{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "well_drawdown_testing_notebook.ipynb", "provenance": [], "collapsed_sections": [], "authorship_tag": "ABX9TyM2DRf4PQ5rx73c5paXGAHe", "include_colab_link": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "code", "metadata": { "id": "pugWHo867bK_" }, "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "plt.style.use('seaborn')" ], "execution_count": 1, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "wnIlpGkICvHo", "outputId": "2620609e-5c2c-4f5c-feda-f68e155b1c66", "colab": { "base_uri": "https://localhost:8080/" } }, "source": [ "!git clone https://github.com/yohanesnuwara/pyreservoir" ], "execution_count": 2, "outputs": [ { "output_type": "stream", "text": [ "Cloning into 'pyreservoir'...\n", "remote: Enumerating objects: 92, done.\u001b[K\n", "remote: Counting objects: 100% (92/92), done.\u001b[K\n", "remote: Compressing objects: 100% (92/92), done.\u001b[K\n", "remote: Total 750 (delta 45), reused 0 (delta 0), pack-reused 658\u001b[K\n", "Receiving objects: 100% (750/750), 23.83 MiB | 15.82 MiB/s, done.\n", "Resolving deltas: 100% (399/399), done.\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "apQI1l1NI3u3" }, "source": [ "import sys\n", "sys.path.append('/content/pyreservoir/welltest')\n", "\n", "from wellanalysis import *" ], "execution_count": 3, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "9L5vUmFhYvYr" }, "source": [ "# known \n", "poro = 0.15 # Porosity\n", "rw = 0.333 # Wellbore radius, ft\n", "h = 32 # Reservoir thickness, ft\n", "ct = 12E-06 # Total compressibility, sip\n", "pi = 2500 # Initial reservoir pressure, psia\n", "mu_oil = 2 # Oil viscosity, cp\n", "Bo = 1.333 # Oil FVF, RB/STB\n" ], "execution_count": 4, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "FSsuuK-UuOFb", "outputId": "b9cb536f-4273-4efe-a11e-2830a1908b68", "colab": { "base_uri": "https://localhost:8080/", "height": 292 } }, "source": [ "# There are 6 test datasets\n", "\n", "import glob\n", "import os\n", "\n", "# get all paths and alphabetically ordered\n", "paths = sorted(glob.glob(os.path.join(\"/content/pyreservoir/data/welltest\", \"*.csv\")))\n", "\n", "plt.figure(figsize=(15,7))\n", "titles = ['Test 1: Constant Rate Drawdowm', 'Test 2: Multi Rate Drawdown',\n", " 'Test 3: Constant Pressure']\n", "colors = ['purple', 'red', 'green']\n", "\n", "for i in range(len(paths)):\n", " if i < 3:\n", " if i == 2:\n", " # pressure test\n", " df = pd.read_csv(paths[i])\n", " t = df.iloc[:,0].values # time column\n", " q = df.iloc[:,1].values # rate column\n", "\n", " plt.subplot(2,3,i+1)\n", " plt.plot(t, q, '.-', color=colors[i])\n", " plt.ylabel('Pressure (psia)')\n", "\n", " else:\n", " # rate test\n", " df = pd.read_csv(paths[i])\n", " t = df.iloc[:,0].values # time column\n", " p = df.iloc[:,1].values # pressure column\n", " \n", " plt.subplot(2,3,i+1)\n", " plt.plot(t, p, '.-', color=colors[i])\n", " plt.ylabel('Rate (STB/D)')\n", " \n", " plt.title(titles[i], size=15)\n", " plt.xlabel('Time (hours)')\n", " plt.xlim(0, max(t))\n", "\n", "plt.tight_layout(1)\n", "plt.show()\n" ], "execution_count": 80, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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i69hI/pIwd+/jhPn0g9n0S3oWsFUcEn0woZP9KOEK3xA2HZI8iM3f28x/J7n8m5gJTDGzsYQv5scJVyunEoYMVgB/z3huZ59lXlawEemlAWnHLdQ6mE24unOydz+NpCs3EP7PbQv8D3BbHLXQnZyKb/ZQZrHPjxCSqje7+/KMfW4jJFsOAmrivm9mOWYLsKqTz6PK3b+d5Xmdij/+R9BFuxq/G2cSEhj7ENq9ER0OMxM4MM6pPpC4QgwhYTsaeCdhNCHk1q52tvpYEkjFq4D3EkaAHAQ87qG+0WxCu3oQYeh6S8Zz1YbKlmBA+9wepsSeQWgPch3V8TyhHelOrn3ubP3tde5+PGE6yU2EPtd/zOyzXTwl1z5uPtqTzCKtw919706SGLBpH7dPn6+7/4eQ+D2akMz5CvB8vFDamc6+Ezv2uVuAr3WIZ1Ds5yuJ0QdKZBSHF4A9MpMEZjY4zqtLD7Wtd/fF7n6du3+SMM/qrAGMcTrhh/upHR8ws0ozm2VmpxMKe65k8+Gou5Hjiim9ON/9gefcfXrsqEHXw43zxsOUli8C37VNVwDYn9BBnOnu6+Pn+p4sh3qJkCl+d+ZGM9sudnh76gTiXMEs++wP3Olh+k+bhUJ/G6ZieJju8yhh3uUBwINxRMc8QkFAI3SSIcyp79jA755x+4X4d8d/E+9k47+JmYQv7Q8TEkPr2JjIOAi4393XI1K8+r0dN7ODgFuB/3X37/YlWA/TUe4mTGGYRtfTStaw6VW0bPO6+8zd7yEkWW7KmBYBoc26zt3neSgavT2hMHJXXgCGx6HEG8SERG+cRxj19VAXj48hJGF/6e6vxERCx++hRwijST5FuEK6iJggJrR9T3ssRkdu7erEjPoa6amOW7Fpu/pBQjI6vSR3ul3tOF1PZEvRr221mZ1hZpvVtiAkaHMt7HgL8AEzO7iT4w8zs6djUvtFQsKiL33uSjMb6WFq86/d/cOE+hlndvGUnvZxB1qfPt84sjzp7rPd/XzCe9lCuPAHvftOfIHN+/hjYt9b+kCJjOLwG0KH7LuxgaojXDF/MP5H/BShMvG+ZpaI//DfQ8jYQqgwDPAOC0W+8s5DwaHvA78ys6+bWZ2ZVZjZXoTO0NbAn+NQqquAs81s77jPwYSpH1fl+HI9Pd8FwLYW5iPWmdmFhErD9R06wtmsBurMbOsePAd3v5nQWbzZzNLF6RYAk81sVBxh8EvCEN/xGYmJZmCSmdW5exNhWdsLzezd8T37IKH+xHG5xmJmW5nZlwmrFpzrG+eWd2YB8G4zGxp/EFxD6KRvG0d0EM/rTOAN37j6x8OEgk5zMq6WziCM1Pi4mVXFz/uojPfoX4Q6GJeZ2fj4hXIOIeN9bdxnEeEL+Rw2/lB4hnC14STU4Zbi16/teNz/BsL/7TvyFPM1hKtq69z9H13s8zxwdGwrtiJM9+gqqZg+h10trMDRW+cQRiT8NGPbAsJw4Wozm0wo8PsK4apa5mtPtjBv/D7C1bRfx3a92sIKVc/1JJlhZjub2VWEz++kLFfP3iYMPX5f/GGwbzyPxnSMHqruP0yYovdQ3LaCkCD+Cpu2czOAk8xst9hmfplQCyptOqEP9yMzq7FQa+kKYGHGce4lrFZ2CBvb1YcJo0Heh9pV2TL1d5/7QeCdZnaJmdXG5/+QMEIhp/9zHgrr3wLcZWafju1vtYXi6rMIP6xnufvbhGlkF5rZxNgHO45QJDjXPvfXgUfNbFfYULdt9w7nm9k/zqWP253VwAQzq7cwyjefev35xv7vHOCHGd9huxEKIKffj558J6ZdARxnZsfGz2gnQkHSn3bzPOmGEhlFwMMqER8hXDVZQsjc1ROGVLUTOiy/JFyJaybMmx1H+M8IoTL7U4Tl2jodMmtmayzMF/t15n0LS0BhZifF+10OG3b3bxGu3h0eY1gZY5tDWCIqfSXpfEKH+9a4zxWEZZl+leNb0tPz/TWhYX+W8OO3mTAqYQWwMMdG8g+Eiu8v08mok258llBV/tJ4/3uEq2kLCcvhPUYYhldPKPYGYTjbWWwcpnwOYc77PYSO71XABe6eLrjWlbvj57aWMHfwMOBod7+8m+edS0gSLCVclb0euJgwKuLuuM9MwqiJBzOe9zChUd/wZeyhsNS5hNVKVhA65B2X7DuasLLCPwnv8zHAVA8Fj9I2eb14RfORjq8nUowGoB3/GGGk1RUZ7XeP2/EO7iHUfehsqG7aF2OcbxP+/19NaNc342G561sIbcE9ne2TCw+FKz8NfNrM0it1fI7QuV5BGG32XcJ3y/Fm9hvCe/cgodDwb+OUm6MIHf7nCW3dyYTP46VuQmjKaFdnE5Iqe3koXN1VzK2E745PEN6fHxLawquBb5rZeXHXnNpVQmHSuwnfba8TViaZnvF6bxK+i3cn1IN6jjDE+YD0yMQ46sYJo0XSKwP8l3A1cZnHpRdFtiT93Va7+/OE5OFB8fgLCT+Uj3D3lwHM7Hwze7Hjczs4ibCa3GmEaXRvx7huA6b4xqmAnyb0ldKrNJ1LKF5592ZH7NxlhMTvAxaWmX6WkJRNj8jo2D/OpY/bnZsIfdDX2HQlqD7ry+cb+50fI7SrC82sifCddmHG+5nzd2JGTL8nfC7fJ/TxHya8d1/My0lvwRKpVMeyBSIiIiIiIiIixUkjMkRERERERESkZCiRISIiIiIiIiIlQ4kMERERERERESkZSmSIiIiIiIiISMnIdZkcEREpQWb2I+AAQnt/qbv/IW4/HLjH3RPx/jTgbMIScVe7++/MrIqwos32QBtwag4rPoiIiIiI9KuySmS0tralli9v7n7HMlZXV4PeA70HoPcBivs9GD16WKK/X8PMpgK7ufv+ZjYK+DfwBzMbDJxHWFKNuDb8BcC+wDpgrpndRVi+coW7TzOzwwhLDB+X7TXLpR0u5n87PaHzKC46j+IyEO3wQCvWNrgY/80UY0yguHqiGGOC4oyrGGOCvrXDZTW1pLKyotAhFJzeA70HaXof9B4As4Fj4+0VwFAzqwC+SVhHfV18bD9grruvdPcW4O/A+wnrsN8V97k/bsuqXN5znUdx0XkUl3I5j3JUrJ9NMcZVjDGB4uqJYowJijOuYoypr8pqRIaIiGzk7m3A6nj3NOBuYGdgD3e/wMwui4+NA5ZmPHUJMD5zu7u3m1nKzKrdfR1ZjB49LI9nUTg6j+Ki8ygu5XIeIiJSmpTIEBEpc2Z2NCGRcRgwHfhiN0/paphfTsP/li5tzD24IjV69DCdRxHReRSXcjoPEREpTWU1tURERDYVi3p+CzgSqAV2BW4xs8eB8Wb2MLCYMPoibULctmF7LPyZ6G40hoiIiIhIf9OIDBGRMmVmI4DLgEPcvSFu3jnj8Vfc/UAzGwJcY2YjgVZCLYyzgeGEGhszCYU/HxrI+EVEREREOtOviYyOy/4BHwX2BpbFXS5z979q2T8RkX5xHLAVcJuZpbed7O4LM3dy9xYz+wYhYZECLnb3lWZ2K3ComT0KrAVOGbDIRURERES60G+JjC6W/XsQOM/d/5KxX96W/XvtiddIjhlCVW11/5yUiEgJcfergauzPL5Dxu07gDs6PN4GnNpf8YmIFExTE4wZvh+p1BOFDiXfmtY34Q3zsPrJ1FbVFjocEZF+0Z8jMmYDc+LtFcBQoLN1XzYs+wdgZpnL/t0Y97kfuLa7F/zde3/HyIn1HDvzBCUzRERERMpFUxOVPo9Wmwy1nfw4b2uDlhYSb79N1XPP0LbttpCsILFuLYm1a2HtWhJr14S/V65k6A++C/A4ORYxLhVN65o48PfvZVHjQiaOnMTMY2cpmSEiZanfEhldLPvXBnzBzM4hLO/3BfK87N+K+Q20L2lh9I6j8no+pURVuPUepOl90HsgIlIQXSUe2tpINDWSWLmSxKpVJJe8ReULz9NeVw/t7SRWN5FobibRvJrE6tXh9sqVVD9wL8nVq0kNHkzrjjuHBEVLS9ivpSUkK4RnlzzLosYwe3D+ihfwhnnsPXafAkclIpJ//V7ss8Oyf+8Blrn7U3E+9kXAYx2e0qdl/0ZOrCc5ZkhZLAvWG+WyJFpf6D0I9D4U93ugBIuIlKSmJnj+KRKDhpNct47EihUkVywnsbyB5MoVJJYvJ7l0CYP+eCfJxkZSgwfTtt32JJqaQuKiqW9tcmLNGipeeZnUsGEwZAjt47cmNWQIqSE1sG4t1XPnbNh3zVEfo32bbUkNHgSDBpOqHhRup6DmysupeOvNvr4bReedY95JMpGkPdXOxJGTsPrJhQ5JRKRf9Hexz/Syf0fEqSMPZDw8A/g1YU52x2X/Hmfjsn9P57rs367/b1cO+PEhmlYiIiIi0hMrllP9xD9oHz6cZFMTySVLSC55K/4JtxNvvkHFwlchlWKrHA+bWLOG5OLXSdVvRdsOO9I6fDip4cNJDRsOa9cweMYfN+y7+pyv0frO3aCmhlTNUFI1NaSG1pIixYgTj6PypQW0TpzE8pmzOp9e0tRE3eFTqJz/Aq0TJ9H4s191vh+w5lMnMnqnrd/b8zequNVW1zK2ZhztqXZNKxGRstafxT43W/bPzO4Ezo2rj0wBngGeIE/L/g0dPVRJDBEREZG09BSPSUaysZGKha+SfPUVKha+Gm4vWkjFKy+TXPx61qGvqWSS9hEjSaRSG7at+dBRtE+cRPvIOlJ1dbSPGBn+rq5m+JmfofLll7pNPFTOe25D4qH5C2d3mXhYfv8j2WtkANTWsnzmrO73i/uWY6FPgNqqWpavbVASQ0TKWn+OyOhs2b/rgFvNrBloIiypmrdl/1Ltqe52ERERESlfqRTJV16m8pn/UPnkPxly/e9INq8mRedzdFOJBO31ozZ5rPnU02l99160jxm74U9q1Choadl0xMMvruo68fDAo3lPPLTunUOth1z3K2M1VUN5vem1QochItKv+rPYZ1fL/t3Qyb55WfYvlVIiQ0RERLYATU1UPvcMqWQFlQvmU/nfp6n873+ofOa/JBtXbbZ7Alh7wBTa9nw3bdttT9t229O+/fa0TdgW1q/fJEGx+tsXd55UiImH0UsWsnzMdko8FKmaqhqaW5tpT7WTTCQLHY6ISL/o92KfA0kjMkRERKScJZYtY9Ct06n9wXdJrGnZ5LFUIkHbLhNZd+hhtO62B627TKT2om9tqC2x6obpnScfBg3q2ZSMHfeDIi2kLDCkcggALa0tDK0aWuBoRET6R1klMmgvdAAiIiIiedbSwqB7/8agO26l+oH7SLS2bvLw6jO+yLoPH0XrO3aDoZv+cF3+gQ/md+qGFL2ayvBvoHl9sxIZIlK2yiqRoaklIiIiUhba2qh67FEG3XErg/78pw3Llq5/156sPepoBk+/aUMxzeavfiNrHQolKLYsNVU1ADS3rgZGFzYYEZF+Ul6JDE0tERERkRJW8fRT1Pzml1Q9+jAVb70JQNs227L6059l7cc/SZvtCkDLaZ/NbaSFbHFqKmMiY31zgSMREek/SmSIiIiIFIMlS6g77EASqRSpZJKW409k7Qknsn7f90KyQ9FGjbSQLtTE6SRhRIaISHlSIkNERESkCFT/cw6JOE020d7Omv85VcmKMmVm04CvAa3ABcB/gJuACuAN4CR3Xxv3O5tQCe5qd/9dd8fWiAwR2RKU15pMymOIiIhIiWobM3bD7daJk8K0ESk7ZjYKuBD4APAR4GjgEuCX7n4A8CLwv2Y2lJDkOASYAnzZzOq7O/7GERlKZIhI+SqrRIZGZIiIiEipSrS1AdBy3DSWz5yl2hfl6xDgfndvdPc33P0zhETFjPj4n+M++wFz3X2lu7cAfwfe393BNxT7XK+pJSJSvjS1RERERKQIJJtWAdA2cZKSGOVtB6DGzGYAdcBFwFB3XxsfXwKMB8YBSzOel96eVXpqSUtrS94CFhEpNuWVyNDyqyIimzCzHwEHENr7Swlzry8D1gNrCfOwl5rZesLVvrSDCaP2rge2B9qAU939pYGLXmTLkmgMS6ymhg0rcCTSzxLAKOAYQvv6UNyW+XhXz+vW+FFbAZAc1Mbo0cXzb6mYYkkrxphAcfVEMcYExRlXMcbUF+WVyNCIDBGRDcxsKrCbu+8f52T/GwQADzsAACAASURBVHgCONndXzKzC4HTge8DK919SofnnwiscPdpZnYYIRFy3ICehMgWRImMLcZbwGPu3gosMLNGoNXMhsQpJBOAxfHPuIznTQAe7+7grc0h37FkRQNLlzbmO/ZeGT16WNHEklaMMYHi6olijAmKM65ijAn6llxRjQwRkfI1Gzg23l4BDAWOj0mMBKFT/FqW5x8M3BVv308Oc7NFpPc2JjKGFzgS6Wf3AgeZWTImmWsJbezH4+MfB+4hJJ73MbORZlZLaIMf6e7gG4p9qkaGiJSxshqRoVVLREQ2cvc2IN2TPQ24293bzOwI4EpgHnBzfHywmU0nDHO+090vJ2N+tru3m1nKzKrdfV221y2XoYs6j+KyRZxHeyiRMGKbMVDk51sun0chuPvrZnYHG0dXnAXMBW40s88CrwI3uPt6M/sGMJPQy73Y3Vd2d/x0jYzVWrVERMpYWSUyNCJDRGRzZnY0IZFxGIC732NmBvwA+AZhaslXCUmNFDDbzGZ3cqic5mcX49DFnirWIZg9pfMoLt2dx9C33qYGWN5WQWsRn285fR6F4u5XAVd12HxoJ/vdAdzRk2NvHJGhRIaIlC9NLRERKWNmdjjwLeBId19pZscAuHsKuBP4QLz/G3dvcvfVwAPA7mTMzzazKiDR3WgMEem99NSS9lqNdpDeS4/I0NQSESlnGpEhIlKmzGwEYYWSQ9y9IW6+yMxedvengP0Aj6MzLgSmARWEedh3EFY1OZYwrPkoQmV9EeknSdXIkDyoqYqJDE0tEZEyVl6JDC2/KiKS6ThgK+C2kKsAwlzsX5lZK9BCWH51iZktAuYA7cAMd59jZk8Ch5rZo4SkxikDfQIiW5JE4ypAq5ZI36jYp4hsCcorkaERGSIiG7j71cDVnTz0vk72/Xon29qAU/shNBHpRKKxkVRVFQwaVOhQpIRVJ6tJJpIakSEiZU01MkRERESKQKKpMYzGSORUV1ekU4lEgprKoSr2KSJlrawSGVp+VUREREpVorGRVK3qY0jf1VTV0NyqqSUiUr7KKpGhERkiIiJSqhKNjaqPIXlRU1mjERkiUtaUyBAREREptPZ2Ek2NtCuRIXlQUzVUNTJEpKwpkSEiIiJSYInm1SRSKY3IkLyoqayhRYkMESlj5ZXI0PKrIiIiUoISjY2All6V/KipGkpreyvr2tYVOhQRkX5RXokMjcgQERGRErQhkaFin5IHNVU1ADSvV8FPESlPSmSIiIiIFFiicRWgERmSHzWVMZGh6SUiUqbKKpGh5VdFRESkFGlqieTT0KqhAFq5RETKVlklMjQiQ0REREqREhmSTxtHZGhqiYiUJyUyRERERAossboJgPZhqpEhfVeZrARgWcuyAkciItI/KgsdQD4pkSEiIiKlKJmukVGrERnlzsymALcDz8ZN/wXGAaPj/XrgceD78bEn4/al7n5sd8dvWt/E75+fDsCXH/oCj54wl9qq2rzFLyJSDMorkaHlV0VERKQEaWrJFudhd/9EZw+Y2bXANfGuu/uUnhzYG+axbM3bACxe/TreMI+9x+7Tl1hFRIqOppaIiIiIFJgSGQJgZgaMdPc5vT5G/WTGD90agK2GjMbqJ+crPBGRoqFEhoiIiEiBbUxkqEbGFuIdZjbDzB41s0Mztn8J+HnG/XFmdoeZPWZm03I5cG1VLVdM/SUAn5z0KU0rEZGyVFZTS7T8qojIpszsR8ABhPb+UuAN4DJgPbAWOMndl8YO8tlAO3C1u//OzKqA64HtgTbgVHd/aeDPQqT8JZpijQyNyNgSzAcuBm4DdgIeMrNd4mMfcPcz4u1lwLeBm4ERwBwze9Dd38h28NGjh7E7BkBrxRpGjy6Of1PFEkemYowJFFdPFGNMUJxxFWNMfVFWiQyNyBAR2cjMpgK7ufv+ZjYK+DfwBHCyu79kZhcCp5vZz4ALgH2BdcBcM7sLOApY4e7TzOwwQiLkuIKcjEiZS4/IaFexz7Ln7q8Dt8a7C8zsTWACsAswJ2O/RuC6ePdtM/snsCshId2lpUsbSbQMAeC15W+wdGljfk+gF0aPHlYUcWQqxphAcfVEMcYExRlXMcYEfUuu9Gsio+OVQHf/Q9x+OHCPuyfi/fXA3zOeejBh2sv19OBKoBIZIiKbmM3GTvEKYChwvLu3mVmC0HF+FNgPmOvuKwHM7O/A+wlt8Y3x+fcD1w5g7CJblERjI6lEAoYOLXQo0s/iCLjx7v5jMxsHjAVeBz4FPJ2x31TgKHc/x8yGAnsCL+TyGiMHjSSZSG4o+ikiUm76rUZG5pVA4Ajgirh9MHAem2aTV7r7lIw/bcAJhCuBHwC+R7gSmJUSGSIiG7l7m7uvjndPA+6OSYwjACd0nm8mLPu3NOOpS4DxmdvdvR1ImVn1QMUvsiVJNjaG+hiJRKFDkf43AzjQzB4B/gR83t3XEdrdJRn7PQLUm9k/gIcIFwVfz+UFKpIV1A2qo6FlWZ5DFxEpDv05ImOzK4FmVgF8E/glYY52Nj2+EqjlV0VENmdmRxMSGYcBuPs9sTL+D4BvAK90eEpXv6Ry+oVVLnMwdR7FpezPo7kJRgwvmfMslTiLUZwyclQn28/qcL8VOKW3rzNqyFa83bK0+x1FREpQvyUy4qiKTa4EAjsDe7j7BWaWmcgYbGbTCdNI7nT3y+lwJdDMUmZWHTPWnUq1p/TFijoXoPcgTe+D3oM4le9bwBHuvtLMjnH3u9w9ZWZ3AhcBjxHa3LQJwOPA4rj96Vj4M5GtDU4rxjmYPVWsc0l7SudRXLKdx6iVK2kfM5blJXCe5fR5lLP6waOYv/wF2trbqEhWFDocEZG86vdinx2uBE4HvtjJbl8lDG9OAbPNbHYn+3R7JTDVniqLL9a+KJfORV/oPQj0PhT3ezAQHWgzG0EY/XaIuzfEzReZ2cvu/hShNoYTCoBeY2YjgVZCfYyzgeHAscBMwtXDh/o9aJEtUSoVamTstEv3+4rkaNSQrUiRYvna5Ww1ZKtChyMiklf9Xexzw5VAoJZQafmWMKKZ8Wb2sLsf6O6/yXjOA8Du9OZKoGaWiIhkOg7YCrgttrsAZwG/MrNWoIWw/GqLmX2DkLBIARfH0Ru3Aoea2aOEpVpPGegTENkirF1LYv16Lb0qeTVqcEheLGt5W4kMESk7/ZbI6OJK