{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "nbsphinx": "hidden" }, "outputs": [], "source": [ "%config InlineBackend.figure_format = 'retina'\n", "\n", "from matplotlib import rcParams\n", "rcParams[\"savefig.dpi\"] = 96\n", "rcParams[\"figure.dpi\"] = 96" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The Pelton Cole-Cole model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "`Pelton (1978) `_\n", "noted that the complex resistivity spectra of rocks :math:`\\rho^*`\n", "could be interpreted using Cole-Cole relaxation models:\n", "\n", ".. math::\n", " \\rho^* = \\rho_0 \\left[ 1-m\\left(1-\\frac{1}{1+(i\\omega\\tau)^c} \\right) \\right],\n", "\n", "where :math:`\\omega` is the measurement angular frequency\n", "(:math:`\\omega=2\\pi f`) and :math:`i` is the imaginary unit.\n", "\n", "BISIP implements the generalized form of the Pelton Cole-Cole model given by\n", "`Chen et al., (2008) `_:\n", "\n", ".. math::\n", " \\rho^* = \\rho_0 \\left[ 1 - \\sum_{k=1}^{K} m_k\\left(1-\\frac{1}{1+(i\\omega\\tau_k)^{c_k}} \\right) \\right],\n", "\n", "where the subscript :math:`k` refers to one of :math:`K` superimposed Cole-Cole\n", "relaxation modes. Here, :math:`\\rho^*` depends on :math:`1 + 3K` parameters:\n", "\n", " - :math:`\\rho_0 \\in [0, \\infty)`, the direct current resistivity :math:`\\rho_0 = \\rho^*(\\omega\\to 0)`.\n", " - :math:`m_k \\in [0, 1]`, each mode's chargeability :math:`m=(\\rho_0 - \\rho_\\infty)/\\rho_0`.\n", " - :math:`\\tau_k \\in [0, \\infty)`, each mode's relaxation time, related to\n", " average polarizable particle size.\n", " - :math:`c_k \\in [0, 1]`, the slope of the measured phase shift for each mode.\n", " \n", "In this tutorial we will show that the parameter space of the generalized\n", "Cole-Cole model can be quite complex for some data sets." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Defining the number of modes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First import the required packages." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "import numpy as np\n", "from bisip import PeltonColeCole\n", "from bisip import DataFiles\n", "\n", "np.random.seed(42)" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "To invert a SIP data file with the Pelton model, start by instantiating a\n", ":class:`PeltonColeCole` object and call the ``fit()`` method to estimate the parameters." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [00:01<00:00, 731.41it/s]\n" ] } ], "source": [ "# This will get one of the example data files in the BISIP package\n", "data_files = DataFiles()\n", "filepath = data_files['SIP-K389174']\n", "\n", "# Define MCMC parameters and ColeCole model\n", "model = PeltonColeCole(filepath=filepath, \n", " nwalkers=32, \n", " nsteps=1000)\n", "# Fit model to data\n", "model.fit()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the fit quality first, discarding the first 500 steps. You can inspect the parameter traces to convince yourself that this is an appropriate burn-in period." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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FLiGEEEKI3lRUVERmZiYAubm5/ZI/UKfTkZGR4XXdhoYG6uvrMZvNBAQEeNqtViu+vr59Oj4hRN/avXs3H330EXPmzGHmzJkA3HDDDfj6+jJixIh+Hp0YKuQvcXHZpVyRe/aybdhwnJpGcOYwgrbvYNWiRZw+d47k5GRPP5988gmFhYXcdtttZGdn9+MdCSGEEOJ6lpeX5/l6IOUPjIiI4Omnn+bcuXOeHD4Oh4M//OEPJCYmsmzZMs8n+0KIoSUsLAyHw0FTU5Onzc/Pj1GjRvXjqMRQIwEe4eVSS7laNn9K246dmHbvxrR7NwDJ48bRcPIUwYsWYUxKpLGxEavVSlRUlKe/0tJSTCYTw4YNw2AweF+rfS2ppml9d4NCCCGEGPL27Nnj9Xog5Q8MCAggJSXF8/rMmTO0tbVRV1fnWcolhBjcXC4XBw4cwG63M3XqVACGDRvGf/zHf0h6C9GrJMAjvlLnpVzOlhZat2yh+cMPadu6DfPBg5gPHqTml7/E74YbWLpoEc7bbyc6Otpz/s6dOzl+/Dg333wzkydP7sc7EUIIIcT1YtKkSezcudPzOicnpx9H89VSU1N54oknMJlMnlk9VquVHTt2SPUtIQapqqoqNmzYgMFgYPTo0QQGBqKUkuCO6HUS4BFXTB8cTOiyZYQuW4arrY3WrVtp+egjWrd8huXoUSxHj8Kvf03b8OEEL1pE8E2LSEtLo7W11WvJ1u7duykoKMBoNGKz2Zg+fXq/rI0XQgghxNCUn59PXl4ee/fuJScnh/z8/P4e0lcKCQnxKq++Y8cOPv/8c6qqqrjnnnv6cWRCiCvV2NhIWFgYAImJiUyZMoWkpCSvfFtC9DYJ8Ihu0QUGErJ4MSGLF+OyWGjbvp2Wjz6i5dPNWE+exHryJOd+/3ui09K4ddEi9CWlaKNuQCnF4cOH+eUvf4nNZgPcs3zuvfdetm3bJmVDhRBCCHHNEjWNjY8/jiE2Fp+YGHwCA9EcDtQ1FIIoKioiLy+PPXv2MGnSpF79cGrEiBGUlZV5ErEC2Gw2fHx8PLN8hBADg8vlYu3atZw8eZLHH3+c8PBwAJYsWdLPIxPXIwnwiGum8/MjeMECghcsQLPZaPviC5o//JDWTzZhKymh7o9/pO6Pf8SQmEjwokUsnTWTh8+e9epj7969PP/88yxevJixY8f2050IIYQQYigw7d5N9U/+y7tRp0MfGYkhJsYd9ImJwSc2psvrWPRhYZ48gZ3l5eV5ln31duLmxMREHnjgAa+2TZs2UVRUxLJly7xy+Agh+pdOp/NUEj579qwnwCNEf5AAj+hRymgkaNYsgmbNQnv2WUx79tDy0Uc0f/wx9jNnqH/tNXjtNcYEBLC/udlzXlpaGmazmeDgYE9bfX09TqfTK6ePEEIIIcTlGNPSCbvzThw1NdhrqrFVncXV0ICzthZnbS0cOXLpkw0GfKKjzwd+YmPxiYlmT3uRiQ59mbjZ6XRSVFTEuXPnpJy6EP3MZDKxdetWJkyY4Mmps3DhQhYuXEhQUFA/j05c7yTAI3qN8vEhcNo0AqdNI/ZHP8J84IA72PPRx/zcZuP7NjtHrBZGBwfz0h0ribtpMUmpqZ7zt2/fzr59+7jpppuYNm1aP96JEEIIIQaTwGlTCZw21fO6uLiYde+8Q1poGDdPm4q9pgZHdQ1b1q3Dz2xiVFw8jtoaHDW1uJqbcVRW4qis9OpzlI+BAw6H5/UNBiNFy27FJy4OQ1wsPrFdtnFx6IKCLjob6Grp9XoeeeQRSkpKiI2N9bQXFBSQmppKfHz8NV9DCHFltm7dSkFBAfX19dx9990AEtgRA4YEeESfUHo9ATk5BOTkEPODH5B0+DA33ngjzyckEG8wwPr1tK1fT8nw4YTccgshS5fi5+eHn5+f1/r2kpIS6urquOGGG6SqhBBCCCGuSHp6Ok9/73tomoZSCn/cs2KSs0ZgMplInTPHc+zfXn+dyi+/5PY5c4jS6XDU1FJ+8ABP7tnLC0e+pLCpiVF+/vwiJsaTd/BSdAEBXgEgn7hYDB3buLivXBLWlV6vJzMz0/O6pqaGDz/8EL1ez1NPPUVgYOA1fY+EEBfndDoxmUyelQYzZsygsbGR2bNn9/PIhLiQBHhEn1NK4T92LP9TU4PmcmHeu5emjf+i5d//xnryJLUvvEDtCy8wfOJExi+9mfBOCRELCgo4fvw4drtdZvUIIYQQ4qp0DqTo9XomT558wTH3PPggDocDpZSn+ENbWRmJx4+zNiWFrKwsNE2j4uhR1v3xTyT6+bJg/HjsZ6txVFdzevdujM3NhNrtuEwmbEVF2IqKLjqecpuN71ef5YjZzJioKH53x0qGZWdjSIjHJz4eQ3w8hrg4dBepwhMUFMS0adNQSnkFdywWC35+ftf6rRJCANXV1axdu5agoCAefPBBlFIEBQVx11139ffQhLgoCfCIfqV0OgImTyZg8mTifvSftG7bTvPGjbR8+inmffsw79vHuf/+GYEzphN6yy2MzMzEbrczatQoTx/79++nrKyMyZMnk5iYCICmaf11S0IIIYQY5Hy6VNtKSUnxSmyslCLphhv45s/+G5vN5imNDLB3wwYaGxtZvXo1OrMZ+9mzbHn379QcK2RiSioRaDjOVtNaVsYz27ZxyGwCYF9tLY++/jp/67RcvYMuNBRDQoI74BMfjyE+Dp/4eGbFJ2CIj/NUCKuoqOAvf/kLs2bNYtasWb303RHi+hEaGorZbAbcuXdkppwY6CTAIwYMZTQSPH8ewfPn4Wpro+XTT2nauJG2bdtp+3wrbZ9vxc/Pj/nz50NiEtrMGSijkX379lFRUeG1lMvlckkZUSGEEEL0GqUUAQEBBHSZXbNs2bLzLwwG9CEhTP2PR6ivrycmJsazzOPYsWMcGT3a69yjDjtHRo0ixGYjKyIC+9kqHJVVuJqasDY1YS0svPhg9Hp8YmI4Mno09qhIGrdupaGiAkNiInW+vvyjoICMzExuueUWzykVFRUEBwcTEhLSI3mChBgqysvLSUpKQimFn58fDzzwAFFRUZ4ZfUIMZBLgEQOSLjCQ0GXLCF22DEd9PS0ffkjTxn9h3ruX5vffp/n999GFhhJy000smjuHUxkZGAwGz/ljx47l3nvvZfXq1aSnp/fjnQghhBDiehceHn5B6eSRI0cyZcoUT+l1gAk5OWT+7x/hcrlIzckBQHO5+OP//A/WM5WsmjcX3+Zm7FVnqTiwH3N5OeEOJ7qmJhxVVWRVVREZFUlIUzNn7XYAypOTaZg5g+r336f4jb9gSEhAn5DAqxYzGvD0nXcSkJKCLjCQ3bt309rayrhx44iIiOiz748QA8Wnn37K1q1bWbx4MVOnuhO1d05sLsRAJwEeMeD5REQQfvfdhN99N7aKM+4Az8aNWE+coHHtWli7lqTYWO4pKfGcc+TIEV588UWv9bE2mw2DwSCfUgkhhBBiQMjPzycvL4+9e/eSk5NDfn6+14xkcC9n/9b3vofZbMbPz88zQ7n60CFKTp4kYcIE0pKScFRXc3LHDk5/8AGZISEMCw3FfqaStMpKwj78CM1ux9LSguXwYaxGIxGzZ+P00VN++woA9GFh7Jo9m3OBAYTvLIDkZAyJiRxqa+OLE8eZlpvL9OnTAfczVWVlJREREYSEhPTtN02IXhQbG4tOp5OVAGLQUpKrpP8ppfZOnDhx4t69e/t7KIOK5fgJmv/1L5o3bsReWcnY48dwdNpvMBiwWq2egM6//vUvTp8+zdKlS72qUAghhOh5OTk57Nu3b5+maTn9PRYxOMjz0LWzWCzU1tYSFRXlqTba0tKC5nLhb7FiP3MGe2Wle9v5X2Ulms1GWWoKTSGhDD9xAj+rFYD9EyZwcmQW4wqPMdZmxZiYRH1CAuttVmKCgnho+XIMiYno/PzYtGkTvr6+TJkyBaPR2J/fCiGumN1u91oJ0NjY6JVXS4ju6o9nIZnBIwYtv6wR+GWNIPqp72Def4Dxy29jT3m5Z/8oHx8qnniCsBUrCJw5k/LychoaGggKCvIc09LSgr+//wXJFIUQQgghBhs/Pz/sdjsLFixgz549TJo0ieXLl6PT6Vi9ejVJEyfAxAkXnKe5XDjr6kg7cwabVxCokkmVlYz494foTSasVivWo4U0RUUSOWECQadOU/SnVwBQMdFsnz8fDcjcvRv/5GQMSUl8XFzM2cZGFi9ZQlpaGgCtra2YzWbCwsK8/rAWA0/HB6U9NSmgqKjI80Frbm7uRWet9aX9+/ezefNmHnroIU9QR4I7YjCTv2rFoKeUImDiBN7esoVh7W8YE2Nj+e/gEFo/2UTrJ5vQR0Vx27JltC1c6LWO9oMPPqC4uJiVK1fKrB4hhBBCDHp5eXmevD47d+6ktraWRx555IIcQJ0pnQ6f6Gh8oqPxHz/+gv2apuGsq8NeUYGt4gzRFRUMO1OBrbUVe3Iy9qoqHOfqGL93H1ZfXxq//JLG9nPLFy2kPjKSyqe+iwoJwZCUyNGICLa3tjIhLZ2bb16CPioKi8XCrl27iImJITs7uze+NeIqFRUVeb6ePn16jwRj8vLyPF/v3LmTvLw8duzYcU19dpemaRw9epSWlhaOHj3qWYIoxGAmAR4xZGRkZNDx2cKes2ex19TQvGEDjevWYzt9msbXXoPXXqN47FjCVqwgaMlimpubsVqtxMTEePqpra0lMDDwgqoYQgghhBAD3Z49e7xel5WV8dBDD3nKO2uadtXlnpVS+ERF4RMVdfEAkNOJo7qa9IoK7BVnsFdUYD/jDgbNO3KUJouF4MZGTE4nfAGm4cMIysqCd9/l5M9+hvL3p3FkFltGjiRaKWIzMzEmJ2NITubd7dsx+vpyyy23eJadWa1WDAaD5Enpoqdn2/RGMKbrz2dPLMksKioiLy/PM2vtSgNRSilWrFjBqVOnGDNmzDWPQ4iBQAI8Ykjp/IZmiIkh8utfJ+Khh7AcPEjjuvU0v/8+lkOHOHvoEOpnP2PJwoWwZDFBnR5yNmzYQGVlJffee69U4BJCCCHEoDJp0iSvylw5OTles3f279/Pxx9/zPLly8nKyuqRayq9HkNCAoaEBJhy4X6XzeZe8lVxBvuZCiIrKphYcQa7ry/20FCcTU3oTp4iy6XhZzFT/be3AHDqdJy6cxUKmLRhI74pyRiTkvnIZqWoqYk7li5l5IQJKKWor6/n3LlzxMbGEhoa2iP3NZj0xmyb3gjGXOzn81p1nbX2VYGo0tJSjhw5wpIlS1BK4e/vL8EdMaRIgEcMeUop/MePx3/8eGJ/+ANaPvmExr+vw1RQQPPGjbBxI+aEBEKXLyfw1mX4+vri4+NDYmKip4/y8nJCQ0OlUoQQQgghBrSLVebqrKioCIvFgsVi6bMx6YxGfNPT8b3EB2fO5mZs5eWMLC/HVl6OfWw5topyrGXlLNi0CbOvH5aKCiy7dgHQPG8uzrg46p54ghM2O8bkZAqHD2N3QADjwsNZOGUKxpQUrMHBbPnsM+Li4pg0aVKf3W9/6I3ZNr0RjLncz2d3XGkgymq18vbbb2M2m0lOTpbAjhiSpIrWACBVI/qHraKCpvXv0bR+PfbKSk97wNSp+N92K1FLlqDz90en0/H4448TFRXFQw89RFJSUj+OWgghBgeponVtlFJJwE+AxUAkUAW8BzynaVpDb/WllIoEbgeWAmOARMAGHAZeA17TNM11kWuUAKmXGEK1pmlxVzBOeR7qA5qmcfr0aYYNG+Zpczqd6PX6fhzVpWl2O/bKSmzlFdjLyzzbtjOVuEpLoa0NgLLUFIrT00ktKSWtpASA2oR4Ns+ZQ7TNxh1BwRhSUzCmpPK3gwcwBgZy5513epbkt7a2YjQa+6z6V08vpzIajdjtdq/X1vZKaN3VsfSpczCmPxMiX8r06dO9AlG5ubmXDG4VFhZSVlbGwoULZYmf6HVSRUuIPmRMSiL6iceJeuxRTLt20bhuHS0ffYzpiy8wffEFDT/9b0JuXkJOSAhVVVUMGzaMhIQEz/mlpaVER0dLrh4hhBA