diff --git a/docs/source/conf.py b/docs/source/conf.py index c4f41a2..db088b9 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -3,26 +3,61 @@ # For the full list of built-in configuration values, see the documentation: # https://www.sphinx-doc.org/en/master/usage/configuration.html +# -- Path setup -------------------------------------------------------------- + +# If extensions (or modules to document with autodoc) are in another directory, +# add these directories to sys.path here. If the directory is relative to the +# documentation root, use os.path.abspath to make it absolute, like shown here. +# +import os +import sys + +sys.path.insert(0, os.path.abspath(".")) +sys.path.insert(0, os.path.abspath("..")) +sys.path.insert(0, os.path.abspath("../..")) + +# import mock + +# MOCK_MODULES = ['numpy', 'matplotlib', 'pandas'] +# for mod_name in MOCK_MODULES: +# sys.modules[mod_name] = mock.Mock() + + +import oceans_sf + # -- Project information ----------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information -project = 'Oceans SF' -copyright = '2024, Cassidy Wagner' -author = 'Cassidy Wagner' -release = '0.1.0' +project = "Oceans SF" +copyright = "2024, Cassidy Wagner" +author = "Cassidy Wagner" +release = "0.1.0" # -- General configuration --------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration -extensions = [] - -templates_path = ['_templates'] -exclude_patterns = [] - +extensions = [ + "sphinx.ext.autodoc", + "sphinx.ext.autosummary", + "sphinx.ext.coverage", + "sphinx.ext.napoleon", + "sphinx.ext.intersphinx", + "numpydoc", + "nbsphinx", +] +templates_path = ["_templates"] +exclude_patterns = ["tests/test_*", "test_*"] +# autosummary_generate = True # -- Options for HTML output ------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output -html_theme = 'alabaster' -html_static_path = ['_static'] +html_theme = "sphinx_rtd_theme" +# html_static_path = ["./build/html/_static"] + +# -- Intersphinx mapping -- +intersphinx_mapping = { + "python": ("https://docs.python.org/3", None), + "sphinx": ("https://www.sphinx-doc.org/en/master/", None), +} diff --git a/docs/source/ex1.ipynb b/docs/source/ex1.ipynb new file mode 100644 index 0000000..163f061 --- /dev/null +++ b/docs/source/ex1.ipynb @@ -0,0 +1,390 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Estimating cascade rates from advective structure functions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This example will guide you through each step necessary to estimate energy and enstrophy cascade rates from a 2D simulation of surface ocean velocity. \n", + "\n", + "**General procedure:**\n", + "\n", + "1. Load a dataset generated with GeophysicalFlows.jl\n", + "2. Format the dataset\n", + "3. Calculate velocity-based and scalar-based structure functions for the zonal and meridional directions as a function of separation distance\n", + "4. Estimate energy and enstrophy cascade rates from the structure functions\n", + "5. Plot the cascade rates in each direction as a function of separation distnace" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load the dataset generated with GeophysicalFlows.jl\n", + "We will use `h5py` to load a `.jld2` file, the output from `GeophysicalFlows.jl`, a numerical ocean simulator written in Julia." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "import h5py\n", + " \n", + "f = h5py.File('sample_data/2layer_128.jld2', 'r')\n", + "grid = f['grid']\n", + "snapshots = f['snapshots']\n", + "\n", + "# Initialize the grid of x and y coordinates\n", + "x = grid['x'][()]\n", + "y = grid['y'][()]\n", + "\n", + "# Grab the top layer and final snapshot of the simulation for u, v, and q\n", + "u = snapshots['u']['20050'][0]\n", + "v = snapshots['v']['20050'][0]\n", + "q = snapshots['q']['20050'][0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Make a couple of quick plots to see the velocity fields." + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(1,2, sharex=True, sharey=True, figsize=(8,3))\n", + "p1 = ax1.pcolormesh(x,y,u, cmap='RdBu',vmin=-5,vmax=5)\n", + "p2 = ax2.pcolormesh(x,y,v, cmap='RdBu',vmin=-5,vmax=5)\n", + "fig.colorbar(p1,label='u-velocity [m/s]')\n", + "fig.colorbar(p2, label='v-velocity [m/s]')\n", + "ax1.set_xlabel('x [m]')\n", + "ax2.set_xlabel('x [m]')\n", + "ax1.set_ylabel('y [m]')\n", + "ax2.set_ylabel('y [m]')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calculate advective velocity structure functions\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "import oceans_sf as ocsf\n", + "\n", + "sf = ocsf.generate_structure_functions(u, v, x, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Advective velocity structure functions')" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1) = plt.subplots()\n", + "\n", + "\n", + "ax1.semilogx(sf['x-diffs'], sf['SF_advection_velocity_zonal'],label=r'$\\delta u\\cdot\\delta A_u$ zonal',color='k')\n", + "ax1.semilogx(sf['y-diffs'], sf['SF_advection_velocity_meridional'], label=r'$\\delta u\\cdot\\delta A_u$ meridional',\n", + " color='k',linestyle='dotted')\n", + "\n", + "ax1.set_ylabel(r\"Structure function [s$^{-3}$]\")\n", + "ax1.set_xlabel(r\"Separation distance [m]\")\n", + "ax1.set_xlim(3e-2,3e0)\n", + "ax1.legend()\n", + "plt.hlines(0,3e-2,3e0,color='k',linestyle='dashed',alpha=0.3)\n", + "ax1.tick_params(direction=\"in\", which=\"both\")\n", + "ax1.xaxis.get_ticklocs(minor=True)\n", + "ax1.minorticks_on()\n", + "plt.title('Advective velocity structure functions')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For advective velocity-based structure functions, multiply by -1/2 to get the energy cascade rate." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Advective velocity structure functions')" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1) = plt.subplots()\n", + "\n", + "ax1.semilogx(sf['x-diffs'], -sf['SF_advection_velocity_zonal']/2,\n", + " label=r'$-\\frac{1}{2} \\delta u\\cdot\\delta A_u$ zonal',color='k')\n", + "ax1.semilogx(sf['y-diffs'], -sf['SF_advection_velocity_meridional']/2, \n", + " label=r'$-\\frac{1}{2} \\delta u\\cdot\\delta A_u$ meridional',color='k',\n", + " linestyle='dotted')\n", + "\n", + "ax1.set_ylabel(r\"Energy flux [m$^2$ s$^{-3}$]\")\n", + "ax1.set_xlabel(r\"Separation distance [m]\")\n", + "ax1.set_xlim(3e-2,3e0)\n", + "ax1.legend()\n", + "plt.hlines(0,3e-2,3e0,color='k',linestyle='dashed',alpha=0.3)\n", + "ax1.tick_params(direction=\"in\", which=\"both\")\n", + "ax1.xaxis.get_ticklocs(minor=True)\n", + "ax1.minorticks_on()\n", + "plt.title('Advective velocity structure functions')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calculating scalar-based structure functions and traditional structure functions\n", + "We can repeat the above steps with additional inputs to calculate advective structure functions from scalar fields as well as traditional nth order structure functions. Here we will calculate the 3rd order traditional structure functions since these can be related to cascade rates." + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "sf_all = ocsf.generate_structure_functions(u, v, x, y, scalar=q, traditional_order=3)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Advective vorticity structure functions')" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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mzZoptW1BQa8ppgO0mG/EPmPHjh0jALRy5cp8b4+KiiJjY2Pq06cPERE9ePCATE1Nyd3dnfbu3UtHjx6lLl26kIuLS76bHMbHx5OpqSmVK1eOAOSbpPvtt9+SmZkZzZo1i44dO0bnz5+nv/76i8aPH0+//fabWE5Ygda+fXvas2cPnT9/nrZs2UJeXl5iGSFBd/HixXTjxg3y9/en9PR0Iio48XXz5s0EgMqVKyeTWCkICwujChUqUPXq1em3336jc+fO0fHjx8nHx4d69OghrjgqTFHPg7Day9DQkLy9venMmTO0Zs0asrCwyHe1V48ePfJtp02bNmRvb09Hjx4lf39/evLkCREVvtqrbt26tHPnTrpw4QLt3LlTJjk7v4RnIeH0t99+o5s3b5K/v3+efri7uxMAGjp0aJHPDRHRwoULaeTIkfTnn3/SxYsX6e+//6Z27dqRoaEhPXz4kIiIkpOTydTUlFq0aEEXLlwgf39/evfuHRH9b4l2fv78808CQOPHj6ezZ8/Stm3bqFq1auTk5JTvai8LCwtaunQpnT59mo4cOULTp0+n8+fPi+UqVKhA1apVo1OnTpG/v7/43Lx69YoMDQ2pbdu2dPz4cfLz86M2bdqQm5tbgUvdPxYUFEQ2NjbUuHFj2rFjB124cIGOHj1Ka9euLTJpnCj/hGcioo4dO5KNjQ1t3bqVTp8+TXPmzKEqVaoUuNT9Yx8nbQurvQwNDWn27Nl04sQJOn78OC1atEhc7SX0R97Xo7Daq3v37nTkyBHav38/NWrUqMDVXlFRUTJ9/Pi1Ks9rimkfBz9MK/r06UNGRkYUGRlZYJlBgwaRgYGBuMLr6tWr1LRpUzI2NiZHR0eaNWtWnn1+chs8eDABoBYtWhTYxvbt26lJkyZkbm5OpqamVKlSJRo+fDjdvn1bpty///5Lbdq0IXNzc3HJfe7ALT09nb755hsqU6YMSSSSAvf5yS0hIYFMTU0LXb0SFRVFkydPJjc3NzI0NCRbW1tq0KABLViwgD58+FDg41LkeUhNTaU5c+ZQhQoVyNDQkJycnGj8+PEF7vOTn8DAQGrRogWZmZnJta/K9evXqVu3bmRtbU3GxsZUqVIlmjZtmnh7fsFPbGwsffnll1SqVCnxOf6Yt7c3QYFdwv/55x/q1q0blS1bloyMjMje3p66d+8u86FHRLRnzx5xXxwhyCUqPPiRSqW0atUqqlixIpmYmFDDhg3p/PnzBe7zM2XKFCpfvjwZGhqSvb099ejRQ/zQJiI6e/Ys1atXj4yNjWX2+SHKeX3WrVuXTE1NqWLFivTrr78Wus9PfoKDg2nUqFHinlJlypSh5s2b09KlS4t8HgsKfsLDw+nLL78kW1tbsra2pqFDh9Lt27eLHfwQ5bxeFy1aRFWqVCEjIyOys7Oj9u3by+zLo+jr8e+//6YmTZqQiYkJmZubU4cOHcR9gz7uS1HBj7yvKaZdEqJCxvIZY6wEadiwISQSCfz9/bXdFcaYDuPjLRhjJVpiYiIePnyIf/75B3fu3MHhw4e13SXGmI7j4IcxVqLdvXsX7dq1g52dHRYvXqz1E8UZY7qPp70YY4wx9lnhpe6MMcYY+6xw8MMYY4yxzwrn/ORDKpUiLCwMlpaWKjvPiTHGGGPqRURISkoq8hgUDn7yERYWBhcXF213gzHGGGPFEBoaWuiZeRz85MPS0hJAzpOnzIGFjDHGGNOcxMREuLi4iJ/jBeHgJx/CVJeVlRUHP4wxxlgJU1TKCic8F6JRo0Zwd3eHj4+PtrvCGGOMMRXhkZ9C+Pv788gPY4wx9onhkR/GGGOMfVZ45KeYpFIpMjIytN0NxlTK0NAQ+vr62u4GY4ypFQc/xZCRkYHg4GBIpVJtd4UxlStVqhQcHR15jyvG2CeLgx8FERHCw8Ohr68PFxeXQjdRYqwkISKkpKQgMjISAODk5KTlHjHGmHpw8KOgrKwspKSkwNnZGWZmZtruDmMqZWpqCgCIjIyEvb09T4Exxj5JPGyhoOzsbACAkZGRlnvCmHoIQX1mZqaWe8IYY+rBwU8xcT4E+1Txa5sx9qnj4IcxxhhjnxUOfgrBOzwzxhhjnx5OeC4E7/DMGGOMfXp45IcxNWvbti2mTp2q7W4wxhj7fxz8fGYiIiIwePBgODo6wsjICM7Ozli9erXOtBkQEABDQ0O0atVKrX1ijJV8RISpU6diypQpICJtd4eVIDzt9ZkZO3Ys0tPTcfbsWdjY2OD9+/eIj4/XmTYnT56MmTNnwsfHB0TEK48YYwV69uwZ1q9fDwCYPXs2ypYtq+UesZKCR34+M+np6QgJCcH169eRkZGB+vXro3379uLtEydORMuWLfO9r6urK5YtW6byNgW7d++GjY0NvLy8kJSUhFevXincliAkJAQSiSTPT9u2bWX6NXnyZNjb28PExAQtW7aEv7+/eHvbtm0xefJkzJ49G7a2tnB0dIS3t7dMOydPnkTLli1RqlQp2NnZoWfPnnj58mWx+80Yk9/Zs2fF/3/9+rUWe8JKGh75UZJwJIA2mJmZKTQykpWVha5du6Jdu3awtbXF+vXr8eTJE+zZsweWlpZ49OgRNm7ciP/++y/f+9eoUQOBgYEK9bGoNgXJycmYP38+Tpw4gXLlysHa2hqBgYGoVKmSQu0JXFxcEB4eLv4eERGBjh07onXr1uK12bNnw8/PDzt37kSFChWwatUqdOnSBS9evICtrS0AYOfOnZg+fTpu3ryJ69evw9PTEy1atECnTp3Efk+fPh21atVCcnIyFi1ahL59+yIwMJCPPmFMzXIHPyEhIWjevLkWe8NKFCrhMjMzacGCBeTq6komJibk5uZG33//PWVnZ4tlpFIpLV68mJycnMjExITatGlDDx8+LLDOhIQEAkAJCQl5bktNTaVHjx5RamoqERF9+PCBAGjl58OHDwo9VxMmTKADBw7IXHN1daUff/yRiIg8PT2pSZMmBd5/8ODB1KpVqzzX161bR02bNi1Wm4J58+bR2LFjxd+bNWtG3333XeEPSE6pqanUpEkT6tmzp/i6+PDhAxkaGtJff/0llsvIyCBnZ2datWoVERG1adOGWrZsKVNXo0aNaM6cOQW2FRkZSQDowYMH4rU2bdrQlClTVPJYNOHj1zhjuigzM5Osra3F98Ply5dru0tMBxT2+Z1bif9qunLlSmzatAm//vorHj9+jFWrVuGnn37CL7/8IpZZtWoV1q5di19//RX+/v5wdHREp06dkJSUpMWea1ZAQAD+/PNP9O7dW+a6tbU1wsLCkJWVBT8/P/Tv31+8bezYsdi2bZv4e1JSEszNzfPUHRUVhefPnyvcpuDVq1fYsmWLzJSSh4eHwqNMBRk9ejSSkpKwe/ducTTm5cuXyMzMRIsWLcRyhoaGaNy4MR4/fixeq127tkxdTk5O4sGfQj2DBw9GxYoVYWVlBTc3NwDAmzdvVNJ3xlj+7ty5g4SEBPF3nvZiiijx017Xr19H79690aNHDwA5eSl79uzB7du3AeRMS61btw4LFixAv379AORMZTg4OGD37t0YO3asUu2bmZnhw4cPyj0IJdqW16FDh1C1alUYGhqK11JSUvD06VOMHz8eL1++RFJSEmrVqgUAkEqlOHDggExuzv3798XnMLelS5di6dKlCrcpmDZtGmJiYlCuXDnxmlQqlUle3LVrF65du4aNGzeK18aOHYuWLVti2LBhBT7upUuX4uTJk7h165bMNBv9/8qQj6cN6aMk69x9F8pLpVLx9y+++AIuLi7YunUrnJ2dIZVK4eHhgYyMjAL7xBhT3pkzZwAABgYGyMrKQkhIiHY7xEqUEh/8tGzZEps2bcKzZ89QtWpV3Lt3D1euXMG6desAAMHBwYiIiEDnzp3F+xgbG6NNmza4du1aocFPYmKizO/GxsZ5ykgkknxHQ3RNXFwckpOTZa5t3boVRIQvv/wSL168AABYWFgAAE6dOoW4uDjxANdbt27h9evX6NOnj8raBHLewK5evYqAgAAYGPzv5ejv749Ro0YhJiYGtra2WLJkicz8PgBUqlQJT58+LbB9Pz8/LFmyBCdOnMiTO1S5cmUYGRnhypUrGDx4MICcgzxv374t9548MTExePz4MTZv3iwuzb9y5Ypc92WMKUd4P+jduzf8/Px45IcppMQHP3PmzEFCQgKqV68OfX19ZGdnY9myZfj6668B5CS6AoCDg4PM/RwcHIr8Y3FxcZH5ffHixZg7d64Ke685TZo0gY+PD37++Wf07NkTp06dwty5c/HLL7/Azs4OmZmZkEgk2LNnD8zNzTFjxgx0794dR44cgaurK8aOHYv27dvLJAwr22ZWVhamTJmCWbNmoW7dujL3FXbWDgwMhLm5Oezs7FChQgUEBgbi+fPnGDBggNjn/Dx8+BDDhw/HnDlzULNmTfF1YGRkBFtbW5ibm2P8+PGYNWsWbG1tUb58eaxatQopKSkYPXq0XI/PxsYGdnZ22LJlC5ycnPDmzZsS+/pgrCRJTk7GtWvXAADffPONGPx8PHLLWEFKfPCzb98+/Pnnn9i9ezdq1qyJwMBATJ06Fc7OzhgxYoRYrqjpjfyEhobKHG9hbGxcYjfSGjp0KN68eYMNGzZg8eLF8PDwwIEDB9CzZ08AgKOjI5YtW4Yff/wRfn5+WLp0KRo3bozevXvjwIED+OKLL/Dbb7+ptM1ffvkFMTExmDhxYp77uri4wMzMDIGBgbC0tET9+vUBAEePHoW1tTUA4PHjx+jVq1e+bd++fRspKSl5puTatGmDixcvAgB+/PFHSKVSDBs2DElJSWjYsCFOnToFGxsbuR6fnp4e9u7di8mTJ8PDwwPVqlXDhg0bZJbTM8ZU7/Lly8jMzESFChXQrl07SCQSpKamIioqCvb29truHisJ1Jx4rXblypWjX3/9VebaDz/8QNWqVSMiopcvXxIAunv3rkyZXr160fDhw/OtU5HVXkz9Nm/eTEOHDhVXbS1btozCwsKofPnyFB8fr+3ufXL4Nc503YwZMwgAjR49moiInJ2dCQDdunVLyz1j2vbZrPZKSUnJs5+Kvr6+mJTq5uYGR0dHMTkOADIyMnDp0iXeE6KE6NmzJwICAtCsWTN4e3tjz5496NKlCzZu3CiOAjHGPh/C+3nHjh0BABUqVAAATnpmcivx015ffPEFli1bhvLly6NmzZoICAjA2rVrMWrUKAA5011Tp07F8uXLUaVKFVSpUgXLly+HmZmZmOjKdJuzszMePnwo/t61a1ct9oYxpk3v37/H/fv3AUBcjerq6orr169z0jOTW4kPfn755RcsXLgQEyZMQGRkJJydnTF27FgsWrRILDN79mykpqZiwoQJiIuLQ5MmTXD69GmZpc+MMcZ03/nz5wEAderUEfN7eOSHKarEBz+WlpZYt26duLQ9PxKJBN7e3nnOZWKMMVayCEvchSNmgJyRH4A3OmTyK/E5P4wxxj4PRJQn3wf438gPBz9MXhz8MMYYKxGeP3+O0NBQGBkZoWXLluJ1YeQnJCSkxG5HwjSLgx/GGGMlgjDl1bx5c5md9cuXLw8g5/zB+Ph4bXSNlTAc/BSiUaNGcHd3h4+Pj7a7whhjnz0h+Mk95QXknHNYpkwZAJz0zORT4hOe1cnf319mh2fGGGPakZ2dLa70yp3sLHB1dUVUVBRev36NevXqabp7rIThkR/GGGM6786dO0hISIC1tTUaNGiQ53ZOemaK4OCHMcaYzhNWebVv3x76+vp5bs+d9MxYUTj4YYwxpvMKyvcR8MgPUwQHP4wxxnRacnIyrl27BqDo4IdHfpg8OPhhTEXatm2LqVOnKlRGnvuog7baZaw4goKCkJGRAQcHB1SpUiXfMrzLM1MEBz+fmYiICAwePBiOjo4wMjKCs7MzVq9erTNtBgQEwNDQEK1atVJrn9Th0KFD+OGHH9R+H8Y+N+/evQOQE+BIJJJ8ywgjP7GxsUhKStJY31jJxEvdPzNjx45Feno6zp49CxsbG7x//17tm4Ip0ubkyZMxc+ZM+Pj4gIgKfKPTJRkZGTAyMoKtra3C9y3OfRj73AjBT9myZQssY2VlBRsbG8TFxeH169fw8PDQVPdYCcQjPyqSnJyM5ORkma3VMzIykJycjPT09HzLSqVS8VpmZiaSk5ORlpYmV9niSk9PR0hICK5fv46MjAzUr18f7du3F2+fOHGizLbxubm6umLZsmUqb1Owe/du2NjYwMvLC0lJSXj16pXCbeXWtm1bTJo0CVOnToWNjQ0cHBywZcsWJCcnY+TIkbC0tESlSpVw4sQJmfsREVatWoWKFSvC1NQUderUwcGDB2XqnThxIqZPn47SpUuLe458PJWUnJyM4cOHw8LCAk5OTlizZk2+fcx9n/T0dEyePBn29vYwMTFBy5Yt4e/vL1N+8uTJmD17NmxtbeHo6JjnwN6TJ0+iZcuWKFWqFOzs7NCzZ0+8fPlSiWeSMe2SJ/gBOOmZyY+DHxWxsLCAhYUFoqOjxWs//fQTLCwsMHHiRJmy9vb2sLCwwJs3b8RrPj4+sLCwwOjRo2XKurq6wsLCAo8fPxav+fr6FquPWVlZ6Nq1K/bt24euXbvCx8cHPXv2FIeIHz16hI0bN2LlypX53r9GjRoIDAxUaZuC5ORkzJ8/HytXrkS5cuVgbW2tcFv52blzJ0qXLo1bt25h0qRJGD9+PAYMGIDmzZvj7t276NKlC4YNG4aUlBTxPt999x127NiBjRs3IigoCNOmTcPQoUNx6dIlmXoNDAxw9epVbN68Od+2Z82ahQsXLuDw4cM4ffo0Ll68iDt37hTa39mzZ8PPzw87d+7E3bt3UblyZXTp0gWxsbEybZubm+PmzZtYtWoVlixZIi4DBnKey+nTp8Pf3x/nzp2Dnp4e+vbtKxNAM1aSKBr8cNIzKwoHP4X41I63mDJlCsqVK4c6derAxcUFq1evRlBQEH777TcAOcFao0aN0KJFi3zvb2tri/fv3+e5vn79ejRr1qxYbQqWLVuGrl27okaNGgAAd3d3lQQ/derUwXfffYcqVapg3rx5MDU1RenSpTFmzBhUqVIFixYtQkxMDO7fvw8gJ3BYu3Yttm/fji5duqBixYrw9PTE0KFDZYKcypUrY9WqVahWrRqqV6+ep90PHz5g27ZtWL16NTp16oRatWph586dyM7OLrCvycnJ2LhxI3766Sd069YN7u7u2Lp1K0xNTbFt2zaxXO3atbF48WJUqVIFw4cPR8OGDXHu3Dnx9v79+6Nfv36oUqUK6tati23btuHBgwd49OiR0s8nY9oQFhYGAHB2di60HCc9M3lxzk8hFDne4sOHDwByzpgRzJo1C1OnToWBgezTHBkZCQAwNTUVr3l5eWHMmDF5Nu8SvsHkLuvp6Sn3YxAEBATgzz//xLp162SuW1tbIywsDFlZWfDz88PChQvF28aOHYvGjRuLo1FJSUkyhwkKoqKi8Pz5c4XbFLx69QpbtmzBw4cPxWseHh4qCX5q164t/r++vj7s7OxQq1Yt8ZqDgwOA//2bPHr0CGlpaXm2z8/IyJDZMr9hw4aFtvvy5UtkZGTIBIW2traoVq1aoffJzMyUCT4NDQ3RuHFjmZG/3I8JAJycnMT+C/UsXLgQN27cQHR0tDji8+bNG86DYCUST3sxVePgR0XyCwqMjIxgZGQkV1lDQ0MYGhrKXVZRhw4dQtWqVWXum5KSgqdPn2L8+PF4+fIlkpKSxMBAKpXiwIEDMrk59+/fR79+/fLUvXTpUixdulThNgXTpk1DTEwMypUrJ16TSqUyb3S7du3CtWvXsHHjRvHa2LFj0bJlSwwbNqzAx/3xcyWRSGSuCQnVQoAg/Pf48eN53miNjY3F/8/v3yW33Llf8hLu83GS98eJ3/k9ptxTWl988QVcXFywdetWODs7QyqVwsPDAxkZGQr3iTFdIG/ww7s8M3lx8POZiIuLQ3Jyssy1rVu3gojw5Zdf4sWLFwBycpcA4NSpU4iLixODt1u3buH169fo06ePytoEcrasv3r1KgICAmRGyPz9/TFq1CjExMTA1tYWS5YsEXd4FVSqVAlPnz6Vuz/ycHd3h7GxMd68eYM2bdoUu57KlSvD0NAQN27cQPny5QHkPB/Pnj0rsN7KlSvDyMgIV65cweDBgwHkJLffvn1b7j15YmJi8PjxY2zevFncLuDKlSvFfhyMaVtSUpKYI8gjP0xVOPj5TDRp0gQ+Pj74+eef0bNnT5w6dQpz587FL7/8Ajs7O2RmZkIikWDPnj0wNzfHjBkz0L17dxw5cgSurq4YO3Ys2rdvj9atW6uszaysLEyZMgWzZs1C3bp1Ze4rTDcGBgbC3NwcdnZ2qFChAgIDA/H8+XMMGDBA7LMqWVpaYubMmZg2bRqkUilatmyJxMREXLt2DRYWFhgxYoRc9QjJ67NmzYKdnR0cHBywYMEC6OkVnGZnbm6O8ePHY9asWbC1tUX58uWxatUqpKSk5EmEL4iNjQ3s7OywZcsWODk54c2bN5g7d65c92VMFwlT5FZWVuKXs4IIwc/79++Rmpoqky7AWG4c/Hwmhg4dijdv3mDDhg1YvHgxPDw8cODAAfTs2RMA4OjoiGXLluHHH3+En58fli5disaNG6N37944cOAAvvjiizxJysq2+csvvyAmJibPajgAcHFxgZmZGQIDA2FpaYn69esDAI4ePQpra2sAwOPHj9GrVy9lnpZ8/fDDD7C3t8eKFSvw6tUrlCpVCvXr18f8+fMVquenn37Chw8f0KtXL1haWmLGjBlISEgo9D4//vgjpFIphg0bhqSkJDRs2BCnTp2CjY2NXG3q6elh7969mDx5Mjw8PFCtWjVs2LABbdu2VajvjOkKYcqrqGRnICevzsLCAh8+fMCbN28KzbFjnzcJFSc54ROXmJgIa2trJCQk5El4TktLQ3BwMNzc3GBiYqKlHn5etmzZgsuXL2Pr1q1o27YtevXqhZEjR6Jp06a4f/++GAwx1eDXONMlu3btwvDhw9GhQ4c8U9/58fDwQFBQEE6dOoXOnTtroIdMlxT2+Z0bL3VnOq9nz54ICAhAs2bN4O3tjT179qBLly7YuHEjBz6MfeLkTXYWcNIzkwdPezGd5+zsLLMMvmvXrlrsDWNMkxQNfjjpmcmDR34YY4zpLCHhWdGRHw5+WGE4+GGMMaazFEl4BviICyYfDn4K8akdb8EYYyUNT3sxdeCcn0IUdrwFL5Jjnyp+bTNdkZ2djfDwcACKT3u9e/cOGRkZ+e6yzxiP/ChIOHuLjwpgnyrhhPviHKPCmCpFRkYiOzsbenp64jl8RbG3t4eJiQmICG/fvlVzD1lJxSM/CjIwMICZmRmioqJgaGhY6I69jJUkRISUlBRERkaiVKlSeQ7ZZUzThGRnR0fHPAdEF0QikaBChQp4+vQpXr9+jYoVK6qzi6yE4uBHQRKJBE5OTggODuY5ZfZJKlWqFBwdHbXdDcYUTnYWCMEPJz2zgnDwUwxGRkaoUqUKT32xT46hoSGP+DCdoWiys4CTnllROPgpJj09Pd76nzHG1Ki4wQ/v8syK8kkkrLx79w5Dhw6FnZ0dzMzMULduXdy5c0e8nYjg7e0NZ2dnmJqaom3btggKCtJijxljjBWFR36YupT44CcuLg4tWrSAoaEhTpw4gUePHmHNmjUoVaqUWGbVqlVYu3Ytfv31V/j7+8PR0RGdOnVCUlKS9jrOGGOsUELCc3FyfgDgzZs3Ku8T+zSU+GmvlStXwsXFBTt27BCvCUOeQM6oz7p167BgwQL069cPALBz5044ODhg9+7dGDt2bIF1JyYmyvxubGwMY2Nj1T4Axhhj+SruyI+9vT0AIDo6WuV9Yp+GEj/yc/ToUTRs2BADBgyAvb096tWrh61bt4q3BwcHIyIiAp07dxavGRsbo02bNrh27Vqhdbu4uMDa2lr8WbFihdoeB2OMMVnFDX5sbW0B5HyBzcrKUnm/WMlX4kd+Xr16hY0bN2L69OmYP38+bt26hcmTJ8PY2BjDhw9HREQEAOTZIMvBwaHI+eDQ0FCZHZ551IcxxjQjJSUF8fHxABQPfnKnPcTHx6N06dIq7Bn7FJT44EcqlaJhw4ZYvnw5AKBevXoICgrCxo0bMXz4cLGcRCKRuR8R5bn2MSsrqwKPt2CMMaY+Qr6Pubm5wu/DBgYGsLa2RkJCAmJjYzn4YXmU+GkvJycnuLu7y1yrUaOGmOgmbNYmjAAJIiMj5d4unTHGmGbl3uCwqC+q+RGmvmJjY1XaL/ZpKPHBT4sWLfD06VOZa8+ePROz/d3c3ODo6IgzZ86It2dkZODSpUto3ry5RvvKGGNMPsXN9xHY2NgA4OCH5a/ET3tNmzYNzZs3x/Lly/HVV1/h1q1b2LJlC7Zs2QIgZ7pr6tSpWL58OapUqYIqVapg+fLlMDMzw+DBg7Xce8YYY/lRNvjhkR9WmBIf/DRq1AiHDx/GvHnzsGTJEri5uWHdunUYMmSIWGb27NlITU3FhAkTEBcXhyZNmuD06dOwtLTUYs8ZY4wVhIMfpk4lPvgBgJ49e6Jnz54F3i6RSODt7Q1vb2/NdYoxxlixCQnPHPwwdSjxOT+MMcY+PcU90V3AwQ8rDAc/jDHGdA5PezF14uCHMcaYTpFKpSqb9oqLi1NZv9ing4OfQjRq1Aju7u7w8fHRdlcYY+yzER0djczMTEgkEjg5ORWrDh75YYX5JBKe1cXf3593eGaMMQ0TRn3s7e1haGhYrDp4nx9WGB75YYwxplOUTXYGeOSHFY6DH8YYYzpF2WRnQDb4kUqlKukX+3Rw8MMYY0ynqCL4Eaa9pFIpkpKSVNIv9ung4IcxxphOUUXwY2pqClNTUwA89cXy4uCHMcaYThESnpXJ+QE474cVjIMfxhhjOkUVIz8ABz+sYBz8MMYY0ymqDn54o0P2MQ5+GGOM6Yy0tDTExMQAUD744b1+WEE4+CkE7/DMGGOaFR4eDgAwMTERg5fi4mkvVhDe4bkQvMMzY4xpVu4NDiUSiVJ1cfDDCsIjP4wxxnSGqvJ9AA5+WME4+GGMMaYzOPhhmsDBD2OMMZ3BwQ/TBA5+GGOM6Qxhg0MOfpg6cfDDGGNMZ6jiRHcBBz+sIBz8MMYY0xmqnPYSlsrzJofsYxz8MMYY0wlEpJacn7S0NKSmpipdH/t0cPDDGGNMJ8TGxiI9PR2Aaqa9LC0toa+vL9bNmICDH8YYYzpBSHYuXbo0jI2Nla5PIpFw3g/LFwc/heDjLRhjTHNUmews4OCH5YePtygEH2/BGGOao8p8HwEHPyw/PPLDGGNMJ3DwwzSFgx/GGGM6gYMfpikc/DDGGNMJb9++BcA5P0z9OPhhjDGmEx48eAAAqFGjhsrq5I0OWX44+GGMMaZ1sbGxCA0NBQDUrl1bZfXyyA/LT7FWex09elTh+3Tq1AmmpqbFaU4hK1aswPz58zFlyhSsW7cOQM6uod9//z22bNmCuLg4NGnSBD4+PqhZs6ba+8MYY6xo9+7dAwBUrFgR1tbWKquXgx+Wn2IFP3369FGovEQiwfPnz1GxYsXiNCc3f39/bNmyJc+3hlWrVmHt2rXw9fVF1apVsXTpUnTq1AlPnz6FpaWlWvvEGGOsaIGBgQCAunXrqrReDn5Yfoo97RUREQGpVCrXj5mZmSr7nK8PHz5gyJAh2Lp1qzjHC+SM+qxbtw4LFixAv3794OHhgZ07dyIlJQW7d+8utM7ExESZH2HbdcYYY6rFwQ/TpGIFPyNGjFBoCmvo0KFq3yzQy8sLPXr0QMeOHWWuBwcHIyIiAp07dxavGRsbo02bNrh27Vqhdbq4uMDa2lr8WbFihVr6zhhjnzsh+KlTp45K6+Xgh+WnWNNeO3bsUKj8xo0bi9OM3Pbu3Yu7d+/C398/z20REREAAAcHB5nrDg4OeP36daH1hoaGygRtqjhrhjHGmKz09HQ8evQIgPpGfpKSkpCZmQlDQ0OV1s9KphJ/vEVoaCimTJmC06dPw8TEpMByEolE5nciynPtY1ZWVny8BWOMqdmjR4+QlZUFGxsbuLi4qLTuUqVKif8fFxcHe3t7ldbPSiaFp73i4uLE4cOoqCj4+fnh4cOHKu+YvO7cuYPIyEg0aNAABgYGMDAwwKVLl7BhwwYYGBiIIz7CCJAgMjIyz2gQY4wxzcud71PUl1JF6evri6vHeOqLCRQKfn7//Xc0bNgQDRo0wMaNG9G3b1+cO3cOgwYNwpYtW9TVx0J16NABDx48QGBgoPjTsGFDDBkyBIGBgahYsSIcHR1x5swZ8T4ZGRm4dOkSmjdvrpU+M8YY+x91JTsLhKkv3uiQCRSa9vrll18QFBSElJQUlC9fHsHBwShTpgwSExPRunVrfPvtt+rqZ4EsLS3h4eEhc83c3Bx2dnbi9alTp2L58uWoUqUKqlSpguXLl8PMzAyDBw/WeH8ZY4zJEvb4UWfwExwczCM/TKRQ8KOvrw8TExOYmJigcuXKKFOmDICc3BhVD1Wq0uzZs5GamooJEyaImxyePn2a9/hhjDEtIyKNjfxw8MMECgU/BgYGSEtLg4mJCS5duiReT0pKUnnHlHHx4kWZ3yUSCby9veHt7a2V/jDGGMvf69evkZCQACMjI1SvXl0tbXDwwz6mUM7P+fPnxeXeubcfT01NxbZt21TbM8YYY588YdTH3d0dRkZGammDgx/2MYVGfiwsLGR+j4iIgKOjI+zt7Xn5IGOMMYWpe8oL4ODnc5KdnS1XOaVOdc+9azJjjDGmKA5+mCpduHBBrnJKBT9EpMzddV6jRo3g7u4OHx8fbXeFMcY+SZoIfoTzHjn4+fS9evVKrnJK7fCsyyu8VMHf3593eGaMMTWJi4sTjxlS9ZleufHIz+dj1KhRmDVrVpHllBr5YYwx9mkJDQ3Fjh07kJaWpva27t+/DwBwdXWVOYZC1XiTw8+HgYF8Yzoc/DDGGAOQk8rw5ZdfYtSoUejXrx/S09PV2p4mprwAHvlheSkV/KhrWSJjjDHN++eff3Dr1i0AwIkTJzBgwABkZGSorT1NBz9xcXGQSqVqbYtpj1QqxaJFi+Qqq1Twc/v2bWXuzhhjTEcQkfjB0b17d5iYmODYsWP4+uuvkZmZqZY2heBHnfk+wP8SnqVSKRITE9XaFtOet2/fYv369XKV5WkvxhhjOHz4MAIDA2FpaYk//vgDhw8fhpGREQ4dOoThw4cjKytLpe1lZGQgKCgIgPpHfkxMTGBmZgaAp74+Zfr6+hg3bpxcZZUOflJTU5GSkiL+/vr1a6xbtw6nT59WtmrGGGMaIJVKsXjxYgA5B0Hb2dmha9eu8PPzg6GhIfbu3YtRo0bJvYGcPB4/fozMzExYW1ujQoUKKqu3IJz38+krW7YsVq5cKVdZpYOf3r17448//gAAxMfHo0mTJlizZg169+6NjRs3Kls9Y4wxNTt48CAePnwIa2trTJs2Tbzes2dP7Nu3D/r6+ti1axe+/fZbleXM5M730cS2KRz8sNyUDn7u3r2LVq1aAcj5A3JwcMDr16/xxx9/YMOGDUp3kDHGmPpkZ2eLhz5Pnz5dzI8R9O3bF7t374aenh62b9+OCRMmqGSDW00lOwt4o8NPX3Z2ttyvTaWDn5SUFFhaWgIATp8+jX79+kFPTw9NmzYVN68qqXiHZ8bYp27v3r14/PgxbGxsMHXq1HzLfPXVV/jjjz8gkUiwefNmTJ48WekASNPBD4/8fPqGDh0KOzs7ucoqtcMzAFSuXBl///03+vbti1OnTolDppGRkSV+d2Te4Zkx9inLysrC999/DwCYNWtWoe93Q4YMQVZWFkaOHIlff/0VxsbGWL16dbHaJSLcu3cPgOaDH97o8NOVnJysmYNNAWDRokWYOXMmXF1d0aRJEzRr1gxAzihQvXr1lK2eMcaYmvz55594/vw5SpcujUmTJhVZfsSIEdi8eTMAYM2aNcUeFQ8NDUVcXBwMDQ3h7u5erDoUxSM/n76//voLjx8/lqus0sHPl19+iTdv3uD27ds4efKkeL1Dhw74+eefla2eMcaYGmRmZmLJkiUAgDlz5sDCwkKu+40ZMwYrVqwAAEyZMqVYK3uFKa8aNWpobLNcZYKf+Ph4XsFcAlhaWsLZ2VmussUKfu7fvy+T8e/o6Ih69epBT+9/1TVu3BjVq1cHAAQFBal8jwjGGGPF5+vri+DgYDg4OGDChAkK3XfOnDkYMWIEsrOzMWDAALm/bQs0ne8DFD/4SUpKQpkyZdClSxeEh4ero2tMC4oV/NSrVw8xMTFyl2/WrBnevHlTnKYYY4ypWHp6On744QcAwLx588QNAOUlJD63atUKiYmJ6NmzJ6Kjo+W+f0kKfiwtLVG7dm1Uq1YNb9++VUfXmIqsX79e7lXmxUp4JiIsXLhQ7j8YdZ4NwxhjTDHbtm1DaGgonJ2dMXbs2GLVYWxsjEOHDqFx48Z49eoV+vXrhzNnzsDY2LjI++p68HPp0iWEhISgSZMmqF69Oi5fvqxwgMg0b/ny5YiMjJSrbLGCn9atW+Pp06dyl2/WrBlMTU2L0xRjjDEVSktLw7JlywAACxYsgImJSbHrKl26NP755x80a9YMly9fxrhx47B9+/ZCNy2Mj49HcHAwAPWf6ZWbIvv8+Pr6wtfXF8uWLcP8+fPFwOfmzZv4559/8MUXX6Bx48Zq7S9TXNWqVdUb/Fy8eLE4d2OMMaZlmzdvRlhYGFxcXDB69Gil63N3d8e+ffvQo0cP+Pr6okaNGpg9e3aB5e/fvw8AKF++vDgaowm5R36IqNAAzcPDAx07doSHh4fM9Y0bN2Lnzp3IzMzk4EcHKTLLxAebMsbYZyIlJUVcqfXdd9/JNUUlj65du4qnac+dOxd///13gWXv3LkDQLNTXsD/gp+MjAyZ8yjzM2PGDJw5cwa9evWSud67d28MHjwYLVu2VFs/WfHVqFFD7rJKb3LIGGOsZPjtt9/w/v17uLm5YeTIkSqte+LEiXj8+DF+++03DBkyBDt27EBycjJevnwp8yNMO2k6+LGwsICBgQGysrIQFxcHc3Nzhevo27cv+vbtq4beMVVIT0+Xu6yEVHFIyycmMTER1tbWqFq1KvT19eHl5QUvLy9td4sxxootIyMD5cqVQ1RUFLZv367y4AfI2TG6e/fuOHPmTKHl3NzccPTo0TzTSurm4OCAyMhI3Lt3D7Vr19Zo20y9QkJCUKlSJXEbnoSEhEJ3LOeRn0Lw8RaMsU9FYGAgoqKiYGdnh2HDhqmlDQMDA+zfvx99+vRBaGgoKlWqlOenYsWKcm+oqGq2traIjIwsNOk5MDAQHTp0QL169XD27Nl8y8TGxiI0NFRMoi5fvrxa+svk9+HDB5n9B4vCwQ9jjH0Gbty4ASBn9a2Bgfre+kuVKqWzi2LkWe4eGhqK2NjYAs8AO3fuHDp16gQ3Nze8f/8epqamePv2rcryp1jxVKtWDc2bN8e1a9fkKq+Sv4Bz587h3LlziIyMzBN5bd++XRVNMMYYU8L169cBAE2bNtVyT7RHCH4K26S3Y8eOePDgQYH5I/Xr14dEIkF4eDhSU1ORnJyMZ8+eoVatWmrpM5OPoaFhoSv4Pqb0aq/vv/8enTt3xrlz5xAdHY24uDiZH8YYY9onjPx8zsGPg4MDABR6TIWpqSk8PDzQoEGDfG+3sbHB3LlzkZqaKl5T9HgPph6KJDwrPfKzadMm+Pr6qm0OmTHGmHIiIiIQEhICiUTyWe9PU7ZsWQDAu3fvil1HQEAAVq1aBQBwcXFBaGgoBz86ICgoSKHjR5Qe+cnIyEDz5s2VrYYxxpiaCKM+Hh4esLS01HJvtEee4OePP/7Azp078f79+zy3paWlYdiwYcjKykL//v0xceJEADzyowtu3LiBiIgIucsrHfx888032L17t7LVFNuKFSvQqFEjWFpawt7eHn369Mlz9AYRwdvbG87OzjA1NUXbtm0RFBSkpR4zxphm8ZRXjnLlygEoPPhZvHgxPD098eLFizy3LVy4EEFBQXBwcICFhQVWr14NgIMfXeDm5qbQ3k1KT3ulpaVhy5YtOHv2LGrXrg1DQ0OZ29euXatsE4W6dOkSvLy80KhRI2RlZWHBggXo3LkzHj16JD4Rq1atwtq1a+Hr64uqVati6dKl6NSpE54+ffpZfwtijH0ecq/0+pzJM/LTpUsXvHz5Em5ubjLXr1y5gjVr1gAAtm7dirVr1yIqKgoA8PTpU2RnZ0NfX19NPWdFad++PSwtLZGcnCxXeaU3OWzXrl3BlUskOH/+vDLVKywqKgr29va4dOkSWrduDSKCs7Mzpk6dijlz5gDISYpycHDAypUr8z3RWNjkMDQ0VGafH2NjY17OyBgrUbKysmBtbY2UlBQ8evRIoSMAPjXR0dEoU6YMgJwv7oq8nw8dOhR//fUXhg8fjp07d+LcuXNIT09Hv379kJ6ejufPn6Ny5crq6jqTg42NDeLj4wFoYJPDCxcuKFuFSiUkJAD435LG4OBgREREoHPnzmIZY2NjtGnTBteuXcs3+BG4uLjI/L548WJ4e3urvtOMMaYmDx48QEpKCqytrVGtWjVtd0er7OzsYGxsjPT0dISFheUZ3SmMMA0mnPfVoUMHAED16tVx7949PH78mIMfLVNktdcndbApEWH69Olo2bKluG26kAAlLHEUODg4FJkcFRoaioSEBPFn3rx56uk4Y4ypiTDl1aRJE+jpfVJv+QqTSCRwdnYGkP/UV2ETIa9evQIAVKxYUea6MJJ24sQJVXWTFcPEiRNlth8oikr+EuLj47FmzRp88803GDNmDNauXSuOwGjSxIkTcf/+fezZsyfPbR9vfkRERW6IZGVlJfPDU16MsZJG2Nzwc8/3ERSW97N+/XrY2tpi1qxZMtc/fPgg5vd8PFokzDJs3rxZDDSZ5hW2cWV+lA5+bt++jUqVKuHnn39GbGwsoqOj8fPPP6NSpUq4e/eustXLbdKkSTh69CguXLggZvQDgKOjIwDkGeWJjIzMMxrEGGOfGl7pJauw4OfNmzeIi4vLMwIUHBwMICenpFSpUjK3Cc+rhYWFuDFiSEgI1q9fzyccaNCyZcsUKq908DNt2jT06tULISEhOHToEA4fPozg4GD07NkTU6dOVbb6IhERJk6ciEOHDuH8+fN5onI3Nzc4OjrKnDKckZGBS5cu8f5EjLFPWkxMDJ4/fw4gZ9qLFR78fP/993jw4AEmTZokc10IfvLLEapXrx6AnM8i4cy0Fy9eYOrUqWpf7cz+5+OgtChKJzzfvn0bW7dulTkoz8DAALNnz0bDhg2Vrb5IXl5e2L17N44cOQJLS0txhMfa2hqmpqaQSCSYOnUqli9fjipVqqBKlSpYvnw5zMzMMHjwYLX3jzHGtEUY9alevbp4AvnnrrDgx9LSUswXza2gfB8AqFKlCvT09JCUlITw8HA4OzvD1dUVAwcOzLc8U4+0tDQAOSku8ixiVzr4sbKywps3b1C9enWZ66GhoRrZQ2fjxo0AgLZt28pc37FjBzw9PQEAs2fPRmpqKiZMmIC4uDg0adIEp0+f5j1+GGOfNJ7yyqs4R1wUNvJjbGyMSpUq4fnz53j8+DGcnZ1RuXJl7N27VyyTnJwMAwMDzhtVo3379gHI+fcQAqHCKD3tNXDgQIwePRr79u1DaGgo3r59i7179+Kbb77B119/rWz1RSKifH+EwAfIiQS9vb0RHh6OtLQ0XLp0Kd/onjHGPiUc/ORV0C7PmZmZWLp0KXbu3InMzEyZ2wob+QH+t+Irv52ee/fuDSsrK43vefe5+fnnnwFAZhaqMEqP/KxevRoSiQTDhw9HVlYWgJyj5cePH48ff/xR2eoZY4wVQ3Z2Nm7evAmAV3rlJoz8hIWFyaz6DQsLw8KFC2FoaJjnoG5h5Kew4Ofo0aP5Bj+WlpaQSqUICgpCt27dVPlQWC5NmzZFaGgojIyM5CqvdPBjZGSE9evXY8WKFXj58iWICJUrV4aZmZmyVTPGGCumx48fIykpCebm5qhZs6a2u6MzhH1+0tPTERMTg9KlSwMA9PT0MGrUKGRmZsrsh0REhU57AYWP/Pzwww/46aef4OTkpNLHwWTNnDkTBw4cgLm5OWJjY4ssr3TwIzAzM0OtWrVUVR1jjDElCFNejRs35jOncjEyMkKZMmUQFRWFd+/eicGPi4sLtm3blqd8ZGQkUlJSIJFIUKFChXzrLCz4UWQXaVZ8wu7Oah35mT59On744QeYm5tj+vTphZYtyUv9GjVqBH19fXh5ecHLy0vb3WGMMbkJmxtyvk9eZcuWFYOfOnXqFFpWyPcpV65cgR+swoKfiIgIxMfHK7zsmilPCH7kTSovVvATEBAgJoQFBAQUWK6oHZR1nb+/f6EHozHGmK7ik9wLVrZsWQQGBuLt27fitYJOZS8q3wfIWfVctmxZvHv3Do8fP87znB88eBCnT5/GyJEj+d9DDaKjo/Hll18CUPPIT+7DTHfu3Ily5crlOTOGiBAaGlqc6hljjCkhPj4ejx49AsCbG+Ynv+Xu/fv3x+XLl/Hbb79h4MCB4nVh5Keo6asaNWoUGPwcPnwYu3fvRoUKFTj4UYMPHz6IR2qZmJjIdR+ll7q7ubkhOjo6z/XY2Fie62SMMS24desWgJzRCnt7ey33RvfkF/yEhoYiNjYW5ubmMmXlGfkBCs/76devH+bMmYN27dop1W+WP2dnZ6xYsQKAmqe9citoJ8UPHz7IHYExxhhTHZ7yKlx+wc/58+cRGhqK8uXLy5RVZOQHgDjillv//v3Rv39/pfrMCmZkZCSe1an2pe5CorNEIsGiRYtklrYL+0vUrVu3uNUzxhgrJt7csHD5bXRobW0Na2vrPGXlHflxd3cHkP/ID1M/jSQ8A/9LdCYiPHjwQCbaMjIyQp06dTBz5sziVs8YY6wYpFIpBz9FkPeIi8zMTDF3Vd6Rn5CQEKSmpsLU1FTm9uzsbDx58gQ2NjbiXkNMNYKDg3Hp0iUAGgh+hKTnkSNHYv369bwqijHGdMDz588RFxcHExOTIpdxf66E4Cc2Nhapqal4/fo1Dh48iFq1aqF3795iuTdv3kAqlcLExASOjo6F1lmmTBnY2toiNjYWT58+zTPz4enpiT///BPLly/HvHnzVP6YPme3bt0Sz1KTd9pL6YTnHTt2cODDGGM6Qhj1adiwIQwNDbXcG91UqlQpcWQmLCwMN2/exMKFC/Hrr7/KlMud71PU1i0SiaTQpOfatWvD3NwcycnJqngILBd7e3tUrVoVgPwjP0oHPytWrMD27dvzXN++fTtWrlypbPWMMcYUwJsbFk0ikchMfbm5uWHUqFF5zt6SN99HUL9+fQDA6dOn89w2ceJEJCQkYOnSpcp0neWjXbt24j4/Ggt+Nm/eLO5umVvNmjWxadMmZavXqkaNGsHd3R0+Pj7a7gpjjMmFV3rJJ3fw07p1a2zbti3PiQVFneb+sQEDBgAADh06JCbgCkxNTfmYETXSWMKzICIiIt8D28qUKYPw8HBlq9cq3uGZMVaSfPjwAQ8ePADAIz9FkSfpuagDTT/WokULlCtXDm/fvsWJEyfQp08fpfvJ5KNo8KP0yI+LiwuuXr2a5/rVq1c5o50xxjTo9u3bkEqlcHFx4fffIuQOftLS0vIto+jIj56enrg79J49e/Lcvnv3bnTo0CFPbtGn6qeffoKNjY24EktdJk2ahJ07dwLQYMLzN998g6lTp2LHjh14/fo1Xr9+je3bt2PatGkYM2aMstUzxhiTE+f7yC938OPg4ABbW1sx2BEoOvIDAF9//TUA4NixY/jw4YPMbW/fvsX58+dx8eJFJXpeMty9exfz5s1DfHw8Jk6ciOzsbLW1FRoaiqSkJAAanPaaPXs2YmNjMWHCBGRkZICIYGpqijlz5mDu3LnKVs8YY0xOnO8jPyH4CQkJQWJiIgDIHAWSmJiImJgYAIoFP/Xr10eVKlXw/PlzHDlyBEOGDBFv69GjB6ysrNCpUydVPASdlZmZiVGjRokBz8OHD/HHH39g5MiRamlv7dq1SEpKwvnz5zU37SWRSLBy5UpERUXhxo0buH//PmJjY7Fo0aISf6o7Y4yVFETEmxsqQNjl+f3794iPj8fDhw9hYWEh3i6M+pQuXRqWlpZy1yuRSDBo0CAAeae+atasiXHjxqFSpUr53vfYsWNo2bKl2HZJtXLlSty7dw92dnaYM2cOAGDhwoVISUlRS3sVK1YU/400NvIDAOfOncO5c+cQGRkJqVQqc1t+y+AZY4ypVnBwMCIjI2FoaIh69eppuzs6Txj5CQsLg6WlJWrWrClzu6L5Prl9/fXX+OGHH3Dq1CnExsbC1tZWrvstWbKkxO8FJJVKxW1u1q9fjy+//BL79u1DSEgIli1bhmXLlqmlXY0nPH///ffo3Lkzzp07h+joaMTFxcn8MMYYUz9h1Kd+/fp8qLQcHB0dIZFIkJWVhaioqDy3FyffR1CjRg3UqVMHWVlZ8PPzk7ktJSUFR48ezZP0HB0djQcPHuDy5ctF7iaty969e4cPHz7AwMAAAwcOhLGxsXji+vLly7F+/XqVt7lr1y7xGBK1H2wq2LRpE3x9fTFs2DBlq2KMMVZMPOWlGENDQzg4OCAiIgLff/89Bg4ciDZt2oi3KzPyA+SM/ty7dw979uyRWfwTEhKC3r17w8TEBKNHjxZ3mi5dujSio6Ph7++P0qVLK/HItOvFixcAcoJGA4OcEGPQoEF4/PgxlixZgqlTp8LMzExlC6KICKNHj0ZmZiYADY78ZGRkoHnz5spWwxhjTAm80ktxwtTXxo0bcfLkSZnblBn5ASAueb948SLCwsLE6zVq1EDr1q0xcuTIPKvBLCwsoK+vj4ULFyIwMLBY7Wrby5cvASBPXpO3t7eY//Pdd9+prL2srCx07txZzNfSWPDzzTffYPfu3cpWwxhjrJhSU1PFD0te6SU/Ifhp3rx5nqBR2ZEfV1dXNGvWDESE/fv3i9clEgkuXbqE3377DWXKlMlzv19++QVLly7Fv//+W6x2tU0Y+alcubLMdYlEIgY/kZGRSE1NLVb9gYGBMs+noaEh/vnnH7i6ugLQ4LRXWloatmzZgrNnz6J27dp5DtJbu3atsk1oTaNGjaCvrw8vLy94eXlpuzuMMZavu3fvIisrC46Ojihfvry2u1NiCMFP+/btZU5zl0qlCAkJAVD8kR8A+Oqrr3D9+nWcPHkSU6dOLbDcoUOHsGPHDowaNQq9e/eGmZmZeE5YSVPQyA+Qc6CsiYkJ0tLSEB4eXuxk8idPnqB27doyR2sJG1VqbLXX/fv3UbduXQA5a/lzK+lL3fl4C8ZYSZB7yqukv+9qUkFHXERERCAtLQ36+vpwcXEpdv0tWrQAkLPzNhHl+bcJCQlB6dKlceDAAfzzzz/w8PDAihUrMHTo0GK3qW0FjfwAOTGBs7MzXr16hbCwMIWDH6lUKtb//v17meBH42d7XbhwQdkqGGOMKYGTnYunoOBHyPcpX758ntkMRQizITExMXj9+rU4NQMAvXr1wrFjx7B371589913qFmzJr744otit6ULiKjQkR8AMsGPoiIjI5GVlQUA4nYA//33H0aNGoXIyEgAGsz5YYwxpl28s3PxCOefnT17VubD+P79+wCUm/ICcj6Ia9euDSBnJiG3KlWqQF9fH69evULNmjXx3XffoU6dOuLtUVFRJW6zw6ioKCQlJUEikRT43AnPeXGCn9xBqrBhYmRkJF6+fCkGRRob+VmyZEmhty9atEjZJhhjjBUgNDQU7969g76+Pho0aKDt7pQopUqVApAznWJjYwMg5wN88eLFAHJygZTVqFEj3LlzB7dv38aAAQPE63PmzMHixYvzTa347bff4OXlhQEDBsgk9+o6YdSnXLlyBe41pUzw8/btW/H/hZGf9u3b4/Lly+jQoQOys7M1l/B8+PBhmd8zMzMRHBwMAwMDVKpUiYMfxhhTI+HE7Nq1a8Pc3FzLvSlZqlWrJv6/VCoFEWHChAmIioqCh4cHZs6cqXQbDRs2BJB35Mfe3h5EhB9++AHt27dH06ZNoa+vDwDw8PAAAMTGxirdviYVlu8jyL2ztqLyG/mxtbVFixYtFN7nR+ngJyAgIM+1xMREeHp6om/fvspWzxhjrBDCyEDPnj213JOSx9raGhYWFvjw4QPevXuHu3fv4uDBgzAwMMDOnTvl/iAtjBD83LlzB1KpFHp6/8s2uXfvHhYtWoQVK1YgJiZG3PCwWbNmiI6Ohp2dndLta1JR+T6A6qa9ch8BkpWVBSICIP9Sd7Xk/FhZWWHJkiVYuHChOqovtt9++w1ubm4wMTFBgwYNcPnyZW13iTHGii0uLk7cnE84TJMpRhiJuHPnjrilyYIFC1S21LxmzZowMTFBYmIinj9/LnNbQkICXF1d0bx5czHwAXL2rilpgQ/wv5EfeYKfj5PM5ZF72ksY+bl58yb27t0rXtd6wnN8fDwSEhLUVb3C9u3bh6lTp2LBggUICAhAq1at0K1bN7x580bbXWOMsWI5fPgwMjMzUatWLbi7u2u7OyXO9evXkZGRAQDw8vJCbGws6tWrhwULFqisDQMDA/Gg2du3b8vc1rRpU8ycORO7du1SWXvaJIz8FDbtpeqRn82bN2P48OHidY1Ne23YsEHmdyJCeHg4du3aha5duypbvcqsXbsWo0ePxjfffAMAWLduHU6dOoWNGzeKh659LDs7G9nZ2XmuSyQSmaHL/MrkJszjfuplhTlzXS6rp6cn7rXxKZclIkil0gLL5n4Nf8plgcJfw7pQFij+39yePXsA5Gyml9/9+D2i8LLnz58XV1TFxcXBwMAAvr6+4vJ2Vf19NmjQANevX8ft27cxZMgQsayBgQHGjRsHQPZ51NPTQ2hoKObPn4/w8HCcPn1a6T58XFYdf3PCyI+rq2uBrwsHBwcAwIcPH5CYmFhontrHfcg98pOUlITs7GxUrFgRDRs2xO3bt2FgYCDzb10YpYOfn3/+WeZ3PT09lClTBiNGjMC8efOUrV4lMjIycOfOHcydO1fmeufOnXHt2rUC7/f333/DzMxM/N3Q0BCGhoawt7dHkyZNxOunTp0q8B/azs5O5uyzs2fPit80PlaqVCm0atVK/P3ChQsFbgFuaWmJtm3bir9fvnwZSUlJ+ZY1NTVFx44dxd+vXbuG+Pj4fMsaGRmhS5cu4u83b95ETExMvmX19fXRvXt38Xd/f39xr4X85N7D4u7duwgPDy+wbPfu3cUX8f3798UTe/PTpUsXcZ43KChI3Jk1Px06dBD/TZ88eSJ+U8lP27ZtYWlpCQB4/vw5nj17VmDZVq1aiStHgoOD8ejRowLLNm/eXBzSfvPmDR48eFBg2caNG4tvFu/evSv0vJ8GDRqI36rCw8Nx586dAsvWrVtX3LwtMjISt27dKrBsrVq1xP1JYmNjC/2bcXd3F4e8ExISCp1arlq1qphw+uHDB1y8eLHAspUqVRJHNlJTU3Hu3LkCy7q6uqJWrVoAcv72T506VWBZFxcXcZPW7OzsQo8UcHJyEvM3ABRaVhPvEZGRkeLzYG9vn6c//B7xPwW9R2RkZMDV1VX8ffDgwTKjFqp6jxCCKSHpWZ73CEtLS/z1118AgAMHDhQYJOjKe4SNjQ2io6MB5IwAFfRv5+7uDktLSyQlJeHp06eIiIgosN6P3yNyz9Q8e/YM//77L+rUqQMHBwfcvn1boRytYgU/9+/fh4eHB/T09ErEPgTR0dHIzs4WXyAC4UTfgowaNUrm90GDBmHw4MFq6SNjjCniwIEDICJUqVIFTk5O2u5OidSwYUMkJSXh559/RtWqVdW2SKdKlSoAchYICfvRFMXGxgbbt29HSkqKeDq6LhOCRDs7O5lBg/w4OzsXGfh8LDExUWYwQNjRGYDCK70AQEKFjZEVQF9fH+Hh4bC3t0fFihXh7++v08lZYWFhKFu2LK5duyazCdiyZcuwa9cuPHnyRKZ8YmIirK2tERISIrMHg7GxMYyNjXnaq4CyujaknR9dm57iaS+e9gKK9zfXqlUrXLlyBatXry7w3Ch+jyi6bGZmJo4dO4YOHTrA2tpaLX+fwj5CycnJuH//PmrWrPnJvUccOnQIAwYMQJMmTXD16tVCy3bs2BEXLlzArl278PXXX8vVh0ePHqFmzZribT169MCRI0cA5Bx22rBhQzg5OeHJkyewtrZGQkJCocdTFSucLFWqFIKDg2Fvb4+QkJBCnxRdULp0aejr6+eJMiMjI/OMBuVmY2Mj19le8s4xfuplc7/Zc1ntlpVIJHL/233KZQHd+NtQddnQ0FBcuXIFEokEgwYNkus+uvDYdOFvI3fZzMxMmJiYyGw+qI4+6Ovro2HDhrh06RJu374tTssqW68yZVX9NyckI5cvX77IssIKu/DwcLn78HGCdEpKCvT19dGsWTNxilaRkZ9irfbq378/2rRpAzc3N0gkEjRs2BAVK1bM90cXGBkZoUGDBjhz5ozM9TNnzsjMtTPGWEkg7O3TqlUr8YOEKa5SpUqwtLQsNE9GVRo1agQg72aHhXn+/DmuXr0q5tLoMiHHR54p2OKs+Mqd7Az8b6l7YGCgOHuj9pyfLVu2oF+/fnjx4gUmT56MMWPGiElfumr69OkYNmwYGjZsiGbNmmHLli148+aNmGnPGGMlhbCvCe/tU3xEhKioKKSlpcHa2lrt7QnJ8h8vdy/M6NGjcfnyZezfv7/A0SldIQQyQmBTmOIEP8LIkouLC0JDQ5GcnAwiwtmzZ3HhwgUsXLiwwCM18lPsLCphGfudO3cwZcoUnQ9+Bg4ciJiYGCxZsgTh4eHw8PDAv//+iwoVKmi7a4wxJrcXL17g9u3b0NfXR//+/bXdnRItPDwcUVFR4qomdRJGfu7du4eMjAy5diKuUKECwsLCSkTCs7pHfoTgp2rVqggNDUVKSgokEglatGghHgOi9pGf3Hbs2KFsFRozYcIETJgwQdvdYIyxYtu3bx+AnG0b7O3ttdybkksikaBUqVLiFhXq5ubmBltbW8TGxuLBgwdyHUJbkjY/1NTIT9WqVXHu3DmZ4y2ElV9qz/lhjDGmHcLGhoWtkmG6R8iPBRSb+iopijvyI++Cc2HBkrCPWHJyMsLCwrB//348fvwYAAc/jDH2SXr48CGCgoJgZGSEPn36aLs7JVpQUBCWLFkCPz8/jbVZ0AnvJV1aWhri4uIAyDfyIwRIaWlpBW6m+TEhwVlYoZ2SkoJr165h4MCB2LlzJwDInI9WFA5+GGOshBASnbt166ax6ZpPlb+/PxYvXozff/9dY216eHgA+N8BoEU5dOgQvvjiC6xdu1ad3VKaMOpjbGws1+vSxMREDFTkDX6EDQ6FPQWlUimMjIxkVjwqkvDMwU8hGjVqBHd3d/j4+Gi7K4yxzxwR8SovFapUqRLGjBmj0TMobW1tAUDuQ79fv36Nf/75p9BjKHSBEPw4OzuLmygWRVgk9eHDB7nKfxz8AEDLli3x33//oWfPngAUG/lRSQr55cuXsXnzZrx8+RIHDx5E2bJlsWvXLri5uaFly5aqaEIr/P395drkkDHG1O3OnTt4+fIlzMzMZM7AYsXTqlUrmbMUNUEYFZF3tKNTp074/fffxfOtdJWQuKzIMSsWFhaIjIws8Ly5jwnTXlZWVjA0NERmZiaSk5Nha2srBkYanfby8/NDly5dYGpqioCAADHrOikpCcuXL1e2esYYU8rZs2exaNEiuRMrdZUw6vPFF18UehI2012KBj8eHh4YPXq0zg8i5B75kVdxR35MTU3Fs8OEgEi4TaPTXkuXLsWmTZuwdetW8eRaIOdU2rt37ypbPWOMFdvbt2/xxRdf4IcffhBPyN61a1ehJ2rrIqlUKi5x5ykv1RAOw9QkIfhJSEjQ+WOhFFHckR8Aco38SKVScWDF1NRUDP6HDx+Oxo0bIzQ0VLxNXkoHP0+fPkXr1q3zXLeyspI7umWMMXUoV64cVqxYgT59+mDAgAHw8fHB8OHD0a9fP7mH23XBtWvX8PbtW1hZWWk0R+VT1qJFC1hYWOQ59kidhJ2kiUiu119aWhoePnyo8wMJ6h75SUtLE/8/98jP48eP4e/vLwayGg1+nJyc8s1cv3Llis6c7cUY+7zknuKaOnUq/Pz8YGxsjAEDBqB8+fL4+uuvS9TUkbC3T79+/RQa2teGd+/eoX///gWeNK8roqKikJycLI5AaIKJiYn47yfP4MDTp09Rq1YtdO/eXc09U44yIz/yBD/CtBYgO/KzbNkyHDlyRNwBW6PBz9ixYzFlyhTcvHkTEokEYWFh+OuvvzBz5kzeTZkxpnG7du1Cv379kJGRIV4TTru2t7dHUFAQFi9erNAJ2NqUlZWFAwcOACgZU15ZWVk4dOgQ1q9fL+7Kq4sCAwPx/Plz1K1bV6PtKpL3Y21tjdKlS6N06dLq7ZSSijPyo8i0lxD8GBgYwMDAQBz5KVeuHHr16oWsrCwAiuX8KL3aa/bs2UhISEC7du2QlpaG1q1bw9jYGDNnzsTEiROVrZ4xxuQWGRmJ8ePHIzk5Gdu3b8/34OLc3/SlUimCg4PFXWN10YULFxAVFYXSpUujffv22u5OkSpUqIARI0age/fucHR01HZ3CmRtba2RA03zazciIkKu4MfV1RVRUVHq75SSijPyo8i0lxD8CEGPMPIjHHGhldVeQM7QU3R0NG7duoUbN24gKioKP/zwgyqqZowxudnb2+PQoUOYOnUqvv3220LLJiYmok+fPmjatCnevHmjoR4qTljl9eWXX8osKtEVb9++RceOHWXyUnx9ffHVV19BX19fiz3TTYqu+NJ16enp4sGi6h75EYIbIfi5ePEiAgMDixX8KDXyk5mZic6dO2Pz5s2oWrWquHU3Y4xpUmpqqvjG17lzZ3Tu3LnI+xgaGuLdu3dISkpCYGAgypcvr+5uKiw9PR2HDh0CoLtTXgsXLsS5c+cwZswY3L59W+5N7rTpzZs32LFjBypWrIhhw4ZptO1PLfgRztwyNjaGjY2N3PcrzsiP8DcujABt27YNSUlJYkK0xpa6Gxoa4uHDhyXixc4Y+zStWLECjRo1Unh6wNTUFH5+frh69Sp69eqlpt4p5/Tp04iPj4ezs7PO7vWydu1a9OnTB/v27ZP5LLh8+TIWLlyIkJAQ7XWuAI8ePYK3tzfWrFmj8bZzL3eXx4QJE9CrVy8EBwersVfFl3vKS5FYQBUjP66urqhbt652pr2GDx+Obdu2KVuNTuLjLRjTbXFxcfDx8UFQUBAOHz6s8P1dXV3RoEED8Xdd2whRmPLSpSmkDx8+iAdJAoCNjQ0OHz6MypUry5RbuHAhli5dilOnTmm6i0VydHTEt99+q5XDYRUd+Tlx4gSOHTuG9+/fq69TSlDkNPfcVDHy8/XXX2PevHman/YCgIyMDPz+++84c+YMGjZsmGf5qK4fyFYYPt6CMd1mY2ODc+fO4fTp00Xm+BTl9evXGDp0KH7++WedmMJPSUnBkSNHAOS8yeuCzMxMDBgwAKdOnYKjoyO6dOlSYNn+/fujbNmyqFq1qgZ7KJ+6deti8+bNWmlb0eDn+++/R0ZGBlxdXdXWJ2UIIz+K5PsAqhn5ERKeizPtpXTw8/DhQ9SvXx8A8OzZM5nbeDqMMaZqRITQ0FAxR6datWoqOfto8eLFuHLlCsaNGwd/f3+tv3/9888/SE5OhpubGxo1aqTVvgj09PRQvnx5mJqaFnl696RJkzBp0iTNdKwEUTT4GT58uPo6owLFHfkpzj4/H4/8fHy8hUZHfi5cuKBsFYwxJhepVAovLy/s378fFy9eRK1atVRW9/r165GamopVq1ZpPfABIHOCuy70BwD09fWxadMmzJgxQydHdOSVlZUlboynaZ9awnNxR36UmfYSRn4OHToEb29v7S11Z4x9XhISEnD9+nW8fftWo+2mpqYiICAAcXFxuHfvnkrrtra2xr59+1ChQgWV1lscCQkJ+PfffwHoxiqvmzdvivlQEolEocAnOjoaz58/V1fXiqV///4wNzcXz3vTJEWDn6ioKAQFBYmrqnSNIiM/cXFx6NSpE5o0aSIGMMWZ9hK2fIiNjYWZmZl2pr2WLFlS6O2LFi1StgnGmJZkZmbi6dOnePDggczP69evAeS8Cf36669K59vIy9zcHCdOnMCVK1fwxRdfqLWtu3fv4v379+jWrZta28nPkSNHkJ6ejho1aqh0dKs4/vrrLwwdOhReXl7YsGGDQjtj+/r6YtSoUejWrRuOHz+uxl4qJjIyEikpKQqNFKiKosHPvHnzsG3bNixbtgzz589XX8eKKTIyEkDOHltFSU9Px9mzZwFATOCXZ+RHmN4S/r2EXNy6devCyspKDH40Ou318QqLzMxMBAcHw8DAAJUqVeLgh7ESgIjw9u3bPEHO48ePCzz92s7ODjExMRg7diwCAgKwfv16GBkZqbxvGRkZuHXrlrjU28bGRu2Bz82bN9GmTRsYGRnh9u3bGp3iSUlJwcqVKwHoxpRXfHw8JBIJDA0NFe5LnTp1QESIjY0FEWn9sQhOnTqFyMhIuT6wVU3YVVre4MfOzg52dnY6s9rvY9HR0QCAMmXKFFn2999/BwC4uLiIewIlJydDKpUWGlR/PPIjTJmZmZnJHGNjamoq94pNpYOfgICAPNcSExPh6emJvn37Kls9Y0zFEhMT8wQ5Dx48KPDN2NLSErVq1crzU6pUKfz4449YsGABNm3ahKCgIBw8eFClHyjp6ekYMGAATpw4gYMHD6J3794qq7sw9evXR+PGjWFtbS3Xm7oqTZ06FY8ePYKjoyPGjx+v0bbz4+XlhXr16qFp06bFCn7Cw8N17pgLKysrra3kVXTkZ+XKlWIwrItiYmIA5ARpRRH24hoxYoRM+eTkZDGgyU9BCc/Jycl5TnwXRomKopaMLysrKyxZsgQ9e/bU+O6ZjLEcRU1ZfUxfXx/VqlVD7dq1ZYKcChUqFPihN2/ePNSuXRuDBw/G5cuX0bBhQ/z999/iClBlGRgYwNraGgYGBjA2NlZJnfIwNDTEsWPHYGlpqdEDUPft24etW7dCIpHgzz//1HjgJQgNDYWDg4M4kte8efNi1aOnp6dzgY+25d7kUJdGw4ojJSVFDDbkOXx13bp1WLJkCYgIJiYm0NPTg1QqRVJSkkLBj5AnFBMTI96mr6+vUBK72tLd4+Pj5d7BkjFWfESEd+/e4f79+3JPWZUtW1YMboRgp3r16sUKMHr06IGbN2+id+/eePbsGVq0aIHt27cXa2+au3fv4uDBg3Bzc8OYMWOgr6+PHTt2YMaMGRo/ffvjQy/fvHmj1iMwXr16hTFjxgAAFixYgA4dOqitrcKEh4ejdevWqFy5Mg4dOlToh1JJFBcXhw0bNsDJyUljuWq5CcGPVCrFhw8fSvTzK4z6GBoayvU4JBIJwsLCEB4eDnd3d1haWiIhIaHIvJ+Pg58nT54AyMk3Ks5KL0AFwc+GDRtkficihIeHY9euXejatauy1WtVo0aNoK+vDy8vL3h5eWm7O4zJSE9Ph5eXF/z8/AqdsvLw8JAJdDw8PGBra6vSvlSvXh03b97EkCFD8O+//2Lw4MEIDAzE8uXLxVyFj7/lTpo0CXfv3sXOnTvF3YHv37+PFStWoEOHDmIgYGBgoPHAJzepVIoffvgBy5Ytw5kzZ9CmTRuVt5GRkYGBAwciKSkJLVq0wOLFi1Xehrx27dqF9+/fw8DAAKmpqUp/OKekpGDChAm4evUq7t27J05ZaMvr16/h7e0NBwcHrQQ/JiYmMDIyQkZGBuLj44t8fv39/bF+/Xq4urrC09MTFStW1OhoZGFyT3nJO4I1ceJEnD9/Hrt374aFhQUSEhKKXPH1cYCTe0S0OMnOAABSkqurq8xPxYoVqUmTJjRv3jxKTExUtnqtSEhIIACUkJCg7a4wlq/09HT64osvCAABIH19fXJ3d6eBAwfS0qVL6ciRIxQcHExSqVSj/crMzKSJEyeK/eratSvt37+fKlWqRN27d5cpW7duXQJAR48eFa89fPiQxo8fT9u3b9dovwsjlUpp6NChBIAWLFigljZmzJhBAMjGxoZev36tljYUkZaWRpGRkSqpSyqVUrly5QgAnTlzRiV1KuPFixc0duxYmjJlitb6YG9vTwDo/v37RZY9duwYAaBKlSoRAFq6dKkGeiifM2fOEADy8PAosqxUKqUJEyYQAHJzc6NDhw5RtWrVCABdvHix0Pv269ePAJCPjw8REb1584YAkKGhIfn7+xMAcnFxISL5P7+VDn5CQkIoOzs7z3WpVKoTf8TFwcEP02Xp6enUu3dvAkAmJiZ0+PBhSktL03g/3r59m+dNq3HjxgSA5syZQ6ampgRA/OBzc3OTKXvgwAHas2cPhYeHa7LbxZKcnEx+fn5qqfv48eNisPj333+rpQ1t27dvH506dYqSk5O13RWdULVqVQJA//33X5Flg4ODafXq1dStWzcCQLVq1dJAD+WzZ88eAkBt27YtsmxUVJT4Ok9PTyciooYNGxIAOnbsWKH3FR678KUoJiZGrOvcuXMEgKpWrUpE8n9+Kz3tVbFiRYSHh+dZ4REbGws3NzdkZ2cr2wRj7P9lZmZi0KBBOHLkCIyNjXHkyBF07txZ4/24cOECevbsibJly8oca+Pi4oI7d+6gatWquHr1Kvr06YM3b97A1NQ0z1TOl19+qeluF5uZmRn69eun8nrfvXuHESNGAMiZBtTUaraCkJoScL/66iuV11mSKbLiy9XVFTNmzMDVq1cBAA8ePEBUVJTWkuFzU2Sll76+PhYuXIiEhAQxkV7eIy4KWu2Vuw+KTnspPXFIBayp//Dhg0K7LTLGCpeZmYnBgwfj8OHDMDIywt9//62VwAcAatSogTJlysDQ0FDmPWDz5s1ISUnBqFGjUK9ePdy+fRutW7dGamoqRo4ciaVLl+rcyemKSk5Oxpo1awpMJpdXdnY2hg4diujoaNSrVw8//fSTinpYfF27dkXnzp1Vvnu2LtGFL+TFOeIiNDRU/P9Lly6puEfFI+zxI89KLxsbGyxZsgTr168Xr8l7xMXHwc/UqVPFIF047V7ReKPYIz/Tp08HkJO9vWjRIplILDs7Gzdv3tRqkiJjn5KsrCwMHToUBw8ehJGREQ4fPqzVBQWOjo7477//4OTkJDNS8PE3wDJlyuDs2bOYNm0afHx8sHDhQty7dw87duwQv/WVJESEVq1aISAgAHp6epg2bVqx61q+fDkuXrwIc3Nz7N27V6NL+fOTlJSE8+fPIysrSy0rkJ48eYKTJ0+iadOmaNq0qcrrl9eECROwa9cuLFu2TKl/P2UoEvxIpVKEhYUhODhYvHbhwgWdGDlVJPgRHD9+HOvXr0eTJk3kPtldCH6EOOPJkyfil6h3794B0ODIT0BAAAICAkBEePDggfh7QEAAnjx5gjp16sDX17e41TPG/l9WVhaGDRuG/fv3w9DQEH5+fujevbtG+/Dhwwf0799f5htn+fLlxTN2CiMcgbF161YYGhri4MGDaNGihcybeUkhkUgwYcIEuLq6KnWS/H///Qdvb28AwKZNm3TikFALCwvcu3cPW7ZsQcWKFVVe/4YNGzBt2jTs2bNH5XUrQlgerc1gU5FdntPT0+Hi4iJO7wC6c6C4ItNeCQkJSE5ORmRkJM6cOYM7d+4Ue+Rnw4YNcHFxAVD84EfphGdPT0+tJQYHBwfTqFGjyNXVlUxMTKhixYq0aNEiMZlK8Pr1a+rZsyeZmZmRnZ0dTZo0KU+Z3DjhmemKrKwsGjx4sLiy4ciRI1rpx/z58wkAOTs7U2pqarHruXr1Kjk4OBAAsrOzo3Pnzqmwl5qRnZ1NKSkpxb5/dHQ0lS1blgDQiBEjVNcxHXfs2DHq2rUr7dy5U6v9SEpKohcvXlBMTIzW+jBr1iwCQNOnTy+yrFQqFRcPGBgYkEQiIQBqXyhw+fJlunDhQqFlOnXqRADojz/+KLI+YRXo0KFDadeuXXT58mWaPn06AaBZs2YVel9h0cTt27fFay1btiQA1L59ewJAffv2JSL5P7+VzvnZsWOH1rYJf/LkCaRSKTZv3oygoCD8/PPP2LRpk8zhb9nZ2ejRoweSk5Nx5coV7N27F35+fpgxY4ZW+syYvLKzszFy5Ejs3r0bBgYG2L9/P3r16qWVvnz33Xfo1asX/Pz8lMrla968OW7fvo2GDRsiJiYGnTt3xoYNG0pUHpCenl6xD8QkInh6euLdu3eoVq0afv31VxX3Tnf17NkTJ06cwPDhw7XaDwsLC1SqVEnle10pQpFpL4lEghMnTgDISX6uU6cOAODixYtq6l3O3jldunRB165dC52SUmTaSyjbpEkTDB06FC1btix2wjPwv9EmrY38LF++nLZt25bn+rZt2+jHH39UtnqFrVq1SmZJ7b///kt6enr07t078dqePXvI2Ni4wMiQR36YtmVnZ5Onp6e4h8/Bgwc13ofnz5+rre6UlBQaNmyYuFzV09NTqRElbfnnn3+od+/elJmZKVf5devWEQAyNjamgIAA9XZOAe/evaMZM2boxD48nwMfHx8CQP3795er/K5duwgAtWvXjqZNm0YA6Ntvv1Vb/548eSL+bRb2Oi1fvjwBoJs3bxZZp1QqpYSEBEpKShKv/fTTT+JoUGHMzMwIAL169YoyMzNp79691LlzZwJAlpaWBIBGjx5NRBoc+dm8eTOqV6+e53rNmjWxadMmZatXWEJCgkxEf/36dXh4eMDZ2Vm81qVLF6Snp+POnTuF1pWYmCjzk56errZ+MyaQSqUYM2YMfH19oa+vjz179qB///4a7YPwd719+3a11G9qaoqdO3di7dq10NPTg6+vL9q2bYuwsDC1tKcOSUlJGD58OI4cOYItW7YUWf7OnTuYNWsWAGDNmjU6tSDk9OnTWLNmDRYsWKD2ttLS0mS2R9CkrKwseHt7w8fHR+Y0cE1TdLXX27dvAeRsJdGuXTsA6s37CQkJEf//1atXBZZTZORHIpHAysoKxsbGuHv3Li5evCjXyA8RyYz8xMXFYdCgQTh9+jSA/yVLKzoirXTwExERAScnpzzXy5Qpg/DwcGWrV8jLly/xyy+/YNy4ceK1iIgIODg4yJSzsbGBkZERIiIiCq3PxcUF1tbW4s+KFSvU0m/GBFKpFOPGjcP27duhp6eHv/76CwMGDNB4P96+fYvs7Gxcv35dbW1IJBJMmzYNJ0+ehI2NDW7evImGDRvixo0bamtTlSwtLfHTTz9h5syZRR7gnJSUhEGDBiEzMxN9+/bFhAkTNNRL+VStWhUjR44s1nlsirh16xZsbGy0tlIxJiYG33//PSZNmiQeu6INigY/R48eBZAz5dq6dWvo6enh+fPn4pSPquUOfgpamJCamqrQoaaCxMRENGjQAO3atctzUGl+0tPTxWlxU1NTZGVloU2bNnnO2dP4Pj8uLi7i5ku5Xb16VWa0RRHe3t6QSCSF/ty+fVvmPmFhYejatSsGDBiAb775Rua2/DbtIjk28woNDUVCQoL4M2/evGI9HsbkQUTw8vLC1q1boaenh127dmHgwIFa6cuSJUvg5+cn14iGsjp16gR/f3/UrFkT4eHhaNOmDXbs2KH2dlVh1KhR+OmnnwpdGk5EGDduHF68eIHy5ctj27ZtOneSd/PmzbF9+3ZMnTpVre24u7sjKysLaWlpMquXNEUikWDs2LEYPnx4iQp+Xrx4If6/tbU16tevD0B9oz/yjPwI/34GBgZFbo2QkJCAcePGYcmSJbCyskLZsmXh7u4ubnZY2MiPMOoD5AQ4Tk5OuHjxYp7PY43n/Pz4449kZ2dH27dvp5CQEAoJCaFt27aRnZ0dLV++vFh1RkVF0ePHjwv9yZ0f8O7dO6patSoNGzYsz1EbCxcupNq1a8tci42NJQB0/vz5fNvnnB+mabnPvZFIJLRr1y6Nth8REUELFy7M96gaTUlMTKQ+ffqIuQaTJ0+mjIwMrfWnOHLnMxAR3b59W1wRo6+vT1evXtVSz3SHNs6c0zVBQUHiikd5VKhQQeZsK2G12KhRo9TSv4EDB4p/h926dcu3TEBAAAEgR0fHIut78OABASBbW1uZ68LRFDVr1izwvu/evSMApKenJ/O62b9/v9hHAGK8obGzvaRSKc2ePZtMTExIT0+P9PT0yMzMjL7//ntlq5bL27dvqUqVKjRo0CDKysrKc7uQ8BwWFiZe27t3Lyc8M50hlUpp0qRJYuDj6+ur0fYzMjLEAwYXLVqk0bY/lp2dTd7e3uIbWq1atWj8+PHk4+NDly5d0ury5MK8f/+eBg0aRHXq1KHMzEx69uwZffXVV+LjMDQ0FD+4dE1QUJDMghCmfsIHur6+vlyBoJ2dHQGge/fuEVHO5xryOS9PVZo0aSK+dqtVq5ZvGeFQ08ICF8Hbt29p0aJFtHDhQpnrN2/eJABUvnz5Au/74sULAkDm5uYy18+ePSsT/Kxdu5aINBj8CJKSkujWrVv04MEDjR2y+O7dO6pcuTK1b9+e3r59S+Hh4eKPICsrizw8PKhDhw509+5dOnv2LJUrV44mTpxYYL0c/DBNkUqlNHXqVDHw0dZp5n/++SdVqVKFnj59qpX2P3b48GGysLCQeXMTfpycnKhTp040bdo02rZtG928eZM+fPig1f5GRUWRra0tSSQS6tmzJ+nr64v/pkOHDqVXr15ptX+FEVbN7NixQ9tdUTttjmzmlpycLL6ePx4tLKxsbGwsEeWMkn58TZWEvbjw/ysT83vehENN27RpU+x2Hj16lO+IUG7CqFHp0qWJiOivv/6iunXr0pgxY2TeFzZu3EhEGjzYVGBhYYFGjRqpqjq5nD59Gi9evMCLFy9Qrlw5mdvo/xOk9PX1cfz4cUyYMAEtWrSAqakpBg8ejNWrVxdZ/9y5czWyC6gm5v/19PTQrFkz9OzZU+vb6LMcRIRZs2Zh3bp1AICtW7di5MiRGms/LS1NXCExZMgQ9O/fX2fO4+vTpw+ePn2KCxcu4OHDh+JPSEgIwsPDER4ejjNnzsjcp2LFivDw8JD5qVatmphXoE4GBgZo27Ytjh8/jn/++QcA0KNHDyxfvhy1a9dWe/vFRf+/kkYikWjs/fv58+f46aefYGRkpPF9jr7//nv89NNPmDp1KpYvX67RtnMzNTWFoaEhMjMzER8fX+hRL8JKL1NTU3HFsaWlJezt7REZGYmQkBDY2NiorG+pqanieVlATsJxREREnhxeIedHkWRnwcKFC3Hz5k0xP7ewhOeP9/gJCQlBYGBgnl3RFc35UTr4WbJkSaG3L1q0SNkmCuTp6QlPT88iy5UvX158Q1LExo0bi9Er3WZra4uvv/4aI0aMQMOGDXUu8fJzQUSYM2cO1qxZAyBnafno0aM10rZUKsWiRYtw8uRJXLp0Cebm5gAUXyqqbs7OzhgyZIjMtaSkJDx69AgPHz7EgwcPxKDo/fv3ePXqFV69eiWujAFygpKqVavKBES1atVCxYoVoaen9HoPpKam4pdffsGPP/6IuLg4ADnJwz/++CNatWqldP3qJpFI8N9//yEmJkZjm/6lpqZi69atsLOz03jwExUVhdTUVBgYqOx7f7FIJBJYW1sjOjoa8fHxeb685yYcaJqamoo5c+Zg586dAAA3NzdERkYiODgY9erVU1nfhGRnKysr2NraIiQkBK9evcoT/AjL3OU52iIlJQVEBDMzM0gkEty5cwdnzpxB7969AeQc2pyRkZHvF5WPg58hQ4agfv36sLS0xP79+8VyGjvYVHD48GGZ3zMzMxEcHAwDAwNUqlRJrcGPuk2fPl2pURJS0a61qqjnw4cPOHz4MMLCwuDj4wMfHx+4u7vD09MTQ4cOzXe7AqYeRIT58+eLp3j/9ttv+PbbbzXWfkREBDZv3ozo6GgcPXpU7cubVcnS0hJNmjRBkyZNZK5HRUUhKChIZpTo4cOHSEhIwKNHj/Do0SOZN0ozMzPUrFlTDIZq1aoFDw8PODg4yPWFICsrCzt27IC3t7e4N1HNmjWxfPlyfPHFF4iOjsbjx49Ro0YN1T4BaiLPB5iqCJ8LFStWlGvVrSoJWxMIAb82lSpVSgx+CiMEPxKJBFKpVLzu6uqKmzdvyqzMUgWhPjc3NzH4CQ4ORsuWLWXKKbLHz9KlS7FixQpMnjwZ69evx5QpU/D111/LjDYmJSXl+zr8OPipUKECKlSoACISR89y3y4vpYOfgICAPNcSExPh6emJvn37Klu9Vi1evFhrR3eow/r163Hu3Dn4+vri8OHDePToEWbPno25c+eiS5cu8PT0RK9evXRuBOBTQkRYuHAhfvzxRwDAr7/+ivHjx2u0D87Ozjhy5AiePXtWogKfwpQpUwZt27ZF27ZtxWtEhHfv3omBkDBS9OjRI6SkpMDf3x/+/v4y9ZQuXVoMhISgqGbNmuJSXiKCn58fFixYIG7UV758eSxZsgRDhw6Fvr4+Lly4gH79+qFChQq4ffu21kcZCqPp4AMAzM3N8f3332u0zdxtq+PQ1uIQlrsnJCQUWk4Ifjw9PWU2HXV1dQUAtQU/rq6uKF26NC5cuJDvcndFpr2EpezC31GXLl3E24yNjZGeno4PHz7IFfwIJBIJbG1txSk6jQc/+bGyssKSJUvQs2fPIjf/Ypqjr6+Pzp07o3PnzkhISMD+/fvh6+uLa9eu4cSJEzhx4gRKlSqFQYMGwdPTE40bN+ZpMRXz9vbGsmXLAOQEo15eXhpp99mzZ0hLSxPzT5o3b47mzZtrpG1tkUgkKFeuHMqVKyezqV52djZevnyJBw8eiD8PHz7EixcvEB0djQsXLuTZP8XV1RW1atVCeHi4uMdY6dKlsWDBAowfP15mhNjDw0Ns//379yhbtqwGHq3ioqOj4eHhgQ4dOmDnzp06HaR9iuTd60cIfj7e1M/NzQ1AwZsQFpdQn6urK8qUKVNgG4pMe61bt67ATYItLS2Rnp5eYN7Px8HPxYsXkZGRgQYNGsgEPxqf9ipIfHx8kRGtrmvUqBH09fXh5eWlsQ8pTbG2tsaYMWMwZswYPHv2DH/88Qf++OMPhIaGYtOmTdi0aROqVasGT09PDBs2TGffwEuSJUuWiDlya9euxeTJkzXS7p07d9C5c2eYmprixo0bheYXfA709fVRtWpVVK1aVebYkNTUVJl8IiEoCgsLQ0hIiPiN2NzcHDNmzMCMGTPyHRkuU6YMLl++jBo1amh1I72inD9/Hu/fv8eDBw80HvikpqYiJCQEJiYm4oe4ukVERGDNmjXw8PDAiBEjNNJmYRQNflxcXGSua2LkRzgdIb+RH0WmvfT09GSmGmNjYxESEgJTU1NYWFggOjoaSUlJkEqleXLxPg5+pk+fjoCAAPz7778yeWoaH/nZsGGDzO9EhPDwcOzatUtrW5irir+//yc17VWQqlWrYunSpViyZAkuXLgAX19f+Pn54enTp5g3bx7mz5+PTp06wdPTE3369Cn2idafs2XLlmHx4sUAcvIOpk2bprG2K1WqBAcHB1hZWcHQ0FBj7ZY0pqamaNCgARo0aCBzPSYmRpw6S0lJwfDhw/McmfMxYfRHl/Xp0weXLl1CcnKyxtv+4YcfsGLFCnh5eWks6fn+/ftYvXo1qlevXiKDnyNHjuDBgwfi6lAhaAwJCVHp9GXunB/hdZ7fyI8yq7327duHCRMmoE+fPuLzEBERgaZNm2LcuHEYMWIEMjIyYGpqmif4qV69OrKzs+Hg4CAz6qTxHZ5dXV1lfipWrEhNmjShefPmUWJiorLVawXv85PzHGzbto1atWols5eClZUVjRkzhq5evfrZ79IqrxUrVojP348//qiVPrx9+5ZSUlK00vbnLDs7m3bs2EHXr1/Xdld0ytatW8nKyoomTJigsTbv379PkyZNIm9vb421WZiZM2cSAJo5c2ah5aysrMT3D2tra/F6amqqeD0qKkpl/SpTpgwBoMDAQHr//r24X9XH+/cJJ62/ePGiyDrXrVtHCxYsEPcRO3DgADk7O5Onpye1a9eOAFCPHj1kPmumTJlCRIWf/O7p6SmWF/qhkU0OMzIyqE2bNvTkyRNlqtE5HPzIevHiBS1atEjcYl34qVKlCi1dupRev36t7S7qrFWrVuXZfl3d0tPTaeTIkXTkyBGNtMcKtmzZMgJA9erVy3cH+s9VVlbWZ//laenSpQSAvvnmmwLLCJ9FAGjWrFm0evVqmdudnJwIAPn7+6ukT0lJSWJ7cXFxJJVKxSAn9waoKSkpYrn4+Pgi661Tpw4BoFOnTuW5rV+/fgSAFixYQMePH6chQ4YQAPr666+JiGjJkiUEgL799ts8950+fbrYD2GXcnk/v5Xa6MLQ0BBBQUE6Pa/NlFepUiV8//33ePXqFS5cuIARI0bA3Nwcz58/x3fffQdXV1d07NgRf/75p1aG0HXV2rVrMXv2bAA5w/yaOhjXx8cHO3bswPDhw8W9Z5h2fPPNN3BxccHXX38ts0xZ244ePYoVK1bg8ePHWmlfX1//s19MIc+0lzDlZW1tjVWrVmHGjBkyt+ee+lKF169fi30rVaoUJBKJuDoud95P7kNN5UkNGT58OCZNmpTvSjthg0YTExN0794dPj4+eP/+Pf744w8ABa/2AqBUzo/Su3wNHz4cv//+u7LVsBJAT08Pbdu2ha+vLyIiIuDr64u2bduCiHDu3DkMGzYMjo6OGD16NC5fvqyyfY5KonXr1olvVN7e3vjuu+801vbEiRMxYMAA7Nu3T6U7vzLF2dvb48WLF5g1a5ZO5Vtt374d8+fPz7NP26csPDxcp96T5Al+hN2dP052FghJz6pa8ZU730eQ36qy3Cu95Alip0+fjg0bNqBy5cp5bhPeo4QvatbW1rC3txeT8FNSUgDkBDfCho69evUS2xdoPOE5IyMDv//+O86cOYOGDRvm2Txq7dq1yjbBdJCFhQVGjBiBESNGIDg4GLt27YKvry+Cg4Oxfft2bN++HRUrVsSIESMwfPhw8Y/0c/DLL7+ICc0LFy4UE53V6eXLl6hYsSIkEgkMDQ1lNvRj2pV719qsrCxxczZt6t27N4gI3bp101ofFi9ejOvXr2PZsmVqP1ojOTkZzs7OMDc3x7t372Btba3W9uQh9EGekR8XFxd8+PABiYmJKF26tPiaUvWKr9wrvQRC8JN75EfY2LOoxP+CJCQkYMyYMUhMTBR3Qr99+zbOnTuHDh06yJTNPfITGRmJwMBAMVDKPfKj6IbESo/8PHz4EPXr14eVlRWePXuGgIAA8ScwMFDZ6lkJ4ObmhkWLFuHFixe4dOkSRo0aBQsLC7x69QqLFy+Gm5sb2rVrh507d4qbXX2qfHx8xCXs8+fP18hmbgcOHEDNmjX5i4aOCwkJQdu2bXVi1/uRI0fiyJEjKj0WQVHXrl3DmTNn8OjRI7W39fr1a+jr68PU1FQnAh9AsWkvFxcXVK9eHWXLlsWDBw/E21U97ZV7jx9BftNewv/Ls2EkEYnHWwgMDAxw4MABnDp1Shww+e+///Dll18iNTUVK1euxMyZMyGVSmWCn2rVquHEiRP47bffAPwv+DExMVF4GlXpkZ+PNwNjny89PT20bt0arVu3xoYNG3D48GH4+vri/PnzuHjxIi5evAgvLy8MGDAAI0aMQOvWrVVyvpKu2LRpEyZOnAgAmDNnDpYuXaqRvIa3b98iPT0dV65cwbRp0z6p5/RTcvfuXVy9ehVBQUGYOXOmRo+U0EUTJ07EkCFD0Lp1a7W35e7ujpSUFERERKi9LXnJs8Nz7uDHysoKERERMnmV6pr2yh38CFNVz58/F6+9fPkSQE4+aFESExNRqlQp6OnpITk5GSYmJjAzM8NPP/2E8uXLIyMjA0DO89GyZUvo6elh7ty5AHK+QOYOfkqVKiWzhY4Q/BRr+5Ui07SL8Pr16wKz9kvqKiBe7aVar1+/pqVLl1LlypVlVou5urrSokWL5Foqqes2b94sPq6ZM2dqdCWLVCqlgwcP8mqiEuCnn36iV69eabUPV65coaSkJK32gRGFhoYSADI0NCzw/aJjx44EgHx9fSktLS1PuefPnxMAMjU1FW+7desWDRkyhGbNmqVwn5o1a0YAyM/PT7z27NkzAkAmJiaUnZ1NRES9evUiAOTj41NknW/fviUApK+vn+/jPHnyJAGgOnXqiNe+/fZbmjFjBsXExIhL4H///fc8983IyKD27dvLPFaNLHUnItLT06P379/nuR4dHU16enrKVq8VHPyoh1QqpStXrtCYMWNk9q4AQK1ataJt27aVyL2hfv/9d/FxTJs2TSOBz+e+TJgVT0JCAunr65OhoSGFh4druzuftdzLypOTk/MtU61aNQJA586dy/f29PR0kkgkBED8HD5+/DgBoJo1ayrcpxo1ahAAunDhgngtMzOTDA0NCQCFhIQQEVHNmjUJAJ08ebLIOqVSKSUmJhb4ert58yYBoPLly+d7e5s2bQgA7dmzhx4+fEgnT54s9AuERpa6///IUb5D+x8+fCjxB2Q2atQI7u7u8PHx0XZXPgkSiQQtWrTAli1bEBERgd27d6Nz586QSCS4fPkyRo8eDUdHRwwfPhznzp3TqaXBBfH19cWYMWMAAFOmTMGaNWs0MtW1cuVKDBw4EOHh4Wpvi6nHw4cPceTIEY22GRISgvLly6NChQpwdHTUaNsfy87OxpMnT3D27Fm1tzVr1izMnz9fnEbSBebm5uI2Mfnl/RBRgUdbCIyMjMSjh4Sprz59+gAABg8erHCfhH4IU3JATn6OML319OlTEJFCOT8SiQSWlpZ5Xm9xcXG4ffu22GZB23II121sbPD777+ja9eu2Lx5syIPK39Fhm0FmDZtGk2bNo309PRo7Nix4u/Tpk2jyZMnU5MmTah58+bFrV6reORHs0JDQ2nFihXitxzhp3z58vTdd9/R8+fPtd3FfO3cuVP81jVx4kSNjcbEx8eTpaUlAaA//vhDI20y1bp9+zYZGxuTubm5Vl7fsbGxGm/zY9HR0eLfujp3H5dKpWRhYUEA6PHjx2prpzjs7OwIAAUFBeW5LT4+XmZk6MCBAzRx4kQ6fvy4TDlhF/69e/dSRkYG6enpEYBijeyZmpoSAAoODpa53rt3bwJAGzZsoPDwcAJAenp6lJ6ernAbgvnz5xMAGjlypPg4fX19xdszMzMpNTWVXFxcCADdunWLVqxYQbVr16aNGzcWWK/aR36EFV1EhAcPHsis8nry5Anq1KkDX1/f4lbPPiPlypXD3Llz8fjxY1y/fh3jxo2DtbU13rx5g6VLl6JKlSpo2bIltm7dqjOH5f7111/w9PQEEWHChAnYsGGDxjZts7a2xn///YfJkydj6NChGmmTqVbdunXRtGlTtGnTBpaWlhpvXxf2f7K1tUW5cuVQp04dxMbGqq2drKwsLF26FOPHj5drpEKTClvxJSRnW1pawszMDJcuXcKvv/6K69evy5TLnfRsYGCAyMhI3L17F/b29gr1JT09XUwuzj3yAwDVqlUDkDPyIyQ7u7i4yGzjUJCHDx9i4cKF2LVrV55+Ozs7y7Ql7B80depUGBkZYdWqVeJrw9bWFnPnzsW9e/cwbtw4hR5bvoodtv0/T0/PT26EhEd+tC81NZX27t1L3bp1E7/J4P+T7gYPHkynTp3SWoLv7t27xT6NHTtWTAJkTBHx8fEazd1KTk7m16qOadCgAQHIM5pDRHTx4kXxGCEiomPHjtGCBQvo7NmzMuUWLlwovhcJYmNj6datW2KOjjxyn+P18etk27ZtBIA6duxIf/zxBwGg9u3by1XvX3/9VWR5c3NzAkAXL14kIqIFCxYQABo/frz43h8TEyNXe2of+bl58yZOnDiBHTt2iNtb//HHH3Bzc4O9vT2+/fZbpKenFzsoY583ExMTDBw4EP/++y9CQ0OxatUquLu7Iy0tDbt370aXLl1QoUIFzJ8/H0+fPtVYv/bv34+hQ4dCKpXim2++wW+//aaxpeWJiYl4//69Rtpi6mdtbS0zWih861YXb29vVKlSBQcOHFBrO0x+8oz8CLkyPXv2xNKlS/NsApjfXj+zZs1C48aNxSMi5CH0wcrKKs97Wn4jP/KOolWuXBleXl7irsz5EbZ9EJasT58+He/fvxd3xpdIJCrfn6nY79re3t64f/+++PuDBw8wevRodOzYEXPnzsWxY8ewYsUKlXSSfd6cnZ0xa9YsPHz4ELdu3YKXlxdsbGzw7t07rFixAtWrV0ezZs2wefPmQjcMU9bBgwcxePBgSKVSjBo1Cps3b9bonjoLFixA9erVeffmT0xWVha8vb1Rs2ZNtb1+iQhHjhzBq1evtL67tKa9evUKEREROnW0haCwXZ6FLzpFJabnnvY6ffo0Vq5ciaioKDg5OSn0/pRfsrNACH5CQ0Px8OFDAPLt8QMAjRs3xq+//oopU6YUWObjIy5sbW1hb2+PxMREADnPk76+Pjp16oT27durZFPHYr9zBwYGykSge/fuRZMmTbB161bxHA9+k2aqJJFI0KhRI/z6668IDw/HgQMH0LNnT+jr6+PGjRsYN24cHB0dMWjQIJw4cQJZWVkqa/vQoUP4+uuvkZ2djREjRmDr1q0aDXwyMjJw8+ZNxMfHy2zpzkq+tLQ0/PnnnwgODsaePXvU0oZEIkFAQAD+/PNP9OjRQy1tFMelS5fQpUsXcXNQdZgwYQKcnJywY8cOtbVRXIqM/AA551x9PPorBD+vX7/G4cOHMXfuXNSqVQthYWFYsGCB3H0pLPgpXbq0+L4jrM5TRf7U+PHj0bhxYzGX8+Pcr9z5PkSEy5cv48KFCyp57y32Ds9xcXEy53pcunRJZufFRo0a6dSyQvZpMTY2xpdffokvv/wSERER+Ouvv+Dr64uHDx9i37592LdvH5ycnDBs2DCMGDEC7u7uxW7r77//xsCBA5GVlYVhw4Zh27ZtGt9F2cjICNevX8eZM2fQsWNHjbbN1MvCwgK7d+/GixcvirU8WV5mZmYYMmSI2uovjtTUVJw+fVqtOy+npaVBIpGgSpUqamujuArb5fnj4Ofq1ato2bIlKleuLLPbsouLC/T19ZGeng53d3cMGzYMTZs2VbgvhQU/AFC1alXcuHFD7Ku8Iz/Z2dnQ09PLd0HIlStXxJEk4H8jP3FxcdiyZQsCAgIA/G9k6O+//0ZsbGyxzxSTIVcGUT7Kly9Ply5dIqKcjZZMTU1lErHu379PNjY2xa1eqzjhuWSSSqV0584dmjx5sriEVPhp1KgR+fj4yJ00Jzh69Ki4wdfgwYN5F2VW4ujyhpjv37+nbdu20eXLl9XaTmpqKmVkZKi1jeJYsmQJAaBvv/02z23dunUjALRt2zYiInr06BEBoDJlyuQpW6FCBQJAV69eLXZfhF3qe/fune/tI0aMkHlPlXe7hHHjxpGBgQH9+OOPeW47ePAgLVu2jEqVKkUAaNmyZUREFBYWJiZfA6BOnTrJ/TjUnvDctWtXzJ07F5cvX8a8efNgZmYmns4KAPfv35c7MmRMFSQSCerXr4/169cjLCwMhw4dQu/evWFgYAB/f394eXnByckJAwYMwPHjx4ucFjt+/Dj69++PzMxMDBo0CDt37hQ3JdOU0NBQbNu2rURs+MhUIy0tDWvXrlXZtO3q1avRuXNnnDt3TiX1qZK9vT1GjRqFli1bqrUdExMTncx1EhJ9IyMj89z28chP1apVkZCQkO+iB2EKKvfij3HjxqFFixZ48eKFXH0pauRHyPsBckZi5N0uISkpCVlZWfk+//3798f8+fMxevRoAP8b+SldujSGDx+Odu3aie2pWrGDn6VLl0JfXx9t2rTB1q1bsXXrVpk1/9u3b0fnzp1V0klt4R2eSy4jIyP07dsXf//9N969e4eff/4ZdevWRUZGBg4ePIiePXuiXLlymDlzpswpyYITJ06gX79+yMzMxIABA7Br1y4YGCh9DrDCpkyZgm+++QbTpk3TeNtM84gInTp1wowZM/DDDz+opL5t27bhzJkzKjv5m6lOhQoVAOTk63zs4+BHX18fVlZW+U4fNWzYEEDONJLg+vXruHbtmswUWWEUCX4UyffZvHkz3r17JwY4+fk44dnQ0BA7d+4UB1RsbW0RGRmJU6dO5ft+XSxyjyUVID4+Pt+pgJiYGKV2f9Qmnvb6dAUEBNDUqVOpTJkyMkO49evXpw0bNlBUVBSdPHmSjI2NCQD1799fa8PlUqmU1qxZQ6VKlaL79+9rpQ9M8/bs2UP29vb077//qqS+ly9f0qJFi3T23LyQkBA6ceIEPXv2TOV1//777/TVV1/RoUOHVF63Kjx48IAA5EkRycrKIn19fQJA7969K7Kew4cPi+9l1atXJyIiPz8/2r9/P0VERMjVF2FPncWLF+d7+8OHD8U2vvrqK7nqLEpycjL5+/vTtGnTCAD169dP5vZJkyYRAJo/f774GJs1a1ZonRo72PRTxMHPpy8jI4OOHDlC/fr1E3N68P8nLBsZGREA6tu3r07kCfAJ3J+fz+m9R8glEfI9VGnYsGFqq1sVEhMTxfee3MFp7g0Hc78H/fLLL+Tl5ZXnOIyIiAixHg8Pj2L15euvvyYA9PPPP+d7e1pamri569y5c4vVxscuXbok8yW0Xbt2MrcPHjyYANBPP/1Ex48fp9q1a5Onp2ehdWrsYFPGSiJDQ0P06tULfn5+CAsLw4YNG9CgQQNkZmYiIyMDvXv3xt69e3UiT8DCwkLbXWAaJmwcC0An96dRpZo1a6JWrVoyj1lVxo4di9WrV6NLly4qr1sVLC0txSmf3FNfwpRX6dKlZd6D9uzZAx8fHzx58kSmHgcHB3GzwxkzZhSrL0VNexkbG4vL6hXJ5/3ll/9r787DoizXP4B/B5AlGEDZBNkykUUIF8wQCzWVBAwEt0rEo6EIYmbm0dIg9eRR1DQXMDO3LDPXUnJJccMV3DfQBNlFBVlEB5h5fn9w5v0xMswMODAMc3+ua66a933eZ+53ZIabZ12F+Ph45Ofn1ztnb28v8bzu5qYTJ07EL7/8AqC228vf3x9Xr15V2pIFlPwQjWdubo6YmBikpqbi2rVr2L59O3bs2KHQvjXN4dq1axg0aBBu376tktcnrcexY8fQvXt3blXdxvj1118xdepU5Y2RaCZffPEFrl271ixr/fj4+ODzzz9Hr169lF63stRdp0dMnPy8PKV77NixmDt3rtRp+z4+PgD+f6VngUCAtLQ0HDp0SKE45CU/ADBy5EiYmJhwA5EVER8fj1mzZklNfhwdHZGeno4VK1YAkEx+bGxsuP9vlr3oXrXZqi2ibi+iSgMHDmQA2OjRo1UdClGxwYMHc8ssNJa3tzcDwBYvXtwMkRFlCQ4OZgDY6tWruWPi/bMGDRqkcD1r1qyRmBZ+584dBoAZGRkptNyBq6srA8CSk5Nllmvsch9ffPEFCwsLYzk5OQ2WSU9PZwCYsbExd6yoqIi98cYbEnt+KYK6vZRgzJgx9XaPXbBgAYKDg3Hs2DHuWGZmJoKDgzFhwgSJsvHx8Rg+fDiSkpK4Y/n5+Rg+fHi9xcZWrVqFkJAQ7N27lzv25MkThISEYOTIkRJl169fj9DQUPz222/csWfPniE0NBShoaESU2S3bNmC0NDQRu3xQlRrw4YNGDVqFJYtW6bqUIiKJSQkICYmBmvXrm30td988w3GjBmDcePGNUNkrV9BQQFSUlLw5MkTVYcik7QZX9JWd5YnMzMTQO0sL6FQCAcHB1hbW+PNN9/Es2fP5F6vSMsPAInlPu7duwcPDw8sWbKkwfJLlizBli1bYGtr22AZcctOWVkZhEIhAMDCwgLl5eXc+dmzZ2PgwIE4cOCA3HtRiMLpVCv34sUL5unpyQCwy5cvS5x78OABCwwMZK+99hozMzNjMTExMmeiiTNHAKxLly4S5/z9/RkAtnHjRu7Y5cuXGQBmY2MjUXbEiBH1MvqMjAwGgJmYmEiUFQ/6W7JkCXcsNzeXAWA6OjoSZaOiouqNyi8pKeFirjtAbubMmQwAmzlzZoP3SwghqjR8+HDWtWtX9s8//yitTvGifUOHDlVanc1h+fLl9WZQzZgxQ+r3tkgkYhUVFVIXa3399de53wFNmR1qYGDAALDMzEyFrxEv0jhkyBBWUlLS5EVgq6qquNgfP37MGKu9Vx0dHQaA5eTkcK2gW7ZskVmXoi0/Lb9wSTOZNWsWbGxscPXqVYnjQqEQAQEBsLCwwOnTp/HkyROEh4eDMYZVq1bJrHPlypX1+lxjYmIQHByMvn37csdsbW2xbt06vPbaaxJlJ02ahMGDB3N9sUDtol7r1q2rN5A2PDwc3t7e6NOnD3fM1NQUiYmJ9dZ1GDNmDDw8PLi1HYDa3XATEhIAQGLrheHDh6Nz587w9PTkjt29exd3796Fv7+/zPsnLauwsLBRf+kRzZOeni6x3kpbcefOHWRkZOD+/ftK2TMKAEQiEezs7ODi4qKU+pqLrDE/L38fbNq0CRMmTIC/v3+9FpDw8HAkJiaisLAQZ86cgYeHh8IxCAQCPH/+HID8lp+6YmJiYGtri+joaJibmyMlJUXidxhjTOq6RC9r164djIyMUFFRgZKSEpiZmeHZs2dcL8aTJ0/wzTff4F//+he8vb0Vjk+mJqVprUxSUhJzcXFhN2/erNfyk5SUxLS0tCTWSvj111+Znp5eg5lhWx7zU11dzd5++20GgH3//feqDof8z6FDh5ienh5bsGCBqkMhrZBQKGQTJ05kPB5P7piMY8eOsRUrVnB/QauDgwcPsmPHjrGnT58qve7WvL0HY4ylpaUxAMzKyoo7Jh739/PPP0uU3bt3LwPA+vbtK7WuuXPnMgAsPDy8UTHUnVovFAobfQ8jR46UOk3+/v37rF27dqxTp05y67Czs2MA2IULFxhjtT02+F9r0G+//aZwLBoz5ufhw4eIiIjA1q1b67W8ALX9n+7u7hIjx/38/LiR8LKUlZVJPAQCgdLjb2lCoRDe3t4wNTVFcHCwqsMh/7N7924IBAI8evRI1aGQVkhLS4ubfXjmzBmZZZcvX47p06fLHIfR2vj5+WHAgAEwMTFRet2KtDyoknjMz8OHD/HixQsADbf8vP/++ygrK5NYybkucauI+Gdk79696NevH2bNmiUzBvF4H2Nj4yZt2jx//nzcv38f06dPlzheXl6O6upqVFdXy63j5VWexf81NDRsltZOtU5+GGMYP348IiMjJbqA6iosLKzXddW+fXvo6urK3UnYzs4OJiYm3GPRokVKi11V9PT0sHz5cty7dw92dnbc8ePHj7eJ5E5dJSQkYOfOnUrZ0oC0Td9++y1SUlLw5ZdfyiwXEBCAnj171puAQVqnDh06cGt5ZWdnA2g4+dHT0wOfz6+X0FVWVkIgEHC7ud+9exePHj1CcXExUlJScPPmTZkxKDrYWYwxhkmTJmHnzp2oqqqCi4sLt85QXa6ursjOzkZKSorcOsUNFOK9yIqLiwHUrgWUlZWF3bt3c8eUoVUmP3FxceDxeDIfqampWLVqFcrKyjBnzhyZ9UnL/JkCfZE5OTkoLS3lHvJeR52IN9QDateVGTJkCHr37q3UHy6iOB6Ph9DQ0GZZ6I20DaampgqNd4iMjERaWppajQ0qLy/HoUOH8PvvvyulvrNnz8LLy6vebN3WiMfjca0/WVlZEAgE3PewomMAExISoK+vjy+//JIb43Tu3DkMHDgQu3btwvz582Ve39jk59KlS1i/fj3+9a9/cbOzpGnXrh3s7OzQpUsXuXWKEzdxoiR+Dzp06IAFCxYgNDRU4TWLFNEqk5+pU6fi9u3bMh/u7u44duwYzp07Bz09Pejo6HBvsJeXF8LDwwHU/vC83MJTUlKC6urqei1CLzM2NpZ46OnpNc8Nq9ijR49gamqKzp07N89iUkQqxhg2bdqEqqoqVYdC1ExxcTEWL14MkUik6lCUIjMzE++//77SkpWtW7ciLS0NZWVlSqmvudWd7i7e4b1du3ZSv4/nz5+P6OhoiT9U8/LyANQmL+LJOBEREdixYwcGDx4sd5HHxiY/fD4fn3/+OWJiYmBgYACgdtB6VFQUZsyYoVAdLxNPDBInP+JuL2NjY5iZmcHd3Z3b6FQpFB5F1Ao9ePCAXb9+nXscOnSIAWA7d+7kFlQSD3jOz8/nrtu+fbvGDnhuyMOHD1lRURH3XCAQKHXaKalv48aNDADz8vJq0iBDopmqqqq4ac3r16/njl+/fp0lJSU1ebqxKpWVlbFu3bqxDz74QCkbYguFQpaYmKjQpqCtgXhT0a+++opduHCBAWC2trZSy5qbmzMA7Pr169wxkUjEHj16xB49esTS09OZg4MDN1i4ffv27MiRIzJfX7wsQFBQUJPv4e+//2YAmJOTE3fsypUrbOnSpQpt0ltWVsbtHZabm8sWL17MDcJGnSnw8mjEgGd7e3u4u7tzj65duwKo3XdEvKDSkCFD4ObmhrCwMFy+fBlHjx7FzJkzERERQV0MdVhaWsLCwoJ7Pn/+fHh4eNDiiM3I2NgYlpaWGDVqVJMGGRLN1K5dO0ydOhVubm5wc3Pjji9duhT+/v6YOXOmCqNrGj6fjxs3bmDfvn1K2VZGS0sLkydPlpjo0prVne7+8OFDAA13eU2dOhXz5s2TaBXi8XgwNzeHubk5unbtirt372Ljxo1wcnJCSUkJoqOjZb5+Y1t+pPH09MRXX30l0cV2+vRpzJw5Ez/99JPc6/l8PrckS0pKisSAZ0NDQ651S1nazDo/DdHW1saBAwcQFRUFHx8fGBgY4KOPPsLSpUtVHVqrJRQKce7cOVRWVkqdQUeUIyQkBAMGDKCNS0mjTZs2DVOnTpVIFGxsbNChQweMGjVKhZGpVlJSEvz8/CRWIVYHdcf8NLSvl1hsbKzc+tq1a4fx48fjrbfeQrdu3ZCRkYH8/PwGk8HGJj+5ubmwtraWeJ/Nzc2xcOFCiXJOTk4YO3Ys3nrrLYXq9fHxweXLl5GSksLNfIuOjsaiRYuUPmuvTf256ejoCMYYunfvLnHc3t4e+/fvR2VlJZ48eYJVq1a12fE7yqCtrY3Dhw/jwIEDGDFiBHe87qZzRDnat2/fKnaOJ+pFR0dHIvFhjOHbb79Ffn4+N3BU0+zfvx8BAQHw9fWV2OJHHdQd89PYrS0ePXqEyMhIbnPQulxcXLifk8OHDzdYR2OSn+rqarz++uswMjKSO2N6yJAh2Lp1K2JiYuTWC0iO+xFv0NqpU6dmWa6gTSU/RHm0tLQkVoCurKyEt7c3PvroI0qCXoFAIMCIESMUmvpJiDyMMfz666/o27cvKisroaen1+rXtWnI5s2b4eLi0uQBs6WlpTA2Nkbfvn2ho6NenRri5CcvLw85OTkAGk5+GGOoqKjgBnPfuXMH69atw/fff1+vrJaWFtflJes7pzHJT25uLrS0tKCtrV2vdaqqqgq3bt3C7du35dYjjTj5SUtL45I1eYO1m4qSH6KQEydO4N69ezhx4gQYY6oOR22tXLkSu3btwogRI7hmXUKa6vnz55g+fTpKS0tx/vx5VYfzSqqrq5Gent7kX5wff/wxbt++rVC3UGtjZWUFPT09iEQibvHdhpKfuXPngs/nc/dpbW2NuXPn4pNPPpFafsiQIQBqW34a+u5uTPLz+uuvo7KyEnfu3KmXaK9atQrdunVDXFyc3HqksbOzk1h/btWqVRJbSSkTJT9EIUOHDsWZM2ewbds2dOjQgTuubs3LqjZx4kRMnDgRy5Ytg76+vqrDIWrutddew8aNG3Hv3j2kpqaqOpxXMnToUBw9ehQ//PBDk+uwsbGBoaGhEqNqGVpaWrC3twcAbn/KhpIf8UBn8VT3Ll26YMGCBQ0ufvnuu+9CV1cX2dnZyMjIkFqmsWN+tLW1pe7S7urqCj6fz3XlBwQEwMzMDNu2bVOoXgAYMWIEtLW1sXr1akydOlXh6xpNobljGkY8Va5r167M1dVVYld28v+Sk5NZ165d2ZkzZ1QdCiEaraioiFVVVak6jBYnEolYZGQku3r1qqpDeWWDBg3ipqcDYKdOnZJarqKigpWXlyu8Z9mcOXOYiYmJzP0cXV1dGQC5+8bJU1NTw8VVXV3NzMzMGAB28+ZNhesQiUSvtMebRkx1b24XL17ErVu35E4T1FTz5s1DRkYGNm3apOpQWj11WWyNqCcLCwuNHDh/5MgRJCYmwtfXF5WVlaoO55WIp7uLNdTyY2hoCCMjI67L6f79+zK70O/cuYPS0lIADQ96bkzLz8yZM/HFF18gMzOz3jltbW0uLh0dHeTl5eH48eNwdXWVW68Yj8drlj3eXkbJD2myP//8EzNmzKBlA+R4+vQpXFxcMGXKFFRUVKg6HEJarZSUFKxbtw7//POPQuXt7e0RFhaGiIgItV+WQzzoWUyR2V6MMXh6euK1117j9sR62WeffcZ9RycnJ0tdUV7R5Icxhg0bNmDp0qUKfZfp6enB19e3VQ7Cp+SHNJmpqSmWLVsGPp/PHYuJiUF8fLzM/V40zR9//IGCggIkJydr5F/nhChqwYIFiIyMxIYNGxQq7+Ligi1btmDx4sXNHFnzq5v8iFt3pCktLUVsbCymT5+OkpISbr/LugOF63rnnXfw2WefwdLSEs+ePcPZs2clzgsEAjx//hyA/ORHKBTi22+/RUxMDJycnKSW2bJlCwYNGoSEhASZdamaes0HJK3auXPnsHr1avB4PPTv3x+9e/dWdUitwrhx42Bvbw9dXV1aX4oQGSIiIlBcXIxhw4Y16rrW2LLQWHWTH1mtPiKRiFtFefHixSgtLcWTJ09kfrdoaWlh8ODB2LZtGw4fPgxfX1/unLhLjMfjyd31QEdHB1OmTJFZJjs7G0ePHsXRo0dRXV2NadOmySyvKpT8EKXp06cPfvzxRzx48IASn5f0799f1SEQ0uqFhIRg+PDhcrd7KSwsxA8//IApU6ZIbMujzuqO+ZGV/JiYmCAqKgpmZmYQCoXc1hYNefz4Me7cuYPOnTsDAM6cOSNxXtzlZWxsrJRtdoKCgrB7925cvnwZ+/bto+SHtH08Hg8TJ06UOFZcXIyZM2fi22+/VXjF0rbi2LFj6NWrV4sM3iOkLRB34cizZs0aLFy4EMnJyUhOTm6ByJqfjY0NtLW1IRQKZX5XamlpYc2aNQrX+9dff2HcuHHcFhPp6ekS5xsz2Pnu3bswMDCQueqyh4cH9uzZg3379kmdDt9a0Jgf0qymT5+OjRs3YuTIkaoOpUU9ePAAw4YNg6urK7dMOyFEMUKhEOvXr0dgYCBEIlG9815eXvDy8mpTM3F1dHS4ZKGhfb1etmjRIkRHR3MLI0rTsWNHODk54Y033gAAFBQUSMw+bUzyM3nyZNjZ2ckdk+Xg4IBp06YhJCRE/k2oCCU/pFnNmjULvXv3xvLly1UdSot6/PgxbGxs0KVLl3qzOAghsj158gSff/45Dhw4gF27dtU7HxQUhAsXLiA0NFQF0TUf8XeFvFZy9r8tLrZu3Yq1a9fK3PF88ODByMjIwC+//AJLS0sAtS04YoomPzU1NeDz+eDxeOjXr58Cd9O6UfJDmpW7uzvOnz8vMQZo//79+Pvvv1UYVfPr1asXrl+/ju3bt7eJwZiEtCRLS0ssWrQI3333HYKDg6WWUbSLTJ2I97by8vKSWW706NHg8/kwMzPDnDlz6m3m3RBnZ2cAkl1fiiY/Ojo62LdvH7KysuDi4qLQ67VmNOaHNLu6X1AFBQUIDw9HcXEx/vzzTwQGBqowsualr68PGxsbVYdBiFqS1qV1+vRp5OXlITQ0VO02L1XEwoULER0djU6dOsksJ05U/Pz8MHfuXIXrd3Z2xqlTp5qU/IiJt+FQd9TyI0Pv3r3h5ubWqMFlRDZjY2OMGTMGPXv25Dbca0sWLVqEPXv20OavhCgRYwyVlZX4+uuvMWbMGPznP/9RdUjNQktLS27iAwDx8fGoqKjAV199JbdsVVUVAgMD0a9fP25GWd3kR7xHmKyJGSdPnkR5ebnc11InbS91VqKLFy/KXfeANI6hoSHWrFmD58+fQ1dXF0DtF9u2bdswevRotV4E8MqVK5g7dy5EIhEuXrwot+maECLfrVu3EBUVBUtLS/j6+iI9PR0TJkxQdVgqZWJigry8POTl5cHR0ZH7LpWmXbt2OHToEGpqarj3re4Gp9evXwcAbkD0y0pKShAQEIB27drhwoUL6NKlixLvRHWo5YeohIGBAff/mzZtQlhYGHx9fdV6ZWhnZ2fMmTMHYWFhlPgQoiTV1dU4efIk9u/fj08++QTZ2dkNrmasSRITE+Hs7Cx3HR0ej4eNGzdi165d6NGjB4Da5IcxBsYYzp07BwDw9vaWen1RURHs7Oxga2vbYIKkjqjlh6iciYkJOnTogODgYGhra6s6nCYzMDDAwoULqcuLECXy9PTE+vXrMXjwYIW6hDRBVlYWFi5cCAAKtcSMHTsWQG0XmLa2Np49e4a8vDxUVlaiuLgY+vr68PT0lHqts7Mzrly5guzs7DY1wJySH6JyISEh8PHxkVilNDc3F0KhUC2miQsEAoml5dvSFwQhrcHLi6dquocPHwKoHXzcmBWUdXV10blzZ9y9excZGRnIyckBUDs7VVbXma6ubpvp7hKjbi/SKlhZWXGtPiKRCOHh4fDw8MCBAwdUHJl8YWFhCAkJQW5urqpDIYRoAHt7e0RHRyMyMlJm0iKWmZmJ06dPIzc3V2K6u3iTU2ldXjt27MBvv/3WZluyqeWHtDqlpaUQCAQQCoXo2rWrqsOR6e7du9zsrtjY2Fa9nDshpG2wtrbG6tWrFS4/e/Zs7NixAytXruS+U2UlP0KhEDExMSgqKgJQu65QW0PJD2l12rdvjxMnTuDatWtwcnLijj948KDVdYM5OTnh0qVLSElJabDPnBBCVMne3h5OTk4wMDDgWn5SU1Nx48YNAPWTn+fPnyMwMBDZ2dkNLjKp7nisrbZpvYKysjKYmJigtLSUprq3EhkZGejevTtGjRqFhIQEidlihBBCFHPixAn079+fe+7g4NCm9h9U9Pc3jfkhauH48eN48eIFcnNzJQYXq8o///wjcz8dQghpjV4eSvD222+rKBLVouRHBlrhufWYNGkSTp48iY0bN0JLq/bHVigU4vnz5y0ei3hAtqurK5KSklr89QkhpKk6duwIPp/PPZc22Fmd11tTFCU/Mly8eBG3bt2SuscMaXn9+vWTWNwsPj4ePXv2RGpqaovGUVxcjJqaGohEInh4eLToaxNCSGOdO3cOgYGBiImJAY/H48b9ANKTn2nTpsHMzKxRg6rVDSU/RC29ePECiYmJuHPnDjdor6WYm5sjJSUFZ86coZVmCSGtXmlpKQ4cOIBTp04B+P/d3fX19aXuCP/gwQMUFxe3iiEGzYVmexG1pK+vj7S0NGzevBnh4eHccZFIxHWLNSdtbW28+eabzf46hBDyqjw8PPDjjz9yK2SLx/00tLjhL7/8guzsbFhZWbVonC2JZntJQbO91FNVVRX69++PMWPGYOrUqUpPgk6cOIFbt25h8uTJLZJgEUJIc8jKysKHH36IOXPm4IMPPlB1OEql6O9vavkhbcbWrVtx9uxZZGRk4MMPP4SFhYXS6hYIBJg0aRIyMjJQXl6OWbNmKa1uQghpSY6OjtwCh5qKkh/SZkyYMAFVVVXo2LGjUhMfANDR0cHUqVOxZs0aTJ48Wal1E0JIc7tx4waePn2K3r17yxzLk5OTg82bN8PZ2RkjR45swQhbVptouz9w4AD69OkDAwMDmJubIyQkROJ8dnY2hg0bBkNDQ5ibm2PatGmoqqpSUbSkufB4PEyZMgXDhw/njl24cAGjRo3Co0ePXqlubW1txMTE4ObNmzAxMXnVUAkhpEX16dMH77zzDvLz82WWu3r1KubNm4dFixa1UGSqofYtP7t27UJERAS+/fZbDBw4EIwxXL9+nTsvFAoREBAACwsLnD59Gk+ePEF4eDgYY1i1apUKIyfNTSQSYeLEibhx4wbMzMyQkJDQ6DoYY2CMcWN8xJuvEkKIOnnjjTfw4sULCAQCmeWsrKwwYcKENj+TVa0HPNfU1MDR0RHffPMNJk6cKLXMX3/9hcDAQOTk5MDGxgYAsH37dowfPx5FRUVSB0TRgOe24/Lly5g9ezZ+/fVXdOjQodHX//zzz0hISMC6devg7u7eDBESQghRFo3Y3uLSpUvIy8uDlpYWevToAWtrawwdOhQ3b97kypw9exbu7u5c4gMAfn5+EAgESEtLk1l/WVmZxENexkxanx49euDQoUMSic/ixYtx8uRJudcKhULExsbizJkz+OOPP5ozTEIIIS1IrZOf+/fvAwDi4uIwd+5c7N+/H+3bt4evry+Ki4sBAIWFhfXWKmjfvj10dXVRWFgos347OzuYmJhwj7beB6oJTp48idmzZ6N///5IT0+XWVZbWxsnTpzAp59+ipkzZ7ZQhIQQojqa8kd+q0x+4uLiwOPxZD5SU1MhEokAAF999RVCQ0PRq1cvbNy4ETweD7///jtXH4/Hq/cajDGpx+vKyclBaWkp95gzZ45yb5S0uB49euCTTz5BRESExBLvDbG1tcWKFSukLgRGCCHqIiEhAYGBgdi+fbvMcl26dIGZmZnE2Nm2qFUOeJ46dSrGjBkjs4yjoyPKy8sBAG5ubtxxPT09dO7cGdnZ2QBqN3E7f/68xLUlJSWorq6Wu3qlsbExjflpY/h8PtavXy+xcV95eTl++uknREdHQ0dHB9XV1bh//75CyREhhKiDW7du4cCBA+jRo0eDZaqrq5Gfnw+RSKT05UJam1bZ8mNubg4XFxeZD319ffTq1Qt6enoS3RfV1dXIysqCg4MDgNpN227cuIGCggKuzOHDh6Gnp4devXq1+L2R1qHurK0ZM2Zg+vTpCAsLAwAsX74cHh4eiI+PV1V4hBCiVGPGjMGPP/5YbymYutq1a4eSkhJcv34dlpaWLRhdy2uVLT+KMjY2RmRkJGJjY2FnZwcHBwfuF5Z4caYhQ4bAzc0NYWFhiI+PR3FxMWbOnImIiAhq1SEAAF9fX+zatQtTpkwBYwyXL19WqGWQEELUhY+PD3x8fOSWMzY21oiZrWo91R2obemZM2cOtm7diufPn6NPnz5YsWIFunXrxpXJzs5GVFQUjh07BgMDA3z00UdYunRpg6tc0lR3zVNeXg4+nw+gdjzY8ePH0b9/f7njwgghhLQeiv7+VvvkpzlQ8kMIIaQtqaqqwr1791BWVoa3335bapmkpCRcunQJAwcORN++fVs4QuWgjU0JIYQQAqB2wHOPHj1gaWmJhw8fSi2zb98+/PDDD6ipqVHb5EdRlPwQQgghbZyNjQ1MTExgYWEBoVAodaued999FzU1NQ22DLUl1O0lBXV7EUIIIepHI7a3aG69e/eGm5sb1qxZo+pQCCGEEKIk1O0lw8WLF6nlhxBCSJtXU1MDgUAAQ0NDVYfSIqjlhxBCCNEAiYmJGDp0qNQtLm7evAkjIyONWdmekh9CCCFEA9y+fRsHDx7E1atX653Ly8sDABgZGbV0WCpB3V6EEEKIBhg9ejQ8PT3h5eVV75y/vz+ePn2K0tJSFUTW8mi2lxQ024sQQghRPzTbixBCCCFECur2IoQQQjSAUChEeno6CgoK8N5770mcW7JkCaqqqjB27Fg4OjqqJsAWRMkPIYQQogEqKyu5Tb/Ly8slBjevXbsWDx48wHvvvUfJDyGEEELaBj6fDzs7O/D5fJSWlkokPxEREbh//z7eeOMNFUbYcmjAsxQ04JkQQghRPzTgWQloewtCCCGk7aFuLxloewtCCCFtXXl5OXg8nsYscAhQyw8hhBCiMXbu3ImhQ4ciPj6eO5aYmAg+n4+IiAgVRtayqOWHEEII0RD5+fk4ePCgRCvPw4cPAQDm5uaqCqvF0YBnKWjAMyGEkLbo9u3bOHfuHNzc3NCnTx/ueGlpKUQiEdq3b6/C6F6dor+/qeWHEEII0RCurq5wdXWtd9zExEQF0agOjfkhhBBCiEah5IcQQgjRILdv38aRI0dQWVmJ58+fY9KkSVi4cCFqampUHVqLoTE/UtCYH0IIIW2VlZUVioqKcOXKFRgYGMDZ2RlGRkYoKysDj8dTdXivhMb8EEIIIaQeNzc3WFpaQiAQwMLCAnFxcaiqqlL7xKcxqOVHCmr5IYQQQtQPbW+hBLS9BSGEkLZIKBRi//79uHjxoqpDUQnq9pKBtrcghBDSFsXGxuI///kPgoKCsHfvXlWH0+Ko5YcQQgjRMB9//DHMzMzg4uICTRz9Qi0/hBBCiIZxdXVFfn4+dHV1VR2KSlDLDyGEEKKBNDXxASj5IYQQQoiGoeSHEEIIIRpF7ZOfjIwMBAUFwdzcHMbGxvDx8UFycrJEmezsbAwbNgyGhoYwNzfHtGnTUFVVpaKICSGEEKJKap/8BAQEoKamBseOHUNaWhq6d++OwMBAFBYWAqhdyyAgIADPnj3D6dOnsX37duzatQuff/65iiMnhBBCiCqo9QrPjx8/hoWFBU6ePIl33nkHAFBeXg5jY2P8/fffeO+99/DXX38hMDAQOTk5sLGxAQBs374d48ePR1FRkdR1fMQrRObk5Eic19PTg56eXsvcHCGEEEIaRSNWeDYzM4Orqyu2bNmCZ8+eoaamBuvWrYOVlRV69eoFADh79izc3d25xAcA/Pz8IBAIkJaWJrN+Ozs7mJiYcI9FixY16/0QQgghpPmp9To/PB4PR44cQVBQEPh8PrS0tGBlZYWDBw/C1NQUAFBYWAgrKyuJ69q3bw9dXV2ua6wh0lp+CCGEEKLeWmXLT1xcHHg8nsxHamoqGGOIioqCpaUlTp06hQsXLiAoKAiBgYEoKCjg6pO2Uy1jTO4OtsbGxhIPSn4IIYQQ9dcqW36mTp2KMWPGyCzj6OiIY8eOYf/+/SgpKeFaaNauXYsjR45g8+bNmD17Njp27Ijz589LXFtSUoLq6up6LUKEEEIIaftaZcuPubk5XFxcZD709fVRWVkJANDSkrwNLS0tiEQiAIC3tzdu3Lgh0RJ0+PBh6OnpceOCCHmZQCBAXFwcBAKBqkMhhCgZfb6J2s/2cnFxga+vL77++msYGBhg/fr1WLlyJS5evAhPT08IhUJ0794dVlZWiI+PR3FxMcaPH4/g4GCsWrVKar2KjhYnbRf9DBDSdtHnu+3SiNle5ubmOHjwICoqKjBw4EB4eXnh9OnT2LdvHzw9PQEA2traOHDgAPT19eHj44NRo0YhODgYS5cuVXH0DVuzZo3a1K+MuppaR1Oua+73VlOp2/uqynjp891816nbz6G6aJPvKyP1lJaWMgCstLRUJa/v6uqqNvUro66m1tGU6xS9RtU/A+qmuX9mlU2V8dLnu/muo89381Cnz7ei/7atcsCzqrH/9QSWlZWp5PWFQmGzvrYy61dGXU2toynXKXqNuIyqfgbUTXP/zCqbKuOlz3fzXUef7+ahTp9vcZxMzogetR7z01xyc3NhZ2en6jAIIYQQ0gQ5OTmwtbVt8DwlP1KIRCLk5+eDz+fLXQuIEEIIIa0DYwzl5eWwsbGpNxO8Lkp+CCGEEKJR1Hq2FyGEEEJIY1HyQwghhBCNQskPIYQQQjQKJT+EEEII0SiU/BCiBMOHD0f79u0xYsQIVYdCCHlF+/fvh7OzM5ycnPDjjz+qOhzSDGi2FyFKkJycjIqKCmzevBk7d+5UdTiEkCaqqamBm5sbkpOTYWxsjJ49e+L8+fPo0KGDqkMjSkQtP4QowYABA8Dn81UdBiHkFV24cAHdunVDp06dwOfz4e/vj0OHDqk6LKJklPyQNu/kyZMYNmwYbGxswOPxsHfv3npl1q5di9dffx36+vro1asXTp061fKBEkJe2at+3vPz89GpUyfuua2tLfLy8loidNKCKPkhbd6zZ8/g6emJ1atXSz3/22+/Yfr06fjqq69w+fJlvPPOOxg6dCiys7O5Mr169YK7u3u9R35+fkvdBiFEAa/6eZc2EoRW+m97aGNT0uYNHToUQ4cObfD88uXLMXHiRHzyyScAgBUrVuDQoUNISEjAokWLAABpaWktEish5NW86ue9U6dOEi09ubm56NOnT7PHTVoWtfwQjVZVVYW0tDQMGTJE4viQIUNw5swZFUVFCGkOinze33rrLdy4cQN5eXkoLy9HUlIS/Pz8VBEuaUbU8kM02uPHjyEUCmFlZSVx3MrKCoWFhQrX4+fnh0uXLuHZs2ewtbXFnj170Lt3b2WHSwh5BYp83nV0dLBs2TIMGDAAIpEIs2bNgpmZmSrCJc2Ikh9CUL9PnzHWqH5+mg1CiPqQ93n/4IMP8MEHH7R0WKQFUbcX0Wjm5ubQ1tau18pTVFRU769DQoh6o887EaPkh2g0XV1d9OrVC0eOHJE4fuTIEfTt21dFURFCmgN93okYdXuRNq+iogL37t3jnmdmZuLKlSvo0KED7O3tMWPGDISFhcHLywve3t744YcfkJ2djcjISBVGTQhpCvq8E4UwQtq45ORkBqDeIzw8nCuzZs0a5uDgwHR1dVnPnj3ZiRMnVBcwIaTJ6PNOFEF7exFCCCFEo9CYH0IIIYRoFEp+CCGEEKJRKPkhhBBCiEah5IcQQgghGoWSH0IIIYRoFEp+CCGEEKJRKPkhhBBCiEah5IcQQgghGoWSH0IIIYRoFEp+CCEqlZWVBR6PhytXrrT4a48fPx7BwcHc8/79+2P69OktHkdz27RpE3g8Hng83ivf3/Hjx7m66r53hKgTSn4IURNFRUWYPHky7O3toaenh44dO8LPzw9nz55VdWgKeznZAAA7OzsUFBTA3d1dNUHVsXv3bixYsEChsuqWKBkbG6OgoEDh+2tI3759UVBQgFGjRikpMkJaHu3qToiaCA0NRXV1NTZv3ozOnTvj4cOHOHr0KIqLi1UdGqqrq9GuXbsmXautrY2OHTsqOaKm6dChg6pDaDY8Hk8p77Ouri46duwIAwMDCAQCJURGSMujlh9C1MDTp09x+vRpLF68GAMGDICDgwPeeustzJkzBwEBAVy50tJSTJo0CZaWljA2NsbAgQNx9epV7nxcXBy6d++OdevWwc7ODq+99hpGjhyJp0+fcmUuXryIwYMHw9zcHCYmJvD19cWlS5ck4uHxeEhMTERQUBAMDQ2xcOFCCIVCTJw4Ea+//joMDAzg7OyMlStXSrz25s2bsW/fPq7b5Pjx41K7vU6cOIG33noLenp6sLa2xuzZs1FTU8Od79+/P6ZNm4ZZs2ahQ4cO6NixI+Li4mS+h0KhEDNmzICpqSnMzMwwa9YsvLyv88utOWvXroWTkxP09fVhZWWFESNGAKhtwTpx4gRWrlzJ3UtWVpbc90B8bXBwMJYuXQpra2uYmZkhOjoa1dXVXBmBQIBZs2bBzs4Oenp6cHJywoYNG7jzt27dgr+/P4yMjGBlZYWwsDA8fvxY5v1L4+joiIULF2LcuHEwMjKCg4MD9u3bh0ePHiEoKAhGRkbw8PBAampqo+smpDWj5IcQNWBkZAQjIyPs3bu3wb+2GWMICAhAYWEhkpKSkJaWhp49e+K9996TaB26d+8eduzYgT///BMHDx7ElStXEB0dzZ0vLy9HeHg4Tp06hXPnzsHJyQn+/v4oLy+XeL3Y2FgEBQXh+vXrmDBhAkQiEWxtbbFjxw7cunULX3/9Nb788kvs2LEDADBz5kyMGjUK77//PgoKClBQUIC+ffvWu4+8vDz4+/ujd+/euHr1KhISErBhwwYsXLhQotzmzZthaGiI8+fPY8mSJZg/fz6OHDnS4Hu4bNky/PTTT9iwYQNOnz6N4uJi7Nmzp8HyqampmDZtGubPn4/09HQcPHgQ7777LgBg5cqV8Pb2RkREBHcvdnZ2ct8DseTkZPzzzz9ITk7G5s2bsWnTJmzatIk7P27cOGzfvh3ff/89bt++jcTERBgZGQEACgoK4Ovri+7duyM1NRUHDx7Ew4cPm9wN9d1338HHxweXL19GQEAAwsLCMG7cOIwdOxaXLl1Cly5dMG7cuHqJIiFqjRFC1MLOnTtZ+/btmb6+Puvbty+bM2cOu3r1Knf+6NGjzNjYmL148ULiujfeeIOtW7eOMcZYbGws09bWZjk5Odz5v/76i2lpabGCggKpr1tTU8P4fD77888/uWMA2PTp0+XGHBUVxUJDQ7nn4eHhLCgoSKJMZmYmA8AuX77MGGPsyy+/ZM7OzkwkEnFl1qxZw4yMjJhQKGSMMebr68v69esnUU/v3r3Zv//97wZjsba2Zv/973+559XV1czW1lYiHl9fX/bpp58yxhjbtWsXMzY2ZmVlZVLrq1tWFmnvgYODA6upqeGOjRw5ko0ePZoxxlh6ejoDwI4cOSK1vnnz5rEhQ4ZIHMvJyWEAWHp6utRrNm7cyExMTOodd3BwYGPHjuWeFxQUMABs3rx53LGzZ88yAPV+PqT9WxKiLqjlhxA1ERoaivz8fPzxxx/w8/PD8ePH0bNnT67FIC0tDRUVFTAzM+NaioyMjJCZmYl//vmHq8fe3h62trbcc29vb4hEIqSnpwOoHVgdGRmJrl27wsTEBCYmJqioqEB2drZEPF5eXvViTExMhJeXFywsLGBkZIT169fXu06e27dvw9vbGzwejzvm4+ODiooK5ObmcsfefPNNieusra1RVFQktc7S0lIUFBTA29ubO6ajoyP1HsQGDx4MBwcHdO7cGWFhYdi2bRsqKyvlxq/Ie9CtWzdoa2tLjf3KlSvQ1taGr6+v1PrT0tKQnJws8W/s4uICABL/zoqq+z5aWVkBADw8POoda+i9JUQd0YBnQtSIvr4+Bg8ejMGDB+Prr7/GJ598gtjYWIwfPx4ikQjW1tY4fvx4vetMTU0brFOcZIj/O378eDx69AgrVqyAg4MD9PT04O3tjaqqKonrDA0NJZ7v2LEDn332GZYtWwZvb2/w+XzEx8fj/PnzjbpHxphE4iM+VjdGAPUGWPN4PIhEoka9lix8Ph+XLl3C8ePHcfjwYXz99deIi4vDxYsXG3w/FX0PZMVuYGAgMy6RSIRhw4Zh8eLF9c5ZW1s34g7rxyJ+f6UdU+Z7S4iqUfJDiBpzc3PD3r17AQA9e/ZEYWEhdHR04Ojo2OA12dnZyM/Ph42NDQDg7Nmz0NLSQteuXQEAp06dwtq1a+Hv7w8AyMnJUWgw7alTp9C3b19ERUVxx15uidDV1YVQKJR7T7t27ZJIgs6cOQM+n49OnTrJjUMaExMTWFtb49y5c9y4nZqaGm5cVEN0dHQwaNAgDBo0CLGxsTA1NcWxY8cQEhIi9V4UeQ/k8fDwgEgkwokTJzBo0KB653v27Ildu3bB0dEROjr0FU5IU1C3FyFq4MmTJxg4cCB+/vlnXLt2DZmZmfj999+xZMkSBAUFAQAGDRoEb29vBAcH49ChQ8jKysKZM2cwd+5cidk6+vr6CA8Px9WrV3Hq1ClMmzYNo0aN4qZBd+nSBVu3bsXt27dx/vx5fPzxx3JbI8TXpaam4tChQ8jIyMC8efNw8eJFiTKOjo64du0a0tPT8fjxY4kZTmJRUVHIyclBTEwM7ty5g3379iE2NhYzZsyAllbTv7I+/fRT/Pe//8WePXtw584dREVFScxye9n+/fvx/fff48qVK3jw4AG2bNkCkUgEZ2dn7l7Onz+PrKwsPH78GCKRSKH3QB5HR0eEh4djwoQJ2Lt3LzIzM3H8+HFu0HR0dDSKi4vx4Ycf4sKFC7h//z4OHz6MCRMmyE0sCSG1KPkhRA0YGRmhT58++O677/Duu+/C3d0d8+bNQ0REBFavXg2gtnsiKSkJ7777LiZMmICuXbtizJgxyMrK4sZtALVJSkhICPz9/TFkyBC4u7tj7dq13PmffvoJJSUl6NGjB8LCwjBt2jRYWlrKjTEyMhIhISEYPXo0+vTpgydPnki0gABAREQEnJ2duTExKSkp9erp1KkTkpKScOHCBXh6eiIyMhITJ07E3Llzm/r2AQA+//xzjBs3DuPHj+e6pIYPH95geVNTU+zevRsDBw6Eq6srEhMT8euvv6Jbt24AamevaWtrw83NDRYWFsjOzlboPVBEQkICRowYgaioKLi4uCAiIgLPnj0DANjY2CAlJQVCoRB+fn5wd3fHp59+ChMTk1dKDgnRJDzGaP4iIZoiLi4Oe/fuVclWEkR1Nm3ahOnTp8ts6Wqs8ePH4+nTp1y3KyHqhP5MIIQQDVBaWgojIyP8+9//fqV6Tp06BSMjI2zbtk1JkRHS8mi0HCGEtHGhoaHo168fANkz/xTh5eXFtRyKF14kRN1QtxchhBBCNAp1exFCCCFEo1DyQwghhBCNQskPIYQQQjQKJT+EEEII0SiU/BBCCCFEo1DyQwghhBCNQskPIYQQQjQKJT+EEEII0Sj/B0n3vtvzolp5AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1) = plt.subplots()\n", + "\n", + "\n", + "ax1.semilogx(sf_all['x-diffs'], sf_all['SF_advection_scalar_zonal'],label=r'$\\delta \\omega\\cdot\\delta A_{\\omega}$ zonal',color='k')\n", + "ax1.semilogx(sf_all['y-diffs'], sf_all['SF_advection_scalar_meridional'], label=r'$\\delta \\omega\\cdot\\delta A_{\\omega}$ meridional',\n", + " color='k',linestyle='dotted')\n", + "\n", + "ax1.set_ylabel(r\"Structure function [s$^{-3}$]\")\n", + "ax1.set_xlabel(r\"Separation distance [m]\")\n", + "ax1.set_xlim(3e-2,3e0)\n", + "ax1.legend()\n", + "plt.hlines(0,3e-2,3e0,color='k',linestyle='dashed',alpha=0.3)\n", + "ax1.tick_params(direction=\"in\", which=\"both\")\n", + "ax1.xaxis.get_ticklocs(minor=True)\n", + "ax1.minorticks_on()\n", + "plt.title('Advective vorticity structure functions')" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Traditional velocity structure functions')" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1) = plt.subplots()\n", + "\n", + "\n", + "ax1.semilogx(sf_all['x-diffs'], sf_all['SF_traditional_velocity_zonal'],label=r'$\\delta u_z \\delta u_z \\delta u_z$ zonal',color='k')\n", + "ax1.semilogx(sf_all['y-diffs'], sf_all['SF_traditional_velocity_meridional'], label=r'$\\delta u_m \\delta u_m \\delta u_m$ meridional',\n", + " color='k',linestyle='dotted')\n", + "\n", + "ax1.set_ylabel(r\"Structure function [s$^{-3}$]\")\n", + "ax1.set_xlabel(r\"Separation distance [m]\")\n", + "ax1.set_xlim(3e-2,3e0)\n", + "ax1.legend()\n", + "plt.hlines(0,3e-2,3e0,color='k',linestyle='dashed',alpha=0.3)\n", + "ax1.tick_params(direction=\"in\", which=\"both\")\n", + "ax1.xaxis.get_ticklocs(minor=True)\n", + "ax1.minorticks_on()\n", + "plt.title('Traditional velocity structure functions')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Note: The current method for calculating the traditional vorticity structure function is not recommended and we instead suggest a mixed structure function (in development).**" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Traditional vorticity structure functions')" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1) = plt.subplots()\n", + "\n", + "\n", + "ax1.semilogx(sf_all['x-diffs'], sf_all['SF_traditional_scalar_zonal'],label=r'$\\delta \\omega \\delta \\omega \\delta \\omega$ zonal',color='k')\n", + "ax1.semilogx(sf_all['y-diffs'], sf_all['SF_traditional_scalar_meridional'], label=r'$\\delta \\omega \\delta \\omega \\delta \\omega$ meridional',\n", + " color='k',linestyle='dotted')\n", + "\n", + "ax1.set_ylabel(r\"Structure function [s$^{-3}$]\")\n", + "ax1.set_xlabel(r\"Separation distance [m]\")\n", + "ax1.set_xlim(3e-2,3e0)\n", + "ax1.legend()\n", + "plt.hlines(0,3e-2,3e0,color='k',linestyle='dashed',alpha=0.3)\n", + "ax1.tick_params(direction=\"in\", which=\"both\")\n", + "ax1.xaxis.get_ticklocs(minor=True)\n", + "ax1.minorticks_on()\n", + "plt.title('Traditional vorticity structure functions')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "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": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/source/examples.rst b/docs/source/examples.rst index aac838b..1398fab 100644 --- a/docs/source/examples.rst +++ b/docs/source/examples.rst @@ -1,4 +1,58 @@ -Example use cases +Examples ======== -A sample dataset is provided \ No newline at end of file +.. toctree:: + :maxdepth: 2 + :caption: Contents: + + ex1 + +.. A sample dataset is provided in ``oceans_sf/examples/sample_data`` which we +.. use below to demonstrate oceans_sf functionality. + +.. Loading and preparing HDF5 data for oceans_sf +.. ********************************************* + +.. .. code-block:: python + +.. import h5py + +.. f = h5py.File('oceans_sf/examples/sample_data/snapshot1.jld2', 'r') +.. grid = f['grid'] +.. snapshots = f['snapshots'] + +.. x = grid['x'] +.. y = grid['y'] +.. u = snapshots['u'] +.. v = snapshots['v'] + +.. Advective velocity-based structure functions +.. ******************************************** + +.. This snippet returns a dictionary of advective velocity-based structure functions +.. for two directions, meridional and zonal. The separation distances in x and y are also returned. + +.. .. code-block:: python + +.. import oceans_sf as ocsf + +.. sf = ocsf.generate_structure_functions(u,v,x,y) + +.. print(sf) + + +.. Advective velocity structure functions +.. ************************************** + +.. .. code-block:: python + +.. Z, M, XD, YD = ocsf.advection_velocity(u, v, x, y) + +.. Advective vorticity structure functions +.. *************************************** + +.. Multiple snapshots of data +.. ************************** + +.. Plotting cascade rates +.. ********************** \ No newline at end of file diff --git a/docs/source/index.rst b/docs/source/index.rst index ceeb574..2f253e8 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -3,20 +3,16 @@ You can adapt this file completely to your liking, but it should at least contain the root `toctree` directive. -Welcome to Oceans SF's documentation! +oceans_sf Documentation ===================================== +oceans_sf is a Python package for estimating structure functions from oceanographic data. + .. toctree:: - :maxdepth: 2 + :maxdepth: 1 :caption: Contents: overview installation examples - -Indices and tables -================== - -* :ref:`genindex` -* :ref:`modindex` -* :ref:`search` + modules \ No newline at end of file diff --git a/docs/source/installation.rst b/docs/source/installation.rst index 0c559c9..07197c4 100644 --- a/docs/source/installation.rst +++ b/docs/source/installation.rst @@ -1,4 +1,4 @@ Installation instructions -======================== +========================= Install instructions \ No newline at end of file diff --git a/docs/source/modules.rst b/docs/source/modules.rst new file mode 100644 index 0000000..9198230 --- /dev/null +++ b/docs/source/modules.rst @@ -0,0 +1,7 @@ +Functions +========= + +.. toctree:: + :maxdepth: 4 + + oceans_sf diff --git a/docs/source/oceans_sf.rst b/docs/source/oceans_sf.rst new file mode 100644 index 0000000..eb3f0d3 --- /dev/null +++ b/docs/source/oceans_sf.rst @@ -0,0 +1,9 @@ +oceans\_sf package + +oceans\_sf function documentation +--------------------------------- + +.. automodule:: oceans_sf + :members: + :undoc-members: + :show-inheritance: diff --git a/oceans_sf/bin_data.py b/oceans_sf/bin_data.py index 1625eed..7b28ee2 100644 --- a/oceans_sf/bin_data.py +++ b/oceans_sf/bin_data.py @@ -6,8 +6,8 @@ def bin_data(dd, sf, nbins): Bins the data based on the separation distances and calculates the the bin-averaged structure functions. - Args - ---- + Parameters + ---------- dd (array-like): The separation distances to be binned. sf (array-like): The structure functions that will be bin-averaged. nbins (int): The number of bins to create. diff --git a/oceans_sf/calculate_advection.py b/oceans_sf/calculate_advection.py index 673fe6d..80e1b7f 100755 --- a/oceans_sf/calculate_advection.py +++ b/oceans_sf/calculate_advection.py @@ -18,8 +18,8 @@ def calculate_advection( velocity field. If the velocity advection is skipped or a scalar field is not provided, the relevant dictionary key will return None. - Args: - ---- + Parameters + ---------- u (ndarray): The u-component of velocity. v (ndarray): The v-component of velocity. x (ndarray): The x-coordinates of the grid. @@ -31,7 +31,7 @@ def calculate_advection( grid_type (str, optional): The type of grid. Defaults to "uniform". scalar (numpy.ndarray, optional): Array of scalar values. Defaults to None. - Returns: + Returns ------- tuple or ndarray: A tuple of advection components (eastward_advection, northward_advection) if scalar is not provided, otherwise returns an ndarray diff --git a/oceans_sf/calculate_separation_distances.py b/oceans_sf/calculate_separation_distances.py index 0844d08..34705ad 100644 --- a/oceans_sf/calculate_separation_distances.py +++ b/oceans_sf/calculate_separation_distances.py @@ -6,8 +6,8 @@ def calculate_separation_distances(x, y, x_shift, y_shift, grid_type="uniform"): """ Calculate the separation distances between two points. - Args - ---- + Parameters + ---------- x (float): The x-coordinate of the first point. y (float): The y-coordinate of the first point. x_shift (float): The x-coordinate of the second point. diff --git a/oceans_sf/calculate_structure_function.py b/oceans_sf/calculate_structure_function.py index ea807ae..5177e2e 100644 --- a/oceans_sf/calculate_structure_function.py +++ b/oceans_sf/calculate_structure_function.py @@ -20,8 +20,8 @@ def calculate_structure_function( Calculate structure function, either advective or traditional. Supports velocity-based structure functions and scalar-based structure functions. - Args: - ---- + Parameters + ---------- u (numpy.ndarray): Array of u velocities. v (numpy.ndarray): Array of v velocities. adv_e (numpy.ndarray): Array of eastward advection values. @@ -43,7 +43,7 @@ def calculate_structure_function( boundary (str, optional): Boundary condition for shifting arrays. Defaults to "Periodic". - Returns: + Returns ------- dict: A dictionary containing the advection velocity structure functions and scalar structure functions (if applicable). diff --git a/oceans_sf/generate_structure_functions.py b/oceans_sf/generate_structure_functions.py index a7890c1..7459239 100755 --- a/oceans_sf/generate_structure_functions.py +++ b/oceans_sf/generate_structure_functions.py @@ -30,8 +30,8 @@ def generate_structure_functions( # noqa: C901 functions. Defaults to calculating the velocity-based advective structure functions for the x (zonal) and y (meridional) directions. - Args: - ---- + Parameters + ---------- u (ndarray): 2D array of u velocity components. v (ndarray): 2D array of v velocity components. x (ndarray): 1D array of x-coordinates. @@ -53,7 +53,7 @@ def generate_structure_functions( # noqa: C901 Defaults to "uniform". nbins (int, optional): Number of bins for binning the data. Defaults to 10. - Returns: + Returns ------- dict: Dictionary containing the requested structure functions and separation distances for the x- and y-direction (zonal and meridional, respectively). @@ -103,7 +103,7 @@ def generate_structure_functions( # noqa: C901 SF_m_trad_scalar = np.zeros(len(sep_m) + 1) # Iterate over separations right and down - for down, right in zip(sep_m, sep_z, strict=False): + for down, right in zip(sep_m, sep_z): xroll = shift_array1d(x, shift_by=right, boundary=boundary) yroll = shift_array1d(y, shift_by=down, boundary=boundary) diff --git a/oceans_sf/shift_array1d.py b/oceans_sf/shift_array1d.py index c1e5daf..ce99b3d 100644 --- a/oceans_sf/shift_array1d.py +++ b/oceans_sf/shift_array1d.py @@ -6,8 +6,8 @@ def shift_array1d(input_array, shift_by=1, boundary="Periodic"): Shifts 1D array by an integer amount and returns the shifted array. Either wraps the array or shifts and pads with NaNs. - Args: - ---- + Parameters + ---------- input_array (array_like): 1-dimensional array to be shifted. shift_by (int, optional): Shift amount for array. For periodic data should be less than len(input_array)/2 and less than len(input_array) for other boundary @@ -16,7 +16,7 @@ def shift_array1d(input_array, shift_by=1, boundary="Periodic"): Periodic boundary conditions will wrap the array, otherwise the array will be padded with NaNs. Defaults to "Periodic". - Returns: + Returns ------- shifted_array: 1D array shifted by requested integer amount """ diff --git a/oceans_sf/shift_array2d.py b/oceans_sf/shift_array2d.py index d2e19e6..de255b5 100644 --- a/oceans_sf/shift_array2d.py +++ b/oceans_sf/shift_array2d.py @@ -6,24 +6,29 @@ def shift_array2d(input_array, shift_right=1, shift_down=1, boundary="Periodic") Shifts 2D array right and down by the specified integer amounts and returns the shifted arrays. Either wraps the array or shifts and pads with NaNs. - Args: - ---- - input_array (array_like): 2-dimensional array to be shifted. - shift_right (int, optional): Shift amount for rightward shift. For periodic data - should be less than half the row length and less than the row length for - other boundary conditions. Defaults to 1. - shift_down (int, optional): Shift amount for downward shift. For periodic data - should be less than half the column length and less than the column length for - other boundary conditions. Defaults to 1. - boundary (str, optional): Boundary condition for input array. - Periodic boundary conditions will wrap the array, otherwise the array will be - padded with NaNs. Defaults to "Periodic". + Parameters + ---------- + input_array: array_like + 2-dimensional array to be shifted. + shift_right: int, optional + Shift amount for rightward shift. For periodic data should be less than + half the row length and less than the row length for other boundary + conditions. Defaults to 1. + shift_down: int, optional + Shift amount for downward shift. For periodic data should be less than + half the column length and less than the column length for other boundary + conditions. Defaults to 1. + boundary: str, optional + Boundary condition for input array. Periodic boundary conditions will wrap + the array, otherwise the array will be padded with NaNs. Defaults to + "Periodic". - Returns: + Returns ------- - shifted_right_array: 2D array shifted to the right by the specified integer - amount - shifted_down_array: 2D array shifted down by the specified integer amount + shifted_right_array + 2D array shifted to the right by the specified integer amount + shifted_down_array + 2D array shifted down by the specified integer amount """ shifted_right_array = np.full(np.shape(input_array), np.nan) shifted_down_array = np.full(np.shape(input_array), np.nan)