{ "cells": [ { "cell_type": "markdown", "id": "632f5746", "metadata": {}, "source": [ "# Inverse potential problem \n", "\n", "For the inverse potential the goal is to find a homogeneous source given measurements at a circle enclosing the source. The Operator that maps the shape of a homogeneous heat source to the heat flux measured at some circle outside of the object is defined by the following partial differential equation. The heat distributions satisfies\n", "\n", "$$\n", " \\begin{cases}\n", " \\Delta u = 1_K & \\text{ in } \\Omega \\\\\n", " u = 0 & \\text{ on } \\partial\\Omega\n", " \\end{cases}\n", "$$\n", "\n", "where $\\partial\\Omega$ is the measurement circle and $K$ is the heat source. The forward operator\n", "maps the shape of the heat source to the Neumann data:\n", "\n", "$$\n", " \\partial K \\mapsto \\frac{\\partial u}{\\partial\\nu}|_{\\partial\\Omega}.\n", "$$\n", "\n", "References:\n", "- F. Hettlich & W. Rundell \"Iterative methods for the reconstruction of an inverse potential problem\", Inverse Problems, 12 (1996) 251–266.\n", "- T. Hohage \"Logarithmic convergence rates of the iteratively regularized Gauss–Newton method for an inverse potential and an inverse scattering problem\", Inverse Problems, 13 (1997) 1279–1299.\n", "\n", "## Import auxiliary libraries and define logging\n", "\n", "We use `numpy` arrays as the main data structure for the domain and rely on `matplotlib.pyplot` as the tool for plots. \n", "\n", "To observe the information of the solver while computing we define the logging string and set the log level to info." ] }, { "cell_type": "code", "execution_count": null, "id": "20328970", "metadata": {}, "outputs": [], "source": [ "import logging\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from potential import Potential\n", "\n", "\n", "logging.basicConfig(\n", " level=logging.INFO,\n", " format='%(asctime)s %(levelname)s %(name)-40s :: %(message)s'\n", ")\n", "\n", "\n", "example_dir = \"../../../../examples/potential/\"\n", "Path(example_dir).resolve()\n", "sys.path.insert(0, str(example_dir))" ] }, { "cell_type": "markdown", "id": "638b3218", "metadata": {}, "source": [ "## Define Operator and regularization setting\n", "\n", "The regularization setting is defined using a Sobolev penalty and $L^2$ data-fidelity. Note, that the construction here uses the abstract Sobolev which by default is the Sobolev space of with smoothness index 1. " ] }, { "cell_type": "code", "execution_count": null, "id": "dd16923f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2026-01-29 15:09:39,191 WARNING Setting :: Setting does not contain any explicit data.\n", "2026-01-29 15:09:39,191 WARNING Setting :: Setting does not contain any explicit data.\n" ] } ], "source": [ "from regpy.solvers import Setting\n", "from regpy.hilbert import L2, Sobolev\n", "\n", "\n", "#Forward operator\n", "op = Potential(\n", " radius=1.3\n", ")\n", "\n", "setting = Setting(op=op, penalty=Sobolev, data_fid=L2)\n" ] }, { "cell_type": "markdown", "id": "ae015263", "metadata": {}, "source": [ "## The exact solution and data\n", "\n", "For the exact solution we define an star shaped domain with boundary given by $ \\sqrt{3\\cos{t}^2+1}/2$. We then define the exact data and add noise with 3% relative noise level. " ] }, { "cell_type": "code", "execution_count": null, "id": "36acfdd6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Exact data and Poission data\n", "exact_solution = op.domain.radialfct2curve(lambda t: np.sqrt(6*np.cos(1.5*t)**2+1)/3)\n", "exact_data = op(exact_solution.radial())\n", "noise = op.codomain.randn()\n", "noise = 0.03*setting.h_codomain.norm(exact_data)/setting.h_codomain.norm(noise) * noise\n", "data = exact_data + noise\n", "\n", "fig = plt.figure(figsize=(7,7))\n", "plt.plot(*exact_solution.z)\n", "ax = plt.gca()\n", "ax.set_xlim([-1.1, 1.1])\n", "ax.set_ylim([-1.1, 1.1])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "9e1f45f0", "metadata": {}, "source": [ "## Solving the problem\n", "\n", "With an initial guess that is the circle of radius 1 we use a Newton CG solver to get the solution. For a reference we plot the initial guess with the true objective. \n", "\n", "As stopping rules we rely on the discrepancy principle and to prevent an extensively long run we combine it with an iteration maximal count of 100. " ] }, { "cell_type": "code", "execution_count": null, "id": "261c3278", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2026-01-29 15:09:39,825 WARNING Discrepancy :: Initialization of Discrepancy with two positional arguments (norm, data) deprecated. Use one positional argument (noiselevel) and specifiy norm and data via a keyword argument setting!\n", "2026-01-29 15:09:39,825 WARNING Discrepancy :: Initialization of Discrepancy with two positional arguments (norm, data) deprecated. Use one positional argument (noiselevel) and specifiy norm and data via a keyword argument setting!\n" ] } ], "source": [ "#Initial guess\n", "init = op.domain.circle(radius=0.2)\n", "\n", "fig = plt.figure(figsize=(7,7))\n", "plt.plot(*exact_solution.z)\n", "plt.plot(*init.z)\n", "ax = plt.gca()\n", "ax.set_xlim([-1.1, 1.1])\n", "ax.set_ylim([-1.1, 1.1])\n", "plt.show()\n", "\n", "from regpy.stoprules import CountIterations, Discrepancy\n", "\n", "from regpy.solvers.nonlinear import NewtonCG\n", "solver = NewtonCG(\n", " setting, \n", " data, \n", " init = init.coeff,\n", " cgmaxit=50, \n", " rho=0.6\n", ")\n", "\n", "stoprule = (\n", " CountIterations(100) +\n", " Discrepancy(\n", " setting.h_codomain.norm, data,\n", " noiselevel = setting.h_codomain.norm(noise),\n", " tau=1.1\n", " )\n", ")" ] }, { "cell_type": "markdown", "id": "25a537a5", "metadata": {}, "source": [ "Run the iterative regularization method and plot results in each step" ] }, { "cell_type": "code", "execution_count": null, "id": "431d4103", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2026-01-29 15:09:40,045 INFO CombineRules :: it. 0>=100 | discr./noiselevel = 77.03< 1.10\n", "2026-01-29 15:09:40,045 INFO CombineRules :: it. 0>=100 | discr./noiselevel = 77.03< 1.10\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2026-01-29 15:09:40,292 INFO CombineRules :: it. 1>=100 | discr./noiselevel = 13.67< 1.10\n", "2026-01-29 15:09:40,292 INFO CombineRules :: it. 1>=100 | discr./noiselevel = 13.67< 1.10\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2026-01-29 15:09:40,490 INFO CombineRules :: it. 2>=100 | discr./noiselevel = 2.74< 1.10\n", "2026-01-29 15:09:40,490 INFO CombineRules :: it. 2>=100 | discr./noiselevel = 2.74< 1.10\n" ] }, { "data": { "image/png": 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mDibwdjBBUwdTOJnr8RLPplZNsWnwJnx87mPcTbrLAyQHQw7iy85fwlzXvKp3nVQzPok+fHkm6gyyC7Khr6Vf6rbsS+X5oCTcjkxDWk4Bv6TnFsDFXB8Dve3Q2N6YvwfVjocfx7Jby/BV569Qz6xepbweUrMplArIpLLHbr+VcAuZBZn8EpoaA99w4KR/ApQqFQx1gZgimWosK62fa79S38Pq0k51lhshjwZt2d9NpUrJ34/jvMbhUYHxmXA004Ou1uPv1cpEgTRCCCGEEELKgH0RPBuYiISMPJwLTNLc7m5pgI8GN0RPLxvUN6uPDQM38H5Bf9z8gwdJvrz4JX7s/mOV7jupftQ9ogqVhbgadxVdHbs+tk2BQol9t6Kx5eQVaCfegQUyoICUX1SQ4rzKEitOusDW3AQDvG0xrYMrzAyBLy5+gcScRGzx34IP21PGG3myVb6r8Nv137C6/2o0t27+WOak2oA/tiM3w11zXaodDwOPh5lDv507Ag/9jvC0NnrsZ7BstezCbM31yIzICnglpCa7lXCLB9GYby9/Cw9TD7S2bc2vZ+QW4JejAfjnfCje7FMf83t4Vum+UiCNEEIIIYSQMlo9vQ18otL4xTcqDX4xGQhOzMJL/1xFTy9rLBrcCK6WBpjlPQttbdti0v5JOBp2FMGpwXA3ffgFlJDorGjN+vno88UDaVmJuHNoBTJ9D6CzIhjDJemAdsnPk6+S426mC26c88SHlzrAqqOMB9EYFqAj5GmOhB7hk4j3h+wvFkhjmY/bfC9oritk8XCxaIIBTexgbqCFOympOF5ktkpwxh30/vE0+jSywVfDm8Da+GEfydD0h2WdDPVII4+6GX+TL1mLBDbV9e1Tb2PjwH9x4b4S3x7wQ2JmHr/fPzaDn9gqmoVb2SiQRgghhBBCSBmwg3ZW0skuEx7clplXiN+OBWDVuRAc94vH2YBEvN23PuZ0deelnj2deuJ4xHGs8FmBr7t8XcWvgFQnRacWskAalEog8ChUN9ZB6bcfjVWF4k4JoGQZaBb1IDNzAljGhrIQUBQCif7Qzk5Cc0kQmkuDME5yGH0iHQGZ+IIZmBqI5NxkKi0mpWIZQEFpQXz9Wtw1ze1XQpPx+qbrSLcOhORBFd2Idlr4rnt3TQBj/d0LOH4FaGLRBL5JvpDpRUMizcORu3HwiUzDimmt+ecloy7r9DT15O9LlpHGfrZUQm3bycOMNObt1m9jZ+BOPoxl2LbZSLw/C1Bpw83SAIuGNEKPBtaoahRII4QQQggh5DkZ6sixcGBDjG3jhM/23MXp+wn45oAfkrPz8X5/L8xpOocH0limx7zm8+Bk5FTqc1X1GXZSdRlpLMgQs7wr7GJ8WNwMLG5xS+mOeLdh6NpjIHQcvAEtvcefhDXkTgkFIq9CGXwK60L3IV0mgVNBAeQqCUK05bgWdQF9PAZV7osjNUZURhRyCnP4ekBKANLy0rDhQgKWHPKHSisBhrJczbbpiuhin1HqgQFt7NogMTeRT/ZcMtkMfxyQICghC2OWXcBP45qhfxM7TSCtvV17PnQgX5nPyz1tDWwr/TWT6qdAWQDfRF++3sGuA7yM22PG4UnIk4bD0H4PFjT9EC91coO2vHoEXqvHXhBCCCGEEFKDeVgZYs2MNvhoUEN+/a9TwVi06w4amjdCR/uOUKgUvA9RaXILczFy90i8ffLtStxrUlXY/2+WKca4SXT48nxGMLIk+lhZOABDCr5D4LA96DPjU+i4ti0xiMYCE7HZcYC5G9B0DLIHfot1Nvb8vpGpWmiXK4Ijl4+8B9zdJYJuhDzifup9zboKKnx9fD++P+gPpQpo55XJb9eT6z02dbNoeaazkTNaWLXg6wkF/vhvfid0rW+FnAIFXl5/HUtPBGpKO9nwC3tD8T6lyZ1E7X7yfeQqcmGsbQxVgRVeXRuKrIiJgEoCifEVdGyUVW2CaEz12RNCCCGEEEJqClZWlxoBhF0AQs8BSUGQ5GdhVhd3fDPSGyxpY93FMPxv2y3MbDKbP2RX4C7EZcWV+HTsTDwrdzoSdgT5ivxKfjGkssVmimw0PaUS/ZPj+fp2Q3d0yfkRf+jMxCezx2JUK8cn9hIasWsE+m/vz6fcBacFY929dUjLT4ersSuGz72EMOUAvu11aQGwZSqwbjiQRg3eSXGBKYHFru+8d4Yv3+vvBW/3NL7ey7kXX0ZnRvMg8KMDA1imrbq3GpvcaayrhVXTWmN6R1d+2+JD/vCJD+DrbiZucDIWmbk0uZOo3UwQ/dE8jBtj3F+XEJ2WCxeDpujrIrJpF19ZzLO260Qg7fTp0xgyZAjs7e15CujOnTuf+piTJ0+iZcuW0NHRgaenJ/7555/Htlm6dClcXV2hq6uLdu3a4fLlyxX0CgghhBBCCCli4zjgx8bAl1bAz02A1f2BfwYCv7UEvnEAvnbAhLuvYHer23CVxmPH9Sj8d0EHLa1b8tIVNs2zJAGpAZqMkMhMCnbUahlxiN49j6/aFxaio3ljvn5bOx8SQ3PseKUjWruW3tOMTfn86tJXPMuRXXYH7cbwncOx/PZyfv8rzV+BpZE+3p74Mb9+X0cb8VJtIPgksKwLcP9wpbxMUjOoP3vsdD34UqYfgle6e2Bedw9NqR0bhGGkbcQ/n9RZaAqlQvNZxTLSWtq01PS5YvfJZVJ8OrQx/te3PiDJR0ZhAr+fBXqdDEUgjTLSiNqteNEf7XagKR8q0NDOGFvmdsC7bd/gGZEs0HY47HDdCKRlZWWhWbNmPPBVFiEhIRg0aBB69OiBmzdv4o033sCsWbNw6NAhzTabN2/GW2+9hU8++QTXr1/nz9+vXz/Ex4szOYQQQgghhFSY9CggPVI0fJdqAWaugLk7oGUg7s/PBELPwNv3W5zUfgOHtN+F/NoKeGmLs+rb7m/TlPQVxXoTPZrlQWqhgCPAnx0RE+/Dr9qZ18cO42+hUuhCIsvBwmGGcLF48F4qxRb/LbwJNwtsLOu9DD2cevAABwvUskbu/Vz78e0aWNnDyVBkBA2XzUKgzAPISQY2jgGOLAIUBZXwgklNyUgLDW3Gl3K9aLzS0xF5ijz4pfjx27wtveFm7FasvDM2O5YHddmERWt9a9QzrQcDLQNkFWTx7Fq1+T080b+5mFagUugjJlkGZ2Nnfp0mdxK1Gw8mdmakOaCRnTE2zW4PS0Md2BjYYEbjGfy+ny4vRt6/E0QWeG0OpA0YMABffvklRowYUabtly1bBjc3N/zwww9o2LAhFixYgNGjR+Onn37SbPPjjz9i9uzZmDFjBho1asQfo6+vj1WrSu85QQghhBBCSLkYsBiYdQx42x/4KB54/Rbw2g3gw2hgYRTwyiWg/7eAW1ewUXcNpJH4QusfzDj9LjzlFrwHzNGwo08MpFG5Uy3ESpLO/QpsGANkJyLa1I7fnCFriLUXI1GY5cmvJypFgK00STlJ+P3G73z9tRavoZNDJ/za81dsH7odc5vOxQ/dfyg2BbGjQzu+zDJOw8CsRThnPlLcce4XYM0QIDsZGfkZePnoyzxAR+oWVkYe8qB3WUFGA+hJrKCCErcTbsM/2Z8Hysx0zOBg6ABXExGUVfc6U39OORo5QiaV8UtTy6b8tuvx1zU/g1WmDW4tAmmKPCvMXHMFRjIbfp1OGhCGtTyIzY6BSiWBkcQdf09tBRN9LahNcxkAa4kOonLisDH2DHDsc1S1atUj7cKFC+jdu3ex21i2Gbudyc/Px7Vr14ptI5VK+XX1NoQQQgghhFQYlw6AY2vAyJYdiBa/T8cQsPYC2s8Dpu0B3g2GcsASJMmsYStJQc+EYL6ZT8DeYg9jfV+KZnBQuVMtwzK/9r4BHGGlliqg9UuIqSe+z1wJED1/ert24csL0U/+TvPz9Z+RUZCBhuYNMab+GM3t9c3qY0GLBXA3cS+2fWub1nzpYBeDAokWJkWPxpW2vwA6xkD4BWBlHxy/twXnos5hhc+Kcn/ppHoLTAmGUqXgGZHeds7o5daB33417ip8EkVQ19uK9XyU8JLMohlp6s+popOIW9i00PRJKyo8I4wvDaV2iEnLxV/H0h/cHl6t+l6RqrH0wjG+VObZ4rfx7eFopi/uKMwHTn4L/T864rV40Vfyb3MLJPelQFoxsbGxsLER0Wk1dj09PR05OTlITEyEQqEocRv22NLk5eXx5yh6IYQQQgghpELpmULabja03ryBH3RegV2eLr/ZN+YSsHkKkClak8RkxSCzQEzHYyiQVovkpokstGusN54E6P8dMPgnRGSJ7y6KAlOMbOmA97sP1fSXYhlipQ0Y2Bkoek5/0O4DngH0NK1tRSAtMisIc7rZ8vUZl+wQPXo3YOIEJAXC5/ySh+9DVppM6ozfz4nBApJ8O/w+viXaPni/XIu7pgmkNbFsohkSUDQjTf05xfqjqbWwbqF5rz46YZaZ2KI1jHXluBch578PrAw0JS+lwl8nqb5uRqRiq+9Zvt7Ushm61LMSdyQHA6v6Aie/AQqyMMTECw0NnZEJJf6IOlK1O13dAmkV5ZtvvoGJiYnm4uT0MGpOCCGEEEJIRTI2NMTgGR/gs5zP+PUgLS1k+e0BlrYDfLdryjolLNBCgbTaIzMBWD0QCD4BaOkD4zcC7V/md/klirI4Kz1bfD6sCS+PYxk/bHjA5ZjHB6nlFObgy4tf8vVhHsM0ExKfxlLPkj8v66HWxisNbVzNkJlXiHmHs5E//RBg4w1fmUKzfVBaUDm9eFLdnQ9KxLGg23y9rWMjOFvoo5VNK36dBdGux4nyTHW5pjojjQXFWBaZ+nOKvXfV2LYyiYwHZWMfBIuLBt9a2DXAF8ObACotKAuM+W1Uyl53ZecX4tV/r0OiIzIWJzXvKu7w2QYs6wpE3wD0zIDRqyCddQzvdPoUujJdWOhaVO2OV7dAmq2tLeLiio8EZ9eNjY2hp6cHS0tLyGSyErdhjy3NwoULkZaWprlERNDBCSGEEEIIqTwNbI2waHBnKAtMoJJIcMuqvmj8vu0lBFz6lW+jDo6wSXhs6h2pwdJjxDTXOF/A0AaYcQDwGsjvOuAbhRylGDjx6YDOMNRh2Tng/c6YJVeX8J5Bauy98N7p9+Cf4g9THVO82erNZ9qVNrZt+PJGwjX8PL4FTPS0cCsiFT9cSEfe1P/gr6Oj2TbIT2S8kdotOSsfb26+Cam2CHb18WyuKdO00rPigytYMKxoRhobEMD677Hs2aTcJM2ggKIZafpa+vAy9+Lre4NFCbtSpdSUg7Jg3NBm9hjU1A7KfBEMCU6lQFpd9cPh+4hISYdML4pfb27RBNjzOrB9JsAyc507AC+fBZqMYs32+GfZ4dGHMa+5mHpclapVIK1Dhw44dkzUx6odOXKE385oa2ujVatWxbZRKpX8unqbkujo6PBgXNELIYQQQgghlWl0K0eYyz34+iJ5P6i6/I+vB8SJfkKdLJvzCXiswTebiEdqKBYYWD0ASLwPGDuKIJq9CFQkZebhoz3nIJEoIYUMfRrU0zxsZpOZcDR05IHUWYdnITEnURNYOxFxAtpSbT5YwELv2bIx1H3SrsRegYOpHr4bJTKM/j4TjD3B91FYZNvAm/8AfvvL4R+BVGef77mDuPQ8aOuL8nI27ZVhvdDU7xfGxdgFJjomfF1bpg17A3tNVpp6UEDRHmnMxIYT+ZL13GPvYZaZxoasyKVyOBg58J/x5bAm0FFZ8+023yzeT43UPvHZ8Tw4W9T18BSsOhcCmW4UIFHAQtccjnvfeVgG3/VdYNpewORhxiNjpmuG6qBCA2mZmZm4efMmvzAhISF8PTw8XJMpNnXqVM32L7/8MoKDg/Huu+/Cz88Pf/zxB7Zs2YI333x41uWtt97C8uXLsWbNGty7dw/z5s1DVlYWn+JJCCGEEEJIdcW+QI5o1J6vR+YFY63eFGD8vwh4kBHU4OJKOOha8nUq76yhWF8fVs6ZEgKYugAz9gMWInjKyuE+/M8XqfkieGFnaFdswqaVvhVW9lsJWwNbXgo3+/Bs/HnrT6y/t57f/1WXrzQ9qJ6Fuk8ay2hLz09H/ya2vC8b6/H+y1mRoKDejyC5DNgyFbhXfCAGqf5YoKK0/npFnQtMxM6b0ZDIcqGUiczIemYPA7rq8s6i2Whq6smdV2Ov8nJj9r5hEz2LGuw+GE0smvD+Z2zCrDobjWWusRMFjJmBNgY2FM99KzYIF4KSXuCVk+rsQvQF9N7aG4uvLNbclleowLvbbvPPoGaeqfy25tlZkAQeAeR6wIRNQM8PAZnI1q2OKjSQdvXqVbRo0YJf1EEwtr5o0SJ+PSYmRhNUY9zc3LBv3z6ehdasWTP88MMPWLFiBZ/cqTZu3DgsWbKEP0fz5s15YO7gwYOPDSAghBBCCCGkuunoJI6LZboR+O6gH0KtOiNEWwwhqJcWA+ck0SuGAmk1NBNtzVAgLQKw8BSZaGYumruP3ovHwTuxkOuIL472hnaPPYW9oT1W9l3Jy+vYJNc/bv7Bb2flnP1d+z/XblnrW/OSOlZidzH6Ir/tw4ENeYlnQoGYFtvBXlT3BBoYAyxzZOs0wG/fc/08UjU+PPshemzpgeBUMR24JLkFCny005evD2opejJa61lrss4eDaR5W3oXe7y6T9qZKDGkwM7ADloyERxTY8G199q+x9d3BOzAgdADxR6r1t29odheKwkf/ueD/ELlc71uUr1tvb+V92jcF7xP07Jg6fFABMZnwtJQG3bmItDaLDUW0DUFpu4CGjzfZ12tCaR1796dn3l59PLPPyxdD3x58uTJxx5z48YNPmkzKCgI06dPf+x5FyxYgLCwML7NpUuX0K5du4p8GYQQQgghhJSLxhaN+VKqnYIcRRr+t/MoClWFMJDrw965G5zy8/j9EUFVP5WMPIOMWGDtsIdBtOn7AROHYgGMz/bc4ett60k1QYiSsF5UK/qugLmuOb8+tv5YzGj8YtU33Z268+XR8KN8aWGog4UDvHhAl+lqJ/q3xasKkN5kBKAsBLZOB4KLf1cj1RPL/joSegR5ijxN4Kokf54MQkhiFqyNdNDOK/+xbDTG3dRd08z90aEW6smdvom+JZZ1qrHHDXAdwAMo6kmz6seqqR8r00lGcGIWVp4Vkz2LSslNgX+yfxn+BUh1lJmfidORp/k6y4b1TfLFvZh0/HFSDDX5srcZbsSK4H4LmTHw0iHAuWbEdqpVjzRCCCGEEEJqMyNtI01mho5BNG7G3ePrnmb1IJm4GU5WotwpIuQYcHFZle4rKaOsRBFEY2WdrJxz6m7ASFTLHAs/xssz/zwZgMiUHNiZ6MLVJl+TfVYaFszYPHgzfur+Exa2W8jLgl9Eb5fefMm+1OYrxM/v720CqY7ow3bkqjFs9MU+B3VaADQcArDt/p0IRF57oZ9NKt6lmEs8IM+cjTxb4jbBCZk8kMZ8MqQxIjNDivVHK5pR9kvPX/Btl281gX81dTCMBcieFEhTZ1HqyB4OsigtkAZZJiDNxW/HAxCTlqO53yfBB8N2DsPoPaOxJ2hPWf4ZSDVzIuIED+6qnYk8g493+qJQqcIoLx0Y35iDDClgoQSaTj0IWItBFTUBBdIIIYQQQgipROq+Q228siDVEUMF3E08Abk2nDq/w69HyOXAwfeAE1+z5lpVur/kCXJSgXUjgAQ/wMgemLZbk4nGSik/PvcxL8/866ook/xoUCMk5Ij/5+rG7aVhvdJYAIw1aX9RrESPlXiyzKWLMSID5G6KyJBj0xNP3MuCmZaYvhiQHgyMWgm4dQMKsoANo4C4uy+8D6TinI16GDy7k3QHSTnFe46xqjBW0pmvUKJbfSsM9LZFQGpAiRlpTDOrZhjkPuix2x8tzyw6sfNRrAfg9MbTH+uvpmaobajJumziXIDsfAW+3u/Hr5+LOoeZh2ciJS+FX//0/Ke4nXD7Kf8KpLrZH7K/2PtmX+BJXA1LgZVWDr7N+gTHC0WPvh5u/SE1Lf29VB1RII0QQgghhJAqCKQZGEVD3yCBryckiS+UTsbiy0S4rr7I+Tj1HXDiKwqmVUcFOcC/E4DY24CBlQiimT0MFrAeZ5rm7/o+6OhhwQMY0VnRmkBDZWFZRr2ce/H1I2FHipXnuRuLLJDgaEO+DEoNAuQ6wPiNgENrICdFBAtTRP8+Ur2wIBkLPDFssivLFjsffb7YNvt9YnE+KAk6cim+GCY+fwJSRCDN06x4Rhpy0wD/A8CZH4GDHwDbZwNrhwPrR8Py0CIYSB4Gdp2eEgx+qclLPIjCSkXrmT4esFNnpY1opwOpBNhzKxo/X9iEBccW8GEGHew6oLtjd+Qr8/HGiTcQlxX3vP9MpJKl5KZoejJ+3P5jvozMug99WRJ2mf4MWYIvjhuIz5yenkNR01AgjRBCCCGEkCoIpN1LvgMjYxFIO+UrQ3x6Lp+Ax4IeOapCJPX6SDzg9GLg+BcUTKtOFIXA9llA+HlAxxiY8h9gWTxQcCPuhmZdbnQXHw9uwNdjMmPKlJFW3vq49NGUW7EJjz6JPvz68IYdYGOsg7Q0i4eBNEbHEJi0FbBuBGTGAutHAdkig4RUHyHpITw4y4JoYxuMLTYMQD0hkQ02YV7u5gFnC30k5SYhNS8VEkjgYeIBxPoARz8DlvcEvnMF/h0PHPsMuLgU8NkCBJ8AAo9AcmsjXHOzNM/ttG02sGkScGVlie8NfS19XqK8f+R+vl5aIC0k6xpaNbsGPaeVWHn/K16mOsBtAJb2Wopvu37Ly08TchLw+onXkVuYWyH/jqR8HQk7wv8/NjRviLZ2bWGu5QJIVJhj9ifsM3zga2SBBJkEBloGaGdXM/qiFUWBNEIIIYQQQiqRl7kX5BI5knOTkVoQz2/LzrTG94f8oS3Thq2+Lb8tokFvoP+34kFnfhBfbCmYVvXY/4N9bwF+e1mndOSPWwuVjQiOFnUt7rpmXSLLQYrqHi9Vy1Xkako3K1NL65a8lC4tLw1XY6/yHlRMK9tm+F/fBlDmiR5pASlikienbw5M3g4YOwBJAcCmiUABBTKqE3VPNDZts69rX77OMtLUExLXXQhDeHI2HzAwt5t7sWw0Zx0z6K4ZBizrDJz9EYi6BqiUgLkH0HQc0PE1oO+XwPBlwLClQK9FcDV+2OvMMTtN/B6w34efGgP73xG9AotgAbSSgmhFS0N3Be2CX95WyA3FfrU0Gcp7tLGJoCzQ8lvP32CqY8rLVr+4+EUF/CuS8nYgRAy9YAHR2LRcJMaL9028bhwg18OxVmP49a4OXfnfvZqGAmmEEEIIIYRUItaAu2hfIjNtS0Cpj23XInE7MlWTpRGREQG0nwf0/05sePYn4PiXVbXbRO3kN8D1NYBEikt9FqLVmdew9u7axzY7z4ISTIEVXxwLO6bJRrPSs6r0L48yqQw9nHrw9Q33NvCsJJlExgO7I1s6op6ZB78vOS+Jl2VpGNsDk7YBOiZA+AXgv7mAUlmp+05Kdy5alHV2cujEe+GxgSYsWMoyDlOz8/HbcREYfbtvfehry6EqyMOui0v4bfWSI4GIiwDrw9doGDD8T+DNO8Br14GRfwN9vwA6vgo0nwC0mAx0eRuuDUdo3sP6s44DPT8GWCC5IBu4/Dfwa0tg8xQg6UFm4xN0deoKPbkeDyqzKZ+9reciK/gN+Ph0R1aeCAQyjkaO+LH7j3x9d9Bu/vpI9RWXFYdrceLzr79rf3x/0A/dM8Vnyll9XShH/oXjKaLvYk/nnqiJKJBGCCGEEEJIFZV3Mo0sG2BEC9Gg/vM9d4sH0pj2LwMDvhfrZ5aI7DRSNS4vF33rmEE/4Ciy+erGext5ryq10NRopBXEQaWSYIjTS5oJnpGZkZXeH62k6Z2nIk/xZX2z+tCV60ImleDjgS2gzDfjt58NE/3TNGwaAePXA1It4O5O4IjoeUSqFusjxrILmS4OXfhgik72nTTlnSyIlpZTgAY2Rhjd0hG4uxvLV7XFvoz7kKlUGF+oDXT/QATPxq4Fmk8ETByf+DMbmIkSZQ9TD8ChJdD1f8DLZ4EpOwFP9v5SAfd2A390AE5++8QMRjYV9OLEizgy+gi+7/Y9vu/7ClyNPJCclY/lp4tntrWxbcNL3xn/ZP8X/rcjFedQ6CHeq6+FdQvEp+gh/dZu/FiwF/pKJVJkMuzTkSI0PRRaUi10duiMmogCaYQQQgghhFRhII1lp73X3wu6WlI+0Sw3RwQzwtPDHz6g3Vygz+di/djnwMVllb7Pdd6dnaJ0jWHBh9Yv4X7KfX6V9ai6l3xPs+nPZw7zpbzQAR92H8OzhFgGmLrcqbL7o6m1s20HIy2jEt+HnetZwkxLBHFXXrrw+IPduoqMJebC78DFB+ukylyJvcIb8dsZ2MHNRJTOqQMTx8NOY+2FUL7+RRcdyNYMwv59c/GbrsgmXGjfG+3m3wa6vwcYlb3MuKtjV3zS4RN82O7DhzdKJIBHD1EGPO8C4N4DUOSJ7M0/OwJBJ0p9PtYTUk1LJsW7/UWgbvmZEN43siiWPcn4JYueb6T6l3Vu2r0Pv2r9Dh2JCu10rPntP14T2YWsNxqb3loTUSCNEEIIIYSQKg6k2ZroYnpH8UX43D2R2RSZIbKXNDq9DnR7X6wffA+4/ng5IakgIWeAHbNFtk3rmUC3d6FUKeGf8jAz5mjYUb5MyszD0ZBLfL2NXUsY6OhoSiqPhx+v0ow01nOqu1N3zXVWClhUdzdx/V5SAK6EljBYoOkYoPenYv3gQuDurgreY/Ik6mmdLHgmYcGsByWeTGCaH5RIxVe2J9H24FBcj7uGj6zEQIlpDSZgXN+fAZnWc5UIj64/Gq4mDyfUPpa9yIZvjF4NGNoCyUHAuuHAkU/EkI6n6NfYFi2cTZFToMAvx0TPNLUG5iLIVvT3jlQfKpUKK3xWwDfJlwdILXI88UrcJ9CX5CHXuSs6t5jDt0vMSeRL9SThmogCaYQQQgghhFQydxN33kS7aKnUvG4eMNKVIzJBv3hpZ1Hd3wc6LBDru18DfLZV4l7XUTG3RZN9RT7QcCgwcDHPwInKjEJWwcMJhqx0k2HldErtEL4+omHnYl8YWbkTwzKIqoq6vPPRgC7TzrExX0p14vDdAb9i5aoand4A2swSQcXts4HwixW/0+Sp/dHULPUs4WYkPlNeNV2Csal/Y4ueHK/a26FAIuHvxbfaPQjIVxQW1GsyElhw5cF7he3sz8CawUB69FMeKsH7/UXm2aYrEQhKyNTc52UmbqfSzuonuyAb755+F79c/4Vfn9ZwCqz3vw0naQKSte2hO2EtOjl11WzPJsYWDerXNBRII4QQQgghpJKxXkaLuy7GR+0+0mRZmOhr4eVuHlAWiKwRNuExIz/j8S+obIoey4pigYwdc4B7e6viJdQNySHAhtFAXjrg2gUYuRyQyop9mXcxduH/P4PTgnE29A42XL4Pqa4YKtDSpgVfdrTvyJuqq1VVaad6X9i0RE9TTx7QLYr3vWJZR7pxuBqWjJP3Ex5/AvYeZD37GgwU5Xv/jgcSi2cOkYoXkR6BsPQwPgG4vV37YvdZJIlBFmdNsjDEyQFfWJojHUo0tWyKb7p8U6ycskLpGvNeghizBtA2EsMq2ITQJ5R6Mu3cLdDLyxoKpQpLDvk/VtoZlBaEAkVBhe8+KZuozChMPTAVB0MP8vfjx+0/xvCAaDQvuIVslQ4kEzYCema8x526BLm5dXMe9K2pKJBGCCGEEEJIFeji2AXjvMYVu21GJ1dY6htDWWhYelYaC2QMXAI0mwCoFMC2GUCgKCsk5SgzHlg3AsiMA2y8gfEbAC1dzd3qPk0trVtqAhlLzm2HUjscEomSZ52xaYQMa+jPekupVVVpp3pf/hv2H7YM2cLL9IpiX3JZpohElg2JLBM/HPYvOSuNPW7USsChNZCTAqwfCWTEVd6LqOPY/5NtASIbtYVNC012KwrzkLDlNbyeeIRf9dfRRpRcxgMWC9suxOr+q4sFdCtN4+HA3FOArTeQnQSsHwVcX/fEh7zb3wtSCXDANxY3I1L5bez3ifUbLFQW8mAaqR5eO/4aL7c11zXHin4rMCpXAvf7K/l9xxp8AjM3cUKBGeg2kC+Hew5HTUaBNEIIIYQQQqoJfW05Xu/lCVW+yEoLTBHNwh8jlQJDfwcaDRclh5smAaFnK3dna7PcdPFlPyUEMHUBJm8DdE2KbaLu08QyCvu49OHr9zPOQ6Yfqsm4KK2ksioz0hhtmTafmPcoFmRxNBJTG/UNE+AblY6DvrGlPIk+MHEzYOYGpIYDG8cCeQ/L8EjFYFloMw/PxCrfVfx6P5d+4o7UCGD1AFjdXQPvvHw4KYxgrmOGt1u9jf0j92Niw4n8/3uVsfAAZh4Fmo4TJwB2LxBTPUsK1LLfK1sjjGgh3os/H72vKfukgQPVS1pemmboysZBG9EKelDtfpVfX41h6DZS9EVTm+09G7uG78IIzxGoySiQRgghhBBCSDUyro0zdCViutkuX5/SN5TJRalhvX5AYS6wcRwQebXydrS2KsgVPdFibwMGVqJxeglTDdWlnazHnej1I4FMLwqmVnc1mWpFdXXoyjO+2tq2rdaT6ljJJ9PBS5TO/XDkPi+xK5GBpZjUqG8BxNwEtk4vU0N58uzYcAvWyH3krpF8WqeuTBf/a/0/jGkwRvSp+7s7EHUNqSoDzCl4B38MPYxT409jepPpVZOFVhKW0TniL6DL/8R1NtWTBdRKKdN8rZcnZFIJTvon4FpYSrGektQnrXoISRP9IG30beCgZQLllqmQK3JwRtEEih4fw1i3eMCeZcGyknL1cIyaigJphBBCCCGEVCPacik6u4ovi5cj7yM99wm9gOTawNi1gFtXID9TlNjFPiH4Rp5MqQB2zAJCz4ieTixIxDJpSsjCiMkSfdDqm9dHYpoWCrNE758ciGbqLawfljMx+lr62DlsJ1b2EyVP1T2QZmOZChM9LQTGZ2LXzajSH8D+fSZuAViwJvAIsO/NUrOMyPPb4r+FN3LPV+ajg10H7Bi2A9MaT4P01iZgzRAgOxGhWp4YnP81LFsMhatlNQ3WsgBKr4+BwT8BrFfbjfXAlqm8LPVRLhYGGNXSoVhWGmWkVc9AmhvrfbbndUiTAhCjMsdXum9jcsfiPRhrEwqkEUIIIYQQUs30q+fNlwp5NFafLaW8s2iWx/h/Aad2QG4asHY4kEDZGs+MBX/2vQ3c2wOwEjjWINuuWYmbqkuZWPNsY21j/HI0AIUZYuIlY6hlqAlIFVVpTd5fQH2z+nwZmh6Eud3EF+GfjwagQKEs/UGOrYHRq0Rg5Ppa4PTiytrdOiFPkYflt5fz9Veav4K/+vwFJ1YefPhjYOc8Xt6d7NIfAzI+QKzEGgt6Pv7eq3ZavyQ+t+S6gP9+YPNkkQ36iFd71oNcKsGZgERcDU3WBNJYRlqJ/ftIuWQ/bru/TfM5V5ZAmnteLuC7DYWQYkH+q5jUqxV0tYr3YKxNqv8nOSGEEEIIIXVMK1tRFijVjcKK83eQlv2UCXU6hsCkrSLwk50IrB0mJk6SsjvxNXBtNS/RxKgVIsuvFOqyMhZ08otNxz6fGCgyHwbSmlo1fayRf02hDqQFpAZgSnsnWBrqIDw5G1uvRj75gV4DxRAM5sRXwI0NlbC3dQMLasTnxPNm+zObzISElXKzLK7zv4oNur6DBfmvIwe6GNPaCU7m+qgRGvQXffZYNmPAYWDTBKAgp9gm7LWMaS16pf109D4vC2RTcjMKMjRZoaR87Qveh88ufIbXj7/Og2pPEpwWzJfugaf48ruC8YgxboaxD/6f1VYUSCOEEEIIIaSaYV+YXYxdIJGokCO9j5VnxZeVJ2LN8Cf/B1g1BDJigLVDgbSnBD+IcOlv4PT3Yn3wj0CjYU/cXF1WxrJjfj4SwNcHNGwIb0vvEgcN1CTOxs7QkekgpzAHyfmxmNddlLYuPRGI/MInf6lGm5lA57fE+p7XaJpsOcgtzOW90dSN2rVzM4A1QwG/vSJzcuQKXHCZh/MhKdCSSWpGNlpR7t3FMA82eTTouBhakZ9dbJP5PTz5azsXmITrYemabE8q76y4wC0TmRmJSzGXnrhtSKqYnuqWl4tTkjZYrhiEV3p4QkdeM08klBUF0gghhBBCCKmG2tu150uZQRBWnQtFanb+0x9kYAFM3QWYu4tJiiwzLTO+4ne2JvPZBhx4V6z3+FCUnD2FuuRJD444eCeWt316o1c9vN/2fQzzGIYJDSagpmLZPupABcu8m9TOGdZGOohKzcHWaxFPf4Jei8RkRmUhsGUaEHOr4ne6lgc1EnMSYWdghxEWzYGVfYDIyyJwPmUnVN6jeaYWM76NMxxMq8lggWfh2ln0I2RDOEJOi2EfRXqmOZrpY2xrJ77OXisNHKg4rFTzevx1zfXtAdtL3TavMJcH2xhrqQVezZkNexM9TQZhbUaBNEIIIYQQQqqhdnbt+FLfJASZeYVYfqYMWWmMkQ0wdTdg4gQkBYqeadnJFbuzNdXd3cCOOaxBGtBmNi+Re5oCRQECUwP5+vFbYiLdkKb2qGdjxEs6v+z8JUx1TVGTqcs7WcCQ9TnSZKUdD0ReoeLJD2ZRxaG/A27dxACMDWOAlLDK2O1amY220lcMp5jt1A9aqwcCyUGAiTMw8wjg2gnng5JwOSSZDyl5pcfjgzFqDJcOYkIuy0wLPgFse6nYNE+WlaYtk+JicDK0lSJQQxlp5e+/gP/4kpXQMsfCjyE5t+S/H2FnvgPLUTVSKvFx3mtIhyHm96z92WgMBdIIIYQQQgiphtratoUEEhTKYiCRp2P1uVAkZ5UhK40xdRKZaYa2QPwdMc2TDSIgD/kfFF/WVQqg2URgwPciCPQUrCdQgbIAejIDnLmngFQCvNarHmqTBuYPMn5SRMbPhLYiKy06LffpvdLU02THrQOsGwOZccC64ZQZ+ZyTOlk2mr22GYYfXQJkJQC2TYFZRwCrBrzZ/o9HRDbaxLbOsDOpgdloRTm1BSb8C8h0ROnqzlcApSgntjfVw/i2Iivtkp9usfcnKR/sJMGuoF18/Y2Wb6CxRWMUKguxO3D34xuHX0LItb/5qqXMGmeyRDbkmFbi/1FtR4E0QgghhBBCqiETHRPNhDoXh2hk5yvw12nRj+bPW39i1O5R/Et2qSw8RDBN3wKIvgGsGwnkpFbW7ldvgceALVMAZQHQZBQw7HdAWravRuqyTrnCgQ8mGNbcAZ7WhqhNNAMHUkT/N5aV9kqRXmlPzUrT9OzbBpg6A8nB9P57jkmdq3xX8fU50UHQKsgGPHoBM/YDRrb89tMBibgWlgIduVSTNVjjuXcDxq4BpHLAZwuw700xUZdNLO3uyTPv7oQa8OtRmVFIz0/n61dir2DBsQXwSfCp0t2vyU5GnuTZZ1Z6Vuji2AWj6o/SlHcWm5CalQRsm4FgufjMDM9wf5g1+OC22q5uvEpCCCGEEPLMli5dCldXV+jq6qJdu3a4fPlyqdveuXMHo0aN4ttLJBL8/PPPj22jvu/Ry/z58zXbdO/e/bH7X375ZdT18k4PZzGdbu35MNyODcJft/7iAZ2TESef/ATWXqJcSs8MiLoqBhDU9TLPoBPApkmAIh/wGgyM+At4hgmb6nKypGRLyKSSWpeNVjSQxgIVGfkZfH18W2fYGusiJi0XW66IXmlsIMHsw7Px1cWvSn4iY3vexwsG1kCcz4NG8lmV90JqsDsJvkjKTYK5QoGhGZlA88liwqWOEb+fBTZ+epCNNrm9C2yMRZZWrdBggPi9ZBN0r/0DHPuc32xrossz76DUh1xpwW+7n3wfe4L2YM6ROTgVeQob/TZW8c7XXOp+aMM8h/FeiQPdBkJProfQ9FBci7smNlIqgB2zgfQohBia85uysyx4NtroVrW/N5oaBdIIIYQQQshjNm/ejLfeeguffPIJrl+/jmbNmqFfv36Ijy+5PCs7Oxvu7u749ttvYWsrsiUedeXKFcTExGguR44c4bePGTOm2HazZ88utt333z+YpliHA2kRObfR1NEYOQUKLDr1GxSsHBGAb6Lv05/ErhkwbQ+gbykav68ZAmQmoE66fwjYOA4ozAHq9QNGrwZkos9ZWanLyZS5dhje3AFuliI7prZlQ7LJsY9lpT3owbX0RBByCxQ8kHsx5iI2+W9CWl5a6ZmRLJjLMtQiLgFbphZrJE9KUJgH/xOf8NUmefnQ6r5QZE0Wea+e9E/AzYhU6GpJ8XK3WpKNVpT3aGDIgxMyZ38ELvzBV1lmJMvAy8my4dd/uPoDPjj7AS9BVJdek2cXkxmD81Hn+foIzxF8aaBlgAFuA4oPHTi9BAg6Bsj1EGQmyjgV+VZ8WmxdyUZj6s4rJYQQQgghZfbjjz/ygNaMGTPQqFEjLFu2DPr6+li1SpQaPapNmzZYvHgxxo8fDx0dnRK3sbKy4kE29WXv3r3w8PBAt27dim3Hfk7R7YyNjVFXtbRuyTMDYrJiMKWLISTyNATmPMxCu5t0t2xPZOsNTN8HGNoAcb7AP4OAdJHlVqcGC/BMtDygwSDRw4v18noCpUqJpJwkXkKrUCp4FtCdRJGRpsq3x2u9xHTL2kidlVa0DxWbnMiy0mLTc7HlagQOhBzQ3KfJWCmJbRNg0jZASx8IPApsnQ4UlrHfX13DMkbXDod/4h1+tYFLD6D7+8X69xXtjTatgyusjEr+zK3xWk0Hen4s1g8tBG5vgbWxLs/AY4FsxjdJnEzo79pfM3WyWBkiKZOdgTuhgor35nQ2dtbcPrreaL48EnYEaf57gZPf8OvKQT8iOEv8DbHWdcKolnUnG42hQBohhBBCCCkmPz8f165dQ+/evTW3SaVSfv3ChQvl9jPWr1+Pl156iZdvFrVhwwZYWlqiSZMmWLhwIc92q6v0tfTR1LKpuKIbCAfXi5BIFDCWOWqyhVgvpTJhZZ7TWX8leyDRH1jZF0gU2Ua13u2tInjDeqI1Hil6MMlLDj4cDTuKyfsno8+2Pmi1rhW6b+mOHlt6oOX6lui5tScyC9KgUkkxrFELuFjUvmw0tQZmDwYOJD8MpLGstPkPstJ+P+mDs1FnyxZIK9pIXq4L+O+nYFpJkkPE72X4edzXFaWa9RuJPlVFHb0XD5+oNOhryzCnq+hPVWt1eRtoN0+s75wHBBzhGXiyApENJYEUH7b7EF93+RpyiZyXG8dlx1XtPtcw7ITBf4FiWueoesXfb00sm/CgOvs7s/fwW2LCcctpCHHpjEJVPlRKGV7t0q5OZaMxdevVEkIIIYSQp0pMTIRCoYCNjSidUWPXY2Njy+Vn7Ny5E6mpqZg+fXqx2ydOnMgDbCdOnOBBtHXr1mHy5MmlPk9eXh7S09OLXWqb9nbt+fJA6AFk65zj64lhA2CqbYZCVWGxQMdTWXoCLx0AzD2AtHDxpT3iCmo1VhLGevqop3OOWvHEcs4/bv2BWwm3EJsVy/992eRUqUTKv2yqhzsocx3xRq/GqM0eHTigNraNE+xNdJGMG3x6Kfv3Ya7GXX36k7p3B8ZvFFMZ/ffxhuVQFFTMC6hp2O/hit5AUgAUxo4I0NUvFtBUK9obbVpHV1gY1tJsNDV2oqXf14D3GICVb26eAqvUW5jUtD/y4vvCJvs1jGswDlpSLTgZi+BacCqVdz6L+Ox4nvXMApG9XHoVu4+d6BrlOZyvb9eVQMWymwd8j9VXLvHbZAprjGntgrqGAmmEEEIIIaTSrVy5EgMGDIC9vX2x2+fMmcN7sXl7e2PSpElYu3Yt/vvvPwQFiWmVj/rmm29gYmKiuTg5iS9StbFPGptKV6DMh57CHXkZ7tBRupS9T1pRZq7AzMOAfUsgJ1n0TPM/iFpHqQQOLhQlYSyLos0sYNjSpw4WYF8qmcXdFuPI6CO4NuUark++juNjjqNewcfIDp+B/pYL4WQuAh21VX3zB4G01ABe1qqmI2e90jyhZXyLXx/uOVIzhEE9mOCJPHsBEx4E0/z2imBaXc9Mu7sLWDMYyE7kPQ3Dx/+DXGU+dGW6cDZ6WGbHHLoTh7sx6TBg2Whdank2mhqbqDvsDzG1lPU33DAG8xsrIEvvg4AwWxz3E7+z7ibi34P6pD0b9Weepb4ldNjv5SMGhd6CjlKJAG1t+PT5ENkqOfbeu8nva2DuDi1Z3Qsr1b1XTAghhBBCnoiVVcpkMsTFFS+PYddLGyTwLMLCwnD06FHMmjXrqduyaaFMYGBgifezrLW0tDTNJSJCTBOsTbwtvfnkNLWZ3rN5QVNUnCW/fidJ9FJ6JgaWYgCBZx/xxXTTBJG5VVt6CxXkAtumAxdFg3L0+gQYuER8IX+CfEW+pml+e9v2vOE+y3SRSWUIjpXieqABpLleeKtXS9R2LkYu/Es1K5WLzIwsdl+fJgaQG4jfSdP83nA0dOQZezfjxZfrp/LsDYzfAMi0gXt7gH/H181pnuz37fzvwJZpQGEuUL8/L7/2z0/id9czq8ffe2pKpQo/HxXZaC91doOZwZN7/NUqrJ8h62vo0BrITYXZjvF4tZUof2X94limnjqQxvqkkbJLyBHDZ6z1rB+/8+4umFxejr5ZOfzq9riLWH8xDDkQ2emdXWt3Zm5pKJBGCCGEEEKK0dbWRqtWrXDs2DHNbUqlkl/v0KHDCz//6tWrYW1tjUGDBj1125s3xRdzOzvRWPpRbLABG0ZQ9FLbaMm00NJGBG4amjfEnNaD0N7dHPnZDvy2Ow+akj8zHUPRs6r5ZEClFJlbO18RQaiajA1RYFl2LMtHqgWMXAF0eatYs/anfaFkwTM2ubKonx4EMMa1cYKjWe3ORmNYAMfTVAxTeLR8+HT0CUCihCLXHv+ez0UL61ZlL+9Uq9cHmLhZDCBgUwDXDgdyUlBnsCy8vW8Chz8UGZNt54iyVx1D3E++X6y8Vu2Abyz8YjNgpCPHrM51JButKG0DYNJWwLIBkB6FueH/g4N2Fu5Ep+Pw3Ti4mbjxzSgj7dkkZIvPPSt9q+J3JAUBO+fz1VGu/fiSDRj58/RdSHVEFpuHaR18H1IgjRBCCCGElOStt97C8uXLsWbNGty7dw/z5s1DVlYWn+LJTJ06lWeDFR0ewIJe7MLWo6Ki+PqjmWQsIMcCadOmTYNcLi92Hyvf/OKLL/igg9DQUOzevZv/nK