9SimVCewAYoB/AMdwL3x5ElislJqhaVpdL/W1CvgD7iDQZqAMiAVWAK8AS5RSq7SL/1XaBPz6Iu2tVzJb5G/BAAAgAElEQVRW0TeUUl7BnZaWFl577TXmzp3L2LFj+3FkF6cMBoypqRhTU4EZXvs0TcPZ0IC9rIyE8gomlpdhDwvHFhmJrayUwMYmJuzZi8Fup7496OPQ66m6cxW6mhrO3L4C3/agz8e+RopMJm6fM4cx06ejjEbOnTtHTU0NcXFxRERE9P3NX4XemG2TkZHRbwmQr8ZXzQpqbGykqamJ1FR3/Dk7O1uSeIshTQI84rqndDoCp00jcNo0nP+nheb3P6Bp3TrMBw9y+K9/w2G18d6771Jy4ABL5s1j+JgxOBwO3n77bWw2G4899thXVqYQQgghrtKLuAMy39Y07bcdjUqpXwFPAT8FHumlvk4AtwL/6jxTRyn1n8Au4A7cwZ6/X+RajZqmPXuF4xIDxIEDB2hoaODgwYOMGTPGM7Oks+4mse1tSil8IiLwiYi4aPJnV1sbo8rLsZWWYSsrxV5WhrW0jFt3FtDS1oajthZHaSltbMUyaya6+Hha/vM/OdbYhCEhgWOjR7M3PIxxwcEsGD8BY1oqtrAwNm/bRkJCQreXffVGvpz8/PwLyo9fLy4ViKqvr+eVV15B0zS+9a1vyfO6uC7IEq0BQKYkD0zW06eZuWABe0pLPW3jAwN5/7tPo7/tVj4+doy2tja++c1veh6GSkpKSEhI6LPpvUIIMVDJEq3uUUplAKeBEiCzS5AlGPfMGgXEaJrW1ld9tZ/zn7gDQr/TNO2JLvtKADRNS7tcP1/RvzwP9QNN0zhw4ADDhw8nKCjoosdczRKYwcJlsWAvL8dWVuYJAFnbv3ZWVoKmUZ6cTGlaKimlpaSUlQNQHRfHZ/PmEmO1crt/AMa0NIxpqbx1+DB+wcGsWrUKPz8/AMxmM76+vhcsBRqK38+BSNM03n77bVwuF7fffrunCtuVGKhBTTG4yBItIQYQ38xMDnbKzQNwxGSice1aWLuWGePGEbz6LjSbDeXri8lkIj8/H4PBwJNPPul5cxdCCCGuwvz27Uddc91omtailNoOLAKmAZv6sC+AjgQfjkvs91VK5QEpQBtwCPhc0zTnFfQNuPNjXGppiQR+eodSigkTJnhea5rGhg0bSEhIICcnB6VUr1RT6m86Pz98hw/Hd/jwC/a5bDbsFWdIKitlUlkZtuQUbKWl2EpLCW6oZ8KePRhtdhraPwS0+/hQuWolurNnqbh9Bb7tS8o+NBoobWtj5aJFjJwyBaXTUV9fPyS/nwNFR94hX19fTxl0g8Fw0ZlpX+VqKnMJMZBIgEeIr3DBeubx4wm/YyVN69djPngQ88GD1P3il4SuWIHjpkXEx8fj5+fnFdwpKSkhOTl5wCYvFEIIMaB01K0+cYn9J3EHZUZw+aBMj/WllPIB7m9/+e9LHBYHvNmlrVgp9TVN0z67zFjFAFFWVsb+/fv58ssvGTFiBCEhIb2S32Ug0xmN+Gak45vhrvrVOSGyy2ZjdHm5O+BTXIKttBRLaSm3FHxBi6kNe3UN9uJiANrmz8MVG0vjd57iuNmMMSWFI9kjiY2NpaKiwnO98ePHs3nzZuLi4iQ/zDWoq6vj7bffJioqilWrVqGU6vasegnCicFKAjxCfIWLrWeOy8gg5qnv0PSvf9H41hosR49S/+qr8OqrLJwxg6A7V6E5HCgfH+rr63njjTcICwvjiSeekGz9QgghLie0fdt0if0d7WF93NfPgdHA+5qmfXiR/a8BW4EjQAuQATwOfAv4QCmVq2nawctdJDs7W/6Q6mepqamsWLECgJCQEKB3SlsPFhfNl5OZiW/782GHdMBlNruXfJW4Z/vcVlqC6eQpHD4+aFYr1pMn0TmdfGPuXN7esJFTzU2M8vXjST9/Pv/8c+KcTqLi4vBNT8eYlsb6ffsICglh8eLFGAwGwB1kutrZKNeT5uZmNE3DZDIRGBjY7X6ut6CmGDokwCPEV+i81rbztExdQADhq1YRtnIllsOHaXhrDc3vv0/b9u20bd9OXVwcYXeuomXGDKKjo0lMTPQEdzRNo7S0lNTUVHmDFkKIIegyJcMv5q+apuVdafft255IonhFfSmlvg08jbsC130XO0bTtOe6NH0JPKKUam0/91nc5dfFIDBmzBiv15qm8fzzzzNt2rQee3YpKiq64EO0nshx0tPlx/Pyzv+vebmlOjp/f/yysvDLyrpgn7O1FVtJKQmlJUwpLcXvk02khYYyPiaGRpMJny+PEGAyce70aQBsBgMnVt6B3ulkzLp1+Kal4ZuezgctLdTZbCy//XZS0tIAaGtrw+VyERQUdF09W1qtVgoLCxk1ahQGg4HIyEjy8vKIjo7G19f3mvq+noOaYnCTAI8Ql/FVDwhKKfzHjsV/7Fhiv/89Gte/R+OaNdhKSzn3m9/Ci39g2YIFBI0d6/nEpaKigjfeeIOkpCQeeuih6+qNWAghrhOnActVHN854VvHrJrQix0IhHQ57qtcc19KqceA/wccBRZomlZ/Bdft7CXcAZ7ZV3meGCCsVivr16+nra0NHx8fJk+e3CP9Xk3g5Er1RnWqnlqqow8Kwn/0KPxHjwLg+48+CrSXeq+vZ0xJCbbiYqzFxdhKSjGXlDD7861YfXwwl5Zi3lkAQPXSm2kJCaHy3jzs4WEY09I4lJDAHrudacOGseDmm/EJD8dkMlFcXExMTAzR0dHX8B0YuP72t79RVlaGj48Po0ePBiApKalH+h4sJeKF6EoCPEL0EH1YGJFfe5CIB+7HVFBAw1traPn0U1o//JDWDz+kPj2d8NV30Tp2LCEhIaSlpXmCOy6Xi7a2NoKDg/v5LoQQQlwrTdMWXMPpx9u3Iy6xvyMj7KXy6vRYX0qp7wAv4J6Ns0DTtJoruGZXHed0f62E6Fe+vr7ccsstnDp1qkeXqfRGjpPeCBr19lIdpRQ+kZH4REYS0KXv4Q4H9jNnsJWUtAd+SritpJT6wmME1Ndjq6vDduo0ptGjMY4YjjP/r5z8r/8PfWgoNaNHsyklmUSjkbumTMGYno4xOZlNn31GaGgoEydOHFT5ISsrKzl48CCzZ8/2LL264YYbUEpJYRMhOpEAjxA9TOl0BE6fTuD06dirq2lc+w6N77yDrbiY6p/9HOXnx6qbbyYkJsZzzvHjx3n33XfJzc3lxhtv7MfRCyGE6Geb27eLlFK6i5Q2nwGYgYLe7Esp9X3ceXcOAAs1TTvXnZsBctu3RV95lBjQRo4cyciRI3u0z94InPRG0Ohi+Rj7ivLxwdhekStozhxPeybgamvDVlqKtbiYqJIScotLsAYE4AgIwNnUhOvECRJ0OsLq66l44y8AWP392b78NnxcLpI3b8YvIwNjejpbKiqwOJ3Mnj2bqKgoYODl+tmyZQsnT54kIiKCqVOnAjBlyhTP10IINwnwCNGLDLGxRD/xOFGPPEzL5s00rllD246dtKxbR8u6dTRMmULEgw9Qo9OhaZrXDB6n04lSShIzCyHEdUTTtNNKqY9wV7d6DPhtp93P4Z4J87KmaW2dz1NKZQIG4LSmafZr7Ov/AD8B9gKLLrcsSyk1CqjqepxSKhX4XftLSWAxRDidTv75z38ybNiwC3L1XI3eyHHSG0GjS+Vj7G+6wED8brgBvxtu8GrXNA1HTS0pxUWMKS7GWlSMLTwcW3Exttpaxh44gFOvp+HLI55zji67hbagIDLe+we2pCSM6Wns8/HhSF0dc+fOZcKkSQDYbDYsFgvBwcG9Gvw5ePAg+/btY9myZZ6A06RJk4iIiCA9Pd1z3EAKQAkxUAyZAI9SKgn3w8hiIBKoAt4DntM0reEq+lHA13BXfRgF6HFPcX4N+L2mac4ux5dw6USK1ZqmxV3dnYihSBkMhCxaRMiiRViLi3l26jTuCAuFXbsw7dpFYmoK96++m7gR52fR79+/nx07dnDjjTdyQ5c3byGEEEPao8AO4DdKqQVAITAVmId7OdWPLnLOJtzPI+lASXf7Uko9gPt5yom7Kta3L/JHVImmaa93er0K+IFSajNQjLuKViawFPAD3gf+75XevBjYjh07xqFDhzh58iTDhw/v9vKY3shx0luzbXoqYXNfUEphiI3BEBtD4LRpXvtcFgtZpaXuXD9FRe4y78XF5O7bT6OvEZ+SUpp27QKgYnouzampnP3xjznt0jCmp1OVkswHViuZsbHcfffd6END0TSNwsJCIiIiiI2N7VbQxeFwoNfrPeeWlJRQVlbG4cOHmTdvHgAjRoxgxIhLrTYdPHo6CbgQXQ2JAE/7p1Y7gBjgH7irPEwBngQWK6VmaJpWd4XdvYG7QkQN8DbQBtyIO8HgbKXUKu3C/yObgF9fpK/Wq70XMfT5pqfz89oafld3jpJX/kzDm29iLy3D/otfUPqHPxC2aiUReXkcP36choYGXC7X5TsVQggxZLTPvJnE+Q+ubsb9wdVvcH9wdcWJjrvRV8fH43rgO5fo9jPg9U6vNwNZwATcS7ICgUZgG/Am8OZFnp3EIDVq1CjOnTt3TcGd3jJQZ9sMFDo/v4tW+Uprn/VjKy7GVlyEtbiY+cUl1O/eg67iDDarFVtxMfWpqRhzJqK2buXEr/8f+shIXMOG8U5GOkaleHzOHHwzMzHEx7Nn3z7A/fMSEBBwyTFt3ryZXbt2sXr1alJT3Z+ZT5kyhbS0NLKzs3vvm9EPeiMJuBBdDYkAD/Ai7uDOtzVN80w/Vkr9CngK+CnwyOU6UUotxx3cKQamdKw3V0oZgLXAHcADeD/UADRqmvbsNd+FuC50/HJvdblY9qc/8ubrr5NYVEz9G29g3r+f+j+/Sv3rbzD7pkWMWbTI681t69atVFdXM3v2bGI65fARQggxtGiaVo57RvGVHp/WE321P888e6XXbT/nM9xBH3GdmNMpHwwMrHwtEku8et6zfs7ntEnDPevHVlqKraiIqKIixhQVYzabcfj746yro81iIcFoQO90UvG3t9z9+fry2dKltPkaCdu2nZjhw/HNSOdwYyPlZ88yceJE0tpLvDudTiwWC8XFxZ4AT3x8PPHx8X38Xeh9vZEEXIiuBn2ARymVgXtteQnw+y67f4x7qdV9Sqmnu64xv4gV7dvnOycT1DTN3r4efTnwBBcGeIS4Yl1/ud/34IPs2LGDkMU3YT50iPrX36D5ww9pff8DDO9/QPmECUQ88ACB8+exe/duWlpamNS+FloIIYQQoj+VlJTwwQcfcM899xAaGtrfwxE97FKzfjSXC8fZs1iLiskoKsJaXITNpWErKsJeU0Pm0SO0hIRi272byvag26EZ06lISSF88xb84uIwpqcxOiGB7DvvJKGHk3gPRL2RBFyIrgZ9gAeY3779qHN1CABN01qUUttxB4Cm4V6f/lU68uVcrNJDR9tEpVSYpmmNnfb5KqXygBTcS7oOAZ93zdfzVQoLCy+ZCE7+5x9avuqXu//YsST+6nliKp+m/q9/pXHtO5j37+fM/v0YEhK44+67qZg40fMJB8Dnn3+OwWBg4sSJ+Pr69tl9CCGEEOL6pmkaW7dupaamhl27drFw4cL+HpLoI0qnw5CQgCEhAWbO8NrnbG0lvbgYW1ER1gkT3NviIrJPnCCu6izBZ8/SYDJ5ndMaGIgxIwPfjHSM6RkYM9LxTU/HkJqKzmjsy1vrNb2RBFyIroZCgKcjnHziEvtP4g7wjODyAZ6OWTvpF9nXeYHkSLxLisbhXmPeWbFS6mvt05aF8LiSX+6GhARin3mG6EcfpXH9e9S/+Rd3np7nnycqMJDqO1YQcd99OKOi2LZtG3a7nczMTFm2JYQQQog+o5Ri5cqV7NmzhxkzZlz+BHFd0AcF4T9mDP5dqqxlOBzYKyraEzy3J3oucgeCnE1NWA4fxnL4sHdnOh2G5CR80zPOB4Day7v7hIf34V1du96oHCdEV0MhwNMxF7TpEvs72sOuoK+NwN3Ad5VSazoSDyqlfHCXE+3Q+bfJa7irTBzBXTUiA3gc99KwD5RSuZqmHbzchbOzs2WmznXiaio86AIDici7l/C7V9P62WfUv/4Gpl27aPjLmzTk/5WgBQu4ZcliaoxGr+DO/v37SUtLI3yQvfEJIYQQYnDx9/dn1qxZntculwtN09Dr9f04KjEQKR8fjGlpGNvz73TmaGhwz/TpFPSxFhdjr6hwf8hZWgZbtnidow8Lcwd7MtLbA0Dp+GZkYEhMRPkMvD9ze6NynBBdDbyf/J7XkfHtSjKurQHygCXAUaXUPwET7ipambhnAw3HXTrU3ammPdeljy+BR5RSrcDTuBMV3n4N4+8Wm82GwWAYMAnvxHndqfCg9HqC588neP58LEePUv/GGzS9/wGtH3+M4eOPyRw9miazhZDFN9HQ0sKGDRvQ6/V897vfxd/fv7duRQghhBDCw+Fw8Pe//x2DwcDtt98uz6HiivmEh+OTk0NAl5ntLpsNe2kp1qL2Cl+dZ/00NmLetw9ze8WuDspgwJCaim/G+aCPMd0960cfFNiXtyVEnxsKAZ6OGTqXyuoW0uW4S9I0zaWUuhV3efX72v/ZcZdgfwD4He4AT80VjOsl3AGe2VdwbI/71a9+hd1u55lnnvGUsCwoKODs2bNMnjyZxMREAJqbm6mtrSU8PJyIiIj+GKq4Sn433EDCL35B9HefpuGtv9G45m0sX35J5TPPUPvCC/jcfx9jRo3Cx2j0Cu6cO3eOqKiofhy5EEIIIYay+vp6ioqKUErR0NAgz5bimumMRnyHD8d3+HCvdk3TcNTUULx1G7veW0+Cy8UwP3+sxcU4qqqwnTqF7dSpC/rziY3tNOPn/JIvn9hYCUiKIWEoBHiOt29HXGJ/x2+DS+Xo8aJpmgN4vv2fh1LKHxgPmHEvx7qcjiBQn4eJO6bGulwur6S7xcXFnDhxgpGdstSfPn2af/7zn4wfP57bbrsNALPZzO9+9zvCw8P5xje+4Tn2wIEDOBwOsrOzCQyU6Pe16IkSnobYGGK+8x2iHn6Ypn9uoP7117EVF2P/+S8YFRlJ+P3342xpQR8czJkzZ3jllVcYOXIkd955p7yBCSGEEKLHxcTEsHr1agICAiS4I3qFpmm0trYSHByMITaWYStuZ3PdOQLHjydlqrvEu7mhgT8++yxhra0sGTsWW3EJtqIizEWncVRX46iuxrSzwKtfFRCAb3r6BYmejamp6KSIiRhEhkKAZ3P7dpFSSte5kpZSKhiYgTsoU3Cxk6/CfYAf8IamafYrOD63fXuxily9SqfT8cMf/hCHw+H1h/z06dMZOXIk8fHxnraAgADS09O98reYTCZMJtMFFZl27NhBbW0tSUlJngDPzp07OXToELm5uYwdOxYAq9VKXV0dYWFhBAQE9OatCkDn70/4XXcStvIOWj7ZRN3LL2M5epRzL7xA/SuvEH7vPdRMmYLRaCQiIsLzM9ERZJJgjxBCCCF6Snq6d60Ss9ksy8VFjzCbzaxZs4a6ujqefPJJDAYDOp2Ob33rW17Ps/7h4Tz8i1/Q2NhITFycp/0vr79OzZEj3DVjBgENjdiKiqg9cABnWRl+JhOWI0ewHOnyOb5OhyEx0T3rJ60jwXMavhkZ6CMj5TlaDDiDPsCjadpppdRHuCtlPQb8ttPu53DPoHlZ07S2jkalVCZgAE53DdYopUI0TWvu0jYZ+DnQCvykU/sooKojGXOn9lTcy7kA+i09uk+X5GKpqale5bUBsrKyyMrK8moLDw/n6aefxm73jmONGzeOc+fOERZ2Pl91TU0NZ8+exWazedrKy8v561//Snp6Ovfff7+n/f333ycwMJCZM2dK4r1eoPR6Qm5aRPCihbRt30Hdyy9j2r2bupdexv/1N7hn5UrCO01vPXXqFJ988gnz58+/4GdACCGEEOJanT59mnfeeYfly5d7zSAXojv8/PxwOBy4XC5qamo8KScuFmTx8/MjrlNwB+D+Bx/EZrPh4+ODTqcDoGTnTnbv3s2s8ePJCgrGVlxEzf79lO0sIMJkwr+5GXt5Ofbycto++9yrP11IiDvY057fx5PvJzkZNURKu4vBZ9AHeNo9ijtPzm+UUguAQmAqMA/30qwfdTl+E5CKuxx6SZd9HyulzLiTJbcAo4CbASuwQtO0zjNyVgE/UEptBorbj88EluKe7fM+8H975hb7jk6nIygo6IL2i5W/XLhwITk5OYSGeqdAio2NJTo62vPaYrGwe/duDAYDs2efT0v03nvv0dTUxMKFC0lISOjBu7h+KaUImjmDoJkzMO3bR93Lf6T1s88w5edjevttWm9dRuQ3vsH+/fupqamhrq6uv4cshBBCiCGovLwcq9XKyZMnJcAjrtqxY8coKCjgzjvvJCAgAKUUK1asICgo6IKVBlfK2CXwkpubS25urud1wMQJtEyZQt2YMfjExjJh+nRs5eW0Hj/BJ2+8TmhLK1nBwdiKi3E1N2M5eAjLwUPeF9HrMSYltQd9OpZ8tef6kQq3opcNiQBP+yyeSbhn1yzGHZCpAn4DPNd1hs1lvAusxl1Nyx+oBF4Bfq5pWkmXYzcDWcAE3EuyAoFGYBvwJvCm1hPJVgawgICAC5ZhDRs2jGHDhnm16XQ6br75Zux2u1eUvbi4mObmZgwGg6ftiy++4MSJE0yZMkVmllyFrkuvAAImTiTg5ZewHDtG3R//RPO//03T39fRtG49U2+6idSFNzK+U7WCwsJCGhsbycnJueANUAghhBDiasyZM4fY2FgJ7ohu2bNnD6WlpezZs8fzAXFkZGSvXzc5OZm77rrL89o3MxNXQgKxAf7Y7XbSFy5E0zScdXW89fzzUFHBzPQM9NVn3RW+KiqwlZZiKy29sLR7aKg72JOe7i4Zn56Gb3o6hpQUyfUjeoQa4vGHQUEptXfixIkT9+7d299D6XMtLS1UVVUxbNgwz1TJtWvXUlhYyPLlyxk3bhwApaWlbN26lezsbHK6lE8UbhcL8HRlKymh7s9/pvG9f0D7ErzAWbOIevhb+Ofk8OKLL3Lu3Dmv770QQnRHTk4O+/bt26dpmvzSFlfken4eul44nU5MJhPBwcH9PRQxwLhcLo4cOUJycrInHcSZM2eoqKhg4sSJXh8GDyTHjx+npqaG3NxcT3qM9W+/TUlBAfOzskgErEVFtBQew1ZSgsF+iVSuSrlz/XQO/KSlYUxPd1f4av87SQwu/fEsNCRm8IjBKzg4+II3+SVLljB27FjPulqAsrIyTp8+7RW1N5vNrF+/npSUFGbOnNlnYx7MjGlpxP/XfxH12GPUv/Y6DWvX0rZ1K21bt+KXk8PMFbdzPDqa0aNHe84pLy8nKipKEiQKIYQQotvsdjvvvPMO586d46GHHrpoOgBx/frkk0/YuXMnOTk53HLLLQAkJiZ6/T0wEF0sn+mCJUuonjiR2NhYQkJCAPcKhX9/8AFThg9nduYwbCUlmE6e5NjmTwltbSOwrQ17RQX2igratm716k/5+2NMTcWYnoYxzT3jpyMQpJdgqehCAjxiwAkODr5gKu/48eOJiorySvBcVVXFyZMnMZvNXgGe7du3k5CQQGpqqmdW0FBXVHQ+NdT06dPJz88nIyPjkscb4uKI/eEPiHzkYRrezKc+Px/L3r0Y9+5l0siRtAUHE7xoEQ6Xi7Vr12Kz2fjmN79JVFRUX9yOEEIIIYYYl8tFa2srFouFlpYWCfBc55xOJ1ar1ZPqYcKECRw7doykpKR+Htm1CwkJ8QR2OkyZMoXs7GwAAkNCCJw2FXtNDfv9/QgJCeGbDz6IrbwcW0kJn+bn41NdzYigYLSKCpz19ViPHcN67NgF19JHReGbloYhLdW9TU11B4NSUtD5+fXJ/YqBRZZoDQAyJbl7TCYTxcXF6PV6T0CoubmZF154Ab1ezzPPPNPtBGyDzfTp09m5c6fndW5uLjt27Lji852tbTS+vYa611/HWXsOwP3m8OADbLHZMFutfPOb3/QsA3O5XNdN8EwI0T2yREtcLXkeGvra2towm83ygdF1rqysjHXr1pGYmMiqVas87ZqmXZdlx+12u2cJmqZprFmzhtraWh577DH0ej3Opib+/eqr1B48SE58POEmM7biYqwlJZS3tvL9qiq+tJgZ7efPL+LjSTYaQSl84uPcz/Npae5tx9dJSagBuuRtqJElWkJchYCAAEaNGuXVptPpmDVrFjabzRPc0TSNt956i9jYWGbOnDkkgz579uzxen21D8f6oEAiv/51wvPyaFq/nro/veJODvfcT8hNSCD44W+BwwEGA2azmT/96U9MnDiRGTNmXJdvxEIIIYS4eoGBgQQGBnpeV1dXEx0dLR8aXWfCw8NpbW2ltrbWK7hxvT5Tds4vpJTi7rvv9tqvDw0lZuZM2hITiWlPXA6wY9s2vnXXXZRazAAcsJj5YVsrf4rJwK+5GUdlFY7KKkw7C7wvqNe78/2kpWJMTTsf+ElLxRAfj9Lre/eGRa+SAI8YUoKCgpg/f75XW01NDSdPnqSiooK5c+d62i0WC35DZOripEmTvGbwdDcRtc7Xl/DVqwlbuZLmDz7g3B9ewlZURP2Pn6Xlz68S9eh/cCohgYaGBoqKiiT3kRBCCCG65cSJE7zzzjvk5OSwePHi/h6O6EPBwcF8/etfJzY2VoJ7V2jy5MlMnjzZqy09M5MzNTVebV82NrJhyWKS4uLIW7QIW2kp9tJS9mzYQGBTM9EOB86zZ7GXlWEvK6ONLvl+DAYMKSmeZV6GlGSMySkYU1PcwR+Z+TPgSYBHDHnR0dHcf//9tLS0oG+PSLtcLn7/+98TGhrKvffeO+gTCOfn55OZmQm4l2fl5+dfU3//P3t3Hld1lT9+/PW+l30VRBRFEXBJc6kRLTDXFss2zSxLKqtpnWmbaebXtEw1TVN9p2aatmmaNg23FnPJSsvUNMhGbdFcMhF3QUAWkZ3z++NeCBAE5QMflvfz8biPz/0s93zeYF3ufdTOC5wAACAASURBVJ9z3kc8PAi+9FKCJk4k7+OPyXzpZUp27+bgA3+iU3Q0k69LJGzMmKrr8/Ly2LJlC3FxcVUrCCillN3E1R18HnA+MBroBYQBhUAG8B3wBbDYGLPfrjiV6oi8vb2pqKiguLi4w07N6UjS09PJz8+nT58+AERERNgcUdsXERHB8OHDa3Ty/upXv+L666/HGIN3dDTe0dGUlpby9e7diAgPPvggUlZG6Z49rJwzl5ytWxgSFoZ/bh4lu3dTlpFByc6dlOzcefwNnU48u3c/PvHTsydePXviaOPfp9oL/Sam2j2Hw0F0dHSNY5mZmRQXF1NYWFhjFE9qaioRERFtLuFTvaDyydTeaYg4na5Ez0UXkbt4CZmvvELprl14/uUJivrOJe+3dxF4/nmsWbOG9evXc/jwYS699FLL7q+UUqdCRPyAu4HbcCV1Kr85FuFK7PgCMUAsMAX4l4gsAZ4zxlj3JqqUqldUVBS33347YWFhmtxp54qLi3n33XfJzs5m2rRpx606pU5dUlISiYmJbNiwgWHDhpGUlHTc9x5PT08eeOABcnJyXJ3dTifeffuSP3AAPzsdjL7pJrp37w7AVytWsH7JEs7o2pXTO4dRsmc3RWlpFOxMxePIEUr37qV071746vhYPMLDj0/89OqFV8+eOKstlKOalyZ4VIcUHh7O/fffT05OTtWHipKSEubOnYsxht/97ndVVf2Va0RPpysmE3zpJeR8+CGZ/36V4h0/s/+ee/AeMIDI6deyPyKCs88+u+o1x44dw9vbu2rUlFJKtQQRuRH4KxABbAMex/VR9H/GmLxq1wnQHzgbmABcDkwSkfeBPxhj9rR07Ep1NF26dKl6XlFRQXl5eY16JKp98PLyYsiQIWzbtu2Eq7yqkxcTE9Oozl0vLy/Cw8NrHJs6dSoVFRU1EqwBYWEEn3EGnc48k7ChQwFIS0tjwcyZ9OzWjennnUeJe3rX5s9X4JubS0hREaUHD1KWkUFZRgaF64+vBeoIDsarZ088IyPxiuyBZ2Qknj0i8YzsgWePHji8vJr4m1CVLEvw6DBo1dbUfqMrKCigV69elJWV1UjufPnll/Tp06cqs91atcSKeOLpSchVVxE8aRI5771H1qv/oXjrVrwefoTzBg/Gd8AAjLsn7pNPPmHfvn1MnjyZXr16NXtsSinl9gawEHjKGPO/+i4yrjfNbe7H2yISBNwAPADMAP7S/KEqpQCOHj3KBx98gL+/P1OmTNERPe2MiDBmzBjOOecc7fhrZWrXQBo6dChD3YmdSkFBQYwZM4aAgAC8Y2Pxjo2lpKSElWlpOJ1O17QvYyg9eIjPZs3kWOouhnbtil9eLiV79lKyZw8VubkU5eZStHnz8UGIuEb/VCZ/ekS6EkCRPfDq2ROP8HAt/HwSmpzg0WHQqr0ICQnhuuuuo6KioupYfn4+K1euZPXq1dx7770EBgbaGGHr4fDyInT6dDpNmULO/PlkvvZfijdtYu8tt+J75pl0+s2dVXOtg4OD7Q5XKdWxxBljNp7si9yje14Ukf8CvS2PSilVr+LiYg4cOICXlxf5+fkEBQXZHZKywKFDhwgJCalawVaTO21TaGhojYVqwPVvOWPGDI4ePVqVJPKK7MHe0FDSS0s559Zbq+osrfnyS5I//pgRUVH8qkcPSvbtozAtjZyfduCZnQ2ZmZSlp1OWnk5hXSsBe3ri2T0Cr6rET7VRQJGROENCNClcTZMSPDoMWrVH1TPZHh4exMfHA9RI7nSUYoCVP2N9o4McPj6E3nADnaZO5cjcuWT993UKv/2Wwl/fwkVxcZgbrq+R4Pnoo4+Iiori9NNP11UTlFLN4lSSO7VeX4TrM41SqoV07tyZadOmERYWpp1p7UReXh7vvPMOfn5+XH/99frv2s44nU6ioqKOO37rrbeSl5dX49/b6eGBT0QEQSNGEOxe6Tc1NZUP33mHXr16MSMxkdJDhyjdt4+vFnyI39GjRPn4UH7gACX791OemUnp7j2U7q47ZSA+PnhGROAZEYFH9wj38+54up97RER0qClgTR3Bo8OgVbvm6+vLBRdcUOPYgQMHWLJkCRdeeGGdb2wdkcPPj84330ynq6dxJCmJrLfeomj9eli/nj0J8YTddRdZYWFs2LCBTZs2ERMTg7+/v91hK6WUUqqVqF0YtqN0prVXZWVl+Pv7ExgYqJ/5OhCHw0GnWgWVExISSEhIqHHM39+f4cOHExISgnh64tWzJyY8nJTly/HoFOya9uX+/3/+zJlkb9/O+UOGEFpaRum+fRSk7aJ03z5Megbm6FFKdu2iZNeueuNydglzJX3ciSDP7q7ET2UiqD2NAmpqgkeHQasO56uvvuLQoUNs375dEzy1OAP8Cbv9NkKmX0v2zFlkv/02BckpFCSn4Dt6FBdeeinOiIiqP/TGGLKysggLC7M5cqWUUkq1Ft999x0//vgj11xzjY74baNCQ0P59a9/TVlZmf4bquN07dqViRMn1jjmdDpJTEzk2LFjNZItRwoLyfD2JnDcOEK7dgVg9erVrFq1ioSEBMaffTalBw+St3MnP32VTHBpCaHlFZQePEjpwQOUpWdQfjiT8sOZFP3wQ53x1B4FFDh+PIHjxzffL6AZNSnBo8OgVUc0adIkIiIiGD58eNWx3Nxc/P398fDQhekAnIGBdPntbwhNnE7W229zZNY7FH65hqAv1xAwfjxFgUH49O/HTz/9xLx58xgxYgQXXXSR3WErpdoBEUk9xZcaY0yspcEopU5aUVERK1as4OjRo2zbto2BAwfaHZI6CUePHiUgIABwLWji1YGmxqim8fDwIDb2+D/Dt912G/n5+TVGgvn6+tKtWzfCw8NxBgbiDAxkv9PJim++oXffPtxwww1V1774/PMElpUx+ZxzIDOL0oMHyNuZSkV6OpKZSdmhQ1Tk59cYBeTZLaJjJniU6og8PT0555xzqvYrKiqYP38+xcXFTJs2rcaSn21Zauov35ESEhJISko66aUtnZ06EX7vvYTecANZr7/OkdlzOPrFFxxduZLgyZPJHDsGp9NJaGio1eErpTouB1C7cJgXrnqBAGVAFtCZXz4HHQRKWiQ6pdQJ+fj4cOWVV5Kdna3JnTYmIyODN954g7PPPpuxY8e2mykvyl4iclzh9REjRjBixIgax0JDQzn//POrEozgShhn5+aS7+lJ0FlnVf03uWz2bH729WHaA/+P/v37U56fz+4NG9j//fd0czoJGDOm+X+wZtLUIsvaS6Y6vPz8fEpKSigrK2tXK0YlJiZWPU9JSSExMZHk5FNb+M4jJISuf/gDnWfMIPPV/3Bk/nxyFyyg89KlTEtMpFf//lXXbtmyhSNHjnDWWWfpiCil1EkzxvSuvu+u+/c5sBv4E7DGGFMhIg5gNPAUrqTQeS0cqlKqHlFRUToNvg3au3cvpaWl5Obm2h2K6oBCQkKOq/Xj7e3N/fffT35+fo2EY1BQEKGhoYSEhACu2Qd7gNU5OYwaNYq+gwe1ZOiWauq3J+0lUx1ecHAwd9xxB0eOHKkahlpRUcE333zDsGHD8PT0tDnCU7N+/foa+xvqWrbwJHl06UK3Rx4m9PrryHj+efI/+ZTSN94g7YMPCLvzDgKnTmX58uXk5uYSGBjIkCFDmnxPpVSH9yTQCRhkjKn6/GGMqQBWicg4YJP7urvtCVEpVZ/8/HxWrVrFhAkTdLpPKzds2DDCwsLo3r27jt5RrYKI4O/vf1yh70svvfS4a2NjY3E4HG0+udykilfGmN7GmOjKBzAU2A98DYwDfIwxEYAPMB5YB+wD9FubalecTmeNQsH/+9//WLZsGXPmzLExqqaJi4ursT/MvayhFbyiooj85z/pPX8efnFxlOfkkP63p0i79DLGhYcz6PTTGTTol8x5fn6+ZfdWSnU4k4FF1ZM71bnrAS4CrmjRqJRSjbJgwQI2btzIihUr7A5F1aOioqLqeVRUVJvt3FQdW8+ePRk9enTHTvDUobKXbKwxZrW7dwxjTIUxZhWupE+o+zql2q3u3bvTrVs3zjrrLLtDOWVJSUlVz+Pj42vsW8V36FB6vTOLyFdewSs2lrJ9+/D6yxP8at58Cr/5HwDFxcW8+uqrvPPOOxQVFVkeg1Kq3esMNPRtw9N9XashIpEi8qaIHBCRYhFJE5HnRSSkudtynzf1PA61RMxKVbrooovo27cvo0aNsjsUVYddu3bx6quvkpGRYXcoSimsL7I8GZh7ol4yEVkETEOHQat2rGfPntxyyy01hqeuW7eO3NxcxowZg7e3t43RNU71gsqnWnunMUSEwPHjCBg9ipwPPyTzhRcp2ryZPTNm4D9mNCXXX095eTklJSVt4vemlGp1dgJXisijxpjjCkO4kw9XAqdaV9ByIhILJAPhuEYXbQNGAPcAF4rISGNMVjO3lQs8X8fxo80ds1LVhYeHc+2119odhqrH2rVrOXz4MD/++CPh4eF2h6NUh2d1gqdN9pIp1Rwcjl8GyJWUlLBy5UqKi4uJiYmhT58+NkZmr8qklzE1y3eJhwchU6cSfPHFZM+cSdbrb1Cw+ktYs5arJk/Cf/LkqtceO3aM5ORkRo4cia+vb4v/DEqpNuVV4AXgGxF5EvgSSAe6AmOAh4ButK7Rxa/gSpTcbYx5sfKgiPwDuA9XrLc3c1s5xpjHbIpZqToZY/jhhx/o06fPcTU1lD2mTZvGN998Q3x8vN2hKKWwfopWZS9ZnUsJtcZeMqVagpeXF9dffz3nnHNOh07uNIbDz4+wO+4gdvkyQqZPB4eD4g8WcOSqq8n4xz8pz8/nyy+/5KuvvmLJkiV2h6uUauWMMS8BLwJ9gbdwfVY56t6+CfQBXjLGvGJbkNWISAxwAZAGvFzr9KNAAXCdiDT47dbKtlrDfZRKTk5m4cKFLFiw4LiOImUPT09PRo4cWaNjUyllH6v/T3wV6I6rl+x6EektIr7u7Q24iix34/g//kq1e927d+fcc8+t2s/Ly+Pjjz+mrKzMxqhOzBhj2wcoj86d6fbIw8R+tITACy/EFBeT9dpr7Dz/Anrv3Ud0796MHj266vrS0lL9sKeUqpMx5h5gJK6Ezre4Opq+Bd4AznGfby3Gu7fLK2sZVjLG5ANfAX7A2c3clreIJIrIgyJyj4iMExFnC8SsVL0GDx5McHAwQ4YM0VWabLRp0yZWrFhRo7iyUqp1sHSKljHmJRHpC9yFq5esNgFebC29ZErZxRjDe++9x759+/Dw8OCCCy6wO6RWy6t3byKf/yeF391A+rPPUrh+Azz3HAk9e+LXpQvmoosQET755BMyMzO59NJL6dKli91hK6VaGWNMCpBidxyN0N+9/ame8ztwjZbpBzS0rFBT2uoGvFPr2C4RudEYs7q5Yt66dWu9qzZu2LDhRC9VHUBQUBC//e1v8fCwusqEaqyioiKWLl1KcXEx3bt3Z8CAAXaHpJSqxvKxdG2sl0wpW4gIF198MTExMboqRCP5nnEGUe+8Q+QrL+MVG0vp3r3s/93vSbvqarK/+oodO3awf/9+7dFTStVLRPxF5EwRac1vvJXT3I8rCF3reKdmbOst4FxcSR5/YDDwH6A38ImIDLXoPkqdtOrJnby8PHJycmyMpuPx8fHh6quv5qyzzuK0006zOxylVC3Nkv5uQ71kStmmW7duXHfddTWOlZeX43TWNwK+7UtN/aX8VkJCAklJSTVW62qIa8Wt8QSMHk3OggUcfvFFijZtoujmXzPpvPMomnY1YWFhVdf//PPPREdHt+vfqVKqYSISCfwLuBRwAgb3ZyAROQd4DbjTGLPKovulAVEn8ZLZxpjExjbv3loxJ7XOtowxj9e6bjNwu4gcBX4PPIZr5dQm3acuAwYM0JE6qlEOHjzI7NmzCQwM5KabbsLTs6F1XpRVoqOjiY6OtjsM1YzqWxRFtX5aDUupVmLt2rW89dZbFBUV2R1Ks0lM/OX7S0pKSo39kyEeHoRcdRV9li0j7O67cPj5UfL55zjvuJOMf/yTioIC9u7dy+zZs3n99dd1jrhSHZiIROCqAXg58BGuDqjqQ/3W4Vr96WoLb7sT2H4SjwPVXls52qXOBSuAoFrXnYiVbYGr1iLA6FrHrb6PUg0KCQnBy8sLX1/fVl3PsL349ttvSU9PtzsM1QJqd8hW31etX7NNYHWvlNAPCDDGrGmu+yjVHhQXF7NhwwZycnLYvXs3/fv3b/hFbdD69etr7De1l9bh50eXO++k05QrOfyPf5C7aBFZr71G7sKFlNx2KyEhIfTt21dXdlCqY3sUVwLnPGPMKhF5FKhaz9cYUyoia3BNL7eEMebchq+q13b3tl895/u6t/XVu2mutgAy3Nvaq2FZfR+lGuTj48OMGTMICAjQv/PNbO/evSxZsgQPDw/uuusuAgMD7Q5JNaO6OmSTk5NtjEidDMvfDUUkUkQ+AI4A64GV1c6dIyJbRGSs1fdVqi3z9vZmxowZTJkypd0mdwDi4uJq7NdXSPNkeXYNp/szT9N73lx8Bg+mLCMDxxN/5eKUr4kL7Vx1XVpaGitWrKCkpMSS+yql2oSJwOIGpl/twbUKaGtQ+bnpAhGp8TlNRAJxJaIKga9buC34JTFWuzvX6vso1ShBQUFVyR1jDAUFBTZH1D5169aNoUOHctZZZ2lypwOwukNWtSxLEzw2DYNWql0IDg5m0KBBVfu5ubnk5eXZGJH1kpKSqp7Hx8fX2G8KEUFE8D3jDHrPn0fEk0/iDAuj5Ntv2X/NNRx4+GFKMzP59NNPWbt27XF/uJRS7VpXXKs4nUgpx49KsYUxZiewHFdB49/UOv04rjhnGWNqfJMVkVgROU1EqgqRnEpbInK6iITWjktEooCX3Ls13rxPNWalrFJaWsqiRYt4/fXXKSwstDucdsfT05PLLruM8ePH2x2KagHN1SGrWobVI3iqD4O+Avis+kljTClg6TBopdqj/Px8Zs6cydtvv01ubvspWVC9oHJycvJJFVhuLHE46DTlCmI//YTQm24Cp5Pc9z8g9cKLGIUwoH9/hg8fXnV9aWmp5TEopVqVbKBnA9f0Aw61QCyNdSeu6VAviMhCEXlKRL4A7sM1zemhOl6zAtgK9GhiW1OBAyLyiYi8IiLPiMj7wDagD/Ax8KxFMStlCRHh8OHDFBQUcOhQa/pfue0yxvDDDz9QXl4O/NKZptq/pKQk4uPj8fLysrRDVrUMq2vwNHYYdGtenlQp2zmdTnx8fADX9C118pwBAXT94x/odOWVpD/9FAVfrsHx/PMMi46muEcPPEeNory8nNdee42ePXtywQUXVP3OlVLtylfAZSLSzRhz3Dc/EekLXEitUSl2MsbsFJE44C+4YpsIHAReAB43xmQ3Y1srgf7AmbimZPkDOcBa4B3gHVPHsipWxqzUyfLw8GDq1KmUlJQQHh5udzjtQnJyMp9//jlbt27lqquu0uROBxITE6M1d9owqxM8bWoYtFKtlZ+fH9dffz0VFRWadGgi75hoer32GvmrVpHx1NOU7NrF3ltuJWDcOIpn3EB2djbGGF1eVan26++4po6vFpF7AT+oWgxiNPBPoAJ4zrYI62CM2QvceBLX97aiLWPMamB1Y+97qvdRymqdOnWqsV9SUoKXl5dN0bR9UVFR+Pv7M3jwYE3uKNWGWD1Fqy0Og1aqVfLx8cHPz69qPyUlhYyMjBO8Qp1I4NixxCxZTPgf7sfh78/RlSsp+/UtXO3jw6UXTMDpdAJQVlbGzp07bY5WKWUVY8w64FZc9WE+Au53n8pz70cDNxtjfrQlQKWU5dLS0vjXv/7Fjh0N9Tur+kRGRnL33XczcOBAu0NRSp0EqxM8VcOg6zpZbRj0yrrOnyr3yl1visgBESkWkTQReV5EQk6yHRGRm0TkaxHJF5FjIvKtiNwtIs7mvLdSJ7J582aWL1/OrFmzKC4utjucJjHGUMfo/hYhXl50vvlmYj/9hODJkzGlpZS/8SYlN99MzsKFmIoKUlJSSEpKYtmyZbbEqJSynjHmLWAQrulC3wA7gY3AK8AQY8xsG8NTSlls165dHDt2jM2bN9sdSpuSnZ3N3r17q/Z1BJRSbY/VCZ6/Az64hkFfRLVh0O79JVg8DFpEYoENuIYEf4NrqHUqcA+QIiKdT/Dy2mYCb+DqzZsP/BfwAv4FzJda4xMtvrdS9erfvz99+/bl/PPP15o8taSm/rJab0JCQo39+nh06UL3p/5G7/nz8BkyhLLDhzn4wJ9Iu+YaHFlZeHl50a9fv+YMWynVwowxO4wx9xlj4o0x/Ywxw40xdxljttsdm1LKWmPHjmXy5MlcfvnldofSZhQWFjJ79mxmzpxJWlqa3eEopU6RpTV4jDHrRORW4FVcw54rVa71XAbcZPEw6Fdwrdx1tzHmxcqDIvIPXCs3PAnc3lAjIjIJuA7YBYwwxmS6j3sC7wJTgBuAt62+t1IN8fT05JprrqkxB7qiogKHw+ocbduTmJhY9TwlJYXExMRGF4bzHTqU3vPmkrtoMRn/eI6i738g9PsfmHbFFfQMCKi6bsOGDYSGhhIdHW15/EoppZSylogwZMiQqn1jDKWlpToi5QS8vb2Jjo5m//79dO/e3e5wlFKnyPJvhy05DFpEYoALgDTg5VqnHwUKgOvchRQbcoV7+1xlcgeqlnZ/xL17VzPdW6kGVU/u5Obm8p///Ed7WID169fX2N+wYcNJvV4cDjpNnkTsJ5/S+dc3g6cnRQsW8G3CSG4IDSXr8GE++eQTZs2aRWZmZsMNKqVaFfc06hdFJPQE11wuIm+2ZFxKqZZRVlbG+++/z5w5cygrK7M7nFbL4XBw8cUXM2PGDE2EKdWGNUv3fwsOgx7v3i43xlTUiiEfV00gP+DsRrRVWTeorvkdlcd+JSKVJfqtvLdSJ2X9+vVkZGSwevVq2+rZtBZxcXE19ocNG3ZK7TgD/Am//35ilywmYOxYApxOHgjvSvbttxPfrx/Dhg0jLCzMipCVUi1rBnAnkOzunKnLGbhG6Sql2pljx46xd+9eDh06pB01ddiyZUtV4ktEtBSAUm2cpVO03L1fBcCjxpjseq65HLjcGHOTBbfs797+VM/5HbhG2fQDVjTQVuU7fl1zMKp/IDwN+Nrie7N169Z6v5ie7IgE1f6NHz8eLy8vhg8f3uGXrkxKSiI2NhaA+Ph4kpKSmtSeV+/e9Hz134wNCOCRrt3o/uMWuj/6GCHXXEP5mDE4AwPJyspi6dKlTJgwga5du1rxYyilmte3wBBc9fEmG2MaN49TKdXmBQUFce211yIi+je7lm+//ZbFixcTHR3Ndddd1+E/UyrVHlg9gmcGLdtLFuze5tZzvvJ4p3rOV1dZM+h31Ydxi4gH8Hi16ypXx7Ly3kqdFBFh1KhR+Pj4VB07fPiwjRHZJybml7ea5OTkGvtNsbqggEt3pRJ6803gcHBkzhxSJ15M3qefsnLlSnbt2sXXX39tyb2UUs1uMTAR10IQn4vIVTbHo5RqQd26dauR3CkqKrIxmtajW7duBAYGcvrpp2tyR6l2wtIRPG6tqZes8p2qMXNY5gGJwEXAFhFZDBwDzgNicY3I6QuUN8O9GTBggI7UUafsyy+/ZNWqVUydOpUBAwbYHU67UWgMXf/wB4Ivu4xDf36Uwu+/Z/+99zF0zGj8zz+f0eedV3VtaWkpnp6eNkarlDoRY8znIjISWArMEZFoY8wzdsellGpZO3fu5P3332fSpEn079+/4Re0YxEREdx55501OgyVUm1bc9TgaclesspRMsH1nA+qdV293HV0LgPuBw7hWlHrJmAfcA6Q5b40w+p7K9VUZWVliAh5eXkNX6xOmk///kTNnUO3xx7DERRE2eoviX7irxQmzcaUlGCMYe7cucyfP5+jR4/aHa5Sqh7GmM3AWcD3wN9E5DURcdocllKqBe3bt4+ioiK2bdtmdyi2yM/PZ/fu3VX7mtxRqn1pjhE8LdlLVlm0uV895/u6t/XVyanBGFMGPOd+VBERX1xTywqByiXeLb23Uk0xbtw4hg4dSufOne0OpV1ITf2l1npCQgJJSUnExMQQMu1qAs87l/SnnyHvo484/M9/kvfRErzuv5/9+/fjdDp16XqlWjljzCERGYVr5O6vgSh++duulGrnRo8eTZcuXTrkiOfS0lLmzp1Leno6V199Nf361fc1RinVVjXbN5EW6iVb6d5eICI1fhYRCQRG4krKNLVQxnW4RiS96142vSXvrVSDRKRGcqejr6zVVImJiVXPU1JSaux7hIXR49m/0/ON1/GM6kXxjp/Jv+12phQUcMWFF+Ln5we4/g3S09NrtCsiOsddqVbAGHMMuBx4CTgfuNveiJRSLUVEGDhwYNXf44qKig5Tk8fpdBIVFUVwcDA9evSwOxylVDNo1q5mY8whYBSukTy/Bj6m/ilNp9L+TmA50Bv4Ta3TjwP+wCxjTEHlQRGJFZHTROS4YhkiElTHseHA08BR4C9NubdSLWHv3r28+uqrZGRkNHxxO2GMsTSptX79+hr7ddXHChg5kpjFiwm78w7w9KT8/Q+ouO12chYuxBjDpk2bePXVV1mxosFF9JRSzWs3kFP7oHG5G/gdv9TNU0p1ICUlJcybN4/Zs2dTWlra8AvaOIfDwYQJE7j11lvx9/e3OxylVDNo9rkELdBLdieuujgviMhCEXlKRL4A7sM1PeqhWtevALYCdaWtPxORVSLykrudxUAK4A1caYxJrXX9yd5bqWb33XffkZGRwdq1a+0Opc2Ki4ursT9s2LA6r3N4e9Pl7ruJWbQQvxEjKD9yhIMP/Ik9M27kyO7dOBwOnTanlM2MMdHGmBdOcP55oDtgzRJ8Sqk2o7i4mPT0dLKyssjOzrY7nGbz008/1Uhgad0dpdovq2vw1NtLBtwtw0WPowAAIABJREFUIqnUqm/TVMaYnSISh2t0zYW4CjwfBF4AHjfGnMy79fvANFyrafkCB4DXgaeNMWnNfG+lLHHBBRfQqVMn4uPj7Q6lzUpKSiI2NhaA+Ph4kpKSTni9d0wMvWa+Te6iRWQ8838cW7eOrhs3cs1NNxF92mlV18XExJCTc9xbpFLKZsaY9IavUkq1N4GBgUyfPh2Hw0FYWJjd4TSL7du3M2/ePCIjI5kxYwZOp9aVV6o9szTBY4yJbuD88yIyF1c9Gyvvuxe4sZHX9j7Bub8Df2+ueyvVEry9vRk1apTdYbRpMTG/dOQnJyc36jUiQqdJkwgYM4aM554j9/0PKP3Pf9j16SdEPPoojjPPZMqUKXh5eZGenk7Xrl2bK3ylOjQReRMwwIPGmHT3fmMYY8zNzRiaUqoVCg8Pr7FfUFDQrqYvhYSEEBwcTN++fTW5o1QH0CyraJ2I9pIp1XLKyspISUlhxIgReHt72x1Oh+AREkL3v/6VTpMmcfCxxyj5eSd7broZr0svZW/qTrwCAo77MKmUstQMXAmeZ4B0935jGEATPEp1YNu2bWPBggVMmjSJgQMH2h2OJcLDw7ntttt0WpZSHYSu56tUO7ZkyRK++OILli1bZncoHY5fXBwxCxbQ5b77EG9vSpYs4Z4fNlHw0UdV1xQWFpKcnEx5ebmNkSrV7kTjqqeTWm2/MQ+twaNUB5eZmUlpaSm7du2yO5QmKSoqqvEz+Pr66iqeSnUQTRrBo8OglWrdzjnnHA4dOsSZZ55pdygdknh5EXbbrQRNvIhv7v8Ddy1ezOaiQuK6dWPOhx+y7fBhvvvuO7Kysrj00kvtDlepdsEYs/tE+0opVZ+RI0cSHh5O37597Q7llJWXl/Puu++SlpbGFVdcwaBBg+wOSSnVgpo6RWsGOgxaqVarS5cu3H777dprYzOvnj354949fFdUCMDGjAymXXABbz//PPvCwkhISDjltiv/ba1cJl4ppZTqiESEfv36Ve2Xl5dTXFyMn5+fjVGdHIfDQWRkJIcPHyYyMtLucJRSLaypCZ7Kosr7a+0rpVqJ6smdrKwsQkNDNeFjg/Xr19fY//HYMbyefY6LR4wg8LLLwL2c+po1a4iJiaFHjx52hKmUUkopXNOc3nvvPYqKirjhhhvw8vKyO6RGERHGjx9PfHw8vr6+doejlGphTUrw6DBopdqOdevWsXz5ciZOnMiwYcPsDqfVs3pETFxcHCkpKVX7Z552Gs5OIRR+8w2pl11O+H33kjdqFF988QVffvkl9957b7taxUOplnIS08Vr0+njSqkqZWVlZGdnU1paSm5uLl26dLE7pHodOXKENWvWkJCQULXcuyZ3lOqYWnwVLaWUPfz9/amoqCA7O9vuUDqkpKQkYmNjAYiPjycpKYleISGk//VJ8pYuJf1vT+E5bDlnTZ6Ef9eumtxR6tTNOMXX6fRxpVSVgIAAEhMTcTgchISEAFBcXIyHh0erW2587dq1fPvtt5SXlzN58mS7w1FK2ciKIsunQnvJlGphgwYNIiwsjG7dutkdSocUE/PLAj3JyclVz3s89yxBEy/i0GOPU7phA703b6bL3XdhEhIQp5M9e/awefNmzjvvvDYzPFwpm+l0caWUJTq7p09XWrVqFT/++COXXHJJjVo9Le3IkSOUl5dXjdYZNWoU5eXljBo1yraYlFKtgxVFlk+F9pIpZYPqyR1jjNbiaSUCzz0Xv7g40p96mtyFC8n4+7PkLVtOxJN/5aPPPuPw4cMEBQVxzjnn2B2qUq2eThdXSjUHYwz79u0jPz+fwMDAGsdb8vPUli1beP/994mNjWX69OkAdOrUiUmTJrVYDEqp1suqIstKqTYkKyuLRYsWMWHCBC3m20o4g4Pp/vRTBE28iIN/fpSiH34g7YopjL/1Vn4cOJCzzz7b7hCVUkqpDktEuOmmm9i3bx8RERFVxxcvXowxhnHjxhEcHNws9y4vL6+aFta7d2+8vb0JCAiocVwppcDiIstKqbZhw4YN7N27ly+++ILrrrvO7nBUNQGjRxOzZDEZ//d3ct57D15+mTMHDqBs8GA8TjuNsrIy5s2bx4gRI/Dw+OUtPCEhgaSkpBpTwZRSvxCRCOBcoAfgXcclxhjzRMtGpZRqS0SEnj17Vu0XFhayadMmKioqGDt2rOX3Kygo4LPPPiM7O5sbb7wREcHPz497770Xb++63saUUh2dFllWqgMaN24cDodDp/y0Us7AQCKe+AtBF13IwUf+TPGWrey6cipht91G2vA4du7cyZEjR5gzZ07Va1JSUkhMTKxR3+dUVQ41t3olMaXsIiKPAw9Q83OP4JoyXv25JniUUo3m6+vLb37zG3bv3k2nTp2qjn/66adERkYycOBAHA7HKbfv6enJjh07KCwsJCMjg65duwJocke1Sfr5smWc+juOUqrN8vT05LzzzsPHx8fuUNQJ+CckELN4ESHXXgtlZWS+/DIhf3uKcUOGcPnll7Nhw4Ya19feV0qBiEwHHgHWAFfiSubMBK4F/gtUAPOA8XbFqJRqu0JCQjjjjDOq9g8dOsS6detYvHgxxcXFJ9VWZmYmy5Yto6KiAgAvLy8mT57MXXfdVZXcUUqpE2mWETw6DFqptsMYw4YNGxg4cCB+fn52h9OunUqPhcPfn25/foSgiy7kwEMPU/rTT3R5+BF8br6ZuGHDSPn666prf/WrX1kZrlLtxR3APuBCY0yZuwcxzRgzD5gnIh8CS4G5NsaolGonOnfuzMUXX0xxcTG+vr6A6+//unXrGDRoEAEBAXW+zhjD3Llzyc7OJiIigiFDhgDQp0+fFotdqeaSmppa9VzLCjQvy0fwuIdBp+HqHfsb8CjwmHtb+fwxq++rlDo1n3/+OUuXLmXp0qV2h6JOwG/4cGIWLST0hhugooKs117jSR9f/J1OnE4nkZGRPPXUU3aHqVRrNBj42BhTVu1YVVVSY8wyYBnwh5YO7EREJFJE3hSRAyJSLCJpIvK8iIQ0Z1siMkNETAOP8jpel3aC6w+d6u9BqbbG09OTuLg4Ro4cWXUsNTWVZcuW8cYbb9To7MnMzKS0tBRwTV8ZPXo0v/rVr+jVq1eLx61Uc0pMTKx6XllWQDUPS0fwVBsG/QXwMvAB8DawHBiLa2n094D/WHlfpdSpi4uLY8uWLQwaNMjuUFQDHL6+dP3TAwReOIGDDz1Mt9RU1sX24W1jmPzmGyRUq6nU0su2KtWKeQJZ1fYLgdpL3WwGbm+xiBogIrFAMhAOLAK2ASOAe4ALRWSkMSbrBE00pa3vgMfraW4Urqlsn9RzPhd4vo7jRxsTq1Ltlb+/P/379ycyMrLqb/OqVatYvXo1EyZMqFopc+jQoQwdOtTOUJVqFuvXr6+xr2UFmo/VU7R0GLRSbUxISAh33XVXk4oAqpbld+aZRH+4gMyXXiLjtf9yk8OB97PPURQejk+/fmRlZbFw4UIuueQSnbOvFBwEIqrt7wGG1LqmB1BG6/EKroTM3caYFysPisg/gPuAJ2l8Quqk2jLGfIcryXMcEUlxP32tnnvlGGMea2RcSnUY3bp1Y9q0aTVG70REROBwODh27JiNkSnVMuLi4khJSanaHzZsmI3RtG9Wf6Nrk8Ogleroqid38vLytLp9G+Dw9ib8978ncc9u9pSUULxtG2lXTiXr7bdZ+cUX7Nu3j6+r1edRqgP7Ftfnk0pfAKNE5DoR8ReRi4Ep7utsJyIxwAW4pru/XOv0o0ABcJ2I+LdwW4OAs4H9uDrrlFInqfrI2n79+nHPPfcwfrzWd1ftX1JSUtXz+Pj4GvvKWlYneBo7DFrHHirVCm3ZsoVXXnmlRoZdtW7fFxVxRdouOk29ElNSQsbTz3DGx59w9tChTJgw4aTbq10Er/q+Um3UR8DpIhLt3n8a11Sit4E8YDGulbUetiW641V+21tujKmofsIYkw98BfjhSra0ZFu3ubdvGGOOq8Hj5i0iiSLyoIjcIyLjRMRZz7VKdWgiQlBQkN1hKNUiqhdUTk5O1gLLzcjqKVptcRi0UsrNw8OD4uJiDhw4oDVc2pBjxhDxxBMEjBvHwYcfoTQlhd4//kixhyc+l1yMMYb33nuP/v37M2TIkBP+u9ZVBC85ObnJMVbeU0eHqZZmjHkbVzKncn+viAwHfg/E4hrd8ooxZpMd8dWhv3v7Uz3nd+AaldMPWNESbYmIL5CIa0n5109wv27AO7WO7RKRG40xqxuIFYCtW7fWO3RfazYopVTbpZ8BW4bVCZ66hkHfKiLXAQtwFVqegqvHSCnVyvTr148bb7yRnj17anKnDQocPx7fxUM4+PAjHF21igP338/RL74gL3E6W7duZffu3fTr169q2da6aBE81REYY3YBv7U7jnpUjnzOred85fFOLdjWVe5rlhpj9tZzzVvAGuBHIB+IwfU7vhX4RETijTHfNyJmpZRSSp0iqxM8HwGviEi0+8PT08DVuHrO3nZfU0rrGQatlKpFl+ZsW2r3hniEhRH571fIee890p9+hryPP8a5YQMT7votIYMHnzC5A1oETykriEgaEHUSL5ltjGnsmrGV2XcrukIb29at7m29q6AaY2qvvLUZuF1EjuIaLfUYMLmhgAYMGKCJZaWUUuoUWVqDxxjztjHGz53cwd3LMxz4N66l0l8DhhtjtPKnUq1cQUEB8+fPJy0tze5Q1EkSEUKuuoqYDxfgO3Qo5enpBD/8CJ0WLKCiqAiA77//nqVLl1JSUlLjtVoETylL7AS2n8TjQLXXVo6qqV3DsFJQretOpMltichAIAHXKqkfN+Ketb3q3o4+hdcqpZRS6iRYPYLnOK18GLRSqh4bN25k27Zt5Obmcsstt+iUrTbIKyqKqNlJZL72Gpkvv0L2zFkc/eorwp96iuXLl3Ps2DGioqIYNGhQ1WtqF8FTqj0QkUhcS4KfAUTiWhSiNmOMibXifsaYc5vw8u3ubb96zvd1b+urq2N1W40prnwiGe5tgyt1KaWUUqppmj3Bo5Rqm+Lj48nPzyc+Pl6TO22YeHjQ5c47CRg1igN//H+U/LyTfddO55I7bmfv0KGcfvrpdoeoVLMSkbG4Rp744FrkIZ26F3toLW90K93bC0TEUX31KxEJBEbiWqW0MaOhm9SWiPgA1+EqrvzGyf4gbvHurS7Jp5RSSjUzq5dJR0QiReQ5EVkhIttFJLWOx06r76uUspaHhwcTJ04kJCTE7lCUBXwHDyZ6wQeEXHstlJbCCy/Sb9YsSve7ZoYUFBQwZ84csrKybI5UKcv9H+AErgd8jDE9jTHRdT1sjhMAY8xOXNPaewO/qXX6cVwjYWYZYwqqnxCRWBE5TUSqRiedalvVTAVCgI9PUFwZETldRELrOB4FvOTe1fmeSimlVDOzdARPG+wlU0o1Um5uLsHB9ZVxUG2Bw9eXbn9+hIBxYznw4IMUrt/Arssvp+tDD7HG04MdO3boaC3VHg0G5hpj2lKC4U4gGXhBRM4FtgJnAeNwTad6qI7XrMBV2Dka19LvTWmrUmVx5dcaiHcq8ICIrAR24VpFKxa4GNdnwo+BZxtoQymllFJNZPUInjbVS6aUalh5eTnz58/npZdeIi8vz+5wlAUCRo0iZvFiAs8/n4qCAg4++CADP/ucMwcNYuLEiXaHp5TVjgDZdgdxMtwjb+JwrUB6Fq5VqGKBF4B4Y0yjh9qdalsiMgA4h8YVV14JfIgruXQt8DtgDLAWuAG4xBhTUv/LlVJKKWUFq2vwtMVeMqXUCTidThwOByLCgQMHCAoKavhFqtXzCAmhxwv/InfhItL/+ldKli/ntG834uzSpeqazz//nNjYWKKjm5aTT039pfRGQkICSUlJNYo5K9XMPsKVbGhT3FOibjyJ63tb1Zb7NVtp5IhrY8xqYPXJtK+UUkop61k9gqfN9ZIppRo2YcIE7rrrLk477TS7Q1EWEhE6TZ5E9KKF+A4bRvnhTPbeehsPh3dlQJ8+fPXVV8ydO5djx4416T6JiYlVz1NSUmrsK9UCHgSCReRlEdGVnJRSSinVblk9gqdN9pIppU5MR+20b16RkUTNmknWm29y+IUXuTYkhOtjY0k7fRCh0b3x8/NrUvvr16+vsb9hw4YmtafUyTDGZIrIhcA64HoR+QnIrfvSJi1vrpRSSillK6tH8GgvmVLtmDGGHTt2sGvXLrtDURYTp5OwW24h+t35eMXEULZzJz2feIKYHT9jjAEgLS2NLVu2nHTbcXFxNfaHDRtmScxKNYaInI6ryHAIrlWjzgTG1vNQSimllGqzLE3wGGMygQuBacAhEdkgIl/U8Vhh5X2VUi1j69atzJkzh6VLl1JeXm53OKoZ+AwYQPT77xE85QpMcTGHHnuM/ff9joKMDBYsWMB7773H9u3bT6rNpKRfyrLFx8fX2FeqBfwD6Az8GdcqU57GGEcdD6e9YSqllFJKNY3Vy6SfjmslhRD3oTPrudRYeV+lVMvo378/PXr04PTTT7c7FNWMHH5+dH/ySfzPjufQo4+S/+mnFG7axIjf3MmuggL69u17Uu1VL6icnJxsWZyVS7pXjjBSqh7xwAJjzF/tDkQppZRSqjlZPUXLtl4yEYkUkTdF5ICIFItImog8LyIhDb/6uLYuFpHlIrJPRApFJFVE3hOR+DquTRMRU8/jkDU/nVKtg9Pp5OabbyY+Ph6nUzu727vgSy8h+sMF+AwcSNn+/XT+86NcVFxctaxOaWkpmzZt0gSLau1KgDS7g1BKKaWUam5WF1m2pZdMRGJxza8PBxYB24ARwD3AhSIy0hiT1ci2ngH+CGQBC4FMoA9wOTBFRK6vYxn4XOD5Opo7ego/jlKtWuWoCXCNnKi+r9ofr6gooubN5fBz/yB75kwOP/scx9Z9Q/enn+LT5GQ2btzIoUOHOP/88+0OVan6rML1mUAppZRSql2zOsFjVy/ZK7iSO3cbY16sPCgi/wDuA54Ebm+oERHpBtwPpANDjDEZ1c6NA74A/gLUTvDkGGMea+LPoFSb8uOPP7Jq1SqmT59Op06d7A5HNSOHlxdd//QAfmefxcE/PUjBmjWkTppExH334efnx+DBg+0OUakT+SOwTkQeAJ4xOuRMKaWUUu2U1VO0VtHCvWQiEgNcgCux9HKt048CBcB1jVzVKwrX72Rd9eQOgDFmJZAPdGlqzEq1B9u3byczM5NvvvnG7lBUCwkcN47oRQvxGz6c8sOZ+D/0MNd6eNA1LKzqmj179lBRUWFjlEod52FgM67Onp9F5AP3lO7ajzdsjlMppZRSqkmsHsFjRy/ZePd2uTGmxrcKY0y+iHyFKwF0NtDQ6l07cI1CGiEiYe5VwQAQkdFAIK5pW7V5i0gi0AtXQukH4EtjjC4zpNqt8ePHExUVxZln1ldLXbVHnl270uvtt8j896tkvvIKef95jdL/rafHs3/nQGkpM2fOJDo6munTp+NwWN2HoNQpmVHtebT7URcD3Nzs0SillFJKNROrEzzVe8luEZHvcNWnqc0YY6z6ENXfvf2pnvM7cCV4+tFAgscYky0i/w9XsegtIrIQVy2eWOAy4DPgtjpe2g14p9axXSJyozFmdWN+iK1btzJs2LA6z23YsKExTSjVojp16lTvf7OqfROnky6//Q1+I4Zz4P4/ULhxI6mTr6DsD/fj6+tL9+7dNbmjWpP6EjpKKaWUUu2K1QmeGdWet1QvWbB7W1ciqfrxRhUJMcY8LyJpwJvALdVO/Qy8XXvqFvAWsAb4EdcUrhjgt8CtwCciEm+M+b4x91aqrSopKSEnJ4fw8HC7Q1EtyH/ECKIXLeTgA3/i6OrVOB5+hCnTp9Mz/pcFB/Py8vD397d8pa3U1NSq5wkJCSQlJdVYjl2paqKAPGPMd3YHopRSSinVnKxO8LTGXrLKJX4a9e1CRP4I/A14AXgJOAScBjwFzBaRM4wxf6y83hjzeK0mNgO3i8hR4PfAY8Dkhu47YMAAHamj2qTMzExmzpyJl5cXd955py6f3sF4hIQQ+eq/OTJrFunPPkfx7Nns3biRHv94DkdkJLNnz8bpdHL11VcTHBzccIONlJiYWPU8JSWFxMREkpOTLWtftSsrgf8Ad9odiFJKKaVUc7J6DH0UEGKM2d3Qw8J7Vo7Qqe+bQ1Ct6+olImOBZ4DFxpjfGWNSjTHHjDEbcSVp9gO/dxd2bsir7u3oRlyrVJsVGhqKj48PPj4+HD161O5wlA1EhNAbbqD3nDl49upF8dat7JpyJfs//JCSkhJKSkrw9fW19J7r16+vsa8JcnUCmUCh3UEopZRSSjU3qxM8K3FNTWpJ293bfvWc7+ve1lejp7pL3NuVtU8YY44B3+D6nTWmqmzlVK7GrN6lVJvlcDi4/vrr+fWvf23pCA3V9vgOHkT0gg8IuvhizLFjFP75US4/cJCrL78cLy8vAIwxlJWVNflecXFxNfa1HpQ6gVVAgt1BKKWUUko1N6sTPHb0klUmYy4QkRo/j4gEAiPdMX3diLa83dv6lkKvPF7SiLYqi1CknvAqpdqBwMBARKThC1W75wwIoPuzfyfiyb8iPj4ULlpE3i23UrR1KwBr1qzhrbfeIicnp0n3SUpKqnoeHx9fY1+pWh4G+ovIEyLiaXcwSimllFLNxeoEzypauJfMGLMTWA70Bn5T6/TjuEbQzDLGFFQeFJFYETmtjg96a9zbW0WkR/UTInIRrmRREZDsPna6iITWjklEonDV7wHQbx2qwygqKuKzzz4jOzvb7lCUjUSETlOmEP3B+3j360dJWhppV11Nxjvv8N1333HgwAEyMzObdI/qBZWTk5O1wLI6kT/hqo/3ILBbRD4RkbdE5M1ajzdsjlMppZRSqkmaY5n0dSLyBPAXY0ypxe3X505cSZcXRORcYCtwFjAO19Ssh2pdvwJXvaBoIK3a8feBz4HzgK0i8iGuIssDcE3fEuABY0yW+/qpwAMishLYhWsVrVjgYsAH+Bh41sofVKnWbMWKFaxfv56cnBymTp1qdzjKZt6xsfR+dz7pzzxDztx5ZD35Ny6+5BIKrplGnz597A5PdRwzqj3v5n7UxcoVPpVSSimlWpzVCZ7qvWQ3i8j3uBIktVewMsYYyz5EGWN2ikgc8BfgQmAicBDXSliPG2MaNZzAGFMhIhNxjQSahquwsh+QjStZ84IxZnm1l6wE+uOqyROPa7RQDrAWeAd4x1i9NrBSrdioUaPIyclh5MiRdoeiWgmHjw8Rjz6K/4gRHHjoYUo++oiA7dso/tcLeMdEk5mZyYoVK7jkkkvw99eSZapZtMYVPpVSSimlLGd1gmdGtect2ktmjNkL3NjIa3uf4Fwp8Lz70VA7q4HVjQxRqXYvKCiI6dOn2x2GaoWCLroI73792Hf3PRTv+Jm0K68k4m9/4+OMdHbt2kVgYCATJ060O8yqWlKam28/LF65UymllFKq1bK6Bk90Ix9aLEGpDsCK1ZJU++EdG0v0u/MJmjiRimPH2H/vvYzct5+hQ4Zw7rnn2h2e6iBEJEhEeopIkN2xKKWUUkpZydIEjzFmd2MfVt5XKdW6lJSU8NFHH/Hvf/9bkzyqBoe/P92fe5auDz0EHh6UzJrFGe+9jyMnF3CNnFm7di3FxcU2R6raExFxisgDIvIzcARX/b0jIvKz+7jVI5qVUkoppVqc1SN4atBeMqU6Jg8PD/bu3cuRI0fYvVvzuaomESH0ukSi3pmFR9euFG7cyK4rrqBg3TesXbuWFStWMHv2bJ0mpSwhIl7AZ8CTuFbc3At84972dh//3H2dUkoppVSbZXmCR3vJlFIOh4PLLruMO+64g9jYWLvDUa2U35lnEr3gA/zOPpvyrCz23HgjEZs307VrV8aMGVNVD6c+xhhNAqnG+B0wFlgKDDDG9DbGxLvr8fUHlgCj3NcppZRSSrVZliZ4tJdMKVWpR48edOnSxe4wVCvn0bkzvd54nc633QYVFZT+6wUu2rSZ3tX+29m3b59O9VNNcS2uFT4nGWN2VD9hjNkJXAH8CGiFeKWUUkq1aVaP4NFeMqXUcQ4cOEB2drbdYahWSpxOwu+7l8hXXsERGMixFSvYdeVUirZt4/Dhw8yaNYs333xT6/KoU9UH+MQYU1HXSffxTwAdbqiUUkqpNs3qBI/2kimlati4cSP//e9/Wb58ud2hqFYucPw4ohd8gPeAAZTu2UPa1dPI+exz/P39CQsLw8ureQd/pqamVj1PSEiosa/atBIgoIFr/IHSFohFKaWUUqrZWJ3g0V4ypVQNffv2xdfXl86dO1NRUedbg1JVvHr2pPfcOQRPuQJTXEzZX/7C5VnZTDz//KqaPMXFxc3y31JiYmLV85SUlBr7qk37AbhSROqcMyoiYcCVwPctGpVSSimllMWsTvBoL5lSqobAwEDuvfdezj//fByOZl24T7UTDh8fuj/5JBF/fQLx8qLw3Xc5eMMMSvbto6KignfffZekpCQKCgosve/69etr7G/YsMHS9pVtXgK6AN+IyM0iEiMiviISLSI3Auvc51+yNUqllFJKqSay+tuW9pIppY7T3FNrVPvU6cor6T1vLp6RkRRt2cKuKVdyYPly0tPTSU9Pp7y83NL7xcXF1dgfNmyYpe0rexhj3gWeBqKA14AdwFHgZ+B1IBr4u/s6pZRSSqk2y+oEj/aSKaXqlZaWxrx58ygt1UF8qnF8Bg4k+oP3CRg7lorcXPLvvY8rPTyYdtVVBAUFWXqvpKSkqufx8fE19lXbZox5EEgA3gS+BVLd2zeBkcaYB2wMTymllFLKEpYmeLSXTClVH2MMy5YtY/v27fzvf/+zOxzVhjiDg4l85WW63HsvOBwUvvofzON/oezIEQA2bdrERx991OQRPTExMVXPk5OTa+yrts8Y87Ux5hZjTJwxpq97e4sxJsXu2OoxIcZaAAAgAElEQVQiIpEi8qaIHBCRYhFJE5HnRSTkJNu5UkReFJE1IpInIkZEGsxensr9rYpZKaWUUqfGw+oGjTEPishi4GbgTCAYyMXdU9ZaP0gppZqXiDBhwgR279593FQYpRoiDgdht9+G75DB7P/9/RQkJ7Nr8hV0ee5ZPv78c4qKioiO/v/s3Xl8VNX9//HXJwECCRAIq6wBZMeqgAv4tda1uFVblaoFq7Za6orV2kWt2Fbt79u6F7/ar1VUxBWV1upXrEXbCtaCokWjIhhA9p2QneTz+2MmMcsMmSST3JnM+/l43MedOXc5nzleJsfPnHvuEMaOHRt0qCLNZmbDgMVAb2AB8DFwOHA1MMXMjnL37TGe7kbgYEI/uH0BjGqJ+uMcs4iIiDRB3BM8EPqVDHi7Jc4tIskrNzeX3NzcoMOQJJY1eTJDXnie9VfPpPj999l00cWc8ZOf8EWf3owZMybo8ETi5X5CiZKr3P2+qkIzuxO4BrgVmBHjua4hlNj5DDgGWNRC9cczZhEREWkCPdJGRAJRWVkZ96cgSWpo37cvgx9/jG7nfhsvK8N/9SvGvfMOhG/RKioqYsWKFQFHKYnEzI4xs5fMbIuZlZtZRYRlX9BxApjZUOAkIB+YXWfzzUAhMN3MsmI5n7svcveV7u4tVX+8YxYREZGmaZERPCIi+7N582bmz59P165dmTZtWtDhSBKyDh04YNYsOo4ew6Zf/5qdjz1O6acrOeCO3/HsSy+Rn59PYWEhRxxxRNChSsDM7FTgRSAdWAt8AiREMieK48Lrhe5eWXODuxeY2VuEkilHAq8nSP1xizkvLy/qE+yWLVvWmM8hIiKScuI+gieZfiUTkWB07tyZPXv2sGPHDoqKioIOR5JY929PZfCjc0jv2ZOit99m7dRvM7JnT7Kzsxk9enTQ4UlimAWUA1PcPdfdj3b3YyMtAcdZZWR4/WmU7SvD6xEJVH/QMYuIiAhxHsGThL+SiUgAsrKyuOCCC+jduzft2mkgoTRP5vjxDHnuWb644kpKVqyg2403ccGtv671GPU9e/bE/bHqkjTGAU+5+8KgA4lRdni9O8r2qvJuCVR/3GIePXq0RuqIiIg0UbxH8MwiuX4lE5GA9OvXT8kdiZv2ffsyeO7jZJ/xDby4mM0/upYtd92NV1SwfPly7rvvPv7zn/80eB53J8apSiR57AV2tGaF4ceDeyOWBh9bXvP04XVQF2pT6g86ZhERkZQQ7/+7SrZfyUQkYPv27WPp0qUceuihZGRkBB2OJLG0jh054De/oeOYMWz+79+y/cEHKf34Y9afPIV9+/ZRVlYWSFxmof+3VeIoMK8Dk1q5zlVASSP231DjddVol+xIOwJd6+wXb02pP+iYRUQkBamPVV+8Ezyt/iuZiCS3BQsWsGLFCgoLCzn++OODDkeSnJmR893vkjFiBOtnXsPeN99k5Jo1DP/FTYyIMnGrtHk/Ad4xsxuBW2N9mlRzuHtzvsw+Ca+jzVczPLyONt9NczWl/qBjFhEREeJ/i1YQv5KJSBI74ogj6N27N7m5uUGHIm1I1qRJ5D73LBkjRlCen49fdTUFixYBsHfvXubMmcPmzZsDjlJayc3Ah8AtwCoze97MHo6w/DHgOKssCq9PMrNa/TQz6wIcBRQDbydQ/UHHLCIiIsQ/wfMTYJiZ3WhV46VERPZjwIABzJgxg2HDhgUdirQxHQYOJPepJ+kyZQqVe/fyxWWXs+2BB3jjjTdYs2YNr732WtAhSuu4EPgaoXlgcoEzw2WRlsC5+ypgIaFYL6+z+RYgC3jM3QtrbjCzYWY2yszat3b9TY1ZRERE4ivet2jV/JXsYjNbDuyKsJ+7+/fiXLeIJKma+WB3R/lhiZe0zEz633Un20eNYus997D17nsY9/Wv0+7EE/ivr30t6PCkdQwJOoAmuAxYDNxrZscDecARwLGEbnO6IcIxrwODCX3e/KpCMzuTUFILoG94PcnM5oRfb3P36+JQf1OOERERaZLVq1dXv548eTJz585l6NChAUaUGOKd4Lmwxuvc8BKJA0rwiEi18vJy3nrrLb744gu+853vKMkjcWNm9JzxAzJGjmDDj6+n+NVXGfH553Q45BDo3BmApUuXMm7cODp27BhwtBJv7r4m6Bgay91XmdlE4JfAFOAUYCNwL3CLuzdmvsNDgO/WKRsaXgDWALUSPE2pP84xi4iI7Ne0adOqXy9ZsoRp06axePHiACNKDPFO8CTjr2QikgAqKyv597//TVFREevWrWPQoEFBhyRtTJdjjyX3maf54vIrKP30U/LPOpv+d9/Fpx078pe//IWlS5dy6aWXkpYW77uXpTWZWSd3Lw76HM3l7uuAixqxf26U8lnArJauv6nHiIiINMXSpUtrvV+2bFlAkSSWuPZi3X1NrEs86xWR5JeRkcFpp53GhRdeqOSOtJiMoUPJfeZpOh9zDBW7d7P2+5fQbdky+vTpw6RJk+Ke3Kk7fLjme2kxn5vZ1WaW0dgDzexgM1tAnREtIiIiklgmTpxY6/0EPS0ViP8kyyIiTTZ69GgGDx4cdBjSxqV36cKA+2fTY8YPoKKCkt/dwWmf53PQqFHV+xQUFBCPp2lHGj4sLW4hcCew0cz+x8yONbNO0XY2s6Fm9kMzWwK8CxzMl0+FEhERkQQ0d+7c6teTJk2q9T6VNesWrbYyDFpEEs/OnTvJyMggMzMz6FCkDbL0dHrPnEnHUaPY8LOfU7BgAWtWr2bAffdS1KkTDz30EAceeCCnnXYa6enpTa5Hw4dbn7tfYGb3ArcBl4aXCjPLIzQnzE6gI9ADGAn0JPSErc2EJgK+y91Lg4hdREREYlNzQmXNvfOl5o7g0TBoEYm79957j9mzZ/Pmm28GHYq0cV2nTCH3yXm079+fkv/8h8/PPocvlrxNSUkJu3ZFeghk42j4cDDcfam7nwSMAn4LvA+MAU4Cvg2cAfxXePfngfOBQe7+GyV3REREJFk1N8GjYdAiEnf9+vXD3SkrK4vLbTIi+9Nx1Chyn3uWzCOPpGLbNtKvv56pBw5n6tSpzRq9Axo+HDR3X+nuP3X3w4BsQiN2JgOHAv3dvY+7n+PuT7l7eaDBioiISKO4u/5foY5m3aKlYdAi0hL69OnDVVddRXZ2dtChSIpo1707gx76Xzbfdjs7581j3803s3fzZjpeeQUAr776KgceeCAHHnhgo86r4cOJw92LgJXhRURERKTNafZj0t19KXCSmQ0HvgccDxwCHFRn162EhkHPB+brlzIR2R8ld6S1Wbt29P3FTXQYOpTNt93Gtvvvpyz/c/ZcdBH/+te/eO+995g5cyadOkUdqCoiIiIiEphmJ3iquPtK4KcAZpYJ9Cc0cqcY2OLuG+NVl4ikjq1bt7J06VK+/vWvx/0R1iKR5Ez7Dh0GD2L9zGvY8/IrZHyxnqMumE6/oUOV3BERERGRhNUi/7fk7kXh+97fdvf3Wzq5Y2YDzOxhM9tgZqVmlm9md5tZ9yac61QzW2hmX5hZsZmtNrNnzWxSS9ctIrVVVlYyb9483nnnHT744IOgw5EU0vnooxkcnny59IMPGHzHnQytMR/Pxo0bKSkpCTBCEREREZHakv7ncDMbBiwDLgLeAe4CVgNXA0vMrEcjzvX/gJeA8cD/AfcQmgz6DOAtM5vWUnWLSH1paWkcd9xxTJw4keHDhwcdjqSYjiNGkPvM03Q65BD2bdzImvPOp+CNN9i5cydz587loYceoqCgIOgwRURERESANpDgAe4HegNXufuZ4adlHEco2TISuDWWk5hZX0KPbN8MjHH374fPdTbwdUKTQ/+yJeoWkegOOuggTj31VLKysoIORVJQux49GPToHLqedhqVRUV8cdnl7Jo/n86dO9O9e3ddlyIiIiKSMJI6wWNmQ4GTgHxgdp3NNwOFwHQzi6UHPphQe/zL3bfU3ODui4ACoFcL1S0iMXB3yss1P7u0rrSMDPr99r/pedWVUFlJye/u4JSNm/jWN75RPS9UZWVl1OP1CE8RERERaQ1JneABjguvF7p7rd61uxcAbwGZwJExnGslUAYcbmY9a24ws68CXYC/tlDdItKAbdu28eijj/Lyyy8HHYqkIDOj12WX0f/OO7CMDIqeeYYtV11Fxe7duDsvvvgiCxcu3G+iR0RERESkJcXtKVoBGRlefxpl+0pCo2xGAK/v70TuvsPMfgLcCXxkZi8C24FhwDeA14AftETdAHl5eUyYMCHitmXLljV0uEibl5aWxrp169i2bRslJSV07Ngx6JAkBXU95RTa9+/PusuvoGjJ2+Sfex7tb/01H374Ie3atWPixInk5OQEHaaIiIiIpKBkT/Bkh9e7o2yvKu8Wy8nc/W4zywceBi6psekzYE6dW7fiWreI7F9OTg5Tp05l8ODBSu5IoDodfDBDnn6KdT+8jNJPP6Xih5dx9qybSR82TMmdBGFmv6hT5O7+q0CCEREREWklyZ7gaYiF1zFNfmBm1wO3AfcCvwc2AaOA24EnzOwQd7++JeoePXq0RuqINGDkyJEN7yTSCtr378/gefPYcO217H3zTbj+J/SeNQtGjADg888/p127dgwcODDYQFPXrDrvHVCCR0RERNq0ZJ+Dp2qUTHaU7V3r7BeVmX0N+H/An9z9R+6+2t2L3P1d4JvAeuDa8OTKca1bRBrH3fnwww+pqKgIOhRJYemdsxhw/2xyvvtdKC9n4w03sOWOO9ixfTvPPPMMjz76KBs3bgw6zFQ1pM4ydP+7i4iIiCS/Zo/gCXgY9Cfh9Ygo24eH19HmyanptPB6Ud0N7l5kZu8QSvQcCqyOc90i0gjz58/nww8/5OSTT+bwww8POhxJYZaeTp+f/ZQOQ4aw6Ve/Yvv/PkRWfj7jTjiBvSUl9O3bN+gQU5K7rwk6BhEREZHWFo9btGbVed+aw6CrkjEnmVlazadZmVkX4CigGHg7hnNlhNe9omyvKi9rgbpFpBHGjRvH2rVrycrKCjoUEQC6n/ttOgwayBdXz6Twtb8yZv0GDvj9fZiF7tYtLy/HzGjXrq3fGS0iIiIiQYnHLVqBDYN291XAQiAXuLzO5luALOAxdy+sKjSzYWY2ysza19n/H+H1pWbWv+YGMzuZUMKmBFjc1LpFJD5GjhzJlVdeydixY4MORaRa1uTJ5D79FO0HDaLko49Yd+55FK/4EHfnhRde4LHHHqOoqCjoMEVERESkjWr2T4nRhkGb2UCgwt03NLeOBlxGKOlyr5kdD+QBRwDHEro96oY6+78ODCaUjMqvUf4c8FfgBCDPzF4gNMnyaEK3bxnwU3ff3oy6RSQOzIz27evmaEWClzF0KLlPP8X6K6+iaOlS1kyfTpdf/ZL169dTWlpKYWEhmZmZza6namSQe0zz+KccPUVLREREUlHcJ1k2sxvMbDuh5Mk6M9tjZi+a2SnxrguqR9JMBOYQSq5cCwwj9CSsSXUSMvs7TyVwCnAN8BGh+XauBY4EXga+7u73tETdItI0lZWVLF26lL/85S9BhyJSrV337gx6+I9kf/ObeHExe677Md/KyuL888+nV69odwFLnM2KsIiIiIi0aXGdDMDMbuDL+Xc+BgqB/sA3gNPN7BXgO+4e1ydLufs64KIY983dz7Zy4O7wEve6RSS+9u7dy6uvvsq+ffsYP348BxxwQNAhiQBgHTpwwG230mHoELbecSdFd95F902b8Rt+jqWns3LlSsrKynSbYcsZEnQAIiIiIq0t3rM9XgLsBI5z9/erCs3sMEKjW6YCr5rZV929LMo5RERi0rVrV0488UQ6d+6spxVJwjEzel5yCR0GDGDD9T9h57x5lG/aROebf8Gzzz5LeXk5nTt3ZvDgwUGH2uYkwO3jIiIiIq0u3gme/sAfaiZ3ANz938C5ZvYP4D7gR8Bv4ly3iKQgPSZdEl3Xk0+mXa9erLv8Cvb+7W+Ub9vG0Zd8n2179zJo0KCgw0sJ4RHGPwK6hd8XAn8j1Gd5OcjYREREROIl3nPwFAEF0Ta6+2zgLeCCONcrIsLu3btZu3Zt0GGI1JM5cSK5T86jff/+lH7wAQf89285+eCDqydLLisro7S0NOAo26Yat493Bz4B3gX2Erp9/M9m9pKZZQcYooiIiEhcxDvB8x5wUgP7/APdGy8icbZ161YeeOABnnnmGQoLC4MOR6SejKFDyX3qSTqOHUv5unWsPe98it59l8rKSp577jnmzJlDQUHU30iqrV69uvr15MmTa72XiKpuHz/U3ce4+2Hu3o/QwxGeJfSAhVfNrEOQQYqIiIg0V7wTPDcCB5vZbfvZpxewLc71ikiK69GjB3369KFfv35BhyISVbtevRj82KN0PuYYKnbvZu2FF7HpLy+zfft2du/eTXl5eYPnmDZtWvXrJUuW1HovEfUHnop0+7i7nwtcCRxO6BYuERERkaQV1wSPu/8TuB34qZn9w8y+aWYdq7ab2cnA+cBj8axXRCQtLY3zzjuP8847j6ysrKDDEYkqLSuLAbN/T7dvfxsvK2P39dfzzcxMpk+fTk5OToPHL126tNb7ZcuWtVSobYVuHxcREZGUEO8RPLj7jYSemHUI8BxQYGYbzWw78BLwGl8+Sl1EJG4yMjKq5zRxd0pKSgKOSCQya9eOvrNuptePfgTuFPz2d9gjj+AVFQDk5eXx3nvvRTx24sSJtd5PmDChxeNNcrp9XERERFJC3BM8AO5+FzACuB5YQuipFd0BA04HdprZv83sQTObYWZ6DI6IxE1xcTHPPvssjz32GBXh/2EWSTRmRs9LL6Hfb38L7duz87HHWT9zJju3bOH555/nT3/6E/n5+fWOmzt3bvXrSZMm1XovESXl7eNmNsDMHjazDWZWamb5Zna3mXVv5HnONrP7wiOr95iZm1nUi8bMepjZ983sBTP7zMyKzWy3mf3TzL5nZhH7juH4PMqyqbGfX0RERBov3o9Jr+buG4E7gDvMLB0YC0yosXwlvAZwIL2lYhGR1GJmbNiwgeLiYjZv3qx5eSShZZ9+Gu169+aLK66g4LW/sm/LVk68/DK27NnD4MGD6+0/dOjQ6teLFy9uzVCTkrv/08xuB35uZkcDdwKvuHsJ1Lp9/O4Aw6zFzIYBi4HewALgY0LzBF0NTDGzo9x9e4ynuxE4mNCTw74ARjWw/znA/wAbgUXAWqAP8C3gIeBkMzvH3T3CsbuJ3I57Y4xVREREmqHFEjw1uXsF8EF4eQQg/AvQGGAiML414hCR1NCxY0emTp1Kp06d6N69UT92iwQi64jDyZ33BGt/8AOK33+fnFtv5ZA//KH6lsOSkhLcnU6dOgUcaXJy9xvDt4r/ktDt45Vmtg3oQGiU8Z9JrNvH7yeU3LnK3e+rKjSzO4FrgFuBGTGe6xpCiZ3PgGMIJW3251NCj5D/i7tX1qj758A7wFmEkj3zIxy7y91nxRiXiIiIxFmL3KIVC3evdPcV7j7H3a8KKg4RaZv69eun5I4klYzhw8l98ikyRo+mfM1a8s89j+Lly6moqODpp5/mj3/8Izt37gw6zKSVLLePm9lQQnMG5QOz62y+GSgEpptZTLPJu/sid18ZZcRNpP3/5u5/rpncCZdvAh4Iv/1aLOcSERGR1tUqI3hERIL0ySefsHr1ak4++eSgQxHZr/Z9ejP48dBcPIX//Cdrvnsh2bfdSlFREaWlpdUjeqRpkuT28ePC64URkiwFZvYWoQTQkcDrrRxbeXi9L8r2DDObBgwilIj6APh7eCR3TPLy8qJOHK4nxomIiOxfYCN4RERaQ2FhIfPnz+edd95h1apVQYcj0qD0zlkM/J/7yT77LLy0lF3X/ZhvZmYxffp0unXrFnR4bYa7V7j7B+7+iLtf4e6TgC6EkjwXU3/0TGsZGV5/GmX7yvB6RCvEUs3M2vHlo+T/L8pufYHHCd1CdjfwN2ClmR3T8hGKiIiIRvCISJuWlZXFySefTElJSa3JaUUSmbVvzwG/+hUd+vdn6z33svP228nZuBG//sdYWhoHHXQQmZmZQYfZ5oRHzKwIL3MCCiM7vN4dZXtVeWtn+34DjANedvdXI2x/hNDj5j8ECoChwBXApcArZjbJ3d9vqJLRo0drpI6IiEgTKcEjIm3eoYceGnQIIo1mZvT84Q9pd8ABbLzxJnbMmUP5pk10vuHnTJ06lYqKCvLz88nNzQ06VKnDzPKB+o9Ai+4Jd58W6+nD65jm1IkHM7sKuJbQ07ymR9rH3W+pU7QCmGFme8PHzgK+2YJhioiIpDwleEQkpZSUlLB27VpGjGjVuxtEmqzbmWfSvk8fvrjyKgr+7//Yt2ULp1xxOdv27o34GHVJCKuAkkbsv6HG66oROtmRdgS61tmvRZnZ5cA9wEfA8e6+o5GneIBQguer8Y5NREREalOCR0RSRmlpKQ8++CB79uzhe9/7Hv369Qs6JJGYZE2axOAnnmDdpZdS/O67ZP/yV4z73y8fo15cXExaWhoZGRkBRyoA7n58Mw7/JLyOloUeHl5Hm6MnbsxsJnAXodE4x7v7liacpuqYmJ76JSIiIk2nSZZFJGVkZGQwYsQI+vbtq/8RlqTTceQIcp9+ioyRIynLzyf//PMpycujvLycefPm8eijj7J3796gw5TmWxRen2RmtfppZtYFOAooBt5uySDM7CeEkjvLgWObmNwBmBRer45LYCIiIhKVEjwiklJOPPFELr74Ynr06BF0KCKN1r5vXwY/MZfMI4+kYus21ky/gG1vLaawsJDCwkIqKysbPokkNHdfBSwEcoHL62y+hdBImMfcvbDmBjMbZmajzKx9c2Mws5sITaq8jNDInW0N7D/WzHIilA8Gfh9+O7e5cYmIiMj+6RYtEUkp7drV/torLi6mU6dOAUUj0njpnTsz8A8PsuHH11Pw6qvsvvJKpt5+O+2OPIKuXbs2fAJJBpcBi4F7zex4IA84AjiW0K1ZN0Q45nVCEzsPAfKrCs3sTODM8Nu+4fUkM5sTfr3N3a+rsf93gV8CFYSeinVV1a2ANeS7+5wa788Bfmpmi4DPCT1FaxhwKtAReBn4XUyfXERERJpMCR4RSUkVFRW89tprrFixghkzZtC5c+egQxKJWVqHDvS/8w4235rDznlPsvPHP6bvzb+Ac88F4P333yczM5Phw4c3cCZJRO6+yswmEkq0TAFOATYC9wK3NHKi40OA79YpGxpeANYA19XYNiS8TgdmRjnnm9R+jPwiYCRwKKFbsrKAXcA/gceBx9291Z76JSIikqqU4BGRlJSWlsaWLVsoLi5mzZo1jB07NuiQRBrF0tPpc9NNpPfsybZ772PTrFvYt2075d/6JgsWLMDM+OEPf0jPnj2DDlWawN3XARc1Yv/cKOWzCD2iPNbzNGr/8DFvEkr6iIiISICU4BGRlGRmnHnmmezdu1dP05KkZWb0uuwy2vXsyaZZt7Dt978ne9tWJh91FGnp6UruiIiIiKQQJXhEJGV17dpVc5ZIm9B96lTSu3dnw7XXsfuppxm1fQcH/Pa/q7eXlJTQoUMH0tL0bAURERGRtko9PRERYP369Tz77LNUVFQEHYpIk3Q98UQG/fEh0rp0oeC11/ji0h9QUVBAWVkZjz32GM899xz79u0LOkwRERERaSFK8IhIyqusrOSFF17go48+4p133gk6HJEmyzzsMAbPfZz0Xj0peucd1ky/gM0rV7Jjxw42bdpEaWlp0CGKiIiISAvRLVoikvLS0tI444wzyMvL47DDDgs6HJFm6ThyJLlPPsm6732f0o8/pvLqmUz73W/JHDSIrKysoMMTERERkRaiETwiIsDAgQM56aSTaNdOeW9Jfh0GDGDwk/PoOG4c5V98QdFll9Npw8bq7cuXL2fLli0BRigiIiIi8aYEj4hIHRUVFfznP//B3YMORaTJ2uXkMPjROWQddRQVO3aw9oILKFy8mNWrV7NgwQIeeeQRCgsLgw5TREREROJECR4RkRrcnccff5znn3+e999/P+hwRJolLSuLgf9zP11PPZXKoiLW/mAG3T76iFGjRjFp0iTdsiUiIiLShijBIyJSg5lx8MEHk5WVxcCBA4MOR6TZrEMH+v32v8n57gVQXs7mH1/P8aVlHH300dX7lJeXBxihiIiIiMSDJpsQEanj0EMPZeTIkWRmZgYdikhcWFoavX/6U9J79mTrHXey9bbbqNyxnV5XX01paSmPPPIII0eO5Nhjj8XMgg5XRERERJpAI3hERCKomdzJy8vjb3/7m+bkkaRmZvS85BIOuPVWSE9n+wMPsvGmm1jz+eds3bqVvLw8ysrKgg5TRERERJpII3hERPajsLCQF154gfLycgYMGMCIESOCDkmkWbqd9S3Sc7qz/pofsfu5+XTeuYtzL7+MPv37k5GREXR4IiIiItJEbWYEj5kNMLOHzWyDmZWaWb6Z3W1m3RtxjgvNzBtYKuock7+ffTfF/5OKSGvKysriW9/6FpMmTWL48OFBhyMSF12OPZZBDz9MWnY2e19/nQ633kbnoIMSERERkWZpEyN4zGwYsBjoDSwAPgYOB64GppjZUe6+PYZTLQduibLtaOA44JUI23YDd0co3xtDnSKS4EaNGsWoUaOq35eVlZGenk56enqAUYk0T+b4Q8l9Yi5rv38JxcuWsWbadAY+9L+079Mn6NBEREREpAnaRIIHuJ9Qcucqd7+vqtDM7gSuAW4FZjR0EndfTijJU4+ZLQm//EOEzbvcfVYjYxaRJFReXs68efPo0KED55xzDu3btw86JJEmyzjwQHKfnMfa719C6cqVPDrxML6/bm3QYYmIiIhIEyT9LVpmNhQ4CcgHZtfZfDNQCEw3s6xm1DEOOBJYD/ylqecRkeS3a9cutmzZwqZNmygqKgo6HJFma3/AAQye+zivFRRw8ybdWSwiIiKSrFNs32UAAB/xSURBVNrCCJ7jwuuF7l5Zc4O7F5jZW4QSQEcCrzexjh+E139094oI2zPMbBowiFBC6QPg71H2FZEk1qtXLy688ELMjOzs7KDDEYmLdt27c/WG9UGHISIiIiLN0BYSPCPD60+jbF9JKMEzgiYkeMysEzANqAQeirJbX+DxOmWfm9lF7v5mLPXk5eUxYcKEiNuWLVsWY7Qi0hp69+5d6/3KlSvp168fWVlNHigoIiIiIiLSLEl/ixZQ9RP67ijbq8q7NfH8U8PHvuLu6yJsfwQ4nlCSJws4CHgQyAVeMbODm1iviCSBVatW8dRTT/HII49QUlISdDgiIiIiIpKi2sIInoZYeO1NPP7S8PrBSBvdve5Tt1YAM8xsL3AtMAv4ZkOVjB49WiN1RJJQ37596dWrF8OGDSMjIyPocEREREREJEW1hRE8VSN0ok2G0bXOfjEzszHAZOAL4OVGHv5AeP3VxtYrIskjKyuLiy++mBNOOAEza/gAkQS0evXq6teTJ0+u9V5EREREkkNbSPB8El6PiLJ9eHgdbY6e/WlocuX92RJea1IOkTauQ4cO1cmdsrIynnzySTZs2BBwVCKxmzZtWvXrJUuW1HovIiIiIsmhLSR4FoXXJ5lZrc9jZl2Ao4Bi4O3GnNTMOgLTCU2u/McmxDUpvNbPoCIpZPHixXz66acsWLAA96beGSrSupYuXVrrvW4ZFhEREUk+SZ/gcfdVwEJCkxpfXmfzLYRG0Dzm7oVVhWY2zMxGmVn7/Zz6HKA78HKUyZUxs7FmlhOhfDDw+/DbubF+FhFJfkcffTQTJ05k6tSpumVLksbEiRNrvY/2VEcRERERSVxtZZLly4DFwL1mdjyQBxwBHEvo1qwb6uz/OjAYGALkRzln1eTKf9hPvecAPzWzRcDnQAEwDDgV6Eho3p7fNfKziEgSS09P59RTT61VVlBQQJcuXQKKSKRhc+fOZdiwYQBMmjSJuXP124SIiIhIsmkTCR53X2VmE4FfAlOAU4CNwL3ALe6+ozHnM7PRwH/R8OTKi4CRwKGEbsnKAnYB/wQeBx533aMhktLy8vKYP38+Z5xxBgcddFDQ4YhENHTo0OrXixcvDjASEREREWmqNpHgAQjfRnVRjPvmNrA9jy8fr76//d4E3oylThFJTZs2baKiooJt27YFHYqIiIiIiLRhbSbBIyKSiI499lgGDx7MkCFDqsvcXfPziIiIiIhIXCX9JMsiIolu6NCh1QmdoqIiZs+ezdKlS/WULRERERERiRsleEREWtHy5cvZvn07eXl5QYciIiIiIiJtiBI8IiKtaNKkSZx99tlMmTKlelRPYWEhu3btCjgySXXurlFlCcTMBpjZw2a2wcxKzSzfzO42s+6NPM/ZZnafmf3DzPaYmZvZfh+TFq7LoyybWjpmERERaRrNwSMi0orMjLFjx9Yq++tf/8qKFSs444wzGDduXECRiUiiMLNhwGKgN7AA+Bg4HLgamGJmR7n79hhPdyNwMLCX0NNBR8V43G7g7gjle1shZhEREWkCJXhERAJUWVlJRUUF7k6/fv2CDkdEEsP9hBIlV7n7fVWFZnYncA1wKzAjxnNdQyix8xlwDLAoxuN2ufusWAMmvjGLiIhIE+gWLRGRAKWlpfGtb32LK6+8kpycnOryv//976xfvz7AyEQkCGY2FDgJyAdm19l8M1AITDezrFjO5+6L3H2lt+D9d/GOWURERJpGCR4RkQSQnZ1d/Xrt2rUsWrSIRx99lOLi4gCjEpEAHBdeL3T3ypob3L0AeAvIBI5s4TgyzGyamf3czK42s2PNLD3KvokSs4iISErTLVoiIgmmT58+HHXUUXTo0IFOnTpVl1dUVJCeHu3/r0SkjRgZXn8aZftKQqNlRgCvt2AcfYHH65R9bmYXufubdcrjFnNeXh4TJkyIuG3ZsmX7DVhERCTVaQSPiEiCycjI4IQTTuCrX/1qddnq1auZPXs2n34a7f+fRKSNqBrOtzvK9qrybi0YwyPA8YSSPFnAQcCDQC7wipkdXGf/RIhZREQk5WkEj4hIEli6dCk7d+5ky5YtjBgxIuhwRGQ/zCwfGNyIQ55w92mxnj68brE5ddz9ljpFK4AZZrYXuBaYBXyzEaeMOebRo0drpI6IiATGLPQnqwWnrmtRSvCIiCSBs846i/fff5+vfOUr1WWbNm2ia9euZGZmBhiZiESwCihpxP4baryuGu2SHWlHoGud/VrTA4QSPF+tU57IMYuIiKQMJXhERJJAeno648ePr36/b98+nn32WYqKipgxY0atSZpFJFjufnwzDv8kvI42VG94eB3E/Zpbwuu6T8NK5JhFRERShubgERFJQiUlJWRnZ9OhQwe6du1aXf7RRx+xadOmpB1WKiIsCq9PMrNa/TQz6wIcBRQDb7d2YMCk8Hp1nfJEjllERCRlKMEjIpKEOnfuzPTp07n44our7xXet28ff/rTn3jwwQfZtWtXwBGKSFO4+ypgIaEJjS+vs/kWQqNnHnP3wpobzGyYmY0ys/bNqd/MxppZToTywcDvw2/nxiNmERERiS/doiUikqTMrNatWWVlZYwbN45du3bRvXv36vJXXnmFzMxMDjvsMM3XI5IcLgMWA/ea2fFAHnAEcCyh25xuiHDM64Qmdh4C5FcVmtmZwJnht33D60lmNif8epu7X1fjPOcAPzWzRcDnQAEwDDgV6Ai8DPwuTjGLiIhIHCnBIyLSRmRmZnLaaafVKisqKmLp0qW4OxMnTqwuLy8vp337Zv3QLyItxN1XmdlE4JfAFOAUYCNwL3CLu+9oxOkOAb5bp2xoeAFYA9RM8CwCRgKHErolKwvYBfwTeBx43CPcAxrnmEVERKQJlOAREWnDMjIyOPfcc9myZQtZWV/Oizpnzhwg9HSunJx6d2OISMDcfR1wUSP2z41SPovQY81jPc+bwJux7l/n2EbFLCIiIvGlOXhERNqw9PR0hg8fzlFHHVVdVlRUxLZt29i2bRtdunSpLl+7di179uwJIkwRERERkUCtXv3lMwQmT55c632y0AgeEZEUk5mZyXXXXceWLVuqb9Nyd1544QV27drFpZdeygEHHACE5vVp37599UTOIiIiIiJt0bRp06pfL1myhGnTprF48eIAI2o8JXhERFJQ+/bt6d+/f/X70tJS+vbti5nRt2/f6vLnn3+edevWcfbZZzNkyBAg9LSu9PR0JX1EREREpM1YunRprffLli0LKJKmU4JHRETo2LEj3/72t6msrKyVuNm5cydFRUW1buV66623ePvttznuuOM47LDDAKqPU9JHRERERJLRxIkTWbJkSfX7CRMmBBhN0yjBIyIi1dLSak/NNmPGDHbv3l3rcew7duygpKSEjIyM6rJVq1Yxf/58DjnkEKZMmVJd7u5K+oiIiIhIwps7dy7Dhg0DYNKkScydOzfgiBpPCR4REYnKzOjWrVutsjPPPJPjjz++VoJn69atlJaW1tqvqKiIe+65h0GDBvGd73ynunzHjh1kZWXVOl5EREREJEhDhw6tfp1sc+9UUYJHREQaxczo2rVrrbLJkydz0EEH4e7VZZs3b6asrKxe4ueRRx5h7969zJw5s3pk0IcffsiOHTsYNWoUvXr1avkPISIiIiLSxijBIyIicVFznh6AIUOGcO2111JcXFxdVllZSceOHSkrK6u1/4oVK/j444/JycmpTvCsWLGChQsXcvDBB3P88ccDUFFRwcqVK+nWrVutyaBFRERERFKdEjwiItJiOnfuTOfOnavfp6Wlcfnll9ebm2fcuHHk5OTUStrs2rWLgoIC9u3bV11WUFDA008/TdeuXbnmmmuqy+fNm0dhYSFnn3023bt3B2D16tVs3ryZIUOGVJ933759lJSU0LFjR9q1059AEREREWk71LsVEZFWV3fi5bFjxzJ27NhaZZMmTWLcuHGkp6dXl1VWVjJ8+HA6depUa99NmzZRUFBQa5LovLw8li5dypQpU6oTPGvXruXxxx9nyJAhXHDBBdX7PvHEE7Rr146zzjqrOvGTl5fH7t27GTlyZHXSqKCggF27dtGlS5fquYncncrKylpxioiIiIi0NiV4REQkIaWnp9eb4DknJ4fzzz+/3r4XXnghRUVFtUYLDRkyhPT0dPr161ddVlFRQVZWFllZWdVl+/bt47PPPiMtLa1Wkubdd9/ls88+o0ePHtUJno8//piXX36Z8ePHc/rppwOhpM9dd91FdnY2M2fOrD7++eefZ9euXZxxxhn06NEDgI8++oiVK1cyevRoRowYAcCePXt47733yM7O5pBDDqk+/sMPP8TdGTVqVHXSafv27RQXF5OTk0NmZiYAZWVlFBUV0aFDh+oyd6e8vJy0tDSNVBIRERFJEer1iYhI0svJySEnJ6dW2ZgxYxgzZkytsuHDh3PdddfVKktLS2P69OmUlZXVGlk0atQocnJyqpM7AJmZmQwYMKA6YQOhBJGZ1RvBs2HDBrZv305lZWV12fr161m+fDk9evSoTvDs2rWLN954g4EDB9ZK8Lz00kuUlJRw/fXXVydp/v73v/PBBx9wxhlnVO+7cuVKnnvuOcaMGcM555wDhBJZt99+O+np6dx4443V55w3bx75+fmcd955DBkyBID33nuPN998k0MPPZRjjjlmv+0sIiIiIolLCR4REUlpaWlptR6LWWXChAn1yiLdSpaTk8NNN91UK5EDcM4551BSUlJrFNLYsWPp0aNHrVFFXbt25eijj673ZLLRo0dTWlpaawROt27d6NevX60RSO3atSM7O7t69A6EbmVr3759vaRTeXk55eXltcpKSkrYvXs3JSUl9T6viIiISCqp+UTYZGTJ/gHaAjNbNn78+PHLli0LOhQREWnD9u3bR0VFBe3bt6+er6i0tJTi4uJat3jFw4QJE3j33Xffdff6mTKRCNQfEhGRtiSIvpBG8IiIiKSIdu3a1ZuTJyMjg4yMjIAiEhEREZF4SWt4FxERERERERERSWRK8IiIiIiIiIiIJLk2keAxswFm9rCZbTCzUjPLN7O7zax7w0dXn+NCM/MGloqWqFtEREREREREpDmSfg4eMxsGLAZ6AwuAj4HDgauBKWZ2lLtvj+FUy4Fbomw7GjgOeKWF6hYRERERERERabKkT/AA9xNKsFzl7vdVFZrZncA1wK3AjIZO4u7LCSV56jGzJeGXf2iJukVEREREREREmiOpb9Eys6HASUA+MLvO5puBQmC6mWU1o45xwJHAeuAvrVl3rCZMmMCECXoKbU1qk8jULpGpXSJTu9SnNolM7SKJQNdhfWqTyNQukald6lObRKZ2iSwR2iXZR/AcF14vdPfKmhvcvcDM3iKUhDkSeL2JdfwgvP6ju9ecgyeudefl5UW9GJYtW9booEVEREREREQkdST1CB5gZHj9aZTtK8PrEU05uZl1AqYBlcBDrVm3iIiIiIiIiEiskj3Bkx1e746yvaq8WxPPPzV87Cvuvq4F607r1q0bb7zxBsuWLWPZsmW88cYbnH766bzxxhsAFBQUMGvWLAoKCmq9bimNrSOW/aPt05jyumWt2S5NOX9Dx+xve6zt0tj38daa10q0bY29VpoSd2MlY7uk6ndLQ+2UaNdKLMe0he8WSUlpGzdubNPfWW3h36a+syJLxr/7TYm7sRLx736kMv3dT75rJZZj2kK7NJq7J+1CaNJjB74fZftt4e0/beL53woff3pL1g18APj69eu9yvr1671mWc33dbeNHz/ex48f7/FUt4547B9tn8aUx9ouidAmsRyzv+2xtktj3idCuzTnWom2rbHXSt33apfU/m5pqJ0S7VqJ5ZhE+G4ZP368A8s8AfoLWpJjSYX+UCL822yutvqd1VzJ+He/7vtkb5fGlMf63ZIIbRLLMan4byiWY4JulyD6Qsk+gqdqlEx2lO1d6+wXMzMbA0wGvgBebs26RUREREREREQaI9knWf4kvI42z83w8DraPDn7E21y5ZaoeyDAlClTaN++PQDl5eXULKv5vkrVtry8PIC4zthdt/547B9tn8aUx9oun332GRBsm8RyzP62x9oujXmfCO3SnGsl2rbGXitqF3231CxvqJ2qJMq1EssxifDdEr5+cmP6QCIhbb4/lAj/NpurrX5nNVcy/t1va+2i/6dIrX9DsRwTdLsE0RcyDw2JTUpmNgz4jNCjyod5jadZmVkXYCOheYZ6uXthI87bEdhAaHROrteffyeudZvZGqAXoaRR1XnSgD7A5nBZzffU2dYS6tYfj/2j7dOY8iDbpbFtEssx+9sea7s09n28tea1Em1bY68VtYu+Wxq6FvTd0vx/Q7nAHncfEuNnkhSXIv2hRPi32Vxt9TuruZLx735baxf9P0Vq/RuK5Zig2yWXVu4LJfUIHndfZWYLCT2O/HLgvhqbbwGygAdrJljCiZn2wCp3L49y6nOA7sBLkZI7Ta17P59jcEP7iIiIiLRl6g+JiIg0T1KP4IHqhM1ioDewAMgDjgCOJXR71GR3315j/3xgMDDE3fOjnPMfwH8B33D3P8erbhERERERERGRlpD0CR4AMxsI/BKYAvQgdHvUi8At7r6jzr757CfBY2ajgY8ITa6cG2X+nSbVLSIiIiIiIiLSEtpEgkdEREREREREJJUl+2PSRURERERERERSnhI8IiIiIiIiIiJJTgkeEREREREREZEkpwSPYGY/M7N/m9keM9tqZn82s3FBxxU0M/uqmf3JzNabmZvZhUHH1JrM7DIz+9zMSsxsmZkdHXRMQUv1ayIafYdEZmaXm9kH4XbZY2ZLzOzUoONKFGb28/C/o98HHYsI6LssmlT/26f+UH2pfk1Eo++QyNQf2r9494eU4BGArwH3A5OB44B9wF/NLCfIoBJAZ2AFcDVQHHAsrcrMvg3cA9wGHAosBl4xs0GBBha8lL0mGvA19B0SyRfAT4DxwETgb8CLZvaVQKNKAGZ2JHAJ8EHQsYjU8DX0XRZJyv7tU38oqpS9JhrwNfQdEon6Q1G0RH9IT9GSesysM7AbONPd/xx0PInAzPYCV7j7nKBjaQ1m9i/gA3e/pEbZSuA5d/9ZcJEljlS7JhpD3yHRmdkO4Gfu/mDQsQTFzLKBdwl1aH4BrHD3K4KNSqQ+fZfVl2p/+9QfaliqXRONoe+Q6NQfarn+kEbwBMDMzjaz+8zsH+Fham5mcxs4ZoCZPWxmG8ys1MzyzexuM+veAiF2IXRt7GyBc0eVBO2SMFqyrcysAzABWFjnFAsJ/SKRsHQNRRZAuwTyHdJYrdkuZpZuZucS+tVzcTw/Rzy1Upv8gdD/HP0t/p9AkkkSfGerP5Tg1B+KTNdQZOoPRab+UH1J3R9ydy2tvADLAQcKgLzw67n72X8YsDm834vAbwgNbXPgY6BHnON7BngPSFe7VNe1F7gw6GunNdoK6Bcu/2qdc/wC+CToz54o11CiXROJ0i7h4wP5DknEdgEOCl8r+4BdwKlBf+4g24TQr1TLgA7h928Avw/6c2sJZmnt76YmxKf+UP26EupvX0u2FeoPqT+k/lDc2gX1h1qtPxR446XiAhwLDAeM0L2aDV0wr4b3ubJO+Z3h8gfqlP86XL6/5WtR6roT2AAMVbvUOjah/ni1ZFvxZYfm6Dr73gx8HPRnD/IaSuRrIoHaJbDvkERsF6ADcCChe85vB7YB44L+7EG0CTAS2AqMqlH2BkrwpOzS0v8GUX9I/aFmtBXqD0W9hhL5mkigdlF/qPY29Ye+LGvR/lDgjZfqS0MXDDA0vP1zIK3Oti7hL9VCIKtGeU9gVANLZoS67gI21rzY1C7VxybsH694t1X4C3gfcE6dfWcDbwb9eYO8hpLlmgiqXRLpOySR2qXOvn8F/hj05w2iTYALw/vvq7E4UBl+nRH0Z9YS3NIS/wZRf0j9oWa0FeoPxfT3LZGviaDaJZG+QxKpXersq/5QC/WHNAdP4jsuvF7o7pU1N7h7AfAWkAkcWaN8m7t/3MBSVPNcZnYPcD5wnLt/3LIfKS5apV3aiEa1lbuXERoyeGKd85xIAt8r2wSNvoZSRJPaJQm/QxorXtdLGpAR//AC0dg2eZHQEO1DaixLgafCr8taIWZJXuoPRab+UOzUH4pM/aHI1B+KTP2h+hKqP6QET+IbGV5/GmX7yvB6RFMrMLPZwEXAecBOM+sbXjo39ZytoDXapbOZHWJmhxD6tzIo/D7ZHo3ZlLa6E7jQzL5vZqPDf6z6AQ+0UIxBaHS7tKFrYn+a0i7J+B3SWE1pl9+Y2dFmlmtmB5nZ7YR+BXqi5cJsVY1qE3ff5e4rai6EftHaEX7vLRyvJDf1hyJTfyh26g9Fpv5QZOoPRab+UH0J1R9SgifxZYfXu6Nsryrv1ow6LiM0fOx1QsMJq5brmnHOltYa7TKR0MRo7wGdgFvCr3/ZjHMGodFt5e5PAzOBGwlNMvZfwCnuvqalggxAU66htnJN7E9T2iUZv0Maqynt0heYC3xCqG0OA05291daJMLW1xrfwyJV1B+KTP2h2Kk/FJn6Q5GpPxSZ+kP1JVR/qF1rVCItysLrJmf63N0a3ivpxKNd3qhxnrYsYlu5+/3A/a0fTsKo1y4pdE3sT6R2SfU2gcjtcmEwoSSMBr+H3f1rrROKpAD1hyJTfyh26g9Fpv5QZOoPRab+UH2t2h/SCJ7EV5Xxy46yvWud/VKF2iV2aqvI1C6RqV0iU7vUpzaR1qTrLTK1S+zUVpGpXSJTu0SmdqkvodpECZ7E90l4He3e6eHhdbR7/toqtUvs1FaRqV0iU7tEpnapT20irUnXW2Rql9iprSJTu0SmdolM7VJfQrWJEjyJb1F4fZKZ1frvZWZdgKOAYuDt1g4sYGqX2KmtIlO7RKZ2iUztUp/aRFqTrrfI1C6xU1tFpnaJTO0SmdqlvoRqEyV4Epy7rwIWArnA5XU23wJkAY+5e2ErhxYotUvs1FaRqV0iU7tEpnapT20irUnXW2Rql9iprSJTu0SmdolM7VJforWJ6amkrc/MzgTODL/tC3wdWA38I1y2zd2vq7H/MGAx0BtYAOQBRwDHEhrqNdndt7dO9C1H7RI7tVVkapfI1C6RqV3qU5tIa9L1FpnaJXZqq8jULpGpXSJTu9SX1G3i7lpaeQFmEZpFO9qSH+GYgcAjhB61VwasAe4BcoL+PGoXtVWiLGoXtYvaRW2iJXkWXW9qF7WV2kXtEvyidmlbbaIRPCIiIiIiIiIiSU5z8IiIiIiIiIiIJDkleEREREREREREkpwSPCIiIiIiIiIiSU4JHhERERERERGRJKcEj4iIiIiIiIhIklOCR0REREREREQkySnBIyIiIiIiIiKS5JTgERERERERERFJckrwiIiIiIiIiIgkOSV4RERERERERESSnBI8IiIiIiIiIiJJTgkeEREREREREZEkpwSPiIiIiIiIiEiSU4JHRBKSmXU1s3vNLN/MyszMzewnDRzzmJltMbOs1oozXO+EcHzfa816RUREpG1Tf0hEGsPcPegYRETqMbM/A6cBLwPvAfuAp909L8r+E4F3gOvc/c462xzA3W0/9eUDg4Eh7p7fhHhfAI4Ehrv73sYeLyIiIlKX+kMi0hhK8IhIwjGzUUAe8Kq7T4nxmIXA4cAB7l5cZ1trdGgOB/4F3ODutzX2eBEREZGa1B8SkcbSLVoikoiOC6/nx7KzmY0ATgCeqduZaS3u/g7wMfADM0sPIgYRERFpU9QfEpFGUYJHRBKGmZ0V/nVpdrjoD+F7uT38K1Y0FwMGPB3nePJr1B9pmVPnkKeAQYQ6VyIiIiKNpv6QiDRVu6ADEBGpYSNwC3AZ0B24NVzuwMr9HHcCUAG8Hed47ga6RSg/HRgPFNUpfyu8PhF4Nc6xiIiISGpQf0hEmkRz8IhIQgkP5y0APnP3r8SwfxawG8hz94Oi7FP1RXfLfk41E8imgXvOzexEQhMd5gOT3H1bjW3ZwC7g3+5+eEOxi4iIiESi/pCINIVG8IhIohkDdALejXH//kA6oV+7GnJzU4MCMLNxwHOEOlCn1OzMALj7bjMrITQsWURERKSp1B8SkUbTHDwikmjGh9exdmh6hNc7G9rR3S3aAqzZ37FmdgDwFyAD+Ka7RxsivQPoGWPsIiIiIpGoPyQijaYRPCKSaKo6NO/FuH/VUyI6tkAsQPWw55eAgcB33P0f+9m9U42YRERERJpC/SERaTSN4BGRRDOe0CSCy2Pcf0t43WO/ezWRmaUBT4bjutHdn2xg3241YhIRERFpCvWHRKTRlOARkYRhZgYcDKx094IYD9sIbAVGtlBYdxN6SsTD7n5bA/uOJPR40lg7YyIiIiK1qD8kIk2lBI+IJJIRQBdiH46Mhx4F+Hegp5kdGM9gzGwmcCXwOjAjhkOODK8XxTMOERERSSnqD4lIk2gOHhFJJI2dULDKfOAs4OvAZ/EIxMz6AncQGh79H+CG0A9qtSx39xdrvD8JqAAWxCMGERERSUnqD4lIkyjBIyKJpDkdms3ABcDsOMXSkS9HOc6Mss+jwIsAZpYNnAm85O7r4hSDiIiIpB71h0SkSSw0mk9EJLmZ2c+A24Dx7h7zkOY41n8lcC/w1QaeKiEiIiLSItQfEkltSvCISJtgZh2BT4AP3P30Vq67E7AKWOzuZ7dm3SIiIiJV1B8SSW2aZFlE2gR3LwGmA0vNLKuVq88F/gBc18r1ioiIiFRTf0gktWkEj4iIiIiIiIhIktMIHhERERERERH5/+3YAQkAAACAoP+v2xHoDJkTPAAAAABzggcAAABgTvAAAAAAzAkeAAAAgDnBAwAAADAneAAAAADmBA8AAADAnOABAAAAmBM8AAAAAHOCBwAAAGBO8AAAAADMCR4AAACAOcEDAAAAMBfUExQTYrIEJQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 203, "width": 572 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the fit by discarding the first 500 steps\n", "fig = model.plot_fit(discard=500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not good. clearly, our data is not well represented by the default ColeCole `n_modes=1`. In fact, we see two bumps in the imaginary part of the resistivity spectra (the first at 1 Hz and the second at > 10 kHz. Let's redefine our model with `n_modes = 2` and `nwalkers = 64`. We run the simulation with more walkers because the number of parameters to solve has increased." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [00:02<00:00, 435.49it/s]\n" ] } ], "source": [ "# Add the n_modes = 2 argument.\n", "model = PeltonColeCole(filepath=filepath, \n", " nwalkers=64, \n", " nsteps=1000, \n", " n_modes=2)\n", "# Fit model to data\n", "model.fit()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check the traces again. We expect two values for $m$, $\\log \\tau$ and $c$ because we have two Cole-Cole modes." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 420, "width": 571 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = model.plot_traces()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is quite interesting. It's not even worth yet to look at the fit quality, because the parameter traces tell us that there are at least two possible solutions to the inverse problem. This is because both Cole-Cole modes are interchangeable -- meaning that mode 1 can take on the parameters of mode 2 and vice versa. We will now see how to fix this problem by adjusting the parameter boundaries." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we note that $\\log \\tau_1$ has two solutions: one around 0 and another around -15. The same is true for $\\log \\tau_2$. We will fix $\\log \\tau_1$ so that its values is constrained between -5 and 0, and fix the $\\log \\tau_2$ to be constrained between -10 and -15." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Adjust the boundaries\n", "model.params.update(log_tau1=[-5, 5], log_tau2=[-15, -10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we fit the model using these new boundaries and visualize the traces." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [00:02<00:00, 356.54it/s]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 420, "width": 571 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "model.fit()\n", "fig = model.plot_traces()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Amazing! The stricter priors have allowed all 64 walkers to find a unique solution. With these improved parameter chains the fit quality should be improved. Let's plot the fit quality while discarding the first 1000 steps." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 203, "width": 572 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Extract the chain \n", "chain = model.get_chain(discard=500, thin=10, flat=True)\n", "\n", "# Plot the fit by discarding the first 1000 steps\n", "fig = model.plot_fit(chain)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The adjustment is satisfying, and the 95% HPD reasonable if we consider the relatively small measurement error bars. Let's inspect the mean parameters and their uncertainties." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle \\rho_0: 1.010 \\pm 0.002$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle m_1: 0.140 \\pm 0.004$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle m_2: 0.935 \\pm 0.055$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle \\log\\tau_1: -1.574 \\pm 0.089$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle \\log\\tau_2: -12.838 \\pm 0.148$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle c_1: 0.451 \\pm 0.015$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle c_2: 0.608 \\pm 0.015$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Use this utility function to nicely print parameter values \n", "# for the Pelton model with LaTeX\n", "\n", "# Print the mean and std of the parameters after discarding burn-in samples\n", "values = model.get_param_mean(chain)\n", "uncertainties = model.get_param_std(chain)\n", "\n", "model.print_latex_parameters(model.param_names, values, uncertainties)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like the parameters are very well resolved, and due to the small data error bars the uncertainties on the Pelton parameters are also very small (but you should still not neglect them). Feel free to visualize the posterior distribution of the Pelton model with the `plot_corner` method, which shows that the $m_2$ parameter has accumulated at $m_2 \\to 1$. This tells us that although the fit quality is good, the Pelton model does not explain well our data set." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Large uncertainties" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now consider a different rock sample where the measurement uncertainty is relatively lage (`K389172`), we apply the same method we did previously and put it all together in the following cell:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [00:02<00:00, 366.72it/s]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 420, "width": 571 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Define MCMC parameters and ColeCole model with\n", "# one of the example data files in the BISIP package\n", "model = PeltonColeCole(filepath=data_files['SIP-K389172'], \n", " nwalkers=64, \n", " nsteps=1000, \n", " n_modes=2)\n", "\n", "# Adjust the boundaries\n", "model.params.update(log_tau1=[-5, 5], log_tau2=[-20, -10])\n", "\n", "# Fit model to data\n", "model.fit()\n", "fig = model.plot_traces()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The inversion has reached a unique solution, but due to the large error bars on the data we can see from the traces that the parameters of mode 2 ($m_2$, $\\log \\tau_2$, $c_2$) are quite ill-defined. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Weak polarization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's consider rock sample `K389176`, where the Cole-Cole modes are not well defined in the data (i.e. where the phase shift spectrum shows a relatively flat response." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [00:02<00:00, 393.54it/s]\n" ] }, { "data": { "text/latex": [ "$\\displaystyle \\rho_0: 1.02 \\pm 0.01$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle m_1: 0.11 \\pm 0.03$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle m_2: 0.73 \\pm 0.16$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle \\log\\tau_1: -1.49 \\pm 1.51$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle \\log\\tau_2: -13.02 \\pm 0.91$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle c_1: 0.24 \\pm 0.15$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle c_2: 0.73 \\pm 0.13$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 202, "width": 565 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Define MCMC parameters and ColeCole model with\n", "# one of the example data files in the BISIP package\n", "model = PeltonColeCole(filepath=data_files['SIP-K389176'],\n", " nwalkers=64, \n", " nsteps=1000, \n", " n_modes=2)\n", "\n", "# Adjust the boundaries\n", "model.params.update(log_tau1=[-5, 5], log_tau2=[-20, -10])\n", "\n", "# Fit model to data\n", "model.fit()\n", "\n", "# Plot fit\n", "fig = model.plot_fit(discard=500)\n", "\n", "# Print the mean and std of the parameters after discarding burn-in samples\n", "values = model.get_param_mean(discard=500)\n", "uncertainties = model.get_param_std(discard=500)\n", "model.print_latex_parameters(model.param_names, values, uncertainties, decimals=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Inspect the traces and fit figures, you will notice that the data is well fitted by the double Pelton model. However, we note that due to the weak polarization (flat response) in the low-frequency range, the $\\log \\tau_1$ parameter is extremely ill-defined (the relative error is more than 100%!). This is because the absence of a clear polarization peak (low values of $c$) can't be explained with Cole-Cole type models, which expect a well-defined local maximum in the phase shift spectrum. This is discussed in more detail in [Bérubé et al. (2017)](https://doi.org/10.1016/j.cageo.2017.05.001)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusions" ] }, { "cell_type": "markdown", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "From this experiment, we learned that the Pelton Cole-Cole model modes are interchangeable, and that to avoid this problem we must fix the $\\log \\tau_k$ parameters to take on boundaries that do not overlap. It also appears that the $m_2$ parameter is often not well resolved because it has accumulated at its upper limit. This implies that even higher values of $m_2$ may explain our data better. However, because $m$ is defined in the interval $[0, 1]$ our results suggest that the Pelton Cole-Cole model may not explain well our data set, especially its high-frequency response. Finally, we saw that data error bars have a high impact of the quality of resolved Cole-Cole parameters, and that weak polarization responses will most certaintly yield ill-defined inversion parameters." ] } ], "metadata": { "celltoolbar": "Edit Metadata", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }