{ "cells": [ { "cell_type": "markdown", "id": "9eb831f3-66b4-4601-9e84-fe801e7aa9fc", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# Radial conductivity\n", "Here a simple example using the parameter class and showing a simple adjustment (fitting process) on the water outgoing flux given in the parameters file parameters.yml." ] }, { "cell_type": "code", "id": "b6cc47ef-4c99-4005-b041-b44dcb72312d", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [], "ExecuteTime": { "end_time": "2025-10-28T14:07:02.965968Z", "start_time": "2025-10-28T14:07:02.237773Z" } }, "source": [ "from openalea.hydroroot.main import hydroroot_flow, root_builder\n", "from openalea.hydroroot.init_parameter import Parameters\n", "from openalea.hydroroot.read_file import read_archi_data\n", "from openalea.widgets.plantgl import PlantGL # notebook viewer 3D\n", "from openalea.plantgl.algo.view import view # 2D view\n", "from openalea.hydroroot.display import mtg_scene" ], "outputs": [], "execution_count": 1 }, { "cell_type": "markdown", "id": "66ffba03-1927-4dcc-bd3e-7ae487f17a4a", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": "## Reading the input parameters file" }, { "cell_type": "code", "id": "e8f87e3b-3e41-476a-9aa2-c2ad676606cf", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [], "ExecuteTime": { "end_time": "2025-10-28T14:07:02.979869Z", "start_time": "2025-10-28T14:07:02.971399Z" } }, "source": [ "parameter = Parameters()\n", "parameter.read_file('parameters.yml')" ], "outputs": [], "execution_count": 2 }, { "cell_type": "markdown", "id": "9432b4c5-ee31-4a74-912c-a1660304437e", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": "## Reading the architecture file and building the MTG" }, { "cell_type": "code", "id": "62a1f2a1-0aa6-492c-8b6f-5c20a7ab3f28", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [], "ExecuteTime": { "end_time": "2025-10-28T14:07:03.025363Z", "start_time": "2025-10-28T14:07:03.020662Z" } }, "source": [ "fname = parameter.archi['input_dir'] + parameter.archi['input_file'][0]\n", "df = read_archi_data(fname) # replace 3 lines in example_parameter_class.ipynb" ], "outputs": [], "execution_count": 3 }, { "cell_type": "markdown", "id": "88141760-871c-45b7-ad30-d26b30f03d89", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "### building the MTG from the dataframe df\n", "the output is the mtg, the primary root length, the total length and surface of the root, and the seed for the case of generated root here unsed\n" ] }, { "cell_type": "code", "id": "b63cd987-1689-4fff-9c28-559176546f1b", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [], "ExecuteTime": { "end_time": "2025-10-28T14:07:03.120757Z", "start_time": "2025-10-28T14:07:03.068820Z" } }, "source": [ "g, primary_length, total_length, surface, seed = root_builder(df = df, segment_length = parameter.archi['segment_length'],\n", " order_decrease_factor = parameter.archi['order_decrease_factor'], ref_radius = parameter.archi['ref_radius'])" ], "outputs": [], "execution_count": 4 }, { "cell_type": "markdown", "id": "0a6abb4e-891d-43c6-8349-5f06ca374c0a", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## Performing the\n", "Two steps:\n", "- 1st run with conductivities given in parameters.yml and display water uptake before adjustement\n", "- 2d the adjustment of k0 to fit parameter.exp['Jv'], done with a very simple Newton-Raphson loop." ] }, { "cell_type": "code", "id": "36a30d5b-0a1e-4895-82da-7387a0462d7c", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [], "ExecuteTime": { "end_time": "2025-10-28T14:07:03.193034Z", "start_time": "2025-10-28T14:07:03.172308Z" } }, "source": [ "axial_data = parameter.hydro['axial_conductance_data']\n", "k0 = parameter.hydro['k0']\n", "radial_data = ([0.0,0.2], [k0,k0]) # 1st list dist. to tip in cm, 2d list radial conductivity in microL/(s.MPa.m**2)\n", "g, Keq, Jv = hydroroot_flow(g, segment_length = parameter.archi['segment_length'], psi_e = parameter.exp['psi_e'], \n", " psi_base = parameter.exp['psi_base'], axial_conductivity_data = axial_data, \n", " radial_conductivity_data = radial_data)" ], "outputs": [], "execution_count": 5 }, { "cell_type": "markdown", "id": "8fd6302f-be5e-4329-ad35-f43ae1c81649", "metadata": {}, "source": [ "#### Display the local water uptake heatmap before adjustment\n", "\n", "to reduce notebook size we use here a 2D view but you can use the openalea.widgets `PlantGL(s)` to display an interactive 3D view" ] }, { "cell_type": "code", "id": "8e69b038-2b32-4b03-8bbd-d8e1522cfb96", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "\"nbsphinx-gallery\"", "nbsphinx-gallery" ], "ExecuteTime": { "end_time": "2025-10-28T14:07:03.508833Z", "start_time": "2025-10-28T14:07:03.227044Z" } }, "source": [ "s = mtg_scene(g, prop_cmap = 'j') # create a scene from the mtg with the property j is the radial flux in ul/s\n", "view(s) # use PlantGL(s) to display in 3D" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 6 }, { "metadata": {}, "cell_type": "markdown", "source": [ "#### Adjustement of radial conductivity\n", "\n", "The adjustement is done by a simple Newton-Raphson scheme" ], "id": "7e05b4912a178ad5" }, { "cell_type": "code", "id": "801eb8ae-babe-4a44-9891-029f704e61a2", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [], "ExecuteTime": { "end_time": "2025-10-28T14:07:03.633771Z", "start_time": "2025-10-28T14:07:03.516334Z" } }, "source": [ "k0_old = k0\n", "F_old = (Jv - parameter.exp['Jv'])**2.0 # the objective function\n", "k0 *= 0.9 # to initiate a simulation in the loop to compare with the previous one\n", "eps = 1e-9 # the accuracy wanted\n", "F = 1. # to launch the loop\n", "# Newton-Raphson loop to get k0\n", "while (F > eps):\n", " radial_data = ([0.0,0.2], [k0,k0])\n", " g, Keq, Jv = hydroroot_flow(g, segment_length = parameter.archi['segment_length'], psi_e = parameter.exp['psi_e'], \n", " psi_base = parameter.exp['psi_base'], axial_conductivity_data = axial_data, \n", " radial_conductivity_data = radial_data)\n", "\n", " F = (Jv - parameter.exp['Jv']) ** 2.0 # the objective function\n", "\n", " if abs(F) > eps:\n", " dfdk0 = (F - F_old) / (k0 - k0_old) # the derivative of F according to k0\n", "\n", " k0_old = k0\n", "\n", " k0 = k0_old - F / dfdk0 # new estimate\n", " while k0 < 1.0e-3:\n", " k0 = 0.5 * k0_old\n", "\n", " F_old = F" ], "outputs": [], "execution_count": 7 }, { "cell_type": "markdown", "id": "d8cc1b78-16b7-4e55-97b3-17f1313666af", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## Results" ] }, { "cell_type": "code", "id": "8cb74613-2f9c-418a-af07-8247f6d5b4a6", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [], "ExecuteTime": { "end_time": "2025-10-28T14:07:03.647751Z", "start_time": "2025-10-28T14:07:03.644531Z" } }, "source": [ "print('experimental Jv: ', parameter.exp['Jv'], 'simulated Jv: ', Jv, 'adjusted k: ', k0)" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "experimental Jv: 0.00723 simulated Jv: 0.007259718594573797 adjusted k: 48.09970642909217\n" ] } ], "execution_count": 8 }, { "cell_type": "code", "id": "d4435c66-cfbb-45ab-8fc2-ed23d4d52bce", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [], "ExecuteTime": { "end_time": "2025-10-28T14:07:03.963310Z", "start_time": "2025-10-28T14:07:03.699105Z" } }, "source": [ "s = mtg_scene(g, prop_cmap = 'j') # create a scene from the mtg with the property j is the radial flux in ul/s\n", "view(s) # use PlantGL(s) to display in 3D" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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QEiLgl+cg6ip8sgncvZy2B1Cx4NBtJ1uBF0UB3y2QMgrVthsFBS/CSeEcDqx5P5wOLVdHUaBBPVg0GPYtAlVFQaEHPviiZyGJErgLIUpUoXPad+zYwV133ZXx86hRowAYPHgws2bN4tVXXyU1NZXnnnuO2NhYWrVqxfLly/Hx8cno8/nnn2MwGOjfvz+pqancc889zJo1C70+98yKEEKIW8u4loVrv8kBeiWOpkpdpzPsoG1wuuA0TK5+GRa9ysYL5yn/7ByqBlXO5+oJpDEKTx7KdlRR3FA9J0Ha56hqEmHGgezgScrQChOBri+nA669R2j8GliMMP9xaNg3413JIPyYTRw/Es9Q/DG4eBMihBCFoaiqessl3yUkJODn50d8fDy+vr43ezhCCCGKaJsZ/rbDYA+okkdsq6rw06EkBv37KOgi2NbpG4LDGhPmmUcfHKQxCv1pH0yrzsLQH3O3sZ8HdSaKoRNXsBHDdmryEoqLD6LjVNgCdM061l0/wsV90POTbG0Xq4lsVu1M1Pm7HqQQ4j+tMDFtiea0CyGEEAWR4IAB0SmohrM8bso7YAfouxoGhKWB7TDL7/yBY8a8A3bNQ5j5DRM9XbZQ9JVA74GqDqEcZYlgQ55X9FdyBOwAjQfC1Umwb1i2wz3x5j7Fg2ccMfkNVAgh8iVBuxBCiBvKrkIrh5XH/I/RVF+ByvkkaqoqTGntQDf7Hhi2niivWlxIzqcPKlc4iC9bCjCiZ4EmQAdaM4FNPJ3veLJ9Rq3o4P4tcGwmbB6VeVhRaIuJoYoXwx2x3IIfbAshShEJ2oUQQtwQSXawqtAwwcYn+lN01TfCmG2FqJM+Vmj/NzRFwf7MTvAqh5ufVnHRtWRiuZcyrEShAihgM9iwYnHaWlG8UZS5QGPcaIyDVKwkubz60ih442i2C4BfI+i0FnySwJ6acUqnKLTARG/Fg4lqIjGqA5sE70KIIpCgXQghxHUX5YA3o2Bzahrf+J2hm1LTZZWYrF7aBzEtYb+ngkFnINkKzd1gZKjrPjbeBBJQcNPu4Q9nmxxlB2tII9VFLz2wAtS78DB/xQ5ecXl91QGOnEVmFAX8W4NPazj8Btjis5xS6Ky4U0XxpJ8az192iwTuQohCk6BdCCHEdRVhh+/SoF25JHw8o2hFFXQFCNiPAGXLbuUP9ytcm1g/HAtjt7ru4+A4qfjjy0/orlWBUaCaUg8/AtnPFsykueyv8g/fxoOneo4YV3XbFXBR5AbUanB2GZx8H2yJ2U49ohhYpQtgp0XlZ7NV0mWEEIUiQbsQQojrJtYKUy9AFV0CtQ2x1CQYUwGqDR8H5p3dyEPHllHTlhlkh3rBg9Vc9TpNKmMxUAMDWRqp2lddmuODH9v4Fzs2p1fQKfBpWXf+Tq5FsjrL+W3c0Gq1O1OlA7T5mll6X6JzTcdr3vV0J0ZV+STNebqOEEI4I0G7EEKI6+Kxy2DSQX3fK5R1P0Y45fDCLd9+kcDn53bzwL6/aNxiCPhXAiDBAp/sgd5VnfczcwYzHhi40+W1a9OUStTgd35BxflMt0nxooxjLPOigrGqv+du4A0E5fEAgZ2oVW0MI42BmF00GeFuorJOxxvJrmf9hRAiKwnahRBClLheEfCSP1h1SSQH7KANdfDGPd9+ZmBA7HlGr/iYBh1eAP+wjHMWO6w947yfg4vY+A1fPsJIxdwNssTnVahFezoylxlOr+WmQENLAAdOlSWNkVjYmO18BwOMyue9RxsF3p57Lx1TnQflOkWhr8lAS52RsXH2vC8mhBBI0C6EEKKE2B1gc8CQw/C2D9Q2Wfhe+ZuBdMY3YxtR18xAw9R4lkzpTeVHvwffkOwNdGByUjVGRcVGCkkkYqBcrnMnfZvwU73J2Y4HEUInuvMLc7CTO2huHggdaw3g6+hBxKgPYuN0xjkfBYILsMlptQcXcn6/HfOxNk7PGxWFnu46wvQKkxLs2CXHXQiRBwnahRBClIilp2HqXphZG8K9kpiozOdl+uWbwx6TAict0DXxPLs+vxvvN3aCKfvOSaoKSWmwsUvu/jZOcY6nCWIWAFGQsdQ0Cfg5dTuPXHg+Wx8FhSBCaEFbVrMcc45EFr0OhgQYiTs9njUXuuDgIiqOjPOxFkh0nrKeeQ+TF8daeHFvlU1EumijVxSGeivEOeC3FBWrBO5CCBckaBdCCFEielaDrlVhR2o0E5XFBOUzux6fBnsvwadHod/e3Ty19jXcXlmvlU/MQQVaz3V6ikj64UGLjBKSrwO70vucRKUCiU77KShUoSoVCGUn20nLUVVGUaBmFYU4j0eJdkzDwqqMc9+ehEUX8/mFAJ4KzDYpvKvCMYfzNoqi8Ka/nt0WlYUpqsy4CyGckqBdCCFEsUWZ4bND8O7hKN5PXUNNQniGXnnWYk9Ig18ugaHMBn5M/pXzd3yO3eDptK0CPNMo9/F4fsPEACrwYa5zy0liKhd4ggBcrDkFoC4N8cKPrWzHkmMDpifLwZJj95CUMhIL60jiZ9cXcqES0DUFZkVsA8shl+0mBug5YVP5IgpmXS30bYQQtzkJ2oUQQhRLshUmbIIYYzTJ4VvoWyaYR2iHMZ+0GIc/2EK2cf+plawLf4pHvYJwcxHjKwq80zbn0blc5T3K8Xz2NwcOQIV5JNPvWkH1fCavG9GAcpTjb5bnqirzQhB8GeOGSX0TB8kk8B2YIJ/NXLNfXwduBhObD/4ICWdctnvDV0+gXiHRAZOjCn59IcTtT4J2IYQQxeKmhx71kjDU2EyvYH/up3m+pR0TgFeuHOGJXT/QuMlQ/nULI85F+ghA7wXaQtesothEOcaj5KxKY4EfHPAigXSiQoGfoy61aUpjZjM32/F7q8M/q+vTdbMJb+5C4TMSfWeC8w8FnArzgKFBjZlb5QmOeDhZTZtOUeDxsjC0LBgV+OZKwe8hhLi9SdAuhBCiWNJ0Zn4L+oMymHiYNvmWdrSrKu1SY5iy/Hlqdn4P/CpqM9d5VGTZeSVzslxFJZJvMNIdH7qi5Nye1Kyy036AMLS8dZKAUwV7loqEci+d+YE52WbclVTYsQ1Qw3BnPCbPCyju6VP6BVRRgfEBNXn+ijcxNoe2utYFTx08VgZibLAwNs+mQoj/CAnahRBCFFkiabzEEu6gF8/TGfd8ckbiVGiaGs22mXei77ccPAIA8A0Ag4tsmrg0OD0M9OlBfSx/YecH/AhAyZGCk4adul4WfjTUwf/aORVcbICai1ZVphy96M1eTmNPrxhz+GnY/4RKs5NmUiwP8Ipnefq5N0blQMEunM4fUI5D9JxGqGnRebZ118HoEFhxGdbFgUMCdyH+0yRoF0IIUSSXiOdNVtCBexiID7q8psqBMw549uoR/v1tAClP7KHTJm2G/KIVvnAo1HRW4gXoMQ+upmqpI3ZSsZKEO6+iI3f981+JZOLJWOIS9Xkugs2LgkIAPoQQwCkisWJDp0CTz60MKzeTgesVPJQnSVEGk8Q51IK+I0j3bwd4/v497F3xWL5tdQpMrQ3fXYINcTLjLsR/mQTtQgghCu0EUUxlJ61pziP459v+iAOmRW7h7V1TKNdvgTatnr4P0pSrsCYpj87p6fFpdvj90hnMHKYM9+dqdgUzadipaPUoTNaKSyEE4Ik754nGjp0BjU10cx+KX8Uj7EqEI1EvcyntCMkszLV4NT9LffXc3XApy/J67izm1IN5l+E3yXEX4j9LgnYhhBCFcoSrvH0kgrDYOvQlON8Z9uN2+Pn8Rh6KWE7t9q+ARwCeehheNb2BO+RVaOaZluDtBu/sT+VI2hpCyL3DUhxWfiGShvjSDL+iP1wOoQTigYmPt6p80QOC3Rz0q3Scg7a9TDsK8Ykvo5JEGpPzv1gWOuDZVBi//Syc/a1AfSbVguMp8M2FIjyIEOKWJ0G7EEKIAjtDLLM4ze7kytSwlcctj5cRiwN67oZPz+/hwWPP0LhSCHhVQlXh6Q3w+LXqKz6Ah/NrfL0VmvnC8G0qwUHvMLxqK0y0y9UuERuHSKQl/mAG7FlO6iCfYjZ5Kk8AM47pWe24hBtetPYM46TjJKtjtfPePI6OcHZGf8yXuwp2TZ0Cz1eBwwk+fH3xFJz7o0B9XqoEehUmF3BhrRDi9iFBuxBCiAKJIYWP2E1NKvFnfT9aBObdvs1XsMvjIm/s7EX92k2gTH9Ay1xZfimz3UgDdHLxarT3MnT7B56pqdKz/H78aJqrjQUHb3OWN6mhHbCTPT1GgZwFZgprWR+FF2YEspILHIyuxZZoD/y996RfXsFEa6r5/sZ9NT/jw5VQZxKci8//umE+gVD3KX7wv6NA43DXw8AKYFNh9vliPJAQ4pYjQbsQQoh8JWNlBP9Skxqk7ghm9UEdni4CYbMdUu1wuXE8+zc2onKzulDxe9D7ZzZKL5/+yxWYeV6bbHdmcnfY/5AFXdmHqaIsAGCeBT5Ny2zTg8NMpgYh6dPpJp02K12SqvpAcpAb9azlWB0fizHKhE+IDbNRWxyqEIifcTLB3vMZ2uEHtj8NFX3zvqaih4AQGObnz974QFbGmUHNo1h9Ok89PBcOD4dCv21wLEkWqArxXyBBuxBCiHw9yRoaUo8XqYiqV7C6CNijLdBrA9T69xz7Iqpy/+ArEPY3KNnzU6qkF36x6cDqqtRjKphtcNL4Ak2UEPTpOTQ2M1hTtTYRmAkA3LO8nE1pBq3y+RSgsBQFjt6n0OFrN14I9+PtdvWpF1qVx45aibGCNt/eFG/ep4xBwduUlu8bh/Im+KsWxJqhTARE//sM1qsbCxS4G3Xa1y8t4Ok9cCyxJJ5SCFGaSdAuhBAiT8cwcyeteZWqKCiEhUJlJxuNXkqDEfvhSuIu1iffwa7mrVmjR4t4s1gTCZvTg/7yflDNxQahM3fBjAMnCSQcPe+R8ZJlBtKD9mc4xkxqZyvvqCiZt7Sgsuta42LS6+HOthCseICSSH2/2SxstYldcbb0mW4FhXtQ8AX+BtLyviCwKwbe2ANjWsLe9rP4bf9M7JH/FHhMigKr28GYPbA+qmjPJYS4NUjQLoQQwqXdJLOHVIbinREY9wyC7uWyt4syw2vH4UzUJmbZhxDWoiMD0n7D2Tanj60DuwqXLZAcDw+72I+pacWzhIVMohz3YSBLrokZSIE1QEfKYsijek0Sdt7jcqGe2RV3PXzXWvu+OdVpTTf+ZivLrqQx7VzWln1YeEZPrPm3/Gu4mwBtfykmhMDJJtOZsmNTocalKDCnHfx5ERZLZRkhblsStAshhHBqBwlcxMx9+GDKIzBOtsFTh+FY9FamqM/RsP6dUOELqOLuvEOI9o8LqTDHxWLKA5FwMe4oPSvWxoOK2U9aYZk5mTOYeYrymPJ5KVP1DpfVaYqjFTW5jwdpVHcHfsbsSeXfnunFVUt5HHyW5zWqe8OQKpk/v+Gv8G70GDg5plBjcdfD6HpwNAEWygJVIW5LErQLIYTIZR82TqOnA7545VF6RVWh0244nHaM2bZHadywBYS9A/oAlno77/NHczBcq+jiJJi+GAufLj1Nm8rJ6BmAknPzJhsct7oRjsHlAtanzRBzLY7WAS5m84urEeEkK9s4X/YATx/IPP55U6jkeRcKy7Dxhsv+wXqIuQLzzmQe+7WzkUeiWkDU6EKNJcAET1SDA1fgX5lxF+K2I0G7EEKIDCoq57CxhhR64omPi12PHKqW4tJ0OxwzxbE5sg01azSACp+DoQwddkIde650dnovg9BrOeeeoAvPfe0gv6uMeWgCPgHx6fnh2cfnU0XllXoG2uTxZuJAPFjT13Ne7xe6wTyL1biAajX3ZOyMWscXOq5WMNt/wsoWjjLW5a6pV+wQmT5WRYE7Kuj5qk4tOP8l2N4v1FjKuMGoBvDTcdgXLVVlhLidSNAuhBAC0ALiy9iYRgzD8cHdRUpMqhWGrgfTcrjgrXKpxlXK1G4ElX8BnTa97mgEqpOYOtaiBfsOFcJtMDvHDLiqQoJdoZpXS8rwWK7++7Hw5NGrpO3U0sFdigbVoQIKv+DknUEJcseLYCWAPqZgFnAIS/rOTo4EQA0BZhLDOs4yxWn/xyvDE5XAkr4hlE6Bsn61odIvcCaZBGtaxhuQgvA2wvSOMGoznEyQwF2I24UE7UIIIQA4hZnJRDGBIHQuAvYEM7y1EWZdhpqBcKDSHtxOPg+1V4GivaQcT4Z/FPBxdokygB5irdB5U+566luSHDx4Mh6Fp1FyvETZUInASHVyrIJ1Jl6rnNiRCJfPUlJ06HiYp9jCQsollmVe/GlSsbKtL3gYFDwIoy6fo6BgJS53fwXe3qlV1cmgKBDUA6p58fHRjzmZlMyuWNidu7vzMSnwbw8YvkHbmfZwdEk8qRDiZpKgXQghBDsws5R4xuGkliNgd8Cvx2H7FfgkAlpXh0U1lrHu4Dc46i3N1va1s3DKRbXDrjXB04hWVMYz+7nfr8L4y2v4staqXP1UVH4liSM4eL4gD5RI+q6o9mwVWq4XI0YqU4XIyBTOXfBgE5eZe8iOLX2G3I+m+FCfy/zuNHBHj7NCO0ADxteaSW39J0w/bWbWWbicCj9cgMP5V5Rk2X2QbIVv9sLmS/m3F0KUXhK0CyHEf9xGUjiOhaGUQ+9iVvqdlXAiAb6NgTZ1YGr4QmobdzIq/hPsOXPLQwG33Nf49Rg8bIIAvbar5ws1Ms/9EAmLUxbycdU46itDc/VVgS+w8yIGcKB95SVFa2N36MEDdpaBNUn59CkGN9ypRQPK1tjDm/VC8ceT2SkXSLE5ePUXmLUDArkTT6pxjp+x56gd3zMMavg5ubDSE4xfgfodkxsn8WUjsKaXy5x3Dl7dBTHmvMcW6A7/aw4rzsLGiyX3zEKIG0uCdiGE+A/bQjLnMXMfnni6eEkY/gc0LA8rbHAkGr6t+ieNPU+AxzBmtfZBnyPOf8MXwpzksy8/AxfSd+700MHg9NnvHy9CghV6VviHmrpu2TZKuuYF1cInqhbV3hUG/Wrn82Dpgaw9PbE+2Aj/mmFbPgFucZShHGWoyDGO04xAPm/uz4/6I9xZE+oFa20CuYMytOUwE7ItTL07CGYcgYgUZ1fuAd4/w5lnQXVQ0RNerQr9g+DOYK3c4/0r4bkDzvpqKvnC4Hqw5BTskU2YhLglSdAuhBD/UYdIZSfJ9MAXXyeVWL7aCstOwP/uhPdi4chV+LPlZup7rALj0wz6owz19Nnz0r88oZUwdJrP7gsYtUWobdMzav48A+cuQ4Py02hreBaDkyn6pxwxPI6eduk/h/pC9cB8Hs4Gigp/67T894pGeNEfvrLD6UIs6iwMNzwAA1FcAaA2fvTRV+Zooz20qJTZzp9GxLOLXTybrf/WS5BidXX1O2gbMB7H0Q4ZR+r5Q49Q8NDDh821QH75RfjCRfAe5gsvNYP3t8LF6/ipgxDi+pCgXQgh/mNUVM5jYxYpPE05vHME7A4HzN8NsYnQtgr02w/Hr6j4VD1KpeROcBJQ/LkSCPYcryIJIZDqLM0D+LoFtAvSvj9ph92X4aHf4bg6j2qGBgTRMNfiU4uqEqsEUAk9Ss76kXlJhWb2K1TO8mzl9PC9BzykwNWCX6lQGtOINMyc4jQAoXjxENX5hoPYssyst+JXEjnGbkZkHHMLBMV5hU0A/vWrSlrybjjaOdtxRYGaflDFE+4uD8/Vgac2QLk5EGvWctrT0t+oBHvCj93gvnkQV4CceCFE6SFBuxBC/Mecw8YEovmQQIxZUlFUFU5ehf1X4IejcKUV+G2FK3EQ2fMIh0PqQ+QDUOtTLifCojYQmmUxaaIVnjNCbyf57LFpkGYFvQKnEyGsNkQkwBN1Unm5qR0jnrkCdoDXVDOv4CCoMAF7ulRH7il1dwW2KnAfuKiaXjx6dBgxkEQKduwoKFTEmzsI43ciSU0vB2nAk7b8hgFPbMQCsLgtKHbtkwhnjBipcegU6L3BetlpG4MOTHr4th1EDQQfIzRdCI8cgmNxEGcGdwPsHgpd5sLZ+OvwSxBCXBcStAshxH/IblKZSgxTCcqVO74KaDUHfMtCZCOY/Ds0iYU1d6/DJ6ElyoWB0PBHUBTeXg3bcyxq/PMyTDnj/L6z98P8I7D5CrRaBMsqwpITKTxx76/oFRMhNM7V5ywQoHMnQHG9iVJebBYjKpCCBxcIzTiuAJtUWBtXpMvmqwN3sI/jxKuJLDsGa2OhHt5UxI01XCEFGwAmAqjJ88SxCBuXURTotDizXnsuClAnCELfg8ufgOWMyzEo6RtYGXRw9CF4pzy8tAHWX4KtEbD0EqwcBG+ugV0RJf0bEEJcDxK0CyHEf8Q6kthICu9QLiNg322Fjy/Ax+theRo8ex94WaHuVWjrAbNaLiY87SFIeBLqz8y8WBC5Sjbin37cGS9YngAD/4aYJPBxg/e6RXKeXZShZq7mZx125tmt3AdOzsK6WDjhdNGm5pEG8IKnO3bsbLBeIDI+JNt5uwrLYuC3K66vURw1COMAx1l9xsHfkbDoILQmED8MrCAyYwMmNyrjS3ssrMVBFE/WBb2LV2YdMKwm4FEPvKpD5Mg8A/esGpSBv3pAz3BtIeqaSG0tQt0QWHgUNp4viacWQlxPErQLIcR/wGqSOY2VR/FHr+oYEgcfXIBNx2H/KQjygrd0MDocntwMxy/BlDsW0dD+Ajieh7APtanbdINrQS3/7Pdo7QW9XOSz4wa/HYSHK4B/GbCRxgnW0JKnCaFRruYnFIV4RaGZi8stjYRDCa6fN7mFg1e8PFmi7CLUkkzz6J3Zzpt08EZlOGuFeTGur1NUrWjCFmUX73Wx83o4+Llrx9tSlkp4MoPYjOoxJmriRlOs/M1rTeMxunhl1isw1jf9B6+O4EgGy/FCj+2ZRvBxMzDqoG4ZaBwCz62Cbc4zboQQpYQE7UIIcZvbSgqHMdMHX4Yf1NPhLxjmCRUT4fRB+LgxDG4Knibosw7G1Ic5nf+lkXEEGJ+BMqNAZ8q43i8HIOIShGTJXT8aDzP2QCMnryrbLsFnf8LoqjC6PXi2UNmqfEwUxwihTq72EcCvio5ndXmsykwBLK5PL7ckMZ0ttKIa9ajstI2vAZ4I0qrJ/HkdqqkMog9zWYKfO9xdLfN4UwLphA8TyNztSE91jnCcHstSuGuB62teNcMzOwFTLT6L/45tJ2eDtWi7Jpn00Lu6VkLz2y5QzQ8eXQKJefxehRA3jwTtQghxm7KrKicx81RCAm/848+6U3q+rAnzOsCIr6F/DXi7JwT7aosfWyyFH9qotCq7nxpu/UAZCIEvgT57HkyUAa7kiKdTTXCqXPZjqgpnk6DbMugcBm/dDd5usKuKgygu0IU3c405TVXpE5/MRKBSrrNZG0J6anguKir9TCcZSAMqkndtSH8DvBAIfwI7bNqYS0p5gjjGJRxOlrxWw8RjlOU9zmacr8tonuz4PpujzNw514Gq5l6UatHBobLa90/VrcKEqC85F90D1FSKqowHtCoPZdzhy07QbAoEfwL9Fmj3tztK9vcihCgaCdqFEOI2kmiHy2lgc6iU2WHlPS6z2yeY6C46eoRDoBG6fQJbXgKTAXzctaovvdfAoo4q5Y0nwNIcHP3AfyLo3LNd32KDR6vAU1kSzR0qVFJgdmi2plxKgQdXw9zO4FEOPIxw9yKYmfoKDyiTcMM71/ijAaOvJ/75PagVcLJg04KDhZzgw9hQrpo9Qc2/6oyXDqZ4wVsOOELJBagKCmN5mi+Y7/RcJUw8SFm+5SJmHBjx5n73L/n7uWH81ucrlp2EDzdCfBpcTtF+zzoHBGjFZvAxgqlcAFfddKjR5cEeXewxB3rAvuEQ4g7TesDsvVBxBmyKgqvJErwLcTNJ0C6EELeBBBtsiYJ3T0LvTbDGbOGhFpeZSWX0ioJeyUxJP/BO5mLHyFR4Zx+80wgqeYJypCFc7A8+34OS+yVi/Rl445/sGyrFWaDT8sxjRy/Dlkvw+DrY2gMC/KFKuHbOAZShstPyjvtsdp5yqKwvyAObyTXTnoadLVylHkF0MfjRbLOixfU6wJT7ElnpFFhqgntitTGWFB0K3pi4QlyucwoKtfCiCT78wWWSsKKgo7ltJnfMf5a7ql/k9fbw2Qbo/TesPqVtijSnLpxKz+f/pTG8t207Vv96ENMh1z2Kwt0AywfDyD/gzsoQ8SS0C4YnfwOzDbacg2PXYR2AECJvErQLIcQtbO5ZWLAXLqXBtKNwrx4+vDuF1R4JTKZinn0jUmD6cegWCk0DQY39hXlHhkLV2S77lA+AVjnLueiB9KB89xl45Cf4YBv80RmSLRAbCaMqQCTH6dAwngfcRqJzsgProxYr83VKwTZRspEtujbjYC9JBOJOdJoP73mZCIxRtGLs7nDCAfvP5H/ZB8/AgnP5tysoE0b6cBdL2OCyTSv8CAD+4lJGOUg7ycSxGivneKcTbHkAFu2Fb4/BB1vgwxOZ/X/rovDbmX+hXAe0wp3FF+wDb9wN322FI1Hasd8f02b7p22Hf0/D7ktwOrZEbieEKAAJ2oUQ4haz4gq8sgkuJUK0BWJSoLY3zLwDHNWSOEAaoymDAdfBb6wZvj4IrcrAPSFA1FQmLDpNVMCXed67bhl4NMfaUU89jKwKu8/Cc3Ogfih83wU8DHA1BT7ZqLX7+YiZ/mXtBBhzX3eWHQZ6uONW0E2UVDJ2R7Lh4Hf244eR+vgyI9nBCZsKWRaXbjoMf+90eqVsPm8CF1LhqxP5ty0oL9wJJZjDuF4w2pnyBOHOj5zGoHfweotAytIFK/uxo9VjnNQXPm0K8XbAN3v/mDQP4FmwDoO0ZSUy7jrB0L8RzN0NJ9K3kPU0wcwH4LlmkGLR0qWEEDeGBO1CCHELSLFB93/hvfUQ7gl3hYK3CUbUgGFttDarSOIkFh7BD588/rzbHDBsA/QOg06hQNRkUAy0a/sCw+92vZFRVBK8/k/2Y6oKD/4F23/VFrSO7QUfdoOy19au6gFfOMke/j4DsYm5F4b+ACQp8Bz5ZrFkspMx0/4162hAMLWvFY5312n1ERMzm9/TCPq1y/+yOgVeqAE+JvjsbEEHkzcvPAihHEe5kGe7uwimFWWYqD9Ap8owcWMQbrTEzg4caAXlvd1gfHsYUT6zn6LA47Vh2LowsPWH+OFgXlsiY29cAR5qBB+ugCs5Kuy0qwK1yjntJoS4DiRoF0KIUuraor+7foc2H8GXLWFoY6juBd3DwDdLycXdpLGGNAbiR4CT1JOs12z7B3zQEloFgRr/E6reAmUGclcdj2y56jmlqrDNmvv4Mm/YmAoVAqB7QwjJMgsc6g0T7z1JBCcob6rm9FXnWKpKqE3Fu4CT7IAWsKsqE1jBCRzUITjznIeivVnIsvlSaBmoGpLzIs656WFAKLi7wXcltPlSbUJxx5195L2LUWMCGEJVhll2sSsKdGo5DnKGeCaholWICTTCgbPww/7Mfu56eL2JD8ujR/P5qZ7gKLltTuuFwNvdoPe3eezWKoS47iRoF0KIUkJVIckKqVb44QAEvQVrj8DfPWDLK1DDF8r75OiDymmsfEYcYymDbx4Be5oNOiyAJfdCFW8H9qQVfLNzFzMvjwBdzu1Nc4+trAmWdst+PMUGoadg85PO+1hsKmW8UlABn/Ie2apH2h3ws1XbeKiXk5SZvOgMdr7QreEoUXxAu4wdXgFwKFrVGHOWQ6g4CrHE1F0PTwfDOQMsSc1derGw3DCiYCeRZKclIK9RUAjHiw88GrEiQWXMAgf17MPZSyqJfJqxIVO8L8Rn2chKp2j/3fRb5k20+0eQthws20qs3EtFf1g5Ahq+r/17S3Py5k0IcX1J0C6EEDdZRBIcvQoWBzT/CYb+BIPrw5Xx0KG2Vs3Dw0VQexIro7jCbEIw5pHDHp2q7Xo5rTMEe6goqetYd+B9Dpg+5Ym6eWxilM5ih3rva7PQWdWeDccHa2PMyWyHyp9Gs5uV1E/tx3vh0C5AiyNPRsKeCFj8G7yqKOgLmssOpGAlrOc2aja4ysf0wofMjxxi7BA/FzhDZk67CmfVaI4SWeB7ABgUGB8AS1Q4XwKx77004RhJnHdSSSYrBYWGXnr+GBDHLPdzTF6t0NryEXuwkoq2KtTfCP45colqB8KsboDJCAEzUBOeQbXvQC2hwN3DCEfGwvEr8Nx8iL4OG1IJIVyToF0IIW6SiERYsg8+Wg//+0db1HdkCMwdUrD+m0nlY2JZSPk8211Kgkl74Il6UCcQsP9FalR3jiW3pb5Xwe6lU+CeVk5OVII83itgKGOiPOHM3gMLDsDGw5BmgTfmw75gaHpfwe6f1XYusp8YRnE3wWT/6GFWHBxXtBSSjDruCqTpUojkKmkUfor4W0/tTYa9BGpBhmDiPDHYCjDr73klgE7VvJmdcpkjMTbu4G1Os5BETvBQMDRV4Epyjk52uPaIDq87sSV3gDxm9ouidjA80QomrYJLcSV6aSFEHiRoF0KIG0hV4dPNMH2NVvVlwwl4rDYsGQg+bvl2z7DUnsZqNY0vKJc9NSSHKykwfT+0LQ/tQwHLTOz2h3n34ljmRU/g2SYFu59RD9O7Zz82dz88Go7LPPh9urW8dIcPbegNRsCglV202GHKCJiUDK/4OO/rSiypRJLEMzSnJmVyN3CDFx6A7ech+Vp6jALeOhNXiOUqCYW7YbqdV+GLg0Xqmk03GrKSo6Riybdtm1D4sX5ZJvYysT/EjgUdtRlCAgdJ4jCnYiEuLUcnd9icBIdjQO/xJTq313BYphZ/4Dm0rwFtq8P0DRCVmH97IUTxSdAuhBA3wJzd8Og0uJIA5b2hnC/UC4YP+0KT8MJd6097GidUO8/ih0cef8ZTrPDWKrizInSuAqR9DerLDN/+OXUDR/NGy2I9EtP2w7NBWqGWnNaymFd+8eC12trPXarBXVVgWDfw9YDRwLuu0++dSsXKh5EH2bg0mAZZF55m5QG4Qzkf0GX51VTSheCPG1s5TUoRZttfaQjBHvDK1kJ3zaU39VnE/oz89PzcSzlq4MZXgA4PgrkbO5fpWvsUNXK+b3ED7wCYcQDOJoDObSyK4oY9bULxB55D57rQoSa8/YdW/lEIcX1J0C6EENfJlWRo+SVMWAp3VIERncHXEx5pAL2aFu2a6x1m9qlWBuk9CHCyY+k1qgq95sJzLaBDJSDte+BtMH3F/EOP88seRQvki6MK2gy6E9GcYe/uRlzLnakdADX8tXM9gacVuM+74LdSURnPFgb71+DFJq7rDD6ih1466NoAPK7Vcle0rxbURYcHFopWAmVANehQAUbtKVL3DI2pzEYKt4NTa7Tf2+uAAR9iUDjJfOzkqBLjBg0qw/kEiEkDRdGhGLpit36I1f5h8QbuxJ014bm7oNfXJbbmVQjhggTtQghRQhwq2Oxa8FJ3LNz9P/hrKLxwN4QFQMuq4F7IKinXqKrKYYeNH+2pjNR7E5hHwG53QItvYdb9ULeciiPtDxzWUeD2CffMfZgNDxg4UMhZ7pwcDvi9BVRwz31uMfNoTW/cg7SVkmtPwht/p49Nhf1HoXFh7oXKcFbxKi2o4+5HtfQU/kHr4FiWbBdVhSAVroX0+98HvU77fagqBODLFU6ziCMFyinPSa9A11BoFwLvnixeRZmPuI83WF+oPrWAYWiBe0XakEAIEfyImjXlRw8Y4dvO8OIqiE0DlPIYvX4C3sNs+77Eg+sGoTD7SWjxVsnk/QshnJOgXQghisGhQmQ8xCbC5PVQeQTsOwMH3oG9k6GcN/g4CWwLQ1VVTjscvJSSwjSDH555VFpJSIO7psMv/aHdLAedJ6xlacwcPjPHEWd+nKUPG7j7Ozj+YPHG9Pxi2Hchd2qMBQs1qYI/gVx6SUFRwKJCkgPigd5m2FwT8q9Xo0nGyjg2MZ52+JE96T8hHuxZduT8JxFeuZj5c6AXHI2Cnt8A6Qs2n+I+II1UiraVp0EHfYMh0AdmRGvPVhTemLCQQFIBctuvUYAwYBDwldlE5YQhHLF7EktMRqqNuwO87VoNf5MbXEkF0KPoemDQTWL8qiSWHDaXeHAd4gsLR0LfLyEhtWSvLYTQSNAuhBBFcOgSbDwKqRZ44Gv4YB6MuBMuTYFG4Vo+ta6E/sLudth5KS2FZd6+6PII2CMT4L1/wB4FHorK2WErWTL8PqoH1uQhk47XVyssOQyNmxf/j3/VauDrm/1YCknsYiM+lOfoBZ+MmWh/PwgPg1es8KoJKui0XTzzE00qP3GYx6lPIO65F9wmQ7YJcyOoWerAbzsP/1sCfz2deUxBwUE0izhT4JzynBQFhgfBusuwp2jrWtGj40068QmFS5JXgHpA9X3QZpbCkd0j+OHcUmJVLd2muxuMTq8I9O/9cMev12rHKCjKYN7tfIrlJ6bx9zFzsWvPZxuXApXLwNg+MP53iIwruWsLITQStAshRCEcuwgz/oHpa2H6Kq2qysY34cOnrs/9VlgtzLKY+dUz7wTwyASYvhW61IGNYyDEDzDfT6zXKFYlTGBXJDzRCN5bD/PaFSxoduXwZegZDE1yLIK8wBn06AkljEd/1BYnJpohOgburQ1lkyG4gBPcsaisJoE2VCAcP+eN0sgetLsB6W8k/jwCs3bA4idydxvKfVwkglNZt0wtgjvNsPmItqlRUZjQEYYXR4gvdN/eLeCbF2DGFdi681k+3rqPaI7mavdQI1hwOPNnndKaz+/7jH9OTWXO7pLf3rR5OHRtCIdLbkNWIUQ6CdqFECIfDge8PAu++kWrpR6XBMPvghnPgqmgeR5F8IfVwm67nfHuHhjziLLjUuHLddA6DDrVTD+ovEeq5wf8HDmednYtnj10DgY0BXeTy0sVyMozsOZM9mOJJBJDItWozcydEGkEFIhOhmfWwjxggDfUKsC9k1BZgZ36BNGAsq4b5gjaa+mgtwHm74ADl+CTHq4/7WhOABtyLuIspCebQjlPeHtd0fLbvTDRhiqs5GyR7t8V+LgbtOmjUMHSnYsJZmZuz97m8xaQYM565BG+j/+S17p8RrKlaClC+bmnHtxVR/v+3V8kz12IkiJBuxBCuPDxIuj6BiSkQOdG0LIO1A+DUQ9AeMj1vffSNDtHLDDU5IZfHotObQ54agH0aQD3pAfsDsdoVLUWBuU5yjvg++1QLRD+vAL3hoN7MReh4gf4Z/5oxswyVlCV6gQSxJL9MOEe8EwP3M9ZIS4eGhTgDY4Nle9JpDk6aue1axNomwhlCZbDgeg9cCEOnmmt7eA5YJHzrh2oyxH2s6OIdduveaQBdKkKg5YVrX9FvKmIN1vTdzotrHuA9gqculNPuFtDalW4xDeHDrM2vTiNXoG+teCVlZl9mrv3JlA3l6Gtr9PHQ1ncUQce+eK630aI/wQJ2oUQIp2qwqnLUO1p+GgeDL4LJg8HHw/o2gRa178RY1DZbnGwLM3BMA8jZfJIjFdVaPMBfNwTWoUBqKjqOyhKC+B+2m7T8WBFGHMX/L0PugdDHSf7ERVufPBoNXgkR215PQaCrtVtMWsVVgw6wBfaPQxvuchwyXZtVF7jLIPwompBXp5sZATtZ9Og2l+w5Qw81R4CPLWxrj4ODh2sNln4K0s6jBE9Q2nPKS4VObf9mnuqwKim0O+fwpc99MaEBwqRxBd5HE2B54CX3aBCaBT/xB2n/1cqh85r1/N3h5EtM8fWwhM8dO0w8BpJ9C328+elYz0Y8wD0/EBKQgpRXBK0CyH+08xWSErRUmBqD4MqQXDga3ipHwT5Q7UKoC/uzHQBqarKKbvK2wk2PvEz4Odqq1EgzQodPoXFz2vlJLX966ehFTzsQ6rdyILa0HkqhPhAsj/4lQW3Yj7L2hMw7k/wTS9dacPON3xPb+5z8jzaaFYGQtl8ZtktOHjOcoW31EqUpWCD/GUE1Eov/2hNgmqXYEJP8M1arSd9t84kJYEYorFnLsvEBzc2c5L11xoVkaJAsyAY2QSe3w6WQqaD3EMYiVTgYBEr2ihAdWAUMImG1NfdR+chsykTqpXSMejgbHz22XYFBYXKuLGdeIYV6b4FGpui1Y1/+0F4YoqWXiaEKBoJ2oUQ/zk2Oxw+C5euwFcLocVjcD4Sjk4DnQIebmC8jrnqrhyxqQyNtbK0rAlTHjnsV5NgxHz4dhAkKnAi2oqd34HLKMpzKIqenpvhoZmwboTW5/Wm0Ldq8cfo7gOBlTJ/Xs0B2tEefdZA2wfQwwEH1FsLbvlkucRh5X9XL7J+mj8GS8HfVbgZtH9fAASC7jFtYXA26eUH76UcCvAPUVjTE+GD8eVZ7iCGRMxFqNuelaJA+yDoVAl+uph/+6z06CiLJynosRW1og1QG7gfHfPd9DT2qIFJZ0dNf662FWFMO4hJ/32ciAVV9UFhDSom7EQX6b4FGpsCzavBg63hg9+kJKQQRSVBuxDiP2PdPli8FhJT4bVv4Zd/4ZWH4PCvEFbh5o5tbQq8k2hjddm8V2pGxMKLv4G/P5T3h3EHHIxb/TNmpgFvA7ApCl4sA1teLNkxpljAkQJjm2s/R5OImTia0iB7Qz/AAO0uQ377B13BzGQimD/TnwX3m/Byy7u9K146aO2sb1rmt4OoRCRprCQuY8bdiJkTRHIsa8Ni6FseWhohKqlw/bqisA4bMcVMVWkHPGaCWEMbznKGyxzPSH/ZegE2pee6d5oHVgcYqIYng0jm+9y7q5aw7s2gWgjMWqmtExFCFI4E7UKI296WA7DvBBw4DVsPgJ8nLJ4ALw642SPT/JEEK5Jhhr8JxckMu6rCR3vg/X/gu38hrBwY3bUgenrbr5j24P/wIPNhxh6Bf05RzLnj3K4kw9jl2veXuMrfrKcjLdBleSlZdxSOnoXvE2F4Mjx3T97XPIyV5ft96FHDh7IFyHt3xuaA30/BOGcnc8TiTxDGdCKxpP92wilHEwLZw2USS+g3djYWpq2H2EIGpm0wshV7xhuKItPDaR2sowPRXGUvmwHoWgNMejgTm725G60AhXjews6V4t07HwM7QBkf+OovLTVNCFFwErQLIW5LZgsMegM+ngm+XuDtAc/1hgnPl9ymRyXhj0Q4ZoFRgeCZZVyrLsGg32HQD3AlCcoaYepf0KEuvN8d3u8Efr5vYeVdPPgOhccB+OEE9A6Fj7qmLwQtSQYgPYf8DBGEEYQJY7YmKw7CoVDtU4B3qsOr7V1f7iJpHCCBV70CGNcOgnyKNiyrCp8ec3HSyYajzxPCR5zNmIGujT8pGImnZOqWd68D7arCa4sLl8PdDoXPdijYivvewQN6uUF9YBZt0WNkM/8CEOABn2+Cq6k5u/QgjYvYiljFpjAGdoDG4fD8ZFmcKkRhlKKXLiGEKL6Rn0Lzvlre+siB0OduqBsOVUNv9shyW5MCO8zwhB8E6rUZ4xaz4cnZ0CAARraCkXeBnwfMmQfL/gcd6l3rPQErU/BkETp6ZVxzhxXq+YPXdcjJD/GEJxpC85/g+J5qtKZxrqAdTyAV7jNC909cB2VJ2Pic0/QikPuqQqVyxRycq6o4KugUPUZD5urUjgTSl3K8jBbphxKAjsv8wlVSS6iSyt21tB1yu84qXL+vqumZqDh5p1EYboAR7gYeQ+F96pHKRTazkhahcDAKknPk/hupSzmmEs3n3PNH0nUPpns0h2e6Q+93r+99hLidSNAuhLgtLFgGk+fCu8Pgn+ng6Q7N60GNsJs9stxUFQ6mwjdR4HEG6k6A4Oe0XPtl/eDTflDOA5qXhyah0P41mDsK6lUGFQcqk7A7puGjLkbPHSjp9cxnHIZqNrgzoOTHnGKF0NEwf5/K2333UqXeKYxkf2fgAJRmoHgAFtjjYtLWhoMh7OdtalARd+eNCkMH5PHvWVFAl6PWfX28eZJKvJa+sdGjNESPDSv2EiuB2KAC/PggtJ1V8A2G6gcoXFZNxUqR0ekyd7yt7YBFMz2YqnYhWj3JHrawcABUdPIm1kgYwXzGxM7dabbAhqqC/ToG781rwA8vw7oD8MZMrYKTEMI1CdqFELeFB++F5wZoqTBlAjKDltIiPg0uxcGlGDhpgS67wHMVvN4MIsZCxGTw94QyHtrMOkB8Ejz4Fvz6CgT7g4oVlZ9JNH/Gk/9M43B0G5T0P+NmOyR5g28QGEvwL3uMGS7FQ5O/oEo9B+N7nQCPeO401svVdr4djAHQ2w9QILhW7uvFYWMwB/iZRvhQMh8HKECQq5l6s/PDCgq+6LBjJgk77hhJ4RhfkVKiVctDfeGH3vDkPwXsoMKcn+FVZ3k9BfR6OeifZX1AvTIKr1CO37kTL9UPT3cbehUuO1ksq8eXIA+FX/u3YVNkLKPWQ/J1yj1XFAjwhjvqQdXyWvqX5LkL4ZoE7UKI24KilL5A3WKDDcfheCTM2gP9v4Oq42HYWbjYDmY8cW0WWPvKOf6ZS+H1QRAWAig27PyGg3f4ct147i3fjXpltQ5mK3y3Aw6fhieCS2785+JgzFboPwOm1oLlgxNZp+ykJ3dmzO5fk+SAo6eAo1DHH45egD2Pa88UlwwbDsP2GDOfE8Fk6mIswZefvdGw0clxBWjp5I3DNRVxZxChfEck0VgZzT0kE8f5EgzbFQVqBMAnd8CZqwXr09oIFdFxmqKVWMn6/4JRBzt7QUvFwP1U420i2KjuoXE1G42+ct4/TFmJuxJCq/Iv0rE8/HMG9l8F83Wqsa4o8GRXSE6DBeskcBfCFQnahRCiBK05Bd+vhekrINkCszbBpmPwYmsY8ww8+TL8XaNg1xrZH1rU0XYKTeUn7IzDwOtgGJjtr3dUEkxYAe2qlMwzRKfByguwOwKGVoMNL0H/6SqnSaQuuYu9m4Hpdlh3FjgP7zeGt3+Ab/6Feau0TxjGrkrjwwsxPEE5/Etohv2aHuucH9fpYPH4vPs2xosW+PAb0URjpQbRzKSQ9RoL4Hw0zFyrvYHLi6LAiv4KvbEyKT11p7iSzfDnXrhPMdKXO/mOBF5sso0BTRz8dsDJGDBQgTkYaML9NfbStwb8cxqmHyh4mk9RvPogRFyF6X9LqowQzkjQLoQQxXQ5HkbOgj+3aLORSWZt1tDfA74fDIPvhIXRsCcFJpQHYyE/EYhXP2fMCQtufAg8TpeaWq47aEHUO79DzaYwqHLxnkNV4eXV8OHfWrpN7zrQ/Np9ysGHi03cQ8tc/ZJtMOsMTG0CXa6VbHfX3rSkmMEz1MqDzyczsWEAYSWRw55TPqUi4whlD71dnm+PL2dI40NS6E9jLnGIDSWaJAONw6BHE5i1Ac4VYB+jMhiphw/riSn2vWNT4eP0evn9FAMP0YGJVh1du/5DqstZbT8stCWB8cAe/tdC20031QYfbSv2kFx69SEwGeHNWdfvHkLcqiRoF0KIInhjMXQZD73eAm836N4EalWCe2vCyC7wQs/MFIW/Y+GlVGhWBvzy2PCz/2vOq608vbcdM2cOBXqz4SQcuQC10qul9PsU/jgDn7Qt/jMNmgWdwuD+htA9x8LO5wdEMbx27sRxVYWhyfCyDRauh1bpQf63j8PL3aF3NwdzSKMbvtS4HgE75LkIFSCRshwnj9qTwOMEs5940rDzBGFspYC5LIXQoio83Bre/BXi88l88cNIVTzZR3KR7vX+Sjhx7REMQJa0qZ6KnuPftmSMpRJeTf5weQ09tTDRFAfvAEcZ2kDbhTbUG7r8DnPOFWlo+RraFdrUgeddpO8I8V8lQbsQQuRBVTO/dp6Cqk/D9KUwoiN88zR8+Rx4uUOXRlAjNHffHUnwWAwMDoH2Rqe3QFWh50swZmju449uhJGVWmGI0P5cR6XBycTM8x8/Bu4toYV/0Z/trbWw5SJM7A1dw6FNtSxtUOn2scqsLwK5o6bz63zhDfXcYd+ZzOu2CQeHXmU4kQzDi/CcpSFL0I4q+a1nUHHkU4O9Bh7MojxPcpaaBBLB0RKrIpNVg4owsT/c8zk48rl8K9UPo6pnNbF5N3RiXyQkpi/CDfGEn7tnP7/2YYW5bnV5w1KXZ/f+yRfL1FxvGPX448YLKNRFVRNQVS1Hvl8t+OYuOH4Olp7I/O+opCgKdG8FbzxSctcU4nYgQbsQQuTh3i8g6FGo/zg0qQKHJsHge6G8L1QNhvAQ5/1UFU6mwR1noV84vGXQSpjnZLbCkxPg7aegYY3M4FPFyhvrrTxWEVoHwoVpWipMl+ow9i5ItUCHt6HpVDjetXDPpKpaQLfiFLy2Csa2h5YVoHJg7uB3GTHsc7eRkmSEHItPUxzQ6E+ooIDOCO6B2vGHv4JdF1X6EscsylP2Or7UJFuhch6fXjhUSDY7cJD/KspgjPxMOL05y2BaMKeIC0HzExoAa/8HDT/SdrV1ZcVJPRM26knEUfgSkAYyXuENOqjglf10pTIK3T5S+NlQjQN16rDOeoDFu3NfRsEbhXfoe6YZx83afztueqjqB2PbwoLDEPQDRCSXbOCu10Fo2ZK7nhC3AwnahRAiD8tfgitz4OAsbWGjuwkMeQSJ1xxOhrr74YE6MFWH06WXCcnw0Y/QtyM0r5sZMDtI5aT5J55q+Redw7TKMu5GOBQJj80Box7GzobRfaF+e3Ar5F/yg1HQ+mv4eRV8dI92PZ2TmepkrOyMPkTS8WROf5E7oO92Hv7qqs2+NqoIMx+DqARINKi8rrfzC/64UcgE/kJqvkjLqXclOgk6fgCOAga9bih4oOcJIkniFElcnxWRXm6w6nl46vc82gAvEcxG4jla2DcQnuT7Cm+2KzTW6XjLUJXG3erRsbGr35GBReE6njl+loMpmW0MOpjVE64MgQd/hkNX4ExC4YYphCi4Qv2pnzhxIi1atMDHx4egoCD69OnD0aNHs7VRVZVx48ZRoUIFPDw86NixIwcPHszWxmw2M2LECMqWLYuXlxe9evXiwoULxX8aIYQoBdbEQJtTMKgFzHHxVzYhGWb9qe3Uel+WdGsHaZw0/873x4wciuqTrY+vB7SspuW0j+wNb2yBP9sVvNTltktavfiP18GBl2HmU67bJuHgT04xe24NmpX1x5jjjcqeRKhzATzsWmnL1elVSL4/qHLi3hSmlFfwuM4BOwC+5PwAIDsVMBtQ8S7Q5XQo/EoVOmHEThBrSmAhqCtB3vBVV9h9wvn5e6rDyPZQDy+OkIK1MG8g3IH83lymn++sU6hlV5hpgfg8psv/rP8D75/bwCon6f5rnoA3V8KH22BvPhVyhBBFU6igfe3atTz//PNs2bKFFStWYLPZ6NKlC8nJmQtlPvroIz777DMmTZrE9u3bCQkJoXPnziQmJma0GTlyJIsWLWLevHls2LCBpKQkevTogd2ed86hEELcCv6XCE/Wg+kugkmzFb5cAGX8YGCW1BYVB2es05l6XKG1/0B6VM7e55/90Kc6zFsHMzZCzxbaDHx+DkfBhD/hz/2QYoMfHsw/0D9LPLEkEuhn4ounwNMt89yONFgUD681hbLukJQGo36EE8CJNil0q56E/3Waoc4lhHyDdtWiouaT056VL3pGEMR+kllJJJdILfYwXUlKg983w7ajrts8RjBziSa5ML/TAnwahEfmtw+5KQTr4CsLpLkI3L2UscyoeYTVV5ex8Hz2c0Y9LBoA/2sKCw/BhPVwNr7gwxVC5K9QQfuyZcsYMmQI9erVo1GjRsycOZNz586xc+dOQJtl/+KLLxgzZgx9+/alfv36/PDDD6SkpDB37lwA4uPjmT59Op9++imdOnWiSZMmzJkzh/379/Pvv/+W/BMKIcQNNMUKT1SE93XOY0lVhec+hqY1swfsAGcc7/Laxup0K/swfSplP2e2w9cbtLSKvm3gkBEeqAye+ZQ8Px8L32+A8LLwZFMon8+Ec7IZhs23cpJkelGD0PhAcqaDb7kA5S0Qfi3oUyDCG8aRwtJNqdxzPJCy13HhaVYfVytAepBVLVBOe1YVMPAGlQikAlHXMZM0LAgevQcWb8tcyOvMC4TyIREFXxzrSf6Be47HGmBSaKaH560qqtPAXcFd/zijqjo4nbiYhU7KyFcLhIENIdwfPlkH0ddnWYAQ/0nF+ksUH6+9jQ4M1FYfnT59msjISLp06ZLRxs3NjQ4dOrBp0yYAdu7cidVqzdamQoUK1K9fP6NNTmazmYSEhGxfQghR2sywAQoM1oFbHrO/L/aH+9plP/bIV9Bz1iOMbdCFzk4Wt3qZ4P1u8OXvsPUc3BUINQNc30NV4Z7voawXPH8nPNIaKueu2JjhqT+g2evaAsD770jmLBdYvMKPe2tDjaDMdtvi4IwZHiifeczXAyY/bcZIAn0u+GOLvTEBO0APn3zq3qugWvSoWaeVCygMI+7o+YhzXCGPFaPFVL0CDOsGHy+GCy5quN+JD2tIKvhyVCP5v8I7qW/f3aCgN8ylu911fru3qQZ9qn3D3qi/WXE+d4uaZeGRBjCiDfSfCx2mF3TQQoi8FDloV1WVUaNG0b59e+rXrw9AZKSWyBYcnH0f7eDg4IxzkZGRmEwmAgICXLbJaeLEifj5+WV8VapUyWk7IYS4GVQVltrgtAOG6sErjyBSUaBh9Sx9cXDaMY5dicc4mVyT+oG5O6sqVBwB7/8Ibw2ECA8IKJP/LPuvA8HDBFVzVOFQVbDawWaHmRu0r0+7wvIxKjaDlV0VDvEUzYiwQ0AQeKSnxpy3wTtWeKc2lPO4Nn6VBJ2NBSGRTCKIct4GcOOGGPgXHCtINUQ7qEV8uRuODy0Jx4bhupSAvKZiWZj8FPT5TEuZceYvatCDYwW63veNoIFP3m0MLioffarcTyjT6R3twFnsbqAqVdxG8GqTKGYfdLD/ivPKMTXLav8NzuoLd3+n/Td3PXdUFeJ2V+Sgffjw4ezbt4+ff/451zklR7Kkqqq5juWUV5vXX3+d+Pj4jK/z5528tRdCiJvAocImK/ySCu8a855hz9UXMyfM3zJ0YXtiLDW4ONR5FReAOIeWV77yKFgj4MHqzttdoygQ4GJy2eaAqhPhkS9hSDvty9cNAr3hayWa0bRBNRtBzcyZV1WIigevfeCVJe0iCgePcIF5VEYx60hKJe8c8xKUqJB/proK2PKv0+6KBzpexMBrHOC8WrgUm8Ly9YBt70Hb912cR48djwItjfU2aNVdXFEUuNjF+TlvxZNP9A/j7/s7zyankZwjIFfQo6MrngZPvr93JSP/sXE8xnngHuABVfzhy54Q/gG8v4I8dmEVQuSlSEH7iBEjWLx4MatXr6ZixYoZx0NCtLftOWfMo6KiMmbfQ0JCsFgsxMbGumyTk5ubG76+vtm+hBDiZlNVWJsKU5Ngpk/Bq7gA2EnlaMofvLaqDJdSOvH1AAUfFzPUO07D3f6w+B24bIewGoW7V05GPZx/ExaM0q5z7VonScDAURQUFu8EXRL0qKuds6nwwXFYcE/mdQ5hYRTR/EkYCgp/bIYvFnPDgnbK4ryWZg7aQtSiR4oK0EZtQHdHVJGvUVA6BXa/DTudTKgbUJhNJZ7DXGL3ckZBwV/x4T1jO8ymzXxgSSIuV+CuoPAg55WN/DxoBS/9bWe7iyJwigINQuDCGCjvBz9sg/WntDePQoiCK1TQrqoqw4cPZ+HChaxatYrw8PBs58PDwwkJCWHFihUZxywWC2vXrqVtW22P7WbNmmE0GrO1iYiI4MCBAxlthBDiVjAvCX5PhjmBhevnwMrRlIWMWQVnrj7Ij13hw7WQ4CIW6z8VFr4Lp2Jg+QF4sm7xx57TYRxsJIpR3KkdMJGtusjPR2BBq8yft5DGfJKZTFkM16J0XXq/G7QDyL2VwT+/VBwFVHcFe4HKqTj39w54JAUa6GCR4/qvrLTa4cd/4J/tuc+546AeKTg5VeIqEcybpmqc0+/j0/hEkpx8WBFOO6KYypRHFrLoQP7pQ0+2BhSYswOmbynZDZmEuN0V6k/r888/z5w5c5g7dy4+Pj5ERkYSGRlJaqpWDktRFEaOHMn777/PokWLOHDgAEOGDMHT05NHHtH2I/bz82Po0KG8/PLLrFy5kt27dzNo0CAaNGhAp06dSv4JhRDiOpgSAxE2+LSQuzaqqJywfsVL8wM4eak/kztByyDAB6d/kSctghH3aBs6VfCHJzuUwOCdWMxxehKG/loAbkALwIGJ5yAhy0T1ZtLYhJlh+OCfZdDNasC9rZw/R4mP9yDcqUJ5UwEaKzpU3It8r0m/Q1ScwmDKM0E9z3Tr9SsBCdoGXm8Phl1HYcmG7Od80dMVLxaR6LxzIaRa4f3lebepQWXeNFTkjLKH/0WmYcsRZOvoTBVGEqWbzvvdCnbfYW1hWn8tYH9hAUxaU6ThC/GfU6g/rVOnTiU+Pp6OHTtSvnz5jK/58+dntHn11VcZOXIkzz33HM2bN+fixYssX74cH5/MFTGff/45ffr0oX///rRr1w5PT0+WLFmCXl/0mRAhhLhRvrkCBhWG+YGhkKkgJ3mTSPsijlzozo99oE16FZYpncA3RwA6+Td4ex7c3wTS7DB6NXQPz3XJYltFDK3wxTt9NvpUJGzYBY8208539IdhDbU0h30OK8vsFh7Gi/I5clNqlocWNbgh6TGbzsLpfJK7HQ54aAyoqYWr056LBVCho6JQT6f9C5t1nQP3QF8Yeh/sOQmrdmU/VxM9YbjRayfsLMZGRhYb/Lwj/3Y1qMx7fjVJ9PuXfmdz57R4cze1mMB+JmQc+3In7LuS93WfbgO9GmrrJiavLezohfjvKXR6jLOvIUOGZLRRFIVx48YRERFBWloaa9euzaguc427uztff/010dHRpKSksGTJEqkII4Qo9VQVFlyFRAs8GgCehZxRVlFJVPfwzJc/sekFaJReSvHFP8DbAcYs11NVOHoWYqyADjwMMO6OEnuUDCs5x2zOE0IApvSgPdEGUXYID4TnFkOAGfSoXFLt9NmXRMyP3lTIEbAfPAMvTIZRreDeaiU/zlzcIb9S8K2fge/egN8/L3yd9qxmjIYqIeCGwiuKOz8qEbzpsLFYvb5J2UEBMOIBmLsG9p/OTCXxQ48HVtrVTWLifDgfff3TTMIIppLXZdxC5tLtVO77udua8sjHfdnLeFRUBtWFsUcgIo/3NjoddK4DA1tCmhWqjIGtpyVlRghXblDmoRBC3NocKqyJh3Vx8FIF8CjkX087ZvbzOqHWb0jzqExolhrZV5LBkmUi2GaHb/+A8AqQNBfCykLdqRCaTwm/wrLjIBkr/fClZnqdRlWFqoEw5wkYfxg6NNZK98Wi8qAllp01/fn8sdwPb7FrzxHgDl43oky7L+SX8bJ+ClStACHldDiKUYcyOBCMBu0DhDIY6a6vwkidjnibBft1jjD9vWHqC/Di93D+amZAOxBPUjw8ef55ldBAqPNGEW9QgIW814xXhlDNzcq48laGnNfWYFjT3wsZ9QrbXiqHG3s5wiTKeMAv7aDrnxCTz7pZDyOMvBuOjoPxSyEiARJdlL0U4r9MgnYhhMiHqsKmOJhxESZVL3xKjJUETvMdjriBDJhfiSPP5biAD9mCp837YNchOJ0Km47B8Wg49GxxnyI7Gw5Wco4LJHEf4ejSc1rik6H9/yDFBvZLEJAGp1UbA6yx/BRbhn6vKRicZDK6e0KlKiU7xryElAUfr7zbuBkzK+OUVGhdHoU7lFS8jGmcVO0stVmxXefA3WiAVRPg0c8yn0OPQiCJxBgs2BQ4MrHw19XpoHpoIcaBnreUgWzzWEpX3ySqfwO/b4Pj5+HgaTBQDuvV9/DAhJUETDrY0w96rYATcXlfW6/T/n39+TyU94VuX8KJ61+sR4hbigTtQgiRj78uw8wLMLte4ftaiecSizl3uQnfbW3A3L7glmN2s0V98E+fRU81w8FT0KQWNAqHIH/4fGPJb0oTQxozOUQ1spe+MRqheQuYcQTqVYaAqjY+syezyBiIl7tC+6a5r2WxQkQkfNS/ZMfoyrkY6OYOd5UpTK+S+wX6o+IghWdMBjZZHPxmd6DegJyO1RPgn42ZP7+IH7PtOiKKeG8fN1g0sHB93DExgHtQ/Q8xelAcF8Jh4gJ4dzpcioeRP9TGh8ZcYClm4lEUWHYvTNwF2woYhCsK/P0ifLMWzsfAkWLk7QtxO5GgXQgh8jD9DGyPhe/r59s0G4cDvliRhp1/OXqhMusOtOOlFhCcY3Z4wwnoZIKqnlpg/slsrVJMi8bQIBT2X4UPumi11UuKA5UFyRcwrKrLvWSuJ1JV+GYJvNAdtpyEkKpWhtksPKv3weRQ+Hk5vPN47uslpcHL00pufPlZdwwW7S54e5Wib67kTF288UTHDhKY6OXOK6mW67hXaiYV2LIfZi3OPPagw8581GJk7BdeWby5kxqElzmNaoqlykPw4/j0TzVMUIZW6IjjJDOxkoK3Ed5rDX+dg3URBbuHjzt88iDEpsDlhOv6OELcMiRoF0IIFyYf1XK1X69Z8M2MJq+Bhz+BxDQH4eXmcfZSHVZuupMBDaC6k3rua4/D/ova9w4HTFsIT/aBHadgy3Go6Jf3zpZFYUfl55TzXFhZJde5t+bBlO3Qur6Nl6wWOhlNVNLpUBQtx96lG1n8y0C+i1CzUilenXZnOhDICVI4TxpfmQyMSL7+Sdh6HYx+HJLT4LvftWMDje7MtiRf99z6nCoSQHPCCClzlGreSTx7DMp6w5vdtfMV6EIyx7Cj1bUv7wlDa0GZQi4taFgROtQs4cELcYuSoF0IIZyYeQwUFQaHgXsh4r0eDWH0A+Dl9hm9G3cmNLAuw++BWkEuOnjCtTWSXZ6GZV9r3z/QGs6btXt7F30NpVOvsZWJtHT6CuDeFXq2svNNaArtDUbe0OnxQwsYe7Z3fj1fT5j3esmOMU/uQD757NkpqCUctFfFg2isxGOjt8nAQ+4mHivROzjn4Q6De0JyCsxdph37xehB3xtw75wqEYgn1Tngv5mnK1rpdwTuSq8cZKQq9RnLPj7N+JSjsg/UK+RGZEKITBK0CyFEFqoKS8/CiVgYWgM8C1FdAyAs0EGj8I/ZolvNhfjyDJgLlVzkXjtUGNkGHqgHHYfCjPFQrypsPgrjF8Db3aFZCVfDHckmXqMRVfDOVU/d5gC3/SoVA6GZ3sgHBiN++XzEoKraV62KJTvOvDxYB15sUZgeWoJMSRtDOB8QyRW7nfZ6PYOBESV+l9y8PeDZfrDzKKzaAbUUPfvjk29oisw13SlDoL0Gs7wW83E1lb4HwZ4+6e9BeZowhlU8Wbw6+UIIQIJ2IYTI4FBhcyT8cgLeawluhZycTbBAvHU6kRyiYvw87p+tY7GTHPBrFu+G95dAUhLoFW0xqqJo3y/cDQt2lmwuezwWHJjwxgQoudZmVn9PZdmHKqMTrfzk5o5HAXOCKt7AaV6LDZJStbr1BaUCyThIKuHA3QM9nuioNsTKpSsq/oAVSmCv0vy5meCTF+D7v+DCFYX9fl60dFzfuvHOmFCY/WoYASk1qehpZlRF+N9JSEqP0Q14YUXHIcbe8LEJcbuRoF0IIdKtOQtT9sPMewqew37N1RT4dPdVFkQYOHXuPYb/7sPW5/O+jgqgwJR5MHUsBPiC2QqpFlg5Fp5oW5ynyS6SVL7nJK9SFy8nxbn3noM0nYPXky0s83dHKcwv4Abms+87By/+ULg+KnY2Es93JBJTwjO+31KVej+e4pmJoDsKvYCvgXw2ay0RigJz34ZLEaB3QK0UM4duwH1z0Su8qtRjtnKIML8E7vSHby5CnBUUFDoxiUT8SeD8zRidELcNCdqFEAKYuw+WHIc5XQrXz+qAn4+lcDZxHeH+GyifeCe/bQ1l3gDQ5Rf3usOu8/BwV6gZph26mgAPfww7ThfpMVz6m0s0JZCKeGYeTB/furPQf52Nrk/Z+COw8An0g3uW0CALQqFQGwIB2LHQklRqYuQnkokv4Rn3vroAHhifwJy/wWMH1AK+B+JL9C6u/bkGfv5F4U1Pd8ZZbkKSjB/oFB2PU5+NXKBW2StUMML3FyDJBkY8aMjjnGUVMRy/8eMT4jYhQbsQ4j/vm+0QmQQf3V24fqoKozfYiFfnUSt4LeWS6rP3SDVG31vAxaNJ4LiipeVkUKB6GDzSunBjyctxElCBGmRuqRrgDS/cp30/P9nBsQSV9zxNGAr5EYOiwEdPlNxY86UHPArbSYcOE/fhSS2MfEo8JVmk8WXK8433Ff43SCvb+QCw6ncYEQmWG1DU5d0XwGyGmVNUmqLy5/W/ZTaj79N2NfXGRCeqcIAoGpe/QlVPeOuEluPuSTmq0IkUDmLm4g0eoRC3BwnahRD/adO2azPiw1oULn989CqISFIJqjaRQbVO4cHj7D1dncplIMg3//5nrsLy/TDlGagVrh2z2eH5r+CLPPLgC+sSqbzHJQwEZZtl9/GA+1vDH9sgLFah0WUDWAqZEwQ8PFYb941SMwheL+SnIaBDSa8R2QUPeuHJYGtciW2IpAPeJ5hvykbSqaV27IP6sHIK2G/AxLeiwLCB0KKKjp++1LMl+cbOtj/SOHPDsLJ4cjfhbOMCTYJj6RsM/fZo53wIJRBvFOIYugCSLTd0mELc8iRoF0L8J6kq/LIX4pLg0UbgWYC639cqpYxfB01DINnzY6qHHsRTfYVVhyuSbNQC4YJINkNkClTLUh1GBXZchmbhRXqk3ONFJQU7ZbDTF+8cz6Ky6YzK6oswrKnCslEK5QMKf4+Nh7XfyY2gqtounvVCCtfPgR0zmXXUm+PGe3ofelpjSyRwV1BohAf7SUNNn8FvXB22vQBt9NyQjZcMBrj/XhheQ2HSz3qW3Niy7dmUxRMvavAhe6nrn8p7NaD7Tu3fnwftMXKS8V2j0SsqVT6AgUsy/98SQrgmQbsQ4j/HocLaE7DmGPyvg/bRfkH6rD4FI5fC6+2hT500Tugv0lOdwZ7zfszaBO/0BG/3go1BbwDPHEFyqhlOfV3453FGRSUKM+9wlI+oi3eW+o6qqnLIAvccsaOPhTenwNGT2k6sheVbkVylI6+X6ERo+0pReiqoOQZZVdHzucGXwbY40kogWiyLntEE8TqXM45VKAORg6GeHZJvQEBqMsJTvRRG6xTi/gL7Tayy+ABeNKIeZkVHXS+V96rBEzvBbHdHoQcVfP/EzZDIsf+pPFELgt+A2dsgyZwjXUwIkUGCdiHEf4qqwubT8N0mmPygtmlQfg5HwqbjMHMbfHkfWHWx7FCm0EEdy/6znoxbDD8NLfjOpXaHVu3jp0HZj9cYUbTA2ZV+bKcigRhyBKz7zNBks50Bhw18+gQEhYKnt4uL5OHUBdjzScmWpcyP1Vq49jY7nDyvQ8GU7biiKNTQGXhW78WH9iTi1OItTlVQ8MKAAQ9iM+4Bp34A2xkYkFqsyxeYTgejn4C/DsK+Mzfmnk7HgcKzlONbjnNOSaKpP/SvCB8dg3irDhjM3rgFWPRR3FMToibCY61g+AK4kggHIuBE3M0bvxClkQTtQoj/lCX7YeZm+GlwwdqvPAnvLYdZq2H2AEjlKidZRh36sHZnWb5aBouHF24MKWbo82n2Y//ugS6tS27SehvQmSAmkj3XZkUSTLysUP4PAzNegpMXYEB7aFGEreIffxsio0tmvAWiQJa1tAWSkgrfL1IyctpzaqMz0UIxMsuWRkwx65zXw0QjvPiNzHcWnjpYXQ3CPeFAsa5eOK2egh1nwXKT88bfoh4LOcMertItBGp6w4wzEG+Fz/c8zqSDq7K1n/UoBPnA+H/goy3w6y7tTbMQQoJ2IcR/yHdrYPd5+PaRgrVfuBvWn4RvH4YvBsOk1dGcZwMVaUkAVTl2Cb5/soiDyTE7/ep8+GJA4evDuzIJhdeple3YgnjYmAK1d8HI9tqxZVu1ryIpQFpRSfI0wdOdC97eocK3C2HiC2DPo8xjd7071TAwxWImqZipMnXSN3E6m+VYKPAc8Cuwt1hXL7iXAmHKIRg3+ebmiisoPE9dDhHDBi7xcCWo4A6fH4Gv2+n5Zl1fbBzO3keB+UNgXBttxv1KEszboc3AC/FfJkG7EOI/YfIKLS3ltS7510/fcR5+2gWh/vBCOxg5B+xKMmlBiylHQ/ypxoT58PAdYCxkzXBA+8tbLvPHL/+A0ycpsRWLc4HHyP6+4Jd4uGCFi+uhVjCMvLaLqSn9qwjGPQ1l/Io11ELxdIOnOxS8vYJW/17FgYO8K6r0NJpoZzAwMjUZRzGi3PqYSMTGabJPcdcCHgJmm+HkDco1/+hxmFQbhr16Y+7nigk9vQjnMqmsI4KHKkGbMvDcdpjcW4cDC2YO5upXwQ/G3Qd3VodKAVqFmqEzZMGq+O+SoF0Icdv7Yb32z8fagXs+s8NnrsKkf+Hu6vDHLrjrLRjczsE202c8U68bAVTlkyVQOQT8i5AHDlqlmoVDMn/eeh6+GQF+ni67FNhsbATj4C4y/8CvSIARSVDJH7b/A90aZs7oP9RB+yqKu5qCZwEX3haXwwF3P1+4PooCvTqA9pvI/2OBuwxGXnJzp3ty8aZ0n8adGZ8YOH85+/E6wGUjxN6gV97OXuBeAx6+H54YdWPu6Yo3RipRmR9JYCdXuLcCvFwH3thuZMgCb/bxB5fY77J/u2rg6wGj7oWLsdDobfh4+Q18ACFKAQnahRC3LVWFZfvgSAQ8dZc2U+uK1Qa1P4CKAfDlQ/DreqgVCKvftXOp2it0YBReagiz14NeDw+3B7cipIeoKtR6BmqV1X7+9Ff49Q+oEVz8Rah2B+xcoEd/TMGQfq+9KdA3Ep4IhCWTYOpI8PPS2q/fDR9Mh7IFqCuf00ufwMY9xRtvYR2KKGpPBaWA26jW1emZ7OHNvVct2Io4pRuMHuuzCTR6206qOfu5b3TwqgKR3JhSkIfD4blW8HBvePmdm1tRpilGOhPGRM5wliQaB8CcO+GKZxWqO7rjhz6jZKYr9UKhvD+sfU17GxY0HLae1P7/lRl4cbuToF0IcVtyqLDpGMzbAu8/CCYXMVtsCqRaoNMHsPgx2HIEXpoGw7tD/45JbPB6n3d/GIfi8OLvnbD3FIzsVryKKfHplURSzJBqgJBg1+MrKDMqH690UM1XoUMNbRo93gEtTsDAcvCqHaYOg9Z1MmfZ9SZw9y/a/VItN3ZTJQCK8MmG3QGRMQq5FhG4oCgKVXUKH/gaGB5nI6GI9QfnevpRZyoopuz9vYCVwH0qXLwBQaavDrxOQaM7oUlDmL3w+t/TFQPQHze6UIMk9KiKSv0AeK2pnpc3NSLJmoqF86h5rD8AreKTvye82Bkufw0tq0L78WC1w7louJp0Y55HiBtNgnYhxG1p1X74ZjnMetr14s6IePh4Gey9AB/2g+HT4Nu/YcZLkKREs1WZiXqyCjsfM7FsCyzbDp8MLv5i0fZNtX/+sxOOHIHtX0H9qsW75p5kO3PNZiqW0canqrA1GQaVg3d18OVvsP1w5tjTzOChh/eKuPtqrRrg71+8MReKAu0aF75bTAL0GG0jlYJHcoqi0MSko4+Hjq+T7UTbCx9dK4pCAzWJbc7OAVuBVjcgaDcq8Hs16J8Kg+6Htk0hJjb/fteLgsLT+LOSGHYSB4oKabB8v8LsI804ZN5KPMfznXEH7b/la19b39HeSA7+Dqatv/7PIcTNIEG7EOK289N6WLobfnRRijHFAr9t1/LX3e1Q3hOW7YA/x8KP/4MErrKP36hIAO/O6k1cihub98HXzxZ/bHNWwS8vasHk0QtwIgJWbi/eNVOAfYkG3gj04P4W2rHZV7Rc9hnl4WI0NKsHHZtk9omKgVGfFe1++49D5ybQqFrxxl0YPy6BX0YWvp+HCfp1LNo9u7rrqWtQ+D7FTlwRZtynKr48YXdec1EBHlTgRkx8e6vQMhnWAnv2wfezIfEmz0a/QCjbiGY5kVQMgM87QwVP+OpoGVZYF+Q72+6MnyesHg1jul2HAQtRCkjQLoS4rUz9B6Li4cNBzmfEHSq8MRdOR8CcP9EiXmDcIC1FxU4qMWzAFyNhdEcf5MuYn+G9YSUzvrfnaGklEbGw9QhMfhaa1yn69eyojE2O48/d8HBb7diXlyDGBh+GwqUrsGMv9Gieo6NCkavGrN0BG3YVfcxFMWZS4XfKdDjgvRnwSgFLfDpzv4eeekaFd4CilDwfDXzs5LhegQkKnAJ+KvrwCsRfDz184Oer0P9+qFUdxk4AW94Fda67YVQjARsHAs5R1g0qu0Mv37v5bmdn1qqLb+7ghCiFJGgXQtw2vvlbC4ae6ew85/zZb+Dul2DqMtizHx7sAEO6QViIdl7FTgTLOUskNemDkUCIgZ7NSm7TI3RaLvu4b2H8EGhWG2pWLvrlVGC7yYNx6YH/V5fAVw/DQiA1DUZ+B20b5u4XFAifv1jEm+q48a8eRVn0C8z6E1SHwt+bdPz8b9Fu3cNdz8M6hQcK2U9RFAboTcwzO5/W9gKeAi4DvxRtaAXWyADVvWChCr27w0N9oW8BNxi7XvQo9KICHujZ53+Oqn5wfxUYF96Kl/6tyYrr/nZGiFuLBO1CiFueqsKvGyEuGR7tkLtKjKrCSz9C79Zw+BQc/Qo+fQ46NobKQeltULnMEvZznJYMwo0AXvwWxveCHs1KbtMjJQRsKhxKhPrFCNav6WdXuDDBjcZhMDsK7CoMKAfuOm0m9fBeqJcjjcVqhY6DoXGNot1zcE8Y1L34Yy8Ur8J30Smwc7b2fWSEwrPvwYrtRasy0gr4DOhI4aq+eACTTZ684OKmfoBvHDy9D9YlFH5cBeVvAO9kuHhVG3/r5vDROOh8/82tuuKGnsqEsNYH9npHAdAmSGFOszq89EdTVjK/QPntQvwXSNAuhLilOVRYfxBW7YVX+oJHloDd7oC4JHh/Hnw/H8q6w4WFEFYOggMy29mwcIKf2c9x7uUlPNLLlMQAAX5atYqSkJQKh8ZBowGwp4j55FklA1fNcOhNWBEHe5PhhQpawB6fDG0egV1OJitVBZKLUa3GxxO8S6CmfGGcmVv4fw9VekFwoPb9oB4wvC8MGAsnLxVtDNWBb9A2SUotYB+dolDGAZFJFpd9HveDp+tDvA9cz4I8T5WB44Gw2qG9Ca1VHT6dAE8W9ROXElIfHY9RDjM+2FFRFKgXoGNlTz9Os5vtSEF2IUCCdiHELUxVYfNhmLYMpjyXPahzOGDpdqj8GCz4E356DZrX1nYwzTprfikW1qcs5AoJ3M1L6LKUBqwUBh4lGJz2HQ8rd0CNxkXcSTWLi8AbgPlL2JwA8yLgk3AtPQig0WOwd6Hz+xw/Dft+LN79b6QT57R/FvbTjuoVMtOadDp47wXY/j1UKpdnN5cUoDYwHBiP9qauIGrodTzqZeI9F0n5egU+1MFfCqyCIizBLBi9AhXOQ2QCWFTt99mwLkz/6jrdsIAUFPrgQSxm1pCMLT1wD9ZV4C4GY0XBXOC3SULcviRoF0Lcsv7YCLNWwk//y3586S6YtxzmrIA3esHen6DXnZnn0ywwf4P29cE/Vzh9OZAmDEKfZQOew+fh6SbQIKQEB6yD+16B5W8V/1IfAuH74eXB8EsUzKibeW7NDrirlpYe4sxdNzmXubCGvA5XC1mmcOVW+OsrbSMsVVVwOLSXuwXLIDqueOO5E/A7A2MjILqAfcrbHRisds7m0eYbYIkKv5nzaFRMo6vADBtE5JjSP3gYzl+4fvctiMfx5xRp/EM8jvSUmGrU4cLFsiyN3YaZtJs7QCFuMgnahRC3pO//gn2nYFqOre1/WgGPvgPHz8G8MTB6SPbzHy2CiXPh3z0w5rcrNG96kofCW2SkxFyzeCesP1zCg06DFx8FQzFn2bcBNYBP9sD+RJhcK/Pc0i2wdg98/rrr+7z6TPHuf8MVYSOrsVMgPn39p6oq2O3ay91rT0KFoOIPqX0CBCXDV2hpSvlpbtTjoVNYb8t7Hv1L4Dlr8ceXl8FWmGHW1lZcczUaps+EyMjre+/8PEVZErAxk8sZx/btbsqS82dZy1/YuMklb4S4iSRoF0Lccqb8rpVNfPVhLe0BYO1e6DcGomNh2ggYMzR7OsWkP+H4JagVCtPWwrjB8Ux87hT9atbGi4DcN/ECSjpvWwcv9AJDMXZT3Y3KRhycPwVv3wVv18j+nH+vhPb1wd/H9TX+VwIbRN1Qegpdvue94eDnDQnJ8Pp3JT+kdg0hcLeWbjKMgqW09FEU9ihwMp92kz1hZPGH6NKj5eGHY9qi5Ws6tIeuXWDs25BckHch19HDlKE8Jj7jPAADmkPKsY6siz3MkKW2m7pwVoibSYJ2IcQt5cflWrDxaBdwT68zvv//7N13eFPlG8bx70n3gLIplT1kyJAlAgrIUmSKgjIUFQQEURRFEQcuUJShoiiITBEXuBFUlCE/ZCgKOEDZo2w6oDM5vz+CZbXQNElPkt6f6+qlJCcnT9I2vfPmfZ93B3ywHJ66C+7sCLe0dQbjXYeh7jCY8JGzc8xlxaFLY/j2+TRSC/1Kl2pXEEmRbO/nrqbQqbbn6n7pfeh3PZQt4d554oE3dxlUDYa+ZSD0rFfxD76BCmWgSZ2cb9/jAUj0s23eZz8LJYrk/vinX4fihSA8DCLDYUBH79TVrQUsHg8DE6BdLo6vEWzjYLLJ8YycU6dhwM02uAHvBvfF1aDdeVNkrm4CIx+GGzpa21HGwOAairKYaCayh9qxkHasPB1SBxHbcB43fqzULgWTQruI+AXThG/WwJZtMKgThAZBShpc0Q9qlodXBkHdqs7uMaYJFXo5A+rKF2FoVyhXwhnka/bJYGWZ16hIc8LOmxLzn8Xr4Y1FUDTCc/UfSICSRSA0D/3GAUzTZItpck+8Qfc0g7vKQsRZI/YOB3RuCcP6QvRF2iPuPOH6JkVWysyESpe5tnA3/ojzZyM1Dep1hcrlgrBH5KFn5CWUKw3zXoLmhWAazqB9qckbbxey8WAwHL1IKg7C+SagWQY846Vp3DWi4N+fnAtSz1atGny6EBpc5Z37za1CGEwghpOUwY7Je3dCwxIlebZUb5q2eo/uixxcYqaRSMBRaBcRn+cw4X+bYcG38OIQSDwFV/eCGn3gt3edrR0PH3fOYR70inO3053z4ef3ICbqzIj8jY8lcuebUxhsG0HQRXbrybRBah7DdXaSUiA4AsLdeBOQDDQ7ksqxnVAqDkLOevXOtMMXP8DYNyHsErucrp3lnDbiL+59Ala7sPtqYjK8MhKa1IUWd8Fvn+EcvvbSfKDoSOcUrcrAC8Aw4GLt1iNtBkWO2tlnXrzfexAQY4f0DDjphTdZhgF/tICGRy68rlhR+GWt5+/TFQZQB4NWGMwhAyPUQafJkJEWSrESB2hS/wdGLYUkLy7aFfE1Cu0i4vOWrYepC2HCfbBsHbwwC4oUhV9nwJotsGM/3D0WvlkN7z4GleMuzGmHOcjNr7zFsCIDsF3ipa9EMahS0XP1f7AMykZBi1qXPjY7JrDGbmDfHMEjlWDEeaH7eCL8+As8P+LS5/JifvUK045Luxkt+QlWbXA+xrXz3Vs/4AoDaAh0AaZw8a4yX5QIpn2acckpKNeHwxVRMMO8+BuBvAp2wBX7YdN502R85WfEwOBagihEKp+SyOePOPh9dzD9GETNiicIiz7KmO/ghJrKSAGh0C4iPm3eN85pMXOegp83w8OToHgx6NYOQkNh8RqoUQG+fw1ubZ/9Ofazn8/5gFLEEszFh6KPJ8PRgzDwas/Uv/+o842GO7vmvJ+Zxu27TR6vCs+UPvc6hwO+XAqTHnGrTN8VjEuLUHtcDx1aXPo4b+kA1ASmAycuctxdp2BWLs7X2wYxNnjbDqkeHnGPCobRl8Mzezx7Xk+7hcIEAQs4Rue3TaIpTFNaEFxyCwcyjjJtBUz5wb+mfYnkhUK7iPisNz+CIydg3L3Okb/a1eCNUdC8tnOOs