5du6Jp0wcN9+uoqY2m8uyUhe0W8p41b/auD2WOo+ZLY3bBcw5kYL3Chv0O9PsGkEiBWxuBfwbW3ImeoWeBv7oCkZcBFgibsgNoOubZv1DqWRUbgnE+KBEXg5OhLZNifo/aO6nzUQ3MRX+u+ykisKN2KOQQX+rnt0JCRh5yM1zLNnDgUR49gam7AF0T8f9s9SAgo3z6MFZrGXEi2HttNc8u5T3ABnyvKTtWT0pV//szikey0Uz0S+/zV6vpm4vfa2MHyJIDsM34Z+gjFz8fDYCrMQXSXqi0U09kOXP52bwfHVi5tnNHtOz/Cw9UsgzVTPkVaOmKz0p1FmBdQ4E0QgghhBDymHHjxmHJkiVYtGgRmjdvzoNiBw8e1AwgCA8PR0zMw2BLdHQ0WrRowS/sdvZYtv5o+SYr6WSPZdM6S8qEY/f37dsXXl5eePvttzFq1Cjs2bMHdV1H+47YMXQHWli34NfbuVugo5srlAUmUEGFe8n3nv/JWcCowyvA5B2ArikQdQ34qwufjlejSuQuLAXWDAWy4gHrxsCcE4Bb12d6GnVGWtHMjKLN3Se0dYKdycMy29pOnRGlDuwwbODClTgxoGJmixF8eeqWkSY78pmDumya54wDgKENEH8HWNkHiLuLWivyKvB3NyDiogj2sgyrDvOLZUyqMwCLDhrYezsaAfGZMNaV80BanWbiCEz5D9Azg13mHSzX+QWBMckIihKZosm5yZoSbfJ06iEq1vrWDz9P970tfh8NrIDRqyCRa2OQqxg6oG1+BiqpKMV2NRFB9LqGAmmEEEIIIaRECxYs4P3M2GTMS5cuafqVMSdPnsQ///yjue7q6soDDo9e2HZFsSAZu71+/eIlSwwbFHDq1CkkJSUhNzcXAQEB+P7772tluWZ5YFlpilxR3nk2/MaLP6FHDxF8YkGorARgw2jgwHvVv9QzMx7YNAk49IGYzMmm+806Alh4PPNTFc1IUzsXmIQroSnQlkt5k/26pKTJnYdDD/N+aE0tm2Jm+1ZwMNVDUpoBDGWWfMrp7cTbz/6DbBoDLx0CzN2BVDZNtg9wX2S91RosOHFlJbB6AJARI8oT2e8bK3EtggWA4rLjiv37s2y0X46J/wezu7jDRK+OZqMVZdUAmLiVlwZ3ktzCEq1l+PN4GGz1RR9Pykoru/ic+OKfeyxTkmUnsyzl0asAY9FaITnOGyqVDFIdEXizN7Av1r+zLqFAGiGEEEIIITVQa1dzOBuIjJV9/pfL50lZIGP2MaDdy+L6pWXA8h5AzHMERyqD7w5gaTvAf5/oh8bK40YuF72UnsOjGWks6PvjEZEdNLmdC2yMRXPzukIdyInKjOJZUhvubcCaO2v4bf1c+/Hg4qs9WXBRgux0MUX2auwz9EkrytwNmHUMcO0C5GcCG8eJRvy1YQBGTiqwdRqw7y1AkQ80GATMOlpisFedjeZg6ABDbUO+vvtWFIITsmCqr4XpnepmBlCJnNoAY9dBJZVjmOw8xif/CSOpmARNAwee/QQCz0gLuwDsf0fc0fMjTVZvanY+Np5PRmH6w+ECbqZ1NzOSAmmEEEIIIYTUUJNbdOLLqJz7CEksp6mHWnrAgO+ASdsAA2sg/i7wd3fgwPtAbjUpl2J9tNikw20zgJxkwMZbZPe0m1umoQJlzUg7dT8B18NToaslxcvd614vIDZwgU0uZUbvGY1vL3+L6Kxo6Mp00d+tP799VCtHOJnrPQykPcvAgZL6X7ES45bTRAN+1oh/xxwgLwM1VuSDUmk+/EIO9P0SGLce0C0501bTH+1BWWehQolfjopstDld3WGkS9loxdTrDcnwZXx1hvwQDGJFj73gVMpIe9bPPUuFEtgyBVAWAo1HAJ3f0myz/EwwMvIKYSvtprnN7UFPurqIAmmEEEIIIYTUUEO9RLmtVDsJPx4VE07LDSs5m3ceaDRclExe+hP4rTVwa3PVZQnlZwEnvwN+bQnc3QlIZEDXd4HZxwFb7xd++qIZaUV7o01p7wJro7qVjabWykZM5JRKpGht0xrvtH4Hu4fv1vRT0pJJ8WqPeijMFl+qfRJ8kKfIe/4fKNcGhvzycACGzxYxQCK6nN/flTGV88TXwKq+olzV1AV46TDQ8VVAWvrXcE1/tAeDBv67EYXQpGyYG2hjWgfKRitR0zHI7f01Xx2S68uXVNpZNgWKAqTkiWm51gc+EGX97MTEsKWakxJJmXlYfS6Ur7/XfTAcDcWgGw/TZy+fry2Kj0oihBBCCCGE1Bimuqaw1rNHfE40DgRcQVBCM3hYiXKwcmFoBYxdAwQdF+U+SYHAf3OA878BXd4CGg3TTBqs8KDE7c3Aia9EfynGoTUwaAlgLwYwlAdNIE3PCsf94nErMg16WjLM7VZ3vzAubLsQQ9yHoLFFY/5+K8mIlg747YQzkgsNkS/P5MG01ratX3wABvt/u30WkBwMrOgN9PlclB0/IRBVLURdB3bNF9mcDMvuYcFBNp30KdQTUllGWoFCiV+Pi2y0uV3dYaBDX99Lo9t5Pq7eD4Rb/AZ+PThBBNRI2QYNyCGBKSvh1zMHxm8oVh7/1+lgZOcr4O1ggv6N7WBj9RX2h+zHQLeBqKuq+ScQIYQQQggh5ElasOwBdmCvG4VfHzQkf1Qm6zn1Ijx6iuy0XosA1rcpzkeUVbL+ZDc2APnPOKmxrDITgFPfAz97A7sXiCCaqbNogM16TJVjEK1YiZOeJX46KgIa0zq6wtJQB3UVK+/s5NCp1CCaJiutZz0oskX568VoMdXzhbl0AF4+A3gNBpQFwKGFwD+DgHg/VEusBPXIIhH0Y0E0fUtgzD/iUoYgWoGyAIGpgXy9vnl97LgeiYjkHFgaamNKB1E6S0rnNfF73Mtvz9ej85KRG3i0qnep5gwaKCyAhGX4sveq2cP3WnxGLtZeENlob/WpD4lEgpY2LfFR+4+gryWmpNZFFEgjhBBCCCGkBmti0YQvpboR2H0rGgFxxftJ7Q/ej06bOmGV76oX+0FyHaDL28AbPkD3hQALrCQFALteAZbUA3bMBdgXV0Xhi/2c3HTgzn8iE+mnRiILLTMWMLQR/aUWXAWajHqhXmglyVfkIzUvla/fCQd8o9JhoC3jfanI041s4QATiRhOsDfgTPk9MeubxnqKDVzCJzQi/DywrDNw7AugIAfVglIBXFsjSo7P/SJKodl7dP4lkY1WRqFpoTyYZqBlACtdO/x6TATVXu7mAX1tykZ7GkNdLWR1+h76CglUEglCd8wEYm5V9W5Va4l+u/nSqlAhemO6P+yBxvxxIgi5BUo0dzJF9wYPpxnXdRRII4QQQgghpAZrbCmmqBkYx/LWZT8XyUpjmWjfXfkOSpUSV2KvlF9go/v7wJu+QO/PRO8nlvF2exOwfhSw2B1YPxo4vRgIOQ1kxotAQ0mUSiA5BPDbD5xeAqwbAXzvDmydDvhsFRMOHVoBI1cAb/iK/lIsoFeRJU5SOf4+FcfX2YRE1puKPJ1cJsXMlgP4elTOHUSnJ5ffk7OgadvZIjBVf4DITjuzRGRE3vz3xYO3z4v9wgUcBf7qBux5DciKF5NvJ2wSWZMGls/0dOpBA2xa6parkYhKzYGVkQ4mt6dstLKa2tkTuQXOfD1Eki8+k5KCqnq3qqfwS4i/uoKvWpu4it+xImLScrDxUjhff7uvyEYjAoW1CakjWMNcNmklNasAKdn5SM7O52OM8wuVMNbVgomeFoz1Hix1tWCoK4dMSh+WhBBCSHXXyKIRZBIZ8lVJkBvewb7bwKs90+Fla4y/ff5Gcq4IaMRli+BQudExAjq/AXR6HYi4LJrC++4QUzQDj4iLGisZMrASF5USKMgW2URsCmhhCVlF5h6A10Ax6MDxBXptPUd/NEO5OfxiMmCoI8fsLpSN9ixeatcaf9yzhkIej29P7Mavw6aX7w9gZb0T/gX89gL73wVSw4CdL4ugbbf3AO/RldOzjwXu2LCLcz8DsT7iNla6yfahzWwxMOE53E8W5cTuJvU02Wiv9fSErlYlvKZagvWR87Ksh7uZYbiibYUBKWEiQD/zMGAkJtASiL6DmyYgQUcMjrF07frYJr8fD0S+Qom2rubo7PlsQeHajgJphNQSSqUKAfGZuB6eAt+oNCRm5iHlQdAsJbuAB80KlWWfsMVOOLADyIdBNjmczfXh7WiKpg4maGBrRH/UCSGEkGqAlYFNajgJa++uhaHTdqQF2uKXowH4YKg11t9dr9kuLqucA2lFDxqc24lL/29FYIEF1iIuAZFXgLRIUerGyjPZ5VEyHcCqAWDdSEzerN8PsKxXMfvKev5kx+Pd0+9iXINxGOAmMqiK9kfLyhJ9f17q7AZTfcpGe9astI72XXAmfjuOhZ9EYuaE8u8vx95vDYcA7j2AK8uBc78CyUFiCAYrA24xBWg+ATARkwXLFQvKsEzJ62tFEI/RMgBazxBlzyxb8wWoM9ISkiz4sbyTuR7GtRHZVaTs+ng2xd2bR7Fd2gBv6ilgxP5fsSzZ6XsBvdJ7/dUZLEuY/XtkJyHBwpMVtsNa36bYJhHJ2dhyNYKvv0XZaI+hQBohNRQLjN2ISMWNsBRcD0/FrYhUnnH2NLpaUpjra/MDQzMDLWjLpEjPLUR6TgHScgqQnlvA6+BZpnpGbiG/sLRy5mJwMk8zZ+RSCQ+mNXU0gbeDKV/WtzGCtpwqxgkhhJDK9karN3A74TZuJtyEnuN6HLjzCvLMV/J+S82smuFWwi2k56cjuyC7YhtEy7QAh5bi0v5lcZuiAMhKBDLjxJJlDLF90NIDdAwBE2dAVnlfS46FH8O1uGvILcwtHkh7kJGWnWPATyLO7OxWaftUm0xrPgBnDm8H9P3x+/H7+HSoGIZR7th7p/ObQJtZwKW/xCRZFjA58aUIqHn2AhoOBdy6AubP+f+SHRAnBgAhp0QAjQWH1dggATZBtM3MFw6gMXmKPNxJusPXT/vKNc3d6dj62dW3EFN2C7RTMSVtIf4z+AwSNiDl3wnA5G3FJlLWOSwLeP1IEXw2cUaCfVMg/iqs9Iv3P/vteAAKFCp08rRAe3eLKtvd6ooCaYTUELFpuXwMO8s4Y5fghKzHttHXlqGZoymaOZnCwVQXZgbaMONBMy3e34OtlyWLLK9QgfScQh5U48G1B0G2gLhM3I5Kg09kKs9yuxOdzi//QpytYEE5LzsjPhq5p5c1utSzoj/+hBBCSCXQkmphSbclGLt3LJIRAz3nlbiSEMpLPj/t8Ckm7Z+E7MJsno3lynrhVCYWXDO2E5dqIDJDnBQMTgvmveOkEnGsEsMCfSx2UmiM+T08eDCNPDs20U9XZoBcZOLfW+cxq4sHHM0qMHjLSoy7/g9oPw+4twe4vg4IOysGX6inNrKSUNcugJWXmEho5goYO4igLv//LxF9/lj2ZFoEkBoORF4Fwi8C2aJ3niAB3LoA3mPFMAHt8ntd2+9vR1peGvSlFohLs0UDGyMMbeZQbs9fl7ibiJJsmU4ibmaaYEuznzHO92UxqGLDGGDiZvG+qWvYdOWN40XWMCuzn7oT8efe4XdZ61lrNgtJzML261F8/a0+Dapsd6szCqQRUo2xgNaRu3HYejUSZwIS8GhlppulAVo4m6Klsxlfsj+4LKX+RenIZbAyYhedUvutsSw1n8g0HlhjpaS3I9N4sI0t2WXDpXAY68rRv4kthjSzRwd3i3LZN0IIIYSUzMbABt92+RZzj8yFXD+U39bNbig8zTz5fSFpIbxPWqUH0qqZiAxxAjCnMAdRmVFwMnLi1y+GiX8zQ7kZpnao2/9GLxrU7eLYEUfCjkCldxc/Hw3AkjHNKv4HsyyjZuPFhfV/ur0FCD4pyotZYOzmhud7XrmuGHjRYIAInhnbl/ee84mx6qm6GbGsV5UM/+vXgPoVPyc7AzvoyHR4lp9UNxJf3jCD94jf4bxvAQzDzokBBJO2AbrGqDNYZvDWaSKYqGMCTN4BWHhoStotWYblA4sP+UGhVKFHAyu0cjGrwp2uviiQRkg1w4JUbNz61msR2HUzmgen1Fq7mPHU2pYupmjuZFZlU6RYjTw7s8guA7ztNPsdkZwDn6g0XAlNxn6fGMRn5PFSUHaxMNDGQG87HlRjr0NKBwaEEEJIuetg3wHzm8/H7zd/h0qhi5CATlD1VsFG/2Egra5TB9KYwJRAHkhjx1v3EiIBPaCfV33qA/uCujl244E0uaE/dlyPxNyu7qhnU4kZQGxyJpssyy55mUDERT6hECkhQEqouGSJAIKGVC6CZCZOIlvNphHg3BGwb/5Mk2LvJd3jWY4NzMueybMzcCf/3dSVmCMhuRVaOpuid8OHGULk2cikMrgau/KecwZuf/Dbxl0HjJzssSVaCkdWortuuAgm1YWeaSyItn0mEHAYkOuJjDy7pjyAm5qXWiwjjVU+7feJBfuq9t4Aryre8eqLAmmEVBNJmXnYeTMaW69GwC82Q3O7nYkuRrdy5BcXi+pbz8+Ca84W+vwyqKkdPh7ciAfU9tyK5kG1pKx8rLsYxi+2xroY3FQE1VhvNWpeSQghhJSf2U1nQ1dihu/2pOJ2RiEO+MbyQFqFDhyoIXhWfaYoWWICUwPRw7kHlp0KgkKSBhY+6+9Vv0r3sTbo7NAZEkgg04uCSpaO7w76YcW0NlWzM6yXmmdvcSlKqRQTZNUXVoL8ghM/WQ/CGYdm8Nd+bMyxMvUjZH0MV/qs5OvpsZ0BlRzv9POi4+MXNMh9EAKvB/LybaWSlfCqkFGYja8bdcFS37OQRF0D1gwBJm8HDGtx0LIwD9g6A/DfB0i1gLFrAZcO/K7EnERNFqmJjgn/fPxm/z1+G/vuySY/k5JRII2QKsbKI5eeCMQxvzje0JFhfcX6NbbFmFaO6ORpWSPTutk+s+w5dvl0aGOcD0riQbVDvrGITc/FirMh/OJuaYB53T0wvIUDtKj0kxBCCHlhLBtmWtOxSI67j1+OBeD7g34Y3lN8UazrGWnsiyMr6VQLSA3gfWhXnwuBzFWcyLQxqMVfqiuJhZ4FvC29cTvxNrSM/HH0njHOByWio8fD8rEqJ2XHndJyz3bMKhB9jNlrb2/X/qmP2Ru0F9FZ0dCCMTJS2vA+wx08qLn7i5rRZAamNZ7Gg5qTVlzChQg/GHn8gjOJt3C430fod4RNGL4NrOyjKXOsdQpygS1TgYBDYjryuPVA/b6au1nPTMZKz4oHbg/dicWV0BQ+nO7NPnRC4UnoWyshVSQ6NQdvbr6JIb+fxcE7sTyI1szRBF8Mb4IrH/TGbxNaoGt9qxoZRHsUC5B1q2/F+2Nc+ag3/p7Simej6WnJEJyYhXe23UaPJSfx7+Vw5Bcqq3p3CSGEkFphdld3WBrqIDQpG+HxonF+Xc9Ii8wUgwbUglKD8OMRf+QW5EMqFwEQa30KpJWHLo5d+NLVMYwvv9p3D8pHG/7WMtGZ0Zr163HXn7p9obIQf9/+m69nxHWBTKKNDwZSOV15nlRgAaL3+ntBlW+FvMRu/Pbv7m9ExpQdgJmbKPNlwbTIa6h1gwU2TRBBNF7OualYEK1oRhqb2FmgUOK7A378OptYbGeiVyW7XVNQII2QSpaRW8DPDLPA0X83RGnBiBYOOPRGV+xa0BlT2rvARL/2ToliPUf6NrblgcKrH/XmBwuWhtqITMnBwh0+6L74BNZdCEVugaKqd5UQQgip0Qx15Hijdz2+ftw3ny/rekaauj+ao6EjXwanhmDrtTBI5Jn8ulwqh6lOHeiZVEl90pgU1R2w+VVs0vuOB8e+tRXLLHuWQNr+kP08uCtVGqIgpR0mtnWGp3UdnCZZwZo5mfKT+HmJ3aGttEZCTgJ+Dd0DzDwM2DUHspOANYMB/4OoFTLjxesJOg5oGQCTtgIePR/bTJ2Rxk4ebL4SwRMcWA/uud1qYXZeOaNAGiGVpFCh5P3Bui8+iT9OBiGvUIl2bubYs6AzfhrXHA1s694fTQMdOeZ09cCZd3vynmrWRjqITsvFx7vuoNviE7zMggJqhBBCyPMb38YJ7lYGSM8UvZookCYCaW3t2kJfro9CVQEkWkno2lCnWIkTeXFe5l68gXmuIgfNmp+HzOA+vj9yGVl5Dwdp1eaMNFbayfqfPcmuwF18mZPYCUba+prANyl/7w/w4pM8UyOG8uub/TfDJycOmL5PBJkKsoF/xwOnF7NmiqixEvyBFb0A1gNOzwxgmXduXUreNEcM3DDRtuDTdZnXe9WDsW7tTeqoUYG0pUuXwtXVFbq6umjXrh0uX75c6rbdu3fnf7wevQwaNEizzfTp0x+7v3///pXxUgh5Zqxp47F7cej382l8vNOXN91nfcFYeeOmOe3h7WiCuk5PW8ZTiE+/2wOfD2vMByzEpefhsz130fm7E1h+OhjZ+YVVvZuEEEJIjSOXSbFwQEMoC8XxRnJuMvIUeajrgTQ2qdNC25mv6+jHY0hLA00gjZQP9h2tu1N3vn4rfTf0nVchx+4T9Nk6oNaWGMdkxWjWWS8+NsGzNKwJ/p2ku3y9MNML83t6wsKw7NNBybNxMNXj02MV2Z7QymkDFVT49MKnKGATWSdsBlrPZN/cgONfAlumAHkPh7/VGCGnRZlqargoW515FHAuvU9fQrYIpN2PliAxMw9ulgaY0FZ8LpIqDqRt3rwZb731Fj755BNcv34dzZo1Q79+/RAfL9IIH7Vjxw7ExMRoLr6+vpDJZBgzZkyx7VjgrOh2//77b0W/FEKeWWB8Jm9uOXPNVQQlZMFMXwufDW2MQ2925eWNdMbz8bLPqR1ccfKd7vh6hDf/g8c+1L/afw9dvjuB/25E8sAkIYQQQsqud0NrdHZ3hkopL1bOUxdFZogeabb6DohNFCWcrevloVCSpukVRMrPay1fw+stX0c/136w0nGCSiVBhiIOa323oDZST4TVYz2pnlLeyd6LWQWZ/PfSVs8F0zu6Vtp+1lWsZNHGWAcpEf2gKzXC/ZT7WO6zHJBrA4N/BIb8Csi0gXt7gBW9RXZXTcC+H53/HVg3AshNA5zaAbOOAZaeT3yYOiPtaqCoAFo0pBEfekeersL/lX788UfMnj0bM2bMQKNGjbBs2TLo6+tj1apVJW5vbm4OW1tbzeXIkSN8+0cDaTo6OsW2MzMzq+iXQsgz2X0rGkN/P8unVWrLpJjbzR2n3u2BaR1daTrlU+jIZZjYzpkH1L4f3RQuFvo8k+/Nzbfw0j9X+KAGQgghhJQNO3H36ZAmUD3ISjt478lfDrff347DoYdRmzPSrgRIkJEuJkiamSZrvlBa6lWjqZK1gImOCWZ5z8KSbktwbNw+2OZN57dv9dv5zCdH2fYsi6s6i8kUGWm9nXvz5bW40hvYnw67wZfKPDssHNCYn1AmFd9Whg8eUBgiO1qUeC6/vRx3H2QGotU0YPp+wNAWSPAD/uoKXPoLUFbj9112sihJPfwhoCwEmowGpu4GDJ4++VV9UqWwwAi9vKzRowENWikrcVqqguTn5+PatWtYuHCh5japVIrevXvjwoULZXqOlStXYvz48TAwEOnWaidPnoS1tTUPoPXs2RNffvklLCxKfrPk5eXxi1p6evpzvyZCniavUMGnEq29ICYUdXC34MEgJ3PRm6TaYmcvEu6LPxqZsUB+VpFLZgnr2YCWHqBrAuiZimWxy4Pb9M0By/qAiRM7kn+mXWIBx7Gtnfgwhr9PB+OXowE44Z+Avj+d5n0OWENWaS2YakoIIYRUNE9rQ9ga2CK+IAmrLt3E1JY9+ImrRwWmBPJyJy2pFro5deM9hWqLrIIsXtrKbL2YA6XUhq+HpAfBVNeYr9PEzooN6H47YCKmH9uAHGk81t84hSktRelnWazyXYXfbvyGNQPWoJlVM1Q32QXZSMlL4euDPQZjT/AeXI+/zoN/bHrko9ZeP8eXVtoeGNzUrtL3t64a3twBay6E4VZEE3g6tEWc4jI+OvcRNg/aDC2ZFuDUBph7Ctj5ChB0DDjwLuB/ABj+B2Bsj2ol7DywfRaQHgWwz+r+3wCtXyrzd67oDFFiLVea8H7VpJoE0hITE6FQKGBjI/5IqbHrfn5itOqTsF5qrLSTBdMeLescOXIk3NzcEBQUhA8++AADBgzgwTlWBvqob775Bp999lk5vCJCniwiORsLNl7HrUhRHjC/hwfe7F2f9yepNrKSgER/ETBLKLLMeNjToUJoG4qAmnVDwMrr4dLE8akf9iygNr+HJ/o1tsG7227jengqPtrpiz23ovHdqKZwtSweaCeEEELI41rYu+BQ2B0k5cRj1dlQzOv++GS201Gn+ZI1SQ9NC0UD8waobWWdchgiI1cb3i71EQogPCNcU9JJPdIqVmtnW7jotEd4wWn8enkTxjXtWqZSMhaM2ui3EQqVAsfCjlXLQJq6P5qRlhHa2Lbh5Z3p+ekISg1CPbPiQwSO3o1DRFYA5AbAuKbtqd1LJWIn4RcNboRRf55H0L2+sGt8HwEpAVh2exlebfGq2MjIFpi8HbiyAjj8ERB8AvijPdDjIxGoklVoGKVsWWjHPgOu/SOuW3gCY/4BbL3L/BTpuTnIVog+cFPaNqHvU8+oit8BT8YCaN7e3mjbtm2x21mGmhq7v2nTpvDw8OBZar169XrseVhGHOvTVjQjzcnJqYL3ntQ1x/3ieOlhWk4BTPS08NO4ZujpVTyIXCWyEoHAY0DAYdGAMusJfVGM7ACrBiJ7TMcI0DZ4cDEEtPQfrrMly0YrzBWZbJpL6sP1nAfrbPxyUqDIZIu+Li5FaRuJn+nQEnDvDrh2FplsJWDjwLe+3BFrL4Ti+4P+uBSSzIc4vN23Pl7q5Fa9ApaEEEJINePI/s6zzCCtNPx2PIBnfNua6Bbb5nSkCKQxAakBtSqQpi7rzMsxg0wqwTdDO+LlMyZIy0vDrfhb/D7qkVbx3uo4AW+cOo0c7Wv464w/Xu3R8KmPYaV36jK0u8kPyvCqaX80e0N7ntHZ1KopLsVc4n3SigbScvIV+GSPL2RWYvsebi2rbJ/rqlYuZhjX2gmbr0ZAljwKMFqJlT4r0dOpJxpbNhYbseBm29mAWzfgvzlA9A3gwDvAtdVA/28B926Vv+OsHPr2ZuDQh0B2oritxWSxP+y72zP49eSD72QqOd7s2bwCdrZ2q9BAmqWlJc8Qi4srPpWFXWd9zZ4kKysLmzZtwueff/7Un+Pu7s5/VmBgYImBNNZPjV0IqQiFCiV+OnofS08E8evNHE2wdFJLOJpVUSknq+GPuQEEHBXBMzb6mE2gKcrUGbBsIAJYLCuMX+qXGsB6YYoCIDkYiL8nMuDUSx5gywCirorL5b8BiQxwaAV49ADcewCOrQGWZv0AO/Cd0ckNvRvaYOEOH5wNTMTX+/2w73YMvhvdFF62ojSDEEIIIcXZGIgTfGbGOYiNU+CT3b74a0przf0se+Zm/M1iZZ61STCbZMcOlfLN8VInVzRxMIWnqSfvY5WvzOf3UUZaxevu3AHGckukIxF/XtqDkS1c+YCpJzkeflyz7pfsx/ulVbcsLnV/NDtDEbBuZd2KB9KuxV/DOK9xmu3+OBmI6MwoGNrm8IAbew+SyrdwoBeO3otDRGQ9NG/VGUHZZ/HN5W+wbsC64u8t9h2JTb9kAbQTXwHxd4G1Q4EGA4HOb4lS0MoIoN0/CJxe/OC7HdsvL2DQj4Brp2d+uqCETKy7ehvaToCZjgUMdB5+1yLVIJCmra2NVq1a4dixYxg+fDi/TalU8usLFix44mO3bt3K+5pNnjz5qT8nMjISSUlJsLOj2nJSueIzcvH6vzdxITiJX5/WwQUfDGpYYs+RCpWXKYJm7BJ4FMgSDXM1WJqvZx+gXh/ArpnIKKtMLBDGg3aPnNUuzAeSg8QfJFbjH3RCXI+8LC6nvhMZcCxLjQXVPHsBluKMHus5t25mW2y9Gokv9t3l5bRDfjuL13rW42Wg1DuNEEIIKc5GXwTS7MzzkCiV4NCdOBzwicEAb3EMfT76PC+dUwtMrV2BtAP+vnxpILXGG73r83V1IE2NMtIqnkwqw+gGQ7HqziooDa/h8z13igV0nxZIYxmEsVmxmoBVdRGVJTLMHAwd+LKljcg0Y+8vdeAvJDELf50Khkw/mt/HMtV4Xy5S6Uz1tfHR4Ia8ouiebw8YeF7GrYRbuBp3lZfmFsNKOVl2WpNRwImvgasrAf/94uLcEej0GlCvH6sbLd+dVBQCfnuA0z8AcT7iNjYRttu7QIcFYtroM1IqVVi43QeKB5OKXUyq1+9RTVHhpZ2spHLatGlo3bo1L9H8+eefebYZm+LJTJ06FQ4ODryP2aNlnSz49ugAgczMTN7vbNSoUTyrjfVIe/fdd+Hp6Yl+/fpV9MshpFg/tPF/X0RUag4MtGX4dlRTDGlWyQ0ok4JE7f6N9UBeevFySY/uQL2+gGfv6tcYU419+LNeaezC/jAx7Gxx8EkRVAs5BWQniTMw7MLYNgWaTQC8R0NiaI2xbZzQrYEV75l25G4cfjhyHz5RafhpXHM+mYcQQgghxTPS0gsSeX+0344HYtHuO+joYQkTfS2ciTzD729i0QS+Sb61KpB2LyYd/omhkBkAI72baY4R6pk+LLmTS+Qw1TGtwr2sO4Z4DOGBNLmhHw77BWO/jwMGPgjoPiosPQxBaUH8/w97D7MSynvJ96pdIE2TkWYg9ouVdrJ9ZiWpbJ/tDRzw3rbbyFco4WmfAlaz1ciCGrxX9eCBbdcicS4QsCvsgCTpKV7i+VggTY0NURu0RATVzv0C3N4ChJ8XF9Yap9EwoNFwUVHzvBmTrLqIJRT4bAXu7HxYwsmSC9rMAjrMBwyffyjKxsvhuByaDAPLTH6dTh48nwr/ljlu3DgkJCRg0aJFiI2NRfPmzXHw4EHNAILw8HA+