{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import importlib\n", "import logging\n", "import sys\n", "\n", "# Import the necessary libraries for plotting\n", "from matplotlib import pyplot as plt\n", "from matplotlib.ticker import PercentFormatter\n", "\n", "# Custom matplotlib style for the documentation\n", "plt.style.use(\"../macrostat.mplstyle\")\n", "# We show the logging output in the notebook\n", "importlib.reload(logging)\n", "logging.basicConfig(stream=sys.stdout, level=logging.INFO)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# (Visual) Causality Analysis with MacroStat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section of the documentation is dedicated to the `causality` module of macrostat, whose purpose is to provide simple means of building a (weighted) directed graph of the interrelations of different variables, parameters, and scenarios in a model. The inspiration for this comes from {cite:t}`FennellEtAl2016ItPossibleVisualise`'s article \"Is It Possible to Visualise Any Stock Flow Consistent Model as a Directed Acyclic Graph?\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Causality Module" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "MacroStat's causality analysis is based on a core `CausalityAnalyzer` class together with specific child class implementing different variations. At the time of writing, the implemented class is the `DocstringCausalityAnalyzer` that relies on the inclusion og \"Dependency\" and \"Sets\" titles in the docstrings of the function methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{eval-rst}\n", ".. toctree::\n", " :maxdepth: 2\n", "\n", " Causality Base Class \n", " Docstring Causality \n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Docstring Causality" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As the name implies, the `DocstringCausalityAnalyzer` bases its analysis on the model methods' docstrings. Specficially, it checks for each method called by the `.step()` method of a given behavioral class, the submethods docstring for the \"Dependency\" and \"Sets\" section to construct an adjacency matrix with ones for each dependency per sets, and zeros otherwise. To illustrate this, let us consider the model [SIMEX](../models/GL06/GL06SIMEX.ipynb)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from macrostat.models import get_model\n", "from macrostat.causality import DocstringCausalityAnalyzer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the analyzer is straightforward: supply a given model class and execute the `.analyze()` function to compute the adjacency matrix" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "ModelClass = get_model(\"GL06SIMEX\")\n", "analysis = DocstringCausalityAnalyzer(ModelClass)\n", "adjacency_matrix = analysis.analyze()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "{cite:t}`FennellEtAl2016ItPossibleVisualise` note that all SFC models should be representable by a directed acyclic graph. By construction our graph is directed, but to test that it is also acyclic, we have implemented a method in the Analyzer:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 0 cycles in the model\n" ] } ], "source": [ "cycles = analysis.check_for_cycles()\n", "print(f\"Found {len(cycles)} cycles in the model\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get a feel for the adjacency matrix, we can plot it as a heatmap where the y-axis represents the source, and the x-axis the target. In other words, for the state variable on the x-axis the coloured squares indicate it depends on the relevant y-axis item. The heatmap is sorted by trophic levels, which is the reason it has a y=x appearance that can be read from left to right and matches the model description." ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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T+ImIiJR8msLvMePh4cG2bduKOsZjTVP4iYiIlHz5ncJPw0VERERERExMRbaIiIiIiIlpuIhIAa1NXvbQu4vzIi4uju7DupgkTyvLrgXuY8Cs7gwcMdYEaUwz24mIiPy99LOk4HQlW0RERETExFRki4iIiIiYmIaLiBRQt27dsLGxMd51LCIiIiWPpvAT+ZtFRkYWeEy2iIiImDdN4SciIiIiUsRUZIuIiIiImJiKbCkRYmJi8rX9r7/+yh9//FE4YUREROSxpyJbSoSIiIh8bb9582YV2SIiIlJoVGRLsbd//36Cg4PzvP2pU6f44osvCjGRiIiIPO40u4gUKwkJCYSGhuLq6kpmZiZhYWE0bdqUpKQkAgICsLOzY8SIEWRmZhIQEEDlypVJTk4mLS2NsWPHkpmZyapVq0hKSmLevHk4OTkxZswYbGxsiIiI4OzZs7i6urJz506mT5+Oo6NjUR+yiIiIFEMqsqVYCQsLw8HBga5d7zzuNSUlhcGDBzNhwgS8vb2N2505cwZ/f38SExMpXbo0np6e1KlTB09PT7y9vZk/fz5Dhw7Fzc0NgH379jFz5kyio6MBSExMxN/fn8DAwFwzaZ5sERGRkk/zZEuJ1r59e1q0aMGCBQt49dVXGTVqVI7b1ahRg23btrFs2TKsrKxITU0lPj7+gf1GRERQtmxZ1qxZA0Dp0qUpX758njJpnmwREZGSL7/zZKvIlmLn9OnTREdHs3HjRlq2bMnJkyeN606ePEn58uU5c+YM/fr1Izg4GA8PD3bu3AlARkYG1tb/+9gnJiZy7do1rKyscHR0pFOnTn/34YiIiEgJpBsfpVgJDQ3l2LFjNGvWjMDAQNzd3blx4wZly5YlOTmZ2NhYLC0tCQkJoU2bNnh4eABw/vx54+sB7O3tSU5O5ty5c9y8eZM+ffoQFRVFamoqAFlZWSxYsKBoDlJERESKPV3JlmLF1taWdevWcfToUVJTU/H09MTe3h5fX1+mTZtGrVq1cHJyYtCgQfj7+7NmzRpu3bpF//79iYyMZOTIkQBMnDiRefPmUbduXYYMGYKVlRXBwcGMGTOGunXrcvv2bby8vIr4aEVERKS4UpEtxcr48eNzbB89enS25bp16xIWFpatrVevXsavu3fvTvfu3bOtb926Na1btzZRUhEREXmcabiIiIiIiIiJWRgMBkNRhxApju7eXdy8efNsN1PCnVlQOnbsmOe+bt68iZ2dnUlyRa/P3yPmc1KlzjOcO3rRBGnglfYvmaQfU54jUzG3TOaWB8wvk7nlAWXKC3PLA+aXydR5SuLPkkc5R2vXrmX9+vXZ2jIyMti+fTvJyckPnV1MRbbII7pbZOf2jywv4uLiqFq1qklytbLsWuA+BszqzuIR+XtU/YNsyVphkn5MeY5MxdwymVseML9M5pYHlCkvzC0PmF8mU+cpiT9LTHWO8vrzX8NFRERERERMTDc+FqKoqCjWrVvHCy+8QJ8+fYo6ToHEx8czZ84cLC0t8fX1zXGbW7dukZaWpgeziIiIyGPP7K5kb926FS8vLywsLPjXv/5FQEAA06ZNY+TIkTzzzDNERJjmzw75ce3aNX777bd8v65JkyaUKVOGn376CYCff/6Z4cOHY2FhQd++fQkICGDq1Kn079+f0aNHk5KSYnzt+fPnqVSpUrYHrRQlFxcXWrVqxTfffJPj+qioKN544w1GjBjx0H527drFsGHDsLCw4J133iEkJKQw4oqIiIgUKbO7kt2yZUueffZZli9fzrhx43BzczOuGzlyJCtWmGZ8Z37s3buXsmXLZsuSF5aWlri6unL69GkAGjduTOPGjQkKCmLo0KE0adLEuO2CBQt488032b17N7a2tlSqVInp06dTrVo1Ux5KgVSpUuWB65o2bcqQIUPYsWPHQ/t4/fXXef3115kzZw5jx46lefPmJk4pIiIiUvTM7kp2Tq5evcqpU6eoXr06ZcqU+Vv3fenSJaZMmVLo+3n//fextLRkxowZAFhbW+Pl5UWpUqUKfd+mYmFhUdQRRERERMyC2V3Jzsm+ffsoW7YsNWvW5J133mHQoEEEBwcTFBREz549qV27Nu7u7kyePJlff/2VSZMm0aFDB15++WWuXbvGvn37+Pzzz6lUqRKpqan4+vpSs2ZNrl69ip2dHcOHDwfg66+/Ji4uDjc3Nw4ePIiPjw+rVq3i2rVrhIWFsXfvXgYOHEj58uXZunUrO3bsoFatWmzfvh0fHx9cXV1JSEjAz8+P+vXrY2dnx549e/J8nA0aNCAsLIxJkyYxd+5cZsyYQUhICK+99hqbNm3i8uXLODo6cuzYMdzc3HjppZcYM2YMKSkp9O3bl1KlSvHTTz/RpUsXOnToAMD27dvZt28frq6unDhxgo4dO9KoUSNOnTrFpk2beOaZZ7hx4waHDh3iyy+/5OTJk6xYsQI3NzcOHTpEt27daNy4sTHj7du3+frrrylXrhwnT56kevXq2R7ycq+IiAjOnj2Lq6srO3fuZPr06Tg6Ot63XVRUFGPHjqVhw4Y0atQIGxsbVq1aRVBQEE8//TQA69atY9euXTz//PMcPXqUIUOGGM99TscXEhKCj48Po0aNwsnJidTUVLZv386oUaM4efIkSUlJXLp0iYCAAAASExPx8/OjXr16nDp1inr16tG1a97urO7WrRs2Njb06NGDHj165Pn9FhERkeIjPDyc8PBw0tPT87S9WRfZ8+bN44knnmDJkiUsW7YMADc3NxYtWkTVqlX573//S9u2bfH29jaOBX7llVf4z3/+g6urq7H4CwoK4t1332Xv3r2MHTuWOnXq0L9/fwAaNWpEy5YtOXv2LPPmzSMmJgYLCwvatm3LmTNnGDZsGN999x09e/Y0Dm2Ii4tj6NChxMbGYm1tTZkyZRg7diyRkZG88847TJo0ifbt2wNw9uxZTpw4kafjLV++PGfPngXggw8+IDw8nIyMDAD8/PxYv349jo6OtGjRgh9//JHatWszbtw4Ro4cSf/+/bGysuLtt9/mxRdfZMeOHdjY2DBhwgSio6MBSEtLw93dnZ07dzJnzhw6dOhAy5YtgTvFM8CyZctISEjgk08+4a233qJ+/frEx8cbM964cYOePXsa55ls1qwZLi4uxn7u2rdvHzNnzjTuOzExEX9/fwIDA+877qZNm9K/f39mzZrFzJkzsbKyYv/+/URERDB69GgOHz7M8OHDOXHiBLa2tgwcOJBjx44BPPD4vLy8+OGHHzh16hRz5swBYM6cOezYsYNx48YB4OzszMcff0y5cuXo06cPw4YNo02bNqSlpfH888/TsmVLnJ2dc33fIiMjdbOniIhICXf3YtrdKfxyY9ZF9tChQ3Fzc6Ndu3bcvHkTgKNHj/Liiy8yceJE2rZty8cff8zy5cuzvc7CwoLy5csbl7t27crw4cM5deoUYWFhjB8/njVr1gDw1ltvcf36dZYsWcJbb71lHPLw/fffPzDXmjVrsLW1ZcOGDQD8+eefVK1alSNHjhATE5Ot4CxbtmyejzcpKQkXFxfjspWVlfHr7t27U716dZo0aULbtm0ZOnSo8VidnZ2N21aqVAkPDw/Cw8OxtLSkdu3axj5KlSqFi4sLK1eupHv37nTo0IHatWvz+uuvGx9LPmHCBPbs2cPs2bNxdHQkISEhW8ZSpUplm8i9SZMmLF++/L4iOyIigrJlyxrPc+nSpbO9J39lbW1NvXr1jMfh7OxsvBE0JCSEJk2aYGtrC9z5iwPAJ5988sDjGzp0KNbW1jRs2NC43tnZOdtyuXLl+P3338nKymLTpk107tzZmLddu3YkJyfnqcgWERER+SuzLrLvevnll41f//TTT9SpUweA5s2bExwczMmTJ6lVq9YDX29jYwPcKVqtrKxwd3enXbt2AHTq1AmArKws8vJcnqioKKysrChVqpTxtXf98ssvWFpaGovB/Dpy5Aj/+Mc/clzXunVrunbtyu7du5kzZw7x8fF89tlnOW5rbW2NlZUV169fN16hvis9PZ20tDQqVKjAuXPn2L17NytXrqRTp07s2rULPz8/Tp8+zfz583FycqJPnz4YDAaysrJy3Fdqaqrxavu9rKyscHR0vO8cPcy9v1Tc60HvzY0bNx54fA/qM6d9WFpaYmFhQZMmTXjxxRcB8pVbRERE5K+KxY2PdyUnJ3Pw4EEAlixZwjvvvMPXX39Njx49SE1Nzbbt1atXjV9HRETw5ptv8uyzzzJw4EA2bdpkXBcTE8PPP/9sHF5wt2C8fv268Uq1vb09ycnJJCUlkZCQwHvvvUdcXByXL1829jN37lzq1q2Lu7s7u3fvNrZfuHCBzMzMXI9t/vz5/Pnnn/j4+OS4fvz48VSoUIHOnTuzatWqbFP73b0ae/e4o6Oj6d27N7169eLYsWPGAjU1NZW4uDjee+89ZsyYwZ9//kmrVq2YP38+TzzxBHBnaI2Pjw9OTk6cP38egN9++804tvzWrVv8+eefABgMBvbu3cuAAQPuy9unTx+ioqKM70tWVhYLFizI9TzkpGfPnkRFRRmvbGdmZrJixYqHHl9+lCtXjq5du2b7XKxdu5ZLly49Ul4RERERs7uS/dNPP7F06VIAAgMDqVq1KllZWVy7do01a9YYb0jbsmULsbGxODo6cvnyZVq2bMno0aONBdbx48cJDw/n4sWLnDhxwjj132effcann36Kr68vTz/9NLa2tvTu3ZvGjRsTHx/PqFGjaNCgAenp6fzzn/8EYMyYMSxevJi4uDj69+9P2bJl+f7775k8eTL16tUjMzOT9u3bY2Fhwfr165kyZQrHjh3DycmJq1evsnv3bpYvX87zzz9vnBc6KCiI7du3k56ezunTp3F2dmbv3r3Gq+BBQUHExsYyd+5catasiaWlJfPmzcPBwYG4uDgmTZpkPGcGg4HFixdjZWXFrl27WLFiBc8//zxwZyz3lClTcHFxIS4ujpUrV/LMM89gb2/PsmXLqFSpEsnJybz//vvGc/7NN9/w+uuvk56ezqBBg5gzZw6ffPIJf/zxB/379+e7777Dzs6OY8eOMW7cOJo3b87evXtZvnw5586dIzw8nB49ehAcHMyYMWOoW7cut2/fxsvLi127dvHtt98C8Pnnn3PhwgWee+45li9fTlxcHKGhoTg5ObFhwwbj1WVPT09mzpzJmDFj8PDwIC0tjZ49e+Lo6PjA4wsPD2fPnj1cuHCBmjVrcuDAAWJjYwkKCqJixYqsWLGChIQEpk2bxtSpU/n666+ZOHEigYGBODs7U7FiReNNlyIiIiL5ZWHIyxiJYqZfv340b96cfv36FXWUQrd9+3Y+/fRTtm/fXtRRHjt3b3xITk4u8I2PcXFxVK1a1SS5WlnmbVaUhxkwqzuLR5jmwU9bskwzt70pz5GpmFsmc8sD5pfJ3PKAMuWFueUB88tk6jwl8WeJqc5RXn/+F6vhIiIiIiIixUGJK7LDw8PZtWsXS5cuNU7tVlKdPHmSmTNncuTIEWbPnl3UcR5b3bp1o0OHDoSHhxd1FBERESkk4eHhdOjQgW7duuVpe7Mbk11Qj9MDQZ5//nlWr15d1DEee5onW0REpOTL7zzZJe5KtoiIiIhIUStxV7JFREREpGQx1Y2YA0eMLXA/GYa8PVZdV7JFRERERExMRbaIiIiIiImpyBYRERERMTGNyRYpoG7dumFjY/NYzWwjIiLyuIk3nCOe82SRlaftVWSLFJCm8BMRESn5XCyq4EIVMgzpbGdtrttruIiIiIiIiImpyBYRERERMTEV2VLijR49mgEDBhR1DBEREXmMaEy2lHi9evUiMzOzqGOIiIjIY0RFtpR4jRo1KuoIIiIi8phRkS3FysaNG5kwYQL169fnrbfe4ubNm2zbtg1fX182bdqEn58fU6dO5dy5c5w7dw5fX19Gjx4NwNq1d+4EPnz4MOvWrePZZ5/lt99+46WXXuLtt99m48aNeHt7884771C5cmUWLFhAdHQ0ZcqUeWgmTeEnIiJS8mkKPynR2rVrx/79+0lMTKRPnz4AVK5cmdatW3Pq1ClWrlzJlStXGDNmDDExMTz77LOMGDGCqVOnAnD16lV69uzJwYMHKVWqFAAeHh5UrlyZdu3aER0dTVRUFP7+/jz55JPY2dnlmklT+ImIiJR8msJPSjwLCwvKly9vXG7bti2JiYns2LEDa2trGjVqxJNPPknr1q0BsLKyMm67du1annrqKWOBDVC7dm2++eYbAOPrAbp3746FhcXfcUgiIiJSwqjIlmLP0tISS0tLYzH9sOEdN27c4Pbt29na0tPTSUtLMy7nNjxEREREJDcqsqVYunr1qvHr77//nkqVKtGsWbNcX9e5c2cuXrzIrVu3ADAYDBw6dAgvL69CyyoiIiKPH43JlmLp4sWLLF++nD/++IP9+/fz448/smjRImJjY/niiy9ITU2lTZs2xMbGEhQUxPHjx1m+fDm9e/cmMjKSqVOnUrVqVS5evMiMGTNo2LAhmzdvZsOGDaSnp1OxYkU++OCDoj5MERERKaZUZEuxVL9+fXr37p2t7YMPPrivMH7hhRf47rvvsrV5eHjg4eFxX5+enp54enqaPqyIiIg8diwMBoOhqEOI5Menn36a7f9FJSUlBQcHB5o3b461dfbfV9u3b0/Hjh3z3NfNmzfzNJNJXkSvjylwH1XqPMO5oxdNkAZeaf+SSfox5TkyFXPLZG55wPwymVseUKa8MLc8YH6ZTJ3H3H6WmMKj5NkTs5uo/+7O1paZmcnh4wdJTk5+6OxiKrKlWNm8eTMff/wxWVlZ+Pn50bZt2yLLcrfIzu0fWV7ExcVRtWpVk+RqZdm1wH0MmNWdxSMiTJAGtmStMEk/pjxHpmJumcwtD5hfJnPLA8qUF+aWB8wvk6nzmNvPElMwVZ67U/jl9vNfw0WkWNGQDhERESkONLuImTEYDKSkpGSbUi6vMjIySEpKynFdVFQU3t7eLFu2rKARS5yCnHMRERGRnDz2RfbWrVvx8vLCwsKCXr16sWXLFq5cucLEiRNxdnamXr16/Pvf//7b8sycOZNnnnmGqKiofL3u8uXL9OzZkwYNGuS4vkmTJpQpU4affvoJgJ9//pnhw4djZ2fH2LFjc3zN+++/zxNPPMH48eM5depU/g7ERDZv3sywYcOYOXMmM2bMYOnSpYSHhxvXx8QUfMzYo55zERERkQd57IeLtGzZkmeffZbly5czbdo03NzcAJg2bRp79uyhefPmDyxCC8OHH37I6tWr8/26SpUqERgYyJtvvpnjektLS1xdXTl9+jQAjRs3pnHjxqSkpLB06VKmTp2Kra2tcfv4+Hjs7OxwcXFh+vTpj3YwBXTq1CmmTJnCnj17jE9efO+99+jUqZNxm4iICF56qWA31j3qORcRERF5kMf+SrY5etRHeT/K66pVq0ajRo2IjIzM1h4dHZ3jNHd/p8OHD2NlZZXtuMaNGwdAVlYWmzZtYv369SbZlx6fLiIiIqb02F/Jzqtr164xe/Zsnn/+ef744w+ysrIYNmwYR44cYfjw4QBs376dbdu2MXr0aOrVq8fSpUtJSEggNDQUV1dXMjMz2bx5M0uXLiU1NRVfX19q1qzJ1atXsbOzM/YD8Ouvv3L+/HkSEhK4ePEiX375JXBnip7PP/+catWqkZqaSmJiImPHjr1vCjmAhIQE/Pz8qF+/PnZ2duzZsyfHY3v//feZPn06/fr1A+4UsJaWOf/+tWDBAiwsLLC1teXEiRN8+OGHVKhQgY8++og5c+YQGRlJSkoKR48exdnZmTFjxgB37nqeNWsWDRo04L///S8dO3akWrVqjB07ljVr1vDNN9/Qs2dPfHx8WLZsGXPmzOH1119n4MCBdOnSha5du9K0aVMaNGjA008/TVxcHNu3b+fKlSsEBARQqVIl+vbt+9CMBoMBf39/LCwsqFixIgcOHGDGjBn3TXn0wgsvYGdnx4QJE+jSpUs+PiUiIiIid6jIvse8efNwcnIyLp87d8749XvvvcfMmTOpV68ecGeIweLFixkwYACTJk1iypQpALz55psMHz6cnTt3AhAWFoaDgwNdu96ZCiclJQWAsWPHUqdOHfr37w9Ao0aNaNmyJS+88AJwpyidOnUqAI6Ojvj4+ODs7MzQoUPp3LmzcQ7mr776Cl9fX+O293rnnXeYNGkS7du3B+Ds2bOcOHHivu06dOjAsGHDOHToEPXr12f79u00a9aMH374Idt2S5Ys4cSJE8aC/9ChQ3Tu3Jldu3YRGBhIaGgoN2/epEePHvz++++4ubkxZswYDAYD77zzDt9++y21a9embdu2uLu7c/78ecLDw6latapxLHnLli1p27Ytr7zyCgA7duzgs88+41//+he///477dq1Izw8HHt7e4YOHUpkZCTe3t55yjh37lx+/vlnVq9eTWZmJgsWLODKlSvGIUJwZ4z30KFD+de//vXAXzT+qlu3btjY2NCjRw969OiRp9eIiIhI8RJvOEc858kiK0/ba7jIPYYOHYq3t7fxvypVqgB3rirv2rULd3d347b169dn4cKFAPcVY/cut2/fHl9fX15++WVGjRplnH4uLCyMP/74gzVr1rBmzRreeustrl+/bnzdveOMHR0dSUlJ4datW4SFhWW7ufHeHPc6cuQIMTExtGzZ0thWtmzZHI/b2tqa/v37M2/ePAASExOz/bJx1+LFi7Pt293dnaioKI4fP27sp2HDhgA4Ozvz559/AvDLL79w/PhxTp48yZo1a9i5cyetWrXi+vXrxn3fPYaDBw8aC+xz585Rr149vvvuOxITE4mJieHMmTMEBgbmeBy5ZVyyZAlvv/02AFZWVuzfvz9bgb1lyxZ69+5N796981xgA0RGRrJu3ToV2CIiIiWYi0UV6lu8ijtN8rS9iuw8uHHjBllZWaSnpxvb0tPTHzjlW1ZW9t9wTp8+zb///W9KlSpFy5YtycrKwsrKCnd3dzp16kSnTp0IDAzk5ZdfNr7Gysrqvn5v3bpFRkYGt2/fzjWHwWDA0tIy282MDzNo0CAiIiI4duwYrq6uOW5z48aNbPvOzMwkKysr2/5zym1lZUVmZiatWrUyHu+SJUuwt7c37js0NJT4+HiefPJJ4+t++uknfvvtN+Nyo0aN+PTTTzl48OB9+7g7M8jDMmZlZfGwZy/VqlWL999/n6FDhz5wGxEREZG8UJGdB+7u7jRo0IBDhw4Z2/bv328c6mFvb5+t0Pzll1/IzMwEIDQ0lGPHjtGsWTMCAwNxd3fnxo0bDBw4kE2bNhlfExMTw88///zQHI6OjnTs2DFbkXlvjnvVrVsXd3d3du/+36NAL1y4YMwFZCs6q1atyquvvsrEiRNp0iTn39D69u17374bNWqU7Qp/TurUqUOTJk2yHe/ixYuNxXCVKlVo3Lgx/fv3591338322qlTp2YrjE+ePEmzZs2AO+c9OTkZwHg1/WEZvby82LBhg3HduXPniI6ONi7Xrl2bDz/8kPj4eJYvX/7QYxIRERF5mMd+TPZPP/3E0qVLAZg0aRJ9+vTB3d2d2bNnc/ToUZKSkihbtizff/89X375JQcPHuTGjRvUrl3beKNi/fr1qVevHosXL8ba2hoXFxfWrl3L8uXLsbW1Zd26dRw9epTU1FQ8PT2xt7fns88+49NPP8XX15enn34aW1tbevfuzdy5c4mNjWXhwoW4ubmxevVqEhISmDZtGlOnTiUkJISAgAASExPJyMggIyODgIAA4uPj+eyzz7hy5QpTp07Fx8eH9evXM2XKFI4dO4aTkxNXr15l9+7dLF++nJo1a/L5558TFRWFnZ0dH330ER988AFxcXEAhISEsGTJEuLj4/noo48YOHAgI0eO5KuvvuKrr76iVKlSxMXFsWHDBiwsLJg6dSoJCQl89tlnfPTRR8bhH+PGjWPKlCmsXbsWHx8fzp07R9myZalRowalS5c2vg+DBw9m48aNxqvbcGf4SfPmzQkMDCQzM5Pff/8dCwsLAgICAHjyySf55z//ybRp06hZsybAQzN++OGHpKSk8NFHH1GrVi0A+vXrZzznn3/+OVOnTsXNzY3Bgwfzf//3f/j6+hbuB1BERERKJAvDw/5+LvI3iYqKonTp0jRq1Kioo+RZSkoKDg4OJCcnU65cuQL1FRcXR9WqVU2Sq5Vl1wL3MWBWdxaPiDBBGtiStcIk/ZjyHJmKuWUytzxgfpnMLQ8oU16YWx4wv0ymzmNuP0tMwVR5MgzpbGdtrj//NVxEisyFCxfo3bs3cOeGx+JUYIuIiIg8zGM/XESKTpkyZUhLSyM0NJRWrVoVdZxHpin8RERESr78TuGnIluKjJOTE99++21RxyiwyMjIAg8XEREREfPmYlEFF6oYh4vkRsNFRERERERMTEW2iIiIiIiJabiISAljitk84uLi6D6siwnSmCdT3DUPd+5UHzhirEn6MtUsLCJS/JhqJg9TfT+CkvmzxFR57s4ulhtdyRYRERERMTEV2SIiIiIiJqbhIiIFpCn8RERESr7w8HDCw8NJT0/P0/YqskUKSFP4iYiIlHx3L6ZpTLaIiIiISBFRkS0iIiIiYmIqskVERERETExFtjyWXnrpJb755puijiEiIiIllG58lMfSpEmTaNSoUVHHEBERkRJKRbY8ljp06FDUEURERKQEU5EthSohIYHQ0FBcXV3JzMxk8+bNLFmyBH9/fywsLKhYsSIHDhxgxowZPPHEE0ybNo0KFSpgMBg4f/48fn5+hISE4OPjw6hRo3BycuLWrVvs2LGDkJAQLC0tSUhIYP78+VSvXp0TJ07w+uuv4+npSWpqKsOHD2fDhg3MmzePFStW8Nprr1GzZk0+/vhjunTpwkcffQTAd999x8WLFylfvjzHjh1j4MCBVK9ePU/HqHmyRURESj7Nky1mJSwsDAcHB7p27QpASkoKc+fO5eeff2b16tVkZmayYMECrly5wooVK7h+/To+Pj4AvPvuu2zatAkvLy9++OEHTp06xZw5cwAICgri0KFDNGzYkHXr1rFr1y4mT55Meno6Tz/9NL/++isODg7Mnz8fW1tbHBwcmDBhAgB169Zlx44dpKamArBt2zbCwsJYtWoVAFevXqVZs2YcPnyYUqVK5XqMmidbRESk5MvvPNkqsqVQtW/fnhYtWrBgwQJeffVVRo0aRefOnRkwYAAAVlZW7N+/H7hTkDdv3pw1a9YA0KBBA7KysgCwtramYcOGxn6dnZ1JSUkBoG/fvjz33HMEBQVhb28PQFJSEg4ODlhbW5ORkYGHhwdlypQxvt7Kysr49eLFi6lfv75xuUKFCqSmprJ161batGlj+pMiIiIiJZ6KbCl0p0+fJjo6mo0bN9KyZUvs7e0xGAz3bWdlZcVzzz1Hp06dAIz/v3d9ThYvXszKlStZunQplStXZvLkyQBkZGRgbX3nI35vgf1XN27c4Pbt29na0tPTSUtLy+shioiIiGSjKfykUIWGhnLs2DGaNWtGYGAg7u7uvPvuu2zYsMG4zblz54iOjmbgwIFs2rTJ2H7x4kXWrVuX6z7mzZvHhx9+SOXKlbl16xZXr17FYDAQFhaWp4x9+/bl4MGDxuXz589jbW1Nq1at8nGkIiIiIv+jK9lSqGxtbVm3bh1Hjx4lNTUVT09PBg4cyJQpU/joo4+oVasWAP369eOVV17h5s2beHt7U716dQwGA4MGDSI8PJw9e/Zw4cIFatasyYEDB4iNjSUoKAgXFxcmT57Mxo0bMRgMXL9+nXHjxhEQEMCIESMYN24cACNHjmTIkCHUrl2b77//ng0bNmBpacnbb79Np06dSE5OJjAwEAcHB86ePcuWLVuws7MrylMnIiIixZiKbClU48ePz7H97pCOvxo9evR9bX+dtaNp06YMGzbMuFyrVi26dOmSY38zZsxgxowZ2dratm1L27Zts7X17ds35wMQEREReQQWhpwGx4pIru7eXdy8eXPj2O+72rdvT8eOHfPc182bN83qyrm55QHTZopeH2OSfqrUeYZzRy+apK9X2r9U4D5K+vtmCuaWB5QpL8wtD5jf9yRTfj+Ckvk96VHyrF27lvXr12dry8jIYPv27SQnJz90djEV2SKP6G6Rnds/sryIi4ujatWqJkpWcOaWB0ybqZVlV5P0M2BWdxaPiDBJX1uyVhS4j5L+vpmCueUBZcoLc8sD5vc9yZTfj6Bkfk8yVZ68/vzXjY8i94iKisLb25tly5YVdRQREREpxjQm+xH8+eefzJgxg4SEBKpUqWKceu7ug1DeeOONoo74t8rMzOTIkSPGuaZPnTrF119/zaxZs3j77bdp2rQpGRkZXLx4kYyMDKZOnYqLi0vRhn6AJk2asHXrVn766Sf69OlT1HFERESkmFKRnU/x8fG0aNGCMWPGMGXKFGP7oUOHsj1I5XFy/PhxDh06ZCyya9asyfTp0/n222/p2bMn3bt3N267adMmmjZtyt69e6lYsWIRJX4wS0tLXF1dOX36dFFHERERkWJMw0XyafDgwXh4eBifWHhX/fr1GTRoUBGlKjqJiYl8/PHHed6+TZs2NGzYEG9v70JMJSIiIlK0dCU7Hy5fvsyGDRtYunRpjuu7dOlifCrhd999x8WLFylfvjzHjh1j4MCBVK9enfHjxzNz5kz69+/PvHnz+PHHH3nvvffw8fFh3LhxbN26lR07dlCrVi22b9+Oj48P169fZ9SoUdjZ2dGmTRuWLVvG559/zp49e/Dz8+Pzzz/HysqKy5cvc/HiRb788ktSU1MZPnw4mzdvZsGCBfz555/s3r2bJk2aYG1tTVZWFjt37sTLy4tXX30V4KH7LleuHO3bt8fS0pL169czceJE6taty/fff8/FixfZuHEj8fHxdO3alWefffah57Fhw4b4+/uzcOFCrK2tmT17NpmZmTg6OhITE8MXX3zBli1b8Pb2pnPnzlSrVg24c4evj48Phw8fxmAwEBUVxcKFC7G0tCQhIYH58+dTvXp1Tpw4weuvv46np2eO52HPnj00bdrUOC1gQkICfn5+1K9fHzs7O/bs2WOiT4yIiIg8rlRk50NcXBwGg+GBwxyaNGkCwLZt2wgLC2PVqlUAXL16lWbNmnH48GGmT59OfHw8L774IgCvvfYaAQEBfPDBB8TFxTF06FBiY2OxtramTJkyjB07lsjISMaOHUv37t1ZvHgxVapU4dlnn+Xll19m5cqVJCQkGB+64ujoiI+PD87OzsyfPx87OzucnJxo164dNWvWpFmzZhw5coRq1apha2vLl19+yauvvprrvr28vPj6668pV64cCQkJLFq0iFmzZuHl5cXWrVtp3rw5/fr1y9N5LF++PNevX+fq1avs3r2b3bt3ExkZCcDhw4dZvHgxQ4cOJTo6mpiYGHx9fQFYtWoVixcvZs6cOQDMnDmT2NhY6tSpw7p169i1axeTJ082jo3/9ddfcXBwyPE89OvXz1hkv/POO0yaNIn27dsDcPbsWU6cOJHnz0W3bt2wsbG5bz5vERERKTnCw8MJDw8nPT09T9uryM4HNzc3LCwsuHDhQrb2sLAwoqKiOHHiBFWrViUuLo5mzZoZ11eoUIHU1FS2bt1KmzZtGDp0KIMHD2bYsGGsXr2af/zjHwCsWbMGW1tb4yPH//zzT+NUM9bW1lSrVg0nJydat25t7Nva2pqGDRsalx0dHUlJScHZ2Rlra2vS09Px8PAAwNnZGScnJ+OVYScnJ65du5anfT/33HPGaWqcnZ355ZdfHvk8JiUlUapUKZycnAgLC8POzs44lr1y5crY2trmeGzOzs7Zlu/N37dvX5577jmCgoKwt7c37sfBwSHH85CSkgLAkSNHiImJoWXLlsZ+y5Ytm6/jiYyMLPAUfiIiImLe7l5MuzuFX25UZOeDi4sLHTp0YOPGjQwcONDY3rNnT3r27MkTTzzBxIkTmTVrFrdv38722vT0dNLS0gB45ZVXsLKyYs+ePVy7do3y5csDYGVlRalSpejUqVOO+y9TpkyO7XeHqDzIvesftG1u+85tH3dFRUXRtGnTh25z5MgROnTowBNPPIGVlRVPP/10nvf7oByLFy9m5cqVLF26lMqVKxufKJmRkWF8UExOrzUYDFhaWhoLexERERFT0I2P+bRo0SKOHz/O7Nmzs7XHx8eTnp6OhYUFffv25eDBg8Z158+fx9ramlatWhnb3n//fUaOHMlLL/3viUrvvfcecXFxXL582dg2d+7cQjya/ynIvu3t7UlOTsZgMHDy5MmHbrt+/XqioqL44osvABg4cCA//vgjWVlZwJ2nMX3zzTf5zj9v3jw+/PBDKleuzK1bt7h69SoGg4GwsLCHvq5u3bq4u7uze/duY9uFCxfIzMzMdwYRERGRu3QlO58qVKhATEwMgYGB9O3blxo1ahivMC9btgwbGxs6depEcnIygYGBODg4cPbsWbZs2ZLtUZ69e/cmMjLSeNMh3LlS/v333zN58mTq1atHZmYm7du358SJEwQFBXHkyBF8fHzw9vamTJkyzJ07l9jYWIKCgqhYsSIrVqwgISGBadOmMWXKFGMhO27cOAYPHkxgYCAJCQn4+vrStWtXgoKCiI2NZe7cuXzwwQcP3ffd/TRs2JDly5cTFxdHeHg4PXr0YMiQIXz66adYWlrSuXNn/u///o+vv/6a+Ph4QkJC+O2338jMzOT8+fOkpaURExODs7MzAJ6enly7do3Ro0dTu3Zt0tLSGDRoEJs3bzYOXXn55ZdJSkpiz549XLhwgZo1a3LgwAFjJhcXFyZPnszGjRsxGAxcv36dcePGERAQwIgRI4zj1f96HqZOnYqPjw/r169nypQpHDt2DCcnJ+NY8eXLl9O7d++/5XMlIiIiJYseqy7yiPRY9b+XuT3CGPRY9bwwt0zmlgeUKS/MLQ+Y3/ckPVY9d3qsuoiIiIhIMaciW0RERETExDQmW6SANE+2iIhIyad5skX+ZponW0REpOTL7zzZGi4iIiIiImJiupItIoXKlDN5DBwx1iR9meKuebhzp3r3YV1M0peIPL5MNZOHKb8fmWrGE1N93zYFU+XJMORtuIiuZIuIiIiImJiKbBERERERE1ORLSIiIiJiYhqTLVJAmsJPRESk5Is3nCOe82SRlaftVWSLFJCm8BMRESn5XCyq4EIVMgzpbGdtrttruIiIiIiIiImpyBYRERERMTEV2VIixMTE5Gv7X3/9lT/++KNwwoiIiMhjT0W2lAgRERH52n7z5s0qskVERKTQqMiWYm///v0EBwfneftTp07xxRdfFGIiERERedxpdhEpVhISEggNDcXV1ZXMzEzCwsJo2rQpSUlJBAQEYGdnx4gRI8jMzCQgIIDKlSuTnJxMWloaY8eOJTMzk1WrVpGUlMS8efNwcnJizJgx2NjYEBERwdmzZ3F1dWXnzp1Mnz4dR0fHXDNpCj8REZGST1P4SYkWFhaGg4MDXbt2BSAlJYXBgwczYcIEvL29jdudOXMGf39/EhMTKV26NJ6entSpUwdPT0+8vb2ZP38+Q4cOxc3NDYB9+/Yxc+ZMoqOjAUhMTMTf35/AwMBcM2kKPxERkZIvv1P4qciWYqV9+/a0aNGCBQsW8OqrrzJq1Kgct6tRowbbtm1j2bJlWFlZkZqaSnx8/AP7jYiIoGzZsqxZswaA0qVLU758+cI4BBEREXkMqMiWYuf06dNER0ezceNGWrZsycmTJ43rTp48Sfny5Tlz5gz9+vUjODgYDw8Pdu7cCUBGRgbW1v/72CcmJnLt2jWsrKxwdHSkU6dOf/fhiIiISAmkGx+lWAkNDeXYsWM0a9aMwMBA3N3duXHjBmXLliU5OZnY2FgsLS0JCQmhTZs2eHh4AHD+/Hnj6wHs7e1JTk7m3Llz3Lx5kz59+hAVFUVqaioAWVlZLFiwoGgOUkRERIo9XcmWYsXW1pZ169Zx9OhRUlNT8fT0xN7eHl9fX6ZNm0atWrVwcnJi0KBB+Pv7s2bNGm7dukX//v2JjIxk5MiRAEycOJF58+ZRt25dhgwZgpWVFcHBwYwZM4a6dety+/ZtvLy8ivhoRUREpLhSkS3Fyvjx43NsHz16dLblunXrEhYWlq2tV69exq+7d+9O9+7ds61v3bo1rVu3NlFSEREReZxpuIiIiIiIiIlZGAwGQ1GHECmOUlJScHBwoHnz5tlupoQ7s6B07Ngxz33dvHkTOzs7U0d8ZKbME70+f4+8f5AqdZ7h3NGLJunrlfYvmaSfkvy+mYq5ZTK3PKBMeWFuecD8Mpk6jym+d5vy+7YpPEqePTG7ifrv7mxtmZmZHD5+kOTk5IdO4asiW+QR3S2yc/tHlhdxcXFUrVrVRMkKzpR5Wll2NUk/A2Z1Z/GICJP0tSVrhUn6Kcnvm6mYWyZzywPKlBfmlgfML5Op85jie7cpv2+bgqny3J0nO7ef/xouInKP77//nvHjx7Nx48aijiIiIiLFmG58fIjk5GSmT5/OlStXcHNzw8bGhtq1a5OYmEi1atV44403ijpigcTExPDSS//7s/m+ffvo0qULR48ezdPjxB/k559/ZtmyZQQFBdGnTx9q165Neno6Z8+exdHRkU8//dRsn5DYunVrVq9ezc8//0y7du2KOo6IiIgUUyqyH+Dy5cs0b96c8ePHM23aNGP7oUOH8PLyMj4ZsDiLiIjIVmS/8MILBAYGFqjABmjcuDGNGzcmKCiIoUOH0qRJE+O6BQsW8Oabb7J7925sbW0LtJ/CYGVlxTPPPFPUMURERKSY03CRBxg8eDBNmzZlwIAB2drr16/PoEGDiiiVaaSnp7N06VL++9//Zmu3t7fPNs1dYXj//fextLRkxowZhbofERERkaKkK9k5uHTpEhs3bmTp0qU5rn/33XexsbFh+/bt7Nu3D1dXV06cOEHHjh1p1KgRISEh+Pj4MGrUKJycnLh16xY7duwgJCQES0tLNm3axOXLl3F0dOTYsWO4ublRv359hg8fDsD27dvZtm0bo0ePpl69eixdupSNGzfi7e1N586dqVatGgBr167Fx8eHw4cPYzAYiIqKYuHChVhaWuLt7c3cuXPx9/fH2dmZ2NhYrl+/TmBgILGxsURFRREXF0dAQAC1atWiU6dOTJ48mUWLFrF3716qVKnCzZs3+fzzz6lWrRqpqakkJiYyduxYrl69ysiRI7lw4QIffvghGRkZbNmyBS8vL1q0aJHr+W3QoAFhYWFMmjSJrKwspk2bRoUKFTAYDJw/fx4/P7/7zmFqairbt29n1KhRnDx5kqSkJC5dukRAQABw53HqK1aswM3NjUOHDtGtWzcaN27M5cuXc836f//3f8yePZuXX34ZKysrDh8+TL169UzwSRIREZHHlYrsHMTFxWEwGHjqqadyXN+0aVNOnDjBiBEjiI6OBiAtLQ13d3d27tyJl5cXP/zwA6dOnWLOnDkABAUFcejQIRo2bIifnx/r16/H0dGRFi1a8OOPP1K3bl0mTZrElClTAHjzzTcZPnw4O3fuBKBdu3ZER0cTExODr68vAKtWrWLx4sXGfcycOZPY2Fjq1KlDQEAA4eHheHh4GIeEvPfee0yaNImAgAB69uzJqVOn8Pb2Nh6Xr68vwcHBZGVlATB06FA6d+5snIruq6++wtfXl6lTp+Ln50e9evXw8PCgatWqPPHEE3z11Vd5KrLLly/P2bNnAfj888+5fv06Pj4+wJ1fYDZt2pTjOZwzZw47duxg3LhxADg7O/Pxxx9Trlw5li1bRkJCAp988glvvfUW9evXJz4+nkqVKj00682bN3nrrbdYv3497u7uAOzYsSPXY7hXt27dsLGxoUePHvTo0SNfrxUREZHiId5wjnjOk0VWnrbXcJEcuLm5YWFhQUJCQo7r09LSWLRoEbVr1za2lSpVChcXF1auXAmAtbU1DRs2NK53dnYmJSUFuPO0werVq9O2bVuWL19Oly5dALC0zP52/HU5pz7vXXZycuLatWvGZQsLC8qXL29c7tq1K8uWLXvosVtZWQFw69YtwsLCaNCggXFd/fr1WbhwoTGLs7Ozcbqge48vN0lJSbi4uAAQFhZGWloaa9asYc2aNTRo0MBY5Od2vOXKleP3338HYMKECXTt2pXZs2ezZcuWbO/dw7Ju3bqVW7duGQtsgLJly+bpOO6KjIxk3bp1KrBFRERKMBeLKtS3eBV3muS+MbqSnaNKlSrRrl07tm3bRp8+fe5bv3PnTs6cOXPfpO/p6emkpaUZl+8WrH/VunVrunbtyu7du5kzZw7x8fF89tln9213t9i811/7fNA+cmJtbZ3j9lFRUTRt2jRb261bt8jIyOD27dvGtrweX26OHDnCP/7xD2Mfzz33HJ06dQIw/v9B+3jQPv38/Dh9+jTz58/HycmJPn36YDAYjOfwQa8zGAyUKVPmkY5DRERE5EF0JfsBFi5cSHR0NMHBwdnak5OTOXHiBBMnTuTYsWPcfZZPamoqcXFxvPfee7n2PX78eCpUqEDnzp1ZtWoVJ0+eBO7ceHhvEfvLL7+QmZlZoOO4evWq8evIyEjjTZv29vYkJycDcPz48fte5+joSMeOHTl48KCxbf/+/fTv379AeebPn8+ff/5pHB4ycOBANm3aZFx/8eJF1q1bl+9+g4KC8PHxwcnJifPnzwPw22+/sWfPnoe+rmXLlmRkZPDbb78Z2y5cuFDg8y4iIiKPN13JfoBKlSqxb98+pk+fzqBBg6hWrRp2dnY4OjoyePBgSpUqhZ+fH1OmTMHFxYW4uDhWrlzJM888Q3h4OHv27OHChQvUrFmTAwcOEBsbS1BQEC4uLlhaWjJv3jwcHByIi4tj0qRJwJ3hGPXq1WPx4sVYW1vj4uLC2rVrWb58OeXLl2fDhg0AvPzyyyQlJT10H7Vq1QLgp59+4vTp0xw+fJgXXniBiRMnAnduPnzxxReZOXMmNWvWBO6MyU5ISMDPz48vv/ySkJAQAgICSExMJCMjg4yMDAICAoxX3hMSEvD19aVr164EBQURGxvL3Llzady4MSEhIcCd4nf79u2kp6dz+vRpnJ2d2bt3r3H6viFDhnDz5k28vb2pXr06BoOBQYMGPfQcVqxYkRUrVpCQkMC0adOYOnUqgYGBfPPNN7z++uukp6czaNAg5syZw9ixY/nkk08emPWDDz5g06ZN+Pn54eHhwRNPPEFaWhrr1q3jlVdeoW3btn/r505ERERKBj1WvQRzc3Nj+/btuLm5FXWUEkmPVc8bPVb972NuecD8MplbHlCmvDC3PGB+mfRY9dzpseoiIiIiIsWciuwSasqUKcTHx/Ppp59y6dKloo5TonXr1o0OHToQHh5e1FFERESkkMQbznHIsIdf2Jun7TUmu4SaNGmScay3FK7IyMgCDxcRERER8+ZiUQUXqhiHi+RGV7JFRERERExMRbaIiIiIiIlpuIiIFCpTzuTRfVgXk/Rljkx1J//AEWNNkMZ075uIFE+m+B5gbt+3TZXn7uxiudGVbBERERERE1ORLSIiIiJiYiqyRURERERMTGOyRQqoW7du2NjY0KNHD3r06FHUcURERKQQhIeHEx4eTnp6ep62V5EtUkCaJ1tERKTku3sxTTc+ioiIiIgUERXZIiIiIiImpiJbSoSYmJh8bf/rr7/yxx9/FE4YEREReeypyJYSISIiIl/bb968WUW2iIiIFBoV2VLs7d+/n+Dg4Dxvf+rUKb744otCTCQiIiKPO80uIsVKQkICoaGhuLq6kpmZSVhYGE2bNiUpKYmAgADs7OwYMWIEmZmZBAQEULlyZZKTk0lLS2Ps2LFkZmayatUqkpKSmDdvHk5OTowZMwYbGxsiIiI4e/Ysrq6u7Ny5k+nTp+Po6JhrJk3hJyIiUvJpCj8p0cLCwnBwcKBr164ApKSkMHjwYCZMmIC3t7dxuzNnzuDv709iYiKlS5fG09OTOnXq4Onpibe3N/Pnz2fo0KG4ubkBsG/fPmbOnEl0dDQAiYmJ+Pv7ExgYmGsmTeEnIiJS8uV3Cj8V2VKstG/fnhYtWrBgwQJeffVVRo0aleN2NWrUYNu2bSxbtgwrKytSU1OJj49/YL8RERGULVuWNWvWAFC6dGnKly9fGIcgIiIijwEV2VLsnD59mujoaDZu3EjLli05efKkcd3JkycpX748Z86coV+/fgQHB+Ph4cHOnTsByMjIwNr6fx/7xMRErl27hpWVFY6OjnTq1OnvPhwREREpgXTjoxQroaGhHDt2jGbNmhEYGIi7uzs3btygbNmyJCcnExsbi6WlJSEhIbRp0wYPDw8Azp8/b3w9gL29PcnJyZw7d46bN2/Sp08foqKiSE1NBSArK4sFCxYUzUGKiIhIsacr2VKs2Nrasm7dOo4ePUpqaiqenp7Y29vj6+vLtGnTqFWrFk5OTgwaNAh/f3/WrFnDrVu36N+/P5GRkYwcORKAiRMnMm/ePOrWrcuQIUOwsrIiODiYMWPGULduXW7fvo2Xl1cRH62IiIgUVyqypVgZP358ju2jR4/Otly3bl3CwsKytfXq1cv4dffu3enevXu29a1bt6Z169YmSioiIiKPMwuDwWAo6hAixdHdu4ubN2+ebZw33LlBs2PHjnnu6+bNm9jZ2Zk64iMztzxQ8jNFr8/fU0tzUqXOM5w7etEEaeCV9i+ZpB9ze9/MLQ8oU16YWx4wv0zmlgfML9Oj5Fm7di3r16/P1paRkcH27dtJTk5+6OxiKrJFHtHdIju3f2R5ERcXR9WqVU2UrODMLQ+U/EytLLsWuI8Bs7qzeET+nn76IFuyVpikH3N738wtDyhTXphbHjC/TOaWB8wvk6ny5PXnv258FBERERExMRXZ8li6efMmN27cKOoYIiIiUkLpxscCSk5OZvr06Vy5cgU3NzdsbGyoXbs2iYmJVKtWjTfeeKOoIxZITEwML730v7GZ+/bto0uXLhw9ejRPjxx/mLNnz+Lv70+NGjWwsrKiWrVq7N+/H39//wKmfriNGzcyZswYunfvzqefflqo+xIREZHHk4rsArh8+TLNmzdn/PjxTJs2zdh+6NAhvLy8jE8PLM4iIiKyFdkvvPACgYGBBS6wMzMzadOmDVFRUTg7OwMwe/Zsrl69WqB+86Jdu3bs37+/0PcjIiIijy8NFymAwYMH07RpUwYMGJCtvX79+gwaNKiIUplGeno6S5cu5b///W+2dnt7+2xT4T2q33//nfPnz2NjY2Nse//993FwcChw33lhYWHxt+xHREREHk8qsh/RpUuX2LhxI2+++WaO6999913KlCnD9u3bCQwMJCwsjEmTJhmL1pCQENzc3Jg5cybLli1j4cKF9OrVi6ysLAA2bdpEcHAwq1atYurUqYSEhHDkyBGaN29O8+bNAdi2bRsNGjSgX79+wJ1hEHXr1mXy5MksXbqUpUuX8u6773LgwAGWLFlCcHAwAwcONO7D29ubcuXKMWfOHMLDw/Hx8WHUqFGkpaVx7NgxoqKiiIuLIyAgwHhVfvLkyTz99NOcO3cOuDO2eerUqSxfvpxFixYREBBARkYGly9f5h//+AdNmzbl22+/JSwsjH/+85/89NNPAFSoUIE6derwxhtvsGDBAn755RdsbGz44IMPAPD396ds2bJs374dgOHDh2Npaclvv/1GamoqgwcPxtnZmSVLlhAWFsaoUaOYNm0aBoOB48eP07ZtW1577TUWLVrEN998Q9++fVm3bl2O79X06dOxt7enU6dOpKen89///pcnn3zyvrm3RURERPJKw0UeUVxcHAaDgaeeeirH9U2bNuXEiROMGDGC6OhoANLS0nB3d2fnzp14eXnxww8/cOrUKebMmQNAUFAQhw4domHDhvj5+bF+/XocHR1p0aIFP/74I3Xr1mXSpElMmTIFgDfffJPhw4ezc+dO4M4wiOjoaGJiYvD19QVg1apVLF682LiPmTNnEhsbS506dQgICCA8PBwPDw/jkJD33nuPSZMmERAQQM+ePTl16hTe3t7G4/L19SU4ONhYqA8dOpTOnTsb54T+6quv8PX1ZerUqfj5+VGvXj08PDyoWrUqTzzxBF999RUtWrQA7vxSMHnyZPz9/YmLi6NWrVqsWrUKgAkTJrBp0ybjfmfPns3atWuBO099XLBgAYsWLaJ9+/aUL1+eHj164OHhwZNPPsmQIUMYN24cI0eOpH///lhZWfH222/z4osvsmPHDurWrZvtvRo/fjzXrl3DwsICGxsbGjZsyLhx47Id98N069YNGxsbevToQY8ePfL0GhERESlewsPDCQ8PJz09PU/b60r2I3Jzc8PCwoKEhIQc16elpbFo0SJq165tbCtVqhQuLi6sXLkSAGtraxo2bGhc7+zsTEpKCnDniYTVq1enbdu2LF++nC5dugBgaZn9Lfvrck593rvs5OTEtWvXjMsWFhaUL1/euNy1a1eWLVv20GO3srIC4NatW4SFhdGgQQPjuvr167Nw4UJjFmdnZ+OclPceX2pqKllZWcyZM4fffvuNc+fOUbt27WzDbB52rHeHe9zNbmFhQZcuXYzZLSwscHZ2NmatVKkSHh4ehIeH53hMgwcP5ptvviE9PZ1t27bRtm3bh56De0VGRrJu3ToV2CIiIiVYjx49WLduHZGRkXnaXkX2I6pUqRLt2rVj27ZtOa7fuXMnZ86c4fbt29na09PTSUtLMy7fLQL/qnXr1pw4cYKBAweyevVqJk+enON2d68o3+uvfT5oHzmxtrbOcfuoqKj72m7dukVGRka2Y8zr8SUkJLBx40bjsqurK/Pnz+fgwYMPzJbTseYle17WP/fcc9SpU4c1a9Zw5MgR3N3dH7ovERERkYdRkV0ACxcuJDo6muDg4GztycnJnDhxgokTJ3Ls2DHuPlQzNTWVuLg43nvvvVz7Hj9+PBUqVKBz586sWrWKkydPAnduPLy3iP3ll1/IzMws0HHcO6NHZGSk8Wqyvb09ycnJABw/fvy+1zk6OtKxY8dshfH+/fvp379/nvb7xRdfcP36dePyyZMnadasmXH53mO9cuUKCQkJ9x3r3exZWVmsWLEi25Xw33//3ViYX716lejoaHr37v3APO+//z7//ve/qVixYp7yi4iIiDyIxmQXQKVKldi3bx/Tp09n0KBBVKtWDTs7OxwdHRk8eDClSpXCz8+PKVOm4OLiQlxcHCtXruSZZ54hPDycPXv2cOHCBWrWrMmBAweIjY0lKCgIFxcXLC0tmTdvHg4ODsTFxTFp0iTgznCMevXqsXjxYqytrXFxcWHt2rUsX76c8uXLs2HDBgBefvllkpKSHrqPWrVqAfDTTz9x+vRpDh8+zAsvvMDEiRMBaNCgAS+++CIzZ86kZs2awJ0x2QkJCfj5+fHll18SEhJCQEAAiYmJZGRkkJGRQUBAAPHx8Xz22WckJCTg6+tL165dCQoKIjY2lrlz5/LOO+/Qrl07Fi9ezI0bN7h58yYXL15kyZIlxvM7duxYVq1axZUrVyhVqhR16tTh448/5quvvqJSpUoArFu3DltbW/bu3Uvv3r3p06eP8fUGg4HFixdjZWXFrl27WLFiBc8//zybN29mw4YNWFhY0KRJEzw9PQHo1KkTn3zyiXF8uYiIiMijsjDcvcwqjyU3Nze2b9+Om5tbUUfJNwsLCx708d2+fTuffvqpcXaSvAoKCmLYsGF52jYlJQUHBweSk5MpV65cvvbzV3Fxccax6+bA3PJAyc/UyrJrgfsYMKs7i0dEmCANbMlaYZJ+zO19M7c8oEx5YW55wPwymVseML9MpsqT15//Gi4ij70RI0bwyy+/sHXrVlq1alXUcURERKQEUJH9GJsyZQrx8fF8+umnXLp0qajj5FlqaipjxowBYNSoUdy8eTPb+pMnTzJz5kyOHDnC7Nmzc+2vbNmy7Nmzhxs3bvD888/nO0+3bt3o0KHDA2cuERERkeIvPDycDh060K1btzxtrzHZj7FJkyYZx3oXJ7a2tnz++ed8/vnnOa5//vnnWb16dZ778/PzK1CeyMjIAg8XEREREfN293kYd4eL5EZXskVERERETExFtoiIiIiIianIFhERERExMRXZIiIiIiImpiJbRERERMTENLuISAF169YNGxsb413HIiIiUvKEh4cTHh5Oenp6nrZXkS1SQJrCT0REpOTTFH4iIiIiIkVMRbaIiIiIiImpyJYSISYmJl/b//rrr/zxxx+FE0ZEREQeeyqypUSIiIjI1/abN29WkS0iIiKFRkW2FHv79+8nODg4z9ufOnWKL774ohATiYiIyONOs4tIsZKQkEBoaCiurq5kZmYSFhZG06ZNSUpKIiAgADs7O0aMGEFmZiYBAQFUrlyZ5ORk0tLSGDt2LJmZmaxatYqkpCTmzZuHk5MTY8aMwcbGhoiICM6ePYurqys7d+5k+vTpODo65ppJU/iJiIiUfJrCT0q0sLAwHBwc6Nq1KwApKSkMHjyYCRMm4O3tbdzuzJkz+Pv7k5iYSOnSpfH09KROnTp4enri7e3N/PnzGTp0KG5ubgDs27ePmTNnEh0dDUBiYiL+/v4EBgbmmklT+ImIiJR8+Z3CT0W2FCvt27enRYsWLFiwgFdffZVRo0bluF2NGjXYtm0by5Ytw8rKitTUVOLj4x/Yb0REBGXLlmXNmjUAlC5dmvLlyxfGIYiIiMhjQEW2FDunT58mOjqajRs30rJlS06ePGlcd/LkScqXL8+ZM2fo168fwcHBeHh4sHPnTgAyMjKwtv7fxz4xMZFr165hZWWFo6MjnTp1+rsPR0REREog3fgoxUpoaCjHjh2jWbNmBAYG4u7uzo0bNyhbtizJycnExsZiaWlJSEgIbdq0wcPDA4Dz588bXw9