82AFwZe/BwHiecLPqMYsdzATYQRdtHjDyXA29967jEYBgSF4Nar7ZhN8KwNHi934XWPvOR+C0lf1vcmqFLBzZPsg/+NhaU/e6SkS7oJqAM8bV44Z/w/zxWDJ3PZ5L0fsGAPnPTCHO7LbNAoCL7w8b2LelKE0oRQ5Jb9PLnQpCQlGVq9Fg9320NciWSeXAyJKTB4Bry70upqRbzDME3/a56UmJhITEwMCQkJFC5c2OpyRMQL3l7oDLx9Ozg7gORFAgnMYSalieVGOhLNRfognnYqDbYfhNrl83afZzuSAE+/C0/c4RwRvywPO3E+9Cu0LAWd47LfLKl0PYjf6BvTGXzRiSS47kUodTM02gQ3XgXNa+bPfa814RkTvsrmDZtpwtdp8FU4vJmLc/2SDE8a8EVkzptm5dXH8c5+/89U8+x5vWFNxkl6j4pk+yvOJ+ErvqEutdm7syzPLYHHWkKpGFjxB8z7GeYOggrFLS5a5CJcybQK7SLiU0wTFv4Af++CB3s7u8HkRTrpTOIVSlGaXvQmnEuvAv3v1dBTAdhuh6OJzq4xrp7TNOHpzfBmUdgQBxVsF15/w60w6XmoWS0wQ/s7cyAqEnrdkvdz2B2w+AR8WAxeOwmhwRARmn/P1z8mDDDhh2zmie/PhB77YFWF3M0A2u2Amx2wNsiz9Z/KhJeToWE4dMrjG+T8kmZCg4QM2sQc5jUjjhRS+JBP6G52Y3d8FCO/MPjyHueoe2IqxMZAnYegZClY8fiZ8wTi74v4J1cyrabHiIjPcDhg5Ub4bi082i/vgT2VVCYygcLE0I+7chXYwTnKXvvuvN1ndoKCYNsuGPyCa7fLcMBrW2FyKHxwGZTP5pW67wMw9snADewASSfhpJvTNoJsUKqY8/+LRMGg8fDrtvzrQ14FeAvolQGnzrvPMkHwYjkYnMtpL+UMWGSDjifhpBtrJM4XGQwReyHh4Lm7pPqiUAM+zwxm15QypGASQQS305vvjPVUik3j2Q5wzwfO1qrlikFIEGyaCD88Bj9shtjBMH+N1Y9CJG8U2kXEJ5gm/LQR3v4Epj7mDFt5cZTjvM1cWnAjgxlyyU4xZ7MZUK1q3u43JyaurUHNcMCiXTAhFV6oDm2MC0dh4w9BdAhERwRuYAecf6E8/Fdq7pPQ6yXnG7T8YBhQwwaDg2GsHY6Z515XKA3Cj8ChXJ6rrA1G2eGhHZ6tc2Rt+NSAzT7eicUAqpQwGDHA5LFjmRzHxIaNbrRkrvEl5codpXtdmLAMEk6/4QsJcnYRal0HDr4NfZpa+hBE8kyhXUR8wqfLYN6X8N7z7p3nR1bTkIZcTR0MV9qO4BzZ/3S0e/d/vpLF4aorc3esw4R522FFAgytB5dnc8yeA/D2e9CvF1T38BsMX1O9KlSu6N45UtNh6Xk9xzvWgs/zebFiKxs0MmDGecH9ygioUwTec+FNRMkIKFoC/vbgaDvANcmwJiHnxbO+JHW7jZVLDd4nlaOn3xY3pD5L+Ikba0HV4vDuauc0GZFAodAuIpab/jFs3gZTn3DvPAc4zC+La1L5RB2XRtjBOdL/4hz37v98SSdh5ToY2Cl3x7+0Efakm5Soa1IHuD6bY9b9Aplp0KyRBwv1UTe2gdbN8357hwnj5sGe84axJ46AXQfh1c/dq89V3YKgmgGTM8/dMKmhHRLs8E8uz1MjFHoUgvdT4d9LbcHqggdqwVtbnXPcfV2V0tAlIpiEfw3e4SQnMalPJRrTiH85zG2NIC4GXvkO0vzg8YjkhkK7iFjqzQXOcPXIXc6dJfMqnsNM/OoYRRIvo1Bo3rYznfBp3u8/O0mnYNYXuTv24f9B5cLQvyZ8b8CN2Ryzaw8sXwG9unmySt/06+/w7lz3zjFgPDSuAf2zedN0/y3wxiz3zp8X3YLgOhsMTDrTV7x+BCSchO2ncn+ehkFwUyhM3AMH0z1X34TKMHR//s35z6sqJSAmCIrvCOdawhjJMcDAcaQkT/+YyJ/s4dZGcG1V6D/X9x+PSG4otIuIpbq2hts7QXgeF50CxHOEJ1dsIfJQRQZ3CqNQpOvnMAxY+Wrea8hRLl5lR66BVnHQrRL0Mgxm5zBRvXRJGDEMatXwcI0+6NBh2LQl77fv8xz07wgdc5i/HB4Kb46EwS/l/T7y6rogeDwS2iaduWxkDMwKA1f2OaoXAlvTLlzg6o42ZeHb1Z47nzfd3hJuuRqaEcZ6YujKIU6lhrD9YFG+ZxPb2EO7mvBIO7jxDaurFXGfQruIWMLugIxMuKwUROauucsFTEySzFM8v2Ut9jXX8HjfMApF5e1caRlQvWzebpuT2OKwZErO19tNeHkj1C0OHcpBrZMOvjJNKmdz7JGj0L4blPdwjb7KZoPgi29em61MOwx7BQZ2hKZX5LxQ12aD1lfBK8OcP4f5rVYQTIuCDkmQYUKZUEjY4eyW48qo8GeXw81JkOjBjZf+6g5X/O6583lLiULw/Cfw8zZYRjBHKEmmzaRaaFGupRERxGBiUvcyeLkr9JgMGR5eByCSnxTaRSTfZWTCwh/hRTenPySZKTz99yrWjuvAjEeCCcvbrBgAaveFFA92FDFN2HcIonJ4Q5Juh/e3AQb0qQoHbRATbRCVTco0Tbi+Cyxf7Ln6fF3bVjD+Gdduk5IKk96Ha66EFvUvvQmRzQbrN8OTr0GyC1NTPMEwoIoNnouA4cmQaIcvq8Cgra4tBI20wYbi0HIv7PPQNJlCwVBoG8R7cNqNt0y4A8qXgHC7wWIMXimTwYRuUJeS7COJAySBYXJFWRjaHkYvgCQtThU/pdAuIvnK7oDPVsAvf8GTd+XtHFt2wm/J8Sw3N/HrxHYQbLjd+rB5o7y3mcyO3QFX98n+ukwHzPkbPtkNj9SDzRkw0gE/Gka2L8o//Q/WrQzw9o5nSUmBXze69nhPpcLcb6BQJNza9sLbHjgEO/deeLtWV0HDevCTBSPLhgGNgqGjCW8chWN2+LEurEl0/TzL4+D6TZ6pKyQIPu4IvX7xzPm8yTDgpU8h4RQUxeBFI5hXSGe3adKEy/icLfzJXjBMWtWCq6rCtGVw4qTVlYu4TqFdRPLV25/Alh0wbkjub5Nph9c+h9c+gpW/wAfbd/F98lZ2L6zPZ5MNbu3ofl2zHoGwPEzHuKjg7C9OscOjvzpbDwKMS4OHHJDdXniLvoBFnzs3niooDhyAUS603sy0w9SFzjdKg7tnf8zeAzD7E9iRzaTxHm3A5oD4w3mr1103FobqYTD9hHOay5ITrp8j1IAbCsNXSZc+NjeiDbjKAT8c88z5vGnyXVC8kPP/q2LjVoJZYKaz07TTiMp8dVZfnluaQJkiMG0JnPTxnvQi51NoF5F889RUCAmGp3K56+iUhTDwGUhLdy4cDA+Df4J3EdP6V/79ohakh/LMWzCih3t1vfYBHPJwOLEZMP7BCy83TXh8PbzVAgbEwddA3UJQPoeAHxYKY0ZDcA7XBySDC3eUuoSypeDeHAI7QON6cEPLnDsUhQbDS3Mh0aIR2O4xUDccnjgCo8rBU9l8KnAx4UHweGXYkgqfJrhfT9FwuKEifPin++fKb/WNINoRzPT0NMo6SnITTfiVE1nX924O1ePg0VkF682w+D+FdhHJF4+/DvWqwV1dLj7t4a9d0OIeeO8LaFUf+nZyBvaBN0C7LgfYXXc5X0wvT8PYIgy4BXq0c7+2Jb84P173pO5DoFc2jdZ7LYFbKkKPcs5//wqUB0pkc45XX4VSxaFQIc/W5vNc3EY2OMg5JeZSmlwJU+fB7v0XXtfyKrijo/NnzSo3RsPtMdBpB3z8nOu3LxYEdxeF35Phew8E9/rFoEpxWBTv/rnyWwNbMH2CQxmecpI4M4IYgvmKXVnXd70a+rSCm8ZaV6OIqxTaRcSrTBNeehfqVIUurZwB67/LHQ7nf7s9CmXbQt1OUDkO3n8BurSG2pWgRUOwBZkcIYE3zUX8sCCOm6Pr0veGYK6+FRrXcr/GOaOhUhn3z3O2NRtxhs/TTBN6fw4jroQWsc6rFgOpQLdsbj9vHtjtULu2Z+vyB+XLw/z3vHPuRwZCXKnsr6tfHa6+xTnNxiqNw+CdkrBtM/TPQ8vLEsFgOwCHD7nfm7xIOEQlw/69/tnnvFZQMNsiomiQnEglM5o4QviCLZinfzGvrg5j74COz/jn45OCR6FdRLwmMxPmfu5c2Hbr9c6pMccS4EQC/PgLlGkH730JH4+FHd/AL59CaIizDeTZrRuTSGUqv2D872aaH2jN0FuDSUmFFDd6u//nVAoUijjzZsJTihQ78/+pmfDIj9C/LjQq7fyk4U9gOjAGOL+tfEYGJCZCdDSEh3u2Ll9nmpCcDMWLe+f8xYtefKrR2k8u3XXGmwwDYoMh04R4O5zKQ4vCUQ3hexNWn7WBU14Nagh/2GC5RfP93fWzzUZIdGESDYMSlOZX7KziX8D5XNcqB8/0hkFTPNs9SsQbFNpFxCsyM+Hz7+Hvf+DWGyAx2Xl518Fwx3C4riEc/B76dnYG5pDg7MPUAY7zimM5wVvqcc9lpXnhQRs2G3QYAMunQJCbYfvpqfDtGvfOkZ2/vnbOn05Oh7c3QoPS0KaiMyjYgX+BSsD55aenwyefwPHjMHCg5+vydWlp0KCBdfcfHOwbXXrCQ+GvELjvXziW4dptgwyYfjm8cQJ+SnBvFNlmQLlk2H/M2abU3wQD6w2DfqZJqt1GT2oSRVnScX6cYhjQqBp0aQQTP4ITydbWK3IxCu0i4nGmCe99Bhs2wQsj4Kf18M/p6aQr34fPZ+buPFvZzxw20jT9asbeUZRFS85c166Ve7uo/qd+bYgr7f55zvbNcmf4TMmAWRshMgR6n57GY5qwwA4rgQnZ3PbwYXjjDRjtQvcUubQdB+EPV7YbtVilEPigIvySCk/udD24A8wvD/P2wqf/ulfLYy1g+p9wMJ972XtKGDDNhDfTTU5lBmGQwc8cJP2shROdmkLlMjBzsXWLkUUuRaFdRDxu/Ftw9Di88LDz3z07QqM6rp/nF47TnLqsmRnDS8MNRp4eeV64BPp3hRgPLNDs3R7qX+7+ec72xARISIaxy6FwCNxT79zrh5swPpvb2e3w1ltwzz2erUdg1Z/w5Xqrq8il0wtxG0XAG5fBqjR4ZAucysPOrVNqwf0eeNz9y8Hbfzv3GPBHpW0G94UafJnuwJERxSbsfMhmHGctPOnVBi4rAeMXQHoe3iSJeJtCu4h41KhxUD4OhueyrWNO5nwPhbZezpynijJxhsG9fc9c9+VPsNcDc2y//xkWfe/+eS4QAnctguYV4I7651412IB3cphTbRhwzTVwxx1eqMlPhITA22974cSZgD8FsdMBvXlxuAJ4NxVu/Z/rc9SDDBh/DYze7l45fRvBnBXuz5G3UpUggz5hNj5IzaR6Zhw7KXbBMT2vg+uuhDtf0uJU8T0K7SLiMU+9Ao3qwS0dc+6HnRufr4A9e+GDaSH0aG9j3Ydn5hnP+hgaXA5XVne/3t2H4J9s2v+5rSmMbgfXVz334gFHoVcmdM7hZi1bQjsPtLD0Z0FBXnoO0gE/XWj4chXYciWsLArXfefabW0G3BIH9cPhmT/cq+O72+G6L907h9WqBNk4HhnMgGMOetgvYzYXTmJv0xAe6wUdHrCgQJGLUGgXEbfZHfDGTChXBrqd7hKTFyYm+x2ZfHIyhdAQePt5ePJ153n/k5Dq7Fse6YGuKn07wAO3uX+e/2Ta4e5PYHIPaFr+3AWNGcD+olAhKPsX3tatYf5831gEaaWKFT07wmmazsW9t7WH4R78XuenyyJg2Gr4tQqsi4V2yyDDhUWhITboFgslM+GtTXmvo1oJ2LUK0vxwQerZXg+yUbZ4EOE2g25mOFPYQSbnzvupUxlevh96PgYZeZiWJOINCu0i4paMTFj0tXMO+4Deee/mYmJywO7g2Q0nKb4vnId7OeeFr5gHURFnjru/D9zRxf26U9PgRKKzxaQnnEyHl36Ej96G8IRzw3eiHUZlwigbVMwmlB86BIsXQ9myCu0nPbgI0DRh459w61Bn29GkFP/duv6768DmgB01YUsM3LEcElz45CDYBkUi4ZQBKXkM3YYBm5+Dq3K5kNxXhQMrbAa3ZhrsN4M5TCRvc+67GcOA2lVgSA94YiokaXGq+ACFdhHJM7sDFn0JG36Dpx5yL3DuIpOlKRmErIhh4gADw4B7noB/d597nGF4Jthu/AtGTnT/PADJaTB7PcQVhie7Q+HzFsh+mAhlE+Ba4PzSt2+HF16APXsU2D3NNOGl6bBomvPfLy2AZb9aW1NuBAVB86vOvcwwYORGKBkES2vD74Vg9g7Xztu7KoRHwrw9eQ/uwQbUMWHjwbzd3lcYBqwOhqcyoHFmKSpRl2OYFxzTqiFcVQumL3S+yRexkkK7iOTZ1Hfg760wzs32hJtIZauZSdoPYbw+wnnZqnVQpwoUi3G/zuzEloL217p/ngw7vPk/CA2CuxrDyMFweaUz1+8z4UAM1M9hs6B//3UuPK1aNfvrC5pBgzx3LpsNFkw6/Y/THVnwg+4nkREw/ZULL3+/GczYCrXDYHptOFESdrm4uHZIZcgw4Y3f87bza3QYPNIRxi51/ba+xmbA7FBYmQYHkmEdqRzhwrkwN7eBMsXg7Q/gZIoFhYqcptAuInny1AvOPulPPOLeeTaQRCKZfDUlnMiwM0PNXy6Dpg2gdAk3C81BxTLQ63r3zmGaMOQjmPknDGgCXy+D/20495gdDtiVCS2zuf2vvzp3/2zY0L06Asnzz3vxE4c0yCaT+ZWo09O5mkVAu0h47TgccfExDakEU1bnvX1j2cLQMBa++Ctvt/cl0YbBw2EGh1INdiTZ+JqdHOfCOVS9OkLNKjDyZXD4wRs/CUwK7SLissefhSvrwJ193QtYv5LASTJ455lIbmhk0PesriGD+0BzL4XZ4wkw6HHPnOuT7fBed+f/b/wD/tl55rojwFs2eDSbhbk7djh7slu5+6ev6dPH5NQp7/XZu7cHNL/Sa6f3OpsB7eNgyP+c/24aAXfFwF37Id3Fp+2jbnDTD3mro3g0VI6BX/7M2+19Tclg6F8E9pwK49tTpUkn+4UuXVrD7V2h2335W5/IfxTaRSTXTBPGT4baNaHzjRDsxqLTTRzkd3bSxCzCtoM2rrz8zBuAj7+CL76FYkU8Vfm5MjJh0y73zuEwofkb8OsQaHB6R1UjyPkFkGlCmzR41YBq573SmiacPGly+LBJhQru1RFIfv3VucGUN3z8PXy9GooU8u/+20XD4Nn6Z/ql1w6DGXHQcLtrPdQbxcFrTaD193nrvd7pSnBEwhdutpH0FaWCwV4CPj5aiOfTg0gj+yelSV0Y9xB0GuzfPevFPym0i0iuZGbC3PnOF43bbnavreN2jvMSvxKWehkPvWLjlSEQW+zM/SSeAocXF2WWLAYr5+T99ifToMcMmHsblD9rzv2jg6D36c42xwBHKJw/ld00nYtOhwyBjz7Kew2BqEgRA8NLc2Nubg1HTkD0tbBt9yUP91lBBvybBI+eNQ2rVDCsrAgtdjo7FeWGYUCVQvBaPRj4jet1RIRCZAokHHW2Og0EY4PgprLQNwheMBM4yYUPzDCgVhV4eggMeQJO+Wk3IvFPCu0ickmZmfDF1/D3Nnh4uHsbJ23lKKNZyfXUwLGsBO0awtW1z4yyb/wDflgFD9zpicovZJrw+195b015JAmeWwwjWkOVEudOD7LZnF9/pEEv4Lcc8ufdd8OKFQZBQWoXc7bVqyE62jvnNgx4+h7nxjmb/s3bIkxf0aQkjLwCDp46c1mRIJh9GYw4BPtyuTjVMKB2CXj5OtiX5Hodj3aDz7fAHwdcv60vsgHzDRh/BNqkFmYEf7CXC3s9GgY0rgsdW8PkGeoqI/lHoV1ELso04b0FsH4DvDDGvXP9zAHGsIqO1KLNkYpUrwzdWp97TLEi0MyLCzMdDrjh7rzd9nASzFgBLStDs8o5H3dHEnxgZv8CaxjwnYu7WooHnJ7K0KoBLFoOC761thx3bToKG4+ce1mVUBhYBKYdh53puT/XtmMwfRPsykNwv6YM/LQV0v18ge/ZPikNs07A6oRU3mBzjsd1bgOVysHMjyDxwo1VRTxOoV1ELikhEV54xr1zfM9uJvMbPahNx4SqTP0QjmcTEiqXh3vvcO++LsawweN5WEiWlAqvLoXaZaFD3ZyP+8ABNxWHSA2i+w6TrNA+4k6Y9wwcOAKvvG9lUe5pXRbSHbDtxLmXN46A9lHw7lHYn8sR96vioG1FeGcL7HdxE6H7u8LUxXDKhY2e/MG0WBsdU+ux9mhR1pBzU/peXaBsLLw0BdJdbL8p4iqFdhG5KMOA+4e4f56f2M//nq1B+9TKhIUa3HgNtG3s/nldZTNgWB/XbmN3wMBZcH0d6Fgv5+M+OgT7TsBQFNp9zlmLBu8dDfd2h9LF4Jm51pXkroqFoEjYhZc3j4IuMTB6PyTlcr75NXHQtRKM/tC5WZgrXrsdBs/17wW+5wsxYHSJUFpnVmD0wUR+4UiOx/boCK2bQ7/7A+s5EN+j0C4iXvcp/9CMMoT8XI7UVBvdHoKmFxmt9jUtX4RnusG1l1/8uG1FoWRhKKLA7ltMztlU6b9dUW9tDXe72avfSnWKw6MrYG82n1g1ioSnYqH9ttwHyUal4dcTrvdvb1UXlgXAZkvniw6CB0qEcXPRMF5kE/+SkOOxba6Fx4ZBh975WKAUOArtIuI1JrCcfWRg5zrKERIeRL2e8OlEqyvLnfRMaPcCzB8I1UrnfJzDhM/TIc0Bt+Wxq454x5Hj0CqH6VahIfD3dnjiNf/tgPJGGygekX0wrxQGi6tCvT+cP5u5sXooXD0HUlyco/73bLhihGu38QfRQZAZVJY/7RVJNoMwc2gFCVC3Jrz8FNw2GDI0VUa8QKFdRLzCAfwBHCSOW7icQ4dsxEbA1k8hKsLi4nLh+EkYNhNe6QvlS1x8E6m/k+GdjTAmlBy2ZRErmCbsPgDFYuDs7n1nfz/bNHHujjv9Q0j1w3nZEcHQYSFk5BDKiwTD0mpw259wKBeLUyNDYdMAaD0P9uU8sHyBqAgomgL7juX+Nv5imM3GjekVGZphss00cwzuhgF1asKg2+Gp8ZCUh4W9Ihej0C4iHmcCvwObgZ4YGBgMfhKmjIGoSGtry41DCfDGEri1KdS7xOZHmSb8EgoNr3Jvd1jxPIcJNw6Eha8CZ40cfzsHIsOd/28YMKAHpKTB+19BmgtdV3zFDz1gxUV6z8eGwrMV4JU9sDMXfcVDguDDrtDXhfn+ocEw/xm4w08+RXOFYcBLEQaNUwox0jzKlkscf11zaFgbps+FEy688RG5FIV2EfG4VcAe4Nb//r0e/t0H+EGoPZYM73wLV1aE1rUvfXyqCc8fhqe9Xpm4avr7MLD76X9cYl73Q3c62/a9Ps8/d7q8WGgHqBMN3UrAnHjYnYvgHh0GV18G32/NfQ2FwuGqCrDst9zfxp9MioFOtkSeSTvE/DUXP/aWrhBbCt6aCadS8qc+CXwK7SLiUf9trtjprMsiwpyhKK6kBQW5IC0DnpwLjatCpwaXPt40YSTwQswlDxULPPsqPPUA57R8vJgH7oC4UvDQi96uzLMMA0Y1gyeXX/y4ZjHQvihM3gZHLjEVqGgk3N8G1uyGZdtyV0exwtC2ASxclrvj/VF/KnOLEcTn4SdZtQUWr8/52N63wBU1YMRo5/4QIu5yKbRPnTqVunXrUrhwYQoXLkzTpk1ZvHhx1vWmaTJmzBji4uKIiIigVatWbNly7gdJaWlpDBs2jBIlShAVFUWXLl3Yu3evZx6NiFjqxZlgboWmnBlUX7oKhj0LVctDkcJWVndxpgldnoMB7aHdlbm7TY990BvoXsiblUleDHwcZk2AIBvOwJ7LhZW9OkLHFjDgMW9W53khQXBzjUsfd3UM9K8A/dbnPA/+P2UKQ/8m8PVm2HCJkfz/NKoOFS6DRatzd7y/MTC4ObQ4914ZysbLHNStdPHjO98Ad/WBruoqIx7gUmgvW7YsL774IuvXr2f9+vW0bt2arl27ZgXz8ePHM3HiRKZMmcK6deuIjY2lXbt2JJ21GmP48OEsWrSIBQsWsGrVKpKTk+nUqRN2u58u3Rcp4EzT2cd8+icQEwVtKsF/DVR+/ws++BKuqgPHT1hZ5aWZJmw8DPWr5O54hwm/RUNDP5jyU9A4HLBlK9SreXqdwXktHy/GMKBNU7itMzzwjP9MlQm2QXgw9P/60sdeURhmNYL631/68cUWgtTDcOJE7lpHxkRDpA0Oxgduz/JgDCLNYN4qbLCp+KUfZOMG8NIY6NxdI+7iJtNNRYsWNd955x3T4XCYsbGx5osvvph1XWpqqhkTE2O+9dZbpmma5okTJ8yQkBBzwYIFWcfs27fPtNls5jfffJPr+0xISDABMyEhwd3yRcQNDodpbvjDYVa8327OtttNu/3C6zPtpvnCFNP8+gdLSsyVE8mm2XiUaSal5O74pEzTvPmkaf5jdz5G8S0DHjHNVWvPfG9+TjHN2+NdO4fDYZrvfWaaL71lmmlpnq/RGxwO0zyVbprJuaz3WJppXrPMNBPSL36c3W6aN00yzd935+7n3W43zcETTHP5xtzV4Y8cDtNc7Dhozjb3mOnmpZ8Uh8M016w1zcH3mebJU/lQoPgNVzJtnue02+12FixYwMmTJ2natCk7duwgPj6e9u3bZx0TFhZGy5YtWb3a+TnZhg0byMjIOOeYuLg4ateunXVMdtLS0khMTDznS0Sst+Z36Py6yTWvJhNtS8R23iuKYTinJzw+FDq0sqTES9p9CIZPhU8ehOjw3N3mqT0wIB2q2NQxxtfEH4LICCgUfd73xsVRX8OA3l0gIhze+8w/2kEaBqzZC3NzuRC0aCjMagyP/AZ7T+Z8nM0GC4fD6IWwbvulz2uzQYUY2HMA0gO0X7lhwA1GKcIoyhIyuFTTIcOAJo3hxhvg1SnqKiN543Jo37RpE9HR0YSFhTF48GAWLVpErVq1iI+PB6B06XN3ICldunTWdfHx8YSGhlK0aNEcj8nOuHHjiImJyfoqV66cq2WLiId99j30+8Sk2RupdCOI7hTJ9rgdu2HTX/lbW279sw+mfwnDu0G5XC6S/ScDIotCnB+0riyI5n/m3OSmbs2zLjQ5p0+7K4b1g2MnYNbHkOnihkNWuK4SNCsHO47n7vgq0c457u9shZ3JFz/2s/th9qrcnfex/jDtMziYyzr81a1EkUwoS8jdj1jnjlCxAsycqT7u4jqXQ3v16tXZuHEja9as4d5776Vfv3788ccfWdcb5w07maZ5wWXnu9Qxo0aNIiEhIetrz549rpYtIh40ZyE8v81OjScy6WeY3ExUjsf+7xf4/Nt8LC6Xdh2E2Uugc1OoVzV3t9mZDHN2QtcIqBvq1fIkD/7+BxISoHG9865wI7QDjLjH+YnRmFfdqS7/nEyHVBfeYFxVEtrFwYytsP9UzscZBrzSCyYtzN15B3eGNxdCoC9Zuw2YzQHexZGrD3R69YSyl8HYsdo5VVzjcmgPDQ2latWqNGrUiHHjxlGvXj1effVVYmNjAS4YMT906FDW6HtsbCzp6ekcP348x2OyExYWltWx5r8vEcl/y3+GBZ/Db1UzKNHXzshQGx25+JBzy6uhZ6eLHpLvTiTDs3Pg5hZwVc1LH/+ffTbYGwmNFdh90o7dztHLuud/T3PZ8vFi7ukFV9WDwU+4d5780LQ8fLEFth/N/W2al4au5eHxDZB8kSAZbIOiheGljy99zl43wryPnQvVA90jRDHHfoTB63P3g9ajB7RrB3fc4eXCJKC43afdNE3S0tKoVKkSsbGxfPvtmSG19PR0li9fTrNmzQBo2LAhISEh5xxz4MABNm/enHWMiPimP7bBvEVw/NpD7Kp7iueiQ2iGDeMSOyZdFgvVLtEWLT/ZHXDDMHj6DrgylyPsAIczYPwBGFvGe7VJ3u3aC7M/gseG5XCABzqZdGrtfAM66Cn3z+VtfRtAnIv7BzQqAWPqQ5uPcu78EhIMvVpCyRiY8uWlz/nju9BikGt1+KMmFGaGrQjLyh9n0Lrc3aZ1a3j8cbjhBu/WJoHDpdD++OOPs3LlSnbu3MmmTZsYPXo0P/74I3369MEwDIYPH87YsWNZtGgRmzdv5s477yQyMpLevZ0NSmNiYujfvz8jRozg+++/59dff6Vv377UqVOHtm3beuUBioh7TBMOHIJ7n4BXnzExi6YxCDsNMLBdIrD/ugnuuj+fCs2F1HSocxt89waUz/nDvQuYJkQFwYJKEKst6XyOaULySefOk6VKZHcAuW75eDE2G7S6Cl4d7f65vC2uMHSYAcdd3I2zYjQsvRmunJfzFJuwELijNRw+BAtXXPx8lcvB/n/9YyGvu6oZIXxRMgp7g71k5PJdYu3aMH489OoF6ZdazSoFnkt/fg4ePMjtt99O9erVadOmDT///DPffPMN7dq1A2DkyJEMHz6cIUOG0KhRI/bt28fSpUspVOjMziOTJk2iW7du9OzZk+bNmxMZGckXX3xBUFCQZx+ZiHjEjt1w0z3w7QIH34QdphghtKNYrl48QkKgWBFvV5g78Uehx6OwchpEu7iI9J8UaL8XIhTYfVJaOjzwFHw6M4cDXNhc6VJsNggPg2PHIdHHFxIuGwjHkl3vlx4TBt90h75L4GAOc9yDg6B4YTiR5Hz+c2IY8NsX0LSfazX4IwODGCOM/UFFeDr9MIm5mK9uGFC3LgwYAM88A2qOJxdjmKb/bX+QmJhITEwMCQkJmt8u4mV3DINpkx18G3SUI6RzF5dZXZLLtu+BKR/CwJuhRkXXbx/7A+xvBTa1d/RLa5Ng1K8wvZJz5NcTPvoM9uyHu3tDERenoeSnXu/C/Lvy1pr0tyPw3l8wtC5UyOFP7djZUK403NbWOXUmO8knYcgYePBuqO/CGhJ/tQUYtsdO45MGoyrbKJLLNTAffgj79sFdd0GRIt6sUHyJK5lW40YiclGzXzf5ICieBDJdCuwpqTDnQy8Wlkvbd8PcT6F3+7wF9nnH4E4XptKIDzKd/dvnfgr/7vLMKXt0hbjSMHWmc1qOr5p3J7ydyzaN56tXArpVgdm/we4T2R/zeD84dAxeez/nEf3oKHjwLnjprbzV4W+uAG5KcjDtQDLPbM3kVC4/5enZE2JjYepUSPHhnymxjkK7iORo3EQYfXw/JQmlL66twDQMKGrxCGT8EXjjPbixFTSq4/rtp+2AY2kwpoZG2f2aCQ1rQMdW8OZ8iD/smdPe1h3q1PLtDbYMoJgbewo0KwPtKsCkn+BoDlNlRvSGl965+HnKl4EGteDzZXmvxZ+k/BZC3/RQVhY5xsB1dhy5nNPQq5dznvuDD4KjAHTdEdcotIvIBT78FBZ+Ab/duJN2UYXoQHGXzxEeBp2v93xtuZWaBvc8DgNvhcZ5COwAK1Ph6igI1yulfzu9ELVRHefPwz2jnZ8EeUKn9s5dU32VzQatLod7F+T9HE3Lw8DG0OcjyMih5/oXr8FNQ3I+R/GiUD4Oftuc9zr8ShA0DgqnWtkY7qhmo/Pi3N+0c2fo3x+6dPFeeeKf9KdIRC7Qsb3JH233MLRGEVqEFrpkW0dfVL8LzHwJqld2/bamCa/Hw3XFoX6052sTC5we6axe2flz0ahzwRnJLB4FL3Qm16O92alZCubeAvXfzP55u6oujLkfetyf8/Parb1zM6Evv897HX4jGAiCtwjj9eKw4XLTpee/USN46SVncC8oP6dyaQrtInKODBwsijxEnYgIriGGID8M7EePg2mD4kXydvuv9sDe3XBXSQjRq2RgOCswlSgKaz+DZjfDiQLQrSPIBn8fgFG52BDpYkpEwsr+cN2rkHDenGvDgHo1YFhfeGJi9rcPD4OoEEg4AZke6ubjqyIjITwcYoCFQPEKx2j2tz1XHWXA+XzWqgWjR8N998Gpi+xUKwWH/hyJSJZ0HMxPPMHW3QZdKeGXI+x//Qt3PQobP83bXOMUOxy0QflY356rLC7Ipk97VCR8+AY8+Bzs2mdJVfmqaVV4qD3EJ+T9HIYBRSPhnb7w6Gew9/iF17e4Cu7vBwePZH+OR++Hhd84f08D2X03QM+mzv8PMQx+DCnCobgTPPkX7M/lIlPDgCZNoEMHeP11kxMn/K7Zn3iYQruIAGDHZB7HeOa3TI5PLWV1OXmy/neY/j5Me8E5queqDAfM3AxJmTC0vOfrk/yXmgpfLgayGeEsHwcP9od3PoBtO/O7svz3xwHY7IE3KNVKQv+m8M7/YMfRC6/fsg1mvO/s2JOd65rA8v9Bei5HnQNBOEHcVbg4FcvAjK2wNzn3t+3cGcqXh3ffhaQkBfeCTKFdRACYTDyzMOhFKfxwgJ0Nv8NX38OQ2yG2ZN7Oke6AV3fC8IqerEys4nDAmJfhxEVGl+vWgC5tnO1Jd+/Nv9qscF0NSD4F2+LdP1fjCtCuOsxYDQfOe37bNHMu/n5tWvbP/X0DYOo7zjdUBUUhYCBglMgkqFgmUzfCERfaOvbqZVC+PLzwAmRkKLgXVArtIsIY9vIBkUykGA9eAYP9bPfCv/+B9z6Evt2hSoW8ncM04a618HYLz9Ym1rnjfmh9LfTtCRfbVb5xPbilI4x5BY67MX3EH1SLhaJRnjlX8yrQ/Up4dC6cPC+At2sFXa6HsBw+8XrzJeh/v+u7tfqz0kAPbDjKplGxSgb3L4O0HLrxZOeWWwyuvx769vVaieLjFNpFCjATk6eJZyFFmEthGmJQvChcUd3qynLv2HF4aDSMvD/vgf0/L9aFVkU9U5dY77mR0K4lYAcuMapZ7wp4ZiTccBvYA7hbxxVlYcQ82HfMM+drUA6evxVajbkwgF/dGK7v7uwYc74WzeHHHz1Tgz+5DBsOInitdBJDrsnkmvddu32rVvDkk3DDDSZ+uKG9uEmhXaQAe51jfEo47xPF5Rjs3g0db7a6qtxLPgnX3ACfzIZYN6bhp2bCVaugTITnahPrVSp/1mLiXOSbcnGw7BOo08pzfdx90dsDoEik50a5y5eE756C+iMhNf3c6775BOpcm/0On9s2Qq2rPVODPxll2GhgFKVk4SAOXkGud0wFMAyDK66A8eNN+vRJJz1dwb0gUWgXKaCSMTEpzBQKccXpPjEmkOYni8N274F23WDTamdrNXfcvBTm14WIII+UJr7GJFehHZxdZVZ+CncM82ZB1goPgU7P5bxRUl7ERMJXo+D2KXDwrClGkRHw81Lo3hP2Hzj3NpERUCIG9hSA7j1nCwFmGwZPGAaLajvotBT2ubAw1TAM6ta1cffdwTz7bAaJiQruBYVCu0gBlISDj0mjCnAtZ5JqRISzxZiv++13eOYF+PojCHIzaP+RABXCIUqBPbC5kGuKF4OPpnuvFF+w7Hn4cZNnz3lZMXiiO0z6DHadtdg1pjCMfQ4eevjc40NDYe50uGuQZ+vwFx+aJp3NdAY0y2DcWvgrm048F9O2bRB169qYMSOThAQF94JAoV2kgEnDZC4mxTDoREjW5XY7LPocxj5hYXG5sG49fPIpPPU4FC3i3rk2HYIPtsL9DSFOO58GLhMI8M188mLN354/Z72K0KUBzF4Cu89q+Vi6FFSrBj/979zjYwrD1Y3gux88X4vPMwz6h4QxPiKTIXXh/T9hy2HXTtGzZzCxsQZTpqSTkqLgHugU2kUKEBN4FqiOjS6c29YhMxNezGEnQ1/x2yb47Eu4ow9U8EAf9fVHIDoIasS4fy7xYSbOxaiSxTDg4Zvg8bmeP3ez2tC+MUz4AI6d3nE2Lg7uvhOWLoF1684cW7QotGoJn3/p+Tp8nQE8bRjcFxbBshLQozrM2QjbXVwk3KtXMPXq2XjggVQtTg1wCu0iBcggoCcGbXJqxO7Drwh798Lk12Fgf6haxf3zbToGv56AvjXcP5eIPwoNhl5eanF6dS0Y3AV6PQ+Zp98wVaoI9wyA6dPh37N2RG3cEMrGwqJF3qnFlwUDfYFo0+Sn4g4GNoRHl8IJFxdCd+oUwj33hNKpkwvN38Xv+PCfaBHxBIfDOfVlqAkPA3VzOC40FDYsz8/Kcu/kSejeHSa9DOXLuX++w8nw4EfwfCMoE+n++cTHmWA6nL8LckZwEAQbMMBLn7DVrADvjYYru59po1m2LBw/7vyd/m9QOKYwRITDoUMFq2/7f8KBXsDxVDu/RmayuyykGa4/F40a2Rg/PoyuXU/hcBTAJ7IAUGgXCVB2O8QfhFemQYnLoffPUI2cNzs1DOcCPF9z5AhcdRWsWQNFPDCNxTThcBqElYLCoe6fT/zDJ1/Ay1MhNc3qSnxLjXLw2lBI9tIAbfHCsHIutB0AJ5Kcl33wATzwAGzffiaY3ncf/PILrFzpnTp8XZhhEB0RTGJYECuaQ/tlcMjF74lhGNSqZWPUqFDuvz+VkycV3AONQrtIAFq7HpZ8B+16wfQUeO9faH51zoHdl117Lfz8M9g89Gq1bieMXAFf3eSZ84kfcMAt10N0NKz/3epifIthwJo/YcGP3jt/0cLw9tPw+KuwN975u/zDDzB0qDOo/3dc5cqwezekFdA3VvcZBnsNg8+An6+Hft/DpgOXvNk5DMPg6quDadcuiDfeSOXECX28FEgU2kUC0Jz34csf4f5l8OKDcKPVBeXRt99C69YQEnLpY3Or61z4rKvnzid+woSh/SDlFCQkWl2Mb2l9JTSsAjv2e+8+Lq8A/brCjEWw8/T9fPGFc9T9P48+CtOmwWEXO6gEkqeAv02Ym+pgQVuTGT/Dqu2un6dr11DKlrXx7rtpJCVpxD1QKLSLBKBXXzEp8cxJYgE/2uD0HF99BWvXwrPPQljYpY/PjVd/ghE3nrVLphQ4yckwdgKkp1/62IIkNQ3SvdwWs0kdaHs1vDMf4g8534w/9hi89daZY4YMgddfd07vK6ietMGTDigcDo9cBz/8Ayv+vfTtzte7dxjlytl4/vlTZGQouAcChXaRAHR7WiIfZabS2epC8uj7750fm99zDxQv7rnzXlUWhl0JNoX2gsUOnO7GcVNH6Hg99L6nYC56zEnTOvDxMvjXy7uTNq8PN98AI56DUynODd1sNpg61Xn9bbfB/PlaNDwv2sbthsFlMXDXVbD4T9iwx/Xz9OgRxo03htK7twtbrorPUmgXCSCmaXJLWiJL7OksCS9idTkuM03YtMn5kfl990GpUp477yPfQkQYhAV75pziH0yTC/q0t2gGrzxnVUW+a0AXKFvS+/dTvza8OAquvRnCw6FvXzh1Ct5/33n9ypXQvLn36/BlbYDhJvSwm1wWYzLiOqhZOm9vNFu0CObppyO44Ybj6uPu5xTaRQJEumlyV+YpVtrT+SOiOOUM//r1Nk2TPXtMHngApkxxbrriKW+uhLpFoG5pz51TfJ9pwp590L77hdeVLglXtYIUF/thB7LSxeD6QZCQ5P37KhcHyz6ABjeAYXN2k+nSxTktpnx5Z/vHU6e8X4evMoBGOFv13nPKJCYS7vwW/jzmenA3DIMrrgjixRejuf32RNLTFdz9lX/9VReRHL3iyGS1PZOV4UUobbNh+NnE7W3boHdvWLbM2TPeU5LToEcDuL2xpsUUNFv/dU6DWboQ52j7WSIi4KO58MBIS0rzWT/OhEN5CIZ5EVMIvpwJdw6Co8dg/Hj49FNncN+wwdk5qiAzDIgJNvjKYWNKInzYEYZ/BZsP5uVcBldeGUK/fuE899xJEhML+PwjP6XQLhIADpgOHA6TWSHRXG7zv/kfK1eaPP00LPfw5k7JqTB7DXz1p2fPK75v5f9gzEuw/EsumB7zn4rlYdpr+V2Z73v2rUsf4ymXxcHjD8PkN+Cu/rB+PXz8sXORar16zvBekNUH5hSClMJwyIQlt8PY72HZtrydr127MOrUCWbjRi+vOhavUGgX8WOpaTBupslMh53mtiCaBQVZXZLLvv7aZOlSZ6u3oCDPDoXvT4Cvf4O7Gnv0tOLjvloCS5fBtEkQFAQ4AGWUXJv1PLzxwaWP85R6daBMGXjwMbh3KOzaBTNmOPu4v/JK/tXhq9oB9Ux4Ow1OmDDrVlj2N3y8Nm/n69kznBYttLOcP1JoF/FjaYbJO6UcXGsEcZ0fBvZvvnHw++8mw4ZBoUKeDexpmTBhOYy4waOnFR+3+FvYtAXuHwSFoq2uxj8ZBsTlw4LUs7Vv7ZxLv3MXjBxp8uKLdipWhAYN4LPP8rcWX9TRBs1s8OgBMILgkdaw6yh8+LPVlUl+UmgX8VMmcFsIfHmjjWs9tV1oPvrf/xz88INJ//4GpUp5frJ5hyfhvmuh9eUeP7X4qNU/w/JVMKAflCxx3pVae5drNhs0qwuDR+fffda4HGa+CVPfgiNH4KOPbDzwAJQta7J5s755AG1C4ftizpleMZHQvwVsPQDfaJffAsP//tKLFECmCZmZzgVao56AkmUhbjvMwqCmny04NU2T7dtNXnnFwZNP2ihZ0vP12x3wxwmoHevxU4uP2rELJkyBJ0dCiex6+yv3uaRkcXjxUefvUn6pUA7emgLtOhg0bmwwcCAsWQInTzqn0QmsC4cGGWA3oUgUBJeGo0Hac6CgUGgX8QMH4qFCVXjiKXj0OWi+A9ZVAg+1Mc9Xu3dDnz52PvooiOhozwf2Y4lw7bPw72TtfFqQVCwPH82GqKhsrrQDKfldkX8LssGWbfDEhPy935gY+GUtNGkONWtC164Gs2fDiROQkZG/tfiiYgasC4GWx+FYJjx6Naze6dw1taBvSFUQKLSL+IG4MrBvJzzwAow14MkQKGv4Xyj99Vc7gwbZWb06CJuX+i/e8TLMHABRYV45vfgow3BO68jWfxssiUuaN4QH7oADeWgx6I6gIFj1Iwy9H664AlavNnjrLdi2Td9EgGgDpkXDXUecP/dvdIR5y2DZFo24BzqFdhE/ccCEGQ7oADS0upg8Wrgwg08/DfJaD/m1f0LN6s7+zyLivr/+gb/y2F7QHYULw8svwruz4N13YfduB598Aunp+V+LLyoSCpeXgnWnW5m+Owi+/AXmr7K2LvEuhXYRP3ACeBW4GrjO2lLybMYMk6FDwwgP997HA2kZcG8biI3x2l2IPzIBTa3Ik1bN4ehx2LY9/++7QgW48w7n/w8cGMQbbxikagdbAOKAwcDXqbDh9BuZibdD/Al4/WsLCxOvUmgX8XGZQH/gZgPa+Olv7MyZdtLSTKK92ILv21/gwAmoXMZ79yF+KofNlSR3rqgOxYtac981akDfvrB3L0yaBP36aQrIf6rY4PYwmHMEtqU6p4fddwNEhcLkRVZXJ97gpxFApGAwgaamyQTAH/cHMk2Tzz/PZN8+B/36GV5ZeArw2z/w8ffQvoFXTi9SoNW8HIY9DPvjrbn/atXgqaecG7AtWWJNDb6qcjAcLgmJp/dKCguBXi2gT2u9uQlECu0iPioFaOyAf/dnUsEPX31N02TNmky++CKVxx4LJirKO4HdYUKVOJjyIBTRZjoiXjFzKhSOti4IxsbCN984u8vUqAGnTllThy+aFQKPpMMeu/P7ExEK3/wBU36ATH3CFFAU2kV80GHg5kw4th92xoZ4beGmt5imybp1diZMSGX69GiCg71Tv2nCus3Q/zkICfbKXUgg0PQYt4WGQtfbnPtFWCUsDHbudO5X0a4dxFs08u9rQoFl4dBrP2w9Pef/9qaQlAQf/wzpFn7PxLMU2kV8zH7ggXQ4fBy+Lw2Fg6yuyHXffJPBG2+k8vHH3m3j4jCh633wwTiv3o34u0wgyeoi/N93X8C331pbQ1gY/PST8/9fesnaWnzND2Wh2W5Ycdz578e7wl974INl+btJlniPQruIj1mTCbtPwYzCUCnE6mpcN3fuSX76KYN3381ulxvPmrIAhvX1+t1IANj8N6z5xeoq/N+vv1pdAZQuDbNmOdtCbtxodTW+w2ZAnyow+uSZy8bcCvGHYdIC6+oSz1FoF/EhexywKgPejIK6frg50DvvnCQhweTxxyMICvLulJ6nJ0BMFIwa4NW7kUBgwq+/w4rVVhfi3wwDHnwQHnvM6kqci1N79YIFC+Dvv62uxjcEAS8Fwa0l4Z2EM5c/3Btii8HINywrTTxEoV3ERyQ7YMgBuC8M6vrhCPv8+adITnZw552RREZ6/6Xl2/9Bh+bO0SWRS+nYFk4kwYo1Vlfi38LCnG0XfUGNGjBkCDz5JBw+bHU1viHCgDtDIPkUvH96J1vDgF7toUU9ePg1a+sT9yi0i/iATBMaH4F5sVDZz34rTdNk2bJUfvklncGDo4mO9u4DcDjg/mfhuRFQsphX70oChR2KhYIjE46fUCs8dwQFOX8HB/jIJ1zly8PBg8eoUcOujZdOi7bB4NKw9hj8eNR5WZANKlWAHWma3+7P/CweiASeIyY0TYFfS0KMny06NU2TDRvSmT79JC+/HOPV3U7/M/kduPJyaH21czMRkVwxYdwTMOM92GrB7p6BpFYteO01SEy0uhKnH38sSvnyNsqW1Yj7f8JtEF0DjhdxDgoB1CoL/ZvDM+/AKb3B8Uv6kydioX8z4REHfB4B+ZB3PW7lyjTGj0/g/feL50tbymPHIS0TSsc6P/IVcYVhQM0q8MdfzraBkjeGAT//DJ98YnUlToZhsGGDQfXqcO21muP+n+cMWHEMvj7m7LRlGHBjM6hSBt79zDmFRvyLQruIRf6ww8xUGOmAMn4YQD/8MJmPPz7JBx+UzLf73B8PVeOgY6t8u0sJBA6y+rS/NAYeexZS06wsyP9ddx3UqQP//mt1JU42m3O31JYtnZ1lfKHLjS+YVBLWHIWZu85c1q8zhIfAOwshLd262sR1Cu0iFvjHhPkm9IiAmn646BQgPR1eeaVYvm38dPgorPoZenTLl7uTQGLi7NV+2ugHYcx4zW13V2amc367r4iOhtGjnQH+009h0yarK/INL1SDx877WR/QHUoXg8df1u+BP1FoF8lnR0x4wYQ+QVDPz+awn61v32hCQ/MnsKelwZAR0KRBvtydBLg7boNZM62uwv9dfTUsWGCyfbvvpL4iRaBUKQgOhjffhN27ra7IBxgwpyLcc950mF43QsfroPcDllQleaDQLpKPMky4ERhrQE0/nBJjmiYTJ9pZsiR/h9dCQmDiC1C/br7erQSw9SutriAwDBoEZcs6Xxt8QeHC0L8/pKbCNdfA7bfDyZOXvl0gM4Drgd52GLz53JH165rCS49ptN1fKLSL5JNkoA6wAv+cw263m8yfn05GRgZt2+bfA0hOhpp1oWxcvt2lFAClSkLTllZX4f9KlTJo1w6Skqyu5IzoaHjmGeja1TnPvUED5+tIQWYzoGU0tC0Cz/x55nLDcA6KdBwKKVrn4fMU2kXywR7gqhRYjX92ibHbTRYvTmHjxhQefTTc67udnq1xU9iwRt1ixA3nzWkHiIiA5d/CLk2fcNvy5Qb795s+M9oOzukxjz0GK1bAxo3OAL9zp9VVWctmQJGyYK8JJ876VpUpCc8OgVET4Ohx6+qTS1NoF/Gyv4DeSRC7G0J9aNFWbpmmyccfJ/HDDyd5+eUi+Xrf/1sDTZo4/wCL5EVaGvy4Kvvrjh6DufPzt55A9eKLvtdDc8oU+OIL+OormDcPXnkFfv/d6qqs