ybMof39/nD17FocPPz52m5WK3r59G2vWrEFqairs7e3Rt29ffPHFF1S+SSpNdGoOJq4QQTQ3SwMsn9qaT8OqFOzDNeg4cPkvIODIw7JNMzeg4WARPHNq/1xnKKoFVnbacqq4sNfKzr6woBpr8hl6Doi9LS6s8SfLUGs2HjYNBuLvKa2w/XoUPtjhg8N343gD0RXTWlddiS0hhBBSTTPSEnIS8PJwF+z3iUFQQha+2n8X347yxtmos/z+GU1m4O1Tb/Mv/2wSoT7rk1qKjPwMHuhobNG42pXaqSmUKnzwnw8kWqKCoF+DBz2QWEaa2cOyOkt9yxKnK5Lyx/7dWRCJ9T6TG9/GxzvN0M7NHBaGj3+fOxF+gi9b27bmU1XZ+5KVd/Z07onqJDozulhGGhs2wF7j7cTbfHrn4ZgCHsDQ15bB3joRcYlAQ/On94cjFYd9Zn053Jv3XA4LbgsjzzM4F32Ovy+fGORkVTZsimfPj4CLf4qm/2kRwIXfxcXYEXDpANg1B+ybAzZNRAudRz8j2XedvDTR9oaVbLJL+CUgQ7yXOH1LEUBrN1cE8l5ATFoOvj0ghj62qyfHlVSaVPy8KiVdg5VxllbKyQYEPKpBgwY8/bUkenp6OHToULnvIyFlFZuWiwnLLyIiOQeuFvrYNKc9bIyLN+qtELnpwK1/RR8x1ltMjQXO2s4FPHqWfzpxVWOvh5WiskvnN8SEGt/twK1NoqeaupxVxxiSRsMwutkEuM1ui7nrb8AvNgPDfj+Hv6a0QmvXF/ujQwghhNQG5rrmkEvlKFQWIqMglU++HvPXBWy5Gomm7hlIzk2GgZYBejj3gKWeJRJzEvnEQW+r0ifBfXL+ExwJO4LV/VbzQEd1tOJMMG6EJ8HQK5VfdzJ6OHSsaH8q6o9WuYa4D+EBC0PLa0gKbIlFu+7wPsOPOh4hyjpZ4IxN79wdtJtnpFU30Vki+FE0U46Vd7JA2qmwS9h3QpRwvj/AC8vD7vN1FoAmVYslRbzawxM/HFECWc0Agxs8K+2H7j88/cGs6qfvF0CPD0R7HZZBxqpo0iNFRhm7qEnlIpjGA2oyICdZDGcrUk5frLqo4RDAexTg1r1cpoSy+MpH//kiM68QLZxNYWteAKSCf9aTZ1fLvnUTUvE90SYuv4iwpGw4meth4+xKCKKlRQL73wV+bAgceFcE0XSMgXbzgFevA5O2AvV6174gWknYWRiWSj37GLDgKtD1HcDEWZS13lgH/DMQrXb2wNGOd9DSVgtJWfk86Ln1qpjSRQghhNRlLNtKnZXGekyxE01T27vw6z9f2MWXHe07FmuA/rTyzhvxN/iyOgY2mLvR6Vhy2B8SrVRIJEpoS7WLlTKZ6JjAWk9kZFAgrXINcBvA32uF8kgYei7G4cht2HkztNg2STlJmgEYPZx6wMvci6+zjLSnZYf1396fB0QqQ54ijweeGQcDkZHGqEsEj4UfR64iB508LdCzsRZS81J52WfRaZ6k6szt5oEmDsbIjBOTONnJAZZpqx7C8uXFLzH3yFyk5opg/GO09ETga/RK4J0gYPJ2oMdHgNdgkZ3GKAtFyxo2gC0pQKyrg2hsojLbttcnwNTdwDsBwIg/RYuecgiiMbtvReOYXzy0ZVJ8P6opEnNET23KSHs+1ECIkDJKzMzDxOWXEJyYxScLbZzVHvZPmTD0QgpygPO/AWd+BApzxG2W9YG2c3g547OOOK512NABlk7d/QPRl4BlqbGzQKlhMD29CNt1TXDQbjAWxXTCO9tu435cBt4f0JBP/SSEEELqKhZIY6VxcdmsQxPwTn82uS4eKTJfsFFJXRy68NtZIO1izEUEpAaU+lwpuSma4IG6rK06yS1Q4M3NN1GgUKFNfRVY6MXRyPGx8k0PUw/E58RTr6BKZqFngV96/MInJUZkREDXdg8+vnYWBbrvYgwLKgA4FXkKKqh45patgS0MtQw1gWD2/jPTNSvxudnj2Pt8b/BezPSeWWn90Vg5JwvOqrHAtJmWA1IKomBgdRbfjfoSfinnNeWt2rIa2oqlltGWS/HT2OYY/FsmCjO8IDfyw2rf1eji2AVfXfyKl8Mz2wK2YZb3rCc/mZauCICxi1p+FpCb9vCiKBAJAnrmYimv2BZVkSnZvJ80w4ayReRdgU+iGF5AJxCeTx1IYSHkxSVn5WPyiksIjM+ErbEuNs5ux6dGVghW1swCQr+3FSOWWRCN9Tyb8h8w/7LIyKrrQbSiWCYem+o57Hdx9mbIr4CFJyS5aRiQsgEX9N7A1/LlOHb2HGatuYKM3IKq3mNCCCGkyqgz0uKyRCDNUEeOT4Y7QaYXya9np4kMGXWmTGBK6RlpRbPVWNCiorHMJJahVFY/HPaHf1wGLAy0MaCF/LGyTjX1dMX6ZmKSJ6k8LFCxa/gufND2I0iVJoA8BZ9fWoh3T73Lp3Oqp3Wq+6EZahvC2cj5qVmQ91Pua96XJbUMYoHfgyEHS20n9CL90Yr2CgxNzEF8eA++rmt5Fvp6ubyclaFBA9VLPRsjXnabn9SdX98RsANvnHiDB9GMtMR3r71Be5/vPaNtIMpA2YA15/aAWxfApjFgbFfhQbRChRJvbLqJjNxCeDtpIVp7JV4/8ToyCzJ5j75WNq0q9OfXVhRII+QpUrNFEI313LI20sG/c9rDxcKgYn5YrC+wZgiwdRqQFg4YOwCjVgIvHRQ90KppE99qg6VVt5oGzL8CjNsAOLaBXJWPifITOKr9DsYHL8SHv65CWFJWVe8pIYQQUqWTO9UZaUy2/A5fKnIc8O2eKD6ZvCylnepgRWVkpN1JvIMpB6Zg3tF5Zfoiez4oESvOhvB1Nlk9NT+u1EDazCYz8e+gfzGq3oMJ4qRSsfLOCQ3HYVWv7ShM6gWVSooDoQcwavcoXIi+oCnrVCtLeaf6vZlTmIOk3MeDr59f+BzvnH4HZ6LEpNpy64/2YGInk51fiFc2XEduaiPoqVyQr8zBCp8VuJssAmk0aKD6mdbBFR0cWqMw25VnQsokMp6BtnvEbl4WzqbHVtcy9tL8ejwQV8NSYGQShnSLb7A/ZB/Pyn2pyUtYP3A9ZUU+JwqkEfIErBnjlJWXcTcmHZaG2rwnGmtIWe5YE/29bwF/dQFCzwByXaDbe8CCK4D3aAqgPU+WGptgOvMIMOMgUH8ApBIV+smu4tfsd5H4W2+E3Xp80AkhhBBSZzLSigTSzkSKYIKVvDky8grx2qYbcDZy47exbIzS+gIVDbJVdCDtVsItvmRfYtV92Z7UjuPtLbd4kv/4Nk7o08iGlw7iQWnno7RkWmhi2QQyKStuJVWllbMN3mv3OrJDX4Yy34K/R/OV+Tz4WXQoREMLEYDySyo5kMYGEgSkPCxJjswQ2ZZF+af48+XthNvlsu/q97+9ob3mto933sH9uExYGenhs87v8Ns2+W3CrXjxXqaMtOpHKpVg8ZimkCdNQH5SZ/Qx/Qqvt3ydN+RnQ1iYPUF7UFNcCk7C78cDIDO4D7nDSiTnJcLV2BVrB6zFm63epCDaC6BAGiGlYGc7P9jhA5+oNJgbiCCap7Vhef8Q4Noa4NcWwNWVgEoJNBouSjjZ9BeWBkyeHwtAstHTEzcBr1xCTuMJKIAcrXAXLv8NQ+a6SaLhJyGEEFLXMtIelHYGpwVrpiJ+3GMUjHTluBGeiuWnomBvYP/ErLSiwYqMggzelLuihKSJ7DJmk/+mJ5YxLdh4HTFpufzk50eDRbBCHUgrKSONVB/TOrqif722yAp+HVpZHfltI+uNLFYuqc5IKy0zKCojimeiqUVmFg+kZRVkaXr7qQNqz4KVnLJm9Aql4rGMNHUgbcvVCGy/HgnWmve3CS3Q36Mr2tq2RYGygJfUsUwnKiWunuxM9PDt0B7Iix+MreeB/T4xmimzzIGQA3zycWnfHzf7beaDLqo64Maqqt7YfBMSAz8YOK9FoSofXR27YsuQLWhm1axK9602oEAaIaXYejWSTzdhzemXT22F+jbl3JcsLwPYPgvY8xrAzvTaeAPT9wFj1wBmYoIWKUfWXtAbsww5L1/DEe3eUKokMGR9DlgvugPvAVll77lCCCGE1IaMNPal74sLX/AvhWzIQC/31vhmpDe/f+mJIJjIRdApKDXosedhj1UH2CSQlCkrjZVnjtg1ArsCxYTQZxGS/jCQxoIYpfVK++aAHy4GJ8NAW4a/p7TiPeDYvj4pI41UHyxgxkpxXc1NkRw+FK1US/FS4+LDAtSBNDZVMbsg+4klxyVlpKmnMT4aDC6rX6//irdOvoW/ff5+bNgAC6Tdi0nHxw8au7/dtwHau1vw18Uym9TcTd2hyypQSLU0qKkdZncRWbn/23qLDy3r6NAR5rrmvFRYXXJcVG5hLj469xG+vPQl78331aWvNAHbylagUGL+xutIUFyDvuM6qFCIXs698HP3n/lADPLiKJBGSAkC4zOwaLf6D2B9tHIxL98fEHcH+LsH4LsNkMiAPp8Dc0+JpvmkQhnbuqLlaxsxz+hnnFI0hURZAFxaJrICz/4kpqUSQgghtTyQlpCdgP8C/8PVuKvQleniw/Yf8i/7g5vaY3pHV77NnVAxWKmkyZ0xWTE8s0culWsCG08aOMACHu+efpcH3/65888z73dIqgikGWkb8cAf2/eirsRewdj/5mJj+ELou/4Ou8a/Y/6ZUeiyqQvabGiD7MJsHvBzNKRAWnVnrKuFpZNa8kmKJ/0y8MfJ4hmRrMzOWs+a97AqKaPsaYG08PRwzTp7z2bkZzzT/rHfGXWZZr4iX/M8jJHMivdFyytUonsDK8zr5qF5XFOrpjyYwXhbioA1qb7e6++Fjh4WyM5XYO66a8jOA/q79uf37Qne89h7bOqBqdgdtJv3H7PWt+afj0tvLq2Sff9szx1ciLwBXccNgESBfq79sLjbYl7GTsoHBdIIKWFU+vwNN5BboESXepZ4uevDP4Dl4sYGYHkvICkAMLIHZuwHOr0OUF+OSmNhqIMv5o7HZyZfYHL+QgRI3YC8NODop8BvrYFbmwClsqp3kxBCCCl3LAjBysoKVYX49vK3/LZXmr/Cpw2qfTSoIbrWt0JetjW/fi+xeGCiaCaPm4kbnI2dn5qR9sv1XxCeIQIYLJj2LJkamfmZiM+J5+vzms3jy233t2lK69gUxHlHXsG99POQGwTzCaRxuWE82Jeal4o8RR7frrNDZ+oJVEM0tjfB50Mb8/Ulh+/jvxvFg2FeFg/KO5PulRpIUwerHi3tLJqR9qxZaSw4oi4zTs5NxsHQgyhQFPBegnxf9yUgJDEL9ia6+HFsc95zq6iP23+M2d6zMbfp3DL/TFI15DIpfp/YEg6mevz/6Vubb2KQ22B+34nwE/y9wLJd9wfvx7i943ipsZmOGf7u8zcWd12smfzpn/zs5cMvYu2FUKy/GA5ts8uQSJTo7tgd33b5lg/1IOWHAmmEPOKLvXf5qHRLQ50S/wA+t/xsYOd8YNcrAOvb4NELePmMGIFMKp21kS7vexdu2g59s7/AN7qvQ2HkAKRHAv/NBdYMBhIe/+JACCGE1GSsoT4LpjGsj1Q9s3qY3GhyCV8gW8DBQJQ2+SbeR05+8Z5A6iw11gRe3ReqtIy0SzGXsNFvI19nXzSZkkqjShOaHsqXbL/H1B8DY21j/rPORZ/jmXWvHF2APGUuCjM94aqcg197/IaVfVdi48CN+G/ofzg46iBOjTuFpb2qJjuEPJ/xbZ0xp6s7X393222cC0ws0+ROdSCtp3PPp5Z2PmufNBa0ZZlwahvubUBsdiwfcCCFFm6EFvI+g6tntOU9lh9loWeB11q+VmwoAam+2P/DZZNb8ezIY37x2HIOvFl/riIXm/03482Tb+K9M+/x/pBNLJrw/mPt7NqhpU1LngXG3heLrywu06Th8nD6fgI+28OmwiphbC4+oyc2nMgzh0n5okAaIUXsux2DDZfCeY/6n8c1h5WRTvk8cWIAsKIXcHM9IJECPT8CJm0DDMSBLKkatiYsmNYO9qYG+Cu1HYZLfkF2148ALX0g7BywrBNw6nugUKTtE0IIIbVp4AArdVzUflGJmQqsvG7FhAGASgKlJAvzN53ifXcezeJhDdMdDBxKDaSxbLKPz33M18fWH4sR9Ubw9YsxF8u8v2wggjr7jfWVGuY5jF9fd3cd5h1dgKTcBCjyrOFQMBfrxs1FD+fuaGvXFt5W3vA08+TZdqy3UdGG9aRmeL+/FwY3tUOBQoWX113j/ceYhuYNSwyksRJidT+8nk4ikBafHa/JSmTCMkQgjQVEmGfJGPJNFK1fWtu0hrZUmwfWWEYSU5BnCm0Z683XGg1sy7m3Mqky3o4m+GFMM/79cP2lcJgpO/Dbf7r2E46FH4NcIudZvWsHroWtga3mcXwqplQbl2Iv4WTEyQrfT9+oNN4XTaFUoVezPOQo02CoZcjfq6T8USCNkAcikrPx/g4xApv1M+hcr5yCXP4Hgb+7A/F3AQNrYOouoOs7bL5y+Tw/eSGOZvrYMKsdbIx14BOfjzG+7ZH+0lnAszfA+l6c+Ar4qwsQfqmqd5UQQggpF+oAwtgGY9Hcunmp29WzNoetvugpdirMB29suqkJpqkHDRTNSCuptHPx1cW8xJIFs95u/TY62HfQZKSVNUtDXUrnZuymCcipg3H+KXehLNSHWcZcbHipO0z1qXSzNmGVIT+MbYa2bubIyCvEjNVX+DG7OiONZUay0ko19r5kGWMse5EFXvXl+vx60femukdaH5c+z1zaqQ6ksTLhQe6D+Ppft1bwparAFIvHNEUHD4tyee2k+hjSzB5fDm/C18/cYKXsIijP3oebBm/iJeePnpBgn3nTGk/j60uuLin2Pq2IINqkFZeQkVuINq5maOQpgslsiAz1RasY9E2ekAeTTV799wb/8GnlYoY3+5TTOOo7O4HNk4D8TMC1C/DyWcCta/k8Nyk3rpYG2DCrPSwNtXEnOh1TdsQic/QmYNRKwMAKSPADVvUF9r4F5KZV9e4SQgghL+TVFq9iUYdFeKfNO0/dtolVA77U1o3HPp8YHkzLKcjTZImx0lB1fzUWrCgaHGMBMNYjiGW+fdnpS+hr6aOFdQvoyHR4T6mSpoE+KZDGJh0yriauaG3Tlq+rVFLoJs/Av9MHw8aYpiDWRjpyGZZPaQ1Pa0PEpudi7F8XkJNtohk84ZPo81hZJ8uUZBmI6imt6vLOtLw03jeP6eXSSxOMU/fbe5o7SXf4sollE0z0msjXC1S5fNnU1g3Dmj/sNUhql0ntXPgAAlWhGXIiJ6K/7XxsHLQRDczFZ2RJZnrP5EFd1h/yw7MfooANOStnd6LTMHnlJaTlFKCFsylWTW+D01EiA667U/dy/3lEoEAaIWyM9bEA3IxIhbGuHL+Mbw4tWTn8atzeAmybASgLgSajgSk7ASNRSkGqH3ZwxoJpZvpauBWRine23YaqyShg/mWgxYPeMVdXAr+3Be4Vn9RDCCGE1CSs/Ij1GmMBradhpZFM58aF0JJJeDBt3pbDPIDBsn3sDOxgZ2jHt8ksyOS9gtSux13ny9a2rfmFYT+zpXVLvn4h5sJzZaTFp+ciIrgLL+eUJk7AximT4GwhJoyS2slEXwvrZ7bjx2sxabkY//dFtLAQ0+6LTnAtGkhj1FNa1QMH1P3R2NRPLzMvPrGW9QpUl4My7L396/VfcSDkQLF9YMMF1OXLrLT0v0sqFGaJ9yTTq17pARVSO8zr7oGXu3mgMMMbW084YcXp8Cdm1hpoGeDTDp/y8s8DoQfw1sm3ipUZv6i70ek8Ey01uwDNnUyx5qW2SM6P5ic62M/s7Ch+R0j5o0AaqfOiU3Pw12lxVvWbkU15qd8Lu74W2DEHUCmB5pOBkX8DMmryWN2xfhYrprXhXxQO+Mbib/a+0DcHhi0Fpu0BzN2BzFhg82Rg5ytA3rONSyeEEEJqGnVAIjjrGn6Z0IT/jTwbKjKA3Iw9IJVIoSfX4z3ImKIldLcSbvFlM6tmxZ5TXd5Zlj5pLINDXYrHSvUC4jIw4o/zCAy3gm7c+1g37mXqR1WHettumdsB3g4mSMrKx+mrHvz2gyEHkZGfUXIg7ZGMNHUgzcXEhQ/eYKXJRR/HHA8/juU+y3lvP9bjT+1O4h1NafQ3+0L594eClE6a+4tOviW113v9G2BmZxFA/e6gHz7a6YvCIv0jH9XNqRt+6fkLP4nAeqXNPzaf9/J7USf94zH+7wuaINramW15b0t1PzZ28oINZiEVgwJppM778ch95Bcqee+Fgd4PG0Q+t8vLgd2vsmIDoPVMYOhvgFRWHrtKKgEr7V00pLHmj+N59YQoVpI77zzQ+U3RF+HmBmBZFyDyatXuMCGEEFKBWI8dG30b3rA9Dsfw56RW0NaP4/cFRhnhfpwIYBQt71S7nXD7iYG0K7FXnto3iAVAClWFPFgXFCvDyD/PIyo1B26WBvjvlY5o5mRazq+YVPcpimxQFO+Zlu4AZZ4Nn6C4N2gvzwx6WiCNldgxzkaszxVQ37z+Y5M7dwbu5EuWOcSayav5Jon+aOlptvj3cgSkEuCLPmPhZORU7GeS2o2VDH88uBEWDW7EBxCwQXVz1l1DVl7xycZFdXXsij97/8mzeNkU45mHZmpONDwr9j7/42QgZvxzBem5hWjtYqYJoqkDwQyVdVYsCqSROs0vNh3br4s/rAsHeL34NKfzvwH7/yfW288HBv1AQwVqoMntnDGqpSOUKmDBvzd41iKnpQf0/hSYvg8wcQJSQoCVfYFTi4Ey9tYghBBCahI2JXNBiwV8nWXptPHQRbsGIviVlmaBEUvP4aCvGCbAqEvfWIlnUJrogeZt6V3sOVnAgWWwsZK6p32ZVJd1GkjsMGP1Vd7Pln1x3D6vI1wsDCrgFZPqzkhXC2tmtEXvhjbIT2nDb/vl8noEJEfwzDRW0sayF59U2uli7FIs+HU/WQTgWMD4XPQ5zc/aF7xPs34m7AZfRsdZQUcuxW8TWmJCWzes7LsSq/qt4v0CSd3xUmc3fmKBvReO+8Vj+NJzvD1MadrYtsHyvst5bz8WlJ28fzJmH56Nq7FlPymfnV/Iv5t8f9AfrKJ0QltnbJzdXhNES8lNwc2Em3y9h1OPcniVpDT0DZ/Uad8d8OMfQiwTrYWz2Ys9GQumHP5IrHd5G+j3FTtlUS77SSoXC6h+NaIJGtsbIzkrH/M2XEdeYZFAmWsnMTii8UhApQBOfAn8MwhIFWc5CSGEkNpkiPsQHiRgQYoVPisQmyOCW17m9ZGVr8DL66/jXoRoYRGdFV1suiELZFjoFZ9iyMpB29m2K1OftEuR9/gyJtEYBQoVn563flY7nplE6i49bRn+ntIa89uMg0opRxbCMWnTb5phFNoy7ccy0lgmjzqQ5mwsMtIamIm+ZupMtr3Be6FUKTWBtkuxlxCVHosfDvvjVoIoabbTq4ddCzphUFPRG5D1CGRBElL39G9ii01z2MAyHQTEZ/KM2e8P+hX/3lBEU6um2DJ4C4Z7DucBX1bePuPQDIzdMxZ/3vyTD7Ng77+SHL0bh/4/n8G+2zG8xJ59V/lmpDe05Q9DOqcjT/PHs2mi6mnKpGJQII3UWReCknDCPwFyqQTv9BMjtF8oE40FU5geHwG9FlEQrYbT1ZJh2eRWMNETwwc+3X23+AZ6psDoVcCIvwBtIyD8AvBnJ8BnW1XtMiGEEFIhWC+pN1q+wdc33tuoye5ZOXEwZnV244c8/pEikHYhLIBPQ1eXdbIvjiXR9EmLLrlPWlp2AW+/se7qFX5dW2mLn8c1x6/jm/O/0YRIpRK80bM5Otn15Ndz9I/yZXqaFUISs/g6CyawqbHZhdl8WIC63x7rc8aos8hYAJhlUarLOmc0noHmVi14UGL42qX4/fRVSOWZkECGnbPGwMuWek8RgSVjHHmzK4Y1t4dCycougzD417M4dT+hxEEELLj7RacvsHfkXj70RUuqhXvJ9/DHrT8wfu949NraC/uD92u2D0vKwkv/XMGstVcRnpwNW2NdnoXGpog+6kTECb6kss6KR4E0UiexD7VvD4gznCwllvXZeG73DwOHPxbrvT4Buj19lDypGZzM9fHrhBb8C8K/l8Ox5crDiU4cu6PZeODlM4BjWyAvHdg+E9i1ACgQo9AJIYSQ2tIrjWXd5Cvz+XULXQtYG1jio8GNsPOVTnA1EZk/Acnh6PfTaez1v1hif7RHA2msxKnopE/W/+zzPXfR4dtjfKo6tOP57R/3647hLRxevA0HqXXmtJjIlxKp6FEVEWeC3j+ewsIdPohKLoC1vjW/3SfRh0+WZYE1daaaiY4JnzzLbL+/nZcS68h0IctphpBQUfaZpXUZZmaiL2AD83ow1zesktdJqi8zA238Mr4F/prSCpaG2jw7bdqqyxj461n8dyOSn1x4FCuHX9RhEQ6PPozPOn6GXs69eA+1xJxELDq/CAf8fPDutlvo89NpXjrKstDYxNBjb3dDG1cx3KUo1tPvfPR5vk5lnRWPAmmkTmKj229FpsFAW4bXer1AP4OE+yJwwgYLtJz2oBE9qU261bfCW73FgdRHu3xxO7KE3gfmbsCMA0C399lRHHBjHbCqL5ASWvk7TAghhFQAFsB6q9VbmuueZmLaIcMa/i8b34evy7RTEJyYidBMkcl94Jo2/yJ5LyadD3dSszWw5VlBLOPn39vH8OfJIP7Fs+v3J7DqXAiy8xVoYGsIA8Nkvn1zW2rkTkrW0rqlpica08TKi2cGsZOgPX84hZQ0MdV1l79ows4CZ2yCopq6T9rSG8v4Mje1Md741x+RUfUBlRQy3Wi0bxbM72tsIQZSEVKSfo1tceTNbnipkxv0tWX8c+/NzbfQ5bsTeH/7bf5ZGJP2oPfyA5Z6lhhZbyQ+bvMdvm/zHxx1m/Gg2FvHFmHL1Qj+udnZ0xIHXu+K9wd4wUBHZP8+6nDoYd53kn22NjRvWEmvuO4q+f8CIbUY+zBafEhM5pnd1R1WRg//kD6TnBTg3/EiC8m5AzBwCZVz1lLze3jiVmQqjt6Lx7z117Hn1c6P92aRyYEeCwHn9iK4GnML+KsbMGoFUE98uSCEEEJqsiaWTdDPtR8OhR56LKDgYPSgH480D6/018K6sBzeu+rMPS2c8RUDBVg7DVdLA77MK1QiTc8NMAzFL1f/RnboK5pz/J08LTCnqwcaOqjQa1sW76mm7llFSElB3tH1RmPx1cX8+p9jBiM8QQtLTwTibEAisrJMoGUKHA45Dak2EJ1oiL4/neIBifj0PCRryyC3APKU2fzxOcktYW2kg9GtPBAi64Kz0adwJuoUv6+xJQXSyNOz0xYNaYTXennyiZ6rz4UgNj0Xm65E8AtjYaDN+/yxMnVdLSni0vOQkJHH75No9YGB+x3IDQPRsVkY3uwwgQ9YeVI2Lqu2WnNnDV8fW38sZe5WAgqkkTqHnZ0KS8rmTSFnd3F/vidRFALbZgLJQWJ649h1gJya3tbmHhw/jG2OYb+fRWhSNt7ZegsrprUu+Y+URw9gzilg6zQg6hqwYQzQ7T1xoQmuhBBCajhWgtTWti0PqD063ZOVeyblJkGlL6bGeZk3Qosu9XArIg33YtP5xM3A+EzNYySyjjDwOAeZXiRaNgzDYI9B6FzPEvVtRAbR5ZjLmoEF6ubxhJRkqMdQ/HPnHz4NlpVy2rhK8M+MtrzX3qLTvjgedw1S7SS+bX6OOe7HPXwfyo1sNV+KDaRWWD1tElo6mfPjv0OhQ3ggTa2JRZNKf22kZjLV1+Yn42d2dsO5wERcCknGpeAk+ESlISkrHxBt/IpxsdBHA5vG0LachFMJaxAp2QxP24lPDYxdjr0M/xR/6Mn1MLbB2Ip7UUSDAmmkTilUKPHHyUC+/nrveqWmxj7V0U+AoGOAlj4wfiNgaFW+O0qqHTZ0YNmUVhj62zkc84vHntsxGNqslGk4pk6i1PPgQuDqSuDUt0DUVWDkckD/8Z4GhBBCSE1hoGVQ6hc11vOHBdJYxhrTwaEl3m7dSJMxEZOWqwmkqTMxDkQkYv39v5BlsAeTOswuVnLH+lUxRcv2CCmJqa4p9ozYA7lUXizoYKKvhT71G+G4aHHGvdyxHVqbt0VWXiGsjHShkHlg5rGN/L6p3qPR2uXhlNlujt1gqGXIe6ux92bRkmZCyoJ91vVqaMMvTEZuASKSc/hkz9wCJXILFTDV0+InENTfTQuUzTB2zzkEpgbih6s/4MvOD4balUKdjcYCyqzvH6l4lB5B6pQzAYk8ddZMXwtjW4smo8/sxgbgwu9iffgfgF3J06hI7cMmNLEzS8xnu+8ghZ1NKo1cBxj8o5jqKdcDAo+KUs9YMTqdEEIIqW3YhEQmISfhsYmdLLhhb6qHrvWt+KWtmzmaOpritTYzeQYRm5q4/u76Ys8XnCb6UlEgjZQ1yFs0EKvGMhqLauVQH13qWaF/Ezu0cjFDK/t6sNKzgrZUG8M8hz2WadnHRbToaGDegE9YJORFGOlqoZG9MZ/22cHDAj0aWPP1ogke7H32SYdP+GCMXUG7cCVWTC8uSXBqMM5EneHbTm00tZJeBaFAGqlTWMNGZkQLR+jIn2N0esQVYK8Y/85L9RqPKOc9JNXdvO4eqG9jyFOyv9ovJr8+EZvqOesIYOYGpIUDq/qLSa+EEEJILQ2kqTW1fPrJRlaK9HrL1/n6Cp8VSM4VwwUYykgj5UE9oVPt0X57MqkMq/uvxsZBG3lW5aOmN5nOm7dPaTilwveVELXm1s0xpv4Yvr7slhiEUZK1d9dqJnU6GztX2v7VdRRII3VGUmYejt4Ted1j2zxHNlp+NrBjNqDIB7wGiwmNpM7RlkvxzcimfK7EtmuRvIntU9l6A3NOAK5dgPxM4N9xwOXllbG