gb29PcnIy586d4+bNm/Tp04eoqChSU1MByMrKYsGCBUVzkCIiIlLs6Uq2FCu2trasW7eOo0ePkpqaiqenJ/b29vj6+jJt2jRq1aqFk5MTgwYNwt/fnzVr1nDr1i369+9PZGQkI0eOBGDixInMmzePunXrMmTIEKysrAgODmbMmDHUrVuX27dv4+XlVcRHKyIiIsWVimwpVsaPH59j++jRo7Mt161bl7CwsGxtvXr1Mn7dvXt3unfvnm1969atad26tYmSioiIyONMw0VEREREREzMwmAwGIo6hEhxdHcKn+bNm2e7mRLuzILSsWPHPPd18+ZN7OzsTB3xkZlbHij5maLXxxS4jyp1nuHc0YsmSAOvtH/JJP2Y2/tmbnlAmfLC3PKA+WUytzxgfpkeJc/atWtZv359traMjAy2b99OcnLyQ6fwVZEt8ojuFtm5/SPLi7i4OKpWrWqiZAVnbnmg5GdqZdm1wH0MmNWdxSMiTJAGtmStMEk/5va+mVseUKa8MLc8YH6ZzC0PmF8mU+XJ689/DReRx9KtW7dISUkp6hgiIiJSQunGx0Ly559/MmPGDBISEqhSpQpWVlY899xzpKen8/TTT/PGG28UdcS/VWZmJkeOHKF+/frGtmvXruHj40PVqlWxtbWlcuXK/PTTT8yZM6dQs0RFRTFq1Chq167N0qVLC3VfIiIi8nhSkV0I4uPjadGiBWPGjGHKlCnG9kOHDtG8eXPjUwUfJ8ePH+fQoUPZiuwuXbowZ84c6tSpA8D69euzPVimsDRt2pQhQ4awY8eOQt+XiIiIPJ40XKQQDB48GA8PDwYMGJCtvX79+gwaNKiIUhWdxMREPv744/vaY2JisLW1NS63b9+e2rVr/y2ZLCws/pb9iIiIyONJRbaJXb58mQ0bNvDmm2/muL5Lly6UKVMGgO+++46ZM2cSGhrKxx9/zJkzZ4A7c0GXLl2aoUOHAvDjjz9Srlw5ZsyYAcDWrVuZNGkSYWFhDB48mPPnz3P8+HE8PT3p3LkzixYt4vXXX2f//v18+eWXVKhQgWXLlhEaGsq///1vRo0aBUBqaioDBw6kcuXKbNy4kYiICIYNG8by5cuJiIggLCyMIUOGsGfPHmP+h+37H//4ByEhIYSGhtK9e3eOHDkCwPfff8/FixfZuHEjAQEBnD59GoB33nkHT09PZs6cyc8//0xmZiYffvghAF9//TVPPfWUcTjHZ599RpkyZdi+fTsA3t7elCtXjjlz5hAeHo6Pjw+jRo0iLS2Ny5cv0717d2rXrs2iRYtYvnw577//Pl9//XWO70lwcDAuLi40b96cq1evcubMGapWrUqPHj1IT09/lI+BiIiIPOY0XMTE4uLiMBgMVKxYMcf1TZo0AWDbtm2EhYWxatUqAK5evUqzZs04fPgw06dPJz4+nhdffBGA1157jYCAAD744APi4uIYOnQosbGxWFtbU6ZMGcaOHUtkZCRjx46le/fuLF68mCpVqvDss8/y8ssvs3LlShISEhg3bhwAjo6O+Pj44OzszPz587Gzs8PJyYl27dpRs2ZNmjVrxpEjR6hWrRq2trZ8+eWXvPrqq7nu28vLi6+//ppy5cqRkJDAokWLmDVrFl5eXmzdupXmzZvTr18/47lYsmQJU6ZMYd68eYwaNYqnn36aiIgInn32WQYOHMjOnTuN237yySf8+OOPxuWAgADCw8Px8PDgpZfuTDX23nvvMWnSJAICAvD39+fll1+mV69e2NnZ0blzZ2rXrs0zzzxDmzZtsr0n/fv359atW+zYsYMKFSpQoUIFhgwZwoQJE/L0nnfr1g0bGxt69OhBjx498vQaERERKV7Cw8MJDw/P8wU4Xck2MTc3NywsLLhw4UK29rCwMIYNG8Zbb73FgAEDmDZtWrbxyRUqVCA1NZWtW7cCMHToUBYsWADA6tWr+cc//gHAmjVrsLW1ZcOGDaxZs4aUlBTjdDTW1tZUq1YNJycnWrduzZNPPmlsb9iwoXFfjo6Oxpk1rK2tSU9Px8PDAwBnZ2ecnJyoVq0aAE5OTly7di1P+37uueeMU9k4OzvnOnvH1atXCQgI4MSJE1y5coX27dvTs2dP7s4qaWmZ/eP512ULCwvKly9vXO7atSvLli0zritTpoxxPkw7Ozvatm1LSEhIjll69+7Nli1buHr1KqdPnzaOE8+LyMhI1q1bpwJbRESkBOvRowfr1q0jMjIyT9vrSraJubi40KFDBzZu3MjAgQON7T179qRnz5488cQTTJw4kVmzZnH79u1sr01PTyctLQ2AV155BSsrK/bs2cO1a9eMxaSVlRWlSpWiU6dOOe7/7lCUv7Kysnpo7nvXP2jb3Pad2z7uioqKomnTpgQHB+Pr6wtA+fLlCQoKYvny5Vy7do0KFSrc97qsrKyH9mttbf3QDA9bX65cOTp37szSpUuxs7NjyJAheToWERERkZzoSnYhWLRoEcePH2f27NnZ2uPj40lPT8fCwoK+ffty8OBB47rz589jbW1Nq1atjG3vv/8+I0eONA6HgDtDIuLi4rh8+bKxbe7cuYV4NP9TkH3b29uTnJyMwWAwziCyaNGibH1duHABNzc34y8U9vb2xl86bt++zalTp8jMzMzW79WrV41fR0ZGZrux9MaNG6SmpgJ35sVev379fTej3uv9999n0aJFWFlZ5fkXBhEREZGc6Ep2IahQoQIxMTEEBgbSt29fatSoYbzCvGzZMmxsbOjUqRPJyckEBgbi4ODA2bNn2bJlS7bHffbu3ZvIyEheffVVY5uLiwvff/89kydPpl69emRmZtK+fXtOnDhBUFAQR44cwcfHB29vb8qUKcPcuXOJjY0lKCiIihUrsmLFChISEpg2bRpTpkzhiy++AGDcuHEMHjyYwMBAEhIS8PX1pWvXrgQFBREbG8vcuXP54IMPHrrvu/tp2LAhy5cvJy4ujvDwcHr06MGQIUP49NNPsbS0pHPnzgC0atWK9evXk5iYyK1btzhz5gwrV640zvwxdOhQvvrqK+zs7MjKyqJx48b8+9//5umnnzbOQvLTTz9x+vRpDh8+zAsvvMDEiRON58rKyoqQkBBsbW3ZtWsX06dPp3nz5uzdu5fly5dz7tw5Yz6Axo0bU65cOdq1a1eInw4RERF5HOix6lJsubm5sX37dtzc3O5b99tvv9G8eXN+++23fPU5a9YsRowYkadt9Vj1v1dJz6THqv89zC0PKFNemFseML9M5pYHzC/T3/1YdV3JlsfetGnTaNy4Ma6urvm64VFERETkQTQmW4qlKVOmEB8fz6effsqlS5eyrYuPj2fKlClcvnyZyZMn59pXuXLlOHjwIIcOHaJFixb5ztKtWzc6dOhAeHh4vl8rIiIixUN4eDgdOnSgW7duedpeV7KlWJo0aRKTJk3KcZ2LiwvBwcEEBwfnqa/hw4cXKEtkZGSBh4uIiIiIebv7PIy7w0VyoyvZIiIiIiImpiJbRERERMTENFxERMQMmGI2j7i4OLoP62KCNKaZ7QTuzHgycMRYk/RlqhlPRET+DrqSLSIiIiJiYiqyRURERERMTEW2iIiIiIiJaUy2SAF169YNGxsb49Q+IiIiUvKEh4cTHh5Oenp6nrZXkS1SQJonW0REpOQr9HmyR48ezddff01SUhLNmjWjdevWrFq16pHCioiIiIiURPkusuvXr8/AgQP5/PPPqVOnDj/88AMJCQmFkU1EREREpFjKd5FdtmxZAHbv3k2XLnfmY83LJXORwhQTE5Ov7X/99Vf++OOPwgkjIiIij718F9kXLlzgp59+IjY2ltdee42rV68SHx9fGNlE8iwiIiJf22/evFlFtoiIiBSafBfZbdq0Yd26daxbt44LFy7g4+OjIluK1P79+wkODs7z9qdOneKLL74oxEQiIiLyuMv37CI1atTA09OTpKQkmjRpQrt27Wjfvn1hZBO5T0JCAqGhobi6upKZmUlYWBhNmzYlKSmJgIAA7OzsGDFiBJmZmQQEBFC5cmWSk5NJS0tj7NixZGZmsmrVKpKSkpg3bx5OTk6MGTMGGxsbIiIiOHv2LK6uruzcuZPp06fj6OiYayZN4SciIlLyFfoUfhMnTuT48eM0bNiQNm3a0KhRIxYtWsSgQYPyHVYkv8LCwnBwcKBr164ApKSkMHjwYCZMmIC3t7dxuzNnzuDv709iYiKlS5fG09OTOnXq4Onpibe3N/Pnz2fo0KG4ubkBsG/fPmbOnEl0dDQAiYmJ+Pv7ExgYmGsmTeEnIiJS8uV3Cr98F9murq5MmzaNtWvXAvD0009jYWGR/6Qij6B9+/a0aNGCBQsW8OqrrzJq1Kgct6tRowbbtm1j2bJlWFlZkZqa+tBhTREREZQtW5Y1a9YAULp0acqXL18YhyAiIiKPgXwX2ZaWd4Zx31tYnzlzxnSJRHJx+vRpoqOj2bhxIy1btuTkyZPGdSdPnqR8+fKcOXOGfv36ERwcjIeHBzt37gQgIyMDa+v/fewTExO5du0aVlZWODo60qlTp7/7cERERKQEyveNj1euXGHChAns2LGDefPm0aFDBypWrFgY2UTuExoayrFjx2jWrBmBgYG4u7tz48YNypYtS3JyMrGxsVhaWhISEkKbNm3w8PAA4Pz588bXA9jb25OcnMy5c+e4efMmffr0ISoqitTUVACysrJYsGBB0RykiIiIFHuPNCb7888/JywsjJ07dzJw4EDef//9wsgmch9bW1vWrVvH0aNHSU1NxdPTE3t7e3x9fZk2bRq1atXCycmJQYMG4e/vz5o1a7h16xb9+/cnMjKSkSNHAnc+x/PmzaNu3boMGTIEKysrgoODGTNmDHXr1uX27dt4eXkV8dGKiIhIcZXvItvCwoKxY8cyduxYY9v+/ft5+eWXTRpMJCfjx4/PsX306NHZluvWrUtYWFi2tl69ehm/7t69O927d8+2vnXr1rRu3dpESUVERORxZmEwGAwP2+DWrVt8++23D+0kNDSUH374waTBRMzd3buLmzdvnm2cN9y5QbNjx4557uvmzZvY2dmZOuIjM7c8oEx5Yco80evz9xTVB6lS5xnOHb1okr5eaf9Sgfswt/cMlCkvzC0PmF8mc8sD5pfpUfKsXbuW9evXZ2vLyMhg+/btJCcnP3R2sVyL7Bs3blCjRg3efvvtB84iEhUVle3mM5HHwd0iO7d/ZHkRFxdH1apVTZSs4MwtDyhTXpgyTyvLribpZ8Cs7iwekb8nsj7IlqwVBe7D3N4zUKa8MLc8YH6ZzC0PmF8mU+XJ68//XIeLlClThunTp9O7d+8HbpPfR1qLiIiIiJRkeRqT/dcCOzExke+//56MjAzefffd+8a2ivzVzZs3MRgMlClTpqijiIiIiBS6fE/hd+DAARo1akRQUBBffvkl7u7uHDlypDCyyT1++uknRo4cibW1tXGGDIBff/2VQYMG4ezszEcffZTroz5jYrKPs9y3bx+VK1fmjz/+KIzYAGzcuJGGDRsyY8YMAEJCQnjnnXewsLBg2LBh7Nq1q9D2LSIiIlIU8j27SHh4OL/88otxDMrVq1fx9/fniy++MHk4+Z8WLVpQvXp1SpUqxZw5c2jTpg2enp4899xzLFq0iKeeeorPPvss134iIiJ46aX/3Tz0wgsvEBgYiKOjY6Flb9euHfv37zcue3l54erqysaNGwkKCiq0/YqIiIgUlXxfyW7UqFG2Qd4VKlSgUaNGJg0lD/biiy8yffp0+vXrx9WrV43tf53d4q/S09NZunQp//3vf7O129vbZ5varrA86KZZERERkZIo31eyb9++fV9bLhOUiIkNGzaMzZs3079///umlTl58iQrVqzAzc2NQ4cO0a1bNxo3bsyxY8eIiooiLi6OgIAAatWqRadOnZg8eTKLFi1i7969VKlShZs3b/L5559TrVo1UlNTSUxMZOzYsVy9epWRI0dy4cIFPvzwQzIyMtiyZQteXl60aNECgKVLl3L79m2eeOIJfvnlFz799FPs7e3zdEwhISH4+PgwatQonJycuHXrFjt27CAkJARLS0sMBgP+/v5YWFhQsWJFDhw4wIwZM7Czs2PBggVYWFhga2vLiRMn+PDDD6lQoQIfffQRc+bMITIykj///JNffvkFJycnatWqxfXr1zlw4ABNmjShS5cuABw6dIjw8HDq1avHrl27+OCDD6hbt65p3zwRERF5LORaZIeEhLBt2zbj8tmzZ1m+fDlOTk7AneEiuvHx7xccHIy7uztz587lgw8+MLYvW7aMhIQEPvnkE9566y3q169PfHw89evXp2fPnpw6dQpvb2/j9r6+vgQHB5OVlQXA0KFD6dy5s3GO56+++gpfX1+mTp2Kn58f9erVw8PDg6pVq/LEE0/w1VdfGYvsTz75hPDwcF5//XUCAgKYNm0aAQEBeToeLy8vfvjhB06dOsWcOXMACAoK4tChQzRs2JC5c+fy888/s3r1ajIzM1mwYAFXrlxh27ZtnDhxgi+//BK4Uyh37tyZXbt2ERgYSGhoKDdv3qR79+68/fbbVKpUia1bt9K+fXtq1arFoEGD6NKlC9evX6dTp04cPHgQJycnXnzxRQYOHMi+fftyzd6tWzdsbGzo0aMHPXr0yNPxioiISPESHh5OeHh4rve/3ZVrkR0bG8uzzz5L5cqVAXjjjTcKllBMomLFiixdupQuXbrw5ptvGtsnTJjAnj17mD17No6OjiQkJOTal5WVFXDnwUNhYWFMnTrVuK5+/fp069aNqVOnYm1tjbOzs3GOSWdnZ1JSUozbbt++nZiYGObPn8/Zs2dz/KvHw1hbW9OwYUPj8r39L1myhAEDBhjz3h3jvXjxYgYPHmx8jbu7O1FRURw/fpzatWtn69PZ2Zm0tDReeeUVAJycnLh27RoAW7du5fbt2+zYsQOArKwsXnjhhTzljoyMLPA82SIiImLe7l5MuztPdm5yLbLfffddGjdurDG1ZsjT05OBAwfSs2dP2rZtC4Cfnx+nT59m/vz5ODk50adPHwwGg/FK9V1RUVE0bdo0W9utW7fIyMjIVhynp6eTlpZmXL5bkP9VUlISXbp0YcyYMbz//vt88803bN++nYyMjFzHi9/rQf1nZWXlOCzpxo0b2fJmZmaSlZX10Mw57cPKyoqMjAw6depkbOvcuXOec4uIiIjcK9cbH19++eUHFthZWVmEhIQY/7wvhSunQnP69OlkZmZy8eKdxxYHBQXh4+ODk5MT58+fB+C3335jz5492Nvbk5ycDMDx48fv69/R0ZGOHTty8OBBY9v+/fvp379/rtm2bduGjY0Nffr0wcLCwrjv0NDQRzvYv/Dy8mLDhg3G5XPnzhEdHU3fvn3vy9uoUSPc3d3z1f9bb71F2bJls01xOHfu3IIHFxERkcdSvm98vHLlCiNHjjQOQzAYDGRmZvKvf/3L5OHkf/7zn/8wY8YMzp8/T3p6unGIROnSpQkPDzcWhIGBgXzzzTe8/vrrpKenM2jQIObMmcMnn3xCuXLlePHFF5k5cyY1a9YE7ozJTkhIwM/Pjy+//JKQkBACAgJITEwkIyODjIwMAgICiI+P57PPPiMhIQFfX1+6du1KUFAQsbGxzJ07l169erF69WqWLVuGvb09Hh4efP/997Rs2ZLNmzezYcMGLCwsaNKkCdeuXSMyMhKA4cOH849//IMLFy6wZ88eLly4QM2aNTlw4ACxsbEEBQXh4uLChx9+SEpKCh999BG1atUCoF+/fjRp0oSvvvqKr776ilKlShEXF2fc19SpU0lISOCzzz7jo48+YuHChQCMGzeOwYMHExgYSEJCAlOnTsXHx4f//Oc/BAQEEBUVhY2NDU2aNPm732YREREpISwM+ZwaZNSoUTRp0oQjR47QqlUrzp8/T6VKlWjZsmVhZRQxS3fHZCUnJxd4THZcXJxxrLs5MLc8oEx5Yco8rSy7mqSfAbO6s3hEhEn62pK1osB9mNt7BsqUF+aWB8wvk7nlAfPLZKo8ef35n+8r2Q0bNqRbt24kJiby+uuvY2lpme3P+CIiIiIij7t8P4wmOTmZsLAwKlWqxOeffw5gHH8r8jjq1q0bHTp0IDw8vKijiIiISCEJDw+nQ4cOdOvWLU/b57vIrlq1KvPmzcPDw4NNmzZRsWJFjh49mu+gIiVFZGQk69at0xzZIiIiJViPHj1Yt26d8b6y3OR7uEj79u1p3749AD/88ANHjx7VU/FERERERO6R7yvZ97KxsaFBgwbMnz/fVHlERERERIq9PF3Jfvvtt/H29qZFixa89NJL/P7778Z1BoOBq1evMmzYsEILKSIiYm5MOQPLwBFjTdKXqZgykylmhREpjvJUZLdr18445UmtWrWYMmWK8al5BoOBadOmFV5CEREREZFiJk9F9siRI41fz549Gycnp2zrp0yZYtpUIiIiIiLFWL7HZL/77rusWbMmW1ulSpVMlUek2NEUfiIiIiVffqfwy/fsIu+88w5t27bN1hYZGZnnHYqUNJGRkQV+4qOIiIiYtx49etCjRw/jEx9zk+8iOyMjgw8++IBGjRpRpkwZAIKDg1Vki4iIiIj8f/kushcsWMBrr73G/v37jW2XL182aSgRERERkeIs30X21KlT6d27d7a2iIgIkwUS+Tu89NJLDB8+nL59+xZ1FBERESmB8l1k31tgZ2VlERoamqdxKSLmZNKkSTRq1KioY4iIiEgJle8iOzMzk8WLFxMfHw/cmSd7165ddOjQweThRAqLPq8iIiJSmPJdZH/66adcu3aNq1evUrduXc6fP8+HH35YCNGkJEhISCA0NBRXV1cyMzPZvHkzS5Yswd/fHwsLCypWrMiBAweYMWMGTzzxBNOmTaNChQoYDAbOnz+Pn58fISEh+Pj4MGrUKJycnLh16xY7duwgJCQES0tLEhISmD9/PtWrV+fEiRO8/vrreHp6kpqayvDhw9mwYQPz5s1jxYoVvPbaa9SsWZOPP/6YLl268NFHHwHw3XffcfHiRcqXL8+xY8cYOHAg1atXL+KzJyIiIsVVvovsqlWrMnXqVBYvXsyAAQMAWLlypcmDSckQFhaGg4MDXbveefxwSkoKc+fO5eeff2b16tVkZmayYMECrly5wooVK7h+/To+Pj7AnTnZN23ahJeXFz/88AOnTp1izpw5AAQFBXHo0CEaNmzIunXr2LVrF5MnTyY9PZ2nn36aX3/9FQcHB+bPn4+trS0ODg5MmDABgLp167Jjxw5SU1MB2LZtG2FhYaxatQqAq1ev0qxZMw4fPkypUqVyPcZu3bphY2NjnNpHRERESp7w8HDCw8NJT0/P0/b5LrKtra05d+4cNjY2bNmyhVatWuU7pDw+2rdvT4sWLViwYAGvvvoqo0aNonPnzsZf0KysrIwz1YSFhdG8eXPjw44aNGhAVlYWcOdz17BhQ2O/zs7OpKSkANC3b1+ee+45goKCsLe3ByApKQkHBwesra3JyMjAw8PDOOXk3f3etXjxYurXr29crlChAqmpqWzdupU2bdrkeoyaJ1tERKTkK/R5spOTk3n++ef5+eef6dq1K3Xr1sXGxoYuXbo8UmAp+U6fPk10dDQbN26kZcuW2NvbYzAY7tvOysqK5557jk6dOgEY/3/v+pwsXryYlStXsnTpUipXrszkyZOBO3O6W1vf+YjfW2D/1Y0bN7h9+3a2tvT0dNLS0vJ6iCIiIiLZ5Pux6iNHjiQ5OZk6deqwadMmXnnlFQIDAwsjm5QAoaGhHDt2jGbNmhEYGIi7uzvvvvsuGzZsMG5z7tw5oqOjGThwIJs2bTK2X7x4kXXr1uW6j3nz5vHhhx9SuXJlbt26xdWrVzEYDISFheUpY9++fTl48KBx+fz581hbW+uvNCIiIvLI8nQle968eQwdOtS4fHecqpubG6NGjSqcZFIi2Nrasm7dOo4ePUpqaiqenp4MHDiQKVOm8NFHH1GrVi0A+vXrxyuvvMLNmzfx9vamevXqGAwGBg0aRHh4OHv27OHChQvUrFmTAwcOEBsbS1BQEC4uLkyePJmNGzdiMBi4fv0648aNIyAggBEjRjBu3Djgzi+HQ4YMoXbt2nz//fds2LABS0tL3n77bTp16kRycjKBgYE4ODhw9uxZtmzZgp2dXVGeOhERESnG8lRkBwYG8vrrr1OnTp3CziMlzPjx43Nsvzuk469Gjx59X9tfbyhs2rQpw4YNMy7XqlXrgcOVZsyYwYwZM7K1tW3blrZt22Zr00NpRERExJTyNFzk+eef59ChQ3z88cesWLGCzMzMws4lIiIiIlJsWRhyugPtLy5cuEDlypUBOHLkCKtWrcLOzo4ePXoY20UeN3fvLm7evLnxBsu72rdvT8eOHfPc182bN81qeIq55QFlygtT5oleH2OSfqrUeYZzRy+apK9X2r9U4D5K+jkylZL8vpmKuWUytzxgfpkeJc/atWtZv359traMjAy2b99OcnLyQ2cXy1ORnZPr168TFhbGnj176N27t24Sk8fO3SI7t39keREXF0fVqlVNlKzgzC0PKFNemDJPK8uuJulnwKzuLB4RYZK+tmStKHAfJf0cmUpJft9MxdwymVseML9MpsqT15//+Z7CD+D3338nODiY+fPnc+nSJWxsbFRki4iIiIj8f3kak/3tt98CsHfvXvr27UvlypVZuHAhQ4cO5cKFC3z99deFGlKK3pIlS6hVqxYODg5MnToVgNWrV+Ph4UHp0qWZOHGi8QmK48ePp1y5cvzrX//KcT7sR/Xzzz8zfPhwLCws6NOnD/7+/kyaNIm+fftmmxIwL2JiTPNnXhEREZGc5OlK9tSpU/H39+fo0aO88847rFmzhrfffruws4kZ+ec//0nFihXp0qULI0aMAO489rxq1ao0atSIgQMHYmtrC8D06dNxcXHJcaaQgmjcuDGNGzcmKCiIDz74gCZNmgB37hmoWrUq3377bZ4eipSZmcmKFSt46aWCjxMUERERyUmermSfO3eODh068Ntvv7F69WoV2I+p1q1bY29vz8qVK41tZ8+exc3NLduDX6KiomjevPnflqty5co4OTmxffv2XLe9desW/v7+JCQkFH4wEREReWzl6Ur2kCFD8PX1LewsYuasra35xz/+QWhoKP379wfg0qVLDB06lKVLlzJx4kQADhw4YJzHet26dcTFxeHg4MCBAweYMGECTz31FAB79uxh06ZNPPPMM+zbt4/mzZuzdetWQkJCiIiI4OzZs7i6urJz506mT5+Oo6Njjrn27NlD6dKlGTJkSLa26OhoXFxciImJ4V//+hc1atRg3759HD58mDNnzhAQEICHhwdvvvkmiYmJ+Pn5Ua9ePU6dOkW9evXo2tU0NzWJiIjI4ydPRbaPj09h55BiolevXrz++utcunQJOzs7nJ2dadasGd7e3hw4cAB3d3fjE0HhzoOMhg4dSu/evSlVqhQjR44kIiICg8HAe++9x8GDB3FxcWHNmjU4OzuzcOFC9u3bx8yZM4mOjgYgMTERf39/AgMDjf3+5z//4ezZs0RHR/Prr79y5MgRnJ2djevnzp1L7dq16d27N8899xxeXl7s3buXN954g7Nnz7J9+3a8vb2N2/fp04dhw4bRpk0b0tLSeP7552nZsmW2Ph+kW7du2NjY3PfQHBERESk5wsPDCQ8PJz09PU/b56nILlu2bIFCScnRtGlT3NzciIiIoGLFirRv3x4HBwdef/11QkNDuXLlCm+99ZZx+2+//ZZ9+/YxZ84cLl26RHx8PABJSUnEx8cbi9gnn3ySkydP0qFDByIiIihbtixr1qwBoHTp0pQvXz5bjrfeeosmTZrQo0cPevXqxSeffMLcuXON62fNmkV0dDSzZ88mIyPDuN+c/PHHH2zatInOnTsb99muXTuSk5PzVGRHRkYWeAo/ERERMW93L6bdncIvN3kaky1yr549exIaGsoff/xh/JD16tWL8PBwfv31V6pXrw5AWloavXv35v/+7/94//33jdM8ZmRk4OzszCuvvMLRo0cxGAzExcXRrl07AKysrHB0dKRTp0506tSJIUOGMG7cuAfmef3111myZEm2J5EOHz6cH3/8kQEDBvDuu+8Cd254/OtsJ1FRUVhaWmJhYUGTJk2M+wwKCqJatWqmO2kiIiLyWFGRLfnWq1cvDhw4kO1pn127diUxMRErKytj29GjRzly5AgfffQR1tbWnD9/HoDQ0FDgTnG8Z88eFi5cyFdffcULL7wA3Bm6ERUVZZwSMCsriwULFjwwj5OTE7du3eL48ePcvHmTixcvEh4ejp+fH3Z2dsb97ty5k/Pnz2Nvb09ycjIAx48fp1y5cnTt2pVNmzYZ+1y7di2XLl0yxekSERGRx9AjPYxGHm+1atXC09OTNm3aGNucnJzo0qUL7733nrGtbt26dO3alTlz5uDq6kqlSpXIyMggJSUFuPPEpFmzZmFnZ0fFihV57bXXmDBhAu7u7gQHBzNmzBjq1q3L7du38fLy4ueffyYkJAS4M9bby8uLzp0706lTJwYNGsScOXOoXbs23bp1w8fHh6+++gp3d3esra2pU6cOu3bt4o033qB8+fIsX76cefPmUbduXQC+/vprJk6cSGBgIM7OzlSsWJGnn376bzyrIiIiUpLku8jOyMhg8eLF2Nra0qdPH5YtW0b37t2z3ewmJd+9V33vuncaPwAbGxvmzZuXre3ueO2dO3fi4ODAsWPHsLGxITExkdmzZ/Pll1/y0Ucf0bp1a1q3bp3ttU8++SSNGzdm1qxZ2dpLly7NwoULs7VNmTIl23Lbtm2NX9vZ2bF69eps68uWLcvMmTMfdsgiIiIieZbv4SKjRo3i5MmTJCYmAneGCSxatMjkwaRkO378OHXq1KFUqVJYWFhQvnx5WrVqRVJSUlFHExERESmwfF/Jfumll+jbty9r164FwNbWVlexJd/69+/PvHnzmDVrFk5OTly/fp0///zTONe2iIiISHGW7yL77g1jFhYWxrbjx4+bLpE8FmxsbIyPZy/uNE+2iIhIyVco82Tfy9LSkh49emBtbc2ePXv48ccfHzq9mkhJp3myRURESr5Cnyd72LBhdOnShRs3bhgfTd2zZ89HCisiIiIiUhLl+0r21atXcXV1ZdWqVQBs3LiRjIwMrK01G6CISEmxJWuFSfqJi4uj+7AuJumrlWXXAvcxYFZ3Bo4Ya4I05nmOTMUcM4kUN/m+kj1lyhSmTp1qXG7evDlLliwxaSgRERERkeIs30V2gwYN2LBhg3G5TJky2NjYmDSUiIiIiEhxlu8iOy4uLttyVlYWBw8eNFkgEREREZHiLt8DqatUqULjxo156623MBgM/PDDDwwZMqQwsokUC5rCT0REpOQr9Cn8BgwYgIuLC0uXLiUrK4vJkyfTqVOn/HYjUmJoCj8REZGSL79T+OW7yI6JiaFp06a0a9fukQKKiIiIiJR0+R6TPXr0aGJiYrK1paammiyQiIiIiEhxl+8iu0+fPrz88svZ2gICAkwWSORR/PUXv9z8+uuv/PHHH4UTRkRERB57+S6yN23aRI0aNfDw8KBFixa8+eabzJ07tzCyieRZREREvrbfvHmzimwREREpNPkek33z5k3Cw8OzPeExKCjIpKFE8mP//v0EBwfz73//O0/bnzp1ii+++IJ33nmnkJOJiIjI4yrfRfaXX35JrVq1srW5uLiYLJDIwyQkJBAaGoqrqyuZmZmEhYXRtGlTkpKSCAgIwM7OjhEjRpCZmUlAQACVK1cmOTmZtLQ0xo4dS2ZmJqtWrSIpKYl58+bh5OTEmDFjsLGxISIigrNnz+Lq6srOnTuZPn06jo6OuWbSFH4iIiIlX6FP4ffXAhtg2bJlTJs2Lb9dieRbWFgYDg4OdO3aFYCUlBQGDx7MhAkT8Pb2Nm535swZ/P39SUxMpHTp0nh6elKnTh08PT3x9vZm/vz5DB06FDc3NwD27dvHzJkziY6OBiAxMRF/f38CAwNzzaQp/EREREq+Qp/Cr3r16tmWMzMz+eOPP1Rky/9j797jer7//4/fOi0iynKYRcwYWznEGL7z8XGYnA9bU1OYQ9iwGZJhxFLZnA/JISadZsghjM1pKofmNCLnxBQlOXXu9fujX++PNyH19n6/5XG9XHZZ79fr9X6+7q/3+/3Ss9f7+Xo8taJ79+60a9cOf39/WrduzZgxYwrdrm7duuzZs4c1a9ZgZGREeno6iYmJT203NDSU8uXLEx4eDoCpqSlWVlYv4xCEEEII8Rp44U62ra0t8+fPx9DQkLy8PE6ePElubu7LyCZEoS5evEh0dDQRERG0b9+euLg41bq4uDisrKy4dOkSAwcOJCAggBYtWrB//34AcnJy