glob(filepaths))\n","\n","# Files that were found:\n","images"]},{"cell_type":"markdown","metadata":{"id":"u9MLLAp_Cy6o"},"source":["Read all images from filepath"]},{"cell_type":"code","execution_count":17,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":4,"status":"ok","timestamp":1643095367725,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"QR9or8n-G5Gk","outputId":"f665d460-e4c4-4360-990a-6769b4e53a11"},"outputs":[{"data":{"text/plain":["[,\n"," ,\n"," ,\n"," ,\n"," ,\n"," ]"]},"execution_count":17,"metadata":{},"output_type":"execute_result"}],"source":["# Create a list of images\n","source_images = []\n","\n","for image in images:\n"," img = rasterio.open(image)\n"," source_images.append(img)\n","\n","source_images"]},{"cell_type":"markdown","metadata":{"id":"YsOCOo96DBXs"},"source":["Read band of each image"]},{"cell_type":"code","execution_count":18,"metadata":{"executionInfo":{"elapsed":1555,"status":"ok","timestamp":1643095369278,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"jt2aw1OaHaKs"},"outputs":[],"source":["# Read the grid values into numpy arrays\n","red, green, blue = [],[],[]\n","for i in range(len(source_images)):\n"," r = source_images[i].read(3)\n"," g = source_images[i].read(2)\n"," b = source_images[i].read(1)\n"," red.append(r)\n"," green.append(g)\n"," blue.append(b)"]},{"cell_type":"markdown","metadata":{"id":"95qiAX_-DGO7"},"source":["Define normalize function"]},{"cell_type":"code","execution_count":19,"metadata":{"executionInfo":{"elapsed":7,"status":"ok","timestamp":1643095369281,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"K0zahIUNHJo4"},"outputs":[],"source":["# Function to normalize the grid values of WV-3 satellite image-Uint16 datatype\n","def normalize(array):\n"," \"\"\"Normalizes numpy arrays into scale 0.0 - 1.0\"\"\"\n"," return ((array - 0)/(2047 - 0))"]},{"cell_type":"markdown","metadata":{"id":"mBJrK1L_DLL8"},"source":["Normalize bands and convert to 8 byte datatype"]},{"cell_type":"code","execution_count":20,"metadata":{"executionInfo":{"elapsed":1145,"status":"ok","timestamp":1643095370420,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"B5D6ZxNjJLwb"},"outputs":[],"source":["# Normalize grid value and convert to Uint8(8byte)\n","Redn8, Greenn8, Bluen8 = [],[],[]\n","\n","for i in range(len(source_images)):\n"," # Normalize the bands\n"," rn = normalize(red[i])\n"," gn = normalize(green[i])\n"," bn = normalize(blue[i])\n","\n"," # Convert to Uint8(8byte)\n"," rn8 = (rn*255).astype('uint8')\n"," gn8 = (gn*255).astype('uint8')\n"," bn8 = (bn*255).astype('uint8')\n","\n"," # Append value\n"," Redn8.append(rn8)\n"," Greenn8.append(gn8)\n"," Bluen8.append(bn8)\n"]},{"cell_type":"markdown","metadata":{"id":"Fdi0hjgDDTwu"},"source":["Make RGB composite of all image"]},{"cell_type":"code","execution_count":21,"metadata":{"executionInfo":{"elapsed":385,"status":"ok","timestamp":1643095370803,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"8dWKgwHYLQms"},"outputs":[],"source":["RGB = []\n","\n","for i in range(len(source_images)):\n"," # Make composite of natural color\n"," rgb = np.dstack((Redn8[i], Greenn8[i], Bluen8[i]))\n","\n"," # Append composite\n"," RGB.append(rgb)"]},{"cell_type":"markdown","metadata":{"id":"tCO1EBk8DaYy"},"source":["Read one image to see the result"]},{"cell_type":"code","execution_count":22,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":281},"executionInfo":{"elapsed":2332,"status":"ok","timestamp":1643095373133,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"OVAwe3b2Hz1d","outputId":"f54f4375-8046-419b-cd54-462ac5a1da0d"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# Let's