7hBBCSKUpGoSw0beBjYEoZXqawe6DeaCClc/9ev1X3E+5zzMwAlID+P3uJs/Z05YQ1thd14IHbBmZRPZYwFcdXGMZZyVh778tQ7agv1v/Ct9XQoqa3XQ2f8+yHmh+yX6P3Z+Uk4Q9QXv4+rTG06pgD+suCqSROmPnzWgUKFTwdjDhJXrP7OTXQEoIYOwADP+TGsfXYawMYGp7cTbzg/98kJOvePqD9MyAyTuA5pMBlRLY/z/gwHuAsgyPJYQQQmqAogGKZlbNyvw4NpXzf63/x9e3B2zHqN2j8NKhl5CYI05WuRq7VsDekrqClRWrg7xsSeWZpKawNbDVlBavu7vusfs3+29GvjKfD8FoYd2iCvaw7qJIAKkTWIPbrQ/KOp+rNxqbvnhhqVgf/BOg+xyBOFKrvNPfC3YmughPzsbPR++X7UFssuuw34Fei8T1S8uATROBvIeTowghhJDaEEgr2h+tLNratcUIzxG8WTybvMiCZ82tmuO1Fq/xRvKEvAh1n7RHyzoJqe6mNBIlxQdCDmhOLjDx2fHY6LdRk432tMmepHxRII3UCb5R6fCLzeBleUObPd774IkK84Fdr4osIu+xQP3i495J3WSoI8eXw8UI9BVnQ+AblVa2B7I/cl3eBsb8A8h1gfsHgdX9gbSoit1hQgh5DkuXLoWrqyt0dXXRrl07XL58udRt79y5g1GjRvHt2QH9zz///Ng2n376Kb+v6MXLy6vYNrm5uZg/fz4sLCxgaGjInzMursjIPVJt2Rs8X0aa2uedPsf1yddxatwpPoFx3cB1vLSJkBelDqBRmTCpadhJCXYpUBbwDDSmUFmId069g7S8NHiZe6G3S++q3s06hwJppE4NGejf2JaPwX4mZ38C4u8A+hZA/28rZgdJjcTGWA9uageFUoX3tt9GoUJZ9gezQRXT9gIGVmKS54peQMytitxdQgh5Jps3b8Zbb72FTz75BNevX0ezZs3Qr18/xMfHl7h9dnY23N3d8e2338LW1rbU523cuDFiYmI0l7Nnzxa7/80338SePXuwdetWnDp1CtHR0Rg5cmS5vz5S/tiEw3ENxqGbYzc0tmz8XM9BWRWkIkxuNBmzvWfzJSE1NStti/8W5CnysPTmUlyPv84n1S7ptoRn8pLKJVGxmrc6Jj09HSYmJkhLS4OxMZXo1Xa5BQq0/eoo0nMLsX5mO3SuZ1n2B8ffA5Z1AZQFwKiVgPfoitxVUgMlZOSh94+nkJZTgA8GemFOV49ne4KUMGDjWCDBD9DSB0avAhoMqKjdJYS8oLp0DMEy0Nq0aYPff/+dX1cqlXBycsKrr76K999/8sAdlpX2xhtv8MujGWk7d+7EzZs3S3wc+3e1srLCxo0bMXq0+Jvr5+eHhg0b4sKFC2jfvv1T97su/T8ihBBS+7EMtIE7BiImKwaD3AdhX/A+fvvibovR35WGYJSnsh5DUEYaqfUO3YnlQTQHUz109LAo+wNZE/hdC0QQrf4AoMmoitxNUkNZGengw0EN+fqPR+4jMiX72Z7AzAV46RDg3gMoyAb+nQBc+IM19quYHSaEkDLIz8/HtWvX0Lv3w3IRqVTKr7OA1osICAiAvb09z16bNGkSwsPDNfexn1lQUFDs57LST2dn51J/bl5eHj/wLXohhBBCaguWcTbRayJfVwfRWPYvBdGqDgXSSK23/broPTWqlSOk0mcoF/g/e/cB3lT1vwH8bdK996SllLJXS9lDpkwHiMoURcSJC/Xn+CNucYsoiiJTQRAHyhDZQ/beq0Bp6aJ7ryT9P+fctrRQoC1Nkybv53nuc2+Sm5tTCiV98z3nu+d7IHY/YOMMDP1cWduKqBIPRDRA50buyC/S4euNkdW/gJ0rMHY5EPGIaI0B/Pu60tVTq9HHcImIbik5ORlarRY+Pj4V7he3ExISbqvKbcGCBVi7di2+++47XLx4ET179kRWVpZ8XFzb2toarq6uVX7d6dOny0+PSzdRNUdERGRK7mt6H+ws7eRxC/cWeKXjK4YeklljkEYmrVCjw54LKfJYrGVVZdlJwKb3leM73wVcqtmggMyKWM/lf4OUxbJ/O3gZF5Nzqn8RtRVw1wzgzvfEFYF9PwK/jALyWVlBRKZj8ODBeOCBB9C2bVu53tqaNWuQnp6OX3/9tcbXfP311+UUjNItJkZZF5WIiMhUOFs7Y0rEFLT3bo/Pe30OG7WNoYdk1hikkUk7FpuBAo0O7g7WaOLtWPUn7pgBFOUA/uFA+4f1OUQyEREN3dC3ubdsPDBjw9maXURUPXZ/Dhj5EyA+cYpcD8wbBKTzl0Iiqluenp5Qq9XXdcsUt2/WSKC6ROVZ06ZNERmpVPOKa4tppSJcq+rr2tjYyHVMym9ERESmZlTzUVg4eCECnVl5bWgM0sik7b2YKvedgt2r3gUqK0GpBhL6TBWLwuhxhGRKptzZVO7/PhKHMwnKNKUaaXE3MGE14OijdIwVHT1jD9beQImIbkFMr4yIiMDGjRvL7hPNBsTtrl271trrZGdn4/z58/DzU6rGxWtaWVlVeN0zZ87IddRq83WJiIiIaooJAZm0vReVaZ0dG7lX/Un/zQA0+UCDTkBoP/0NjkxO6wAXDGnjK/sEfLH+zO1dLCACeGwj4N0KyE4E5g8BTq2qraESEd3SlClTMGfOHCxcuBCnTp3CU089hZycHEyYMEE+Pn78eDmtspSoJBPdOMUmjmNjY+VxabWZ8PLLL2Pr1q2IiorCzp07MXz4cFn5Nnr0aPm4WONs4sSJ8rU3b94smw+I1xMhWlU6dhIRERHpm6XeX4HIQMQUu/1RafJYLARfJZlxwP55ynGfN9hggKrtxf5N8c/xBPx7IhHHLmegTQOXml/MNRB4dC3w2wQgcgOwbJyyZl+3Z/l3k4j0buTIkUhKSsK0adPkQv9hYWGySUBpAwJRJSY6eZaKi4tDeHh42e3PPvtMbr169cKWLVvkfZcvX5ahWUpKCry8vNCjRw/s3r1bHpf68ssv5XVHjBghO3KKtdS+/fbbOv3aiYiIiG7EorhY1E6YF9EWXXziKRak5Toaput4bAbu+vo/ONpY4shbA6CuSsfO1S8D++YAQd2ACWsYVlCNTFl2GH8cikXvZl5YMKHT7V9QdO9c++rVKccRE4AhnyoNCoioTvE9hPHj94iIiIj0+R6CUzvJZO2LUtZH6xDsVrUQTSzofnChcsxqNLoNz/dvAkuVBbacScL+kr+Ht0VtCQz5DBg4XenoeWA+sPgBID+jNoZLREREREREVcQgjUy/0UBVp3Vu/xzQFgLBPYFGPfU7ODJpDT0c8EAHpZvOp/+eQa0U/opgt+vTwKglgJU9cGEzMHcgkHbp9q9NREREREREVcIgjUySCC7Kd+y8JRFGHPrpajUa0W16tm8orNUq7LmYih2RStOLWtF8CDDhH8DJD0g6pXT0vLy/9q5PREREREREN8QgjUzS+aQcpOQUwsZSVbXF3vd8D+g0QEhvoGG3uhgimTh/VzuM6Rwkj7/edK6WLx6mdPT0bQPkJAELhgInVtTuaxAREREREdF1GKSRSSpdlyo8yBU2luqbn6wpAI78ohx3eboORkfm4oleIXJ9PlGVdjYxq3Yv7hIATFgLNB0EaPKB5Q8D278Q5Zi1+zpERERERERUhkEamaSolFy5b+5bhW5dp1cDeamAkz/QuJ/+B0dmw8/FDv1beMvjn3frYS0zG0dlzbTOTyq3N74D/PkkUJRf+69FREREREREDNLINMWl58m9v6vtrU8uXRstfKzSHZGoFo3vGiz3fxyMRXaBpvZfQKUGBn+sdPW0UANHlwILhgCZ8bX/WkRERERERGaOQRqZpPiMvLKKoFs2GTi/WTkOH1cHIyNz062xB0K8HGSI9uehWP29UKdJwEN/AHZuQOwB4IfewOUD+ns9IiIiIiIiM8QgjUxSXHp+1SrSDi8WPT6BRr0AN6VyiKg2WVhYYFznhvL4512XZEdZvRHNMiZtArxaANkJwPzBwJGl+ns9IiIiIiIiM8MgjUyOVleMxMz8W1ek6bTAoZ+V4/bj62h0ZI5GRDSAnZUaZxKzsPei0ghDb9xDgMfWA82GAtoC4M8ngLVvANoi/b4uERERERGRGaiTIG3WrFkIDg6Gra0tOnfujL17997w3AULFsgKjvKbeF55oqJj2rRp8PPzg52dHfr3749z587VwVdC9UFydgE0umLZLdHbyebGJ57fBGTGKlPhmt9Vl0MkM+NiZ4Vh4f7y+Cd9NB24lo0TMPJn4I5XlNu7ZwHzhwAZl/X/2kRERERERCZM70HasmXLMGXKFLz11ls4ePAg2rVrh4EDB+LKlSs3fI6zszPi4+PLtkuXKv7i+cknn2DmzJmYPXs29uzZAwcHB3nN/Hx2qqOrjQZ8nGxgqb7JX/GDi5R921GAVRWaEhDdhnFdlOmda48n4EpWHfysUqmAvlOVrp62LsDlvcDsnsC59fp/bSIiIiIiIhOl9yDtiy++wKRJkzBhwgS0bNlShl/29vaYN2/eDZ8jqtB8fX3LNh8fnwrVaDNmzMDUqVNx7733om3btli0aBHi4uKwYsUKfX85VI/WR/Nzvcm0zrx04Mwa5bj9Q3U0MjJnrfxdENHQTVZLLt0bU3cv3Hwo8MQ2wC8MyEsFFt8PbHwX0OqhgygREREREZGJ02uQVlhYiAMHDsipl2UvqFLJ27t27brh87Kzs9GwYUMEBgbKsOzEiRNlj128eBEJCQkVruni4iKnjN7omgUFBcjMzKywkTl07LxJldmFzYBOA3g2BXxa1d3gyKw9VFKVtmRPNDRaXd29sGikMXEd0HGScnv758Cie4D06LobAxERERERkQnQa5CWnJwMrVZboaJMELdFGFaZZs2ayWq1v/76Cz///DN0Oh26deuGy5eVtX1Kn1eda06fPl2GbaWbCOjIHDp23qQi7dwGZd9kQB2NiggY3MYX7g7WSMjMx3+RyXX74pY2wNDPgPvnAdaOwKUdwLfdgIM/iVLfuh0LERERERFRPWV0XTu7du2K8ePHIywsDL169cIff/wBLy8vfP/99zW+5uuvv46MjIyyLSamDqdVkfFVpOl0QGTJOlFN7qzDkZG5s7FUY0gbX3m85li8YQbReoQy1TOwM1CYBfw9GfhlFJCVaJjxEBERERER1SN6DdI8PT2hVquRmFjxFzRxW6x9VhVWVlYIDw9HZGSkvF36vOpc08bGRjYwKL+R6UrLLZR7UflTqYSjQHaiUpUT1LVuB0dmb0gbP7lfdzIRRXU5vbM8j8bAhH+A/u8Aamvg7Frg2y7AiT8NMx4iIiIiIqJ6Qq9BmrW1NSIiIrBx48ay+8RUTXFbVJ5VhZgaeuzYMfj5Kb98NmrUSAZm5a8p1jwT3Turek0ybRawUPYWyv46pdVoIb2V6W5EdahzIw94OFgjPbcIu86nGG4gKjXQ4wXg8S2AbxulEcHyR4ClY4F0Vu0SEREREREZZGrnlClTMGfOHCxcuBCnTp3CU089hZycHNnFUxDTOMXUy1Lvvvsu1q1bhwsXLuDgwYMYN24cLl26hMcee6wsHHnhhRfw/vvv4++//5Yhm7iGv78/hg0bpu8vh+qB0vxMdHit1LmSIC30asMKorqiVllgYGsDT+8sTzTbeGwTcMcrgIUaOL0KmNUJ2P4FoFGqO4mIiIiIiEhhCT0bOXIkkpKSMG3aNNkMQKx9tnbt2rJmAdHR0bKTZ6m0tDRMmjRJnuvm5iYr2nbu3ImWLVuWnfO///1PhnGPP/440tPT0aNHD3lNW9ubdGkkMwzSKnkwNxW4vE855vpoZCBD2/jJzp3/nkjAe8Naw0pt4OUqLa2BvlOBVsOB1S8D0TuBje8Ah5coDQpE9SYRERERERHBoviGZTumS0wFFd07ReMBrpdmeh6auwfbzyXjy5HtMDy8QcUHj/0G/D4R8G4FPL3TUEMkM6fR6tDpw41IzSnEzxM7o0cTTxgN8V/C0WXAuqlATpJynwjY+k0D3EMMPToig+N7COPH7xERERHp8z2E0XXtJKotlUbEpdM6WY1GBmSpVmFgK2V652pjmN55bUlnu1HA5P1ApycAC5XShOCbjsCqF4FMIxsvERERERFRHWKQRiantMlApUFazG5lz6lqZATTOwUxvVNUqBkdO1dgyCfAE9uA0DsBnQbYPw+YGQ6sn6ZMkyYiIiIiIjIzDNLI5JT26tRdm6TlpQFpUcqxf1idj4uovC4h7nCzt5LTO/dcNOJQSnT0HPcbMOEfILALoMkDdnwFfBUGbPmYgRoREREREZkVBmlkclSlzQaufSD+iLJ3Cwbs3Op6WET1Z3pnZRp2Ax5dC4z5FfBpDRRkAFs+BL5sDfzzGpAeY+gREhERERER6R2DNDLZqZ3XJWlxh5W9H6vRyDgMaq0EaVtOX0G96Psi/m01HQg8sR0YMVepVivKAfZ8B3zVDvjjcSDhuKFHSUREREREpDcM0shkp3YWX5ukxZcEaZzWSUaiUyN3WKtViMvIR1RKLuoNlQpoc78SqI37A2jUCyjWKt0+Z3cHFg0DTq8GtBpDj5SIiIiIiKhWMUgjk61Iu279dlakkZGxt7ZE+4au8nhHZDLqHfFvLbQf8PDfwONbgFbDlS6fFzYDS8cAX7UFtn4KZCUaeqRERERERES1gkEamRwXOyu5T8stvHpnXjqQdlE59mtnoJERXa97Y8/6G6SV5x8OPLAAePYg0P15wN4DyIwFNr8PfNkS+PVh4OI2QGeEHUqJiIiIiIiqiEEamZwANzu5j03Pu77RgGtDwN7dQCMjul73JkqQtvN8CrS6erBO2q24NwLufBd48SQw/AcgsDOg0wAnVwAL7wZmhgGbPwRSzht6pERERERERNXGII1MTgPXkiAtrXyQxvXRyDi1DXCBk40lMvKKcDIuEybDyhZoNxKYuA548j8gYgJg7QSkXwK2fgx83R6YOwDYPw/ISzP0aImIiIiIiKqEQRqZHH/XyirSjip7TuskI2OpVqFziIc8/q++T++8EdHd8+4ZwMtnlW6fof2VtdRi9gCrXgQ+awr8Oh44sxbQFhl6tERERERERDfEII1MdmpnXHoeiotLpsqlRSl7j1ADjoyocj1ClSBt53kTDdJKWdsr3T7H/Q5MOQUMeB/wbgVoC4GTfwG/jAQ+bw7885rSHKT03y8REREREZGRYJBGJsfPxVbucwu1SM8tqW7JuKzsXQINODKiyvUoWSdt78VU5BdpYRacfIFuzwJP71SmfnZ5BnDwAnKTgT3fAT/0Ar7tCvw3A8iMM/RoiYiIiIiIJAZpZHJsrdTwdLS5Or1TUwBkJygPugYZdnBElWjs5QhvJxsUaHQ4eMkM1wsTUz8HfQhMOQ2MWQ60ug9Q2wBJp4ANbwFftAQWDQOOLAMKcww9WiIiIiIiMmMM0sgkBbjaXg3SSqvRLO0Ae2UKHZExsbCwQPdQpSpt94UUmC21JdB0APDAfGU9tbtnAkFdARQDFzYDfz4OfNoE+PMp4MIWQGcm1XtERERERGQ0GKSRSa+TJjt3ZsQod7oGisTCsAMjuoH2Dd3k/lBMuqGHYhzsXIGIh4FH1wLPHQZ6vwG4NQKKcoAjS4BF9wIz2gAb3gaSzhh6tEREREREZCYYpJFJCnC92nAA6SVBGtdHIyMWHugq90di0qHTcZH9CtwbAb1fBZ47BDy6DoiYANi6AJmxwH9fArM6AT/0BvZ8D+SYeMMGIiIiIiIyKAZpZJL8S4I0ZWpnuYo0IiPV3NcJtlYqZOZrcCGZ64BVSlSUBnUG7p4BvHQWeHAR0GwIoLIE4g4B//wP+LwZsGQUcGIFUJRv6BETEREREZGJsTT0AIj0WZEWlZILOLAijYyfpVqFNgEu2BeVhsMx6Qj1djT0kIyblS3Q8l5lE1Vox38HjvyiBGpn/1E2UbUmGheIKaL+4YYeMRERERERmQBWpJFJah3gIvdnE7OgTYtW7mTHTjJy4UHKOmmHY8ywc+ftcPAEOj8BPL4FeGYv0GMK4BwA5GcAB+Yr0z6/7wUcWAgUZBt6tEREREREVI8xSCOTndrp72ILra4YBelxyp1OfoYeFtFNhZWsk3Yomg0HasyrGdD/LeCF48D4v4E2DwBqayD+MLDyOeDz5sDql4CE44YeKRERERER1UMM0shkdQh2l3tdfqZyh62zYQdEVMUg7XRCFvIKtYYeTv2mUgEhvYARPwJTTgN3vge4hwCFWcC+H4HZ3YEf7wQO/wJoCgw9WiIiIiIiqicYpJHJ6hCsTJNTF5Us3G7NNafIuPm52MLH2UZWUh6PyzD0cEyHgwfQ/Tlg8gFg/F9Ay2FKg4LLe4EVTwJftga2fgrkphp6pEREREREZOQYpJHJimjoBgvoYFecp9xhw4o0Mm4WFhblpndynTT9VKn1Bh5cCLx4Euj7prKWWs4VYPP7wBctgVVTgJTzhh4pEREREREZKQZpZLKa+zrD20Zz9Q4bVqSR8QsLLG04wHXS9MrJB7jjZeD5I8B9cwDftoAmD9g/F/g6AvhlNBC1AyguNvRIiYiIiIjIiDBII5OlVlmgs7+1PNZZqAFLW0MPieiWSivSDrPhQN1QWwFtHwSe2AY8vBJoMhBAMXBmDbBgCDCnL3B6NQM1IiIiIiKSGKSRSevgpwRpeRb2Yt6coYdDdEttG7hAZQHEZeQjMTPf0MMxH+LnQ6M7gLG/As/sBdo/DKhtgLiDwNIxwA+9gbPrGKgREREREZk5Bmlk0sK81XKfpWM1GtUPDjaWaOrjJI8PsSrNMLyaAffMBF48AfR4EbByAOIPA0seAObeCZzfxECNiIiIiMhMMUgjk9bUTfllN0Nng7j0kqYDREYuPKhkeifXSTMsRy+g/9vKOmrdngUs7YDL+4CfhgPzBwMXtxl6hEREREREVMcYpJFJsy1WpsblwBb7L7ELItUP4SUNB9i504gCtQHvK4Fa56eUKZ/Ru4CFdwML7gIu7zf0CImIiIiIqI5Y1tULERmETit3Gqix5fQV3NPO39AjIrqlsJKKtGOxGdDqimXjDKqouLgY+UU6pOcVIiOvCOm5ypZdoIGlygJWahWs1BawslTBWq1S7is5LntMrYKdtRoeDtawqMoaiqLT5+CPgO7PAdu/AA4uBKK2Az/2A9qNAfq/BTj51sWXT0REREREBsIgjUybhVJ0qUIx1p1MRH6RFrZWyrppRMaqsZcjHG0sZSh0JiELLf2dYU4BWWpOIS4k5+D8lWxcTM5BUnYBMkvCMhma5RUhI7cIhVpdrbymtaUKAa52Vze3q/sGbnbwdbaFpbpcAbezPzD0M6D788CW6cDhxcCRJcCplUCvV5SqNUul0QkREREREZkWBmlkFkGarRrIztNgy5krGNTaz9CjIropUYEm1knbfi4Zey6mmGSQVqDRIjolF+eTcnA+KRsXknJwIVnZi7CsqkSlmYudFVzsreBqZwVHWysZxhVqdCjSiq1Y7kXoJm9riqHR6UoeL0a+RiuPRWAntht9P0SYJsK1EC8HtA9yQ0SwG0I8G8Bi2LdAh4nAP68AsQeA9dOAg4uAQR8BTe6sxT8xIiIiIiIyBgzSyCyCNHd7SyAPWHkknkEa1Qs9Qj1lkPbfuWRM6N4I9ZmYnioq6w5Ep+FAVCqOXM7ApZQc6G7Q+FLMsvR3UUIrUZ3n42wLV3srGZi5loRm8tjeGg7W6qpNy7wBEa4lZOTjcloeYtPzEJuWh8tpucpxep5sUiICt9Lbe6NSsXRfjHyum70VIhq6oX1DN3To9yvCU/+B1eZ3gZRIYPH9QNNBwMAPAY/GNR4fEREREREZFwZpZBZBmqud8ld94+lEOV1OTJsjMmY9mngC/wC7LqTIiikx/bC+EP/GRKOEA5eU7VB0urzvWuLfoQjLQjwdEOLlWBacNfJ0qLMp2GKdtEB3e7lVRqcrllNLS4O2U/GZOBCVhiOX05GWW4QNp67ITbmWBzr4fovnHP9A5yu/QnV2LXB+E9DtOaDX/wBLmzr5moiIiIiISH+YJpBZBGl2Vhbyl3MxdWvjqUTcGxZg6JER3VQLX2d4OlojObsQB6PT0CXEA8YqPbcQ284lY9/FVNkd90xC5nXVZiI0E9NVZQVXkBua+zrBy8nmtqrJ6oJKZSEr4sQmxl7asESEmyfiMsrCQvF1J2UVYFdsIXbhLjS2CMc0y5/QC0eB7Z+h6NQaWN3/A+DbxtBfEhERERER3QYGaWTaSn5JtyjW4e62fpi5KRIrj8QxSCOjJwKc7qGe+OtwnJzeaUxBmliD7FR8FjafuYLNp6/IoO/a4Ews0t+hoZsMnyIauqOZr5NJdR8VFYLhQW5ye6yn8mciqtaUUC0VBy4545GEVzFQuw/vW82DZ/JJaGb3xvEmTyLonv+Du1PlFXBERERERGTc6s9cIaLbqEhDcTHuLqkk2Xo2SXb8IzJ2PZt4yf32c0mGHoqcmvnviQS89vtRdJm+EUNmbsen/56RlVgiRGvq44hHuzfCt2PbY88b/fDfq30xY1Q4HuoaLJslmFKIVhlRWSemhw4LD8D7w9rgn+d7Yv//3Ynu9zyK17x/wFptR1hCg7Bz3yDm0x54/Yff8PuBy8jK588iMm6zZs1CcHAwbG1t0blzZ+zdu/eG5544cQIjRoyQ54t/EzNmzLjunOnTp6Njx45wcnKCt7c3hg0bhjNnzlQ4p3fv3vL55bcnn3xSL18fERERUXWxIo3MJEjToYmPk5xOdjohC2tPxGNkxyBDj47opnqKddIAHI3NQExq7g3X8dIXsdD+2uMJcm3BvRdT5aL7peys1Oge6oHezbzRu5kXGrixwupaHo42eKhLQ7nFpfXCpvU/otOpj9BOdR7NYp/EJ5dG4f/+HIw+zX3llNG+LbxhY1k3a8MRVcWyZcswZcoUzJ49W4ZoIhgbOHCgDL5ECHat3NxchISE4IEHHsCLL75Y6TW3bt2KZ555RoZpGo0Gb7zxBgYMGICTJ0/CwcGh7LxJkybh3XffLbttb8+fMURERGQcGKSRaVNbK3tNvtyJqrTTCWdk904GaWTsxLpcIkwT3Tu/3RKJ6fe11ftrinUERXi29ni87K5ZXkMPe/Rp5o0+zb3RuZF7nTUEMAX+bvbwf/A5IGMEcn9/GvbRWzDN6icM0O3HyyeewD/HE+DjbINJPUMwpnMQ7K353zMZ3hdffCEDrQkTJsjbIlBbvXo15s2bh9dee+2680U4JjahsseFtWvXVri9YMECGcodOHAAd9xxR4XgzNfXt5a/IiIiIqLbx6mdZNpsnZV9fqbc3d1Wmd6583yyXBicyNg936+J3C/ff1lWpdU2sbbX6YRMzNhwFoNmbEOfz7bg47WnZYgmlhjsFOyOqUNbYNNLvbD1lT54+55W6NXUiyFaTbkEwH7CCuCuGSi2ckAX1Smst38TwxxPIDGzAO+vPoUeH2/GN5vOISOP0z7JcAoLC2W41b9//7L7VCqVvL1r165ae52MDCWwd3d3r3D/4sWL4enpidatW+P111+X1W43UlBQgMzMzAobERERkb7wI28ybTYlQVqB8qY6yMMe7QJdcSQmHSsOxWLSHSGGHR/RLXQIdi+rSvtmUyQ+vr9trYRnRy9nyCoose6ZqEIrZamyQNfGHhjU2hcDWvrKzppUy0RC2WECLEJ6A388DrvLe/ElPsSEts/i2Zg+iE7Lw2frzuL7rRcwvltDufacmCZKVJeSk5Oh1Wrh4+NT4X5x+/Tp07XyGjqdDi+88AK6d+8uA7NSY8aMQcOGDeHv74+jR4/i1VdfldNJ//jjj0qvI9Zde+edd2plTERERES3wiCNzKMiTVsIFOUDVrYY3TFQBmnzd1zEI92DYaVmYSYZtxf6N5FB2m8HL+PBjoGyE2Z1aXXFsqPkP8fj8e/xBMRlKNOdSztQ3tHEE4Na+6F/C2+42pdMiSb9cm8EPLIa+Od/sDgwH+3OzsSW5hexps80fPVfPM5dycaszecx778oOd3z8TtC5HRfIlMh1ko7fvw4/vvvvwr3P/7442XHbdq0gZ+fH/r164fz58+jcePG111HVKyJtdxKiYq0wMBAPY+eiIiIzBWDNDJt1k6i/EPU4ChVaVa2squeqPYQQcKqo3EYHt7A0KMkuqmIhu7o08wLm88kYeT3u/C/Qc3wWI8QqG7RCTMluwCHotOx6cwVrDuRiOTsq9OZ7a3Vcr0zUXkm1jxztOF/BwZhaQ3cPQPwDwPWvALV6ZW4K+Uchjy0GOsSHTFrcySOxWZg7n8X8dOuS7i/QwM81atxnTeeIPMjplWq1WokJiZWuF/cro21yyZPnoxVq1Zh27ZtaNDg5v8Pi0YHQmRkZKVBmo2NjdyIiIiI6gJ/cyLTplIBNk5KiCbWSXP0lms7TegejE//PSOnTg0LC4CFmGpFZMS+Gh2O138/htXH4vHhmtP4LzJFdnp0s7eCm4M13OytkZpTiMMx6SVbGmJS8ypcw8nWEne28JHh2R1c58y4RDwCeLcClo0Dkk5D9WNfDBrxIwZOvhNbzybJQG1fVBqW7InGb/sv4+k+jfFU78bs8kl6Y21tjYiICGzcuBHDhg0rm4opbosQ7Hamlj/77LP4888/sWXLFjRq1OiWzzl8+LDci8o0IiIiIkNjkEbmsU6aDNKudiAc17mh/MX0dEIWtp1LlounExkzZ1srfDMmHN33euKdlSew7WyS3G4l1NsRHYPdZXjWNcRDTuMkIxXYEXhiK/DreCBmD7DkQVj0/T/07vkyejfzxp4LKZi56Rx2RKZgxoZzWHU0Hh/d10auo0ekD2K65MMPP4wOHTqgU6dOmDFjBnJycsq6eI4fPx4BAQFyjbLSBgUnT54sO46NjZUhmKOjI0JDQ8umcy5ZsgR//fUXnJyckJCQIO93cXGBnZ2dnL4pHh8yZAg8PDzkGmkvvvii7OjZtq3+OxcTERER3YpFsfho0MyItTPEGzbRKcrZuWQNLTJd33YFrpwEHvoTaNy37O73Vp2U06W6NfbAkkldDDpEouo4k5CFuf9dQEJmAdJyCpGWWyj3dtZqtGvgivAgV4QFuqFtoIsM4Kie0RQCa18D9s9VbrcbA9zzNaC2lNU8K4/G492VJ5CcXSgfHtclCP8b1Jzf6zpibu8hvvnmG3z66acy8AoLC8PMmTPLplr27t0bwcHBWLBggbwdFRVVaYVZr169ZPWZcKMK8Pnz5+ORRx5BTEwMxo0bJ9dOE6GdWOts+PDhmDp1apX/vM3te0RERES1o6rvIRik8Q2W6Zs7EIjZDTywEGilTE8RYtPzcMcnm+Ui7Kue7YHWAS4GHSYRUQUHFgKrXgSKtUCLe4ARc5U11QCk5xbig9WnsPzAZXnbx9kG797bGgNb3f7aVXRzfA9h/Pg9IiIiIn2+h+AcHzJ9diUdDvNSK9wd4GqHu9sq6618v+2CIUZGRHRjEQ8DDy4C1NbAqb+BpWOAImXdO9FZ9dMH2mHJY53R0MMeiZkFeOKnA3jypwNIzLzakZWIiIiIiGoXgzQyfU4lFRpZFTuPCY/foXT/Wn00DjGpuXU9MiKim2txFzBmGWBpB0SuB36+HyjIKnu4W6gn/n3hDtl4QK2ywNoTCej/xVYs3nMJOp3ZFZwTEREREZlGkDZr1iy5hoatra1cV2Pv3r03PHfOnDno2bMn3Nzc5Na/f//rzhdraIg1NspvgwYNqoOvhOolp5IuX1nx1z3U0t8ZPZt4Qvy+KdZLIyIyOmJtR7HGo2iccuk/YNG9QO7VClvRffXVQc2xcnIPtGvggqx8Df7vz+N4eP5eZOQWGXToRERERESmRu9B2rJly2TXp7feegsHDx5Eu3btMHDgQFy5cqXS88VitKNHj8bmzZuxa9cuucjsgAEDZOen8kRwFh8fX7b98ssv+v5SqN5XpCmdwa71ZC+lKm3Zvhi5YDsRkdFp2BV4+G/Azh2IPQAsuAvIvnLdBwN/PN0db97VEnZWamw/l4xh3+7A+aRsgw2biIiIiMjU6D1I++KLLzBp0iTZKr1ly5aYPXs27O3tMW/evErPX7x4MZ5++mnZGap58+b48ccfodPpsHHjxgrn2djYwNfXt2wT1WtENw/Srq9IE0TXzlb+zsgr0nKtNCIyXv7hwIQ1gKMPcOUEMG8QkKE0GyglpndO7NEIvz3VFf4utriYnINhs3Zg29kkgw2biIiIiMiU6DVIKywsxIEDB+T0zLIXVKnkbVFtVhW5ubkoKiqCu7v7dZVr3t7eaNasGZ566imkpKTU+vjJPCrSxNTgF/s3lcfz/ruISyk5dTk6IqKq824BTPgHcAkCUs8DPw0H8tKuO62Vvwv+mtwDEQ3d5FTPR+bvlT/fzLBRNxERERFR/QnSkpOTodVq4ePjU+F+cTshofJQ41qvvvoq/P39K4RxYlrnokWLZJXaxx9/jK1bt2Lw4MHytSpTUFAg25iW38gM10jLSQK0la8X1K+Ft1wrrVCrwwerT9Xt+IiIqsOjMfDoP4BzAJB8Flg6FtAUXHeal5MNlkzqjAciGsh1IN9ddRKv/X4MhRqdQYZNRERERGQKjLpr50cffYSlS5fizz//lI0KSo0aNQr33HMP2rRpg2HDhmHVqlXYt2+frFKrzPTp0+Hi4lK2iXXXyIzYewIWagDF160pVL4qbdpdLeW0qHUnE7EjMrnOh0lEVGUuDYCxy0saEOwAVjwF6K4PyGws1fjk/raYOrQFVBbAsv0xGPvjbiRnXx+8ERERERGRgYM0T09PqNVqJCYmVrhf3Bbrmt3MZ599JoO0devWoW3btjc9NyQkRL5WZGRkpY+//vrryMjIKNtiYmJq8NVQvaVS3XJ6p9DExwkPdWkoj99deRIaLas2iMiI+bQCRv4EqCyB478Dm9694QcFj/UMwdxHOsLJxhL7otJw7zc7cCqe1dlEREREREYVpFlbWyMiIqJCo4DSxgFdu3a94fM++eQTvPfee1i7di06dOhwy9e5fPmyXCPNz69kCt81RGMCZ2fnChuZGTEFSsi4eYj6Qv8mcLW3wpnELPyyN7puxkZEVFMhvYF7vlGO//sS2Df3hqf2aeaNP5/phmAPe8Sm52HEdzvx3zlW3xIRERERGdXUzilTpmDOnDlYuHAhTp06JRsD5OTkyC6ewvjx42XFWCmx5tmbb74pu3oGBwfLtdTElp2dLR8X+1deeQW7d+9GVFSUDOXuvfdehIaGYuDAgfr+cqi+cgtW9mlRNz3N1d4aL92pNB74fP1ZpOcW1sXoiIhqLmw00Of/lOM1LwNn1t7w1FBvJ6x4pju6h3ogt1CLx3/ajwOXrm9WQEREREREBgrSRo4cKadpTps2DWFhYTh8+LCsNCttQBAdHY34+Piy87/77jvZ7fP++++XFWalm7iGIKaKHj16VK6R1rRpU0ycOFFWvW3fvl1WnhHdTpAmjO4UhGY+TkjPLcKMDef0PzYiott1xytA+DigWAf8NgGIPXjTDwzmPdJRNlgRYdqE+Xs5zZOIiIiIqIosiouLi2FmRNdO0XRArJfGaZ5m4tBi4K+ngZA+wPgVtzxdNBsY++Me2Xxg7fM95fppRERGTXQlXvIgcH4T4OANPLENcK58yQMht1CDh+bulRVpno42WP5kVzTydKjTIddHfA9h/Pg9IiIiIn2+hzDqrp1EhqhIE7qHemJASx9odcV4d9VJmGHeTET1jdoKeGAh4N0KyLlyw06epeytLWVlWks/Z9nFc9yPexCXnlenQyYiIiIiqm8YpJF5cGt4tdmATlulp/zf0BawVquw/Vwy/j1x426fRERGw9YZeGA+YGkHXNgM7Pnupqe72Flh0cROCPF0kA0Ixs3dg5TsgjobLhERERFRfcMgjcyDkx+gtgZ0GiAztkpPaejhgMfvCJHH//fncSRl8ZdLIqoHvJoBAz9Qjje8DSQcu+npYlrnT491hr+LLS4k5WD8vL3IzC+qm7ESEREREdUzDNLIPKjUgGtQtaZ3Cs/2C0ULP2ek5BTi1d+PcoonEdUPHR4Fmg4GtIXA748BRTefshngaoefH+sMDwdrnIjLxMQF+5BXWLXqXSIiIiIic8IgjcxvnbTUC1V+io2lGjNGhsHaUoVNp69gyd5o/Y2PiKi2WFgA934DOPoASaeBdW/e8ikhXo5ymqeTrSX2RaXhqcUH5DqRRERERER0FYM0Mh8eoco++Vy1ntbM1wn/G9hMHr+/6hQuJGXrY3RERLXLwRMY9q1yvG8OcGbtLZ/Syt8F8x/pCDsrNbacScLsref1P04iIiIionqEQRqZX5CWUv1fDB/t3gjdGnsgr0iLF389giLtjTvhEREZjdD+QJenleO/ngGyr9zyKR2C3fHesNby+Mv1Z3E4Jl3foyQiIiIiqjcYpJH58Gyi7FOqV5EmqFQW+OyBdnC2tcSRmHR8symy9sdHRKQP/d4CvFsBucnA389W6Skj2gfgrrZ+0OiK8fzSQ8gu0Oh9mERERERE9QGDNDIfHk2uNhvQVr8jnb+rXVmVxjebI3EoOq22R0hEVPusbIERPwIqK+DsWuDchls+xcLCAh8MbyObEFxKycVbf52ok6ESERERERk7BmlkPpz9ASsHQKepVufO8u4NC8A97fzlAtwvLjuMHFZpEFF94NMS6PyEcrzu/wDtrX92udhZ4cuRYVBZAL8fvIy/j8Tpf5xEREREREaOQRqZVxc7j8Y1ajhQ3nv3toafiy2iUnLx/upTtTc+IiJ9uuMVwM5d6eJ5cGGVntKpkTsm91HWl/y/P4/hclqungdJRERERGTcGKSRebmNddJKudhbyfXShF/2RuPPQ5dra3RERPpj5wr0fl053vwhkJ9Zpac9168J2ge5IitfgxeWHoaGzVaIiIiIyIwxSCPz7Nx5GxVpQvdQTzzdW6lue/X3Y+xqR0T1Q4cJynqRovHAf19U6SmWahW+GhUORxtL7L+Uhlmbq9/5mIiIiIjIVDBII/NsOJBy+78IvjygGfq38EahRofHF+1HYmb+7Y+PiEif1FbAgPeU413fAmmXqvS0QHd7vDeslTyeuekcPzwgIiIiIrPFII3Mi2fobU/tLKVSWciFuJv6OOJKVoEM0/KLtLc/RiIifWo6CGh0B6AtADa+W+WnDQ9vUNZs5f1VJ1FcXKzXYRIRERERGSMGaWSeUztzkoC826+ocLK1wpzxHeBqb4UjlzPw2u9H+cslERl/45UBH4gD4PhvQMy+Kj/1jSEtYGOpklM8N5+5otdhEhEREREZIwZpZF5snAAnP+U4JbJWLtnQwwHfjmkPtcoCKw7H4fttF2rlukREeuPXFggfqxxvfKfKT/N1scUj3YLl8Sdrz0Cn4wcHRERERGReGKSR+amlhgPldQv1xNt3t5THH689jY2nEmvt2kREeiE6eFqogajtQOLJKj/tqd6N4WRridMJWVh5NE6vQyQiIiIiMjYM0sj8eJY2HKi9IE0Y16UhxnQOgpjZ+fzSwziXmFWr1yciqlUuDYDmQ5TjfT9W+Wmu9tZ4spfStfjzdWdlwxUiIiIiInPBII3Mjx4q0gQLCwu8fXcrdG7kjuwCDR5btB9pOYW1+hpERLWq0+PK/shSID+jyk+b0D0Yno42iE7NxbL9MfobHxERERGRkWGQRubHo7Qi7XytX9raUoXvxkWggZsdLqXk4pH5e2WoRkRklIJ7Al7NgaIcJUyrIntrSzzXT/lQYubGc8gt5M85IiIiIjIPDNLI/HiWVKSlngd0tT8lyd3BGvMf6Qi3kk6eExfsQ36RttZfh4ioVjp4dnxMOd77Q7V+Jo7qGIRAdzskZRVg/o4o/Y2RiIiIiMiIMEgj8+PaEFBbA5p8IEM/U5Ka+Dhh0aOd4WhjiT0XU/HM4oMo0nIdISIyQu1GAdZOSifji1uqVYH70p3N5PH3W88jI7dIj4MkIiIiIjIODNLI/KjUgHuIXhoOlNemgQvmPtwBNpYqbDx9BVN+PQKtrlhvr0dEVCM2TkDYaOV4b9WbDgj3tPNHc18nZOZrMH/nRf2Mj4iIiIjIiDBIIzNvOBCp15fpHOKB2Q9FwFJlgZVH4jB1xTEUi7aeRETGpOMkZX/2HyA9uspPU6ksyjp4/nEwlj/fiIiIiMjkMUgj8+TZRO8VaaX6NPPGjFFhUFkAv+yNwfR/TvOXTSIyLl5NgUa9gGIdcGBhtZ46oJUPHKzVsoPngUtpehsiEREREZExYJBGZl6Rpv8gTbirrT+m39dGHv+w7QK+2aTfSjgiomoLH6fsz66t1tNEB89Brf3k8e8HY/UxMiIiIiIio8EgjcyTR2lF2vk6e8mRHYMwdWgLefz5+rOY9x/XEyIiI9K4n2jjCSQeBzKqF4iNaB8g96uPxrFLMRERERGZNAZpZN5TOzMvA4U5dfayj/UMwfP9lNd+d9VJ2emOiMgoOHgAARHKceSGaj21S4gH/FxsZdOBTaev6Gd8RERERERGgEEamSd7d8DOvc6r0oQX+jfB5D7K1FKxXtqMDWe5ZhoRGYcmdyr7c+uq9TTRdGBYeEBZ0wEiIiIiIlPFII3MVx02HCjPwsICLw9shlcGNpO3Z2w4h4/WsgEBERlRkHZhK6AprNZT7ysJ0racuYLUnOo9l4iIiIiovmCQRuardJ20ZMMs/P9Mn1C8eVdLefz91gt4++8T0OkYphGRAfmFA/aeQGEWELOnWk9t4uOENgEu0OiKsfJInN6GSERERERkSAzSyHx5hhqkIq28iT0a4YPhreXxwl2X8Mafx6BlmEZEhqJSAaH9azS9UxheOr3zEKd3EhEREZFpYpBG5sujJEhLNlyQJozt3BCfP9AOKgtg6b4YTPn1MDRanUHHRERmrHR6ZzUbDgj3hPlDrbLAkZh0XEqpu0YuRERERER1hUEama/SqZ2pFww9EoyIaICvR7eHpcoCfx2OwzNLDqJAozX0sIjIHDXuC1iogCsngYzL1Xqqp6MNwgNd5fH+qDQ9DZCIiIiIyHAYpJH5cmmg7AsygYIsQ48GQ9v6Yfa4CFirVfj3RCImzN+H7AKNoYdFRObY1dgvTDmO3l3tp4eVBGmHY9Jre2RERERERAbHII3Ml40jYOOsHGfGwxj0b+mDBRM6wsFajZ3nUzBmzm6kZBcYelhEZG58WtZ46ns7BmlEREREZMIYpJF5c/JV9lnGEaQJ3UI98cvjXeDuYI2jlzPwwPe7EJueZ+hhEZE58Wyq7JPP1Lgi7VR8JvKLOEWdiIiIiEwLgzQyb05+RhekCW0buGL5k13h72KLC0k5uP+7nYi8Yvjpp0RkJjyb1bgirYGbHTwdraHRFeNEXEbtj42IiIiIyIAYpJF5c/ZX9plxMDaNvRzx21PdEOrtiPiMfNw/excORXPxbiKqA55NrgZpuupVlVlYWJRbJ41BGhERERGZFgZpZN6McGpnef6udlj+RFe55lB6bhHG/rgHOyKTDT0sIjJ1bsGA2hrQFgDp0dV+ersGXCeNiIiIiEwTgzQyb2VTOxNgrNwcrLHksc7o2cQTuYVaPLpgH7aeTTL0sIjIlKnUgEdojad3hgWVBmmsoiUiIiIi08IgjcybnZuyzzfu6UcONpb48eEO6N/CGwUaHSYt3I+NpxINPSwiMmW30XBArPMoxKTmsfMwEREREZkUBmlk3mxdlH1BJoydjaUa346NwKBWvijU6vDkzwfw7wnjraQjIlMJ0s5W+6kudlZo7OUgjzm9k4iIiIhMCYM0Mm+lQZqRV6SVsrZU4esx4birrR+KtMV4ZvFBrD5qnOu7EVE951XSuTOp+kGa0MLPWe4vJufU5qiIiIiIiAyKQRqZt3oWpAlWahVmjAzDfeEB0OiK8ewvB7HmGMM0ItLTGpK5KTV6uruDtdxn5BXV5qiojs2aNQvBwcGwtbVF586dsXfv3huee+LECYwYMUKeL7q3zpgxo0bXzM/PxzPPPAMPDw84OjrKayYmcjkDIiIiMg4M0si8lQ/SiotRX1iqVfj0gXZ4sEMD6IqBl349grOJWYYeFhGZEktbZa+p2RpnrnZWci86DlP9tGzZMkyZMgVvvfUWDh48iHbt2mHgwIG4cuVKpefn5uYiJCQEH330EXx9fWt8zRdffBErV67E8uXLsXXrVsTFxeG+++7T29dJREREVB0M0si8lQZpOg1QlIv6RK2ywPT72spunnlFWrlmWnaBxtDDIiJTYWmj7DX5NXq6q71SkZaWW1ibo6I69MUXX2DSpEmYMGECWrZsidmzZ8Pe3h7z5s2r9PyOHTvi008/xahRo2BjY1Oja2ZkZGDu3LnyvL59+yIiIgLz58/Hzp07sXv3br1+vURERERVwSCNzJuV/dXjwvoVpJWGaWKap5+LLS4k5eDV346iuB5V1hGRCVek2SsVaZzaWT8VFhbiwIED6N+/f9l9KpVK3t61a5ferikeLyoqqnBO8+bNERQUdMPXLSgoQGZmZoWNiIiISF8YpJF5s7AALNTKcbEW9ZGHow1mjW0PK7UFVh+Lx7wdUYYeEhGZVEVa3m0FaZzaWT8lJydDq9XCx8enwv3idkJCgt6uKfbW1tZwdXWt8utOnz4dLi4uZVtgYGCNxkdERERkNEFadRaqFcSaGOLTR3F+mzZtsGbNmgqPi4qbadOmwc/PD3Z2dvJTy3Pnzun5qyCTpVJfnd5ZT7UPcsP/DWkhjz/65xRSsmtWQUJEdF1FmrYQ0Omq/XQXO2VqZ3oep3aSfr3++utySmjpFhMTY+ghERERkQlTGdtCtWINjNGjR2PixIk4dOgQhg0bJrfjx4+XnfPJJ59g5syZcl2NPXv2wMHBQV5TdHkiqrbSijRd/axIK/Vwt2C08HNGkbYYW88mGXo4RGQqFWmCtvrhPCvS6jdPT0+o1errumWK2zdqJFAb1xR7MQU0PT29yq8r1mNzdnausBERERHV2yCtugvVfvXVVxg0aBBeeeUVtGjRAu+99x7at2+Pb775pqwaTbRTnzp1Ku699160bdsWixYtkh2dVqxYoe8vh0yRyrJeT+0sZWFhgX7NveXxptOVB9VERNWuSKthw4HSrp1Z+RpotNWvaCPDEtMrxUL/GzduLLtPp9PJ2127dtXbNcXjVlZWFc45c+YMoqOja/y6RERERPUmSKvJQrXi/vLnC6LarPT8ixcvyjUyyp8j1sMQU0ZruvgtmTmVyiQq0oQ+JUHatrNJ/MWViG6PWgRhFjVuOOBSEqQJmfn1d+q8ORMzCubMmYOFCxfi1KlTeOqpp5CTkyM/HBXGjx8vp1WWf993+PBhuYnj2NhYeRwZGVnla4r3dGJWgjhv8+bN8n2keEyEaF26dDHAnwIRERFRRSWlOPpxs0VlT58+XelzREh2q0VoS++70TmVdXMSWyl2cyJTnNophAW6wtnWUv7SeiIuE+0CKy7WTERUrWYsVnZAUW6NKtIs1So42Vgiq0CD9NxCuDsoa6ZR/TFy5EgkJSXJdWnFe6ywsDCsXbu27D2YqBITH5CWErMDwsPDy25/9tlncuvVqxe2bNlSpWsKX375pbzuiBEj5Ps38YHqt99+W6dfOxEREZFBgjRjIbo5vfPOO4YeBhkrbVG56ov6LTOvCNkFSuWHl1O59Y2IiGrCp1VJNVpJZVo1tfB3Rn6RFrri4lofGtWNyZMny60ypeFYKdFYSizBcTvXFESzKdGoSmxEREREZhWk1WShWnH/rRahLb1PdO0sf474VLMyYtqBmCJQviKNrdGpjCZP2VvZo77bdi4JumKgua8T/F3tDD0cIqrvHttwW0//9QmuaUVEREREpkVlbAvVivvLny+sX7++7PxGjRrJMK38OSIYE907b3RNdnOim1aj6UrW7hFTmOq50iYDpWulEREREREREVE9mtopKsEefvhhdOjQAZ06dZIdN69dqDYgIEBOvxSef/55uZbG559/jqFDh2Lp0qXYv38/fvjhh7LOhC+88ALef/99NGnSRAZrb775Jvz9/TFs2DB9fzlkasTaP6XqeZB2JTO/LEjryyCNiIiIiIiIqP4FadVdqLZbt25YsmQJpk6dijfeeEOGZStWrEDr1q3Lzvnf//4nw7jHH38c6enp6NGjh7ymWFODqFqKSqZ1WqgAdf1dCFt06Jz8yyFk5WvktM72QW6GHhIRERERERGRybEorsqqsCZGTAUV7dUzMjI4zdPcpV4EZoYB1o7AG7Gor6avOYXvt12Ao40l/p7cHSFejoYeEhGRSeJ7COPH7xERERHp8z2EXtdIIzJ6hdn1vtHAvycSZIgmfHJ/W4ZoRERERERERHrCII3MW06ysnfwRH0UeSULL/96RB4/1qMRhrS52smWiIiIiIiIiOrZGmlERq0eB2lnErIw9sfdyCrQoENDN7w6uLmhh0REpmTnN0CxDmg1HHANNPRoiIiIiIiMAoM0Mm85Screvn4FaSfiMjDuxz1Iyy1CK39nzBnfAVZqFpgSUS3a/S2QGQv4h9coSPtx+wXsuZiKUR0D0a+F0mCIiIiIiKi+42/eZN5KgzQHL9QXRy+nY8wcJURr18AFSx7rAjeH+ttxlIiMUMZlJUSzUAMB7Wt0ia1nk7D+ZCLi0ku6IxMRERERmQBWpJF5q2dB2sHoNDw8d6+cztk+yBULHu0EZ1srQw+LiExNzF5l79MKsHao9tNFQ/AjMenyOCzQrbZHR0RERERkMAzSyLzVozXS9l5MxaML9iG7QINOwe6YN6EjHG34T5iI9ODyPmUf2KlGT7+YnIPMfA2sLVVo7udUu2MjIiIiIjIg/hZO5i0rTtk7Gvf6PZtOJ+Kpnw+iQKND1xAPzH2kA+yt+c+XiPRckdagZkHa4ZJqtNb+zly/kYiIiIhMCn8TJ/OWHqPs3RrCWP1x8DJe+e0otLpi9G3ujVlj2sPOWm3oYRGRqSrKB+KPKMeBHW8rSOO0TiIiIiIyNQzSyHwVZAF5qcqxS/U70tWFuf9dxHurTsrj+8ID8PH9bVndQUT6JUI0XZHSzdit0e0FaUGutTw4IiIiIiLDYpBG5qu0Gs3ODbB1hjERC3V/vu4svtkcKW9P7NEI/zekBVQqC0MPjYhM3eW9V9dHs6j+z5z8Ii1OxWfK4/BABmlEREREZFoYpJH5So9W9q5BMCZiCuebfx3Hkj3K+F4Z2AxP924Mixr8QktEVPP10Wo2rfNkfCaKtMXwcLBGAze72h0bEREREZGBMUgj82WEQVqhRocXlh3CmmMJshDkg2FtMKaz8YyPiExccXG5jp2da3SJw9HKtM52ga78AICIiIiITA6DNDJf6ZeUvatxNBoQ06Ge+vkANp9JgrVahRmjwjCkjZ+hh0VE5iTuEJAVD1jaAf7ht9logNM6iYiIiMj0MEgj85VyXtm7BRt6JMgt1GDSov3YEZkCWysVfnioA+5o6mXoYRGRuTm2XNk3GwxY29dofccDl9LkMYM0IiIiIjJFDNLIfCWfUfaeTQ06jKz8Ijy6YB/2RaXBwVqNuY90RJcQD4OOiYjMkFYDHP9dOW47skaXECFabHqe/FnWIditdsdHRERERGQEGKSReSrKB9KilGOv5gYbRnpuIR6etxdHLmfAydYSCx/thPZB/OWTiAzg4lYgOxGwcwdC+9XoEn8cipX7Qa39YG/NtxhEREREZHr4LpfMU0okUKwDbF0AR2+DDCE5uwDjftyD0wlZcLO3wk8TO6N1gItBxkJEVDats9VwQG1Vo3UeVx2Jk8cj2gfU9uiIiIiIiIwCgzQy82mdzSDbY9axxMx8jP1xDyKvZMPT0QaLH+uMZr5OdT4OIiKpMBc4tVI5bvtgjS6x+fQVZOZr4Odiy+npRERERGSyGKSReUo6q+y96n59tISMfIz8YRcupeTKXzhFiBbi5Vjn4yAiKnP2H6AwG3ANAgI71+gSvx9UpnUOCw+ASlX3H1AQEREREdUFBmlknpJOX61Iq0Mp2QUY++NuGaIFutthyWNdEOhe/c54RES16mjJtM42D9SoSjc1pxBbzlyRx/eFc1onEREREZkuBmlknpLP1nmjgcz8Ioyftxfnk3JkJdovk7qggRtDNCIysJwUIHK9ctymZtM6Vx6Jg0ZXjNYBzmjiw2nqRERERGS6VIYeAFGd02qUZgN1OLUzr1CLiQv24URcJjwcrPHzY50ZohGRcTgwH9BpAN+2gHfz2+rWeV94g1oeHBERERGRcWGQRuYn/RKgLQQs7QCXIL2/XKFGhyd/PoB9UWlwsrXEoomd0JhrohGRMSjIAnZ9oxx3nVyjS5xPysaRmHSoVRa4J8y/dsdHRERERGRkGKSR+Ukq7dgZCqj0+09Ao9XhhWWHsPVsEuys1FgwoSNa+bvo9TWJiKps7xwgLw1wbwy0HlGjSyzdGy33vZp6yS7ERERERESmjEEamZ86ajSg0xXj9T+OYc2xBFirVfhhfAQiGrrr9TWJiKqsIBvY+bVyfMcrgNqyRl2IF+26JI/HddF/hS8RERERkaExSCPzUweNBoqLi/He6pNYfuCynO40c3Q4ejbx0tvrERFV274fgbxUwD1E6dZZAzM3nUOBRocODd3Qp5l3rQ+RiIiIiMjYMEgj853aqcdGA7M2R2L+jih5/MmIthjU2ldvr0VEVG2FOVer0Xq+XKNqtIvJOVi2L0Yevzq4OSwsLGp7lERERERERodBGpmX4uKrFWl6mtq59ng8PlunvMbbd7fEiAh2sSMiI7NvLpCbDLgFA21H1ugSX6w/C62uGH2aeaFjMKetExEREZF5YJBG5iUzFijMBlSWynSmWnYyLhMvLjsijyd0D8Yj3RvV+msQEd2Wwlxg58zbqkY7HpuBlUfi5PErA/U3TZ6IiIiIyNgwSCPznNYpQjRL61q9dHJ2ASYt2o+8Ii16NvHE/w1pUavXJyKqFfvnATlJgGtDoN2oGl3i03+Vn6X3hvmjpb9zLQ+QiIiIiMh4MUgjM10frXandRZqdHj654OITc9DsIc9vhndHpZq/vMiIiOTGQds/Vg5vkNUo1lV+xK7L6Rg69kkWKosMOVO/a01SURERERkjPibPpmX5DO1vj6a6NA57a/j2BuVCicbS/z4cEe42Ff/l1MiIr2vEblqClCQCQR0AMLG1uASxfhk7Wl5PKpTIBp6OOhhoERERERExotBGplpRVrtremzaNclLN0XA9GwbuaYcIR6O9batYmIas2JP4Cz/wAqK+DebwCVutqXWH8yEQej02FrpcJzfZvoZZhERERERMaMQRqZVzVGklJJAa/amY60IzIZ7646KY9fH9wcfZp518p1iYhqVU4KsOZ/V6d0eld/Dcf03EJM++uEPJ7QvRG8nW1re5REREREREaPQRqZj5xkIC8NgAXgcfuVFFHJOXh68UFodcW4LzwAk3rWfhdQIqJa8e/rQG4y4N0S6DGlRlM6X/v9GBIy8xHi6YBn+4bqZZhERERERMaOQRqZj9JqNNcgwNr+ti6VX6TF4z/tR0ZeEcICXfHhfW1gIeZ2EhEZm7PrgKPLAAsVcM83NepYvGxfDNaeSICV2gJfjQqHvbWlXoZKRERERGTsGKSR+TUaqIX10T5eexpnE7Ph6WiDHx6KgK1V9dcaIiLSu/xMYNWLynGXp4EGEdW+xPmkbLyzUpnC/vKAZmjTwKW2R0lEREREVG8wSCMzbDRwex07t59LwvwdUfL40/vbcp0gIjJeG98BMi8DbsFAnzeq/fRCjQ7PLz2EvCItuod6cAo7EREREZk9BmlkPmohSBOLbb+8/Ig8HtclCH2as7kAERmp06uBfT8qx3fPBKwdqn2Jz9edwfHYTLjZW+HzB8KgUnEKOxERERGZNwZpZIZBWs2mdorFtqeuOI7EzAK52PYbQ6rf9Y6IqE5cOQX88bhy3PlJIKRXtS/x37lkfL/tgjz+eERb+Lqw+paIiIiIiEEamYe8dCA7QTn2rFnHzr8Ox2HV0XioVRb4YmQYF9smIuOUmwr8MhoozAaCewID3q/2JVJzCjHl18PyeEznIAxo5auHgRIRERER1T8M0sg8JJ9V9k7+gG31F8qOTc/Dm38dl8fP9W0iO3USERkdrQb4bQKQdlHpUPzAQkBtVb1L6Irxv9+O4EpWARp7OeDNoS31NlwiIiIiovqGQRqZ2bTOptV+qk5XjJd+PYysfA3Cg1zxTJ/GtT8+IqLasH4acGELYOUAjF4KOHjUaAr7hlNXYK1WYebocNhZsysxEREREVEpBmlkXhVpntVvNDD3v4vYfSEV9tZqfPlgGCzV/GdDREbo8BJg9yzlePh3gE+raodoH/1zGr/sjYboKfDlyDC08q9+BS8RERERkSljIkDmIS1K2bs3qtbTTsVn4tN/lWq2N+9qiWDP6ne9IyLSu8v7gZUvKMe9XgVa3lvtS3y75XxZc4Hp97XB0LZ+tT1KIiIiIqJ6j0EamYf0S8reLbhaUzpf/+MYCrU69G/hg1EdA/U3PiKimsqIBZaOBbQFQLOhQK/Xqn2Jn3ZFlX1oMHVoC4zsGKSHgRIRERER1X8M0si8KtJcG1b5KSsOx+JwTDocrNX4cHhrWFhY6G98REQ1kRkHLLxb6Urs1QK473tAVb3/2v88dBlv/nVCHj/XNxSP9QzR02CJiIiIiOo/Bmlk+vLSgPwM5ditakFaToEGH689LY8n920Cb2dbfY6QiKhmIdqCu4DU80qHzrG/AjZO1brE+pOJeHn5UXn8SLdgvHhn9RuyEBERERGZEwZpZPrSSqZ1OngD1lVb4+y7LeeRmFmAIHd7PNqj6tNBiYjqRGb81RDNJQh4eJUSplXDzvPJeGbJQWh1xbivfQCm3dWSlbdERERERLfAII3MZ1pnFavRYlJz8cN2ZcHt/xvaAjaWan2Ojoio+iHawnIh2iOrqvzzrdT+qFRMWrgfhRodBrT0wScj2kIlWnUSEREREZHhgrTU1FSMHTsWzs7OcHV1xcSJE5GdnX3T85999lk0a9YMdnZ2CAoKwnPPPYeMjJJpeSXEJ+bXbkuXLtXnl0Jm1GjgwzWn5C+X3UM95C+YRERGIytBCdFSImscov124DLGzNmDnEIteoR64usx4bBU83M1IiIiIqKq0Os7ZxGinThxAuvXr8eqVauwbds2PP744zc8Py4uTm6fffYZjh8/jgULFmDt2rUygLvW/PnzER8fX7YNGzZMn18KmUmjgV3nU/DP8QSIwoxpd7XiNCciMq4QbcHQkhAtsNohmpjCKT4oeHn5EdmNeGArH/wwPoJVt3RTs2bNQnBwMGxtbdG5c2fs3bv3pucvX74czZs3l+e3adMGa9asueWHoWL79NNPy84Rr3ft4x999JHevkYiIiKi6rCEnpw6dUqGYPv27UOHDh3kfV9//TWGDBkigzJ/f//rntO6dWv8/vvvZbcbN26MDz74AOPGjYNGo4Gl5dXhigo3X19ffQ2fTO2XT8El4Ja/ZL6zUulcN7ZzQzTzrd6i3URE+u3OeU+NQ7Ss/CI898shbD6TVNad84X+TTmdk25q2bJlmDJlCmbPni1DtBkzZmDgwIE4c+YMvL29rzt/586dGD16NKZPn4677roLS5YskR90Hjx4UL7HE8SHn+X9888/8gPTESNGVLj/3XffxaRJk8puOznx/2QiIiIy8Yq0Xbt2ybCrNEQT+vfvD5VKhT179lT5OmJap5gaWj5EE5555hl4enqiU6dOmDdvHoqLi294jYKCAmRmZlbYyAyDNMebB69L90XjdEIWXOysMIWd64jIWMQeAH7oA6ScU0K0h1dWeaq6EJWcg+Hf7pQhmo2lCl+PDseUAc0YotEtffHFFzLMmjBhAlq2bCkDNXt7e/m+qzJfffUVBg0ahFdeeQUtWrTAe++9h/bt2+Obb74pO0d8CFp+++uvv9CnTx+EhIRUuJYIzsqf5+BQtWZBRERERPU2SEtISLju00oRhrm7u8vHqiI5OVm+Cbt2Oqj4lPLXX3+VU0bFJ5hPP/20rHa7EfHJqIuLS9kWGBhYw6+K6qXsK8re8cbrnWXkFeHzdWfl8Yv9m8DNwbquRkdEdGPHfgPmDwGyEwCvFsAjqwH3RlV++s7IZAz7dgcir2TD19kWvz3ZDXe3u74inOhahYWFOHDggPwQtJT4MFTcFh+WVkbcX/58QVSw3ej8xMRErF69utIlPMRUTg8PD4SHh8tpn2JmAhEREVG9nNr52muv4eOPP77ltM7bJarGhg4dKj8Bffvttys89uabb5YdizdYOTk58k2WaExQmddff11OTSh/bYZpZkJUKmYnKseO109DKfXtlkik5hQi1NsRY7tUb+FuIqJap9MBWz4EtpWsG9V0EHDfHMDWucqX+GlXFN5eeVJOW28X6Io5D0XA29lWf2MmkyI+zNRqtfDxqfghlLh9+vTpSp8jPiit7PwbfYC6cOFCWXl23333VbhfvJ8TlWziw1cxXVS8jxNTQkWF3I1mHoitFGceEBERkT5VO0h76aWX8Mgjj9z0HFGeL8rwr1wpqQQqIT5NFJ05b7W2WVZWlpwaIN5c/fnnn7Cysrrp+WLdDlG5Jt5E2djYXPe4uK+y+8kM5KUBuqKbBmmiGu3nXUpnz9cHN4cVu9cRkSEVZAN/PgGcXqXc7v480O8tQFW1pgD5RVq8t+okFu+JlreHhwdg+n1tYGvFpgJkXMQUUdGYSjQmKK/8h59t27aFtbU1nnjiCTnDoLL3c+L+d955p07GTERERFTtIM3Ly0tut9K1a1ekp6fLaQERERHyvk2bNkGn08ng60bEp4hiGoB4o/T3339f9+aqMocPH4abmxvDMrpeaTWanRtgWfnfjyV7opFTqEUzHyf0bX7jqjUiIr1LjwF+GQ0kHgPU1sDdM4Gw0VV++s7zyXjjj2OISsmFaDr8v4HN8WSvEHYgpmoT69Cq1Wo5/bI8cftGH4iK+6t6/vbt22XTAtHQ4FbE+0bxYWxUVBSaNWt23eOceUBERER1SW+lN2KRWVFVJhapFa3Sd+zYgcmTJ2PUqFFlHTtjY2Nli/TSVurijc+AAQPkVM25c+fK22I6gNjE9AJh5cqV+PHHH3H8+HFERkbiu+++w4cffohnn31WX18K1Wdl0zorXx+tQKPFvB0X5fHjd/CXTSIyoOg9wJw+Sojm4KWsh1bFEC0jtwiv/nYUY+bskSGat5MN5j3cEU/1bsyfa1QjogpMfBC6cePGsvvEh6HitviwtDLi/vLnC2I928rOF+/zxPXbtWtXpQ9MxfpslXUKFcQHqaIxVfmNiIiIyGgq0qpj8eLFMjzr16+ffAMkGgPMnDmz7PGioiL5aWRubq68Ldqjl3b0DA0NrXCtixcvIjg4WE7znDVrFl588UXZqVOcV9pViujGjQYqf/P916E4JGUVyEW4uQA3ERmEVgPsmAFsmQ7oNIBPG2D0L4DrrStqxP+Dq4/F4+2/TyI5W1kjamznILw6uDmcbW++LALRrYgqr4cfflh2YBdd0mfMmCE/7BRdPIXx48cjICBATq0Unn/+efTq1Quff/65XOd26dKl2L9/P3744YcK1xUflC5fvlyedy3RmEC8FxSdPMUSH+K2eM83btw4OfuAiIiIyKSDNLFI7JIlS274uAjGxC8BpXr37l3hdmVElZvYiG63Y6dOV4zvt52XxxN7NIK1JddGI6I6lnIe+PNJ4LJSmY2Ww4B7ZwE2jrd8alx6Ht5ccRwbTys/5xp7OeCjEW3RMdhd36MmMzFy5EgkJSVh2rRpcnZAWFgY1q5dW9ZQIDo6Wn5QWqpbt27yfd/UqVPxxhtvoEmTJlixYgVat25d4boiYBPv90aPHl1pdZl4XDSaEmvfNmrUSAZp5aduEhERERmSRfGtkisTJD4JdXFxQUZGBsv/Td3mD4GtHwMdHwOGVvzke8PJRDy2aD+cbCyx8/W+cGL1BtUj6bmFuJJVILvNiuPUnCLYW6tld8ZgD3tO5zN24r/eA/OBf6cCRTmAjTMw+BOg3SjIxc1uQnThFB05P/33jFzf0Uptgad7h+LpPo1hY8mGAvrG9xDGj98jIiIi0ud7CL1WpBEZXGGOsrd2uO6hH7ZdkPsxXYIYolG9IToyfrD6FH7ec0lmMZVxtbdCuwauCAt0RViQK9oHucHFjn/HjUZWAvD3s8C5dcrt4J7AsG8B16BbPvVkXCb+b8UxHIpOl7cjGrrho/vaoImPk75HTUREREREDNLI5BVmK3vritOkDkanYW9UqqzkeLR7I8OMjaiaIq9kY/KSgzidkCVvu9lbwc3eGm4O1vJYVKcdj8tEem4Rtp5NkptgqbJA18YeGNzaD3e29IGXEzscG8zJv4CVLwB5qYDaBuj/FtD5KaDc9LjKHIlJxzebI7H+pNJAxdHGUq6DNrZTEFQqVh8SEREREdUVBmlk2goqD9J+2KpUow0LC4CPs60hRkZULSJAee6XQ8gr0sLDwRpfjAxDr6Ze151XqNHhdEImDsek43B0Og7FpONicg62n0uW29QVx9Ah2B2DW/tiYCtf+LvaGeTrMTvZScC6/wOOLlNu+7YB7psDeLe46dP2XEiRAZr43gli1ufQNn6YOrQlfF34s4uIiIiIqK4xSCOzm9p5ISkb/55MkMeP3xFiqJERVVleoRav/3FUhmjdQz3w5YNh8L5BACyaZrRt4Cq38V2v/p1feyIB/x5PwJHLGdh7MVVu76w8KddUE6HaoFa+CPa8fgo03SZNIbD3B2WtxoJMwEIF9HgR6PUaYGld6VPE0qWimnDW5kjsi0qT96lVFjL4f6p3Y4R637oRARERERER6QeDNDKTqZ1XA4IFO6Pk2lL9mntzXSGqFxbvuYTk7EIEutthwYROsFJXr8NsiJejshh971DEpudh7XElVNt3KVVOGRTbR/+cRnNfJzn9c1BrXzT1cWTDgtt1bgOw9jUg5Zxy268dMORzILBjpaeLTsLrTiZg1ubzOBabIe+zVqvwQIcGeLJXYwS629fl6ImIiIiIqBIM0sg8KtJslMCsSKvDyiNx8vjhbsGGHBlRleQWajB763l5/GyfJtUO0a4V4GqHiT0aye1KVj7WnUjEvycSsPN8ilx7TWxfbjiLEE8HGaiJrU2AC0O16kg5D/z7BnB2rXLb3lNZCy1sLKBSV9pAYs2xeHy35TzOXVHCfzsrNcZ2DsKkO0I4/ZyIiIiIyIgwSCOzqkjbEZmMtNwieDpao1tjD8OOjagKFu+OltVoQe72GN4+oFav7e1ki3FdGsotPbdQrsMmQrVt55JxITkH3245Lzd/F1v0bu6Nvs280S3UA/bW/K+jUvmZwLZPgd3fAboiQGUJdH4S6PU/wNalwqki1P/vXDL+PhKHdScSkFOolfc72VrikW7BmNC9EdwdKp/6SUREREREhsPfhsg8KtKslClR4pdWYUgbP1jeZmUPkb5ptDp8v01pjDG5b+htV6PdjKu9NR7oECi37AINNp2+grXH47H5dBLiMvKxZE+03MRUw84h7ujb3Bt9mnlzXTWhKB849JMSomUrXTUR2h8YOB3walph6qboFix+Dv1zLF6G+qUauNlhdKcgPNS1IZxtrQzxVRARERERURUwSCPTJhZDE1RqOX1KTGMT7m7nb9hxEVWBaAyQnF0AZ1tLDA+v3Wq0m3G0scQ97fzlJv7d7Dqfgs1nrshw7XJaXlkHUNGsoJGnA3o385KhWqdG7rC1un7qoskqygMOLAR2zACy4pX73EOUAK3pQNliUzQOOHo5Q4Znq47GITGzoOzpno42uKutn/x51D7IldNniYiIiIjqAQZpZNpEhzyhWIctZ5JkpY2YphYR5GbokRHdkpj6J/Ro4qnXarSbEcFYH1F91twb79xTjPNJOdhSEqrti0rFxeQcuc3fESWr1VoHOCOioRsiGrrLvZeTDUyy0nX/PGDHTCDninKfcwDQ/QUg4mFka9U4cj4FO88nY/XReESl5JY9VYSioqHDPWH+6BLiIbtxEhERERFR/cEgjcwmSFt5VJnWeVc7f6j4yyvVA9vPJcl9zyZeMAaiYirU21Fuj/UMQVZ+EXZEpshgTVSsiWqrg9Hpcpuz/aJ8TkMPexlcRwSLcM0NTb2d6u+/v4IsYO8cYNc3QG6KvKvYJRDpEZPxn8NA7LucgwPf7sWp+EzoSophSxsH9G/pIyv87mjqCRtLM6raIyIiIiIyMQzSyLSVTJXKKyjCxlNp8vjutpzWScZPhFSHYtLlcY9QTxgjJ1urss6eYgpjdGouDlxKw/5LaTh4KQ1nErNwKSVXbn8cii15jiXCAl3R3NcJIV6Osjuo2IsGIEY7tTH7CrB/PrDnOyBP+TmSadcAfzuNxndpHRG7RgPg5HXdUTsEu8m15O5s6cMGDUREREREJoLv7MksKtL2RaUgvwgI9rCXU8+IjJ1Yl0yrK5ZrkAW6K80yjJkIwRp6OMjtvvYN5H0ZeUU4HJOOA1GpOBCdhkPR6cjK15StsVaeCNhEoNbYywGNywVsoqKtLtddE4FgZp4Gl9NykBP5HzxO/YTgxA1QF4uwDLhY7IeZRcPwd343aNPEuDSwVFmglb9z2XRWsfm62NbZmImIiIiIqO4wSCOzCNJ2yilyXnJRb6OteiEq57/IZKOuRqsKFzsr9GrqJbfSLqSnE7JkuHY+KRsXknJwITlbNjAQAduRmHS5lSdmgbrZW8PF3kpez1Vs4rZdyW378ntrGcjpiotRpClGoVaHonJboaZY7jU6XdnjYt3EuPQ8xKblITY9DylpabhTsxUPqdejkyq6bBwHdaGYrxmE1boucLKzQa+SwExs7Rq4ws6a0zWJiIiIiMwBgzQyiyDtSExqWZBGVF8q0oTu9ThIu5albEbgIrfyRGfQqJQcJVgrCdhKg7asAg1Scgrlpk8hFnEyPBuh3gZnqzx5XwFssN+5H04FPAh1gzDc7WqH570cEOLpWH/XeSMiIiIiotvCII1MW0n1mU6rQzMfJzT1cTL0iIhuKTO/CJFJ2fJYrLNl6sTUzea+znK7dpplcnYhkrML5DTR9NwiZIp9XqE8lvflldyXq9yfna+BWqWCtdoCVpYq2e1U2Swq7EWHURdko0v+dnTN2YDArCNlr6tzC4Gq40TYhI9Fdzs3dDfAnwkRERERERknBmlkFhVpKgsdhrTxM/RoiKrkaEwGiouBQHc7eDrawFyJadheTjZyqzVF+cDZtcDRX4Fz6wBdUemrAU0HAZ0egyqkL6Aq6fhLRERERERUDoM0MmnFlrbi12PYohBdQtwNPRyiKjkco3SGDAs0/Wq0OqHTAZf+A44uA07+DRRkXn3Mpw3Q9kGg9QjAJcCQoyQiIiIionqAQRqZtHwrF9gB8FRlo12gq6GHQ1QlYjF+IYx/Z2tOUwhEbQNOrwZOrwGyE64+5twAaPsA0OZBwKelIUdJRERERET1DIM0MmnJWnsEAmjuqpXrMBEZO7Eu2KFoJUgLD2KQVi35mUDkeiU8O7e+YuWZrQvQchjQdiQQ1JVTN4mIiIiIqEYYpJFJu5xvJ4O0Zk767fhHVFsup+XJDpViUfyWfhUX36dKpF0CIjcAZ/4BLm4FtOX+rTv6AM2GAM3vAhr1BCzNd705IiIiIiKqHQzSyKSdz7ZGVwBBdgWGHgpRlRwqmdYpQjRWUVaiIAuI+g+I3Aic3wSknq/4uEeoEpyJLSCClWdERERERFSrGKSRycrILcL5bCvACvCxyjP0cIiq5HDZtE42GpB0WiD+sBKand8MxOwBdJqrj1uogcBOQGh/oMXdgFczQ46WiIiIiIhMHIM0MlkHo9OQVuwkj22KlHCCyNgdKuvYacbro2XElgRnm4ALW4C81IqPuzUCGvcFQvsBwT2U9c+IiIiIiIjqAIM0Mln7L6UiHQ7KjTwlnCAyZoUaHU7EZZpfkFaYA1zaqQRnYspm8pmKj9s4A43uUMKzxn0A9xBDjZSIiIiIiMwcgzQyWfuj0lBQUpGGXAZpZPxOxWfKMM3N3goNPexhsnQ6IPF4SdXZRiB6d8UmARYqZX0zGZz1VY7VVoYcMRERERERkcQgjUySCCMOx6TDByVBWk4SUFwMWFgYemhEN3Qo+uq0TgtT+7uanaSEZqLi7MJm5d9keS6BV4MzUX1m726okRIREREREd0QgzQySSfjM1Gg0SHPzhfFUMNCkwdkxQPO/oYeGtENifBXCAt0M42qM9Ek4Nw64Oy/QNwhAMVXH7dyABr1LAnP+gEejRl0ExERERGR0WOQRibpQlK23Dfxd4dFXkMg9QKQcp5BGtWLIC08qJ6uj1aYC0RuUIIzEaDlXKn4uG9bpbumaBLQoBNgaW2okRIREREREdUIgzQySXHpeXIf4GoH2IeWBGmRSgUMkRFKyylEVEquPG5XnxoNFOUB59YDJ/5UArSinKuPWTsqzQGaDABC7wSc/Qw5UiIiIiIiotvGII1MUmxJkOYvgjRtqFIdI4I0IiOvRgvxcoCLnZEvrK8tUkIzEZ6d+adieOYSBLS4G2g6AAjqxqozIiIiIiIyKQzSyCRdTiupSHOzA3Qhyp2iKo3ISB0qWx/NiKvRxPTog4uAw0sqTtsUjQJaDQNaDgcC2nOtMyIiIiIiMlkM0sj0p3ZahCp3siKNjNieCylyH9HQyBoNaAqB06uAAwuAi1uv3u/oA7R5AGglwrMIhmdERERERGQWGKSRySkuLi6b2imDNMvGygOpFwGdFlCpDTtAomvkFmpwMDpNHndv7AmjUJAF7J8H7JoFZCeW3GmhNAqIeARoOghQG/kUVCIiIiIiolrGII1MTlpuEfKLdPLYz9UWUDUA1DaAtgBIjwbcGxl6iEQV7ItKQ5G2WAa/DT3sDTuYvDRgzw/A7m+BfGW6KRx9gfYPAeEPAW4NDTs+IiIiIiIiA2KQRiYntmR9NC8nG9hYllSfeTQGrpxUpncySCMjsyMyWe57hHrCwlBTJHNTgZ0zgb0/AoVZyn3ujYGeU4A2D7JpABEREREREYM0MkWx6blXp3WW8m6pBGmxB4EmdxpucESV+O+cEqR1C/Wo+xfXaoAD84HNHyjVaKX/Xnq+pKx/xqnQREREREREZRikkcmJTc+/2rGzVFAX4PhvQMxuww2MqBKpOYU4GZ8pj7vV9fpoF7cD/7wKXDmh3PZqAfR7E2g6GFCp6nYsRERERERE9QCDNDLZqZ0VKtICOyv7mH1sOEBGZed5pRqtua+TnI5cJzIuA/++AZz8S7lt6wr0nQpETADU/G+BiIiIiIjoRvgbE5mchEwlSPNzsb16p08rwNpJWftJTPH0bWO4ARJVsj5a99A6qEYrLgaO/KJUoRVkAhYqoMNEoM8bgL27/l+fiIiIiIionmOQRianUKN07LSzKld1JirQAjsC5zcB0bsZpJHR2BGZUtZoQK+yk4BVLwCnVym3G3QE7v5KCZmJiIiIiIioSrgIDpkcUXQjXNf8MLCLshdBGpERiE7JRXRqLixVFujUSI8VYadXA991VUI0lRXQbxowYS1DNCIiIiIiompiRRqZnJIcDRa4JkkLKl0nbU+dj4moMpvPXJH78CBXONjo4cexpgBY+xqwf97VbpzDvwf82tb+axEREREREZkBBmlkcnQlJWnXVaQFdAAs1EBGDJARC7gEGGR8RKXWHIuX+4GtfGv/4uLv+K/jgdj9MlZG9+eAPv8HWNZRQwMiIiIiIiITxKmdZMJTO69J0mwcAd/WynEMp3eSYV3JysfeqFR5PLiNX+1ePOo/4IdeSogmOnKO/Q24812GaERERERERLeJQRqZ8NTOSgR1U/aRm+pwRETX+/d4ggx9wwJdEeBqVzsXFRfc/R2w8B4gJwnwaQM8vgVo0r92rk9ERERERGTmGKSRySm+0dROofkQZX9mNaAtqtuBEZWzumRa59DaqkYTf5//mqysiVasBdo8AExcB7g3qp3rExEREREREYM0Mt2pnarKkjRRkWbvCeSlAVHb63xsREJSVgH2XlSmdQ5qXQvro+VnAosfAA7/DFiogEEfAffNAaztb//aREREREREVIZBGpmcYtykIk1tCbS4Szk++VfdDoyoxL8nEqArBto1cEGg+22GXZlxwPwhwIXNgJUDMHop0OWpG/wDICIiIiIiIqMN0lJTUzF27Fg4OzvD1dUVEydORHZ29k2f07t3b7lIfPntySefrHBOdHQ0hg4dCnt7e3h7e+OVV16BRqPR55dC9YhOd4sTWt6r7E+tAnTauhgSUaXdOofc7rTOxBPAj/2BxGOAgzcwYTXQdGDtDJKIiIiIiIiuYwk9EiFafHw81q9fj6KiIkyYMAGPP/44lixZctPnTZo0Ce+++27ZbRGYldJqtTJE8/X1xc6dO+X1x48fDysrK3z44Yf6/HKo3lWk3aAiJ7in0skwNxm4tBNo1LNuB0hmLTm7ALsvpNx+kCY6c/4yGijIBDybKp053RrW3kCJiIiIiIio7irSTp06hbVr1+LHH39E586d0aNHD3z99ddYunQp4uLibvpcEZyJoKx0ExVtpdatW4eTJ0/i559/RlhYGAYPHoz33nsPs2bNQmFhob6+HKpHrNTKX+tCzQ1K09RWQHNO7yTDTutsE3Ab0zrPbQB+HqGEaA27K00FGKIRERERERHV3yBt165dcjpnhw4dyu7r378/VCoV9uzZc9PnLl68GJ6enmjdujVef/115ObmVrhumzZt4OPjU3bfwIEDkZmZiRMnTlR6vYKCAvl4+Y1Ml4+zrdwnZORVYXrnyirMBSUyommd4u/sL6MATT7QdBAw7g/Azq12B0lERERERER1O7UzISFBrl9W4cUsLeHu7i4fu5ExY8agYcOG8Pf3x9GjR/Hqq6/izJkz+OOPP8quWz5EE0pv3+i606dPxzvvvFMLXxXVB/4uSpAWl5F/45NCegE2LkB2AnB5LxDUpe4GSGbrUkoOdp5XpnUOrUmQdnQ58OcTQLEWaDlM6cxpaV37AyUiIiIiIqLaqUh77bXXrmsGcO12+vRp1JRYQ01UmImqM7HG2qJFi/Dnn3/i/PnzNb6mqGrLyMgo22JiYmp8LTJ+fq52ch+ffpOKNEsboNlg5fjwzdfsI6otS/ZEo7gYuKOpF4I8qjmt88BC4I9JSojWbgwwYi5DNCIiIiIiImOvSHvppZfwyCOP3PSckJAQubbZlStXKtwvOmuKTp7isaoS66sJkZGRaNy4sXzu3r17K5yTmJgo9ze6ro2NjdzIPPiVVKTF36wiTYh4GDi6FDi6DOj/NmDvXjcDJLOUX6TFsv1KiD++SzXXM9v9HbD2NeW4w0RgyGeASq9Nl4mIiIiIiKg2gjQvLy+53UrXrl2Rnp6OAwcOICIiQt63adMm6HS6snCsKg4fPiz3fn5+Zdf94IMPZEhXOnVUdAUVDQlatmxZ3S+HTJB/SUVa3M0q0oSgroBfOyD+CHBgPtDzpboZIJmlVUfjkZ5bhABXO/RpXnHa+01t/xzYWNLFuNuzwJ3viZa0ehsnERERERER3ZjeShpatGiBQYMGYdKkSbKCbMeOHZg8eTJGjRol1z8TYmNj0bx587IKMzF9U3TgFOFbVFQU/v77b4wfPx533HEH2rZtK88ZMGCADH8//FwAAEYISURBVMweeughHDlyBP/++y+mTp2KZ555hlVnVKEiLTNfg5wCzY1PFGFEl6eV471zAG1RHY2QzNFPuy/J/ZjOQVCrqhCEiTmgIkArDdF6v84QjYiIiIiIyMD0OjdIdN8UQVm/fv0wZMgQ9OjRAz/88EPZ40VFRbKRQGlXTmtra2zYsEGGZeJ5YhrpiBEjsHLlyrLnqNVqrFq1Su5Fddq4ceNk2PbuuyW/bJLZc7K1gpOtUmwZf7POnUKr4YCjD5AVD5z8q24GSGbn6OV0HIlJh7VahZEdA6sWoq19XalGE0SA1vs1hmhEVOdmzZqF4OBg2NrayhkF1y6vca3ly5fL93DifLHe7Zo1ayo8LpYHuXZtXfHBa3liGRCxTq6YbSA6wE+cOBHZ2dl6+fqIiIiIjKZrpyA6dC5ZcuOF3MUbs2LxC2OJwMBAbN269ZbXFV09r31jRlSev4sdzuRnITY9H6HeTjdvOtDxMWDzB8CuWUDrEQwrqNb9tEupRhvSxheejreonNVpgVUvAAcXKbfFemidJtXBKImIKlq2bBmmTJmC2bNnyxBtxowZsiGU+BD02s7sws6dOzF69GjZLf2uu+6S7wGHDRuGgwcPonXr1mXnieBs/vz5ZbevnVEgQrT4+Hi5dIf40HXChAmyGdXN3lMSERER1RWuVk0myc+1pOHArdZJEyImAGobIO4gEHPzT9qJqis9txB/H4mTxw91vUWTAa0G+PMJJUSzUAHDvmOIRkQG88UXX8glOkSQJZbVEIGavb095s2bV+n5X331lQzJXnnlFbnEh1iuo3379vjmm28qnCeCM9EgqnRzc3Mre+zUqVNYu3YtfvzxRxneidkMX3/9NZYuXYq4OOVnKREREZEhMUgjk+TnUtJw4FadOwVHL6DtA8rx7m/1PDIyN8v3X0aBRoeWfs5oH3T1l8XraAqA5Q8Dx5YDKktgxFwgbExdDpWIqExhYaFcs7Z///5l96lUKnl7165dlT5H3F/+fEFUsF17/pYtW2RFW7NmzfDUU08hJSWlwjXEdM4OHTqU3SeuKV57z549tfgVEhEREdUMgzQySQElFWmXU5X1926