4M4Zj7/i7gfGedoXAtOACsKVwDsIneYeXQlUsU8RkY3c/Wrg6k4eel8n+95BaHszt7UBp/ZPdCKStmHp1WHDCxyJlJNRQ+oBaFijgp8iUn76c0RGZ1cCT3b3hZk7ubub2SJCYdB2YIa7zzGzJ+nhlUAlMkRERKTUJBpXAWhEhuRVekTG2y1aglVEyk9/Fvvs6kpg+vEdMm5/vZPHe3wlUIkMERERKTXJpjAiI1WrRIbkT/2QUUCYWiIiUm6ShQ4gn7T8qoiIiJSa9NQSjciQfEqPyNDUEhEpR+WVyNCIDBERESkxGxIZGpEheZQu8KkRGSJSjpTIEBERESkg1ciQ/lA/OEwtmb/iBZrWNxU4GhGR/CqrRIaWXxUREZFSo6kl0h8GVQ4GYNaiBzn89ilKZohIWSmrRIZGZIiIiEipSTQpkSH59+qqlzfcnr/iBbxhXgGjERHJLyUyRERERAooGUdktNcOL3AkUk6sfjLVyWoAJo6chNVPLnBEIiL5o0SGiIiISAGpRob0h9qqWvbf+v0A3PHRGdRW1RY4IhGR/CmvRIaWXxUREZESoxoZ0l92GLETACvWrihwJCIi+VVeiQyNyBAREZESo0SG9JdtarcB4LXGhQWOREQkv5TIEBERESmgDcU+a5XIkPzaZti2ALzW9FqBIxERya/KQgeQV8pjiIiISIlJNDaSqqmByvLqlknnzGwKcDvwbNz0X2AYsDewLG67zN3/ambTgLOBduBqd/9dT15rQjqR0bio74GLiBSRsvrG1IgMERERKTWJxlW0azRGyTKzBDA63l3q7rl0SB92909kHON64Dx3/0vGtqHABcC+wDpgrpnd5e4NucaWnlryepMSGSJSXjS1RERERKSAko2Nqo9RgsxsXzO7C1gJPEMYYbHCzP5gZvvm4SX2A+a6+0p3bwH+Dry/JwcYN3Q8FYkKXmvU1BIRKS8akSEiIiJSQImmRlITJhQ6DOkBM7sEmAL8BDjJ3Zvi9qHAIcBPzOxBd7+wi0O8w8xmAPXAxXHbF8zsHGAJ8AVgHLA04zlLgPHdxTZ69KZJsQnDJ7C4+bXNtg+0Qr9+Z4oxJlBcPVGMMUFxxlWMMfVFWSUyICzBmkgkCh2GiEhRMLMfAQcQ2vtLgbnAdUAVsB440d3fNLP1hKt9aQcTRu1dD2wPtAGnuvtLAxe9yBZg/XoSLS2khg0vdCTSM8vc/YMdN7r7ajOb5e5/MrMvdfHc+YTkxW3ATsBDwOnAW+7+lJl9A7gIeKzD83Lq4C5d2rjJ/a1rtmHOm4+z+M0GqiqqcjlE3o0ePWyzuAqtGGMCxdUTxRgTFGdcxRgT9C25UnaJDFLk2MyLiJQ3M5sK7Obu+5vZKODfhA7z1e5+m5mdCZwDfA1Y6e5TOjz/RGCFu08zs8MIiZDjBvQkRMqcViwpTe7+s/RtM3sHsFW8Owi4EpicuU+H574O3BrvLjCzN4EX3P3luG0G8GvgDsKojLQJwOM9jXVszVjaU+0sWPEiu46a3NOni4gUpZwSGWY2lnBFDuBVd3+r/0Lqm1R7ikRSmQwRKS+9bIdnA3Pi7RXAUOAMYE3cthTYK8vzDwZujLfvB67tScwi0r1EY0xkqEZGSTKznwGHERIOLwI7Az/u5jnTgPHu/mMzGweMBS43s6/EUW9TCDU3ngCuMbORQCuhPsbZPYmvaX0Ts197GIAT/voJZn/qCWqrantyCBGRopQ1kWFmnwTOI8zHS5c73s7MXgcudffb+zm+HkulVCdDRMpHX9phd28DVse7pwF3u/vqeNwK4Ezgkvj4YDObTkiW3Onul5MxP9vd280sZWbV7r4uW8zlMgdT51FcyvY83mgHYPCYUQwuoXMsl88jD/Z198lm9pC7TzWzvYFjunnODGC6mR0NVAOfB1qAW82sGWgiTOVridNMZhLGHF/s7it7Epw3zGP52rDIyWtNi/CGeew9dp8enaCISDHqMpERl4GqBE5x96c7PLYHcK6ZfdjdT+nXCHtKBT9FpEzkqx2OneXTCFcN00mMm4AH3f2BuNtXgZsJneXZZja7k0P1an52KSrWuaQ9pfMoLp2dR+XCt6gDVlcOprlEzrGcPo88WBv/HmRmCXd/0syyjshw90bgqE4e2izD4O53EKaY9IrVT2abYdvyWuMiRg6qw+o1tUREykO2ERl3ufufOnsgdqhPjJ3joqKVS0SkjPS5HTazw4FvAUdkXMm7Dpjv7ulK+bj7bzKe8wCwO7CYMCrjaTOrAhLdjcYQkZ5JNq0CVCOjhLmZnUGYynefmTkwssAxbVBbVctfjrmXPW+czB6j99S0EhEpG10mMmK15W0JQ493J1SsfxL4TXpudlcd7EJKtRc6AhGR/OhrO2xmI4DLgEPcvSFumwasy1wS0MwMuBCYBlQQ5mHfQbjSeCxhWPNRhEKhIpJHqpFR8j4H1BHqEB1PqHdxaUEj6mDr2gmMqRnLSysXFDoUEZG8SXb1gJntTigytB74FfB7YAzwr1iduTipRoaIlIk8tMPHESrp32Zms8xsFvAdYK/0fTP7lbs7of7GHMISrHe7+xxCVf0KM3uUkEw5L79nKCJKZJQmM3t3vDkV2JNQoPNN4GlgUoHC6tKkOmNR40JWr1/d/c4iIiUg29SSi4H/cff7MrZNN7M/Az8BjuzXyHpJxT5FpIz0qR1296uBq3N5IXf/eifb2oBTcw9XRHpqYyJjeIEjkR46ibCk9bc7eSwFPDiw4WQ3sW4Sj74+mwUr5vOu0XsWOhwRkT7LlsgY1aHzDIC732Nm3+/HmPpENTJEpIyUZDssIrlLNMYaGRqRUVLc/Zz499TM7WaWdPeim+g8qW5XAF5Y7kpkiEhZ6HJqCWEudldW5DuQfNGADBEpIyXZDotI7hJNmlpSyszsFDM7w8zS0/BeNrPPFzqujibVGQAPL5pF0/qmAkcjItJ32UZk1JvZQV08VtcfweSFRmSISPkozXZYRHKWnlrSrlVLStVnCfUxjgGeAT5ImFby6wLGtJltarcB4Fa/hX+9NZeZx87SCiYiUtKyJTKW0/m8PyjiK4GaWiIiZaQk22ERyV1SNTJKXYu7rzWzDwE3u3u7mRVdZ3TZmoYNt+eveAFvmMfeY/cpYEQiIn2TLZHxE+BBd28eqGDyQVNLRKSMlGQ7LCK5U42M0mdmvyQsW326me0PDC5wSJvZddRkaipraG5tZqcRO2P1kwsdkohIn2SrkXEQ8KiZPWhm55nZ3gMVVJ9oRIaIlI/SbIdFJGeJxkZS1dUwaFChQ5HemQbMB46KKz3tAHyuoBF1oraqlv9552kAXPz+72taiYiUvC4TGe5+jrvvRVhe6i3gXDNzM/s/Myva5fi0/KqIlItSbYdFJHeJpkaNxihtS4AXgY+Z2blAA/CfwobUuX3G7QeANzxf4EhERPou29QSANz9deBa4FozSwDvAQ7v78B6SzUyRKTclFo7LCK5SzQ2klKhz1J2HbA98BiQAM4HPgGcXsigOrPnmHcD8PTSfxc4EhGRvsuayDCzdwFvuftbZnYGoeP8DPDdgQiuNzQgQ0TKSSm2wyKSu0RjI23b71DoMKT3dnX3fdN3YrL58QLG06UJtduw1ZCteGrJvwodiohIn3U5tcTMLgXuAP5hZucB+wO/AwYBVw1MeL2gERkiUiZKth0Wkdy0t2tqSel73cwyi3sOAl4qVDDZJBIJdhv1LhY1LuTVVa8WOhwRkT7JNiLjIGBXYCvgWWC8u7cCM8zs7wMRXG9oaomIlJGSbIdFJDeJ5tUkUiklMkpbAlgQ2+QksB/wjJndCODuJxcyuExN65v4z9tPAXD0XUfw6AlzVfRTREpWtkTGandvB5aY2XOx85y2LpeDm9mPgAPi61zq7n+I2w8H7nH3RLw/DTgbaAeudvffmVkVcD1h3mEbcKq7d5vhVrFPESkjfW6HRaR4JRobAUjV6sdkCbsr/kn7c8btTjulZjYFuJ2QoAb4L/AjQr2NKmA9cKK7v2lm64HMxPXBcXWUHvOGeTSsaQBg8erX8YZ57D12n94cSkSk4Lot9hl1bDC7zRaY2VRgN3ff38xGAf8G/hCH350HvBH3GwpcAOxL6JjPNbO7gKOAFe4+zcwOAy4Fjus2Uo3IEJHy1ON2WESK28ZExvACRyI9ZWbnuPvl7n5Dtn2yHOJhd/9Exr43EC7m3WZmZwLnAF8DVrr7lLzEXD+ZnUfswoKVLzK4YjBWPzkfhxURKYhsiYz3mdnCeHtMxu0EYZhzd2YDc+LtFcBQM6sAvgn8ErgsPrYfMNfdVwLEoXnvBw4Gboz73E+o2N8tDcgQkTLS13ZYRIpYonEVgKaWlKZaM5sNXA7c5+6rYcMFukMJiYj7enC8M4A18fZSYK88xgpAbVUt931yNkfecRAvrphPgkS+X0JEZMBkS2RYXw4ch72tjndPA+4Gdgb2cPcLzCydyBhHaLDTlgDjM7e7e7uZpcys2t2zDqdWjQwRKSN9aodFpLhtGJGhREbJcfdLzOwewgW6G80s3T+tBh4AvuLuc7Mc4h1mNgOoBy529/sA4kW/M4FL4n6DzWw6Yar1ne5+eV/irq2q5ZDtD8eXP88/35zDgdtO7cvhREQKJlsi4wvufm5fX8DMjiYkMg4DpgNf7OYpXaWHc0ob19XVMHr0lt0h2NLPH/QepOl9KPn3IC/tsIgUJyUySpu7zwE+ZmZJYFTcvCzWNspmPnAxcBuwE/CQme1CmEJ4E/Cguz8Q9/0qcDNhOuFsM5vt7v/MdvDuvveOmHwIv3zqZ/xt0Z84YreDqK0emBotxfh9XIwxgeLqiWKMCYozrmKMqS+yJTL27uvBY1HPbwFHALWE6vu3mBnAeDN7GLiQMPoibQJh/e3FcfvTsfBnorvRGAANbzfB0sHd7Va2Ro8extKljYUOo6D0HgR6H4r7PcjxyyQf7fAmRZeBuXReUC5vRZdFJDeJptA+tQ9TjYxSFhMXS7vdceP+rwO3xrsLzOxNQv/3YmC+u1+cse9v0rfN7AFgdyBrIqO7771tq3YB4NqnruWRVx5l5rGz+n31kmL8Pi7GmEBx9UQxxgTFGVcxxgR9S65kS2QMMbMd6WIkRHedWTMbQaiDcYi7N8TNO2c8/oq7H2hmQ4BrzGwk0Eqoj3E2MBw4FphJKPz5UC4npKklIlJG+toOd1Z0+SE6FJQzs4vJZ9FlEclJMl0jo7a8rpJJdjFxPN7df2xm44CxwAeBde5+YcZ+RrjgNw2oIPSR7+jr67+xevGG2/NXvKDVS0SkJGVLZOxJmOPXWQc6RRgKl81xhGJ0t8URGAAnu/vCzJ3cvcXMvkFIWKQI8wRXmtmtwKFm9iiwFjilm9cLgSmPISLlo6/t8GZFl+m8oFxeiy6LSG40tWSLNQOYHqdfVwOfB84n1MOYFfd5zt3PMLNFhHa8HZgRp7P0idVPpn7wKBrWLGPc0PFavURESlK2RMbj7t7rCkDufjVwdZbHd8i4fQcdMsyxWOipPX5hjcgQkfLR13Z4s6LLGZX1MwvK5bXocrnMwdR5FJeyPI+2tQCM3G4clNj5lcvn0VdmVkeYRj3O3U80s6MIbXeXU03cvZEw4i3T3V3s+/W8BRvVVtVy/RE389E/Hsn+W7+/36eViIj0h2yJjJKU0pAMEZFNdCi6nE5ibCgoZ2YndHhKn4ouF+MczJ4q1rmkPaXzKC4dz6P2rWUMARpaK2grofMrp88jD64BHgb2j/cHATcAH8rHwfvLvuP3Z6sho3lw4X00rlvFsGrVaRGR0pLM8liXoymKmWpkiEgZ6XM7nFF0+cj01BFCsc/MgnLp4sppE+K2Ddt7UnRZRHKTaIo1MjS1pJSNdvcrCfWF0qOMawobUveaW5tZ17aWlWtXMuXW99G0vqnQIYmI9Ei2RMadZnZs+o6ZfdjM/mhmPzazoQMQW69oQIaIlJE+tcMZRZc/ki66HIvMbVJQDngC2MfMRppZLaE+xiPAvYSiy9CDosvdamqi8sm50KSOs2zZ0jUy2lXss6TFRG8q3h5LqEdU1LxhHqvWhUTaosaFeMO8AkckItIz2aaW/BQYBtxuZtsAtxDWst4JuBz4bP+H13Otq3WxUETKRl/b4c6KLm8HrOikoFzeii5ntXIF9e/fh4olb9E6cRLLZ86CWs3Pli1TsrGRVCIBQ4v+d6907ReEZa3Hm9kMwupPXypsSN2z+snsMnIiL66YT2WyEqvbtdAhiYj0SLZExr7unl6L6Vjgz+5+DYCZze73yHrpwS/ey/GzT6aqtrrQoYiI9FWf2uHuii532Dd/RZezGPTXP1Ox5C0AKue/wLBzz6blM5+ndc+9IJFTCQ6RspFobCQ1bLj+7ZewuJT1Y4QaGWuBz7r7GwUOq1u1VbXce+zDnHbPyTy06H5mLPgjH93lGBX+FJGSkW1qSWYVp6mEpffS1vdPOH3X+NoqGnxZocMQEcmHkmyHs1n70WNo23oCAKlkksF33kbd4VOp3+ddDL3kAiqf+pfmCMoWI9HUqPoYJc7MbnX319z9dnefUQpJjLTaqlpOmHwSAGc/dCaH3z5FtTJEpGRkG5FRbWZDCPP8pgCfgQ3zAIv2W7dmzFDqbVShwxARyYeSbIezqq2l4dG5VPo8Wnfcieq5cxj0pz9Qfc/d1PziCmp+cQVt2+3A2qOPYe2hh0FlFa27vkPTT6QsJRpX0T52XPc7SjF72cz+F3iMWPATwN1fKlxIuRtbM3bD7fkrXsAb5rH32H2yPENEpDhkS2RcBThQBVzv7m+a2WDgLrpY67oY7Pqpd2paiYiUi5Jsh7tVW0vr3qGjvO7wI1l3+JGwZg3VDz3AoBl3haTGz39Kzc9/CkBq8BBaPjWN1r3eQ+u79qRt4iSoLLvVw2VLk0qFqSU7Tyx0JNI3x3WyLUWoZVT0dhv9LkZUj2DlupVsXTsBq59c6JBERHLSZU/Q3W8ysweBOnd/Jm5bY2Z3Ab8dqAB7qmVZc6FDEBHJi1Jth3tl8GDWHflh1h35YWhpYcg1V1H7nQsASKxpoea6a+C6awBIDRlC6zt2o3WPPWl9156s32UiifWttO6xp0ZuSOlYs4ZEa6umlpQ4d9+x0DH0RW1VLdcecTMfn3EUOw4vidyLiAiQJZFhZue4++XA65nbY/G4jvsUjYZ5y1jftE6jMkSk5JVqO9xnQ4bQcuqnGfz7m6mc/wKtO0+k8UeXU/mCU/nfp6l6+ikqn/43VU/O3eRpqYoK1u/1Htp33oW2HXakbcedwt877Eiqrj4s++rzaLXJSnhIwSXi8sPtw4YXOBLpCzO7sbPt7n7yQMfSW+8esxdVyWr+vvgRDrntAO7/5CMq+ikiRS/b2NzaWBX/p8C97r4awMyGAocC5wD39X+IuUskE7z15Bvcfvh0jp15gpIZIlLqSq4dzpvaWpbPnLVJ4qH1gAM3Pr5mDZXznqX6L39i6M+vACDR1kbVP+eQmPvEZodrHzGCxJo1JNaupX3ESJo/dybtO+xI+/itaRu/Ne3jt4bBg8POTU3w0nMwZjslPKTfJBpXAWhERul7ION2NaEw88sFiqVXfPnzrG8P5T1eWrlAdTJEpCRkm1pyiZndA3wTuMHM0gWMqgmN9lfcfW5Xzy+EVHuodL9ifgMNvoyxe48vcEQiIr1Xiu1wXmXU0tjM4MG0vntvWicag+65O4zcmDiJ5X+5l4qGZVS88jLJl1+i4pWXw595z1K5ciUAyZUrqP3h9zY7ZHt9Pe1jLjk2GwAAIABJREFUxpFc+Co0r2ZUXT3NX/gS7RO2oX30mA1/UnV1kExqhIf0SbIpLEqUqlUio5S5+w0dNv3WzP5SkGB6yeons/OIXViw8kWSiSTjh25d6JBERLqVtVqau88BPmZmSSC9FMgyd2/v98h6YdCIQaxduZbh243QyiUiUhZKrR0ecJ2M3Girq6etYwHFpibqDp9C5fwXaNtue5q+fQnJhmUk31xMxeLFJBcvDrdffonE2jUAJJc3UPudCzd7yVRFBe119SRXrSKxbi3ttbWs/ej/o33sGFJ19bTX1ZOqj3/X1dFePYiKN9+gdfI7syc8lBjZoiQaYyJDIzJKWmybM20LlFQF19qqWu775Gy+89iFXPfsb7npuev5+r7fKnRYIiJZ5VT2PXaYl/ZzLH12wPkHcP+597PLMVboUERE8qpU2uGCyDZyI2OfjgmPTjU1UnfogVQueJG2bbal6bwLSDauIrl0CcmlS0m+vTTcfm0hiXVrAUg2NTFkeqfT5DeRSiZpHzc+JDtGjCA1fASpkSPD7SE1DLnlBpJLl9I2fmsaf/L/2bvz+KjK6/Hjn5lksk72THayAOFhB0E2EQFFxb1qERXXLj/rt9ra3X7d21q/1da2VmurVetaQVCwiiIgq7KJgmw+hCULSSAh+4SQZWZ+f9xJCCGBhCyz5Lxfr7zI3Ll35txJch3PPOecZ3AlJuKMiMQVGYkrMurEpBZJePiFE4kM6ZHh45owppQAmIAq4A+eC+fsWC1WHj7vN/z3wGL+uf3vfG/UD4gLlQ8FhRDey6/m1yWNNmaxf/nXzRxYuk/6ZAghhDihUwmPCCqWr8VWkk/56XpktFrh0ZQ1kOq//wtzQz2m8nLMFeUt/5pzNCGffAyAyemExkbM+XkEuvsjtCeguIjom799ynZXWDhOqxVzZQWmhgZcoWE0TJ2GKzoal9WKK9zq/jcclzUCZ3AIDBsEmUMl4eGFpEeGf9Bat12R4bPCLeHcN+5nPPjZ/Ty37a88POU3ng5JCCE65FeJjMCQE6cjfTKEEEKcFasVsiZBac1p9zmlpKW9/ex2ApsTHtlDqFi22nh8hwNTdRWmqirM1VWYiouJ+OV9BBQX44y3UXfTLZjqjxvlK1VVmGqqMVVXYy49gqnBaJViqjtG8IplZzydmNbPK7yGlJb4B6XUeCBZa/2BUup3wBTgEa31+tMcMwN4B9jl3rQDeBJ4HQgAioFbtdb1Sql5wH2AE3hBa/1Sr50McNuI7/Dctmd4acc/uWvMD0kMS+zNpxNCiLN2xkSGUioGeABI0lrfopS6Ctiotfa6Jc5xQ+KMRX0uMFvMRKTJmwMhhO/zpetwv9KdkpaAAFwxsUaZCcDosZRPndaJ0pdWK0EGZ1P5zhJMLhem2lpM9hpMdjum2loCt25umeYSmLPXeNwzxSr6lMnd7NMpiQxf9wxwh1JqGjARuBd4FrjwDMet0Vq3LL1SSr0CPKe1fkcp9XvgO+7Rrg+7H7cB2KKUek9rXd4bJwIQEhjCT8/9Jb9Ycx/PbP0Tj097sreeSgghuqUzy+H+BeQDWe7bwUDbDs1eoTKvsqVK0dnopCKn167zQgjRl3zmOiza0ZzwONOKiM7s506MVHy0kopP1uBKTcOZNgCHGkrT+Ak0Tp9Jw+VXcuwnv8BlMgHQlD3ESI4Ir2JuXpFhlR4ZPu641joHuBpjxcRujNUTXTUDeN/9/X+BWcAkYIvWukprXQd8Bkztfsind9PQW0iPzOTVXS9TWHOot59OCCHOSmcSGTat9TMYmWC01guBsF6N6iwljEggMiOq5fbKe5dx7IjdgxEJIUSP8JnrsOgDnUp4RODIHgLh4VJW4qWkR4bfCFdKzQGuBT5RSsUCMZ04brhS6n2l1Hql1MVAuNa63n1fCZAMJHFyk+fm7b0qKCCIn5/7KxqcDfx56x97++mEEOKsdKpHhlLKgnutg1IqEQjvzaDOVpA1iJl/vpgl1y0EwF5Yw6LL3+bGNbdJ008hhE/zleuw8B6OzCwC92pMTY0tIxWE95AeGX7j18CPgf/VWlcrpR4Fnj7DMTnAY8ACYCCwipPfk5s6OK6j7Sex2br/O3V33Pd4dvufeeub13hk1gMMjBnY7cfsibh6mjfGBBJXV3hjTOCdcXljTN3RmUTGs8AWIFkp9T5Gnd6PezWqbkgYm0RIXCjHy+oAqCmolqafQghfd9bXYaXUk8A0jOv9E1rrd5VSPwL+BMRore3u/Roxli03uwhj1d6/gQzAAdyptT7QI2ckep0jPQOAgPw8mqI78wGx6EuSyPAPWutVSqmt7iRGIrCSk6+l7R1TCMx339yvlDoMTFBKhbpLSFKBIvdXUqtDU4GNZ4qp9HSNirvgZ+Pu567l3+F/lz3E3y76R7cey2aL6LG4eoo3xgQSV1d4Y0zgnXF5Y0zQveTKGUtLtNYLgCuBezDqtM/hRA2f17FYg7j2g7ktt00BJkJiQzwYkRBCdM/ZXoeVUjOBkVrrKcBs4C9KqduARIw3yK1Vaa1ntPpyADcDlVrr84HHgSd67KREr3O6ExnmvFzPBiLa1dzs02WVRIYvU0r9DZjjLin5HOM6/fwZjpmnlPq5+/skjGvyK8D17l2uBz4GNmEkOKKVUlaM/hjreuVE2nHN4OsYFjucd/a+TU7F3r56WiGE6JQzJjKUUh9rrQ9prd/RWr+vtS4G1vZBbGetobK+5XuXw8V7V82XXhlCCJ/VjevwWmCO+/tKjHKUJVrrB6BT1QYXAe+5v19BHzSZEz3HkWH0hg3Iy/NwJKI9ppoaXGHhEBDg6VBE95zjHol6A/BvrfVcYPAZjnkfmK6UWgcsAe7GmEx1u3tbLPCqe3XG/cAyjGvwY1rrql46j1OYTWZ+NfFBnC4nT235fV89rRBCdEqHpSXuudUPAxlKqfxWdwUBh3s7sO6IVXFYB0RiLzAaaR0rOcbC2f/hpnW3S68MIYTP6O512L2qotZ987vA0tO8CQ5RSr2FUUaySGv9NK0azWmtnUopl1IqSGvdcHZnJPrSidKSXM8GItplqqmW0av+oblvxZXAg+7vg093gNa6BriqnbsubmffhcDC7gTYHZdlXcEY2zks3vcuF2dcxmUDr8BqkebBQgjP6zCRobV+Uyn1NvAS8Eiru5xAYW8H1h0WaxDfXnoj/7ngNeorjgNG48+SbYdJPT/dw9EJIUTn9NR1WCl1DUYi45LT7PZz4A2MlRprlVLtrfjos0Zz3sDnz2P8SABCDxcS6uvngh/8PNxazqPWDtHRPntevhp3L9irlNoNlGqtt7nL98o9HVRPMZlM/GT8z7jj41v44crvk711CMvmrJZkhhDC407b7NP9ad4d7rq8WPfmEIxGQxN7ObZuCUu0MuvZ2Xw4b3HLtuItRZLIEEL4lO5eh5VSl2IsWZ59uiXJWut/tDpmJTCKE43mtrunppg6sxrDG5tJdZW3NsXqKltcHE05+6jw8XPxm59Hq/OIr66mKTmFSh88L3/6efSA72FcL3e7b+/Ci3vJnY2EsBMN83Mq96LL9zA+cYIHIxJCiM71yPgFcAjQwFbgK/eX10uZkkb0IHendhNs/sPn7PnPTs8GJYQQXXS212GlVBTwFHCl1rrDTwiV4S2llEkpFYjRC2MX8AknemxchTEiUPiSgQMJKMgHp9PTkYjWGhsx1dXhioj0dCSi+yKBWzBWzgGkABbPhdPzhsYNY2DUoJbbVfV91qZDCCE6dMZEBsab2ARgo9bahtHF3ieyARZrEHOWz+P6j27i6oXXExwVwqoff8KXz2zG5epMnzshhPAKZ3sdngvEAwuUUqvdX48opVZjrLT4SCn1pNZaAwXAZoyxgUu11psxxgMGKKXWAz8Eft3TJyZ6WVYWpoYGzEe8urVVvyMTS/zKv4B8YKD7djDwqufC6XlWi5UVN6zjqel/xYyZH316N0eOHfF0WEKIfu60pSVuNVrrBqVUEIDW+n2l1Argb70bWs+wWINIHG8sibv2v3P5YO67bPzdeupKj3HeY9MxmTtV8i2EEJ50VtdhrfULwAvt3PVYO/v+qp1tDuDOswtZeIUsY3KJOS8PZ3KKh4MRzUw17kSGNPv0Bzat9TNKqWvBaM6plLrH00H1NKvFyu0j7qS20c6jnz/A3cu/y4KrFhNo7sz/SgghRM/rzIqMCnfn/J1KqVfcS5x98t1Q7JA4rv3gRmKGxLL9n1+y/AdLKdpUSKNdGvALIbya31yHRR/Lah7BetDDgYjWJJHhX9w9hFzu7xMxRl37pbvH3MNlWVeyvnAtT26WkaxCCM/pTCLjNoylxj8BcoA04KbeDKo3RaRGcO1/52I7J5F9izWLr5rPW+f/mwZ7vadDE0KIjvjVdVj0oYHGaveA/DwPByJaa05kOKVHhj94FtgCjFBKvQ9sB/7o2ZB6j8lk4pkL/05mZBZ/+fKPLM/92NMhCSH6qc4kMkK11rla62Na699rrX8M+HSXn5CYUM57+IKW27VFdhZfs4DDXxR5MCohhOiQ312HRR9pXpEhiQyvYrZXA9Ijwx9orRcAVwL3YPTLOEdrPd+zUfWuqOBoXpr9OsEBwfxw5f8jv1quL0KIvtdhIkMpNU0pVQjkKKW+UUoNcm+/B1jfVwH2loQxiURnG5MMA8MtHN1RyruXv81Hd7zPkW2HObK1WEpOhBAe5e/XYdEH0tNxmUyYJZHhVaS0xH8opeZrrQ9prd/RWr+vtS72dEx9YVT8aP5v2p+