1Raoa4d3j8GJjDOXN6oNHZrBtHlw6Ihl5cklKLSLeNFfwLAkKHEc5lWEaD9cePraa8f45580JkzIv9aOAMuWweIl8PI4CA/P17uWAOFwwCuvw1/bsr8+rgzc1gO++z5/6wpEM2YEM2WK7wX311+HP/80Wbgwk/vvh4ULnSPvBVmPYCibBq/9BSlnfQJ1fSuoUwPemgMJPrJxlpxLoV3Ei/5IgOijMLk0xIVZXY3rxow5TExMEKNGlcj3+166FBo3gJL5+15BAsiQEVCzOgy+K+djIiOhRP7/eAekihV9cw7bww/DpEnJXH459OoF778PW7daXZW1esZBk2Jw7+pzF6F2agfXNoEHn4aMzJxvL9ZQaBfxkn9T4Kv98EYZqOCHgf2FFw5Ts2YovXvHYLPl7x/jr76CQoWgRYt8vVsJIP3uhV63wE2dLn5cXBn47Xf4/Iv8qStQBQUZNGpkY+DAjEsfnM/CwuCNN6IZOhSqV4ehQ+Hxx+FIAZ8Gcv1lsLiic8nH2a5rDiMGQ5ASos/Rt0TEC45nwu074NVq/jfC7nCYTJt2nGLFgujevXC+9WL/z6+/OrdHf+ghiInJ17uWAGB3wAMjod9tcG3T3C1gvrUHXN/e+7UFulKl4OWXg7HbfWdBKoDNZtC2bTDt28MTT5iULWvy7rvQqpWzNWRBtrksNNgGmeett6p1OVzR0rmBlvgOhXYRD4tPg5a74aeaEO1nCygzM02++CKRPXvSGDy4KCEh+RvY7XY4etTZsi0iIl/vWgJAaipMfB2ubgzXtXDujJkb4eHO0VhxT1CQwebNdp5+2veScFAQdOkC5cvDhx86+7n/9ptzg6hDh6yuzjolDPi6LNy0FI6f1fLRMODnr6FNd+eCbfENCu0iHvR7CgzeCusr+l+LQofD5KuvEvnxx5M891wshgUPICnJ+Qf1tdfy/a7Fz6WkwLwPIDICevXwv9+/QNG8eTD33hvG/v2+1yrLMGDgQIP69Q0SEpxB/scfYfhw+Osvq6uzhmFAXCQ80hBGbTr3usKFYOZr8MRY2KnWqD5BoV3EQ35Khbkn4J2aEOqHv1kzZx5n7doUJk2yZhcj04TPP4dp0yy5e/FjmZkw7V1ncB860OpqZNs2O//843udZP6zdq3zEz2AIkVg7FiYM8c5Na+gKlMUileBTSnnXl65ItxzB8yaB/9ut6Q0OYsfRgsR37M6Hb5Ph2EloYSfTYn5j2nC88+Xtuz+n3jC2VNbxFWjnoKiRWDYYKsrEYBWrULYv993g/vtt0Plymf+XbEi3HEHfPopbN5sVVXWqhYMt4XDh/vh7/N2j21QF25sBzNmwd59lpQnpym0i7hpsx0+yYS7oqC8nwZ2gAEDilkyJeY/HTrAgAGW3b34qTsHQbvWcHtvqyuRs115ZTDFi/vPHKUaNZxh/vXXYXcBnQpSJwJuLw3jV8PBk+ded1Vj6H0rPPI4JCVnf3vxPoV2ETcctMOoRHg8HMr54cZJvsA0TW6+2eTyyzUPWXLPNGHAULj7DmjbOnc/O6ZvNTUJaDVqBDN4cDIHDvjmaHt2qlaF556DPn3g1Cmrq7HG5dGwqwqkhFz4+1L7CpjwonPdiFhDoV0kj46Z0C4NFhaB4vpNyrN774UHHtAmSpJ76enw5HPQrTNc2yx3XWI+/BAmTIAM32sjHrDmzStEZKSB6UfvlkqVcu7GXL8+JBbQXUEXV4abtsDR9AuviysDtRtDQkL+1yUK7SJ58g/QxQ4bIyCfuyIGlCNHIDTUoFAhQ6PskmtLl0LFOOh0Q+4/nenZ0xnuf/rJu7XJGSEhBrfcctjven2HhDjbQd58M+zcaXU1+S/EgF+uhG4rYVs27R5//xm6doXtWpia7xTaRVy01gHXx8NnBuTzRqEBJT7e5O23HXTt6hzVEsmtTp3ytv7hoYecgSwpyfM1SfaWLi3FN9+kXPpAHxMe7uwoM2GCyW+/+c8nBZ5iGPBVC+j+w4XXhYTAxx/DK6/AL7/kf20FmUK7iAtWmXDPbmh9GCIK3uu4R/32m3OkvU0bqysRf3HqFEyf7t45du6EiROdU2wkf/z5p3/OSSpTBu6/HxYtgo0bra4m/4UFQ/em8GE2m0+VKAGPPOJs07t2bf7XVlAptIvk0jrg3r3Q8hS8dDlE+nGnGKsdPAhffmnQr59egiT3goKgUiX3ztGnD1x1Ve53SxX3GIbBkCGFGDnyhNWl5Em1aga9ehnMnw9bt1pdTf4Kt8FDpWBfEny468LrK1VydtxZtKjgtsrMb3rZEsml/QfhquPwTFUopi3P3VKkiHMXwiuvtLgQ8SthYdC2rfvn6dABgvWmO9+Ehxv07x9ldRl5Vr063HcfjBp1ZlOmgiImGO4qB38ehCXZBPcqVWDoUKhQIf9rK4gU2kUuwTThj0RYsAemXAFFQ62uyL8lJcE11zhf7EUk8AUHG6SnOxg4MJt5Fn6ifHmYNQtatEggNbVgzY0sEgqPNoC5P8Om+AuvL1vWuTnVjh1qq+ptCu0iF2GasC0J7lsD8xtChHqxu+3aazUHUqSgqV07lEmTSpCQ4LC6lDwrVAh+/70wTZumcvBgwUqn4cFQ+Ao4HASObB76woXQuzfsymY0XjxHoV3kItYch4d/gWXttfGPJ/z8M6xfr+dSpKAxDIOff07js89OXvpgHxYUZLBsWTgjRpj8+afV1eSvN6+A97fB0p0XjqgbBqxeDcOGaVDGmxTaRXLw5RFYsA8+aWF1JYFh8WJYsAC/69ksIp7RunUENWoEs327f7fuKVrU4LnnbMydC7/+anU1+Wt6M/huJ8xbf+F1huHcxOz9902WLi1Yn0TkF4V2kWx8cgz+SIFna0KIfks8wjThySed/Y9FpGAyzcCY91ypknMe96JFKWze7J8tLfNqbAsYncOnDBER8MQTsGEDfP11AHyjfYziiMh5vj4EWxOhfxnnynlx34wZEBMDxYpZXYmIWKlJkwjmzElgxw7/Hm0HqFED7rgjhNdeS2PvXrvV5eSbYBu83gYeXJP99cWLG/Tv75wO+eOPCu6epNAucpppwvpk+DIJ7isLxRXYPeLTTx0cOOCgQQOrK5GC6Ogx6NzN6irkbMOGFeWyy0IwA2DIvWrVYF54IZJbb03j1Cn/fzy5YTOgYxloVRweX5b9JyelShk89BA0bhwYn6z4CoV2EZwvKv+kw1OH4LXKUEiB3SMyMyEhwSA83CAiwupqpKAxTUhIgFP+vfYx4JQoEUybNttITvbfTjJnK1nSxg8/RFC/fiaJiQUjoQbboHNVKBsBb/2c/TExMQYPPGCwdq2Cu6e4FdrHjRuHYRgMHz486zLTNBkzZgxxcXFERETQqlUrtmzZcs7t0tLSGDZsGCVKlCAqKoouXbqwd+9ed0oRccvmFLj3MHxdGYLV2cQjMjNNvvoqkz//NHj4YT2pkv+2/AEDBsL331pdiZxv5crL2b07PSBG2wFCQw02bgymRw+THTsKxhx3mwElysCpKEjOYbbTO+/Ayy/D2rVmwHyvrZTn0L5u3TqmTZtG3bp1z7l8/PjxTJw4kSlTprBu3TpiY2Np164dSUlJWccMHz6cRYsWsWDBAlatWkVycjKdOnXCbi84c8LEd3yXDC/Hw9LLrK4ksCQkmDz7bCovvmh1JVJQtb8Bli62ugrJycSJ/rvZUnYiIgxmzXIwefIxfv891epy8kXPilDEgNm/wakcgvvHH8Pbb8PXX+draQEpT6E9OTmZPn36MH36dIoWLZp1uWmaTJ48mdGjR9O9e3dq167N7NmzOXXqFPPnzwcgISGBGTNmMGHCBNq2bUv9+vWZN28emzZt4rvvvsv2/tLS0khMTDznS8QTPkmGn07B1IrOUQPxDNOEKVNsDBoUbXUpUkC98w4MvgdsmgTqs95+uzyTJx+zugyPKlMmmKFDi7JwYRIbNxaM4N6/NkQHwUvfgj2HGU/Tp8P69Q5mzfL/BchWytPL2dChQ+nYsSNt27Y95/IdO3YQHx9P+/btsy4LCwujZcuWrF69GoANGzaQkZFxzjFxcXHUrl0765jzjRs3jpiYmKyvcuXK5aVskXN8ehIeWgcdgiBKf9g9rkEDGDjQ6iqkoKpcGUaOVGj3ZYYB1auHWl2Gx11+eSi9ehVm3rzjbNuWZnU5+aJfA7iqAgyYnf31QUEGDz9s4+RJeOcdBfe8cvnlbMGCBfzyyy+MGzfuguvi4+MBKF269DmXly5dOuu6+Ph4QkNDzxmhP/+Y840aNYqEhISsrz179rhatsg5lqfAvRtgUAzULmx1NYGnXTvo0MHqKqSgevppKF5cewL4uqAgg3r1wrjnnh1Wl+Jx1auH8cADxbnsshCrS8k3N14BX13kg5OoKIN+/ULo0EGdHvLKpWduz549PPDAAyxdupTwi7waGuftUW6a5gWXne9ix4SFhREWFuZKqSI52pYGndbCIBMergehQVZXFFg6d4Y334QgPa9igalToVw5uOIKqyuR3ChTJoSJE8uTmWkSHGBdAMqVC7xPES7ll3ugxZvw/SAIyeZvQHS0wQcfGJgm3H23PglzlUtP14YNGzh06BANGzYkODiY4OBgli9fzmuvvUZwcHDWCPv5I+aHDh3Kui42Npb09HSOHz+e4zEi3uIw4eAh6JEML7dUYPe0o0fho4+gWjXnR98i+SklBW69Ffr3h2AN5vkFm83gt99O8fzzB6wuRdxkGHBZIXj7JrhnNpw4lf1xd98NO3bAF1+YZGaqo4wrXArtbdq0YdOmTWzcuDHrq1GjRvTp04eNGzdSuXJlYmNj+fbbM/210tPTWb58Oc2aNQOgYcOGhISEnHPMgQMH2Lx5c9YxIt7y3R6Y/ju821Gh0tP27IGxY2HbNj23kv9OnYJ58+CDD/Tz52+uuaYQ/fsXZ9++gjH/O5AZBtQsAx2vhFd/zPmYF16AH3/M5Msv7TgcCu655dJYRKFChahdu/Y5l0VFRVG8ePGsy4cPH87YsWOpVq0a1apVY+zYsURGRtK7d28AYmJi6N+/PyNGjKB48eIUK1aMhx9+mDp16lywsFXEk+Ztg40HYXZHqysJTP/8A927Q506VlciBdHJk5CeDkOHWl2J5MW//6YSHGxw2WWaChsIqpSFLYnwzyGoWir7YyZNCuGJJ9I4dMjOwIH6vueGx2cTjRw5kuHDhzNkyBAaNWrEvn37WLp0KYUKFco6ZtKkSXTr1o2ePXvSvHlzIiMj+eKLLwjSJFjxktfXw9EUeFEf5njFn3/C4cPQvLnVlUhBVbKkArs/a9Uqhl270ti2LcXqUsQDGpSCjpXgnR9g30UWpz73XCh2u8nzz+cwl0bOYZh+uEVVYmIiMTExJCQkULiwWn/IxU3dBCFAnxoQUXAW8uebAwdMRo/O4PHHQ6la1epqRC60di1MmQJz5lhdiVzM1q0plCoVQpEiWpAQKP7YC2MWwLv3QXQO/UsyMkwWLkzjr78yefrpgre3hyuZVut2JWCZJnywAxJN6FNTgd0bTNO5+G/v3hAFdhFxy+WXRzBgwFYOHFAf70BRqyz8HQoXW28aEmJw001h3HdfJP43jJy/FNolIDlM+PEQrDoOD9eBCA3ceMWhQw569oSvv9bKPxFx34IFNYmIsOGHkwAkB+uHQtPnIeFkzseEhhqsWGFj7FiT9HR973Oi0C4BxzRh5UGYuQVebwBBypNeU7v2QdatU3s9EfGM4GCD2277E7vd6krEU0KC4Pdn4OaX4Z/9OR93001QtCjMmWOSkqLgnh2Fdgk4n+6H93fCnNZWVxLYFi+GTp3KAHpXJL5v507ngmnxfYsX1+bLL09YXYZ4UEgwvP8gvL/84scNGWKQmOhg7twUMjIU3M+n0C4B5e1dsDkB3mxidSWBb+dOeOst9cQW/5CY6Ozh/tdfVlciubF9e6rVJYiHlYyBPu3gy80XP+6hh4JxOByMHXtC06TOo9AuAeP1nc4x30eqg01B0qvGj4dOnSBMrXXFT9StCzffDG++Cfsv8hG9WM8wDB56qIzVZYgXRIfBpm2wZP3Fjxs8OJq6dUMZMuRo/hTmJxTaJSC8ux2C7NC3LISr3b9XTZkCJUo4+2KL+JM6dWDECOjXz9n1SETyV6lCMLANfLMG1l3iU6+uXSN58MGY/CnMTyi0i19zmPDlARj2NRQ6DpEK7F5lt8Ndd8Htt0N4Dj13RXxZhQqwaJF+fkWsUrwwjL0HRk+DfYdzPs5mMwgPD+Gmm0wyL9YzsgBRaBe/9k8S9PwCnrgc+ja0uprAlpYGs2bBjBkQop734seio7UWQ8RKEWFQtDLsP85Fe7OXKwcjRjh49NF0kpIU3BXaxW/ZHfDbDhheBka11x9hb9uzB+Lj4f77ra5EJPfS02HdOqurEJHzfXAfTJwLP1zk99Mw4JprgrjmGnj77VMcP+7IvwJ9kEK7+K23VsDfh2FsZ6srKRiqVoXRo62uQsQ1CQlw331WVyEi2Zn/LHy1EuZ/ffHjbropjHLlDKZNSyQ5ueAGd4V28UtPfgFhwfBEW6srERFf5XDAM8/AqFFWVyIi2TEMeGIgjP/w0sfeemsktWqF8NhjB7HbC+ZUGYV28TuPfgn1y8NdzayuRER8mWFA377QrZvVlYhITqIjYdSdMGbmpY/t3DmK22+PKbDTYRXaxW+YJjz/AzQsD11qQ5B+ekUkB6YJDRtC48YA5ukvEfE1IUHQ/RqoWAQmvXvxhakATZpEYhgGjgI4S0axR/xCph1mroHCBtxSB4LV2lFELqJTJ/jqK7DZgCAg0uqKRCQnIcFwR1c4ngCLll76+BMnoE0bSE72emk+RaFdfF6GHT79A3Ylwv2ttNupiFzczp3wwQdQpszprlI1DXhCLxwivsxmgzLl4OgpSEm9+LFFi8LUqTB2bP7U5isU2sWnmSbM3wwbD8Iz11tdjYj4gyVLYP9+q6sQEVfdewskn4Q5CyEj4+LH1qih0C7iU15cA8dS4Hl1iRGRXBo0CC6/3OoqRCQvHuwLhgnPT770/PaCRqFdfNajS6BSDAxvYnUlIiIikl8G9oEmDayuwvcotItPGr0MmpaHW2pop1MREZGCpm0LaH+n1VX4FoV28Sl2B7y2DqoUg87VIVg/oSLiLhPsaSaZmfqsXcRfhATDa0/CTQMhI9PqanyDIpH4jAw7zNkIu47BXfXUh11EPOfzz+CVV+DkSQV3EX9gGFCjCjx8Nzz2FCQmWV2R9RSLxGfsPAaPzIfqNk2JERHPuukmg+LFYc4cBXcRf2EY0PxqqFAe3v/Y6mqsp9AuPiHTDp+uhLFtYWA7q6sRkUB0zz0GISHw5puXbicnIr7jyrpw6AjsLeCtXBXaxSc89C6ULwkDb7C6EhEJZAMGGFSooI/yRPxJi2bQ6hqYOAWOn7C6GusEW12ASO/JMLAttKptdSUiUhD07Gl1BSLiqmubQpHC0PcO+GwhBBfABFsAH7L4CtOEOyfBsBuhSXWrqxGRgBUBlLO6CBFxV50rYNMWcDisrsQamh4jlkjNgNHvwW2t4OrqYNOn1SLiLTY0RCUSIP79G+o3hhMnrK4k/ym0S747mQYzfoDq5aBDA3WKERERkdwJCYbVK+DuAbB9u9XV5C+FdslXqRkwexXYgqBfS6urEREREX8TEwMTX4HFi62uJH8ptEu+MU147mOIDIN721hdjYiIiPirihXhmmtg2TKrK8k/Cu2Sb+56G66pAXdeY3UlIlKgbAUmWV2EiHha8eKwfDmsWWN1JflDoV3yRe+pMKgN3HCl1ZWISEFy7Bj0fBi41epKRMTTypaF++6Dt96Cf/6xuhrv03p68apMOzz4AQxqDU2qatGpiOSfU6egeXOYtQHejbS6GhHxhpIlYepU5/+bZmDnDI20i9ecSoOJX8K1FaHF5WrrKCL5Z+9eaNUKNm+GSAV2kYAWEQE33QRbtjiDe6BSaBevOJUGc1dCkWjo2Syw3/mKiO+ZMAGWLIGgIKsrEZH88M038MwzsGKF1ZV4j0K7eFymHV5YCAuXw0B1iRERC0yaBEWLWl2FiOSn+fPhq6/gk0+srsQ7FNrF4zLtMH0hPNjR6kpERESkoAgJgXvvhbfftroS71BoF4/r9iB88zzccLXVlYiIiEhBUqYM9O4NkydbXYnnKbSLxzgc0KI/vPk41L/c6mpERESkoAkPh169wOEwmTvXxAyglakK7eIRJ1Ogz5Mw7UmoFKeFpyIiImKNsDAYPhxWrnTw00+BE9rVp13cdjQBJi2AwTdDjYpWVyMiIiIFnc1mUKFCEHv2QHo6hIZaXZH7NNIubjl6AmZ8Bk1qQ8sGVlcjIpKNNOCI1UWISH4bPRr+/RfmzHFO4fV3Cu2SZydTYOI8qFkBOje3uhoRkRycBHZYXYSIWOGJJyAtzeT55zOtLsVtCu2SJw4T7n4erm8GnVtaXY2IiIhI9oYMgauv9v/I6/+PQCzRagg8MxBaaEqMiIiI+DDDMLjqKhs332x1Je5RaBeXpGfAjffC7CegenmrqxERERG5tJgYePhhk3vucZCR4Z8dZRTaJddOJMGICfDsfVDpMrV1FBEREf9gGNC0qUGnTg5mzMiwupw8UctHyZUjJ2D6QrjxWmh0hdXViIi4yD8H1kTEw7p2Debvv+HgQShd2upqXKORdrmkhGR4+xOoVRk6qEuMiPgbB2z5zcHatXarKxERH7B9O0yf7uDoUf96N6/QLheVkQGPvQSNakHXVlZXIyKSN79scPDjjwHQqFlE3NahAzRtCk8+mUZqqv8Ed4V2uSi7A775Bq5vanUlIiJ51+HGIPr21YxQEXFq08bGoEEhdO58AtP0j+Cu0C45cjigYRtY+43VlYiIuKdECYMZMzJZulRTZETEqV69IH7/PcZvdktVaJdsnUiEFl1g9ddQsrjV1YiIuG/06GDatdOfPRE5Y8cOg6uvzuTECd9P7nr1kgvs2Qcjx8CcNyCmsNXViIi4yQTsYLMZGOpVKyJniYw0WLQoiOHDT7JrV6bV5VyUQrucY/tOeGcWDLodKlewuhoRERER7ypb1saIEWGsXp1qdSkXpdAuWfbth5nz4Ia20LC+1dWIiIiI5I86dUK57LJo1q61upKcKbQLAEnJ8Phz0L0LNG1idTUiIiIi+atsWfjww1T++MM3F6wrtAumCW3awbOPQ/26VlcjIiIikv8qV4ZHHgll1KjDHD7se8FdTWsLuJRUuKoZrF4OhQpZXY2IiBcYp79ERC6hdGkbH3xQGrvdOajpS2vXNdJegB08BL1vh28XK7CLSAALAWKsLkJE/EV4uMH118M///jWaLtCewG1YydMmATPjYHY0lZXIyLiRadbPoqI5NaKFTB69ElWrUqxupQsCu0F0K5dMHcudL8Jal9hdTUiIl5mAr6/b4qI+BCbzeDdd6P55Zc0q0vJotBewBw+DJMmwQ3Xw9VXWV2NiEg+UGgXkTyIjrbRqVMR3n7b6kqcFNoLkPR0uOMOGDwYrlJgFxEREbmoUqUgIwPmzLG6EoX2AiUz02TrVqhRw+pKRETyl2mCQ6PtIuKi6GgYMAD++uso33xzEtM0LatFob2AOHLEpHHjTLZts+6HTUTEEkEw7xOTCRP0+icirgsPh+efL8abbx5l69Z0y+pQaC8A/v7bZOBAB2vXBmOz+VDDURGR/GBAidKZZGRkcOyY1cWIiD+y2QyqVy/PX3+FYbeoG5VCe4D75ReTd94xee01G1FRCuwiUgAZ0KFjCCdO2PjpJ82REZG8efll+PlnmDPHmk/tFNoD2MaNJp9/DvfcY1C2rAK7iBRgBnTqBLVqaYqMiOTd2LGQmGgyblx8vt93cL7fo+SLf/81efddk/vvN6haVYFdRAowA7BBixb6kyci7rvvPoOfforK9/vVSHsASkw0ufdek8cfV2AXESHThCSrixCRQBEUZFC+fCH693d2psovCu0B5uRJZw/2zz83iI1VYBeRgss0TXbvdtC+/SmrSxGRAFO+PNx8Mzz9dP7dp0J7ANm92+T66002bTIID1dgF5GCbds2k169TrF0aZT+2omIR9lscOON8Oyz+XefmuAXIH7/Hd54w86nnwYREmJ1NSIi1lq50s6bb6azYkUUG5JRaBcRv+fSy9iYMWMwDOOcr9jY2KzrTdNkzJgxxMXFERERQatWrdiyZcs550hLS2PYsGGUKFGCqKgounTpwt69ez3zaAqoX36BTz6BRx8NpkQJjbCLiGze7GDatHCCgk6/JuqlUUT8nMtjD1dccQUHDhzI+tq0aVPWdePHj2fixIlMmTKFdevWERsbS7t27UhKOrMCaPjw4SxatIgFCxawatUqkpOT6dSpE3arOtX7uS1b4OOPoU8fqFzZ6mpERHzDvfeGUKjQWYFdI+0i4udcfhkLDg4mNjY266tkyZKAc5R98uTJjB49mu7du1O7dm1mz57NqVOnmD9/PgAJCQnMmDGDCRMm0LZtW+rXr8+8efPYtGkT3333nWcfWQEQHw/jxsGgQXD55VZXIyLio04CO60uQkTEPS6H9m3bthEXF0elSpW47bbb2L59OwA7duwgPj6e9u3bZx0bFhZGy5YtWb16NQAbNmwgIyPjnGPi4uKoXbt21jHZSUtLIzEx8Zyvgi4lBTp0gDfegAoVrK5GRMSHOYBUq4sQEXGPS6G9SZMmzJkzhyVLljB9+nTi4+Np1qwZR48eJT7euTNU6dKlz7lN6dKls66Lj48nNDSUokWL5nhMdsaNG0dMTEzWV7ly5VwpOyBVrJjJ+vUmMTFWVyIiIiIi3uZSaO/QoQM333wzderUoW3btnz11VcAzJ49O+sYwzh3tY9pmhdcdr5LHTNq1CgSEhKyvvbs2eNK2QFn48Y06tc/iE1zNEVEREQKBLdiX1RUFHXq1GHbtm1ZXWTOHzE/dOhQ1uh7bGws6enpHD9+PMdjshMWFkbhwoXP+Sqoli1L5d13E1m4sMwl3wyJiIiISGBwK7SnpaXx559/UqZMGSpVqkRsbCzffvtt1vXp6eksX76cZs2aAdCwYUNCQkLOOebAgQNs3rw56xjJ2TffJPO//6Xw5JPFiIzUMLuISK6YgBqUiYifc2lzpYcffpjOnTtTvnx5Dh06xPPPP09iYiL9+vXDMAyGDx/O2LFjqVatGtWqVWPs2LFERkbSu3dvAGJiYujfvz8jRoygePHiFCtWjIcffjhruo3kbMWKU6xZk8rgwUUoWTLI6nJERPyHCd8tTeMj06RHj3CrqxERyROXQvvevXvp1asXR44coWTJklx99dWsWbOGCqfbl4wcOZKUlBSGDBnC8ePHadKkCUuXLqVQoUJZ55g0aRLBwcH07NmTlJQU2rRpw6xZswgKUhDNyV9/ZTJzZiYTJhSlWDE9TyIirmrSJIRffjlJsWI2WrcO0fRCEfE7hmmaptVFuCoxMZGYmBgSEhICen67aZocOGBy660Ovv8+iNBQ/ZEREXHV2j0w5X8w4yaTO+5I4Lnnoqla1aUxKxERr3Al0+pVy4f984+DO++M56efLrO6FBERvxcSYvD++0WsLkNEJE8U2n3UqlXw1lup/PhjnNWliIiIiIjFFNp90JIlztA+ZUoUISFWVyMi4ueCgUKXPEpExKepb6CP+e472LAB7rsPihSxuhoRkQAQgkK7iPg9hXYfsn49fP01DBgAF9lrSkREXGGe/hIR8WOaHuMDTBP27IFnnoEFCyAqyuqKREQCjMPqAkRE3KPQ7gP27YObb4affwabPvsQEfEsE4V2EfF7Cu0+4N57Ye1a0F4fIiJekGpCPIBeZEXEf2lc12KffHKQjz92KLCLiHhLPLBYk9pFxL9ppN1CM2fu58iRdPxvT1oRERERyU8aabfIvHnxJCfbGTy4LOHh+jaIiIiISM6UFvOZaZosXpzI1q0O7rorjkKF9GGHiIiIiFycEmM+Mk2TDRuSWbBgHzNm1CA4WBPZRUS8rhxwq15vRcS/KbTnE2dgT+OFFw6waFFNq8sRESk4TAPsVhchIuIehfZ8smSJnfnzE1m06HKrSxERKVjSgCNWFyEi4h6F9nwwb14mf/9t5913S1pdiohIwaTZMSLi5xTavWzWrFQSEw0efTRUc9hFRKxgoLYLIuL39DLmRR9/7ODIkSDuuiuE6GgFdhERSyi0i0gA0MuYF5gmrFplsmKFwX33BVOokJ5mERFL6WVYRPycpsd4mGnCxo0waRJ8/DEYhkbYRUSsYrebHIoHTum1WET8m8YePGzVKnjhBfjkE0OBXUTEYklJ8NSTphaiiojfU2j3sM8/h48+sroKERExTZPPP0/mrbdtCu0i4vcU2j3s5ZdBA+wiItZ74omTpKWd/of+2omIn9PLmIe88MIf/PNPktVliIjIaTfcEMqAAdHqHiMiAUELUd1kmiZvvLGVMmXCKF8+yupyRETktGuvDT3zD30CKiJ+TmMPbrDbTT7+eC/Hj2fQr19lQkP1dIqI+JxMINnqIkRE3KOR9jyy202+/fYIP/10jMmT61ldjoiI5MRAI+0i4vcU2vPANE0WLkzkp58SFdhFRPyBQruI+DmF9jx4/fV9JCWFM3lyFatLERGRS9FCVBEJAHoZc9Hzzx8lOjqUxx4rbnUpIiKSWxppFxE/p5F2F4wff4pKlSK45ZYIgoL0F0BExC/YgRSrixARcY9Cey44HCZz5mQSFhZMz54hhIQosIuI+BXT6gJERNyj6TGXYLfD4sUmf/4J99+vwC4i4pf00i0ifk4j7RdhmvD117B0qY3XX9f7GxERv6SFqCISABTaL2LmTNi2DV5/3epKRETELRppFxE/p9Ceg5degshIGDvW6kpERMQtGmkXkQCg0J6D1q3hyivB0OiMiIh/U/cYEQkACu3nMU1ni4HGjZXWRUQCggk4rC5CRMQ9+sDwLBkZDl56aSOffLLd6lJERMSTNA4jIn5OI+2npabaef/97URGBnPLLVWsLkdERDzFQKFdRPyeRtqBzEwH7733L4cPO7j//jpWlyMiIp6m0C4ifq7Ah3bTNBk37g/S0jIYObK61eWIiIinmUCm1UWIiLinwE+Puf/+rbRsGcMtt5SzuhQREfEGB5BhdREiIu4p0KF98OAD3HJLLK1bF7a6FBERERGRHBXo0P7KK6WJiDCw2TTZUUQkYGlzJREJAAU6tEdH61VcRKRA0NiMiPg5pVYREQl8Cu0i4ucU2kVEJLCpe4yIBACFdhERCWzqHiMiAUChXUREApt2RBWRAKDQLiIigU+hXUT8nEK7iIiIiIiPU2gXEZHApj7tIhIA9DImIiKBzcS5GFVExI8ptIuISGBT9xgRCQAK7SIiEtjUPUZEAoBCu4iIBD6FdhHxcwrtIiIS+BTaRcTPKbSLiIiIiPg4hXYREQlsdiDF6iJERNyj0C4iIoFNC1FFJAAotIuISOBTaBcRP6fQLiIiIiLi4xTaRUQk8GmkXUT8nEK7iIiIiIiPU2gXEZHA5gBSrS5CRMQ9Cu0iIhL4ND1GRPycQruIiAQ+hXYR8XMK7SIiIiIiPk6hXURERETExym0i4hIYHMAaVYXISLiHoV2EREJfJrTLiJ+TqFdRERERMTHKbSLiIiIiPg4hXYREQlsBpoeIyJ+T6FdRERERMTHuRza9+3bR9++fSlevDiRkZFceeWVbNiwIet60zQZM2YMcXFxRERE0KpVK7Zs2XLOOdLS0hg2bBglSpQgKiqKLl26sHfvXvcfjYiIyPnsqHuMiPg9l0L78ePHad68OSEhISxevJg//viDCRMmUKRIkaxjxo8fz8SJE5kyZQrr1q0jNjaWdu3akZSUlHXM8OHDWbRoEQsWLGDVqlUkJyfTqVMn7Ha7xx6YiIiIiEigCHbl4Jdeeoly5coxc+bMrMsqVqyY9f+maTJ58mRGjx5N9+7dAZg9ezalS5dm/vz5DBo0iISEBGbMmMHcuXNp27YtAPPmzaNcuXJ89913XH/99Rfcb1paGmlpZ4ZJEhMTXXqQIiIiIiL+zKWR9s8//5xGjRrRo0cPSpUqRf369Zk+fXrW9Tt27CA+Pp727dtnXRYWFkbLli1ZvXo1ABs2bCAjI+OcY+Li4qhdu3bWMecbN24cMTExWV/lypVz6UGKiEgBpkWoIhIAXArt27dvZ+rUqVSrVo0lS5YwePBg7r//fubMmQNAfHw8AKVLlz7ndqVLl866Lj4+ntDQUIoWLZrjMecbNWoUCQkJWV979uxxpWwRESnoFNxFxM+5ND3G4XDQqFEjxo4dC0D9+vXZsmULU6dO5Y477sg6zjDOfXU0TfOCy853sWPCwsIICwtzpVQREREnB5BhdREiIu5xaaS9TJky1KpV65zLatasye7duwGIjY0FuGDE/NChQ1mj77GxsaSnp3P8+PEcjxEREfEYE2dwFxHxYy6F9ubNm/P333+fc9nWrVupUKECAJUqVSI2NpZvv/026/r09HSWL19Os2bNAGjYsCEhISHnHHPgwAE2b96cdYyIiIiIiJzh0vSYBx98kGbNmjF27Fh69uzJ2rVrmTZtGtOmTQOc02KGDx/O2LFjqVatGtWqVWPs2LFERkbSu3dvAGJiYujfvz8jRoygePHiFCtWjIcffpg6depkdZMREREREZEzXArtjRs3ZtGiRYwaNYpnn32WSpUqMXnyZPr06ZN1zMiRI0lJSWHIkCEcP36cJk2asHTpUgoVKpR1zKRJkwgODqZnz56kpKTQpk0bZs2aRVBQkOcemYiICDgXoWohqoj4OcM0TdPqIlyVmJhITEwMCQkJFC5c2OpyRETEh61dD1PegjnvWF2JiMi5XMm0Ls1pFxER8TsOINPqIkRE3KPQLiIigU/dY0TEzym0i4iIiIj4OIV2EREREREfp9AuIiIiIuLjFNpFRERERHycQruIiIiIiI9TaBcRERER8XEK7SIiIiIiPk6hXURERETExym0i4iIiIj4OIV2EREREREfp9AuIiIiIuLjFNpFRERERHycQruIiIiIiI9TaBcRERER8XEK7SIiEuDM018iIv5LoV1ERAoAhXYR8W8K7SIiIiIiPk6hXURERETExym0i4hIAWBYXYCIiFsU2kVEREREfJxCu4iIiIiIj1NoFxGRAGcHUqwuQkTELQrtIiIS4Az0505E/J1exUREpADQQlQR8W8K7SIiEuAMIMjqIkRE3KLQLiIiAc5AI+0i4u8U2kVEJMBlAElWFyEi4haFdhERCXBaiCoi/k+vYiIiEuA0p11E/J9Cu4iIBDiFdhHxfwrtIiIS4BTaRcT/KbSLiEiAU2gXEf+n0C4iIgEuHThmdREiIm5RaBcRkQJAfdpFxL8ptIuISICzAcFWFyEi4haFdhERCXAGCu0i4u8U2kVEJMDZgBCrixARcYtCu4iIBDiNtIuI/1NoFxGRAJcOHLW6CBERtyi0i4hIgDMBh9VFiIi4RaFdREQCnOa0i4j/U2gXEZEAZ6DQLiL+TqFdREQCnEbaRcT/KbSLiEiAywQSrS5CRMQtCu0iIhLgMoEUq4sQEXGLQruIiAQ4TY8REf+n0C4iIgFOoV1E/J9Cu4iIBDh1jxER/6fQLiIiAc4GBFtdhIiIWxTaRUQkwNnRQlQR8XcK7SIiEuAygVNWFyEi4haFdhERCXBaiCoi/k+hXUREApyB5rSLiL9TaBcRkQCnkXYR8X8K7SIiEuBMnItRRUT8l0K7iIgEuHTgqNVFiIi4RaFdREQCnDZXEhH/p9AuIiIBTpsriYj/U2gXEZEAp5F2EfF/Cu0iIhLg1D1GRPyfQruIiBQAptUFiIi4RaFdREQCXDpwzOoiRETcotAuIiIBTnPaRcT/KbSLiEiAU/cYEfF/Cu0iIhLgNNIuIv5PoV1ERAKcRtpFxP8ptIuISIBLAfZbXYSIiFsU2kVEJMCpT7uI+D+FdhERCXCa0y4i/k+hXUREApxG2kXE/ym0i4hIgFNoFxH/p9AuIiIBzgCCrC5CRMQtCu0iIhLgUoFDVhchIuIWl0J7xYoVMQzjgq+hQ4cCYJomY8aMIS4ujoiICFq1asWWLVvOOUdaWhrDhg2jRIkSREVF0aVLF/bu3eu5RyQiInIO9WkXEf/nUmhft24dBw4cyPr69ttvAejRowcA48ePZ+LEiUyZMoV169YRGxtLu3btSEpKyjrH8OHDWbRoEQsWLGDVqlUkJyfTqVMn7Ha7Bx+WiIjIf9Q9RkT8n0uhvWTJksTGxmZ9ffnll1SpUoWWLVtimiaTJ09m9OjRdO/endq1azN79mxOnTrF/PnzAUhISGDGjBlMmDCBtm3bUr9+febNm8emTZv47rvvvPIARUSkoNNIu4j4vzzPaU9PT2fevHncfffdGIbBjh07iI+Pp3379lnHhIWF0bJlS1avXg3Ahg0byMjIOOeYuLg4ateunXVMdtLS0khMTDznS0REJHc00i4i/i/Pof3TTz/lxIkT3HnnnQDEx8cDULp06XOOK126dNZ18fHxhIaGUrRo0RyPyc64ceOIiYnJ+ipXrlxeyxYRkQInHThmdREiIm7Jc2ifMWMGHTp0IC4u7pzLDcM459+maV5w2fkudcyoUaNISEjI+tqzZ09eyxYRERER8Tt5Cu27du3iu+++Y8CAAVmXxcbGAlwwYn7o0KGs0ffY2FjS09M5fvx4jsdkJywsjMKFC5/zJSIikjua0y4i/i9PoX3mzJmUKlWKjh07Zl1WqVIlYmNjszrKgHPe+/Lly2nWrBkADRs2JCQk5JxjDhw4wObNm7OOERER8SzNaRcR/+fy0IPD4WDmzJn069eP4OAzNzcMg+HDhzN27FiqVatGtWrVGDt2LJGRkfTu3RuAmJgY+vfvz4gRIyhevDjFihXj4Ycfpk6dOrRt29Zzj0pERCSLDYV2EfF3Lof27777jt27d3P33XdfcN3IkSNJSUlhyJAhHD9+nCZNmrB06VIKFSqUdcykSZMIDg6mZ8+epKSk0KZNG2bNmkVQkLaYFhERbzAA/Y0REf9mmKZpWl2EqxITE4mJiSEhIUHz20VE5KLWrk1gypQ9zJlT2+pSRETO4UqmzXP3GBEREf9gAg6rixARcYtCu4iIBDjNaRcR/6fQLiIiAc5ALR9FxN8ptIuISIDTSLuI+D+FdhERCXCZwEmrixARcYtCu4iIBDg7cMrqIkRE3KLQLiIiAU7TY0TE/ym0i4hIgDNQaBcRf6fQLiIiAc6GuseIiL9TaBcRkQCnlo8i4v8U2kVEJMA5gDSrixARcYtCu4iIBLhM1D1GRPydQruIiAQ4dY8REf+n0C4iIgFOc9pFxP8ptIuISIDTSLuI+D+FdhERCXAGEGR1ESIiblFoFxGRAKfuMSLi/xTaRUQkwKl7jIj4P4V2EREJcNoRVUT8n0K7iIgEOAMtRBURf6fQLiIiAU7dY0TE/ym0i4hIAWBaXYCIiFsU2kVEJMBlAAlWFyEi4haFdhERCXDaEVVE/J9Cu4iIBDjNaRcR/6fQLiIiAU7dY0TE/ym0i4hIgDOAIKuLEBFxi0K7iIgEtKAgg6gohXYR8W9amSMiIgGtYcNoGjaMtroMERG3aKRdRERERMTHKbSLiIiIiPg4hXYRERERER+n0C4iIiIi4uMU2kVEREREfJxCu4iIiIiIj1NoFxERERHxcQrtIiIiIiI+TqFdRERERMTHKbSLiIiIiPg4hXYRERERER+n0C4iIiIi4uMU2kVEREREfJxCu4iIiIiIj1NoFxERERHxcQrtIiIiIiI+TqFdRERERMTHKbSLiIiIiPg4hXYRERERER+n0C4iIiIi4uMU2kVEREREfJxCu4iIiIiIj1NoFxERERHxcQrtIiIiIiI+TqFdRERERMTHKbSLiIiIiPg4hXYRERERER+n0C4iIiIi4uMU2kVEREREfJxCu4iIiIiIj1NoFxERERHxcQrtIiIiIiI+TqFdRERERMTHKbSLiIiIiPg4hXYRERERER+n0C4iIiIi4uMU2kVEREREfJxCu4iIiIiIj1NoFxERERHxcQrtIiIiIiI+TqFdRERERMTHKbSLiIiIiPg4hXYRERERER+n0C4iIiIi4uMU2kVEREREfJxCu4iIiIiIj1NoFxERERHxcQrtIiIiIiI+TqFdRERERMTHBVtdQF6YpglAYmKixZWIiIiIiOTNf1n2v2x7MX4Z2pOSkgAoV66cxZWIiIiIiLgnKSmJmJiYix5jmLmJ9j7G4XDw999/U6tWLfbs2UPhwoWtLilgJCYmUq5cOT2vXqDn1nv03HqHnlfv0XPrPXpuvUPPq3eYpklSUhJxcXHYbBefte6XI+02m43LLrsMgMKFC+uHxwv0vHqPnlvv0XPrHXpevUfPrffoufUOPa+ed6kR9v9oIaqIiIiIiI9TaBcRERER8XF+G9rDwsJ4+umnCQsLs7qUgKLn1Xv03HqPnlvv0PPqPXpuvUfPrXfoebWeXy5EFREREREpSPx2pF1EREREpKBQaBcRERER8XEK7SIiIiIiPk6hXURERETExym0i4iIiIj4OL8M7W+++SaVKlUiPDychg0bsnLlSqtL8nkrVqygc+fOxMXFYRgGn3766TnXm6bJmDFjiIuLIyIiglatWrFly5ZzjklLS2PYsGGUKFGCqKgounTpwt69e/PxUfiecePG0bhxYwoVKkSpUqXo1q0bf//99znH6Ll13dSpU6lbt27WzntNmzZl8eLFWdfrOfWccePGYRgGw4cPz7pMz2/ejBkzBsMwzvmKjY3Nul7Pa97t27ePvn37Urx4cSIjI7nyyivZsGFD1vV6bvOmYsWKF/zMGobB0KFDAT2vPsf0MwsWLDBDQkLM6dOnm3/88Yf5wAMPmFFRUeauXbusLs2nff311+bo0aP/387dhTTd/nEc/2h7qExEKZ1LNDPJTBNzVJokZRiiR0FUBCnSwSLLqAPLkx2VHgUFYWQiiYEnahhBOkkXESWow2lhhpYRjtGDZU+u5vc++NPvf+82b263kb/h5wWDuq6L+Plm2VexS1paWgSAtLW1ee3X1NRIeHi4tLS0iMPhkIMHD0psbKx8+vRJOWM2m2Xt2rVitVqlv79fdu/eLRkZGfLz588//NGox759+6ShoUGGhobEbrdLUVGRxMfHy+fPn5UzbLtw7e3tcvfuXRkZGZGRkRGpqqoSrVYrQ0NDIsKmgdLb2yvr1q2TLVu2SEVFhbLOvr6xWCyyefNmmZycVF4ul0vZZ1ffvH//XhISEqS0tFSePHki4+Pj0tXVJS9evFDOsK1vXC6X1/vVarUKAOnu7hYRdlWboBvat23bJmaz2WstJSVFzp07t0hPFHz+ObTPzs6KwWCQmpoaZe379+8SEREh165dExGRqakp0Wq10tzcrJx58+aNhIaGyr179/7Ys6udy+USAGKz2USEbQMpMjJSbty4waYBMj09LcnJyWK1WiUvL08Z2tnXdxaLRTIyMn67x66+q6yslNzc3Hn32TZwKioqJCkpSWZnZ9lVhYLqx2Pcbjf6+vpQUFDgtV5QUIBHjx4t0lMFv/HxcTidTq+uer0eeXl5Ste+vj78+PHD64zRaERaWhrb/83Hjx8BAFFRUQDYNhA8Hg+am5vx5csXZGdns2mAnDhxAkVFRdi7d6/XOvv6Z3R0FEajEYmJiTh06BDGxsYAsKs/2tvbYTKZcODAAURHRyMzMxN1dXXKPtsGhtvtRlNTE8rKyhASEsKuKhRUQ/vbt2/h8XgQExPjtR4TEwOn07lITxX8frX7t65OpxM6nQ6RkZHznlnqRARnzpxBbm4u0tLSALCtPxwOB1atWgW9Xg+z2Yy2tjakpqayaQA0Nzejv78f1dXVc/bY13fbt29HY2MjOjo6UFdXB6fTiZycHLx7945d/TA2Noba2lokJyejo6MDZrMZp06dQmNjIwC+ZwPl9u3bmJqaQmlpKQB2VSPNYj+AL0JCQrx+LyJz1mjhfOnK9v9XXl6OwcFBPHz4cM4e2y7cxo0bYbfbMTU1hZaWFpSUlMBmsyn7bOqb169fo6KiAp2dnVi+fPm859h34QoLC5Vfp6enIzs7G0lJSbh58yZ27NgBgF19MTs7C5PJhIsXLwIAMjMzMTw8jNraWhw9elQ5x7b+qa+vR2FhIYxGo9c6u6pHUH2nffXq1Vi2bNmcr95cLtecrwTpv/t1u8G/dTUYDHC73fjw4cO8Z5aykydPor29Hd3d3YiLi1PW2dZ3Op0OGzZsgMlkQnV1NTIyMnD58mU29VNfXx9cLheysrKg0Wig0Whgs9lw5coVaDQapQ/7+i8sLAzp6ekYHR3l+9YPsbGxSE1N9VrbtGkTJiYmAPDzbCC8evUKXV1dOHbsmLLGruoTVEO7TqdDVlYWrFar17rVakVOTs4iPVXwS0xMhMFg8Orqdrths9mUrllZWdBqtV5nJicnMTQ0tKTbiwjKy8vR2tqK+/fvIzEx0WufbQNHRDAzM8OmfsrPz4fD4YDdbldeJpMJR44cgd1ux/r169k3QGZmZvDs2TPExsbyfeuHnTt3zrlK9/nz50hISADAz7OB0NDQgOjoaBQVFSlr7KpCf/p/vvrr15WP9fX18vTpUzl9+rSEhYXJy5cvF/vRVG16eloGBgZkYGBAAMilS5dkYGBAuSqzpqZGIiIipLW1VRwOhxw+fPi31zrFxcVJV1eX9Pf3y549e5b8tU7Hjx+XiIgI6enp8bo26+vXr8oZtl248+fPy4MHD2R8fFwGBwelqqpKQkNDpbOzU0TYNND+fnuMCPv66uzZs9LT0yNjY2Py+PFjKS4ulvDwcOXfJ3b1TW9vr2g0Grlw4YKMjo7KrVu3ZOXKldLU1KScYVvfeTweiY+Pl8rKyjl77KouQTe0i4hcvXpVEhISRKfTydatW5Xr9Wh+3d3dAmDOq6SkRET+d2WWxWIRg8Eger1edu3aJQ6Hw+vP+Pbtm5SXl0tUVJSsWLFCiouLZWJiYhE+GvX4XVMA0tDQoJxh24UrKytT/o6vWbNG8vPzlYFdhE0D7Z9DO/v65tcd1lqtVoxGo+zfv1+Gh4eVfXb13Z07dyQtLU30er2kpKTI9evXvfbZ1ncdHR0CQEZGRubssau6hIiILMq3+ImIiIiI6D8Jqp9pJyIiIiJaiji0ExERERGpHId2IiIiIiKV49BORERERKRyHNqJiIiIiFSOQzsRERERkcpxaCciIiIiUjkO7UREREREKsehnYiIiIhI5Ti0ExERERGpHId2IiIiIiKV+wsCBM8aIEc2rgAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 9 }, { "cell_type": "code", "id": "2893e0f1-822b-4198-ba29-f3873743f8ec", "metadata": { "ExecuteTime": { "end_time": "2025-10-28T14:07:03.971443Z", "start_time": "2025-10-28T14:07:03.969854Z" } }, "source": [], "outputs": [], "execution_count": null } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.11" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 5 }