see how our color composite looks like\n","plt.imshow(RGB[3])\n","plt.title('True color image - 8 byte')\n","plt.show();"]},{"cell_type":"markdown","metadata":{"id":"HOmNdJ-pGfN0"},"source":["Transpose RGB shape"]},{"cell_type":"code","execution_count":23,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":8,"status":"ok","timestamp":1643095373134,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"S97Ur8ZSM02j","outputId":"a1a48443-8c94-4fdf-8484-73582d980691"},"outputs":[{"data":{"text/plain":["(3, 3000, 3000)"]},"execution_count":23,"metadata":{},"output_type":"execute_result"}],"source":["# Transpose RGB\n","RGB_transpose = []\n","\n","for i in range(len(source_images)):\n"," # Transpose\n"," transpose = RGB[i].transpose(2, 0, 1)\n","\n"," # Append value\n"," RGB_transpose.append(transpose)\n","\n","# Check the shape of transpose image\n","RGB_transpose[0].shape"]},{"cell_type":"markdown","metadata":{"id":"jPp-hwTdGeGX"},"source":["Confirm the file name before writing image to tiff file"]},{"cell_type":"code","execution_count":24,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":6,"status":"ok","timestamp":1643095373134,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"tt4bRTuOGTPk","outputId":"f7343b70-0d1a-4712-8c5c-3c50a3070512"},"outputs":[{"name":"stdout","output_type":"stream","text":["image001.tiff\n","image002.tiff\n","image003.tiff\n","image004.tiff\n","image005.tiff\n","image006.tiff\n"]}],"source":["for i in range(len(images)):\n"," # File name\n"," name = images[i].split('/', -1)[9]\n","\n"," print(name)"]},{"cell_type":"markdown","metadata":{"id":"eyHISbvPG1Db"},"source":["Export images as tiff files to output directory"]},{"cell_type":"code","execution_count":25,"metadata":{"executionInfo":{"elapsed":2298,"status":"ok","timestamp":1643095375427,"user":{"displayName":"MEN Vuthy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggz_fgR6NAqa_UnWAIIDjX9pd1OkdeBn_u164cC=s64","userId":"02183312642253897909"},"user_tz":-540},"id":"_T6Dfp6oMG7N"},"outputs":[],"source":["for i in range(len(images)):\n"," # File name\n"," name = images[i].split('/', -1)[9]\n"," \n"," # Data dir\n"," data_dir = \"/content/drive/MyDrive/Colab Notebooks/Porfolio/Deep-learning/data/image/8-byte images\"\n","\n"," # Output raster\n"," out_tif = os.path.join(data_dir, name)\n","\n"," # Copy the metadata\n"," out_meta = source_images[i].meta.copy()\n","\n"," # update meta\n"," out_meta.update({\"driver\": \"GTiff\",\n"," \"dtype\": 'uint8',\n"," \"height\": RGB_transpose[i].shape[1],\n"," \"width\": RGB_transpose[i].shape[2],\n"," \"transform\": source_images[i].transform,\n"," \"count\": 3,\n"," \"crs\": source_images[i].crs})\n"," \n"," # Write image to tiff file\n"," with rasterio.open(out_tif, \"w\", **out_meta) as dest:\n"," dest.write(RGB_transpose[i].astype('uint8'))"]},{"cell_type":"markdown","metadata":{"id":"xtApZ2mBHDFu"},"source":["Finally, we can see how to convert WorldView-3 satellite images from uint16 to 8-byte datatype.\n","\n"]},{"cell_type":"markdown","metadata":{"id":"-nnDXUuQG_t_"},"source":["\n","\n","---\n","\n"]}],"metadata":{"colab":{"authorship_tag":"ABX9TyPreKfc7a/3ZrJ66AHvnfYg","collapsed_sections":[],"mount_file_id":"15UbSUSm4zNGaWrvEFGofbGfZsimF5jv_","name":"Convert WorldView-3 satellite images from Uint16 to 8byte.ipynb","provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.10"}},"nbformat":4,"nbformat_minor":0}