orK/k+5/cTr1DVjYLIfrW6Tr0PA7M0lrvUUpdDbyglDIDFcDEPomuF1msQcxZdjPluoxYFUfpzhI2/GYdB5fu4+DSfQBEDIhk7ppbCbIGezhaIUQ/5dfXYdEHgoJwpqQSkJfr6UhEK5LI8CsHlVLfAT4HWj4B01of8FxIfePmYbey6fAG3v7mTe5e/j2eueh5rBarp8MSQvQTpystcWit94DRIR/IBJ7RWl+ntfaLGozmiSYWaxApk9O47sMbmfLwtJb7awqqmT/9db762xZqD9s9GKkQop/y++uw6H2OjEzMxUVQL5+YeosTiQzpkeEH5gIPAR8BK91fKzwaUR8xmUw8NPk3BJmD+ODAEia9MQZ7o7xfFkL0jdOtyHC1uZ2vtX6vKw+ulHoSmOZ+nieAYuApoBGoB27VWpcqpRoxGtk1uwgjyfJvIANwAHf2dnbbZDIx8o4x7HlrJ5X7KrBYg6g9YmfDb9ex8fH1DJiZweBvKSIHRGIbnYjFGtSb4QghRLevw0I40zMwfb6egMICHAMHezocAZhq3D0yZEWGz9NaZ3k6Bk/Kr8mlwWksRCmtK+WJjb/l8Wl/8HBUQoj+oCvDn9u+oT4tpdRMYKTWeopSKg74CtgE3Ka1PqCUegT4PvB7oEprPaPN8bcAlVrreUqpSzASIXO7EsPZsFiDmPPJvJaSE0eTk32LNXr+LvJX5pK/Mhcw+mpMuv88Bl45hIhUeSMihOgTXboOCwHgSM8AwJyXJ4kML2GyS2mJr1NKRQIPAkOBtcBftNZNno2q76nYYWRHDyGnci8BpkBe3PE8ieFJ/GjcTzwdmhDCz50ukXGeUiq/1e0E920T4NJap5/hsdcCm93fV2LM1L5Ra+1QSpmAVE7frO4i4DX39yuAl8/wfD2mueQEwAKMvGMMI+8YQ85737D8rqUANNU28tlDa/jsoTXEDY8nbXoG0QNjGHR1NiExoX0VqhDCv3X3OixESyIjIC+XRg/HIgwt41dlaokv+ztQBLwAXAc8glFi0q9YLVaWzVmNLt9DSEAotyy9gd9tfASHs4mfnPsLT4cnhPBjp0tkqO48sNbaAdS6b34XWOpOYswGngH2AG+47w9RSr2FUUaySGv9NJAElLofy6mUcimlgrTWHhslknnxQKKzY6nMKScyM4qRd4zh0Lp8Dq3Lp2z3UQDW/HIFyZNTSZ06gJTJaUZCxOVqWeEh5ShCiC7o1nVYCABHeiYgI1i9iVl6ZPiDTK31LQBKqeb+GP2S1WJlfOIEABZ/aynXLbmSJzb/liZXEz8/935MJpOHIxRC+KMOExla6x55x6OUugYjkXGJ+3E/Vkop4P+A+zFKS36OkdRwAWuVUmvbeahOXQVttl78dMMGd395FyW7SkgYkUCQOylxcPVBXpvpXjziguINhRRvKATAFGAiwBJA0/EmrClWbnr/JpLPScZk7r2Leq++Bj5CXgODvA6+/Rr01HVY9G/OzEwAGcHqRaRHhl9oWeDk/qBOSv+AjMjMlmTGU1uewOFs4lcTH/R0WEIIP9SVHhldppS6FHgAmK21rlJKXau1fk9r7VJKLQIeBdBa/6PVMSuBURjL9ZKA7UopC2DqzGqM0tKaXjiTkwUPjKKqrh7qjA7wwRmRLSs1orNjuWrB9ZTtKqVowyHyVx6g/JtyAOxFdl4890Us1iBso2zEDosnNC6MATMzsI1OJCAooNux2WwRffIaeDN5DQzyOnj3a+DLCRbhW5wJibiCgwnIz/V0KMLNZK/BFRQEwTLe3Ye1TVx0OZGhlAoFdgK/Ba4AbO67YoGNGB/27QC2ureXaq3nnFW0fWhARDqLr1nKde9fydNbn+JYYx23nzuPxIAMGc8qhOgxvZbIUEpFYUwomaW1LndvflQpdVBrvQ2YBGj36oxHgHlAADAVWIgx1WQOsAy4CljVW7F2l8UaxJxlN59UPhKRGkHmJQOZ8LPJvHPxm1TuryDUFkba+ekc3V1K0cZCityrNrY8tQFTgImY7Fhih8YTOyyeqKxozGYTaTPSCY4M8fAZCiGE8FlmM44B6QTk5Xo6EuFmqqmR1Ri+ryd6GD0IlAO0TlAopV4G/uW+qds2xPcFqRFpLL5mKd9acjn/+PpZ/vH1swyOzuaTOWskmSGE6BG9uSJjLhAPLDByFQDcC/xdKdUE1GGMXy1RShVgNAZ1Au9rrTcrpbYCFyul1mMkNe7oxVi7rXWD0Lbb5yyfd0qPjML1+Sy5bmHLfjHZsdQcqqH8mzJYrE88gAliVRyxQ+OJyY4lIj0Sc4CJtAsyCEsI7/XzEkII4fuc6RkE7svBVFMtfRm8gMluxyWNPn1dt3oYKaWGAsOBD9tsV0C0+71wZneew9OSrSn8buofmLfUyNHsq8xhQ9FnXJxxqYcjE0L4g15LZGitX8Do5NzWee3s+6t2tjmAO3shtD7XXpIjYWzSSeUo1y+9icBwCzUF1Rz4IIfPH3W3CXFB1cFKI8HRRmh8GFFZ0URmRBGZEUVYspWkrFiizkmQpqJCCCFaODIyAfcI1pGjPBuMwFRT0/IzEb6pB3oY/Qm4B7i9zfYfA39rdTtJKbUQSAGe01q/eaYH9qbSxaujZjNk0xD2lu0F4Ker72HRDYuYmj7Vw5EZvOm1ak3i6jxvjAm8My5vjKk7erVHhuhYe+UoAJHpUYy4bTS739zZkuT49sc3UV9Vz4EPc/jsoTUtj2EKNHHky2IObyk66bGDo0O4ce2thCf51y+rEEKIs9N6cokkMjzM6TR6ZEhpSb+llLoN2KC1Pthq1TJKqSDgfK31/7g3lWGMdH0DiAI2K6U+1VoXn+7xva031MfXreaII4/3dy7lyS2/Z8arM3hkym/5f6P/x6MTTby1j5bE1XneGBN4Z1zeGBN0L7kiiQwPOm05SpskR1BEMMPnjWLXaztaEhxzlt1MQEgg9sIa8pYfYN3/Gm1E6iuP8/YFrzH1NzNQNwzv1QkpQgjvppR6EpiGcb1/Qmv9rlLqRxifBsZore3u/eYB92GU+L2gtX7J3Wj53xijsR3AnVrrAx44DdFNjvQMAOmT4QVMx2oxuVySyOjfrgAGKqWuBNKAeqXUIYz+Gpubd9Ja1wCvuG8eVUp9AQwFTpvI8DZWi5WslMkMChnBpOQpfP+TO3jos1/zxeEt/Hnm37AGyd+CEKLrzJ4OQLSvOcnRukSkOcFx/Uc3MWfZzVisQZgDzURmRDH0xhFEZ8cCEBIXStPxJj790TLeveJtSrYfodHewJGtxTTazzj4RQjhJ5RSM4GRWuspwGzgL+5PAhMxJkM17xcOPAzMAmYAP1FKxQI3A5Va6/OBx4En+vYMRE9xZrgTGTK5xONMNcYnYtIjo//SWs/VWk/QWk/GaOr5W631CmACsL15P6XUTKXU0+7vw4GxwF5PxNxTzks9n5U3rGNi0mSW7H+XSxbO4L2cRdgb7Z4OTQjhY2RFho850yoOZ0kd5oRQjlce5/PH1rJ/yV4WXvwmQZHBNFTXEz0ohjnL50kPDSH6h7Wc+HSvEggHlrjHYc9rtd8kYIvWugpAKfUZxgSpi4DX3PusAF7uk6hFj2vpkZHf3bJ+0V0tiQxpuipOlQzsb3V7HXC7UmoDxmS/J7TWhR6JrAclhSfz3jUf8tD6+3l514vctfxOEsIS2XDzViKC5O9CCNE5ksjwIxZrELasOEpLa7BYg7j0xSspvD2fVT/9hOrcagAq91fwzqVvMWBGBkkTUogbYaOxuv6kPh1CCP/gbppc6775XWBpc7KijSSgtNXtEow31C3btdZOpZRLKRWktT7t0i5/aSblV+dhi4DoaIILC3z2vHw17rZiAx0AhCbGEerD5+QvPw9P01o/2ur7e9vc14SXT+07W5YAC3OG3sjLu14EoOTYEb61+ApevOQVBkYP9nB0QghfIIkMP5d6fjpzlt/C2xe8Rm2xnYCQAKpyK6l8sZwdL37Vsp/FGsS5P51I6vnpxI2wEWAJoNHecEozUiGE71FKXYORyLikk4d01FinUw13vLGZVFd5a1Osrmp9HtEDMgjct5ejJdXgwQZ7Z8Offh6V+YeJBmoDgjnmo+fkTz8P4TkqdhjZ0UPIqdxLuCWcHUe3M2P+efxy4gP8YMwPCTTL/6YIITomV4h+IDgqhJs/u6MlKWEKNFP6dQk5733Dzpe2AdBob2DDb9YDEBgWSPzoBCp0OfUVx4kaGM0NK26RZIYQPkgpdSnwADC7g9UYYPTLSGp1OxXY2Gr7dnfjT9OZVmMI7+VMz8C0YzumkhJciYmeDqffai4tcUqzT9HPWS1Wls1ZjS7fg4oZysr85fx63S/4zYaHWLLvXf4881lGxsuUJSFE+ySR0U+07a2RPDGF+OHxHFqbT2VOOZGZUYy9ZwJHvy7h8JYiDm88MdK16kAlb09/jbQL0lvKUZyNDuKGxktyQwgvppSKAp4CZmmty0+z6ybgX0qpaKAJoz/GfUAkMAdYBlwFrOrdiEVvau6TEZCfS5MkMjzGZJdmn0I0s1qsjE+cAMA1g69jWtp0Hv7sf1mg/8MlC6fz/0b9D5dmXcYo2xisFquHoxVCeBNJZPRj7Y15bWYvquHdy/+DvchOYGggdWXH2PPmTva8ufPE8eEWxv14EgNmpBM/MgFzoFnKUYTwLnOBeGCBUqp52ypgJsZKi4+UUhu01r9USt2PkbBwAY+5G4LOBy5WSq0H6vHTWu3+omUEa34eTRMmeTia/stcY/SskmafQpwqNiSOZy/6J9dlz+Gnq+7l79uf4e/bnyEpPJnPb/pCRrUKIVpIIqOf62gKijUlgpvWnyhHCQgNpHxPGXsX7WHbc18A0FjbyKbfr2fT742kRsK4JMp2H+V4WZ1MRxHCC2itXwBeaOeux9rZdyGwsM02B3Bn70Qn+lrLCNa8XM8G0s+dmFoi/0MmREcuTJ/Fs7P+yXVLrgTgcG0xsxddyB8ueJqpqdM8HJ0QwhuYPR2A8F7NSQ6LNQhzgJn4kTYm/Gwy0dmxAERmRjHj6YsZfusowlMiKFxXwPGyOsCYjrJw9lusf3AV+5ZoKvaVc2RrMY12Ka8XQghPcKRnAjKC1dMkkSFE54xNGEd29BAArJYI9lZorl1yBTd/8G12l+3ycHRCCE+TFRmiS9orRxl+i9GIqSq3isXXzG+ZjlJ5oIKKveV8/UKb6Sg/m0Tq+enEj7BJOYoQQvQRx4B0wCgtEZ5zIpEhpSVCnM5JzUBjh5FTrvnNhodZkf8JK/OXc92QOVwz8FrOHzBd+mcI0Q9JIkN0WUflKFGZUadOR9l+xJiO8vJ2wD0d5bF1gDEdxTYmkQpdxvFymY4ihBC9KiQER1KyJDI8zGRv7pEhKzKEOJPWzUDPSRzPu9d8wMr8T3js84dYtHcBi/YuICo4mg+v/YQhsUM9HK0Qoi9JIkP0qFOmo0xKJX6EjUPrCozpKBlRjL13Ake3H+HwF0UUbyhs2bdlOsr0VtNRGmQ6ihBC9BRnegaBX2yGxkawWDwdTr/UMn5VppYI0WUmk4lZGZcSFRTNFe9dDEBVfSXT509hrrqZe8fdx6DobA9HKYToC5LIEL2uK9NRjh09xp43drLnjZOno4y/bxJpMzKkHEUIIbrBkZ6BZfNGzIWHcGZmeTqcfslcU4PLbIawME+HIoTPGhY/guzoIeRU7iUxLAmrxcpb37zO2/pNrh70LX487ueMiB/p6TCFEL1IEhmiT3R6OkpIIOV7jhrTUf6+FTCmo2x8fD08vl6mowghRDc4MjIBo0+GJDI8w1RTg8saASaTp0MRwme17Z8RGhDK0oMf8Jetf2TxvndZvO9dLhwwi8sGXsX12d+Wsa1C+CFJZAiPa5vkiB+VQFRWNLnLDxrlKJlRnHPvBEq3HaFowyEK1xW07Ns8HWXAjAyjHGWkjfoDVZgTQiW5IYQQbbROZDR6NpR+y2Svkf4YQvSA1v0zAK4adA1XDryaVQUr+OOWP/BpwQo+LVjBA+t/ycNTfsPNw26VpqBC+BFJZAiv1G45yq3GfVW5lSy+ZoFMRxFCiC5ypmcAEJCX69lA+jFTTTXOxCRPhyGEXzKZTFyYfjFRwdFctugiABoc9Ty4/lf836bfMXfoTdwx4nsoaQwqhM+TRIbwWh1PR4k+eTpKgInS7SXkLJbpKEIIcTqIQoHiAAAgAElEQVQOdyLDnJ/r2UD6K5fLKC0ZJM0IhehNKnZYSw+NrKiBXDPoOt7Wb/LSjhd4accLTE46j6uGXcG3s+YRExLr6XCFEGdBEhnCJ50yHWVyKvEj20xHuedcjn5d0v50lBmvkXaBMR0lfmQCjvommY4ihPB7zuQUXBaLjGD1lOPHMTU1SWmJEL2sbQ8Nq8XKLyb8mmW5H/GvHf/g86L1bDz8OQ+tfohbh93BrSPuYFT8GEzSu0YInyGJDOE3mstRnCV1p/TIsBfVsOjy/1DbPB2ltHPTUYQQwq8EBOBIGyClJZ5SXQ2AMyLSw4EIb6CUCgV2Ar8FZgDjgTL33U9prT9USs0D7gOcwAta65c8EasvattDwxJg4cpBV5NsTW4pO3G6nLy6+2Ve3f0yw2JHcOPQeXx7yFxCLaEnJUGEEN5HEhnCr1isQdiy4igtrTlpuzUlgpvbTEcp23OUvQv3sP359qejJE1MIXF8MmEJ4Qy8YjBhtnBPnJIQQvQoZ3oGgWtWgd0OVnmD3qfciQxZkSHcHgTKW93+tdb6g+YbSqlw4GFgItAAbFFKvae1LkectdZlJ4Ojs/nVxAdZvG8Rn+R+xCOf/y+/2fAQIYEh1DbWMig6m+Vz1kgyQwgvJIkM0W+0LUexjUogOiuavBXtTEfZWEjBqjwKVhnLr9f+ciXxo22kTBlgTEcZEU9DZb00DhVC+BxHeiYAAQX5OIYN92ww/U1zIsMqiYz+Tik1FBgOfHia3SYBW7TWVe5jPgOmAv/t/Qj9V3PZSYkznwRzOlaLlWsGX0tZXRnv5bzDyztfZF9lDgD7K3O486N53DHye1yYPovQwFAPRy+EaCaJDNGvnW46St6KA3x48+KWfct2HeXo16V8/c8vTzp+ws+N6Shxw2U6ihDC+7UewSqJjD4mKzLECX8C7gFub7XtHqXUT4ES931JQGmr+0uAU7ugt2GzeefvlzfFZSOCrDYvpY0Ifp3+C+6ddjejnx/NwcqDWMwW1hxaxZpDq7AGWblaXc0Nw29gavpU9pfvZ0TCCKxBPb9aw5teq9a8MS5vjAm8My5vjKk7JJEh+r2OpqOkTE4jOjuWypxyorNjuXbJHCr3VZ4yHeXzR2U6ihDCdzgzmkewHvRwJP1QSyJDemT0Z0qp24ANWuuDSqnmza8DZVrrbUqp+4FHgc/bHNqpTpRty2u9gc0W4XVxnS6mlXM+M3pkxAzlQNV+lux7jyX73+OtHW/x1o63MGHGhZOk8GSWXb+KZGtKn8TlSd4YlzfGBN4ZlzfGBN1LrkgiQ4gOtLdaIzQ+vOPpKFvan44yYHqGuxzFJtNRhBAed2IEq0wu6XOyIkMYrgAGKqWuBNKAeuAurfU29/3vA88DCzFWZTRLBTb2ZaD9VetGoaNtYxltG8uDkx9le+lX/HP78yzKmQ/A4dpixr0+gmlp05mddQWzMy8nMjhKGoUK0QckkSHEabS3WqPdchS3msIa3r3i5Okou1/fwe7Xd5w4XqajiD6klHoSmIZxvX8C2ILxyV8AUAzcqrWuV0o1Ap+1OvQiwAz8G8gAHMCdWusDfRe96A0tPTIkkdH3JJEhAK313ObvlVKPArnA3UqpA+5r7AyMaSabgH8ppaKBJoz+GPf1dbzCYDKZGJswjqdm/JmvS78ip3IvsSFxJIUns7rgU1YXfMr9a39GcEAw9Y56BkSk8+kN64kKjvZ06EL4JUlkCHEWOipHiUhtZzrK7lL2LtrD9ueN3honTUexBpE0IZmEccmEJ4Yz6MrBhMbLdBTRM5RSM4GRWuspSqk44CtgJfCc1vodpdTvge9gfPJXpbWe0eb4W4BKrfU8pdQlGImQuQif5oqNxWmNICBPEhl9rmX8qiQyxCmeBeYrpY4BdozEcZ27zGQZ4AIea278KTynuVlo61UXBTX5LDu4lPn6bbaXGu/3CmryGfvacGYMuJAZAy5ketpMMqOysDfaZcWGED1AEhlC9LBTpqOMTiR6YAx5K3JPnY6y4dCp01HGJJAyOY3kiSkkTUghyBokzUPF2VoLbHZ/XwmEY3zS9wP3tv8CP8dIZLTnIuA19/crgJd7JUrRt0wmnOkZBOQeBJcLTJ0quxc9oWVqifTIEAat9aOtbk5o5/6FGCUmwou0Lj0BGBCRzvdG/4Abh93CrAXTOFC1n8igKCKDIvnwwPt8eOB9ANIjMqiqr6SqoYqBUYNYccM6SWYIcZYkkSFEH+jSdJSdpRzdXtIyHcUcaMbZ5CTUFsbsV64icVyylKOITtFaO4Ba983vAkuBS7XW9e5trTvghyil3sIoI1mktX6aVh3ztdZOpZRLKRWktW443fP6S1dsvz6P7EGweyc2Uz3YbH0f1Fnwi5+HO5ERk5EEPn4+fvHzEKKHWS1WVtywrmXFRXhgOAerD7C64FPWFKxiTcGnHGs6BsCBqv3MWnABl2ZexrS0C5icfB6YTBw4tLtlLKwQomOSyBCij3RlOkrFvgoOby4ib8VBijcaDUTrSo/x3pXzCQyzkDg+CduYRMISwxl81RCsKfKGUnRMKXUNRiLjEiCn1V2tP4r/OfAGxvLltUqpte08lM92zO8qb+3u3VUdnUd4UiphQMWXO2kad27fB9ZFfvPzcCcyyhrNOH34fPzm5yHJGNEL2q7WGBg1iIFRg/jOyO9TVV/JzPlTOWQvIDQwlEM1+Ty//W88v/1vmDETFBDEccdxUq1pLPv2ahLCEjx4JkJ4N0lkCOFhHU1HSZmcxqjvjOWdS9+iMqecsMRw0mdmULLtCIXrCihcVwDA5w+tIWZILMmTUkmakELSxBTCEsI4dKAKc0KolKP0c0qpS4EHgNla6yqllF0pFaq1rsPogF8EoLX+R6tjVgKj3PclAduVUhbAdKbVGMI3ODIyAaPhpy8kMvyGNPsUol+LCo5m7U2bWlZsBJgC+OLwZtYdWsPHuR/yTfkeAArthxjzqmJswjjOSzmfKSnnMSl5CiaTWfprCOEmiQwhvEBHqzU6mpCSvyaPD+YsatmvOq+Kir3lLdNRTAEmXA4XofFhXPrylSSdmyLlKP2QUioKeAqYpbUud29eAVyPsfrieuBjpZQCHgHmYUwzmYpRk10PzMFoNHcVsKpPT0D0GmfzCNa8XM8G0t/UGKsYXFZJZAjRX7VdsTEtbTrT0qbzo/E/5eIFF7C/ah8xwbFkRGayvfQrth7Zwt+++jMmTAQFBFHvqCcpPJn5V77H0NhhmKTPkeinJJEhhJdrL8mRPD75pHKU65feSHVeFYe3FJG7bD8Fq/MBqDt6jMVXL8BiDSJ5YgoJ45IISwxn0BUyHaWfmAvEAwuMXAUAt2OM87sLyANe1Vo3KqUKMBqDOoH3tdablVJbgYuVUusxkhp39PUJiN4hI1g9pLoaV1g4BAR4OhIhhJexWqwsv2EtJc78lh4Z9kY7XxzezIai9XyS+zG7ynYCcLi2mOnzJ2MLTWB80gTOTZzAiLhRBAeGMDbhHFmtIfoFk8vl8nQMPcnlDzWb3eEvdavd0V9eg0Z7Q7vTTBrtDaeUoxz+opjKfRUnHW8bm0DKpDSSJhrlKEHh/jcdxZt/F2y2CH/9CMUvrsPe/LvTFR2eR20ttqxkGi6YSdXCJX0fWBf5zc9j6ngc1TWU79jr6VC6xW9+Hv55HfbKa7A3/s54Y0zQcVz2RjuXvDOdfZU5xIfamJg0mW0lX1JUW3jSfkHmIK4efC0TkiZxTsI4hseNJCggqNtjX73x9fLGmMA74/LGmKB71+FeXZGhlHoSmOZ+nieAYoxlzo0Yn+7dqrUuVUrNA+7D+CTwBa31S+567H9jdNB3YMzTPtCb8QrhS85UjuIsqTupR0bb6ShHd5RSuq2E7TIdRYj+Jzwcpy2BgPxcT0fSv1RX44qQ0atCiK6zWqx8MmfNKcmIInsh7+i3eXzTYwA0OBtYuHc+C/fOB4zExtDYYeRV51LVUEV6RAbL56whJiTWY+ciRE/otUSGUmomMFJrPUUpFQd8BWwCbtNaH1BKPQJ8Xyn1V+BhYCLQAGxRSr2HUY9dqbWep5S6BCMRMre34hXCn1isQdiy4k7KvLadjvKtxXOo3FfB4S1F5C0/QPGmIuDEdBRLuIXEccnYxiQY5SgyHUUIv+JIzyBw+1fgcEipQ1+prsaVkurpKIQQPqptfw2AFGsq3x19Fwv0f8ip3Mvg6CH87cJ/sLfiG74q2cq2ki/ZcfRrHC4HAPk1eQx/ZRDD40Yy2jaGUbYxDI7OJsAUyJiEsVKWInxGb67IWItRbw1QCYQDN2qtHUopE0a3/PXAJGCL1roKQCn1GUajuYuA19zHrwBe7sVYhfB77TUODbOFkzLl1OkoA2akU7KthEPr8jm0zui38dlDa4hRsSRPNKajJE9MITQhjApd7lflKEL0F46MDCxbt2AuKsQ5IN3T4fi/xkaoq8NllRUZQoieZbVYWTZn9UmrNcYnnctNw24BoPx4GRe/M52CmnyigqLIjMzim4o97Di6HfaceJwgcxCXZV3BuMQJjLaNYWT8KKKCo7E32jlwaHdL7w4hvEGvJTK01g6g1n3zu8BSdxJjNvAMxp/NG8CNQGmrQ0uAZIyRf6Xux3IqpVxKqaAzjf6TmeDyGoC8Bs1OeR1skJIV186OcPeXd1Gyq4SEEQkEuZMS+5fv541L3mjZrTq3igp96nSUMFsY1715HRnTMggM8a4ewvK7IET7Wjf8lERG7zPZ3RNLZPSqEKIXtLdao1lsSBxrbtx4UqKj0dFITuVe/rtvMX/a+gfAKEtZsv89lux/r+XYARHpVBwvx95oJzk8mVdnv82I+JFYAix9cl5CdKTX/49DKXUNRiLjEgCtdfOov/8D7gdy2xzSUcOPTjUC8cYmJn3JWxu59CV5DQxn8zoED4yiqq4e6uoBCB0c3eF0lIMf7+fQGmO1xrHSY7xxyRuYLWZsoxOxjU0kPMlK9rcUkRlRPX5uneXNvwuSYBGe5szIBMCcnwdTp3k2mH7AVCOJDCGE57RNdFgCLAyPG0F6ZAbv73+PnMq9ZEcP4Z8Xv8y+yhy+PrqdHaXb+apkK/ZGOwDFtcVcsmg6FrOFwdHZqNihZEUNIiwwnJkDLmJ4/AgCzd71gZbwX73d7PNS4AFgtta6Sil1rdb6Pa21Sym1CHgU+Bxj9UWzVGAjUOTevt3d+NN0ptUYQoie1V45im10CLbRiQydO6KlHCU8KZzMywZRuu0IJdsOc2RrMQCbHl9P1KAYUs9LI2VKGsmTUwmJDvG76ShC+CJHegYAAXkHPRxJ/9CcyHBKIkMI4UXaK0sZaRvNt7KvB8DeUMNFC6ZxsPoA8aE2Zgy4kAOV+9AVmj3lu1se5/FNjxJkDmJwzBCGxg5laOxwVOwwBkSkU9d4jGHxI6QsRfSo3mz2GYUxoWSW1rrcvflRpdRBrfU2jN4YGqMB6L+UUtFAE0Z/jPuASGAOsAyj8eeq3opVCNGxM01HaZuUKPysgCXXvtOyn72wmt2v72gpRzllOsr4ZMwBMh1FiL52IpGR5+FI+gdZkSGE8FanK0uxBkWwcu56Spz5J/XIcLqcfHzwQ+74eF7LvumRmRys2s/usp2nPE6QOYgL0y9mWNwwBkcPITtmCMnhKRyyF5z1SFjRv/Xmioy5QDywwKgkAeBe4O9KqSagDmP8ap1S6n6MhIULeMy9emM+cLFSaj3GqNY7ejFWIcRZaC/JkTAm8ZRylKqDlRRtKOTgx/so3mDMOz9pOsr4ZGxjEglLCGfQ1dlYk+WNvhC9zZmahisggIB8SWT0BbO9GkCafQohfI7VYiXLNumkcl2zycwFA2aSHT2kpSxl2ZzVhAWGkV+dh674hk/zlvPKrn8BRv+Nj3M/5OPcD095/NDAMK7PnsPwuBEMis4mO2YIKdZUjjUdO2XcrBDNerPZ5wvAC+3cdV47+y4EFrbZ5gDu7J3ohBC9pb2VGgljk0gYm8SIW0edmI6S0Dwd5QiH1uZzaG3zdJTVxKg4kie5p6NMSJbpKEL0hsBAnKkDjB4ZotfJigwhhL9prywFIDMqi8yoLKamTmN94dqWRMfrl79Nob2QfZU5fF64rqWpaF3TMd7Y8+pJjx0aEIoTJ/WOemKCY/n1xAcZGj+CrKiBJIQmUNtUK5NU+jnpxiKE6HFdLUfJX5XLB3PfbdmvOreSCl3G7te+Bk5MRwmNC2XW85eRPDnN66ajCOGLHBkZBK1bA3V1EBrq6XD8miQyRFtKqVBgJ/BbYCXwCmABGoFbtNaHlVKNwGetDrvI/WGfEF7htGUp7SQ6BkYPZlradOaoG9ldtoucyr0Mih7MX2f+nUL7IXIq9rK/Moftpds5ULUPgIr6cn657qctjxsWGI7D1eROcsTwk3N/yZCYIaRHZJIWMYCQwBDsjXZZzeHn5P8EhBB9qr0kR/KElJPKUa77cC7VedUc3lJE7sf7W1Zr1JXV8d8b3j1lOsrgaxRRmZ6bjiKEr2rpk1GQj2OIOsPeojskkSHa8SDQ3Efud8ALWusFSqkfAj8FfglUaa1neCg+Ibqto0RHR6s5mtkb7Vz6zgxyKveSak3jnrH3UVh7iINVB9h1dAe51Uaj6or6Ch7+7NcnHZsQlkh1fTXHHXXEhcTxyJTfMdy9miMiKFKSHH5CEhlCCI9rb6VGSHQoCWMSGXbjydNRMmYb01GOfFXc7nSU5MmppExJIyQ6hEMHDmFOCJVyFCE64GxOZOTnSiKjl5lq3D0yIqRHhgCl1FBgONDcMOB/gOPu70uBcZ6IS4i+1NXVHM1aJznSrAP46bm/5Mixw+RX55FfnUdO5V6OO+oAKDtexo9W3d1ybFxIHLWNtRx3HCc2JJafnvsrBkUNIjViAGnWNKxBEZLo8BGSyBBCeIUuT0dZX8CS61pNRzkk01GE6CpHRiYAllWf0jB5KljlDVtvMdndKzLkNRaGPwH3ALcDaK1rAZRSAcAPgd+49wtRSr0FZACLtNZPeyBWITziTKs52k5SaWZvtHPJO9PZV5lDSngq3xt9F0X2Qg5U7WdP2W7KjpcBUH68nAfX/+qkYyODojjuOE6Do57o4GjuPecnZMco0iMzSI80kv+S5PAOksgQQni9dqejjJXpKEJ0lyPJ+LsKe/F5Ql95kfpLLqNpwiSaxo2ncfRYCA/3cIT+o7m0xGmV605/p5S6DdigtT7YarJfcxLjdeBTrfVK9+afA29gTPZbq5Raq7X+4nSPb7N55++YN8bljTGBxNUZNiLI4tQPwJrv++ruL9lVsosRCSOwBrVazdFg59wXzkWXadKj0nnogocoqS0hvyqfguoCvjn6DQcqDgBQWV/Jbzc+ctJjB5gCcLgcRARFcNuY2xgUM4j0qPSWr1BLKJsObTrleb2BN/38eoLJ5XJ5Ooae5Go9Fqg/stkikNdAXgPoH69Do73hlJUazdvbTkc58tURKnPKTzq+eTpK8sQUkiakEGoL7bPpKDZbhKlXn8Bz/OI67C9/P2c6j8AvNhNz+ax273OZzTiGDqdx3HiazhlP49BhmJqaaBo1ps9XbvjDzyPyO7cS/MESju4+gCs+3tPhdIs//DzAc9dhpdR8YCDgANKAeuAu4DbgoNb6kQ6OexLYo7V+5TQP75XXYG/8nfHGmEDi6oqzjel0pSOty1YGRKTzqwkPcKTuCPnVeewo3c6XJafNI7YICQjhovRLSItIIyk8haTwJKKDY6htqmVqyvnEhfbtfwe88ecH3bsOy4oMIYTPOlM5irOk7qQeGZ2ejhIfyqznLyd5UqrPT0dxv/GdhnG9fwLYgvGJXwBQDNyqta5XSs0D7gOcGA3nXlJKWYB/YyxpdgB3aq0P9P1ZiN7SNHQ4TdlDCMzZS1P2EKpeeh2L3kPgl1sJ/Gorlq+3Ebh7J7xxYiyeKzCQxnHn4hw4CEdGZquvLFw2G9TWEqj30KSGSalKKyd6ZPjXJ2Ki67TWc5u/V0o9CuQCiUBD6ySGMpZrPALMw7hmTwUW9mWsQvijnujNkRU1iL/M/BtldeUU2gs4ZD/EztKv+axoHQDHHcf58OD7HcYQHxLPgMh0UqxppFnTSI1IIy7ERr3jOJOSJpMZNRBLgOWk55aSlpP59jt0IYTogMUahC0r7qTsc7vTUXKrKN5cRO6y/RSuKwCg7mgd/52zCHNQAAljErGNTSA80ZiOEpnhO9NRlFIzgZFa6ylKqTjgK4wRf89prd9RSv0e+I5S6jXgYWAi0ABsUUq9B1wFVGqt5ymlLsFIhMxt98mEb7JaqVi2+qTEQ/3QYdRfc51xf1MTAd/sIXjxIsKfMUrzTU1NWLZswrR54ykP5woNBYcDU0MDzsgo6r7zfZyZWTiSknGmpOJMSTGaXZpMYLf3q4SHyV4DQUEQHOzpUIR3+iFGP4zV7tu7tdb/o5QqADZjJJnf11pv9lSAQvQXPTFpZXD0EN68fD5VDVUcrj3MpuINPLftry37WgKC2F22i69KvuwwDltoAknhydhCbXxxZAvVDVUkhCbw2NQnSI9MxxaagC0sgXBLeL9MdEhpiZ/x1mVDfUleA4O8Du2/Bp0pRwlPCifj0oGUbiuhdMcR4+2jW/TgGFKmpJEyJY3kKWmERAW3+3idiK3XlzS7661DtNa17u9LgGpgqHsVxhSM+uvngO9orW9xH/dP4ANgDvCa1nqFUsoM5Gut087wtH5xHfaXv58eOw+7nZhLZ7Ss3Kj44BPMFRUE5B4kIC/3xNee3QQe2Hfah3KGW3EmJhJQXIyp7hjO6GjqvvcDI9ERF48zPh5nXDwumw2XNQJqa7GV5FOakO7TCY+Y8ycQWF5G6W7fX9TkR38f/lji55XXYG/8nfHGmEDi6gpvjMneaG+3CWnrJEd29BCWzVlNeGA4R+uOUmgvYE3Bah7f9GjL/qPix1DbaOdwbTHHmo6d9jlDA8JodDXS5GzEaongBnUjAyIySLYmkxSWTGRwFObQRtKDhrSb5PBkEkRKS4QQopO6Ox2lpqCa3fs6mI7y6tUknpPkNdNRtNYOoNZ987vAUuBSrXW9e1sJkAwkYYz7o6PtWmunUsqllArSWjf0RfzCi7SzcsMZE4tz4CAaW+/XKuHhyMik5rdPGAmP4iLMRUWYiwsJKCrCXJCHqc54Y2aurCT8j//X7tO6LBZwuaCpifiwMOpnXYIzIRFXbBzO2Dhccca/ztg4XKEhmI8cOXMPDw+tBDHV1ECkjF4VQgh/ZrVYybJNOiXB0tFqDluYDVuYjcExQ1ig32pJdCy59iOsFisul4vDtcVcvXg2edW5JIUl8d3Rd1FVX0XpsRJK60rIrcrlQJXxIYK9sYaXd77YbmwmTAyISCcxPAlbaAIJYQlEBUfznz2vU1JXQpp1AG9cvoCMqEzCLeHux/PelR6SyBBCCLcuT0f5aB/FG1tNR7n87ZbHSJqQTPyoBCzhFpLGJfd689DTUUpdg5HIuATIaXVXR1nwrm4/ib90xZbzaPtAEZDVfof4k/b5civs2kXAiBFEd5QosNvh3HNBa8jMhKefhpoaKC2FkhLj39JSTAcOwO7dAJiOHSPk/cVnjtNkApsNYmMhOhpiYox/o6ONKSyvvWY8R0oKPPccJCVBVJRxf1QUhIa2lL6waxeMGNEzCQ97DSQmyO+VEEL0U2fTm8NkMpFsTWHV3M87VdKSFTWQP894lqqGKopri9hW8iVvf/MmAC5c1DTUUGg/hMPlOCWGQ/YCZiyYAkBYYDhxoXGUHivhuOM4UUFR3D7iu6RGpLWUtNjCbIRbrByqyfdIokMSGUIIcRrtrdRIGJtEwtgkRtw66qTpKGnTB1CyrYRDa/I4tCav5THMQQEM+fZQUs8b0DId5bGEpyc94npkU2/Hr5S6FHgAmK21rlJK2ZVSoVrrOiAVKHJ/JbU6LBXY2Gr7dnfjT1NnVmN42zLPs+GNy1XPhsfOY+BwqHNB3Wme+6NVZ14Z0bqkZXA2Va+/januOObyMszlZZjKyjCXHSXgmz2EfLDEOMbloinQgrm0FNO+fZiamtp/7KIiuPbaUza7AgNxRURgqrFjamrEFRpKw5SpuKJjcEVE4oqIwBURgTMiApc1AlegBXNlOU3DRuBKSDTus0YYSROTO/fndGJzj18tPVjs0yUy4F9/H0II4S3OlOg42walWw9vOamkJSwwjPLj5ZQeKyG/Jo+fr/4xR44dJiY4hpnps6isr6D0WCmFNQUcdxwHoKqhime+errD2APNFkbGjSLJmkxCaCK2MBuRwVE0NNUzMn40qRFpxITEEhsc29LE1N5oJ+GxyEmuR1xn9X5YEhlCCHEGXS1HqSurQ8/fxeePrgXA2eDgm7d28c1buwBjOgpGoqBX67OVUlHAU8AsrXXz7NkVwPXAG+5/PwY2Af9SSkUDTRid8e8DIjH6ZCzDaPy5qjfjFf2M1UrT+PbflLXep2LZamwl+VS06pFxyudI7nKRlh4ey1Yb+7pcUFuLuboKU2Ul5iOHibjvhwQUF+GwJXD8tjsxHT+OqboaU00V5upqTFVVmEqOEFhRAYCpro7gT1d0+fRcJpOR6IiIMJqgAmzbRsylM07EJ4QQQvSAMzUobdu3Iz40nvjQeIbFDWfqvGlnnNKSHpnJ789/EntjDSXHjlB6rJRvynezPG8ZAE3ORnYc3c620o6blzaLDIoiOjiakmNHoBvvhyWRIYQQ3dBekiM0LpQRt41m95s7jZKUwTFM/+Msju4sPWk6Sh+YC8QDC4wpfgDcjpG0uAvIA17VWjcqpe7HSFi4gMfcqzfmAxcrpdYD9cAdfRW4EC2sVsiaBKdbAdBODw/AWBFhteK0WiElFcfwEZR/9kXXVoJkD6Fy0X8xOZ2Yamow1VQb/9rtBO78mvA/P9Vy2PHZV0JoMKaaGszufUw1NZhLS1r2CczZazz/meR5d0EAAAyhSURBVJI4QgghRA/oqG9H6/u7O6UlO3oIH3/7UxqdjZQeK+WzwnXcv+5nLftekXUVAeZAyo+XUVZXxpHa4pbVHmdLppb4GX9Z7tkd8hoY5HXw/GvQ3oSU1tNRHnE9Ih3zvZSnf3d6ipxHN3SmKWjbaS4drbTo7H4+wo9+r+Qa3Ee88XfGG2MCiasrvDEm8M64eiumjpqBtjelpaP7XY+4ZEWGEEJ4k/ZWazSXo7w48NnJHgpLCNEZXSh9OWPCo4MSGSGEEMKXne1qjub7B76YctbvhyWRIYQQfcxiDaIvGn0KIfpAZxIe7v3OWCIjhBBC+InTNShtvv9sG30CmM/2QCGEEEIIIYQQQoi+JokMIYQQQgghhBBC+AxJZAghhBBCCCGEEMJnSCJDCCGEEEIIIYQQPkMSGUIIIYQQQgghhPAZksgQQgghhBBCCCGEzzC5XC5PxyCEEEIIIYQQQgjRKbIiQwghhBBCCCGEED5DEhlCCCGEEEIIIYTwGZLIEEIIIYQQQgghhM+QRIYQQgghhBBCCCF8hiQyhBBCCCGEEEII4TMkkSGEEEIIIYQQQgifEejpAHqCUurPwGTABfxYa73FwyH1GaXUSGAJ8Get9bNKqQHA60AAUAzcqrWu92SMvU0p9SQwDeP3+QlgC/3oNVBKhQH/BhKBEOC3wHb60WvQmlIqFNiJ8TqspJ++Dn3NH67DSqkZwDvALvemHVrrez0X0f9v795j5SjLOI5/G0oDlEsB0XITYmIeUjGRloJAoQdaBKTYBCgoRUCLTYQKyEVRoJSLhkusF2IUY21VQIkSDCoKFLnfa8BEgZ9ohEAbQqkKFBRaqH+8s7A97vbsKd25/j5Jk53ZPTPPPPPO857z9t2Z4atLn9DhOBYBE4AV2UeulPTbouLrVV36pw7H8Qkqdj6a0FeWqQ6Xrc10qu/AFRR8/iNiFvDptlV7AkuA0cCr2bqzJP0xp3h66kMiYiZwBvAW8ANJC3KOaSGwMbAKOF7S8xGxCriv7UenSHozx7gW0aGN55mrLnH9Atgue3sb4EHg66RroNWulkua0ceYeuoLh5urys/IiIjJwAcl7QPMAr5TcEi5iYjRwFWkP9ZaLga+K2l/4G/AZ4uILS8RcSCwe3b+DwW+RcNyABwBLJE0GTgGmE/zctDufOCf2esm5yE3NavDd0kayP5VbRCjFn1Cl+MA+ErbuSn1H81Qn/6py3FAxc4HNe8ry1SHS9xmBtf3ws+/pAWtmIALgR9nb32mLda8BjF66kOyz80FpgIDwBcjYpscY7qU9EfuZOBG4Mxs/UttORvo8yBGT/1UnrnqFpekGW1tbAnww3feejvWfg5i9NQXrk+uKj+QAUwBfgUg6Qlg64jYstiQcvM68HFgWdu6AeCm7PWvSY2hzu4GWhffv0kj2AM0KAeSrpd0Rba4M/AcDctBS0TsBowDWr8gDdDAPBSgyXW4TOrSJ3Q6jiqqS//U6Tg2Ki6c9dOAvrJMdbgqbWaAcp3/uaSZQkXptQ/ZG3hE0kuS/kOaBbFfjjGdAtyQvV4ObNunfa9Lr/1UnrlaZ1wREcAYSQ/3cf+d9NoXDjtXdfhqyVjemRYDqUGPBV4uJpz8SFoNrE7t8m2j26bFvQBsn3tgOcpGW1tT72YBNwOHNCkHLRFxP7ATMA1Y3MQcAN8A5gAnZsuNuh4KVKc6PC4ibiJNv7xI0m1FB9SruvQJXY4DYE5EnEk6jjmSXsw9uGGoS//U5TjepGLno6XGfWVp6nCJ28xa9Z0S1ceImAg8m31FAuDiiHgP8ARwRvaHXV8Now8ZS2pfDFqfS0ySXgWIiI2AU0n/uw+wSURcB+wC3CBpfj9i6hZXZq02To65GiIugNNJszVaxkbEL4EdSLMjru1TTL32hcPOVR1mZAw2ougASqQxuYiI6aSLY86gtxqTA0n7kr6Deg1rH3cjchARJwAPSPpHl480Ig8lUdVcP0X65XY6aTBsQUSMKjakDaqq5wXSd2nPlXQQ8Bgwr9hweleX/mnQcVT2fDSoryz8eErWZv6vvrP2f+gWna+TSfdwAfg2cI6kA0j3Cji1qKAG6Zaj3HOXDWL8FPiDpNbXKM4GZgMfA2ZGxJ45h9VLGy+knWW/y0ySdEe2agVwAfApUj28JCL6OpC3Hn3hkLmqw0DGMtIITssOpJuGNNXK7GaHADtS/am5Q4qIQ4DzgMMkvUTDchARE7IbHyHpMVLH/EqTcpA5HJgeEQ+SfiG4gIa1hQLVog5LWppNP18j6e/A86R2U2W1uAYk3Z7VN0jTUT9cZDy9qkv/NPg4qng+GtBXlqoOl63NdKnvW5fo/A8A9wNIujGLEdK0+yKvr041a3BbKyJ3C4GnJF3UWiHp+5JWZjM2bif/NtapjZchVwCTgbe/UiLpFUkLJa3KZkYtAXbr18577AuHnas6DGTcChwNEBHjgWWSXik2pEItBo7KXh8F/L7AWPouIrYCrgSmSWrd4LFROQAOAM4CiIj3AZvTvBwg6VhJEyV9lHQjo0toYB4KUos6HBEzI+Ls7PVY0tMNlhYb1btWi2sgIm6IiA9kiwOkJxOVWl36p07HUcXzQf37ytLU4TK2mS71fSElOP8RsQOwUtIbETEiIhZHxJjs7QGKvb46XSMPARMjYkxEbE66j8E9eQWUPdniDUkXtq2LiLguy9/ILKa/dN1If+Lq1MYLzVWbiaSnNAHpBpwRMT97PRr4CPDXfux4GH3hsHM1Ys2aNf2IOVcRcRmpg3oLOFXSn4b4kVqIiAmkewLsSnr80FJgJmlq2ibAM6S7Hq8qKMS+i4jZpKlb7RffiaQ/ZJuSg01JUyR3BjYlTZ1cAvyEhuRgsIiYBzwN3EKD85CnOtThiNgCuA4YA4wi3SPj5mKj6l1d+oQux3EVcC7wGrCSdBwvFBVjL+rSP3U5joWk6cFVOh+17yvLUofL2GY61XfgUUpw/rOad6mkw7LlY4Avk+4rsBSYJem1nOLoqQ+JiKOBc0iP+r2qX/dX6BLTe4H/8s79Xx6XdEpEXA4cRGr/N0n6Wj9iWkdcHfupvHK1jriOJLX3eyVdn31uJKkvCtKNeL8naWGfYuq5LxxurmoxkGFmZmZmZmZmzVCHr5aYmZmZmZmZWUN4IMPMzMzMzMzMKsMDGWZmZmZmZmZWGR7IMDMzMzMzM7PK8ECGmZmZmZmZmVXGyKIDMOtFRFwB7EV6TM8ewAPZWwuAw4GzJC3dwPu8kPToqxeBqZKO35Db77LPXYFrgMOKev67mVknrsNmZsVxDTZbmx+/apWSFbd7Je3U5/3sBcyXNCkiTiKn4p3tezawh6TP57E/M7PhcB02MyuOa7BZ4hkZVnkR8TQwFZgEHAqMAMaTRnNHAQdm66ZKejUijgG+kK1bDpwsacWgzZ4HfLNtecuIuAYYBzwDHClpTUScD0wDVgF/Bk4DdqStg4mIecBISedHxMukkfONgMuAa7M4NgWulvQjYCEwLyLmSlq+QZJkZtZHrsNmZsVxDbYm8j0yrG72BE4ADgbmArdJ2hd4HTg4InYmFeapkiYBdwJfbd9ARGwEHATc2rb6Q8BsYAKwOzA+IvYBjgL2l7Q/sB1w3BDxbQ7cLOk04FjgSUkDwGRgMwBJq4D7gCnrcfxmZkVzHTYzK45rsDWCBzKsbpZIeh14jtS+783WPwdsBewDbA/cEhF3Ap/MltttC6wa9L28RyS9JmkNsBQYA+wN3JUVW0gdwcQh4htBKswAvwOmRsQi4Ajg6rbPPQPsOsS2zMzKyHXYzKw4rsHWCP5qidXN6vYFSe3LI0ij0Q9LmvZutptta/ANZlrrBq8fBbzVtvxGFtuTETGONAI9AzgD2G+YcZmZlY3rsJlZcVyDrRE8I8Oa5hFgr4gYCxARMyJi+qDPrABGRcQWQ2zrQeDAiNg4W56SrXsZ2CYiNsum5h3Q6Ycj4jhgoqTFwCnA+yOiNbi4C/D08A7NzKwSXIfNzIrjGmy14IEMaxRJy4DTgd9ExN3ALFLBbf/Mm8DtpO8WrmtbDwE/B+6JiPuAZ4GfSfoXsAhYAtwIPNplE48D8yPiLuAO4HJJq7MCvm8Wg5lZrbgOm5kVxzXY6sKPXzXroP2RUwXs+3PAeD9yysyazHXYzKw4rsFWdp6RYdaBpIeB2yLi7Dz3mz0b/CTgS3nu18ysbFyHzcyK4xpsZecZGWZmZmZmZmZWGZ6RYWZmZmZmZmaV4YEMMzMzMzMzM6sMD2SYmZmZmZmZWWV4IMPMzMzMzMzMKsMDGWZmZmZmZmZWGR7IMDMzMzMzM7PK+B9vIE0DcmiovwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "7Q_80mzs3Ce_", "outputId": "4eb00dcb-1b45-4046-963f-a3cf76a1c24b", "colab": { "base_uri": "https://localhost:8080/", "height": 292 } }, "source": [ "# test 1\n", "t1 = [0, 46]\n", "q1 = [1000, 1000]\n", "\n", "# test 2\n", "t2 = [0, 10, 20, 30]\n", "q2 = [1000, 1000, 1500, 300]\n", "\n", "# test 3\n", "t3 = [0, 200]\n", "p3 = [1500, 1500]\n", "\n", "x = np.array([t1, t2, t3])\n", "y = np.array([q1, q2, p3])\n", "\n", "plt.figure(figsize=(15,7))\n", "titles = ['Test 1: Constant Rate Drawdowm', 'Test 2: Multi Rate Drawdown',\n", " 'Test 3: Constant Pressure']\n", "colors = ['purple', 'red', 'green']\n", "\n", "for i in range(len(x)):\n", " if i == 2:\n", " plt.subplot(2,3,i+1)\n", " plt.step(x[i], y[i], color=colors[i])\n", " plt.ylabel('Pressure (psia)')\n", " \n", " else:\n", " plt.subplot(2,3,i+1)\n", " plt.step(x[i], y[i], color=colors[i])\n", " plt.ylabel('Rate (STB/D)')\n", "\n", " plt.title(titles[i], size=15)\n", " plt.xlim(0, max(x[i]))\n", " plt.xlabel('Time (hours)')\n", "\n", "plt.tight_layout(1)\n", "plt.show()\n" ], "execution_count": 84, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "fry5ItkIC7ya" }, "source": [ "## Constant Rate Drawdown Test" ] }, { "cell_type": "code", "metadata": { "id": "1SzjadICO9R8", "outputId": "0bc4437b-9978-491e-ab54-66948a3417c1", "colab": { "base_uri": "https://localhost:8080/", "height": 406 } }, "source": [ "# load well-test data\n", "df = pd.read_csv('/content/pyreservoir/data/welltest/welltest1_constant_rate_drawdown.csv')\n", "\n", "t = df['t'].values\n", "p = df['p'].values\n", "\n", "# define rate\n", "q = 1000 # Well rate, STB/D\n", "\n", "# guess time index (input to user)\n", "your_guess = 30\n", "\n", "# well-test analysis\n", "constant_rate_drawdown_test(t, p, q, Bo, mu_oil, h, poro, ct, rw, pi, your_guess)\n" ], "execution_count": 5, "outputs": [ { "output_type": "stream", "text": [ "/content/pyreservoir/welltest/wellanalysis.py:94: RuntimeWarning: divide by zero encountered in log\n", " y_fit = m1 * np.log(t) + c1\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "MFgteBBH7z7K" }, "source": [ "## Multi Rate Drawdown Test" ] }, { "cell_type": "code", "metadata": { "id": "hlQfORXJ74Iu", "outputId": "94cc0be2-e73b-4ade-ed10-57f9813e47e3", "colab": { "base_uri": "https://localhost:8080/", "height": 371 } }, "source": [ "# load well-test data\n", "df = pd.read_csv('/content/pyreservoir/data/welltest/welltest2_multi_rate_drawdown.csv')\n", "\n", "t = df['t'].values\n", "p = df['p'].values\n", "\n", "# define rate-time steps\n", "t_change = np.array([10, 20, 30])\n", "q_change = np.array([1000, 1500, 300])\n", "\n", "# well-test analysis\n", "multi_rate_drawdown_test(t, p, t_change, q_change, Bo, mu_oil, h, poro, ct, rw, pi)\n" ], "execution_count": 6, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "ob4rDd0klyJS" }, "source": [ "## Constant Pressure Test" ] }, { "cell_type": "code", "metadata": { "id": "44dSSz2-l1UP", "outputId": "71194ad2-3113-4fd5-d0e5-441b79b93ce1", "colab": { "base_uri": "https://localhost:8080/", "height": 371 } }, "source": [ "# load well-test data\n", "df = pd.read_csv('/content/pyreservoir/data/welltest/welltest3_constant_pressure.csv')\n", "\n", "t = df['t'].values\n", "q = df['q'].values\n", "\n", "# define flowing pressure\n", "pwf = 1500 # Wellbore Flowing Pressure, psia\n", "\n", "# well-test analysis\n", "constant_pressure_test(t, q, pwf, pi, Bo, mu_oil, h, poro, ct, rw)" ], "execution_count": 7, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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