ptOnAqb+B9Gg9jozMiU5XjJ/3XCqrRhNrAVWqMBdYOgY4vUqpjhy5GGh9X90OloionOTkZGi1Wvj4+FS4X9xOSEio9Dni/ludLyrWFi1ahI0bN+Ljjz+WS3oMHjxYvlbpNa6dNmppaSmXC7nR6xYUFCAzM7PCRkRERKQvDNLIJLXyd5H7QzHpVXuCTyugUS+gWAds+Ui/gyOzseXsFVxKyZXNL+4NU7oVX6cgC1j8ABC5AbCyB8YsA5pVXHibiMhUiO7t99xzj2xEINZPEw2k9u3bJ6vUakqsyebi4lK2iTV3iYiIiPSFQRqZpIhgN9kz4GJyDq5kVmF6p9D3TWV/eAkQd1iv4yPTJxqpzNhwTh6P6hgIe+tKervkpQGLhgGX/gNsnIFxfwCN+9T9YImIruHp6Sk7pCcmJla4X9wW65pVRtxfnfOFkJAQ+VqRkZFl17hy5UqFczQajezkeaPrvP7668jIyCjbYmJiqvx1EhEREVUXgzQySc62VnJNKmFvVGrVnhTYEWgj1korBv59QyQh+h0kmbR1JxNx9HIG7K3VeKJX4+tPyE4CFt4NxO4H7NyA8X8BDbsaYqhERNextrZGRESEnIJZSqfTydtdu1b+s0rcX/58QXTevNH5wuXLl+UaaX5+fmXXSE9Pl+uzldq0aZN8bdF8oDKieYGzs3OFjYiIiEhfGKSRyeoY7C73ey9WMUgT+r0FWNoCl3YAp1bqb3Bk8mujfbHurDx+tHsjeDraVDwhPQaYPwhIOAY4eAGPrAYC2htmsERENzBlyhTMmTMHCxculN00RWOAnJwc2cVTGD9+vKwGK/X888/Ljpuff/45Tp8+jbfffhv79+/H5MmT5ePZ2dmyo+fu3bsRFRUlQ7d7770XoaGhsimBILp9inXURLfQvXv3YseOHfL5Ykqov/8NpsgTERER1SEGaWSyOjeqQZDmGgh0e1Y5Xv+m0kmRqJpWHo3DmcQsuTbapJ4hFR9MPgfMGwSkRAIugcCEtcoafURERmbkyJH47LPPMG3aNISFheHw4cMyKCttKBAdHY34+Piy87t164YlS5bghx9+QLt27fDbb79hxYoVaN26tXxcTBU9evSoXCOtadOmmDhxoqx62759u6wqK7V48WI0b94c/fr1w5AhQ9CjRw95TSIiIiJjYFEsFvIxM6Kbk1iMVqyjwfJ/05WcXYAO72+Qa6UdevNOuNpbV+2JBdnA1xFAdgJw53tA9+f0PVQyIRqtDnd+uU2uz/fSnU3xbL8mVx8Ua+/9fB+QmwJ4NgUe+hNwaWDI4RJRNfE9hPHj94iIiIj0+R6CFWlkssR0usZeDnKps/1RaVV/oo0j0G+acrztU2UtK6Iq+uNgrAzR3B2sMaFHo6sPRO1Q1kQTIZpfGDDhH4ZoRERERERE9QyDNDJpnRp5VK/hQKl2owG/dkBBJrDlQ/0MjkxOgUaLrzYqnTqf6tUYjjYlnTrP/qtUoom/Tw17AA+vBBw8DTtYIiIiIiIiqjYGaWTSOjVyk/s91VknTVCpgIHTleMDC4DoPXoYHZmaZftiEJueB28nGzzUtaFy56HFwNIxgCYfaDoYGPcbYMupRkRERERERPURgzQyi4q0E7EZyCnQVO/Jwd2BtqOAYh3w+2NAXrp+BkkmIa9Qi683RcrjZ/uGwtZSBWz5CPjraUCnAdqOBEb+BFjZGXqoREREREREVEMM0sikBbjayU2jK8au8ynVv8CQTwG3YCAjGlj1IuSCa0SV+Hn3JSRlFci/byPb+wF/TQa2lFQ19pgCDP8eUFsZephERERERER0Gxikkckb2MpX7n8/eLn6TxZT8EbMBVSWwIk/gMNLan+AVO9dycrH15uUtdFe6uUH619HAYd/BixUwF1fAv3fgmwfS0RERERERPUagzQyeQ92VDojbjiViJTsgupfoEEHoM8byvGaV4BkZfoeUal3/j6JzHwNevlpMPzwY8D5TYCVPTB6KdDhUUMPj4iIiIiIiGoJgzQyec19ndG2gQuKtMVYcTiuZhfp/gIQ3BMoygF+nwhoCmt7mFRPrT+ZiNXH4tFCHYM5ha/BIvE44OAFPLIaaDrQ0MMjIiIiIiKiWsQgjczCAx0C5X75/hgU12SdM5UauO8HwM4NiD8MbHq39gdJ9U5WfhHeXHEcg1R78ZfN27DOiQM8mgCPbQAC2ht6eERERERERFTLGKSRWbinrT+sLVU4nZCF47GZNbuIsz9w7yzleOfXQOSGWh0j1T+f/nMKY3MXYbb1DFjr8oCQ3sDEdUqDCiIiIiIiIjI5DNLILLjYW2FQSdOBX/fH1PxCzYcCHSYqx8sfBRKO1dIIqb45dC4KvQ4+h2ctVyh3dJ0MjP0dsHc39NCIiIiIiIhITxikkdl4sGR651+HY5FfpK35hQZ+CDTsDhRkAD+PAFIv1t4gqV4oTDgFz1+GoJ/6EIosrIHhPwADPwDUloYeGhEREREREekRgzQyG90aeyDA1U52V/z3RELNL2RlC4z+BfBpA2QnAj8NB7ISa3OoZMzO/IPiOf0QqItFAjyR/9AaoN1IQ4+KiIiIiIiI6gCDNDIbKpUF7o9oII+X7798exezdQHG/a6shZV2EVg8AsjPqJ2BknHSFgEb3kbxL6Nho83BHl1zHBmyAk4hHQ09MiIiIiIiIqojDNLIrJQGaTvOJyMqOef2LubkAzz0J+DgrayV9ssYoCi/dgZKxiX1AjBvIPDfl7BAMRZq7sTcRjMwoGNrQ4+MiIiIiIiI6hCDNDIrge726NPMC8XFwOfrz97+Bd1DgHG/ATbOwKX/gN8nAlpNbQyVjMXRX4HZdwCxB5Bv6YQnC1/AJ6rH8PbwMFhYWBh6dERERERERFSHGKSR2Xl5YDOI/GPlkTgcvZx++xf0aweMWgKobYDTq4BVzwM6XW0MlQypIAv44wngj0lAYRYyvDqiX84HWKvrhLfubgV/VztDj5CIiIiIiIjqGIM0Mjut/F0wLCxAHn/0z2kUi/K029WoJ3D/XMBCBRz6Gfj1IaAw9/avS4YRewCY3RM4ulR+TzM6v4K+yS8httgTozoG4sGOSgdYIiIiIiIiMi8M0sgsTbmzKazVKuw8n4KtZ5Nq56It7gbumwOorZXKtAVD2c2zvtEUAls/BeYOUJpIuASi4KFVGBvZCyl5OrRt4IK372ll6FESERERERGRgTBII7NdK21814ZlVWlaXS1UpQlt7gfG/w3YuQNxB4Ef+wNXTtXOtUm/ovcA398BbH4f0GmAlsNQ/MR2TD3giOOxmXB3sMZ34yJga6U29EiJiIiIiIjIQBikkdl6pk8onGwtcTohCysOxdbehRt2BR7bALg3BjKigbkDgfOba+/6VLvyM4BVU5SunEmnAHtPpbLwgQVYciwTyw9chsoC+Hp0OAK4LhoREREREZFZY5BGZsvNwRpP9w6Vx1+sP4v8Im3tXdyjsRKmBXUFCjKAxfcDB3+qvetT7Ti1EpjVGdg/F0AxEDYOmLwPaPsgDsak4+2/T8jT/jeoObqHehp6tERERERERGRgDNLIrE3oHgw/F1vEpudh0a6o2r24vTsw/i+gzQPKVMG/JwMb3gZ0tRjYUc1kxAJLxwLLxgFZ8Ur14MMrgWGz5PctKasAT/98EEXaYgxu7Ysn7ggx9IiJiIiIiIjICDBII7Mm1rt68c6m8njW5vPIyC2q3RewtFGmCfZ6Vbn935fA/MFA8rnafR2qmqI85XsgqtBEQwiVJXDHK8BTO4FGd8hTNFodnv3lIBIy89HYywGfPtAOFhYWhh45ERERERERGQEGaWT2RrRvgGY+TsjIK8K0v4+juLiWGg+UEiFMnzeUQM3GGYjZA8zuAez8mtVpdUWrAQ4sBGa2V6oCC7OABp2AJ7YDfacCVrbyNPG9f2/VSey+kAoHazW+f6gDHG0sDT16IiIiIiIiMhIM0sjsqVUW+PC+1nL/1+E4ubi8XrR9EHh6F9C4H6DJB9ZNBeYNYnWaPolQ9NQq4LuuwMrngKw4wCUIGP498Oi/gE/LcqcW4+O1Z7Bw1yV5+7MH2iHU29GAgyciIiIiIiJjwyCNCEBEQ3dMKZni+dZfJxB5JUs/L+TSABj3O3DP10p12uW9SnXajpmsTqttUTuAuQOAZWOB5LOAnTswcDrw7H6g3ShAVfHH31cbz2H21vPy+L1hrTG4jZ+BBk5ERERERETGikEaUYmnejVGj1BP5BVpMXnJodrt4nntVM/24ytWp61/E5g3EEg6q5/XNCfxR4DFDwILhihBpZW9sg7a84eBrk8r69Zd49stkZixQakMnDq0BR7q0tAAAyciIiIiIiJjxyCNqIRKZYEvRraDp6M1Tidk4f3VJ/X7gtdVp+0DvusGrHweSI/W72ubGlHNd3o1MH8o8P0dwLl/AQs10OFR4LlDyjpoti6VPnXufxfxydoz8vh/g5rhsZ7s0ElERERERESVY5BGVI63ky2+eDBMHv+8Oxr/HIvX7wuWr05rMgDQFQEHFgAzw4G/nwPSlPW66AYKsoDds4GvI4ClY4BL/ykBWuv7gWf2And9CTj53vDpP+2+JJsLCM/3a4Kne4fW4eCJiIiIiIiovmE7OqJr3NHUC0/1bozvtpzH/34/itYBLgh0t9d/ddrY5cClXcDWj4ALW4CDC4HDi4GwsUDPlwA3TjcskxYF7PkBOPQTUJCp3GfrCnSYAHScBLgE3PISv+6LwZsrjsvjJ3s1xgv9m+h71ERERERERFTPWRSLVnVmJjMzEy4uLsjIyICzs7Ohh0NGqEirw4Pf78Kh6HSEB7ni1ye6wkpdhwWc5QM1QWUJhI0pCdSCYZY0hcD5TcDhn5VpnMU65X6PJkCXp5QGAtYOVbrUX4dj8cKyw7Kp54TuwZh2V0tYiOpAIqJb4HsI48fvEREREenzPQSDNL7BohuISc3F0JnbkZmvwSPdgvHW3QYIW6J3A1tEoLb5aqAmpoC2eQBoOgiw1nOlnKFpi4ALW4ETfwCnVwH5GVcfa9wX6PK00rDhmg6cN7PmWDye/eUQtLpijO0chPeHtWaIRkRVxvcQxo/fIyIiItLnewhO7SS6ATGd85P72+LJnw9iwc4o2Fur8crAZnUbugR1AcavqBionVmjbNaOQPO7lFAtpBegtoJJ0GqAqG3AiT+BUyuBvLSrjzn6Aq2GARGPAN4tqnVZ8ZnBvB1R+GD1SeiKgfsjGuC9exmiERERERERUdWxIo2fVNItLNwZhbf+PlG2IP2LdzY13GASTwLHfwOOLa/Y2dPeE2g1XAnVAjspTQzqk+wkIHqXMnXz1N9AbsrVxxy8gJb3Aq3uU4JFlbraly/U6DDtr+NYui9G3h7VMRAfDG8Dtaqe/TkRkcHxPYTx4/eIiIiIaoJTO2+Cb7Coun7cfgHvrz4lj18e0BST+xp4YXrxzzZmrxKoicqt3OSrj7kEAsE9gAYdgAYdAe9WgNqIik/F2FMvKMGZ3HYDKZEVz7FzB1reo4Rn4mupQXhWKiW7AE/9fBB7o1IhcrP/G9oSj3YPZiUaEdUI30MYP36PiIiIqCY4tZOoFj3WMwQaXTE++uc0Plt3VjYeeKJXY8MNSIRAQZ2VbdB0ZR0xEaqJdcQyYoAjvyibYGUP+IcroVrp5uRTN+PUaYHMWCDtEpBw7GpwlnPl+nO9WwJBXYHmQ4FGd9TKVNXTCZl4bOF+XE7Lg5ONJb4eE47ezbxv+7pERERERERknhikEVXRk70ao0ijw+frz2L6P6fltEARsBmcCJya9Fe2wlzg0g7g8r6S7QBQkKHcJ7byVWui+6eTL+Doc3UTAZtYh8zRG7Bzu36KqKgmE+GYrkhpBKDTAJp8ICMWSL8EpEWV7C8p+4zLyjnXjdkaCIhQpmqK8EyEe/butfrHsv5kIl5Yegg5hVoEe9jjx4c7INTbqVZfg4iIiIiIiMwLgzSiani2XxMU6Yoxc+M5OdXT2lKF8V2DYTREF88mdyqboNMBKeeuBmsx+4ArJ5WqNbHdjAi7REMDEYSVhmYiQKsulRXgGgh4Nr0anPmFAVa20AcxW3321gv45N/TMvfr1tgD345tD1d7a728HhEREREREZkPBmlE1fRi/ybQaHX4dst5TPvrhKxMG9u5IYySSgV4NVO28HHKfQVZQPxRIDMOyE4AshOBrERlL48TgPx0QFsI5KVW4UUsAGd/wLUh4Nbw+r2T322tcVYd+UVavP7HMfx5KFbeHtclCG/d3UpOxSUiIiIiIiK6XQzSiKpJLFL/ysBmKNLqMGf7Rfzfn8dxISkHrw1uXj8CGxsnILj7zc/RFCihWmGOUlEmmhXIvRWgsizZlxyLkMwIFu6PvJKFl349giOXM2S4+fbdLfGQMVULEhERERERUb2n19/6U1NTMXbsWNntwNXVFRMnTkR2dvYNz4+KipIhRWXb8uXLy86r7PGlS5fq80shqkD8nXtjSAs800dpODD3v4sY9cNuxGfkwSRY2gCuQYB3C8AzVFlPzSVAWTtNrGUmwjgxNVMEbAYO0USg+c2mcxjy1X8yRHOxs8KiRzsxRCMiIiIiIqJaZ1EsFhTSk8GDByM+Ph7ff/89ioqKMGHCBHTs2BFLliyp9HytVoukpKQK9/3www/49NNP5XUcHR2VQVtYYP78+Rg0aFDZeSKos7Wt2ppLbItOtenfEwl4efkRZOVr4O5gja9GhaFnEy9DD8ssHI/NwCu/HcWp+Ex5u29zb3wwvDX8XOwMPTQiMlF8D2H8+D0iIiIifb6H0NvUzlOnTmHt2rXYt28fOnToIO/7+uuvMWTIEHz22Wfw9/e/7jlqtRq+vr4V7vvzzz/x4IMPloVo5YOza88lMoSBrXzR3NcJTy8+iBNxmRg/by9e6NcUz/YNhUpl+CmPpkishTZjwznM2X4BWl0x3Oyt8PY9rXBPO38ZtBMRERERERHVq6mdu3btkmFXaYgm9O/fHyqVCnv27KnSNQ4cOIDDhw/LKaHXeuaZZ+Dp6YlOnTph3rx5slMfkaE09HDA7091w+hOgbJT5JcbzuKRBfuQmlNo6KGZnH1RqRjy1XbM3npehmh3tfXD+im9cG9YAEM0IiIiIiIi0iu9VaQlJCTA29u74otZWsLd3V0+VhVz585FixYt0K1btwr3v/vuu+jbty/s7e2xbt06PP3003Ltteeee67S6xQUFMitfLkeUW2ztVJj+n1t0aGhO/5vxTFsO5uEoTO345sx7RHR0M3Qw6v3sgs0+GTtaSzadUne9naywfvDWmNAK1amEhERERERkZEGaa+99ho+/vjjW07rvF15eXlyLbU333zzusfK3xceHo6cnBy5jtqNgrTp06fjnXfeue0xEVXFiIgGaBXgjKd/PogLyTkY+f0uTOzRCE/3CZUL4VP16HTFch2691efQmy60sxhZIdAvDG0Bf88iYiIiIiIyLibDYhmACkpKTc9JyQkBD///DNeeuklpKWlld2v0WhkQwDRgXP48OE3vcZPP/0kp3TGxsbCy+vmC7evXr0ad911F/Lz82FjY1OlirTAwEAuQkt6r6B69fejWH00Xt4W63g9368JxnZpCCu1XhvmmgQxbXPNsXh8sykSZxKz5H0N3Ozw0X1t0aOJp6GHR0RmigvZGz9+j4iIiMiomg2IUOtWwZbQtWtXpKeny3XOIiIi5H2bNm2CTqdD586dqzSt85577qnSa4l11Nzc3CoN0QRx/40eI9IXRxtLfDM6HPe3b4AP1pxC5JVsvL3yJBbuuoTXBjfHgJY+XNOrEhqtDquOxuPrTedwPilH3udkY4lHugfjyV6N4WCjtxnpRERERERERDelt99IxdpmgwYNwqRJkzB79mwUFRVh8uTJGDVqVFnHTlFt1q9fPyxatEg2DSgVGRmJbdu2Yc2aNdddd+XKlUhMTESXLl1kddv69evx4Ycf4uWXX9bXl0JUYyIo69PcGz2beGLZ/hh8uf4sLibn4ImfDqBTI3dMHdoCbRu4GnqYRqFIq8OKQ7GYtTkSUSm58j4xdfPR7o1kiMZpnERERERERGRoei3tWLx4sQzPRFgmunWOGDECM2fOLHtchGtnzpxBbq7yS3Mp0YWzQYMGGDBgwHXXtLKywqxZs/Diiy/KTp2hoaH44osvZGBHZKws1SqM7dwQ97Tzx/dbL2DO9gvYezEV93yzA8PC/PHKoOYIcLWDOSrU6PD7wcv4dkskYlLzyqbBPtYzBOO7NoSTLQM0IiIiIiIiqqdrpJkCrp1BhhaXnofP1p3BHwdj5W1rS5UM2R7sEIiOwW5mMeUzPiMPq47EY/6Oi4jLyJf3eTpa4/E7QmToyCmcRGSM+B7C+PF7RERERPp8D8EgjW+wyICOx2bg/dUnsftCatl9wR72uD+iAe5r3wD+JlallpxdgH+OxWPlkXjsjbr6NXs72eCJXo0xplMQ7KzVBh0jEdHN8D2E8eP3iIiIiGqCQdpN8A0WGRPxT3D/pTQs3x8jO3zmFGrl/aIorUeop6xSu7OlD2yt6mfAlJFbhH9PJGDl0TjsiEyGrtxPHFF9Nyw8ACPaN6i3Xx8RmRe+hzB+/B4RERGRUXXtJKLaJaZxdgx2l9tbd7fCP8cTZKi252Iqtp9LlpuzrSXuDQvAfe0D0CbARa65ZsyyCzTYeCoRK4/EYevZJBRpr6Zn7Rq44O52/hjSxs/kKu6IiIiIiIjItLEijZ9UkpG6lJKD3w9cxm8HLpetISbYW6vRroEr2jd0RXigG8KDXOHhaGOwcWq0OkQmZePo5Qw5VVXsT8ZnyiYCpZr7Osnw7K62fmjo4WCwsRIR3S6+hzB+/B4RERFRTXBq503wDRbVJ1pdMXadT8HyAzHYdOoKsgo0150j1lULD3JD+yBXuRfBlT6q1sRYLiRl41hJYCb2J+IykF90NTQr1cjTQYZnd7f1QxMfp1ofCxGRIfA9hOl8j7RarewgT6bBysoKajWXiSAioprj1E4iE6FWWaBHE0+5iSAr8ko2DkWn4aDc0uXtqJRcuf15SOkCamulgreTLdwcrOFmbwU3e7FXjl0drOFeemxvLTuGZuYXITOvCJn5GmTklR6X7PM08jg9twjnk7KRW7KGW3mONpZo5e+Mtg1c0KaBK9oGuKChh71ZdB8lIqL6RXyGnJCQgPT0dEMPhWqZq6srfH19+f6DiIj0ikEaUT0L1Zr5OsltVKegssX8D8Wk4VB0ugzXDsekIytfg+jUXLnVNjG1tLW/C1oHuJQEZy5o5OEAlYpvWomITM2sWbPw6aefyuCpXbt2+Prrr9GpU6cbnr98+XK8+eabiIqKQpMmTfDxxx9jyJAh8jFR/TV16lSsWbMGFy5ckJ/49u/fHx999BH8/f3LrhEcHIxLly5VuO706dPx2muv1crXVBqieXt7w96eH/qYSjiam5uLK1euyNt+fn6GHhIREZkwBmlE9ZyLvRV6N/OWm6DTFeNSai5SsguQmlMoK8nScguRmluI9JwiZZ9biDRxf04hCrU6ONtawcXOCs52lsreVhyX3GdrKV/DycYKQR72aOzlKAM9IiIybcuWLcOUKVMwe/ZsdO7cGTNmzMDAgQNx5swZGUJda+fOnRg9erQMve666y4sWbIEw4YNw8GDB9G6dWsZdIhjEbSJUC4tLQ3PP/887rnnHuzfv7/Ctd59911MmjSp7LaTU+0sESCmc5aGaB4eHrVyTTIOdnZKAyMRponvL6d5EhGRvnCNNK5vQkRERFVkTu8hRHjWsWNHfPPNN/K2TqdDYGAgnn322Uqrw0aOHImcnBysWrWq7L4uXbogLCxMhnGV2bdvn6xwExVoQUFBZRVpL7zwgtxq+3uUn5+PixcvytcoDV7IdOTl5clqyEaNGsHW1tbQwyEiIhN9n1f7q5ETERERUb1WWFiIAwcOyKmXpVQqlby9a9euSp8j7i9/viAq2G50viDeqIqplWJtq/LEdE9RMRYeHi6nlmo01zfaKVVQUCDf+JbfboXTOU0Tv69ERFQXOLWTiIiIiCpITk6W0yB9fHwq3C9unz59+oZrj1V2vri/MqI67NVXX5XTQct/6vvcc8+hffv2cHd3l9NFX3/9dcTHx+OLL76o9DpiKuk777xTg6+SiIiIqPoYpBERERFRnRKNBx588EG5SPx3331X4TGxLluptm3bwtraGk888YQMzGxsbK67lgjayj9HVKSJKahERERE+sCpnURERERUgaenp1ysPTExscL94ravr2+lzxH3V+X80hBNrIu2fv36W641J9ZqE1M7xdpXlRHhmrhG+Y30M21yxYoVhh4GERGRwTFIIyIiIqIKRBVYREQENm7cWHafaDYgbnft2rXS54j7y58viKCs/PmlIdq5c+ewYcOGKnXOPHz4sFyfrbJOoURERER1jUEaEREREV1HTJecM2cOFi5ciFOnTuGpp56SXTknTJggHx8/frycVlnq+eefx9q1a/H555/LddTefvtt7N+/H5MnTy4L0e6//3553+LFi+UabGL9NLGJ5gaCaEwwY8YMHDlyBBcuXJDnvfjiixg3bhzc3NxgzkSQKaa3io6UouNou3bt8Ntvv8npsaLJg2jsII6F1NRUNGjQANOmTZO3xZ/1xIkTy57brFkzfPXVV9e9xrx589CqVStZ5efn51f2vRNdToXhw4fLyrTS20REROaIa6QRERER0XVGjhyJpKQkGcaIsCssLEwGZaUNBaKjo2WlWKlu3bphyZIlmDp1Kt544w00adJETgVs3bq1fDw2NhZ///23PBbXKm/z5s3o3bu3DHCWLl0qQzjRjVMEPyJIK78GWm0T4VNekRZ1zc5KXa0ukyJE+/nnnzF79mz5Z7tt2zYZMHp5ecmws02bNpg5c6YMNJ988kkEBASUBWkihBPB2vLly2UVoGji8Pjjj8uwTFQICmKtOvHnLDqmDh48WHZU3bFjh3xs3759siJw/vz5GDRokJz2S0REZK4siks/ujIjYhFaFxcX+QaB62gQERFRVfE9RP3+HolOoRcvXpQBna2trbwvt1CDltP+rfNxnnx3IOytq/aZtggV/7+9+wCPqkobOP4CoSR0CFI0FAXp0kEUPxSQakFYKaIii0QUWFg6KnFREARFBVHUFdEVFkGFZRGDFF1Wli7SBKSKSBNYSoBQ7/e87+6dnUkCmQSSycz8f88zmczMmZl7zr1z77nvPaVIkSLWHda7q+yTTz4pZ86csQCmBsm0lWC/fv1k4sSJsm7dOgu4XYm2NtMAqbZqUxp409aGI0eOTDG9Bv1mz54tbdu2lawqpfULAMD1rufRIg0AAADIwnbs2GEBs3vvvdfnee0SW6t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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2026-01-29 15:09:40,684 INFO CombineRules :: it. 3>=100 | discr./noiselevel = 1.81< 1.10\n", "2026-01-29 15:09:40,684 INFO CombineRules :: it. 3>=100 | discr./noiselevel = 1.81< 1.10\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2026-01-29 15:09:40,958 INFO CombineRules :: it. 4>=100 | discr./noiselevel = 1.28< 1.10\n", "2026-01-29 15:09:40,958 INFO CombineRules :: it. 4>=100 | discr./noiselevel = 1.28< 1.10\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2026-01-29 15:09:41,230 INFO CombineRules :: it. 5>=100 | discr./noiselevel = 1.00< 1.10\n", "Rule Discrepancy(noiselevel=0.012891189621064078, tau=1.1) triggered.\n", "2026-01-29 15:09:41,230 INFO CombineRules :: it. 5>=100 | discr./noiselevel = 1.00< 1.10\n", "Rule Discrepancy(noiselevel=0.012891189621064078, tau=1.1) triggered.\n" ] } ], "source": [ "for reco,reco_data in solver.until(stoprule=stoprule):\n", " fig, axs = plt.subplots(1, 2,figsize=(15,7))\n", " axs[0].set_title('Obstacle')\n", " axs[0].set_xlim([-1.1, 1.1])\n", " axs[0].set_ylim([-1.1, 1.1])\n", " axs[1].set_title('Heat flux')\n", "\n", " axs[0].plot(*exact_solution.z)\n", " axs[0].plot(*op.curve.z)\n", "\n", " axs[1].plot(exact_data.real, label='exact')\n", " axs[1].plot(reco_data.real, label='reco')\n", " axs[1].plot(data.real, label='measured')\n", " axs[1].legend()\n", " axs[1].set_ylim(ymin=0)\n", "\n", " plt.show()" ] } ], "metadata": { "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 5 }