1O4nSElJITk5GSMjIywsLGRiJSGEEEJoxAtXF1m8eDG1a9fGxsaG2rVr07NnTzIyMl5GNiGeEBQUxOnTp2nTpg2+vr40bNiQBw8eUL58edLS0oiNjcXQ0JDAwEA6d+5MixYtAEhISFA9H8Dc3Jy0tDSuXr3Kw4cP6d+/P1FRUaqa73l5efj7++vmIIUQQgjxynvhK9k1atRQe5yTk6PqwAjxspUtW5bNmzdz6tQp0tPTcXBwwNzcHE9PT7y8vKhfvz6WlpYMHToUb29vwsPDycjIYNCgQYSFhfHNN98AMGnSJPz8/LCzs2P48OEYGRkREBDA2LFjsbOzIzMzE1dXVx0frRBCCCFeVS/cyTY0NMTAwAAARVEwNzdn5syZGg8mRGHc3d0LXf7dd9+pPbazsyM4OFhtWb9+/VQ/Ozk54eTkpLa+U6dOdOrUSUNJhRBCCPE6e+FOtouLC7/88ouqoy2EEEIIIYRQZ6AoivIiT0hPT6ds2bI8fPiQnJwcKV0mXlsFJXzatm2rdjMl5FdB6dmzZ5HbevjwIWZmZpqOWGz6lgckU1HoWx7QbKboLTElbqOm7dtcPXVdA2mgZfdmGmmntL9vmqBveUD/MulbHtC/TMXJs2nTJrZs2aK2LCcnh71795KWlvbMfnCxOtnDhg0jJCSEvLw8+vTpw+rVqylXrtwLhRbiVVfQyX7eSVYU8fHx2NjYaChZyelbHpBMRaFveUCzmToaOpa4jcELnFg5OlQDaWBX3jqNtFPa3zdN0Lc8oH+Z9C0P6F8mTeUp6u//F64u4uvry6effsqFCxeIi4ujd+/eeHt7lyiseLnS09OZOnUqo0eP1nUUvRcbG8v333/PvHnzdB1FCCGEEK+wF+5k16pVi549e2JjY8O7777LF198QfXq1V9GNvGYP//8E1dXVwwMDHBycipyR7Bs2bIMHjyYhQsXvtyA/9/NmzeZNGkSb775Jh9//DE+Pj7MnDmT0aNH069fP86fP6+VHMXRoEED6tevr5qURgghhBCiOIpVXUToRvv27alTpw5r167Fx8dHNSV4UdSsWfPlBXtMlSpV8PLyIjIyUjWNeYGjR4/Srl07du3aRf369bWWqagMDAy0+loJIYQQonR64U72zZs3WbhwIU2aNCEzM5Njx46RmZn5MrKJUsje3p6+ffvy1VdfsXv3bl3HEUIIIYR4KV64kz1mzBhmzJiBs7MzDx48YODAgcyaNetlZBMvKCkpiaVLl/LOO+9w9uxZPv74YxwcHNS2WbVqFeXLlychIQEDAwPGjBkDwJUrV1i9ejX16tUjKSmJqlWr8sUXX7Bv3z7GjBlDw4YNWb16Nb/99hsTJkzA1dWVadOmERgYyJQpUxg2bBjGxsZs2bJFNYX509jb2zN79mxu3LjBW2+9RWhoKJcvX6ZGjRrs37+fWbNmERsby7hx47C3t6dZs2YYGRmxfv16fvjhB44dO4apqSk7duzA39+fcuXK8eDBA37++Wdq165NQkICNWvWVE0mM2HCBBYvXkxYWBh3797l1KlTVKpUibFjxwJw7949PD09qVevHpaWlvz9998v4d0RQgghxOvkhTvZRkZGTJs2jWnTpr2EOKIkNm/ezF9//cXUqVPJzs6mevXqXLhwgYoVK6q26dChg2rWThcXFwICAujXrx89evTgzz//pHLlygD07t2bKlWq0KFDB0aOHKnqOH/22WecPHlS1Z6rqyu///4758+fZ8mSJdSpU+e5Oa2srID8jv3Vq1eZP38+0dHRAKSkpODt7Y2vry+DBg1iwYIFzJ8/HyMjI44cOcLkyZPZtm0bAOvWrWPPnj1069aNqKgoAgMDuXDhApA/tvrDDz+kfv36+Pr6EhQUxMOHD3F2dub27dvUqlVL1cn+8ssv+c9//oObmxsAubm5HDx4sMive9++fTExMcHZ2RlnZ+ciP08IIYQQr46QkBBCQkLIzs4u0vZF6mTPmTOHjIwM1Q13ZmZmjB8/nmPHjtGmTRt++uknvaqD+Do6deoUAwYM4N1332XRokWYm5sDkJqaqtbJtrS0VP3cqlUrAgMDqVmzJvfv31d1sAEaNWrE8uXL6dChwxPj8B9/bGxsTNOmTSlTpgx9+vR5btbU1FQAqlWrxoIFCyhfvrzqRkNTU1NVJ9zY2JhGjRphZGQEQKVKlWjatKnasSQnJwP549V/+eUX/Pz8KFu2LAYGBiQmJqrGfRsbG2Nvb69q5969ewCkpaWxYcMGZsyYoWq3fPnyzz2GR4WFhUm9eCGEEKKUK7iYVlDC73mK1MmuWbMmBw8eZMKECVSuXJlWrVphYmJCQEAAcXFxjB8/nsWLF5c4vCi+rVu3UrFiRdavX8/q1auxtrZm6tSpQH7R9McnS4H80n45OTk8ePDgiXH12dnZZGVlFbqvvLy8JzraL1In/Z9//qFZs2bUrl0bIyMjLCws6NWrV6HbFnSwn/a4wNatW5kxYwaBgYHUr1+f1atXA+rH/rTnvmh+IYQQQojnKVKpkKtXr/Lzzz9TuXJlzp8/z6FDh1ixYgUffvghLi4uchVPxx4+fEhUVBR+fn58++23WFtbk5GRwa1bt1AUheDgYNW2t27dUv0cGRnJ0KFD6dChA8bGxty4cUO17vDhwwwaNAgAc3NztQ73yZMnyc3NLVbWQ4cOERQUhL+/PwD9+/cnKiqK9PR0IL8DX7DuRaxYsYIBAwaorlxfu3YNgKCgoGc+r2LFivTo0YN9+/apll27dq3YxyeEEEIIAUW8kv3oVcvo6Gjeeust6tatq1pWMDRBvFy7d+9WXaH19fXFxsaGO3fuEB4eTs2aNZk6dSoREREoisL9+/cZP348Pj4+TJgwAYA+ffpw4MABYmJiuHjxIu3ataN///4A7Nq1i3nz5lGnTh1SUlJwcXGhe/fuADg4OLBlyxYCAwPJycmhXr16hIeH07JlS9LS0oiMjOTSpUuYmpri7OzMzZs3WbBgAadOnVKNW8rLyyMxMZGkpCT27dunKpPXsGFDAgICGDt2LHZ2dmRmZuLq6srBgwdZu3Yt8fHxBAUFYWlpydatWzEwMKB58+akpqYSGRnJtWvXqF+/PmPHjmXVqlVs3ryZe/fuMWbMGJYvX863337LjBkzSEpK4scff2TChAksW7YMgPHjxzN9+nRWr17N999/T2pqKm+99RaXLl0iLi6OefPm8e2332rxHRZCCCFEaVGkadWHDx/O4sWLMTQ0pEOHDtSsWZNVq1YB+TeJzZs3T3UTmRCvC5lWXbsk0/PpWx6QadWLorS/b5qgb3lA/zLpWx7Qv0x6Oa26m5sbdnZ2vPvuu1y8eJFp06bx8OFD9u7dS9euXQsd7yuEEEIIIcTrqki9Y3t7e6Kjozl//jx2dnaYmpqSkpKCgYEBEydOlFkgxWtNSvgJIYQQpd9LKeEH+TeINWvWTPX4zTff5D//+c+LJxSilJESfkIIIUTp96Il/OQStBBCCCGEEBomnWwhhBBCCCE0TO5YFEII8UrQRDWP+Ph4nEZ+qoE0mql2AvkVT4aMHqeRtjRV8UQIUXJyJVsIIYQQQggNk062EEIIIYQQGiadbCGEEEIIITRMxmQLUUJSJ1sIIYQo/V5anWwhROGkTrYQQghR+kmdbCGEEEIIIXRMOtlCCCGEEEJomHSyRalx4cIF7ty5o+sYQgghhBDSyRalx44dO6STLYQQQgi9IJ1sUSqcO3eOOXPm6DqGEEIIIQQg1UXEU0RERDBx4kQaN25Mhw4dePjwIXv27MHT05MaNWrw888/U7t2bRISEqhZsyaurq4ATJgwgcWLF7Nq1Sr27NmDhYUFM2fOZPXq1WRmZlKmTBlOnjzJtGnTMDc3JyIiAg8PD/r06UPt2rUB2LRpE1OmTOHEiRMoikJUVBTLli3D0NCQ9PR0PD09qVevHrdu3cLMzIyvvvqKDRs2kJqaip+fH5aWlowdOxYTExNCQ0O5fPkyNWrUYP/+/cyaNYvY2FjGjRtHo0aNaNSoEUuXLmXz5s2cPn2aGzduYGFhwenTp6lVq5bquJ5FSvgJIYQQpZ+U8BMa0bVrVw4fPkxKSgr9+/cHwNramk6dOrFs2TICAwO5cOECAA0aNODDDz+kfv36+Pr6EhQURHp6OhMmTODatWsATJ48mZCQED7++GN8fHzw8vLCx8eHrl27Eh0dTUxMDJ6engBs2LCBlStXsnjxYgDmz59PbGwstra2jBs3DltbWwYNGgRA06ZNad++PR4eHixdupQRI0ZQq1YtAA4dOsT8+fOJjo4GICUlBW9vb3x9fRk0aBA//fQTCxcupGrVqlSuXJmZM2eyZcsWLCwsaNeuHTt37izSayUl/IQQQojS70VL+EknWzyVgYEBVlZWqsddunQhJSUFAwMDfvnlF/z8/ChbtiwGBgYkJiZSv359AIyNjWnatCk2NjbY2NgAsHfvXmJiYli6dCmXL18mMzNT1a6xsTH29vaqx5UqVVJ7bGlpSXJyMgDBwcG4u7sTHh4OQIcOHbh//36h+UNDQylfvrxqW1NTU9XxGBsb07BhQ4yNjenduzcATk5OvPPOO3z00Ud06dKFESNGlOTlE0IIIcRrTDrZosgMDQ1VQzYmTZpEYGAg9evXZ/Xq1QDk5ORgbJz/kSpXrpzqeampqXz66aeMHTuWYcOG8csvv7B371617Y2MjNT29fjjR5c3bNiQrl27AtCrV68ntklJSSE5ORkjIyMsLCwK3ebxjACdOnXC0dGRAwcOsHjxYhITE/nxxx+f+7oIIYQQQjxObnwUz3Tr1i3Vz9u2beOtt95i6dKlDBgwQHXlumBISFBQUKFt7NmzBxMTE/r374+BgQEJCQnP3P5ZhgwZwvbt21WPY2JiOHLkCADm5uakpaVx9epVHj58SP/+/YmKiiI9PR2AvLw8/P39n9q2u7s7lStXpk+fPmzYsIG4uLgXzieEEEIIAXIlWzzH9evXWbt2LXfu3OHw4cPs3LmTK1eusGrVKjZv3sy9e/cYM2YMy5cv59tvv2XGjBkkJSXxww8/MGLECFq2bEn79u3ZuHEja9aswdzcnBYtWrBt2zbat2/Pjh072Lp1KwDNmzcnNTWVyMhIrl27Rr169Th69CixsbEsWrSIatWq8eOPPzJt2jQ8PT2pXr06ZcuWxcXFBYBJkybh5+eHnZ0dw4cPx8jIiICAAMaOHYudnR2ZmZm4urpy8OBB1q5dy8WLF/Hy8mLSpElA/pV6Pz8/KlasSHx8PD/88IPOXnchhBBCvNoMFEVRdB1C6Kdp06ap/V+oK7jxIS0trcQ3PsbHx6vGr+sDfcsDkqko9C0P6F8mTebpaOiokXYGL3Bi5ehQjbS1K2+dRtopze+bpuhbJn3LA/qXSVN5ivr7X65kC1FCPXv2VI0tL9C9e3d69uxZ5DYePnxIfHy8pqMVm77lAclUFPqWB/QvkybzDF7gpJF2atq+rbG2NHVspfl90xR9y6RveUD/MhUnz6ZNm9iyZYvaspycnCI9V65ki0Lt2LGD77//nry8PGbOnEmXLl10HUnvyJVs7ZJMz6dveUD/MsmV7KIpze+bpuhbJn3LA/qXSa5kC73g4OCAg4ODrmMIIYQQQrySpLqIEEIIIYQQGiZXsoVG/fHHHwwaNAgnJycsLCxYtWoVRkZGDBgwgNTUVEJDQ1m9ejXt2rV74bbPnTvHihUrWLBgAR07dqR169akp6cTHx9Pu3btVDNTFkVMTAzNmjV74QxCCCGEEEUhnWyhUTdv3iQiIgI7Ozsgv2MMMHHiRABcXFw4ffp0sdquV68es2bN4tdff6Vfv344OeXfKHTv3j1q165NcnIy3333XZHaCg0NlU62EEIIIV4aGS4iNCotLQ1bW9unrre1teXOnTsa3ae5uTm1atViz549z902Ozub1atX8/fff2s0gxBCCCHEo+RKttAoNzc3DAwMnrre0NAQNzc35s+fj7m5Obm5ucTHxzN16lRMTEz46aefmD9/PtWrV+fw4cN8/fXXbN++na+//pqxY8cW2ub58+f5999/mT17tmpZXFwc69ato1atWhw/fpy+ffvy4Ycfcvr0aaKiooiPj8fHx4f69evTq1cv0tPT8fT0pF69ety6dQszMzNGjRpVpGPu27cvJiYmODs74+zs/GIvmBBCCCFeCSEhIYSEhJCdnV2k7aWTLTTKyMjoudvk5OTg7u5OXFwctWrVYvjw4axcuZLhw4czfvx4VY3ppKQkqlatyvHjx58okRMdHQ3A6dOn+fPPPzl06BA1atRQrV+zZg1JSUlMnjyZDh060LhxYxITE2ncuDFffPEF586dw8PDQ7X9uHHjsLW1ZdCgQQA0bdqU9u3b8/777z/3eMLCwkpcwk8IIYQQ+q3gYlpBCb/nkU620DpTU1NiYmLYt28ff/zxB7du3SIxMVG1vn79+kybNo3mzZvzxx9/FNqBbdmypWpMdm5uLsOGDWPbtm2q9RMnTiQyMpKFCxdiYWFBUlLSMzMFBwfj7u5OeHg4AB06dOD+/fsaOFohhBBCvI5kTLbQusuXL+Po6EjVqlUZMmSI6ibJR2dQevvtt6lTpw6hoc+foKFNmzZs376d69evq5bNnDmTgIAAXFxccHV1BUBRFHJzc9WeGxUVBeRfgW/YsCG9evWiV69e+Pr60rx58xIfqxBCCCFeT9LJFlq3ceNGbG1tVZPdJCQkABAUFATAlStXOHHiBNu2bWPjxo3s3bv3me1ZWloCcOzYMSB/jPaiRYuYMmUKlpaWqvavXLlCZGQk5ubmpKWlAXDmzBkAhgwZwvbt21VtxsTEcOTIEQ0dsRBCCCFeN9LJFi/Fpk2bcHd3Z/fu3ezevRt3d3c2bdoEgKOjIyYmJqxbt45169bRs2dP9u/fT8WKFZkwYQLNmzfH0NCQMmXK8P7779O7d2++//57zp8/z4QJE0hMTMTf35+VK1cC0Lx5c77//ntCQkJYtmwZ2dnZ+Pr68ssvv7B582YOHz7M0KFDWbx4MQ0bNqRJkyZ88MEHqhssAX788UcsLCzw9PRk+fLlnD17lg8//FBnr58QQgghXm0GiqIoug4hxKuo4MaHtLS0Et/4GB8fj42NjYaSlZy+5QHJVBT6lgf0L5Mm83Q0dNRIO4MXOLFy9POHxhXFrrx1GmmnNL9vmqJvmfQtD+hfJk3lKervf7mSLYQQQgghhIZJdREhSkjqZAshhBCln9TJFkLLpE62EEIIUfq9aJ1sGS4ihBBCCCGEhsmVbCGEEKKU0OTNmENGj9NIW5q6GVOIV41cyRZCCCGEEELDpJMthBBCCCGEhkknWwghhBBCCA2TMdlClJCU8BNCCCFKPynhJ4SWSQk/IYQQovSTEn5CCCGEEELomHSyhRBCCCGE0DDpZItSISYm5oW2v3DhAnfu3Hk5YYQQQgjx2pNOtigVQkNDX2j7HTt2SCdbCCGEEC+NdLLFK+/w4cMEBAQUeftz584xZ86cl5hICCGEEK87qS4iXilJSUkEBQVRo0YNcnNzCQ4OplWrVqSmpuLj44OZmRmjR48mNzcXHx8frK2tSUtLIysri3HjxpGbm8uGDRtITU3Fz88PS0tLxo4di4mJCaGhoVy+fJkaNWqwf/9+Zs2ahYWFxXMzSQk/IYQQovSTEn6iVAsODqZixYo4OjoCcPfuXdzc3Jg4cSIeHh6q7S5duoS3tzcpKSmYmpri4OCAra0tDg4OeHh4sHTpUkaMGEGtWrUAOHToEPPnzyc6OhqAlJQUvL298fX1fW4mKeEnhBBClH4vWsJPOtnildK9e3fatWuHv78/rVu3ZsyYMYVuV7duXfbs2cOaNWswMjIiPT2dxMTEp7YbGhpK+fLlCQ8PB8DU1BQrK6uXcQhCCCGEeA1IJ1u8ci5evEh0dDQRERG0b9+euLg41bq4uDisrKy4dOkSAwcOJCAggBYtWrB//34AcnJyMDb+38c+JSWF5ORkjIyMsLCwoFevXto+HCGEEEKUQnLjo3ilBAUFcfr0adq0aYOvry8NGzbkwYMHlC9fnrS0NGJjYzE0NCQwMJDOnTvTokULABISElTPBzA3NyctLY2rV6/y8OFD+vfvT1RUFOnp6QDk5eXh7++vm4MUQgghxCtPrmSLV0rZsmXZvHkzp06dIj09HQcHB8zNzfH09MTLy4v69etjaWnJ0KFD8fb2Jjw8nIyMDAYNGkRYWBjffPMNAJMmTcLPzw87OzuGDx+OkZERAQEBjB07Fjs7OzIzM3F1ddXx0QohhBDiVSWdbPFKcXd3L3T5d999p/bYzs6O4OBgtWX9+vVT/ezk5ISTk5Pa+k6dOtGpUycNJRVCCCHE60yGiwghhBBCCKFhBoqiKLoOIcSrqKCET9u2bdVupoT8Kig9e/YsclsPHz7EzMxM0xGLTd/ygGQqCn3LA/qXSZN5orfEaKSdmrZvc/XUdY20pSmazNSye7MSt6FvnyPQv0z6lgf0L1Nx8mzatIktW7aoLcvJyWHv3r2kpaU9s4SvdLKFKKaCTvbzTrKiiI+Px8bGRkPJSk7f8oBkKgp9ywP6l0mTeToaOmqkncELnFg5OlQjbWmKJjPtyltX4jb07XME+pdJ3/KA/mXSVJ6i/v6X4SJCCCGEEEJomHSyBQDp6elMnTqV0aNH6zqKVmRlZXHnzh1dxxBCCCFEKSWd7FLmzz//xNXVFQMDA5ycnJg3b16Rnle2bFkGDx7MwoULX27AR6SnpzNmzBh+/PFHFi5cSFBQEIMHD37p+z1z5gzdunWTiWeEEEII8dJICb9Spn379tSpU4e1a9fi4+NDrVq1ivzcmjVrvrxghRg+fDiOjo5069YNgGPHjjFjxoyXvt8GDRowceJEPD09X/q+hBBCCPF6kivZQmdiYmIoW7as6nGTJk3o2LGjVvZtYGCglf0IIYQQ4vUknezXTFJSEp6engQGBjJp0iR27NjxxDarVq1i3bp1zJkzh7lz56qWX7lyhWnTphEcHMzcuXNVk73s27cPe3t7Bg4cCMBvv/1GnTp1mDZtGgCBgYHUqlULb29vfvrpJ9q0aQNAt27d6NevHz4+Phw4cIDMzEy+/fZbADZu3Mi7776rasPf358qVaqwevVqAObOnUuVKlWYPn06wcHB+Pj4MHjwYO7evUt6ejpubm5UqlSJVatWERwczJgxY/Dy8qKwYjrh4eHUq1ePxo0bc/78eVJTU2nUqBGdO3fm1q1bz31N+/btS48ePQgJCSnKWyCEEEKIV1BISAg9evSgb9++Rdpehou8ZjZv3sxff/3F1KlTyc7Opnr16ly4cIGKFSuqtunQoQM1atQAwMXFhYCAAPr160ePHj34888/qVy5MgC9e/emSpUqdOjQgZEjR7J//34APvvsM06ePKlqz9XVld9//53z58+zZMkS6tSpA8DMmTOpVKkSwcHBTJo0CQsLC5YtW0adOnXo3bs3x44dU7UxbNgwIiMjVY/HjBlDeHg477//Pp999hkA48aNw83NjdDQUPz9/Vm+fDndu3fHysoKZ2dnWrRowZtvvsnw4cPVXpNevXrxxhtv4OnpSd26dYH82SHHjh2LkZHRc1/TsLCwEpfwE0IIIYR+c3Z2xtnZWVXC73nkSvZr5NSpUwwYMIBJkyaxaNEi1ZXo1NRUte0sLS1VP7dq1YrAwED++usv7t+/r+pgAzRq1Ijly5cDYGio/lF6/LGxsTFNmzalTJky9OnTB4Br164xYcIETpw4wZ07d/jmm28YMGCAqurH89o0MDDAyspK9djR0ZHffvuN9PR01XCQgvUGBgZ8+umnrFmzptDXxsHBgaSkJE6cOMG9e/d48803i9TBFkIIIYQojHSyXyNbt25l5cqVeHl50atXLwYMGEC5cuWA/NmLCpOenk5OTg4PHjwgMzNTbV12djZZWVmFPi8vL++JZQX7KhAQEKD62dzcnB9++IGaNWty/vz5Irf5qIJZFx/vjD+6/mkdZ0NDQ4YMGcKyZcvYuHGj6g8BIYQQQojikE72a+Lhw4dERUXh5+fHt99+i7W1NRkZGdy6dQtFUVRXtQG1cciRkZEMHTqUDh06YGxszI0bN1TrDh8+zKBBg4D8TvKjHe6TJ0+Sm5v7zEzr16/n9OnTqsd3794lJyeH999/v9A2//nnnyfafDRrWFgY/fv3x9TU9In1eXl5rFu3jqFDhz41z+DBgwkLCyM5OVntar4QQgghxIuSMdmlzO7du1U3B/r6+mJjY8OdO3cIDw+nZs2aTJ06lYiICBRF4f79+4wfPx4fHx8mTJgAQJ8+fThw4AAxMTFcvHiRdu3a0b9/fwB27drFvHnzqFOnDikpKbi4uNC9e3cgf7jFli1bCAwMJCcnh3r16hEeHk7Lli1JS0sjMjKSS5cuYWpqirOzMwDNmzfn+PHjbNmyhaysLM6dO8eaNWtUV7z79evHxIkTWbt2LVlZWdjb27Nq1Sref/99WrZsCcCRI0fIzc3l/PnzZGZmsnjxYrXXY/PmzZQtW5aDBw/i4uJC//79OXv2LIsWLeLMmTMsWbKEr776CoC33nqLjz/+mI8++ujlvklCCCGEKPUMlMLKLQjxCmjbti3Tpk2jbdu2ha43MDAotJrIsyxYsKDIs14W3PiQlpZW4hsf4+PjsbGxKVEbmqRveUAyFYW+5QH9y6TJPB0NHTXSzuAFTqwcHaqRtjRFk5l25a0rcRv69jkC/cukb3lA/zJpKk9Rf//LlWzx2gsICMDIyIhu3bpRpUqVF35+3759MTExUd11LIQQQojSJyQkhJCQELKzs4u0vXSyxStp8eLFnDp1innz5lG1alUaNGigWpeens7kyZMBVPWxzczMntqWhYUFhw8fRlEUXF1dXziLlPATQgghSr8XLeEnnWzxSvr666/5+uuvC11XtmxZZs+ezezZs4vUVp8+faSaiBBCCCE0SqqLCCGEEEIIoWFyJVsIIYQoBk3c0Af5N2M5jfxUI21piiYzaeIG0cELnBgyepwG0mjufdMkfXuNQD9fp1eNXMkWQgghhBBCw6STLYQQQgghhIZJJ1sIIYQQQggNkzHZQpSQ1MkWQgghSj+pky2ElkmdbCGEEKL0e9E62TJcRAghhBBCCA2TTrYQQgghhBAaJp1sUSrExMS80PYXLlzgzp07LyeMEEIIIV570skWpUJoaOgLbb9jxw7pZAshhBDipZFOtnjlHT58mICAgCJvf+7cOebMmfMSEwkhhBDidSfVRcQrJSkpiaCgIGrUqEFubi7BwcG0atWK1NRUfHx8MDMzY/To0eTm5uLj44O1tTVpaWlkZWUxbtw4cnNz2bBhA6mpqfj5+WFpacnYsWMxMTEhNDSUy5cvU6NGDfbv38+sWbOwsLB4biYp4SeEEEKUflLCT5RqwcHBVKxYEUdHRwDu3r2Lm5sbEydOxMPDQ7XdpUuX8Pb2JiUlBVNTUxwcHLC1tcXBwQEPDw+WLl3KiBEjqFWrFgCHDh1i/vz5REdHA5CSkoK3tze+vr7PzSQl/IQQQojS70VL+EknW7xSunfvTrt27fD396d169aMGTOm0O3q1q3Lnj17WLNmDUZGRqSnp5OYmPjUdkNDQylfvjzh4eEAmJqaYmVl9TIOQQghhBCvAelki1fOxYsXiY6OJiIigvbt2xMXF6daFxcXh5WVFZcuXWLgwIEEBATQokUL9u/fD0BOTg7Gxv/72KekpJCcnIyRkREWFhb06tVL24cjhBBCiFJIbnwUr5SgoCBOnz5NmzZt8PX1pWHDhjx48IDy5cuTlpZGbGwshoaGBAYG0rlzZ1q0aAFAQkKC6vkA5ubmpKWlcfXqVR4+fEj//v2JiooiPT0dgLy8PPz9/XVzkEIIIYR45cmVbPFKKVu2LJs3b+bUqVOkp6fj4OCAubk5np6eeHl5Ub9+fSwtLRk6dCje3t6Eh4eTkZHBoEGDCAsL45tvvgFg0qRJ+Pn5YWdnx/DhwzEyMiIgIICxY8diZ2dHZmYmrq6uOj5aIYQQQryqpJMtXinu7u6FLv/uu+/UHtvZ2REcHKy2rF+/fqqfnZyccHJyUlvfqVMnOnXqpKGkQgghhHidGSiKoug6hBCvooK7i9u2bas2zhvyb9Ds2bNnkdt6+PAhZmZmmo5YbPqWByRTUehbHtC/TPqWB0p/pugtLzYjb2Fq2r7N1VPXNZAGWnZvppF2SvNrBJp5nfTts12cPJs2bWLLli1qy3Jycti7dy9paWnPrC4mnWwhiqmgk/28k6wo4uPjsbGx0VCyktO3PCCZikLf8oD+ZdK3PFD6M3U0dCxxG4MXOLFy9IvN7Ps0u/LWaaSd0vwagWZeJ337bGsqT1F//8uNj0IIIYQQQmiYdLKFeERUVBQeHh6sWbNG11GEEEII8QqTGx9fU3/88QeDBg3CyckJCwsLVq1ahZGREQMGDCA1NZXQ0FBWr15Nu3btXrjtc+fOsWLFChYsWMAnn3xCq1atyMnJ4fr16+Tk5DBjxgyqVav2Eo6q5D766CP+/PNPdu/eTf/+/XUdRwghhBCvKOlkv6Zu3rxJREQEdnZ2QH7HGGDixIkAuLi4cPr06WK1Xa9ePWbNmsWvv/7KF198oVbFY/v27bRq1YqDBw9SpUqVEh6F5hkaGlKjRg0uXryo6yhCCCGEeIXJcJHXVFpaGra2tk9db2try507dzS+386dO2Nvb4+Hh4fG2xZCCCGE0BdyJfs15ebmhoGBwVPXGxoa4ubmxvz58zE3Nyc3N5f4+HimTp2KiYkJP/30E/Pnz6d69eocPnyYr7/+mu3bt/P1118zduzYZ+7b3t4eb29vli1bhrGxMQsXLiQ3NxcLCwtiYmKYM2cOu3btwsPDgz59+lC7dm0gv4zOlClTOHHiBIqiEBUVxbJlyzA0NCQpKYmlS5fyzjvvcPbsWT7++GMcHBxIT09n1KhR7NixA39/f+7du0dkZCStWrXC2dkZgKSkJGbOnEnjxo0xMzMjMjJScy+0EEIIIV5L0sl+TRkZGT13m5ycHNzd3YmLi6NWrVoMHz6clStXMnz4cMaPH6+qBZ2UlETVqlU5fvx4kUrZWVlZcf/+fW7dusWBAwc4cOAAYWFhAJw4cYKVK1cyYsQIoqOjiYmJwdPTE4ANGzawcuVKFi9eDMD8+fOJjY3F1taWzZs389dffzF16lSys7OpXr06Fy5coGLFiixduhQzMzMsLS3p2rUr9erVY+DAgapOdrdu3fjhhx/o3r07AJcvX+bs2bNFfi379u2LiYkJzs7OqjaFEEIIUbqEhIQQEhJCdnZ2kbaXTrZ4KlNTU2JiYti3bx9//PEHt27dIjExUbW+fv36TJs2jebNm/PHH38UuVZ0amoqb7zxBpaWlgQHB2NmZkZ4eDgA1tbWlC1bFgBjY2Ps7e1Vz6tUqZLaY0tLS5KTkwEYMGAA7777LosWLcLc3Fy1n4oVK2JsbEx2djYtWrRQtXP37l0A/vnnH2JiYmjfvr2q3fLly7/Q6xQWFlbiOtlCCCGE0G8FF9MK6mQ/j3SyxVNdvnwZR0dH5s2bh4ODA9euXQPyr3AXzHD49ttvU6dOHUJDQ5kyZUqR2v3nn3/o0aMHZcqUwcjIiOrVq9OrV69Ct338ivvTrsCvXLmS9evXs3r1aqytrZk6deoTWQt7rqIoGBoaqjr2QgghhBCaIDc+iqfauHEjtra2ODg4AJCQkABAUFAQAFeuXOHEiRNs27aNjRs3snfv3ue2uWXLFqKiopgzZw4AQ4YMYefOneTl5QH5U57+8ssvL5zVz8+Pb7/9FmtrazIyMrh16xaKohAcHPzM59nZ2dGwYUMOHDigWnbt2jVyc3NfOIMQQgghRAG5kv2a27RpE5GRkezevRsAd3d3WrduTc+ePXF0dOTIkSOsW5c/tWrPnj2ZN28ejRs3ZsKECaxatYqpU6dSpkwZ3n//fXr37s2IESP48ssvWbFiBYmJiQQGBnLlyhVyc3NJSEggKyuLmJgYKlWqBICDgwPJycl89913NGjQgKysLIYOHcqOHTvYunUrAM2bNyc1NZXIyEiuXbtGvXr1OHr0KLGxsSxatIhq1aoxdepUIiIiUBSF+/fvM378eHx8fBg9ejTjx48HYPz48bi5ueHr60tSUhIzZsxgypQpbNmyhenTp3P69GksLS1VY8XXrl2Li4uLDt4VIYQQQrzqDBRFUXQdQohXUcGYrLS0tBKPyY6Pj8fGxkZDyUpO3/KAZCoKfcsD+pdJ3/JA6c/U0dCxxG0MXuDEytGhGkgDu/LWaaSd0vwagWZeJ337bGsqT1F//8twESGEEEIIITRMhosIUUJSwk8IIYQo/aSEnxBaJiX8hBBCiNLvRUv4yXARIYQQQgghNEw62UIIIYQQQmiYDBcRQgghxEujqSoVTiM/1UAazVTygPxqHkNGj9NIW/r2GgnNkCvZQgghhBBCaJh0soUQQgghhNAwGS4iRAlJCT8hhBCi9JMSfkJomZTwE0IIIUo/KeEnhBBCCCGEjkknWwghhBBCCA2TTrYoFWJiYl5o+wsXLnDnzp2XE0YIIYQQrz3pZItSITQ09IW237Fjh3SyhRBCCPHSSCdbvPIOHz5MQEBAkbc/d+4cc+bMeYmJhBBCCPG6k+oi4pWSlJREUFAQNWrUIDc3l+DgYFq1akVqaio+Pj6YmZkxevRocnNz8fHxwdramrS0NLKyshg3bhy5ubls2LCB1NRU/Pz8sLS0ZOzYsZiYmBAaGsrly5epUaMG+/fvZ9asWVhYWOj6kIUQQgjxCpJOtnilBAcHU7FiRRwd86fFvXv3Lm5ubkycOBEPDw/VdpcuXcLb25uUlBRMTU1xcHDA1tYWBwcHPDw8WLp0KSNGjKBWrVoAHDp0iPnz5xMdHQ1ASkoK3t7e+Pr6PjeT1MkWQgghSj+pky1Kte7du9OuXTv8/f1p3bo1Y8aMKXS7unXrsmfPHtasWYORkRHp6ekkJiY+td3Q0FDKly9PeHg4AKamplhZWRUpk9TJFkIIIUq/F62TLZ1s8cq5ePEi0dHRRERE0L59e+Li4lTr4uLisLKy4tKlSwwcOJCAgABatGjB/v37AcjJycHY+H8f+5SUFJKTkzEyMsLCwoJevXpp+3CEEEIIUQrJjY/ilRIUFMTp06dp06YNvr6+NGzYkAcPHlC+fHnS0tKIjY3F0NCQwMBAOnfuTIsWLQBISEhQPR/A3NyctLQ0rl69ysOHD+nfvz9RUVGkp6cDkJeXh7+/v24OUgghhBCvPLmSLV4pZcuWZfPmzZw6dYr09HQcHBwwNzfH09MTLy8v6tevj6WlJUOHDsXb25vw8HAyMjIYNGgQYWFhfPPNNwBMmjQJPz8/7OzsGD58OEZGRgQEBDB27Fjs7OzIzMzE1dVVx0crhBBCiFeVdLLFK8Xd3b3Q5d99953aYzs7O4KDg9WW9evXT/Wzk5MTTk5Oaus7depEp06dNJRUCCGEEK8zGS4ihBBCCCGEhhkoiqLoOoQQr6KCu4vbtm2rdjMl5FdB6dmzZ5HbevjwIWZmZpqOWGz6lgckU1HoWx7Qv0z6lgckU1FoMk/0lhiNtFPT9m2unrqukbZadm9W4jb07T0D/ctUnDybNm1iy5YtastycnLYu3cvaWlpz6wuJp1sIYqpoJP9vJOsKOLj47GxsdFQspLTtzwgmYpC3/KA/mXStzwgmYpCk3k6GjpqpJ3BC5xYOTpUI23tyltX4jb07T0D/cukqTxF/f0vw0Vec+np6UydOpXRo0frOooQQgghRKkhnexS4s8//8TV1RUDAwOcnJyYN29ekZ5XtmxZBg8ezMKFC19uwP/v6tWrTJo0iTfffJOGDRvi6emplf0KIYQQQmiTVBcpJdq3b0+dOnVYu3YtPj4+qunCi6JmzZovL1gh+/Ly8iIyMpK2bdsydepUre1bCCGEEEJb5Eq2EEIIIYQQGiZXsl8TSUlJLF26lHfeeYezZ8/y8ccf4+DgoLbNqlWrKF++PAkJCRgYGDBmzBgArly5wurVq6lXrx5JSUlUrVqVL774gn379jFmzBgaNmzI6tWr+e2335gwYQKurq5MmzaNwMBApkyZwrBhwzA2NmbLli2q6c0fdePGDb755huuXbvGt99+S05ODrt27cLV1ZV27doBcPbsWebPn4+9vT03btzA1taWPn36PDVbVFQU48aNw97enmbNmmFkZMT69ev54YcfOHbsGKampuzYsQN/f3/KlStHXl4eXl5eVK5cGUVRSEhIYObMmS//jRFCCCFEqSSd7NfE5s2b+euvv5g6dSrZ2dlUr16dCxcuULFiRdU2HTp0oEaNGgC4uLgQEBBAv3796NGjB3/++SeVK1cGoHfv3lSpUoUOHTowcuRIVcf5s88+4+TJk6r2XF1d+f333zl//jxLliyhTp06hWZ76623mDlzJo0aNaJFixbY2NhQpkwZ5s2bR7t27UhPT6dTp05s3ryZRo0asXLlSqKjo+nateszsw0aNIgFCxYwf/58jIyMOHLkCJMnT2bbtm0ArFu3jj179tCtWzdmz57N/fv3mTJliqqd7du307lz5+e+tn379sXExARnZ2ecnZ1f9K0RQgghxCsgJCSEkJAQsrOzi7S9dLJfA6dOnWLAgAG8++67LFq0CHNzcwBSU1PVOtmWlpaqn1u1akVgYCA1a9bk/v37qk4sQKNGjVi+fDkdOnTA0FB9xNHjj42NjWnatCllypShT58+T81obGxMpUqVVKV1KlWqxN27d4H8mzozMjJo1KgRAIMHDwbgjz/+eGY2Y2NjGjVqhJGRkarNpk2bqh1vcnIyAMHBwbRt25bw8HAAmjRpQl5e3lPzPiosLKzEJfyEEEIIod8KLqYVlPB7Hulkvwa2bt1KxYoVWb9+PatXr8ba2lp1w2FOTs4TE6lAfmm/nJwcHjx4QGZmptq67OxssrKyCt1XXl7eEx3tcuXKFSlnQWe4sDYLK+delGyPt/m0fRgZGfHuu+/Sq1cvANX/hRBCCCGKQ258LOUePnxIVFQUfn5+fPvtt1hbW5ORkcGtW7dQFIXg4GDVtrdu3VL9HBkZydChQ1VXhG/cuKFad/jwYQYNGgSAubm5Wqf25MmT5ObmavQY2rdvj4mJCYcPH1YtCw0NfW62FzFkyBC2b9+uenz9+nU2b95csuBCCCGEeG3JlexSYvfu3axevRoAX19fbGxsuHPnDuHh4dSsWZOpU6cSERGBoijcv3+f8ePH4+Pjw4QJEwDo06cPBw4cICYmhosXL9KuXTv69+8PwK5du5g3bx516tQhJSUFFxcXunfvDoCDgwNbtmwhMDCQnJwc6tWrR3h4OC1btiQtLY3IyEguXbqEqakpzs7OXL16FX9/f/755x9u376NoaEhbm5u/PjjjyQlJeHp6YmjoyOLFi0iNjaWJUuW8NVXX/H777/j7e1N69atMTU15cMPP6RcuXJPzXbw4EHWrl1LfHw8QUFBWFpasnXrVgwMDGjevDmpqalERkZy7do16tevz/Dhw3n48CEeHh688847KIrC0KFDdfJeCiGEEOLVJ9OqC1FMMq26dkmm59O3PKB/mfQtD0imopBp1Z9P394z0L9MMq26EEIIIYQQrzjpZAshhBBCCKFhMiZbiBKSOtlCCCFE6Sd1soXQMqmTLYQQQpR+L1onW4aLCCGEEEIIoWHSyRZCCCGEEELDpJMthBBCCCGEhkknWwghhBBCCA2TTrYQQgghhBAaJtVFhCghKeEnhBBClH5Swk8ILZMSfkIIIUTpJyX8hBBCCCGE0DHpZAshhBBCCKFh0skWpUJMTMwLbX/hwgXu3LnzcsIIIYQQ4rUnnWxRKoSGhr7Q9jt27JBOthBCCCFeGulki1fe4cOHCQgIKPL2586dY86cOS8xkRBCCCFed1JdRLxSkpKSCAoKokaNGuTm5hIcHEyrVq1ITU3Fx8cHMzMzRo8eTW5uLj4+PlhbW5OWlkZWVhbjxo0jNzeXDRs2kJqaip+fH5aWlowdOxYTExNCQ0O5fPkyNWrUYP/+/cyaNQsLC4vnZpISfkIIIUTpJyX8RKkWHBxMxYoVcXR0BODu3bu4ubkxceJEPDw8VNtdunQJb29vUlJSMDU1xcHBAVtbWxwcHPDw8GDp0qWMGDGCWrVqAXDo0CHmz59PdHQ0ACkpKXh7e+Pr6/vcTFLCTwghhCj9XrSEn3SyxSule/futGvXDn9/f1q3bs2YMWMK3a5u3brs2bOHNWvWYGRkRHp6OomJiU9tNzQ0lPLlyxMeHg6AqakpVlZWL+MQhBBCCPEakE62eOVcvHiR6OhoIiIiaN++PXFxcap1cXFxWFlZcenSJQYOHEhAQAAtWrRg//79AOTk5GBs/L+PfUpKCsnJyRgZGWFhYUGvXr20fThCCCGEKIXkxkfxSgkKCuL06dO0adMGX19fGjZsyIMHDyhfvjxpaWnExsZiaGhIYGAgnTt3pkWLFgAkJCSong9gbm5OWloaV69e5eHDh/Tv35+oqCjS09MByMvLw9/fXzcHKYQQQohXnlzJFq+UsmXLsnnzZk6dOkV6ejoODg6Ym5vj6emJl5cX9evXx9LSkqFDh+Lt7U14eDgZGRkMGjSIsLAwvvnmGwAmTZqEn58fdnZ2DB8+HCMjIwICAhg7dix2dnZkZmbi6uqq46MVQgghxKtKOtnileLu7l7o8u+++07tsZ2dHcHBwWrL+vXrp/rZyckJJycntfWdOnWiU6dOGkoqhBBCiNeZgaIoiq5DCPEqKri7uG3btmrjvCH/Bs2ePXsWua2HDx9iZmam6YjFpm95QDIVhb7lAf3LpG95QDIVhSbzRG95sRmCn6am7dtcPXVdI2217N6sxG3o23sG+pepOHk2bdrEli1b1Jbl5OSwd+9e0tLSnlldTDrZQhRTQSf7eSdZUcTHx2NjY6OhZCWnb3lAMhWFvuUB/cukb3lAMhWFJvN0NHTUSDuDFzixcvSLzTb8NLvy1pW4DX17z0D/MmkqT1F//8uNj0IIIYQQQmiYdLLFaykjI4O7d+/qOoYQQgghSim58VE81R9//MGgQYNwcnLCwsKCVatWYWRkxIABA0hNTSU0NJTVq1fTrl27YrWfnJzMlClTsLGxoWzZslhbW7N7924WL16s4SNRFxUVxZgxY2jQoAGrV69+qfsSQgghxOtJOtniqW7evElERAR2dnYAnDt3DoCJEycC4OLiwunTp4vd/qeffsrixYuxtbUFYMuWLWoTy7wsrVq1Yvjw4ezbt++l70sIIYQQrycZLiKeKi0tTdUBLoytrS137twpdvsxMTGULVtW9bh79+40aNCg2O29CAMDA63sRwghhBCvJ+lki6dyc3N7ZmfU0NAQNzc35s+fT0BAAMuXL2fy5MlkZ2cD8NNPP2FtbU3z5s0B+Prrr3nnnXeYPXs2AN26dcPBwYH58+dz5MgRcnNz+fbbbwFYsWIFVatWVQ3n+PHHHylXrhx79+4FwMPDgwoVKrB48WJCQkKYMmUKY8aMISsrixs3buDk5ESDBg1Yvnw5a9euZdiwYaxYsaLQ4wgICKBatWq0bduWW7ducenSJWxsbHB2dlYdixBCCCHEi5BOtngqIyOj526Tk5ODu7s77dq1Y+jQoSQnJ7Ny5UoAxo8fzx9//EFaWhpJSUlUrVqV48ePM3bsWABWrVrFp59+ip+fHy1atMDGxoYbN24AMGTIELWJYSZPnkzTpk1Vj318fLC0tKRFixY4OzszY8YMEhIS+OGHH3jrrbfw9vYmOTmZfv364eLiwty5c5kxYwbbt29/4hgGDRrEDz/8QNWqValcuTLvvPMOw4cPJyQkBBMTk+e+Bn379qVHjx6EhIQ8d1shhBBCvJpCQkLo0aMHffv2LdL20skWJWJqakpMTAz79u1jxYoV3Lp1i8TERNX6+vXrM23aNJo3b46zs7NaPclbt27h4+PD2bNnuXnzJt27d+eLL76goHS7oaH6x/PxxwYGBlhZWakeOzo6smbNGtW6cuXKqYrOm5mZ0aVLFwIDAws9DhcXF3bt2sWtW7e4ePHiM4fJPC4sLIzNmzfj7Oxc5OcIIYQQ4tXi7OzM5s2bCQsLK9L20skWJXL58mUcHR2pWrUqQ4YMUd0kmZOTo9rm7bffpk6dOoSGqhftDwgIUP1sZWXFokWLSE1NJTk5udB95eXlPTOLsbHxM6++P2t9hQoV6NOnD6tXr2bHjh106dLlmfsSQgghhHgW6WSLEtm4cSO2trY4ODgAkJCQAEBQUBAAV65c4cSJE2zbto2NGzeqxlQDLF++XDU8BODatWvUqlVLdXXa3NycrKwsADIzMzl37hy5ublq+79165bq57CwMIYOHap6/ODBA9LT04H8uthbtmxh8ODBTz2WYcOGsXz5coyMjIo0VEYIIYQQ4mmkhJ94rk2bNhEZGcnu3bsBcHd3p3Xr1vTs2RNHR0eOHDnCunX5U8L27NmTefPm0bhxYyZMmMCqVauYOnUqZcqU4f3336d3796MGDECT09POnbsyJYtW0hJSSEjI4NLly6xfv161c2WI0aMYN68eZiZmZGXl8eHH37Izz//TPXq1VVVSHbv3s3Fixc5ceIE77//PpMmTVLlNjIyIjAwkLJly/LXX38xa9Ys2rZty8GDB1m7di1Xr14lJCRENczjww8/pEKFCnTt2lWbL68QQgghSiEDpWAArBCvmFq1arF3715q1ar1xLorV67Qtm1brly58kJtLliwgNGjRxdp27t371KxYkXS0tLUxpoXR3x8PDY2NiVqQ5P0LQ9IpqLQtzygf5n0LQ9IpqLQZJ6Oho4aaWfwAidWjg59/oZFsCtvXYnb0Lf3DPQvk6byFPX3v1zJFq89Ly8vPvzwQ2rUqPFCNzwKIYQQQjyNjMkWr6Tp06eTmJjItGnT+Pfff9XWJSYmMn36dG7cuMHUqVOf21aFChU4duwYx48fL9YU8VLCTwghhCj9XrSEn1zJFq+kH374gR9++KHQddWqVSMgIECtesmzjBo1qkRZwsLCSjxcRAghhBD6zdnZGWdnZ9VwkeeRK9lCCCGEEEJomHSyhRBCCCGE0DAZLiKEEEKI14YmKnlAfqUKp5GfaqQt8XyaqAozeIETQ0aPK3E7OUp2kbaTK9lCCCGEEEJomHSyhRBCCCGE0DAZLiJECfXt2xcTExPVXcdCCCGEKH0SlaskkkAeeUXaXjrZQpSQlPATQgghSr9qBjWpRk1ylGz2sum528twESGEEEIIITRMOtlCCCGEEEJomHSyRakQExPzQttfuHCBO3fuvJwwQgghhHjtSSdblAqhoaEvtP2OHTukky2EEEKIl0Y62eKVd/jwYQICAoq8/blz55gzZ85LTCSEEEKI151UFxGvlKSkJIKCgqhRowa5ubkEBwfTqlUrUlNT8fHxwczMjNGjR5Obm4uPjw/W1takpaWRlZXFuHHjyM3NZcOGDaSmpuLn54elpSVjx47FxMSE0NBQLl++TI0aNdi/fz+zZs3CwsJC14cshBBCiFeQdLLFKyU4OJiKFSvi6Jg/verdu3dxc3Nj4sSJeHh4qLa7dOkS3t7epKSkYGpqioODA7a2tjg4OODh4cHSpUsZMWIEtWrVAuDQoUPMnz+f6OhoAFJSUvD29sbX1/e5maROthBCCFH6SZ1sUap1796ddu3a4e/vT+vWrRkzZkyh29WtW5c9e/awZs0ajIyMSE9PJzEx8anthoaGUr58ecLDwwEwNTXFysqqSJmkTrYQQghR+r1onWzpZItXzsWLF4mOjiYiIoL27dsTFxenWhcXF4eVlRWXLl1i4MCBBAQE0KJFC/bv3w9ATk4Oxsb/+9inpKSQnJyMkZERFhYW9OrVS9uHI4QQQohSSG58FK+UoKAgTp8+TZs2bfD19aVhw4Y8ePCA8uXLk5aWRmxsLIaGhgQGBtK5c2datGgBQEJCgur5AObm5qSlpXH16lUePnxI//79iYqKIj09HYC8vDz8/f11c5BCCCGEeOXJlWzxSilbtiybN2/m1KlTpKen4+DggLm5OZ6ennh5eVG/fn0sLS0ZOnQo3t7ehIeHk5GRwaBBgwgLC+Obb74BYNKkSfj5+WFnZ8fw4cMxMjIiICCAsWPHYmdnR2ZmJq6urjo+WiGEEEK8qqSTLV4p7u7uhS7/7rvv1B7b2dkRHBystqxfv36qn52cnHByclJb36lTJzp16qShpEIIIYR4nclwESGEEEIIITTMQFEURdchhHgV3b17l4oVK9K2bVu1mykhvwpKz549i9zWw4cPMTMz03TEYtO3PCCZikLf8oD+ZdK3PCCZikLf8oD+ZdK3PKDZTNFbYkrcRk3bt7l66voLPScy5gBRfx9QW5abm8uJM8dIS0t7ZnUx6WQLUUwFneznnWRFER8fj42NjYaSlZy+5QHJVBT6lgf0L5O+5QHJVBT6lgf0L5O+5QHNZupo6FjiNgYvcGLl6NASt1NQwu95v/9luIgQQgghhBAaJjc+iiI7e/Ysa9asoUqVKnz77beFbvPw4UMURaFcuXLaDSeEEEIIoUfkSrYO7Nq1C1dXVwwMDPj222/x8fFh+vTp9OvXj+nTp5OVlQXkT/VtbW3NnTt3dBv4/3vvvfdo0KCBalbEx0VERGBvb89PP/30zHa2bNmCi4sLBgYGuLi4sGXLlpeQVgghhBBCd+RKtg507NiRunXrsnbtWjw8PKhWrZpq3cSJE+nduzdbtmzh/fffx9fXFwsLC92FfYSBgQE1atR46vquXbty+PDh57bTvXt37OzsCAoK4scff6RWrVoaTCmEEEIIoXtyJVvPzJgxg6NHj7J27VrMzc3Vaju/CgwMDHQdQQghhBBC5+RKtp4xNjZWTaRy8eJFli9fzsGDB6lZsyahoaFkZmZibm7Ovn376NOnD2+88Qbjxo3jzTffpFevXiiKwh9//MGoUaNo1aoVAL/99hvXr1/HysqK06dPM2TIEN555x0OHTrE0aNHqVKlCjdu3OD+/ft4eHgQGRlJdHQ01apVIyYmhq+//pq6deuqMt6+fZsVK1ZQoUIFjh8/zn//+186duxY6PEsXLiQ3NxcLCwsiImJYc6cObzxxhtPbBcREYGHhwd9+vShdu3aGBgYEB4eztq1a1Xju1esWEF8fDy1atXi2LFjTJkyhapVqz71+ObOncvMmTOZPXs2RkZG/Pvvv1y/fp2ePXty48YNLly4gKWlJaNGjQLy74JesGABTZo04e+//6Znz560bdv2ue9Z3759MTExwdnZGWdn5xd9y4UQQgjxCkhUrpJIAnnkFWl76WTrISsrK/7++2927NhBQEAAeXn5b+bPP//MgQMHKFOmDPXq1ePu3bu0bNmSIUOG8NtvvzFo0CAAPvzwQ9q2bcuZM2eIjY0lODiYDRs2AHDr1i3atGnDiRMnmDlzJnPmzKFOnTrk5eUREBAAwJIlS2jQoAEuLi68++67uLq6cvDgQVW+jIwMvvzyS4yMjOjTpw+2trZs3LiRBg0aqB3HunXrOHDgAGFhYQCcOHGClStXMmLEiCeOuWvXrkRHRxMTE4OnpycA69ev5/fff6dPnz5ERETg5+dHTEwMBgYGdOnShUuXLj3z+MaMGcP69etJSkpi/PjxAFhYWNCqVSu++OILUlNTqVu3LqNGjUJRFLp168avv/5KgwYN6NKlCw0bNiQhIeG5V+fDwsJKXMJPCCGEEPqtmkFNqlFTVcLveaSTrYdSU1NV47SNjIxUy9u3b0/NmjVp1aoVn332GS4uLkD+EI3KlSurtmvYsCFVq1Zl06ZN7N+/n8aNG6vWVa5cmfT0dP7880++/PJLmjVrRtOmTWnXrh1jxowBYMGCBURHR7Nw4UJycnJITExUy1ehQgVVLmNjYxo2bMivv/7K1KlT1bYLDg7GzMxMdaOktbU1ZcuWfepxGxsbY29vr3pcqVIl7t69C8CqVavo0KGDqsO7bds2AFxcXJ56fJ07d36iTQsLC5o2bQqApaUlKSkpAJw8eZIzZ84QFxdHXFwckD92/v79+5ibmz81sxBCCCFEYaSTrWcUReH06dNMmDDhiXVDhw5l5MiR7N+/nzlz5pCRkcGQIUMKbcfY2BgjIyMePHhAZmam2rrs7GyysrKwtbXlypUrHDhwgNWrVzN06FDWrl3LqFGjsLKywsfHh5s3bzJ//nxyc3MxNCx8CH96ejo5OTlPLDcyMqJ69er06tWryMf/6B8Vj8rLy6OweZOedXxPa7OwfRgZGZGbm0vHjh1Vw1NeJLcQQgghxKPkxkc9oigK33//Pe+99x7Dhg17Yv24ceOoUaMG/fr1IyAgQHXFFfKHSRQ4ffo0N2/epFevXgwYMIBjx46p1iUkJGBsbEzHjh2ZMmUKpqamdO3alXXr1nHz5k1u375NSEgIM2fOxMzMjISEBAD279+v+jk1NVXVqc7MzOT06dOqq+qPGjJkCDt37lQNd3n48CG//PJLsV4bV1dXfv/9d9V+79+/z9atW595fC/C1taWjz76iO3bt6uWrVy58okOvBBCCCFEUciVbB34448/VJ1NLy8v3n77bbKysjhz5gwffPABO3bswMjICE9PT5KSkpg5cyZz587l3r17LF++HDMzM86fP682Icz9+/dZtWoVWVlZREZGsnPnTtXNkGlpafj6+lKxYkUuX77Mrl27MDMzo2zZsixbtow333yTpKQkJk6cSKVKlZgyZQrz5s2jYcOGGBsbY2try19//cV//vMfLl26xJdffklgYCBlypTh2LFjrFy5kvfee48dO3awdetWDAwM+Oijj3BwcCA5OZnvvvuOBg0akJWVxdChQ9m6dSuhofnTmk6ePBknJyeMjY3ZunUrAM2bNyc1NZXIyEiuXbtG/fr16d27N4mJiYwZM4YmTZqQnZ3Nl19+yRtvvPHU41uyZAmxsbEsWrSIKlWqsG7dOpKSkvDy8sLd3Z1ly5YBMH78eKZPn86mTZuYMmUKV69epXz58tStWxdTU1PtfjiEEEIIUSoYKIV9By9eKatXr2bv3r2sXr1a11FeK3fv3qVixYqkpaWV+MbH+Ph4bGxsNJSs5PQtD0imotC3PKB/mfQtD0imotC3PKB/mfQtD2g2U0dDxxK3MXiBEytHh5a4nYIbH5/3+1+GiwghhBBCCKFh0sl+xR06dIhffvmFffv2ERQUpOs4r6W+ffvSo0cPQkJCdB1FCCGEEC9JonKV40okJzn4/I2RMdmvvBYtWrBnzx5dx3itSZ1sIYQQovR70TrZciVbCCGEEEIIDZMr2UIIIYQQOqSpm/qGjB6ngTT5duWt01hbmqCJPPHx8TiN/LTE7RQUPngeuZIthBBCCCGEhkknWwghhBBCCA2TTrYQQgghhBAaJmOyhSihvn37YmJigrOzM87OzrqOI4QQQoiXICQkhJCQELKzs4u0vXSyhSghKeEnhBBClH4FF9PkxkchhBBCCCF0RDrZQgghhBBCaJh0skWp99133zF48GBdxxBCCCHEa0TGZItSr1+/fuTm5uo6hhBCCCFeI9LJFqVe06ZNdR1BCCGEEK8Z6WSLV0pERAQTJ06kcePGdOjQgYcPH7Jnzx48PT3Zvn07M2fOZMaMGVy9epWrV6/i6enJd999B8CmTZsAOHHiBJs3b6ZOnTpcuXKFZs2a8cknnxAREYGHhwfdunXD2toaf39/oqOjKVeu3DMzSQk/IYQQovSTEn6iVOvatSuHDx8mJSWF/v37A2BtbU2nTp04d+4c69ev5+bNm4wdO5aYmBjq1KnD6NGjmTFjBgC3bt3iiy++4NixY7zxxhsAtGjRAmtra7p27Up0dDRRUVF4e3vz5ptvYmZm9txMUsJPCCGEKP2khJ8o9QwMDLCyslI97tKlCykpKezbtw9jY2OaNm3Km2++SadOnQAwMjJSbbtp0yaqVq2q6mADNGjQgF9++QVA9XwAJycnDAwMtHFIQgghhChlpJMtXnmGhoYYGhqqOtPPGt7x4MEDMjMz1ZZlZ2eTlZWlevy84SFCCCGEEM8jnWzxSrp165bq523btvHWW2/Rpk2b5z6vT58+XL9+nYyMDAAUReH48eO4urq+tKxCCCGEeP3ImGzxSrp+/Tpr167lzp07HD58mJ07d7J8+XJiY2OZM2cO6enpdO7cmdjYWBYtWsSZM2dYu3YtLi4uhIWFMWPGDGxsbLh+/To//fQT9vb27Nixg61bt5KdnU2VKlX46quvdH2YQgghhHhFSSdbvJIaN26Mi4uL2rKvvvrqiY7x+++/z2+//aa2rEWLFrRo0eKJNh0cHHBwcNB8WCGEEEK8dmS4iBBCCCGEEBpmoCiKousQQhTVjh07+P7778nLy2PmzJl06dJFZ1kKSvi0bdsWY2P1L4W6d+9Oz549i9zWw4cPi1QuUFv0LQ9IpqLQtzygf5n0LQ9IpqLQtzyg2UzRW2JK3EZN27e5euq6BtLka9m9WYnb0Lf3rTh5Nm3axJYtW9SW5eTksHfvXtLS0p5Zwlc62UIUU0En+3knWVHEx8djY2OjoWQlp295QDIVhb7lAf3LpG95QDIVhb7lAc1m6mjoWOI2Bi9wYuXoUA2kybcrb12J29C3901TeYr6+1+GiwgB3L9/n/T0dF3HEEIIIUQpUWo72ffu3eOHH35g2LBheHl54ePjw2+//UZISAj79u3TdTyty83N5fjx46rH586dw93dnUqVKvHZZ58V+hxvb28MDAwYNWoUR44c0VJSdX///TfDhg1jzpw5/Pzzz6xbt47Zs2er1sfElPwrtsDAQOrWrUtYWFiJ2xJCCCGEgFJaXSQxMZF27doxduxYpk+frlp+/Phx2rZtS3h4uO7C6ciZM2c4fvw4jRs3BqBevXrMmjWLvLw8Vq5cyfXr13n77bdV22dmZqombVm4cKEuInPnzh1cXFw4ceKEaobGsWPHYmlpqdomNDSUZs1KNm7M1dWVP/74o0RtCCGEEEI8qlReyXZzc6NFixYMHjxYbXnjxo0ZOnSojlLpTkpKCt9//32h68qXL8/nn3/O8uXL1Zbv3r2btm3baiHd050/f56MjAy1adHd3d1VU50fPnyYgIAAjexLpk8XQgghhCaVuivZN27cYOvWraxevbrQ9Z9++qmq0/bbb79x/fp1rKysOH36NEOGDOGdd97B3d2d+fPnM2jQIPz8/Ni5cyefffYZU6ZMYfz48fz555/s27eP+vXrs3fvXqZMmcL9+/cZM2YMZmZmdO7cmTVr1jB79mwiIyOZOXMms2fPxsjIiBs3bnD9+nXmzp1Leno6o0aNYseOHfj7+3Pv3j0OHDjARx99hLGxMXl5eezfvx9XV1dat24N8Mx9V6hQge7du2NoaMiWLVuYNGkSdnZ2bNu2jevXrxMREUFiYiKOjo7UqVNH9ZoMGzaMHj16MHnyZFWVjPT0dLUrxgWe9prNnTv3qccJ+R39mTNn0qhRI86dO0ejRo345JNPGDduHCtWrGDWrFmMHz+elStXMmHCBH7++WecnJzIy8ujY8eODBgwgJYtW1KvXj2cnJy4ffs2u3fvJjU1FR8fH8zMzBg9evQzMwKsWLGC+Ph4atWqxbFjx5gyZQpVq1ZVO8YuXbpw8eJFvvvuO4YNG1aCT6MQQgghXlelrpMdHx+PoihUqVKl0PUfffQRAHv27CE4OJgNGzYA+dN0t2nThhMnTjBr1iwSExP54IMPAPi///s/fHx8+Oqrr4iPj2fEiBHExsZibGxMuXLlGDduHGFhYYwbNw4nJydWrlxJzZo1qVOnDs2bN2f9+vUkJSUxfvx4ACwsLJgyZQqVKlVi6dKlmJmZYWlpSdeuXalXrx5t2rThn3/+oXbt2pQtW5a5c+fSunXr5+7b1dWVFStWUKFCBZKSkli+fDkLFizA1dWVP//8k7Zt2zJw4MAnXhN7e3veeusttmzZQu/evYmNjaVBgwakpaWpbfes12zMmDHPPM7+/fszcuRIOnfuTFZWFu+99x7t27dn+fLlnDhxAltbWwDat2/PwoULcXZ2BmDv3r1MmzaNiRMncuPGDT766CM2bNhApUqV8PDwYOLEiXh4eBQp465du/Dz8yMmJgYDAwO6dOnCpUuX1DrZFy9epE2bNmzcuBFTU9Mifeb69u2LiYkJzs7OqtxCCCGEKF1CQkIICQkhOzu7SNuXuuEitWrVwsDAgGvXrqktDw4OZuTIkXTo0IHBgwfj5eWlGp8MULlyZdLT0/nzzz8BGDFiBP7+/gBs3LiRzz//HIDw8HDKli3L1q1bCQ8P5+7du6pyMMbGxtSuXRtLS0s6derEm2++qVpub2+v2peFhQV3795VrcvOzlbNQFipUiUsLS2pXbs2AJaWliQnJxdp3++++66qlEylSpVU+yiKYcOGsXTpUgBOnz5NgwYNnthm5cqVz3zNnnacd+7cYfv27fz777+Eh4ezbds2unbtqurEDxs2jGXLlgGwdetW1Y2YycnJVKlShV9++YV///2Xs2fPYmxsrOrEF+ZZGVetWkWHDh1UQ0O2bdtGy5YtVdv+/fffdO3aFUdHxyJ3sAHCwsLYvHmzdLCFEEKIUszZ2ZnNmzcXuVBCqbuSXa1aNXr06EFERARDhgxRLf/iiy/44osvKFOmDJMmTWLBggWqG/sKZGdnk5WVBUDLli0xMjIiMjKS5ORkrKysADAyMuKNN96gV69ehe6/XLlyhS5/dFzx89Y/bdvn7ft5+ygQFRVFq1at1JY5Ozszbtw4/vnnn6cWan/w4MEzX7OnZTA0NMTAwICPPvpI9e3Ao8fg5OTEhAkTuHbtGgYGBpiYmABw6tQpFEXhv//9LwDvvfces2fP5ssvv3xiH3FxcVhZWT0zY15eHs8qC1+lShW8vb3p378/+/fvL/LrKYQQQgjxuFJ3JRtg+fLlnDlz5omqGImJiWRnZ2NgYMCAAQM4duyYal1CQgLGxsZ07NhRtWzYsGF88803atUrPvvsM+Lj47lx44Zq2ZIlS17i0fxPSfZtbm5OWloaiqIQFxenWp6TkwPk/3HwxRdfMHToUNq3b19oG0V5zQpToUIFHB0d2b59u2rZpk2b+Pfff1X77tu3Ly4uLnTu3Fntud7e3mpfy8TFxdGmTRvV4/Lly5OWlkZsbCyGhobPzOjq6srvv/+uOub79++zdetW1bYNGjSgd+/e1KlTB29v72cekxBCCCHEs5S6K9mQP0QgJiYGX19fBgwYQN26dVVXmNesWYOJiQm9evUiLS0NX19fKlasyOXLl9m1a5faVVwXFxfCwsJUNx1C/pXybdu2MXXqVBo1akRubi7du3fn7NmzLFq0iH/++YcpU6bg4eFBuXLlWLJkCbGxsSxatIgqVaqwbt06kpKS8PLyYvr06cyZMweA8ePH4+bmhq+vL0lJSXh6euLo6MiiRYuIjY1lyZIlfPXVV8/cd8F+7O3tWbt2LfHx8YSEhODs7Mzw4cOZNm0ahoaG9OnTh3PnzvHzzz+zfv16cnNz+fHHHxk2bBghISGUKVOGrVu3qip3jB49GldX12e+Zs86zhkzZrBixQomTZqEr68vlSpVokqVKlSvXl31ug4bNoxx48apblCE/CvgnTt3Zt68eWRlZXHv3j3S0tL46aefVNt4enri5eVF/fr1sbS0fGbG3r17k5iYyJgxY2jSpAnZ2dl8+eWXhISEEBkZSVJSErVq1eKdd95h6tSpJCUl8fPPP7/Q0BEhhBBCCJBp1YWeuHbtGkeOHKF37966jlJkmpxWfcGCBarqKPpA3/KAZCoKfcsD+pdJ3/KAZCoKfcsDms2kiWnV6/e35uyaa8/fsIg0Ma26vr1vmsoj06oLvZeenk6vXr3IzMxk27ZtdOvWTdeRdGbLli26jqBG3/KAZCoKfcsD+pdJ3/KAZCoKfcsD+pcp6u8Duo7wBH17jbSdp1QOFxGvBhMTE0xMTNi4cSNNmjRR3fD4qpESfkIIIUTp99qX8BOvDmNjY9atW4eTkxMffvihruMUW0EJv+cJCQkpVvvPet7z2izJc19GuyXJW5Lnvay8L2Of+phJ3/LoYyb5bJd8n/Ia5UtUrhZr3fMUt1153/637kVL+EknWwgN0cU/RNIRKXm7+vYa6WMmfcujj5nks13yfcprlC+RhGKte57itivvW/HbleEiQhRTwT3DBZP+ZGdnP3MCoGetz8nJeeq6Zz2vJPssbp6StKuL1+hl5pX3TV4jTeR9XT7b8ho9fV2O8r/hB3nkqT1+1LPW5ebmPnVdcdrV5e+2563X9flf8P/n1Q6R6iJCFNO1a9eoUaOGrmMIIYQQQgcSEhKwtrZ+6nrpZAtRTHl5efz777+Ym5urpmoXQgghROmmKAr37t2jevXqGBo+feS1dLKFEEIIIYTQMLnxUQghhBBCCA2TTrYQQgghhBAaJp1sIYQQQgghNEw62UIIIYQQQmiYdLKFEEIIIYTQMOlkCyGEBuTm5uo6giiGlJQUXUcQxaCv59uDBw+A/IlL9JG+5iqtpJMthJ66c+cO8fHxACQmJuo4TeF27Nihs32PGzdOZ/suTP/+/XUd4QmnTp3io48+YvDgwQD4+flx/Phx3YZ6zIIFC3S6//79+z931jZdCw4O1nUEfv/9d7Zv3w7A1q1bdZxG/863ffv2UaNGDUaPHg1AYGAg+/bt02mm5cuXP7FM3/7dBIiLi9PZvjdu3PjEMk9PT421L3WyhdBDv/32G+7u7nTr1o0FCxawefNmDAwM6N69u9YybN++nSNHjjx1fW5uLps3b+bYsWNay/QoKysr3N3d6dKlC7a2tjrJ8KhatWoxYsQIbG1t6dKli15MUPT1118zbNgwLl68SO/evQHw9/dn2LBhWtn//Pnz2bRp01PX5+bmEhcXp9M/Ihs3boyLiwtvvvkmffr0oWLFilrdf2BgIHv27Hnq+tzcXA4cOMDFixe1mErdpEmTOHPmDPb29kyePJl///2XiIgIhg4dqrNM+na+jR07lsmTJ7N//3569uwJwIoVKxgyZIjOMjVo0ICTJ09iYmKCoijMnDmTadOmafVq9oULF/j333+fuj43N5fZs2fr7A+35s2bc/jwYdXjoKAghg0bxv379zXSvrFGWhFCaNTJkyeJi4tj27ZtAPTo0YOVK1dqNcPevXtJTU3l7bffBuDEiRNUrVqV8uXLA/nTytepU0ermR61c+dO7O3t2bNnDwsXLqRKlSr07NmTMmXK6CTPnj17qF27NpcuXWLp0qUYGRnRtWtX1eunCx9//DENGzbk8uXLqmXa/AV78+ZNvvzyS2rWrAnkf/PRuHFjtc/QpUuXtJanMHv37sXCwoL79+8THh5OcnIyH330ER999JFW9h8bG8s777xDjRo1AIiMjKROnTpqr9F///tfrWR5mho1auDl5aX6g6l69eo679Tq2/nWtGlTLC0t1ZZpqqNWXO+88w5z587F0dERV1dX6tSpw+TJk7Wawc/Pjx07dlClShUAkpOTyc3NpVy5ckD+cK0KFSpoNdOjHjx4wOLFi3FxcWH48OEkJibi6Oiosfalky2EHqpXrx4mJiZqy27fvq3VDG3btqVTp06qKWNDQ0NxcnJS20aXX2M3atQIgDZt2pCSksLPP//MtGnTGDVqFB07dqRu3bpazVPwi6JixYo8ePCA5cuXs2LFCvr374+trS1t27bVah7I/8Ooc+fOqg7R0aNH+eeff7S2fxcXFxo0aKB6fOvWLT777DO1bX777Tet5SlMSkoKFhYWXL58mYMHDxIWFkabNm3473//S5UqVXB0dHypHcoePXrw0UcfqfZRtmxZPv/8c7Vtfv3115e2/6Io+Dfg0ddB138c6dv5dvToUZo2bYqBgQHp6els375dp8MgACIiIrh06RJdu3bF29ubnj17cvToUa1mqFOnDn///bfq4seaNWvUhvpkZWUREhKi1UyPOn36NH///TctW7Zk2LBhfPPNNxr91kg62ULooePHj1O5cmVu377NmTNn2L59+zO/cnsZOnfurPY4Ly/viW0yMzO1FecJjo6OvPfee6xevRo7OzvGjRtHr169MDY2Zvfu3cTFxdGtWzet5qlatSo7d+7k008/JSgoiGbNmgFw9uxZwsLC6Nu3r9byADg5OdG4cWOysrIYOnQo5cuX548//tDa/h/tYEP+fQaP0/X9Bo6OjpiampKUlMSQIUP4559/qFatGpD/h21gYOBLHf/bsmVLtcfp6elPbFPY66ZNN2/eZOLEiWRlZXH9+nW2b99Ou3btdJpJ38630aNH061bN86cOUNeXh4fffTRM4dKvQwZGRmF/kHWoUMHTp06RW5uLitXriQiIkJrmb766iu1x2XLllV7/MYbb2Bqaqq1PNnZ2URHRz+xvE+fPlhZWXH06FFmz55NUFCQRvYnnWwh9ND3339P//792b59O4aGhjg6OhZ6E4s2HTp0iEaNGvHBBx8AcPXqVQ4ePMiXX36pkzx//PEH9erV48CBA08MW6lcuTJRUVFazXPmzBk+//xzli1bhrm5udq6hIQErl69qtU8kH+1/9SpU/z5558YGRnRoUMHrf5Ce1xcXByLFy+mQ4cOlCtXjn379nH27Fmd5YH8r4u9vLxwcHB44or11q1btZ7v2LFjWFlZ0b59e8qUKUNkZKTWrz4+btKkScyePZvg4GD279/PkCFDtDau/2n07XyrWbMmJ0+e5OTJkxgZGfHBBx9o/SJEbm4uHh4efPLJJ098lu/du8eFCxe4cOGCVjM97tixY3Tv3l11ZTsvL4/Dhw8/8S3py5KRkUG3bt1o2rTpE+siIyOB/M+WxihCCL11584d5e7du4qiKEpSUpJOs5w/f16xsbFRqlWrptSpU0exsbFRYmNjdZZn1qxZT103evRoZdKkSVpMoygBAQFPXefl5aUsWrRIi2me7scff9TZvu/du6d89tlniqGhoWJkZKT07t1buXPnjs7yKIqihIeHP3VdQECAsmHDBi2myT/PP/zwQ8XQ0FAxNjZW7O3tlWvXrmk1Q1EcOnRIp/t/Fc43d3d3re8zMDDwmetDQkK0lKRw27dvV9555x3FyclJGTx4sGJra6ts3LhRqxnmzZv3zPVLlizR2L6kuogQeur+/ftq47C9vLzw9/fXYaL8r7ILhhu0b98eMzMzneZ53M6dO/nkk090HUNFF0NEHrVhwwa8vb1VtaAVReHmzZuqWr66cvfuXSB/XG1mZqZOr64XZunSpQwfPlynGQrGztvZ2ek0B+Sf93v27CE5OVm1bO3atezcuVOHqZ6ky/Nt0aJFeHp6qv7NVhQFAwMDndbzvnXrFpcuXaJFixYAbNu2jU8++QRjY90OYjh27BhBQUEoikK/fv2wt7fXWZaMjAxu3rypujn70KFDqtdLE6STLYQemjhxIsuWLVO761ofOkeP02Zn5OHDh/z888/P3CYiIoJDhw5pJc+9e/f45ptvnrlNVFSUTodDuLu788UXX6iqHiiKgpeXl86HHj1qwoQJ+Pr6am1/aWlpqnKGhVEUhbNnz3Ljxg2tZXoeLy8vJk2apLP9u7q6cu/ePbXqGVFRUVq9sU/fz7cZM2YwatQoLCwsVMvc3d2ZNWuWTvIAjBo1isuXL6vK4z148IDg4GCdll4sjC4vjowcOZKYmBgOHjwI5A812r17NwMGDNBI+zImWwg9VL169Sdmops+fbqO0uTbs2cP8+bN4969e0B+Z+TMmTNa62QbGBgQEhJC3759n1rtobCbM1+WN954g9jYWIYPH/7UPAkJCVrLUxh7e3saN26stmzChAm6CQPMmTMHT09PVWmzgqt92uxkm5mZYWJiwsSJEwt93xRFYfHixVrL87jQ0FC8vb3VzrObN2/qtJPt4OBAv3791JZpu7KQvp9v7777rloHG9D5uPUmTZqwcOFC1eNy5co9UbVK2xITEwkNDVV9mwX5F0d01cm2t7dXmxCroJSmpkgnWwg99Hi9VeCJsl7aFhgYyMCBA6lUqZJq2aJFi7S2/7JlyzJ79my6dOny1G20VdsYwNTUlLlz5z5RHeJR9evX11qewpQvX56oqChatmyp6pgsX75cq53aR92+fZsrV66ofb7d3d21msHExIT58+c/87156623tJhIXVRUFKtXr1adZwXfPuhSYTfwPfrvgDbo+/n21ltv8dtvv9G0aVOMjIwAmDVrlk6H+BXMGFwgLy+PY8eOMXDgQN0EIn+CLGtra7XPjzYvjjzu1q1bqhKVBTT5bYh0soXQQ++99x6zZ8/G3t5e9Q/2okWLdFovt2PHjk98zV4wwYC2PN7BPn36NCEhIRgZGeHq6kqnTp20mufxX/i///47gYGBGBkZMWTIED7++GOt5nnc2bNnmTx5smoCGl1cOX6Ura3tE39A6uJq3+OdsWXLlrFmzRqMjIxwc3N74qqtNrVu3ZomTZqoLdPltw+Qf0W0oCJDwb9HERERODg4aDWHPp9vmzZtYvXq1WpXs2/evKnTTnbNmjX58MMP6dChA4qi8Pvvv+v8XoM+ffo8cX41b95cR2nyO/iffvopn3zyCYqisHXrVo2OyTZ8/iZCCG2bO3cua9asYfr06UydOpWpU6eyf/9+nWYyMTF54utYXU4ksmXLFtq0acPRo0c5duwYrVq10ulrtHLlSoYNG0aFChWoWLEi/fv3Z/369TrLA5CamsqNGzfIzc0lNzeXvLw8xo4dq7M8FStWZP369Vy+fJmrV69y9epVnXX4C8ycOZOVK1fSo0cPevbsyaJFi1iyZInO8lSoUIGDBw/y6O1Suh5DP336dOrUqYOhoSGKoqAoik6vPoL+nW9vv/02qampXL58WfWfrv84Gjx4MNOmTePChQucP3+eqVOn6nwIS05ODo/fCqjLOvATJ06kXbt2rFixguXLl9OhQwemTJmiuR1orE6JEEJj/P39n1im65JUrVq1UsqXL6/UrFlTqV27tlKrVi3FzMxMZ3kGDBig3LhxQ/X45s2byqBBg3SWZ9iwYcrDhw9Vj9PT0xU3Nzed5VEURQkNDX1i2YULF3SQJF/58uUVa2trpVatWqr/dPkZUhRFGTNmjNrj3NxcZfTo0TpKoyjW1tbKG2+8oRgaGiqGhoaKgYGBYmhoqLM8ilJ4Wbht27bpIMn/6Nv5FhQU9MSyM2fO6CCJuuzsbGX79u3K5s2blfT0dF3HUUaOHKk0atRI6d+/v/Lll18qAwcOVOrVq6frWMrZs2eVkydParxdGS4ihB4qrDReYcXztcna2po1a9aolX/68ccfdZanXbt2qpn5IH8Cmv/7v//TWZ6PP/5YbTazMmXK6Hy4SIUKFVi/fr3asCNfX1+WLVumkzxff/01Pj4+ast0+RkC+PDDD9UeGxoaqo3tz8jIUE2coQ0ODg4sXbpU9X6B9setPy4vL0811KiArmeh1LfzLS8vT++G+F2+fJmuXbuSnp5OdnY2JiYm7Nq1i3fffVdnmY4ePcqoUaPUfo9cu3ZNZ3mSk5Pp06cPUVFRKIpC06ZN2bp1q8aGQkonWwg9dPv2bUaNGqX2D7au69LOnz9f1anNy8sjMjJSpzdkZWdnP/GL/9GvsBcvXszXX3+ttTwZGRlqHbLMzEwyMjJU6z09PZk6darW8kD+zbIWFhZqv9Bu3ryps072ox3svLw8goKC6Ny5s06yFMjKyuL27duqG7FSUlLU3reC2Q61ZeHChapzPjc3l5CQEJ3NqlrgyJEjzJkzh0aNGmFkZISiKERFReHs7KyzTPp2vn333Xe89957qnJ5oOGZA4th5cqV7N+/HysrKyC/+sqSJUvw9vbWWaaff/75ibH1urxhdf78+SxcuJCGDRuSm5vLoUOHmDt3rsZeI6mTLYQeql27Nv/3f/+n1jnSdl3a54mPj2fx4sU6qwP78ccfc+/ePVXn6Pbt2+Tl5WFlZYWiKJw6dYpbt25pLc/7779PSkoK5cqVA/Jr0hoaGlK2bFkURSExMZH09HSt5QHw8PAo9Mrx5MmTtZrjUefOnSMxMRHIvxFzxYoVBAYG6izPm2++qXZVtuBXooGBgc4mFLl37x6pqalA/h8jvr6++Pn5aTXDo1q3bs2gQYPU/j1au3Ytu3bt0lkmfTvf5s2bx7fffqu2zM/PjxEjRmgtw+OCg4P54osv1Jb5+/vrfFx2gYI/tO/evavVCyKPWrt2LS4uLmrLNPm+yZVsIfTQjBkznjjxQ0NDdZQmX0xMDN27d+fmzZuqzocuJzWoUKECM2bMeGrN3Pnz52s1T6NGjfD29n5q7eUZM2ZoNQ/878pxXFwc2dnZ2Nra6rSDvXbtWmbOnImhoSGVK1fm+vXrjBkzRmd5AD777LNnVoAYN26cFtPkV8xwdXXFwMAAMzMzkpOTGT9+vFYzPE7frj6C/p1v3377LTk5Ofz5559kZWXRsWNHnXawgSfmWgDU6lPrws2bN/nmm29ISkoC8t+r3NxcnXWyH/32o0BBNSZNkE62EHrIxcWF5ORk1q9fT1ZWFo6Ojjg5Oek006+//srx48fZtWsXLi4uJCQkcOTIEZ3lmT17tl7VOp47d67aGPHHzZw5U4tp8j063jAvL49mzZppdLzhi0pISCA2NpZffvlFNaOatic1eVzBH2OZmZkYGho+MVmHtseMHzhwgH///Zfg4GD69+9PRkYG4eHhWs3wuJYtW7J7926WL19OVlYWgwcPfma9em3Qt/NNH8c/V69enc8++4zGjRuTmZnJsWPHdDbtfAFvb2969erFP//8Q8eOHUlISNBpXfqCiktNmjRRvUZ169bVWPtSwk8IPXT06FE+/vhjQkNDCQsLo3nz5jrt0AI0btyYqlWrkpaWxt27d6lRowZvvPGGzvLUr1+fZcuW8X//93/85z//ISgoSG19vXr1tJrHysqKiRMnYm1tjY2NDV5eXmqlqqpWrarVPPC/8YbZ2dlkZWUxd+5c5s6dq/UcBQpmU0tPT+f8+fNA/jcSupSTk4OzszPly5enXLlyDBkyRG3yFW3e9Aj5n2tjY2Pu3bvHjRs3KFOmDObm5lrN8LiQkBAWLVpE/fr1adCgAfPmzdPYEJ+7d+8yceJE1bj3ZcuWqYbKPIu+nW8F458vX77MtWvX2L9/PytXrtRqhsd9+umnjBw5kri4OE6fPs3QoUNxdXXVaSZ7e3v69u1L9erV+fjjj3FxcdH6MLpHubm5YWdnh7+/P4sXL6Zu3bp88803GmtfOtlC6KHNmzdz8uRJ9uzZw4EDB4iLi2PTpk06zXT58mXc3NyoW7cuw4YNIzY2lr/++ktnefStvrG7uzsXLlxgzpw5zJ07l5MnT+pkiMij3nvvPRo1aoSBgQHGxsa0bt2amjVr6izPpUuXqFevHg0bNqRfv34sWbKEDRs26CwP5H/Nb21tTWRkJNHR0bz55pt4eHjoLM/Fixf55JNP+OCDDxgwYADbtm1j27ZtOssDkJSUxIYNG5g6dSo//vgjO3fu5Pr16xppe/z48bz11luqPySGDh1apA68vp1v77//vuoGQ8j/g7JWrVo6y1Ogbdu2BAYGsmLFCtq2bavrOKSlpREcHMxbb72l+sPq8fkXtG3gwIH89ddfHD16VKMdbJBOthB66b333lP72rps2bI67RwBODo6UqVKFVq3bk3t2rVp2bIl77zzjs7yJCcnc+jQIdzd3fnuu++IjIzU6Y2h5cuXZ926dXz++ef06dOHsLCwQsf7adPLHm/4osaNG8eSJUto2bIlkydP5vfff9d55Yy6devy008/0bx5c5o2bYqvry9vvvmmzvIMHz6czz//nNatW9O7d28mTpxIhw4ddJYHKHRYxqMdypJo06YNo0ePVl15NjAwwNTU9LnP07fzTR/HPy9atEj1c3JyMnv27GH16tW6CwTY2Njg5+dHixYt2L59O1WqVOHUqVM6y/PoH3TR0dEEBARodFIjGZMthB4qrG5owY0iulKvXj3V+NSZM2cyc+ZMbt68qbM8+lbf+P33339iWaNGjVQ/JyYmPnMM6cvwsscbvigzMzNVh7FHjx706NGDw4cP6ywP5P/Sf9yjQ43i4uJ47733tJanSpUqDBkyBIARI0YwYsQIzp07p7X9FyYuLo6UlBTVHx9JSUlcuHBBI20X/FtXcANjZmYm//zzz3Ofp2/nmz6Of3748KHq53r16vHWW2/ptOwqQPfu3enevTuQf5PvqVOnsLOz01meGzduqH5u2bIlLVu21GiJQ+lkC6GHmjdvTqtWrXj//ffJzMzk9OnTOrlx7nH379/n9u3bqsdeXl7PrMzwMulbfePU1FSOHj2qusJ369Yt1dThANOmTSMgIEBreSB/vOHq1avx9/fnwYMHDBw4kNGjR2s1w6PS09PZs2cPycnJqmW6rv9+4cIFNmzYoPa+HT16VNVBmzdvXrGHtNy9exdvb2+srKwYO3Ysy5Ytw9HREUtLy2c+LzY2Vu010vWkJgMHDqRdu3Y8ePCAzMxMjI2NNVa+r1atWrRq1Qpzc3OCgoKIiooq0nmib+fbp59+yptvvsnKlSt58OABbm5u9OjRQ2v7L/D3338TGhpKQEAAd+7cYeLEiap15cuXx9PTU+uZnsbExIQmTZrg5eXFpEmTtLbfgtdo69at3Lx5k6VLl6rWpaWlafTbNamTLYSeiouLY+3atTx48IB+/frpfMbHiRMnsmzZMipWrKi6wejmzZs8ePBAJ3n0rb5xxYoVVR3+wiQlJaldWdKGjIwMbt68qRpqdPDgQbWr/drm6urKvXv31DqZuq7/XrVqVRo0aPDUUpCnT58u9jc2w4YN44MPPqBMmTK4ubmhKAoLFy585h86Q4cO5ciRI2qv0ZkzZ1S1xXUlKyuLv/76iwcPHtChQ4dCZ6UtrsOHDxMaGoqRkRH9+/cv0pVNfTvfbt26xaVLl2jRogUAERERdOrUSa22uDYdPnyYPXv2MGHCBJ3s/2k2bNiAt7e3aniNoig6+z2yfft29u3bp1Zq0dzc/Jmfqxem8YnahRAlFhcXp2zYsEH1eN26dUpaWpoOEynKggULnljm6empgyT53Nzcnrl+7NixWkqSz8PD45nrp0+frqUk//P1118rLVq0UD2+evWqsnr1aq3nKLB27donlgUFBekgyf/MnTv3mesXL15c7LYLjjc8PFy1bOnSpc98TkBAwBPLFi1aVOwMmrBhwwbF3d1d9TgsLEz5559/NNJ2Tk6O6ue4uDjl+PHjSl5e3nOfp2/n28iRI5WuXbuqHt+/f19ZtmyZVjM87vbt2zrdf2HGjx+vHDt2TLly5Ypy5coV5fLly8qQIUN0lufy5csvtX258VEIPeTn58f27dtVj/v06aPzesKFfcX9+eef6yBJvsImm3l03Lq26xsXNo7v0Su0U6ZM0WYcIL9cVlRUlOpxQQk9XXm0NF4BjV41KobHZ+kDOHTokOrnr776qthtF2e8cWFX1HX9LdapU6fUxqV//vnnGisp+uiQroLZWh/9+v5p9O18a9KkidqU6uXKlXui5ro2zJkzh5kzZ+Lt7c2dO3dISkpSfTvw9ddfa/3btMfZ29vTuHFjbGxssLGxoVatWlq/2h4WFkZwcDDBwcGYmJjw4MEDfvjhB7p3785PP/1EXl6exvYlY7KF0EO2trYMHjxY9djQ0FCnNakhv+LJ7Nmzsbe3x8jICNDtWNHHv8LPzc3l+++/JyQkBNB+feP9+/c/kefnn38mIiJCqzkedevWLQwN1a+lnD17Vkdp8jsi3bp1o2nTpqrPUEREBA4ODjrLtGbNGrXHubm5rFq16on3sziKM964UaNGjBo1Su080/W49erVqzNo0CC1ZYX9wVRUd+/eVQ31Sk1NVY2jBjAyMirSjY/6dr7Fx8erPc7Ly+PYsWMMHDhQqzlq1qzJwYMHmTBhApUrV6ZVq1aYmJgQEBBAXFwc48ePZ/HixVrN9Kjy5csTFRVFy5YtVX9QLl++HF9fX61lyMjIYOvWrbi7u1OlShX69OnD5cuXmTp1KnFxcXh4eDBr1iyN7Es62ULooXPnzpGVlaXqWN+/f59Dhw498YtOm+bOncvp06fVrtacOXNGZ3lq165NjRo1MDAwIC8vj6SkJJ3epd6lSxeaNWumynPu3DmaN2+uszyQ/4v+008/5ZNPPkFRFLZu3aoaM6oL06dPp06dOhgaGqrG0GvqqlFxbzIcP348nTt3Vr1v//zzj8auHPft25fatWurxhtPnjz5uZ/RGTNmkJuby/3791XLHu/Aadvff/9NixYtsLW1BSAmJobIyEiGDx9erPZu3brFjh07mDNnDnfu3CE0NFS1rkKFCkW6CU7fzreaNWvy4Ycf0qFDBxRF4ffffy/261MSV69e5eeffwbg/PnzHDp0iLNnz1K3bl0+/PBDTp8+rfVMjzp79iyTJ09WlRJV/v/9M9rsZCcnJ7Nu3Togv0b3tm3biImJoUmTJkB+qVGNeamDUYQQxbJ582bFxsZGcXJyUvr27avUqFFDbYy2Lvj7+z+xTJdjRUeNGqX2OCkpSfn11191lEZRfvzxR7XHGRkZypo1a3SU5n8WLVqkNGvWTLG3t3/u+OOXLTAw8Ill27Zt00jbbm5uyvz581Wf07y8PGX+/PnPfV5hn+vCxkUXR3HGGxc2Zl5T49bT0tIUDw8P5eeff1YUJf/YizJu9+zZs4qNjY1SrVo1pWrVqoq1tbVy+vTpEueJi4tTfHx8ivVcfTzftm7dqnz22WdKnz59lI0bN+okw6Pn+C+//KK8/fbbauu9vLy0nEjd999//8Rnbvz48VrN8Oj9RaGhoYqVlZXaek2+RjImWwg91L17dzZt2oS1tTVvv/02GzdupHfv3jrNVFg1AV2OFV2wYIHa4ypVquh0opXHr76Zmpqqvu7Xpa+//pojR47w999/8+233+q05nJeXp7a1NeAWoWYkijupCZubm5PLCvK84qiOOONCxuTralx68WdXfG9997j7NmzLF++nOXLlxMXF1doneoXVa9ePcaPH696nJeXR2BgIHv27Hnuc/XxfOvatSvr1q1j/fr19OrVSyc14M+ePUtubi6KovDLL7/QsWNH1brc3FyNfbaLq2HDhk98uzRs2DCtZnj038B169bx3//+V229Jj9HMlxECD3VqFEjtckVdu7cySeffKKzPLdv39arsaKPj8nMysriyJEjfPHFFzrJ8/jY3qysLGJiYnSWp8Dx48fVZp7T5Tj6I0eOMGfOHBo1aoSRkRGKohAVFYWzs3OJ2y7upCbTp09Xe5yVlcWNGzeK/b6VdLzxpUuX6N69u9p5tnXrVo2MW2/Tpg39+vVj06ZNQNH/EIH8exy6deumerx06VKNDIcwNDRk586dqhKFiqIwf/78Jzo+j9O38y09PZ3ff/9d7VzTxb+Pbm5u2NnZkZmZSW5uLgEBATx8+JDDhw/j4+ND586dtZrncRUqVGD9+vVqn29fX1+WLVumtQzdunWjdevWGBsbc+LECdXvkitXrvDjjz9qdPp56WQLoYcSExMJDQ1V+wc7IiJCp53suXPn8n//939qnVtdjhXt2rUrTZs2VXWqKlSooNmxdC/I3d0dBwcHVR5zc3O++eYbneUBcHFx4Z9//lG7EqrLcfRHjx5l1KhRarWDC5vdtDiKO6lJYGAgX3zxheoG0UqVKjFq1Khi5yjpeOMNGzbQs2dPtXHrj1/9L67i/iGyZ88e5s2bx71791R5zpw5o5FO9uzZs/njjz/IyMigVq1aJCQkqN30/TT6dr7169eP3NxctXNNF/8+2tvbEx0dzfnz57Gzs8PU1JSUlBQMDAyYOHHiEzdCa9vnn3+OhYWF2r8BN2/e1Gonu1OnTrzzzjucOHGCjz/+mKpVq5KQkMC+ffv4+OOPNfsaaWzgiRBCY/r06aOMHj1amTZtmuq/Zs2a6TRTYeNpQ0JCdJAkn7e3t872XZgVK1a8tLaLO5a2sDq9mhhHX9w8UVFRTyw7ePBgifMUOHTokDJmzBhl3LhxysmTJ4v0nJc1dra4440jIiKeWLZjxw5NRFJCQ0OVli1bKp988ony+eefK9bW1srOnTuf+7wvv/xS2bBhg7J3717Vf5999plGMhWMj310HHxYWNhzn/cyz7fi+OWXX55Ypusa8IVl0rUJEyY8sWzGjBk6SJKvsPNNk6STLYQeKmzSDk3dIFYSO3bsUOXYsmWLjtPor+TkZI22V9yb+gr7wyg6OlpneYrbOS+K4k5q8mi2mJgY5eHDhxrJoyiKkpubq/bzmjVrlN27dz/zOdnZ2crSpUtVHaQ1a9YomZmZGstUnD9EgoODn1gWGxurkTxr1qxRsrKylOXLlytHjhxRFEVRNm3a9EJtaPp8K47COrTbt2/XQZL/sbKyUkJDQ9XODX2QmpqqXLlyRVEURblx44ZOs9jY2Gj0D/3HyY2PQuihnJycl3aDWHFNmjQJf39//v77byD/a8nly5drNcP333+Pm5sb48eP5/Lly8TFxfHxxx9jbm5O165diz39dXGNHDmSTz75hG+++YbLly8TFRVFrVq1qF27No0aNeLChQsa2U9xb+orGEe/atUq1qxZw5o1a/jhhx90lqe4N94VxYvcZDhkyBDef/991fu2YcMGrK2t6d+/P02aNNHYDWsF443XrFnD2rVrycvLK3QSpUeNGTOGuLg41bTTn332mcbOs9zcXJo3b86cOXMYOnRooTeiFsbExISEhAS1Zb/99ptGMiUkJPDmm2/SuHFjBg4ciLu7+1PvGdDW+VYcBWPpp06dyvTp05k+fbpGzrWS8PX15aOPPmLp0qX4+flx5coVneaB/M+Nvb296nw9fPgwW7Zs0Vme/v37k5GRwbx581i7dq3Gp3eXMdlC6KGYmBjmzp37Um4QK64aNWrg5eWlummqevXqhVZCeJmaN2/OtWvXGDZsGCYmJnzwwQc0aNCAS5cucfbsWSZOnMjKlSu1lqddu3Y4ODjQrVs38vLy+M9//kP37t1ZuHAhCQkJ/PDDD/zyyy8l3k9xx9K+rHH0xc1TkhvvClPcmwzbtWvHyJEjady4MVlZWTRv3pzx48czZcoU7t69y8iRI5+4sa44ijPeuFmzZgwYMED1GpUtW1ZjE1HNnj0bd3d3IP8PkatXr7J06VJGjBjxzOfNnTuXkydPUqlSJdW/Rzdv3tTIrIoeHh58/vnnvPvuu6xatYq1a9fi4eFR6LbaOt+K42WOpS+ugnkVvv76a65fv46LiwumpqaMGIhLVjoAAF0FSURBVDGCbt266aQay4kTJ4iLi2Pbtm0A9OjRQ6v/Zj+u4Mbn//znPyQlJdG3b1+sra0ZNmyYqm52SUgnWwg99DJvECuugptBHu1YX7p0SasZrly5opoG+59//uHs2bPs3LmTypUrU7lyZa3fyX/9+nXVTXJHjx7l33//ZcaMGRgaGmJjY0Pt2rU1sp/i3tQ3Y8YMXFxc1JY9eiOetvMUt3P+NMW9yTA1NZXGjRsD+RVP7ty5w3fffad6Xt26dYud6VFvvPEG27dvZ9WqVXz55ZcAz63skpaWBqifZyW5WVUTsytaW1uzZs0a1b9HiqLg5eVV7EyPMjQ05N133wXg3XffxdPTEwsLi0K31db5Vhw+Pj506dJFbdlHH32kozT5Zs+eja2tLf7+/hw4cIDPP/+cYcOGUalSJQICArC3t9d6Gdb33nvvienmb9++rdUMjwoNDaVJkyb4+/sTHBxMs2bN6NKlCxkZGSxZsoRPPvlE9fksDulkC6GHfv75Z1q2bKm2rH79+jpKk+/mzZtMnDiRrKwsrl+/zvbt22nXrp1WM+Tm5qp+jo6OxsbGhrffflu1rLBa3i9Tenq66ueoqCjq1aunVl1AU1O7v8jMgZGRkbRu3RrgiQ425H8joc08jypu5/xp6tSpw9dff03Hjh3ZuHEjEyZMKNLzCjqyAAcOHMDW1pZy5cqplmnqyrGFhQXZ2dnk5uYSExNDs2bNnvuZMDQ0xNnZGWNjYyIjI9m5c6daLekXpYnZFefPn0+1atXUlv3444/FzvSoRYsWMXLkSFXW2NhY7ty5U+h05No634oqIiKCrl27AjzRwQb1f690Yfz48TRv3hw3NzfWrl2r9u/jgAEDCA8P13on+/jx41SuXJnbt29z5swZtm/fzr///qvVDI/q378/VatW5csvv+TIkSNq/z62bNmSkJCQEnWy5cZHIfREYTc7PkrXd6rn5eUps2bNUpo0aaI0a9ZMWbp0qdYzuLm5KXfu3FHu37+v2NvbKyNHjlSte/DggdpMXtowYsQIJTY2Vrl06ZJSt25dZeLEiap1iYmJyvLlyzWynxe5qe/xmTAfN3r0aK3meVxxbrwrihe5yXDMmDFKRESEsnv3bqVatWrKrFmzVOtiY2MLvdGvOLy8vBRzc3PlyJEjygcffKCMHz9e6dev33Oft27dOqV3797KZ599prHKIi9a7WT69OnPXK+pihC+vr5qj9PS0gqtQKEo2jvfisrV1VW5evWqEh8fX+h/rq6uWs3zuKFDhz51Xa9evZTPP/9ci2nypaSkKF27dlUMDQ0VY2NjxdnZWbl//77WcxRwdHR86o2hLi4uSt++fUvUvoGi6HjQkBACyB+bNn78+KeO45s9e7ZqnObr6sqVK3Tu3Jlr165ha2tLREQEubm5REREMGfOHLp168bMmTO1liclJYVPP/2UmJgYunXrxurVq7l58yYBAQEsX76cTz75hFWrVpV4P7NmzVKNpb19+zZXr14lOjq60LG0hoaGzx0rX9IrbC+S51FJSUlcuXKFatWqYWNjU6IMhXl8UpONGzcSHh7+xHYZGRkMHz5c9b7NnDmTa9euERAQwPr162nRogUrVqwocZ68vDwuXbrEu+++y5EjR1i7di1Dhw7F1tb2mc+5desWlpaWGrui/mjbBcO+8vLyCAoKwtrautCJXxo1asSnn3761LY2bNjA8ePHi5Xj77//JjQ0lICAAO7cuYOiKBgYGKAoCubm5nh6eqqGhT1KG+fb3bt38fb2xsrKirFjx7Js2TIcHR2fmKUQnn2uFRyTLq9m3717l7y8PNLS0rCxsSExMVH1jURGRgYmJiY6myUzLS0NQ0ND1U3QunL16lVq1qzJgwcPKFeuHNnZ2arhLNevX6dcuXJPHb5UFNLJFkJPPK8Avq7+wc7MzOSnn34iODiYy5cvU61aNfr27cvkyZMpX7681vPk5eVx+/ZtrKysgPxfFklJSUD+a6iJ4RD64NGxtH5+fmod2LS0NPz8/FiyZMkTz+vevftTJ+VRFIU5c+awefNmreWB/GmMR4wYwd69e1XLmjVrxrJly9RmNS2Jp91kqMubhR+VmpqKgYHBU39hJycnM2HCBH777Tfu37/PG2+8Qc+ePZkzZw7Vq1fXWI6i/iFiZWX1zCFAp06d4tatWyXKcvjwYfbs2aMa5qMoCg8ePCj2vys5OTlq97EUx7Bhw/jggw8oU6YMbm5uKIrCwoULGT169BPburq6PnXYjKIoTJkyRWPVc4rjt99+w93dnW7durFgwQI2b96MgYEB3bt310meAwcOqH6PvPXWW3z++ecamcm0JPbt24eLiwuffPIJK1euJCAggDp16vCf//y/9u47LIqr+wP4l2YsoBFrVATF2FAsGBE1NoLyJioW7IhIBMUulvhiQUUIxEpEARFFMVgi9hY1YCxoFAuoUWwEsAEWUJEme39/8Nt5d2EpOzu7sybn8zw8Yeeysyeou3funHtOb2FeQKV1cEKIYGRTHxSpKA1AHd6+fcusrKzYV199xdzd3ZmXlxfz8PBgPXv2ZB07dmR5eXkaj6k8wcHBor3248ePue/j4uJYREQEe/bsGe/zPXz4kAUFBbHmzZszY2NjZmZmxn1ZWlqW2bBDUW1sWRWlJQkdz4MHD5iJiQmbN28ei4qKYqdOnWJ79uxhixYtYs2bN2dpaWm84imJb1OT3r17q60hzYYNG7jvk5KS2IEDB9i2bdtK/dyLFy9Y8+bNmaOjI/Pz82ObN29mAQEBzMnJiZmbm7M3b94IEs/q1auZvb0969OnD3NxcWG2trZlpsYsWrSo3HNVNF5ZgwcPZmFhYSwtLY21bNmSOTo6VqrRzNq1a9USk/Tfx8GDB7ljZaXGVdQr4OjRoyrHo4olS5awgoICuf8XsZr4eHh4sCpVqrCWLVuy7t27szZt2rBq1aoxV1dXUeKR8vT0ZK9fv5b7HQmZdkSTbEK0xPnz51UaV4e5c+dyDUdKCg4OZnPnztVwRP8TExPDBg8ezPr27cv69u3L+vTpwxo0aCBaPCVzSxkTprsi386BZfntt99Uer6y8Tg5ObHr168rHLt8+TIbPXq0SvFI8W1qsmrVqlLNXnbv3i1ITJXNN3Z3dy+zccnhw4fZ999/L0g8ylyIpKamlnuuisYrS/q7njNnDve7qcwkx9zcnL179457fPbsWWZsbKxyPNK/29K/O3l5eWzatGkVPq9kE6Ht27cL2kSID+kFt+wEUnb/gaZs2LCBOTk5lbpYfPfuHXN2di7zM0YTpHudZH9H69atE+z8VF2EEC3Rs2dP7vu3b9/Cz88P9erVk8sL1LQ3b97A3d1d4diUKVO4smRiiIyMhIuLi1x1gaCgIJXPq0xOZkJCAhISEgAU55nK1lbOzs7GhQsXMG3aNJXiadmypVx1ifJyaT98+IDVq1eXe75jx46hf//+GokHAIyNjcusN2ttbY369evzjkWWtKlJTEwMXFxc8O233+LZs2cYPHhwuc/7+PEjpk6dCisrK67CyNatWzFq1ChecZTMN164cGGpfOOS9PT0yrxtPmjQIK6msKqUqXYim3bVp08fzJ49G0OGDFE4rgppekdcXBz3d7cyVYIGDBiA9evXY8yYMdi9ezf279+vsMKHsvhWwJkzZw4MDAy438uIESMQFham8r9/VWhLJY8LFy4oLB1qaGiILVu2YOzYsWV+zqjb9evXYWVlBR0dHeTm5uLEiRNISkoS7Pw0ySZEC82fP5/LCwSKO+OVlReoThXVnTU3N9dQJKXZ2dlh6NChcseEmLAp87tv37499PX14eXlhadPnyI2NpYbMzIygre3t8rxAP/rHCibSxsYGFhqUqujo4Ndu3Zh1KhRZW7IkkgkGosHQKnSb8qOV5YyTU1khYaGomfPnnJdHp8/f847DisrK1hZWWHEiBGVzjeWLUOpiFATWr4XIgMHDiw1gd2zZw/vCxFZqamp2Lp1K54/fw4bGxskJCRUqv7+xo0bkZGRga5du6JFixa4dOmSIBtF+ZanVGcTIb68vLzg7OyMEydOQFdXl5v4a1p55WelTcXEMnPmTAwcOBB3796FRCJBt27dBC0wQJNsQrSQ0J3x+KroQ0LMDxFpq2fZCci+fftU7kKnzO9eV1cXFhYW2LZtG44fP66wLrUQKts5sFq1alizZk25K3pCNMhQppNhRdULhKpuoExTE1nqatjTtWtX+Pr6YsuWLbC3t4etrS0sLS1hb29f6ndVsjlHSapu5pPieyEi9Gq/rHHjxiEqKgoxMTH4+++/cejQoUqtZHfr1g3Z2dnw9/dH48aNERYWBj09PUyZMkWleKSt57t27Yr79+8jNzeXqxRSHqGbCAnB2NgYR48elavkkZGRIVcTXhOqVaum0rg6NW3aFImJiUhMTISenh4sLCyQn58v2Plpkk2IFhK6Mx5fd+/exdWrV8ssK3j79m2VX0OZ9AxZ6mr1zOd3b2xsrHCCLdRqnzKdA8uaYEvTOiqqYiN0PMeOHSv3XEeOHOHKAapCmaYmshT9ualSskvW2LFjMWrUKHh6emLo0KHw9/dXWBowLi6u3E6Q58+fF+R3xPdCROjVfln169eXK9e3dOnSSj3v6dOnOHPmDFq1agWgeLW/W7duKk+y+baeF7qJkFCysrLw9u1bAMXpf76+vggNDdVoDHl5eeWOf/jwQUORlM3S0pL7funSpQgICBDkvDTJJkQLCd0Zj6/t27dj+/btZY7r6OjI5SHzwTc1Rl2tnvn+7u/cuYOwsDDuA40xhri4OEEm2Xw6BwJATk4OVq5cyZU4ZIzh/v37GDdunMbiuXPnTrkTe6HyH2U/qFu2bImGDRtWqmb6ihUr5B4XFRXh4MGDgpQWq2y+8W+//cbl9isi/fNTFd8LEXWt9qti1qxZ3AQbKP53W9H/R1mEaD0/ffp0NGjQALt27cLjx4/h7++PAQMG8IpHKJ6enti2bZvchVRGRobGJ9krVqwod9JaUFCgcK+CJqxduxbLly/H+/fvAfyvvjlNsgn5Bxs1ahTMzMywZ88epfIChTZ9+nT8/PPPZY7PmjVL5dfgmxqjrlbPfHMyV65cia5du8ptxJSuiquKby6tt7c36tWrhzdv3sDGxgZpaWkYO3asRuOZMmVKuX8uqtx54LPJsKQdO3Zg3Lhx0NXVhUQiQWJiIv7zn//wjklWZfONZ86cWe6HemVSOiqD74WIOlf7+ZKtBS+9S9O9e3de5xKi9TxQvNlRdoP6qVOnVNpkrKrGjRvjzZs3csdKXlRqwnfffYe5c+cqHGP/X7tfLK9fv8bff/8td+dUiLtGUjTJJkRLWVtbw9ramnssVOqBMpydncsdHz9+vMqvwTc1pn79+li6dCk2b96MwsJCuLq6wt/fX+V4+OZkDho0qNQEtmXLlirHA/DPpbW0tISzszNCQ0MxYcIEABBkU48y8VR0IabKZl4+mwxLCggIKNXZMCIigndMsiqbbzxp0qRyz+Pm5sY7BiEuRNS52s9XUVERwsPD5Tbfnj9/vsILT0XMzc0xbdo02NnZ4cCBA9zfo/JoopKPqr744otSx0aOHKnxOJydnctt7vLq1SsNRiOvXbt2pVITJ0+eLNj5qeMjIVrg3bt3FU5G4uLicO/ePZVeh2/+c1lCQkJUzoHcs2cPAgMDYWRkhM8//5xLz7Czsyv3eQEBAahatSo6duyIwsJCXLlyBUVFRSrnZPNtGf7LL7/AwcFBbmK3adMmTJ06VaV4Sqqoc6CszZs3w8LCAk+ePEFhYSGcnJywc+dOQTdoKhOPolJwQnFwcMCgQYMq3GRYGb/88ovKKTV8rVu3DnPmzJE7tnjxYpXv0qjSXbFFixalVvtbtWolyEUtX0uWLMHLly+RmZmJ9u3bIy0tDUOGDMHAgQNVOm9lW8/n5uaic+fO5VbyOXr0KK5evapSPKrYuXMn0tPT0blzZ26DcVBQULn5/+p2/PhxQUotCuXEiRP48OGD3O9o5cqV2Lx5syDnp0k2IVogPz8fvXv3xpQpU8p8w965cydOnz6t0uso0zK4pNjYWKxfvx7v3r0DUPwhfffuXW4lSRVXrlzh0jOcnZ0rlZ6xZcuWUiuAsjmnylClZbjUqFGjcOHCBbRo0YLbiCnU70f2/+v+/fuVzqXdvn07lixZgtjYWAwfPhxVqlRBmzZtys2zV2c8q1evxsyZM+Wq0gh1h0Z6Hk9PT1SpUoXbZFjRKrGrq6vc44KCAlSpUkWUPRBA8YT25s2b3OT3jz/+wLBhwwRZ7eN7IRIdHa1wtZ9vDrQQpH+24eHhXPyK4uSjsq3nK5ow/vbbb6LmZdevXx+tWrWSq04j1HsSX9JUPNm7tGKSLu7I/o4yMjKQk5MjyPkpXYQQLfDZZ59h3bp1sLGxKfNnyqs1WlmqlAZUV/MXvukZim67V1QKrSxC5GS+ffu21EbMjRs38oqnJL65tBMmTODSRM6ePYvY2FjY2tqKFo86S8HxbWqSkJCA6dOnc6uXRkZGoqZBqKvJClD5aiclKZq48v23JhR9fX2kpqbCwMAAp0+frvDOV2UpU56y5J9LUlIS9u7di48fP2L8+PGib3z08vKSq9wCFC8iiGn8+PHIy8vD+vXrUbduXQwdOlTjJQVlTZs2rdQdGSH29nAE6x1JCBFUTEwMc3V1Zc7OzuzcuXOCnJNvy2DGGIuKiip17K+//lI5JtnW069evWI3btxgmzZtqvB5Pj4+7PDhwywtLY09fPiQ/frrr2zx4sUqxaJKC/O7d++WOnbv3j3escTHx7N58+YxY2Njpqury3R0dLj/1qxZk3fr3+DgYNHiMTMzY05OTszFxYX7atmyJa94Slq7di0LDw9nTZs2ZR8/fmQ3b95kPj4+FT7vjz/+EOT1hZSens5MTU2Zra2toK259+3bxxhjzNramp0/f54x9r+20uWZOHGi3Ne4cePYxIkTBYuLj8DAQFa1alV269Yt1rp1azZixAg2duxYlc+rTOt5WadPn2atW7dmI0eOZIMGDWLm5ubs7NmzKsejqsLCQnby5El2+PBhlpubK3Y4cl68eMG+++47NnnyZHb9+nWVzpWdnc0WLlzIVq9ezRhjLDQ0lL1+/brSz7937x67deuWSjEoQivZhGihqKgohIaGolu3bsjNzcXcuXOxYMECODo6qnReVUoDCtn8RYiSWXPnzoWHhweGDx+OoqIiODg4qFxOUNmW4bIMDQ0xevRomJmZwd/fH8HBwSqtQAqxqa+sFB8+efRCxKPOUnB8m5r06tULMTExCAsLQ0FBAb7//ntRc0bV1WQF4N9dUVtW+8+ePYv09HRkZWVh+vTpmDJlClez/cCBA3KVPfjiWy4zNjYWt2/f5vJ68/Pz4e3tXe6GP3VLTk7Gd999h9zcXBQWFnKr/tJa6WLYvXs3OnXqhNDQUERFRaFLly749ttvkZeXh02bNqF///684uNbCvbly5cYNmwY4uLiIJFI0KVLFxw9elSQ7sEAaCWbEG1UcgVOIpGwpUuXCnLuP//8k82ZM4fNmzePJSYmVvp53bt3Z4aGhqxp06asWbNmzMzMjFWvXp1XDA8fPmRBQUGsefPmzNjYmJmZmXFflpaWlVo5ksrLy2NZWVmMMcY+fPjAK56SfvvtN7Z9+3a2fft2FhERwRwcHCp8jru7Ozt06BCLjIzkjm3YsEGQeAYPHszCwsJYWloaa9myJXN0dGRbtmyp8HkTJ05k+/fvZ2fPnuW+HB0dRYtHkRMnTqgcjyqioqLY0KFD2bJly9iiRYuYnZ0d27Fjh2jxNGnSRO4OSHJyMmvQoIEg505PT2fr1q1jDx8+ZA8fPmTLly9nq1atqvB52rLab2pqym7dusUkEonaXsPX15cZGRmxq1evMgsLCzZ//nw2bty4Cp+3d+/eUsd27dqljhArbdGiRSwzM5N7nJqayhYuXChiRIwZGBiwJk2asCVLlrDU1NRS44rumFbGzp07GWOMHTx4kDsWEhJS4fMWL17Mbt68ySQSCSssLGQXLlwQ9HdEK9mEaCHZJgtAce60hYWFyuflm/8MCNv8hU/JLKB4BbxmzZoAikv/SSQSbiw7Oxt+fn4ICQnhFZOUMjmZsvr06YPBgwfLlcgTqmU431xaOzs7DB06VO6YECs0fOPRxlJw6enp2L9/v9wxMatmCNlkpSS+3RW1ZbV/1KhRaNeuXZnjR44cwaBBg1R6Db7lMt+9eyf3XiqRSARtz81H27ZtUbduXe6xiYkJzMzMxAsIwJAhQ7Br1y6F743jx49HYWEhxowZo/R5+ZaCbdWqFTp06ACgOM+/R48eSExMVPr1y6J6f11CiODevXsn14o2JycHubm5Kp93zZo13Pd169YFY6zSk9LAwECYm5vD1NQUpqamMDMzU3mDiKL0jMjISMTGxir8eQsLC+zatQtAcR3xr7/+Gr179+a+IiMjVYoH+F/LcGdnZ2zbtg1nzpyp1GQ5KSkJEomEe5NPT08vt4ufMmQ39UlLlFUmFUKa4iNr3759osWzY8cOFBUVgTGGoqIiQRu/8FWyoREAuYmJppVsshIZGcm7yYpQdu3ahaCgILRu3Rpt2rTB+vXrBfm3pizZTdeKXLx4UeXXUNR6XtHEPjAwEP369eO+AgMD0aZNG24Ro1WrVnj69KnK8ahCUUUaaUdasaxevRp6enpc9Y7CwkJuzN/fn/ciiTQVcuPGjRg1ahRatGgBBweHCp+nqOW7bEyqopVsQrTAsmXL5PKJ8/LyuFJk0seurq5cpQhlCJH/DKiv+Yuurm6pklmBgYEKc6Cjo6PRtm1bAMU5d8uWLZMbF6KbGd+czF69eqFNmzaoXr06fH19kZKSguPHj6scD8A/l3bdunVITEyEsbExV1YwIyND5VrifONRZ+MXvpKSkvDq1SvUqVMHQPHF0cOHD0WLR8gmK0LRltX+iIgIJCUllTkeExOjclyVbT2fkZEBV1dXuT0q2qZRo0ZwdHREx44dkZ+fjxs3bmi8oVlJycnJ6NGjB/r374/w8HBERkbC3NwcvXv3RuPGjXmfl2+nXolEgrlz56JTp07c7+jLL7/kHUdJNMkmRAtIJBJs374dTZs2FfzcQrUMXrVqFerUqYM9e/ZwzV/8/PxUnrApk57RtWtX7vuSE2yg8re/y8O3hXm/fv1w6tQpHDp0CHp6enB0dESDBg1Ujgfgv6lPyBQfIeLRxlJwLi4u6NevH3JycpCfnw99fX2V69GrYtmyZaWarJQsw6Zp2rLaL70Lok6VLU/p7OxcKq1P1pMnT9CkSRNBYuLbRGz48OGoU6cOwsPDkZOTAzc3t0qt7qrT4cOHkZiYiHPnzgEorlO/ZcsWlTeI8k2FdHd3R0REBEJDQ5GTkwMXFxeVutCWIlh2NyGEtxcvXpQ5VlRUxM6fP8+ys7NVeg1VytMxxlhYWFipY0Js7ONbMktahpAxxuLi4lh4eDg7efKkyvEUFRWxBw8eMMYYu3LlCps5cybv0k58y+UJ5fnz56WOlfd3Td20sRQcY4zl5+ezM2fOsEOHDrGcnBxRY5H+O5PdSCotvSeWZcuWsZcvX3KPX7x4wX744QeNx+Hn51fu+IIFC3idV+hymRKJhJ09e7ZSJSQrw93dnQUGBrLQ0FDu/IGBgQp/Nj4+vtxzVTSubtKSkbIbFPmWI5WlTClY6ft7WR4+fKhyPFKUk02IFihvxVNXVxcmJiYaz38uScjmL7JKpmcAqFR6hmyLeRsbG7i6uuL+/fsqx1PZnMyS4uLiMGLECC5Hs2/fvgpX2zVJmuLTsGFD1KlTB/Pnzxc13zghIUEuj37YsGGCNDRSVVRUFPz8/LBmzRocOHBA1FhKNlnRBtLV/hYtWsDExATdunWrsJOmOmRnZ5c73qNHD17ntbKywqpVq3DixAn4+flBIpGgqKgIRUVFePr0aaXuJDx8+BA2NjZo3rw5zM3NMXHiRFy5coVXPCX16tULM2fO5D4nymsiVlEZUzFy6WVdv34dSUlJ0NHRQW5uLvbv319uClB53r59i9TUVKSmpnKpkKmpqXj//n25qZAVbdKuzCbuyqJ0EUK0UHx8PAYNGoSMjAzulpebm5vK51Um/7mkx48f48iRI3K5a9Id3apQJj3j2rVr2L17N65fv46UlBScPHmSG8vOzhakAktlczJLioyMxLhx4+Ru4Yo9gVRXig9f69atQ69evUR57bKsX78e165dg6OjI/ehn52djalTp4oSz9u3b9GqVStcvXoVI0aMQPv27WFgYCBIu3C+TE1NcfXqVZw/fx45OTn45ptvKpUeJLRdu3Zh/PjxZf47VzVvvWvXrvD19cWWLVuUbj2/adMmrF+/HpcuXcLQoUORlpbG1adXlTKVMzZs2FDh+8769etViodv+goAzJw5EwMHDsTdu3chkUjQrVs3uYpMyuCbChkYGIi9e/eWed4XL17gxx9/5BVTSTTJJkQL7d27Fzdv3sTp06fh5OSEtLQ0XL16VeXz8i1PB6in+QugXMksaUOUiIgIXLp0CWPHjuXGjIyM0KlTJ5Xj4dsyvFevXhgyZIjcMcEaGvBUp04duRXHb775RtSJv7aUgpPFGJNb3fP09ERAQIBGY9BEkxVVRUVFITIyEh8/fsS7d+8wbtw4jcewdetWJCYm4sKFC3B3d69U6VFl8S1PaWVlBWtra1y9ehUNGjSAqakpjh49KkhMyjQR8/X1RUFBAfr06VPqjiBjDKtWrVI5Hr6NXwCgadOmSExMRGJiIvT09GBhYcG71CHfUrDOzs6oUaMGrK2tS40xxhAWFsYrHkVokk2IFurYsSMaNGiA7OxsvH37FiYmJoKUg5N+cG/btg0TJ04EgHKv6GVVq1aN2yCSl5eHWrVqCVJWUFF6xueff17uc5ycnNCpUyeuvqmqpCvkW7duRVZWFhYuXAgdHR0wxmBkZITly5dXeA5dXV2kpKTA1NSUO8a3I6ZQ1JXiw9euXbvw66+/okOHDigsLMT69evx6tUrjB8/XrSYFFWHMDc312gMLi4uOHr0KCwsLKCjo8NVFTIzM8OcOXM0Gosi2rLab2trq/bXkC1PuXr1agCVK0/54sUL+Pn5oUOHDli4cCH8/PyQmJjIlbhUhTKVM/773/+ioKAAMTExePPmDdq0aSO3QdPV1VXleHr16oVx48ZxK9Dlpa+UxdLSkvt+6dKlKl3YKtupNzQ0FOnp6bh06RL09PTQq1cv1KpVixv/+PEj71hKopxsQrRQcnIy3N3d8eWXX2Ly5Mn466+/cP78eZXPq2z+s2xN1SdPniA1NRXp6enIzs5GamqqIBMA2ZXVzMxMnD17tsKybvr6+rCwsICXlxeaNGkCU1NT+Pr68q48IERO5sePH9GuXTuYmpqiefPmaNasmahNTYD/pfg8efIEjx49wr59+wRJ8eFLWgrO29sbK1euxKlTp0SvJZyTk4OnT5/iw4cP+PDhA1JSUjTeRETaZKWsldkjR45oNJ6SpKv9Hh4e8PT0RHR0tGCpENqGb3lKGxsb/PXXX7CxsUFGRgaMjIxQUFAgSEzSyhlr166Fm5sbJBJJue91VapUgb29PYYMGQKJRIJ9+/bhxIkTKCgowHfffadyPHwbvwDA2rVrUatWLejp6UFPTw+6urrcxYwqpKmQO3bswM6dOyGRSBAYGFjmzzdo0ABDhgzBwIEDcf36dezbt4/LoXdyclI5Hi4uwc5ECBHMiBEjUL9+ffTo0QPNmjXjNtSoSpr/3LFjR7i4uGDBggXlrmRrovlLyfSMfv36yW1qLMuCBQvw4MEDrF27lqsH7ePjo1IsXbt2RVxcHLZs2YInT56gdevWmDhxIsLDwyt87uXLl3Hu3DmcO3cOsbGxiI2NlUtnEcPcuXMRHR2N5s2bo2XLloiKiqr0LVV10IZScLNmzYKuri73IT9x4kSYmJjAyMgIhoaGaNasGQ4ePKjRmDTRZEUV2rDarynjxo3D27dv5cpTVmYjdvfu3bFz504YGxsjKioKL1++FGzjsypNxNq0aQNHR0eYmJigT58+8PLyUjkevo1fAOD169f4+++/uUUMaZ1qVa1Zswbr1q3Dtm3bEBsbi8jIyErVBNfR0UHfvn3h6OgIIyMjDBs2DMHBwSrHwxGsTgkhRE52djZbuHAhW716NWOMsdDQUPb69WtRY1K2PN2ff/7J3r17xxhjzNvbu9T48uXLecUhRMmsJUuWlDr23//+l1c8snbv3s0YY2zOnDlcmTJF5QvLep6sikpFaUpeXh7LyspijDH24cMH0eLQhlJw3t7eLDU1VaOvWZHWrVuXKm8o+2VqaipqfBEREezJkycsJyeH5eTksL///pvt3LlT1Ji0TUBAAAsPD2d5eXls/PjxbMCAAezs2bO8z5ednc1SUlJYSkoKW7hwIfd9SkoKS0xMZB4eHhWeo6ioiB08eJANGDCA1a5dm02dOpUlJCTwjknWn3/+yebMmcPmzZvHEhMTK/28Xbt2lTomRMk8vqVgGWMsISGBTZ48mdWqVYt9++237NixYyrHI0Ur2YSoyfz58/HFF1/AyMgIQPHmkMqu/Hp6emLLli148+YNevfujQEDBpTquMaHsuXpunbtCkNDQwDCNn8RIj1D2vlRlmyOtrSCirL4tgyvWbMmLl++LHcbV8gNNJWliRQfvrShFNzChQvL7NJXVFSEnTt34u+//9ZoTNImK2V9aZo2rvZruxo1amDixIlYu3Yt8vPzcfLkSVy/fp33+TIzM3HkyBH07dsXmzdvlruD6OTkhD59+pT53OfPn2P58uUwNTWFn58fRowYgSdPnmDjxo2V6oJYEWXTV2TVqlUL0dHRSE5O5kruCbHRWNlUyPz8fOzYsQM2Njb4z3/+g3r16iExMRHHjh0TdjO2YNN1Qogc6UqPbNH9kJCQSj13+/btjDHGFi1axK1YlFVYXxmyzWOSkpLYgQMH2LZt2yr1XHU1fxk8eDALCwtjaWlprGXLlszR0VGuEUdZNm3axK5du8at7sTHx7OffvqJe8y3ycnatWtZeHg4a9q0Kfv48SO7efNmpZpKNGnShFWpUoXp6urKrc5rWpMmTVhUVBRjjLFGjRqxpk2bMjMzM+6revXqGo9JljY1fpF6+/Yt9/cmOTmZTZkyRaOvr64mK3xp42q/ttu/fz9jjDE7Ozt2/Phxxtj/Gq+oQtkmYiNGjGDGxsZsypQp7Pr166XGvby8VI5JmcYvJRkaGrImTZoI/p7k6+vLjIyM2NWrV5mFhQWbP38+GzdunMKfnT9/PqtXrx6zt7dnBw4cYB8/fpQb/+mnn1SOR4qqixCiJqpsDpGuHl+4cIGrTiG7+5kvvuXpgOLmL9I6tDY2NrCxscGGDRswYMAAlWLiWzJr4cKFCnNZN23aBKB4k11ZZa7Kw7dluL29PUJCQqCnp8cdW7BggdKvr6ro6Ghuld/Nza3UHYgVK1ZoPCZZ2lAKTtZvv/2G8ePHQ0dHB9WrV8fLly/lKhVogrqarPC1cOHCMlcBi4qKsGvXLvTs2RNmZmYajUubZWRkIDk5GfHx8ejZsycKCgrw+vVrlc+rbOWM33//Ha6urjA0NMSRI0fkNs0WFhZi8+bN8PX1VTqOt2/fIisrCwC4xi9S5TV+KWnatGmlNoSr2mgNUK4U7MaNGzFixAg0a9YMCQkJSExM5MYkEgm2bdsm3HuAYNN1Qoic3bt3MxsbG9a/f382cuRI1qRJE3bq1KlKPTcwMJD9/vvvrF69eiwvL49lZGSwNWvW8IpDlfxn6XP79evHzM3NWd++fbmvzp07s/Hjx/OKSZa0ZbS1tTU7f/48Y6xyK0ALFy4sd3zFihUqx6aM3NzcUsfEbGGujdatW8ecnJzYpk2b2Jo1a9iwYcPYxo0bRY1p8eLFrLCwkLt7lJubqzBvVJ2aNm3Kbt++rdHXVJbYq/3a7s8//2QODg7s4MGD7OHDh2zMmDHs+++/F+z8v/32G9u+fTvbvn07i4iIYA4ODgp/rqK7Hu7u7rxe/+HDhywoKIg1b96cGRsby61EW1paVjr/WerevXvl7gdSxevXr9mbN2/KHJ8xY0aZYxKJhI0aNUqwWGiSTYga8d0ccv/+fTZr1ix2+fJl9vDhQzZ58mQ2f/58lWORve0okUi4TY0V2bZtG3N3d2dnz57lvq5du8YkEolKMTHGPz1DkaSkJJXjUcWbN2/kNijx/UATirpSfPhau3ZtqWPK3ApXB2laV1BQEHv27BljjLGjR49qNIYzZ86wqKgoFhISIsi/KaGdPHmS1atXj9WvX5+ZmZkxQ0ND3pue/8kKCgrYyZMn2eHDhxVedPO1evVqZm9vz/r06cNcXFyYra0tlxJW0v3798s9V0XjFVE2faWkzMxM9vXXXzM9PT2mo6PDvvrqK5aenq5STIwplwp59erVcs915coVleORokk2IWoim+eVlJTEbt68qdQHaEZGBgsJCWE///wz9+GvKr75z4WFhezmzZuCxFBSeno6W7duHXv48CF7+PAhW758OVu1alWlnnvnzh32xx9/cF8jRoxQS4yVMWfOHPb555+zZs2aaU3+s2zupJR0F74Yfv3110od06Tly5czOzs7Fhsby+zs7NixY8fY1KlTRY1J22jDar+2e/z4MWvTpg0zMzNjjRs3ZmZmZoJVF+JbOePx48fc93FxcSwiIkKQz5KioiK573fs2MFiYmIq9dzFixdzn4WFhYXswoULFd6VrIyS73XZ2dm8KxcJkUsvRTnZhKjJmjVruJzcunXrIjU1FSEhIfDw8KjwudevX8e4cePQsGFDFBYWYtWqVdi/fz+6dOmiUkx8859lm7/s2LEDenp6cHd3h5eXl8qtjevXry9XTaSyFUvc3Nxw9epV1K5dmzt29+5dlWJRRePGjfHmzRu5Y2LkP0u7V16/fh0pKSk4efIkN5adnQ0LCwuNxyQlbfwi/TPLzMzUeOOXkqZMmYJGjRqhZ8+eGDZsGLy8vODt7S1qTNqmdevW0NfXx7t37/D8+XO5qkmkWHh4OM6dO8fVfU9LS8OmTZvw448/qnzukpUzunTpUqna3b/++iv3GSTdR7Nx40ZMmzZNpXikjV+kFZwYYwgMDFSYI15Sq1atuCpQ+vr66NGjh1xOtDL4dOqNjIxEbGxsmecsKirChQsXBOtxQJNsQgQk1OaQw4cPIzExkWuBnZubC19fX5Un2XxbBgPFm/jS0tKwdu1a6OvrY8+ePfDx8eFdxk9V3bt3L1Uib+PGjaLEAgBffPFFqWMjR47UeBxWVlawsrJCREQELl26JPdhYWRkhE6dOmksllmzZmHDhg3chRj7/zJf0g9CABg+fLiomx/r16+PSZMm4c6dO8jOzoapqSlCQ0MxdOhQ0WLSNo8ePUL//v3h5eWFCRMmYPbs2Th+/Lgg3QP/Kdq2bSvXWMnExESwjaHSJmIxMTFwcXHBt99+i2fPnnEb0WUlJCQgISEBQPEkdMeOHdxYdnY2Lly4oPIke82aNThz5gzy8vJgZmaGtLQ0fP/995V6bl5eXqljhYWFvOKQvteNGDECsbGxXKMtxhhycnK4AgKy/vrrLzRv3pwr43nx4kWYm5tzP/vkyZNKXSxUFk2yCRFQZmYmTp48ibVr1yIrKwu7d+/mxmrWrIlFixZV6jytWrXiJtgAUK1aNTRt2lTl+Pi2DAaKK578+uuv3GPpqp9YFK2gW1lZiRBJMYlEgjVr1qBz585chZGgoKByO2qqk5OTEzp16sStGkkkEly8eBHv3r1DzZo1NRJD7dq1kZKSUmZdam1iYWEBCwsLfPjwQdS/R9qIVvsr9urVq1LHZGvWq0KZyhnt27eHvr4+vLy88PTpU7lVWyMjI0H+3KpUqYITJ05g27ZtmDhxIgBU+n1O2uGxU6dOyM/Px40bN/Dll1+qFE/Xrl3h6+uLLVu2wN7eHra2trC0tIS9vX2pyf/gwYPRrVs37vOjWrVqpRZDhHzPpkk2IQIyNzfHtGnTYGdnhwMHDvBuYS0t/ycrPT1d1fB4l6cDKtf8RVHbbHXp0KEDZsyYITep3blzJ06dOqWxGGR5enqiVatWOHr0KHdMzPQVfX19uT8fXV1dNG3aFCtXrsRPP/2kkRg+xVJw1atXx5AhQ8QOQ6vQan/FGjVqBEdHR3Ts2JGbPFamrXdlKGoi9vnnn5f5sxYWFti2bRuOHz8OJycnQWKQxTd9BQDc3d0RERGB0NBQ5OTkwMXFBTNnzlQ5psqmQtrY2Mg9zs3NLfUz0rvRQqBJNiFqoGxt05K6du2K7t27o23btsjPz8edO3cqXc+6PHzzn4Hi9Jfr169zt0QzMzO5jl1AcUdIPnWp+fLx8UFRURHev3/PHUtJSdHY65fk5eVVqlNlcHCwOMH8v/j4eAwaNAgZGRlgjEFHRwdubm4ae31FH7zv3r3jctd79uyJgIAAjf+efv7553I/2GXz/Mn/0Gp/2YYPH446deogPDwcOTk5cHNzg4ODgyDnDgoKwvTp0wEUv+/+9ddfyMrKgouLS5nPMTY2VjjB3rNnj8qTf2XSVwDg4cOH3EUCUNz5VTb2R48ewdzcXKWY+KZC3rhxA3Xr1oWtrS2qVq2KixcvqtSps1Rcgp2JECJHlc0hvXv35m4L5uTkICwsTPQPNXU1f+HLwcEBEyZMkDsWFRWlsdcvqWfPnnjz5o3cBK0ym1zVae/evbh58yZOnz4NJycnpKWl4erVq6LFow2NXwDg8uXLGDp0aJmtoMW8WPsU0Gq/YhYWFujVqxf09fXRq1cvwc7Lt4nYnTt3EBYWxqWtMMYQFxen8iRbmfQVANiyZUupBjQlx1XdIMo3FdLLywsDBw7E4MGDoaurC0tLSxw+fFilWGTRJJsQNVFlcwgAfPz4kdslrakc2vJMnTq13DdCHx8fDUajOCdb0UWApnh6emLJkiWws7PjjuXm5qJatWqixdSxY0c0aNAA2dnZePv2LUxMTLhNUWK4cOECnj17hqioKDg7OyMvLw8HDx7UeBy7d+/Gnj17FI5JV/zF3ESrDWi1XzmXLl3CwIED0bBhQ+jp6cHLywunTp1C+/bteZ2PT+WMklauXImuXbvKvS8qSkVUljLpKwAQGBhYbp7zixcvVJ5k802FrF+/Pq5cucIVJeD751UWmmQToiaqbA45cuQIXFxcYG1tDX19fQQHB2Pfvn2Cro4oS9Gb4P3799GyZUsA4Nq/a8rjx48xaNAguZzso0ePwt7eXqNxSDk7O6Nr165yx/z9/Sv1YaguycnJcHd3h6OjIyZPnowlS5bg/PnzGDhwoCjxaEspOCcnpzIvChljtKkPtNqvrA0bNuDs2bPcJO3OnTtYtWoVIiIieJ2PT+WMkgYNGlSqFJ30/VoVyqavODs7o0aNGrC2ti41xhgrVSWKD1VSIQH5ybWvr2+lixRUhCbZhKiJKptDoqOjcefOHW4jYWZmJhYuXCjqJBsoLn/08uVL7rGY1TP2798PBwcH6OrqchOBsiYEmnDixAl4eXmhWbNmqFGjBhhjuH37tsYn2UVFRdxFx4gRI7Bjxw706NEDZ8+ehY2NjcY2PSqiLaXgXFxcYGpqWu74vx2t9ivnm2++kZuoWVhYoHv37iqfV5nKGSUxxvD+/Xu5CfmNGzdKbf5TlrLpK6GhoUhPT8elS5egp6eHXr16oVatWtz4x48fVYpHGVlZWejcuXOZ44wxZGZm0iSbEG2n7OYQWf369ZOr1FGvXj307NlTneFWSNuav/j7++Pbb7+VO9atWzeRoin+4Nm1axe3AYcxJsokZPHixdxdh5YtW2LlypUAAD8/P0E2z6pCW0rB9evXr9xxIevkfqpotV85urq6pY599tln3Pe7du3CmDFjeJ2bbxOxw4cPY8GCBWjRogX09PTAGMPdu3cxdepUpWNQNX2lQYMGGDJkCBhjOHv2LF69eoWmTZuia9euaqmAUhYjIyN89dVXCAgIUJhyyBiDr6+vYK9Hk2xC1ETZzSGyCgsLudUiKYlEwn0vRNcuZWlb85eSE2xAca1aTVm3bh1at24td0xRgxp127x5MwwMDKCnpyf396ewsBBPnz5FjRo1sGHDBo3HBVApuE8JrfYr58CBA4iOjka9evUAFN99fP/+Pf744w8wxnDu3Dnek2y+lTPevn2LHTt2CHLhL0T6ClC8l0Z6EXv37l0MGzYMdnZ2Gtskrqenh8DAwHLLzUoXJoRAk2xC1ETZzSGyIiIisGHDBm7DyuvXr7kygNI0BE1PsrWt+Yurq6vcY6Hb4SrL0NAQo0ePhpmZGfz9/REcHKzwQkDdhg8fXqqd+7179zB27FgUFRXJNUgSC5WC03602q+cV69eYdKkSQrfJwHVctj5Vs5Qx4W/KukrUomJidi0aRN2796NHj16lHsxpw6yE2yJRIJly5Zh8+bNKCwshKura7mVUJRFk2xC1IRPbVOpmjVrwsfHp8w37MDAQCFDrRRta/5y8+ZNzJgxA7q6upBIJEhMTIS7u7sosQDF1VXGjh3Llcvy8PCQ+zugKSUbIIWEhGD+/PmYNGkSAgICUKVKFY3GUx4qBUf+KVavXl1uulqbNm14n5tv5Qx1XfjzSV/Jz8/Hnj17EBwcjNTUVLi6uiIxMVGQTsaqWLVqFerUqYM9e/agsLAQV65cgZ+fn2Ab+WmSTYia8K1tChSX/yu5AiFLjDQEbWv+snbtWvTp00fuWGRkpDjBAOjTpw8GDx6MQ4cOccekFyOaJG3q8OrVK0ycOBHx8fHYt28fBgwYoPFYACoFR/4dCgsLcfnyZXTr1g1bt25FUlISZs+ezb1Xl6w8pAy+lTPUdeGvbPrKggULEBERASsrK/zwww8YNGiQ3HvjqlWrRKmXDwB16tTBpEmTuMfffPMNgoKCBDs/TbIJEZAQtU2l57l9+zaGDx8Ob29vJCUlYenSpbCwsAAgTBkmZWlb85eSE2xAs7vUS0pKSoJEIuHuPqSnp4tWk/rUqVOYMGECunTpgoSEBC5PVAxUCo78G0RHR8Pd3R2//PILgoODER4ejrCwMKVLyQlJXRf+yqavbNy4ESNGjECzZs2QkJCAxMREbkwikWDbtm2iTbIVXRwYGBgIdn6aZBMiIKE2hyQnJ2PGjBnYtGkTLl26hOjoaGzatImbZItB25q/lMwZLSgoQIcOHbia5JrWq1cvtGnTBtWrV4evry9SUlJw/Phxjccxe/ZsbNmyBT/99JPCKgJbtmyRW7lRNyoFR/4NevfujbZt22Lx4sXw9PSEpaUlbt++LWpM6rrwVzZ95fvvv8fPP/+scIwxhnv37qkcE1+PHz/GkSNH0KlTJ+Tn5+PGjRuCNOyRokk2IWqg6uaQdu3aoVatWjhx4gSmTZuGmjVrip67pm3NXxhjWLp0KVc6y8jICB07dhQlFqB40n/q1CkcOnQIenp6cHR0RIMGDTQex8aNGzFnzhzUqFEDO3bskBuTSCRYv369RifZVAqO/Bu8f/8eBQUFuHjxIle9Jzc3V9SY1HXhr2z6irOzc5ljOjo6mDt3rsox8TV37lx4eHhg+PDhKCoqgoODg6BphzTJJkRN+NY2BYoL5r99+xaXLl3iOoZJ8+rEom3NXzZs2IB27dqJ9volrVmzBnPnzi03/1gTpk2bhunTpyv8s5FIJBqvLkKl4Mi/QZUqVdCjRw9MnDgReXl5GDp0KN6/f1/pihvqoC0X/l26dCl3/MGDB/jqq680FI28atWqISIiAqGhocjLy0OtWrWQkZGBGjVqCHJ+mmQToiZ8a5sCxSWGBg4cCB8fH2RnZ2Py5MnQ09PDlClT1BZvRbSt+UtCQgLu3btXZt66pq1YsQI1atTAyJEjRU2jcXBwKPeuh6ZzH6kUHPk3GDVqFEaNGsU9PnDggNzmd7GYmprKXfiHhIRo9HMkMjISsbGxZY6LXXoV+N+iFgBkZ2fD19cXoaGhgpybJtmEqAnf2qYAYG9vL5eGER0djefPn6sr1ErRtuYv2pa3vm/fPvTs2RMHDhzAq1ev0KVLF5XbF/NR0aTV1tZWQ5EQ8s/29u1b1KxZEwDw5MkTuYZhQHGX1ZCQEDFCA1C8wLNu3TrufVra8VGTk+y//voLzZs3h4mJCQDg4sWLMDc35/YnPXnyRNQLbU9PT2zbtk2uh0VGRgZNsgnRdspuDnnw4AGaNWsGfX19xMXFlaqUIS3eLxZta/6ibXnrdnZ2AIrThOLi4jBz5kwYGRkhJiZGtJgIIepjYWGBn376CWPGjIG1tTX09PTkqndkZGSIOsmOjIzEuHHj5MpkClmerjIGDx6Mbt26cZsvq1WrhpEjR8r9zN69ezUak6zGjRvjzZs3cseo4yMhnwBlN4f07t0bq1atwrhx4+Dk5IQmTZrIvWHfvXtXXaFWirY1f9G2vPVp06bBwsICISEh0NfXh7u7O5ycnESLhxCiXtHR0Wjbti0AwM3NDcuWLZMbL9l5VdN69epVqtlT/fr1NRpDybt5ijaDZmVlaSia0hTlqA8bNkyw89MkmxAtceXKFa5xwfz58+Hh4SE3LnaZM21r/qJteevh4eEYPXo0Nm/eLGquOiFEM6QNZnbu3IkrV66gTZs2aNiwIUaNGgV3d3dRa2QDgK6uLlJSUuQ2Hu/bt0+wboZ83LhxA3Xr1oWtrS2qVq2Kixcv4vr16xp7/cLCQly6dIl7XFBQAG9vb3Tp0oVb1Nq8eTMOHjwoyOvpMDHLAxBCPmnbtm0TrS61IklJSWjVqpUor/3DDz8gICBAlNcmhGheYWEhhg4diuvXr6N9+/aoW7cu3rx5gzt37qB169Y4efKkwv4CmvLLL79gypQpMDY2hp6eHhhjyMjIQE5OjmgxZWRkYODAgbh27Rp0dXVhaWmJw4cPo3Hjxhp5/Xfv3qFx48awsrIq82fu3r2LFy9eCPJ6NMkmRIvk5+dj1apViIqKQnJyMrcqsnjx4ko3slGXspq/iLnCfvPmTbkUkaCgIFHz+z5+/Ijff/8dBQUFsLOzQ9WqVUWLhRCiXj4+PsjNzYWPj0+pTopeXl4wNDSEl5eXSNEBM2bMgKurK1ftiDEGX19fhIWFiRaT1K1btwAA7du31/hrBwYGYtasWWWOBwcHl7qTzBdNsgnREu/evUPfvn2hq6uLTp06casit27dwvv373H58mV89tlnosXXt29fhc1fpI81zcnJCbdu3ZIrlyfkCoSykpOT8d133yE3NxeFhYUwMDDA6dOn0aJFC1HiIYSol5OTE3bu3Fnm+NixYxEVFaXBiOTt2bNHrqwgADx8+FDr3pN8fX2xaNEi0V7/3r17eP/+Pbp06YJr166Vu8qtLMrJJkRLLF++HO7u7go3E4aEhGDRokVcvW0xaFvzl969e5f6gBNzVT08PBznzp1D3bp1AQBpaWnYtGkTfvzxR9FiIoSoT0WpaW3atNFQJIrVrFkTly9fhrW1NZe2EhYWptG0tqysLHTu3LnMccYYMjMzRZtkBwUFISIiAnZ2dlzTnKioKMGqZtEkmxAt8ebNmzKrdUyZMkX03Gdta/5SrVq1UseEXIFQVtu2bbkJNgCYmJjAzMxMtHgIIepV0Z1FMe88AoC7uzsyMjK4crCMMejo6Gh0km1kZISvvvoKAQEBCvPTpSksYvnw4QPi4+Nx6NAhAMWfITdv3hTs/DTJJkRLNGvWrNxxc3NzDUWimLY1f3n9+jVmzJiBzp07c/mQO3fuxKlTp0SJR1FjHjFLChJC1OvFixfIzMxEWVm3T58+1XBE8uzt7RESEiKXL75gwQKNxqCnp4fAwEA0bNiwzJ8Rsi61sqQlDWUvAJ49eybY+WmSTYiWqFKlikrj6qZtzV/WrVuHnj174ty5c9yxlJQU0eJp1KgRHB0d0bFjR+Tn5+PGjRul8iEJIf8c69evR2BgoMIx6apxWeOasGHDhlIbMufOnavxOGQn2BKJBMuWLcPmzZtRWFgIV1dX+Pv7azwmqaSkJISGhiIrKwsGBgY4ceKEXPdHVdEkmxAtcffuXVy9erXMVZHbt29rOCJ52tb8xcfHp1SzFzE7Yg4fPhzGxsbw8/ODkZER3Nzc4ODgIFo8hBD1cnJygo+Pj8IxxpjodbKrVq3KvW9L+fr6CtYynI9Vq1ahTp062LNnDwoLC3HlyhX4+fmJVrvb29sb8+bNQ1RUFPT09ODm5gZvb2/Bzk/VRQjREhVV6dDR0UFRUZGGoint5MmT8PPzw+jRozFgwAAsWLAAenp6opbMe/nyJaKjo1FQUIARI0aUe0tSHc6fP89dFNWoUQNWVlaYNGkSxo8fDx0dHRgYGJTqeEYI+Wc4c+YMvvnmmzLHf//9d9ja2mowInmenp7Ytm0bateuzb1PiV0ne8uWLZg0aZLcsaCgIEyfPl2kiP6HMYYPHz6gRo0agp1TnNpbhJBSpk+fDolEUuaX2G9C9vb2OHfuHKZOnQpzc3NER0eXuYqjCdevX8fXX3+N3bt3Y8+ePejatSuuXr2q0RiePn0KBwcHHDt2jLsASklJgb29PWxtbfH3339rNB5CiOaUN8EGIOoEGwAaN26MN2/e4PHjx0hOTkZycjJ++OEHUWOqXr16qWMGBgYiRFJs4sSJ2LJlC548eYLWrVvDxcUF4eHhgp2f0kUI0RLOzs7ljo8fP15DkZRNm5q/HD58GImJidwbdG5uLnx9ffHVV19pLAYDAwOcPXsWHTp04I61bt0ap0+fxosXL7Bnzx6NxUIIIbK++OKLUsdGjhwpQiT/8/jxYxw5cgSdOnXi9q48efJEtHjs7e0xatQoeHp6YujQofD398eWLVsEOz9NsgnREtIanWW5f/9+hT+jTmU1fxFLq1at5FZAqlWrpvGNmI8ePcLw4cPljnXv3h0ANJ66QgghsiQSCdasWSNXgUnsrrhz586Fh4cHhg8fjqKiIjg4OCAyMlK0ePT1i6fBcXFxXB8KRavtvM8v2JkIIbxFRkYiNja2zPGioiJcuHBBsAL5fGhb85e0tLRSx9LT0zUag6Ic+TFjxnDfi5n7SAj5d/P09ESrVq1w9OhR7piYCyNA8WJIREQEQkNDkZeXh1q1aiEjI0PQPGhlpKamYuvWrXj+/DlsbGyQkJCAx48fC3Z+mmQTogX++usvNG/eHCYmJgCAixcvwtzcHIaGhgCAJ0+eoG/fvmKGqHXNX6ytrdG9e3e0bdsW+fn5uHPnDvz8/DQaQ2pqarnjDx480FAkhBAiz8vLC7Nnz5Y7FhwcLE4wMmQrnmRnZ4ta8WTcuHGIiopCTEwM/v77bxw6dEjQlWyqLkKIFrh06RK6devGFcTfu3dvqdw5Rcc06eeff8aDBw9Ebf5SspqHoaEhwsLC8PjxYyxevLjc9r3q4O3tDTMzM4XdODdu3Ij09HSsWLFCozERQggAxMfHw9zcHLVr1xY7FI604olsLWqxK56URG3VCfmHKVnmLTc3t9TPZGVlaSgaxbSh+cvjx48xe/ZsuLu7Y+jQoWjVqhV+/PFHnDt3DpcvX4alpSWXY6cJ8+fPh7W1NS5cuIC+ffuifv36ePLkCY4dO4a7d+8iPj5eY7EQQogsT09PLFmyBHZ2dtyx3NxchXclNUVa8USWmB0fXV1d5R4LnZpJk2xCtNCNGzdQt25d2NraomrVqrh48SKuX78uakza0PylTp06pap5GBgYwNbWFl999RWioqIqrNIiJENDQ8TExMDNzQ0TJkzgurw5ODjg3Llzgt52JIQQZTg7O6Nr165yx/z9/bF8+XKRIgIaNGhQ6tiwYcNEiKTYzZs3MWPGDOjq6kIikSAxMRHu7u6CnZ/SRQjRQhkZGRg4cCCuXbsGXV1dWFpa4siRI2jUqJGocYnd/GX16tWYN29emeM///wzZs6cqcGI/ufFixdISUmBmZmZwg8SQgjRpOHDh+P8+fNo1qwZatSoAcYYbt++jczMTI3FUFhYiEuXLnGPHz58iJSUFHTp0oVLO9y8eTMOHjyosZhknT17Fn369JE7FhkZKVjJXFrJJkQL1a9fH1euXMHt27fBGEP79u3FDgnXr1/HuHHj0LBhQxQWFmLVqlWIjo7WaF3qwsLCcsc/fPigoUhKa9iwIZXtI4RojQ8fPmDXrl1cCh1jTOMVofLy8jBw4MBSm+Rl0w7FrHhScoINAB8/fhTs/DTJJkQLPXnyBPPnz4epqSn8/f0REhKC//znPzA1NRUtJm1o/lJRB8Xk5GTNBEIIIVpu3bp1aN26tdwxRQ1q1MnIyAg+Pj6YNWtWmT8jZsWTfv36yT0uKChAhw4dFG5m54Mm2YRoIR8fH4wZM4YrczRlyhQEBQWJ2lpdG5q/1KtXDxEREXBxcSk1FhERgXr16mk0HkII0VaGhoYYPXo0zMzM4O/vj+DgYHz77bcaj6PkBPvevXt4//49unTpgmvXrsHDw0PjMUkxxrB06VLo6uoCKL4o6Nixo2Dnp0k2IVqoT58+GDx4MA4dOsQdk+aviUUbmr8sWLAAXbt2xfnz59G3b180aNAA6enpiI2NxaVLl/Dnn39qNB5CCNFWPj4+GDt2LLdY4+HhIfpiTVBQECIiImBnZ8d1MBayZJ6yNmzYgHbt2qnt/LpqOzMhhLekpCRIJBKubnZ6ejoSEhJEjUna/GXSpEkYP348OnfurNFUEQCoWbMmYmNjkZGRgQkTJmDAgAGYMGECXr58iZiYGBgZGWk0HkII0VbSxRrZ90WxF2s+fPiA+Ph4dOvWDUBxQzNFJWs1pV27dti6dStsbGxgZWUleM46rWQTooV69eqFNm3aoHr16vD19UVKSgqOHz+u8Thkm78YGhpi27ZtXPOXLVu2aLz5C1CcU3jkyBE8f/6cq+ZBGw4JIUSeNi7W1K9fHwC4mADg2bNnYoWDjRs34uHDh5gyZQoKCwtx5coVrF+/vlSnTL5okk2IFurXrx9Onz6NgwcPQk9PD46OjqKUhdO25i+yvvjiC41v4iGEkE+FtizWyEpKSkJoaCiysrJgYGCAEydOyHV/1DRdXV2sW7eOezxp0iS5x6qiOtmEaKHXr1/D2NgYQHHL9YyMDNjZ2Wm8ucnRo0dhYmIi1/xF6u3btzh48KBGm78QQgipvJSUFBw6dEjUxRpZeXl5mDdvHqKioqCnpwc3Nzf4+PiIlsaye/dujB49Wu5YWFgY3NzcBDk/5WQTooW2bNnCfW9jY4PevXtj69atGo/j3r17CifYQHF+tNit3gkhhCi2Zs0amJqaYubMmZg2bZroE2wAqFq1KoKCgvD69WtkZGRg0aJFouaJ37t3D7du3QJQXB87Pj4ejx49Euz8lC5CiJZISUlBSkoKgOI0Ddli/dnZ2bh69arGY9Lm5i+EEELKtmLFCtSoUQMjR47k7oyKbeLEiejRowfs7e1ha2sLS0tL2Nvb4/vvvxclnhkzZsDR0ZHbf9SpUydBU2pokk2IljA0NMS7d++wYsUKvHr1CklJSdxYzZo1MXfuXI3HRM1fCCHk07Rv3z707NkTBw4cwKtXr9ClSxfY2NiIGpO9vT1GjRoFT09PDB06FP7+/nJ3bjVh7dq18PT0BADUqVMHsbGxePToEXJycmBpaSk3riqaZBOiJerUqYPvvvsOnTt3xv79+zFt2jSxQ6LmL4QQ8omys7MDAIwdOxZxcXGYOXMmjIyMEBMTI1pM0o3ycXFxWL16NQBofK/Rjh078P79e4VjBw8exIEDB2iSTcg/1RdffIGRI0fizz//hLW1NQDg+PHj6N+/v8YreVDzF0II+TRNmzYNFhYWCAkJgb6+Ptzd3eHk5CRqTKmpqdi6dSueP38OGxsbJCQk4PHjxxqNIS0tDbGxsXIxyXYvfvr0qWCvRdVFCNFCM2bMQHJyMo4ePQoAyMnJQVRUlGA7npXx/PlzuLu74/jx42CMQUdHBwMHDkRoaCjVpyaEEC1VtWpVjB49GlOmTOGav4gtIyMDUVFRGDRoEADgl19+QfXq1TFv3jyNxbB48WKsXLmSexwQEIAffviBe7x06VKsWLFCkNeilWxCtFCnTp2wYcMG7nGNGjVgYGAgSizU/IUQQj49s2bNQkBAgNhhyKlfv75co5elS5ciKipKozHMmjVL7rFsYxygeJFLKDTJJkQLSauMSEkkEty4cUNhbrSmUPMXQgj5dAQEBODjx4/4/fffUVBQADs7O1StWlXUmFxdXeUeFxUV4cKFCxg7dqzGYkhMTIStrS33uGRCx61bt9CvXz9BXosm2YRooaZNm+Krr77CN998A8YYfvvtN0yZMkXssAghhHwikpOT8d133yE3NxeFhYUwMDDA6dOn0aJFC9FiunnzJmbMmAFdXV1IJBIkJibC3d1dozFERESgZcuW3OQ6KysLaWlp3OMdO3YINsmmnGxCtNSxY8cQEREBiUSC8ePHY8iQIWKHRAgh5BOxePFizJ49G3Xr1gVQvOFv06ZN+PHHH0WL6ezZs+jTp4/cscjISIwfP15jMejq6sqliEj3Gsl+X1RUJMhr0Uo2IVrK3NwcP/zwA7p06YJr166JHQ4hhJBPSNu2bbkJNgCYmJjAzMxMvICAUhNsoLjToiY5OTnBx8dH4RhjDN7e3oK9Fk2yCdFCQUFBiIiIgJ2dHbp06QIAiIqK0mjeGiGEkE/Xq1evSh17+/atCJH8T8k0jIKCAnTo0AETJ07UWAwuLi4wNTUtd1woNMkmRAt9+PAB8fHxOHToEADAysoKN2/eFDcoQgghn4xGjRrB0dERHTt2RH5+Pm7cuIFRo0aJGhNjDEuXLoWuri4AwMjICB07dtRoDBXlW/ft21ew16JJNiFaqH79+gDkSws9e/ZMrHAIIYR8YoYPHw5jY2P4+fnByMgIbm5ucHBwEDWmDRs2oF27dqLGoEk0ySZECyUlJSE0NBRZWVkwMDDAiRMn8Pnnn4sdFiGEEC12/vx5rkpGjRo10LdvX/zyyy8YP348dHR0cOnSJdjY2IgWX7t27bB161aEhYWhoKAArq6umDZtmmjxqJuu2AEQQkrz9vbGrVu3EBAQAGdnZxgaGgq6GYMQQsg/z9OnT+Hg4IBjx45xFTJSUlJgb28PW1tb/P3336LGt3HjRty6dQtTpkyBh4cHEhISsH79elFjUidaySZEC1WtWhVBQUGYNWsW9PX10axZM7FDIoQQouUMDAxw9uxZdOjQgTvWunVrnD59Gi9evMCePXtEjK64fN66deu4x5MmTZJ7/E9DK9mEaKEXL17AxsYGrVu3RosWLfDNN9/gzZs3YodFCCFEiz169Ehugg0A3bt3BwA0bNhQjJDk1K5du9QxQ0NDESLRDJpkE6KF5s6dCycnJzx//hyZmZkYNmwYfvjhB7HDIoQQosUUNVEZM2YM931OTo4mwynl3r17uHXrFoDi+tjx8fF49OiRqDGpE6WLEKKFrK2t5TaDTJ06FWvWrBExIkIIIdouNTW13PEHDx5oKBLFZsyYAUdHR26DZqdOnXD8+HFRY1InWskmRAvVq1ev1LEmTZpw3//555+aDIcQQsgnoH79+ti2bZvCsY0bN8LExETDEQFr167lvq9Tpw5iY2ORlJSEGzduID4+Hjt37tR4TJqiw6S1XgghWmPOnDkwMTHhWuJmZmbi7t276NWrFwAgIiICMTExYoZICCFEy7x//x7W1tbo1q0b+vbti/r16+PJkyc4duwY7t69i/j4eFSvXl2jMXXs2BHDhg0rc/zAgQO4ceOGBiPSHJpkE6KFmjdvjl69esk1o5F14cIF0W/7EUII0T7p6elwc3PDsWPHwBiDjo4OHBwcsHnzZm7hRpPq1KkDS0tL7nFqaiqaNm3KPb5z5w4yMjI0HpcmUE42IVpoxYoVcHJyKnN89+7dGoyGEELIp6JBgwY4fPgwXrx4gZSUFJiZmaFBgwaixePh4YGVK1dyjwMCAuQ28i9dulSMsDSCcrIJ0UJffvllqWP79+/nvh89erQmwyGEEPKJadiwIaytrUWdYAPArFmz5B6XvEM7Y8YMTYajUTTJJkQLLV++XO5xXl6e3OYRQggh5FOQmJgo97hklrK0pN8/EU2yCdFCCQkJCAoKAgDcv38f3bt3x+PHj0WOihBCCFFOREQE0tLSkJqaitTUVGRlZck93rFjh9ghqg1tfCREC719+xZZWVnw8vLCtWvXEBYWhubNm6NRo0Zih0YIIYRUmq6urlyKiHQzpuz3ipro/BPQxkdCtNCuXbtw7do1vH79GhMnTkSdOnWgq0s3ngghhHxanJyc4OPjo3CMMQZvb28NR6Q5tJJNiBbS19fHihUr4OXlBaD4dpunpydev34tcmSEEEJI5cXExKBfv35ljsfGxqJv374ajEhzaJJNiBZyd3fH5s2b5Y6NHDkSe/fuFSkiQgghhCiD0kUI0RJ79+5FSkoKatSogUWLFgEoLtIfExODGzdu/GNz1gghhJB/IlrJJkRLmJiY4Pz58zAzMys1lp2djc6dO+PRo0eaD4wQQgghSqOVbEK0xPDhw2FmZoYHDx7g+fPn3PFevXqhVq1aGDJkiHjBEUIIIUQpVK6AEC0h7cpVu3ZtvHv3Ds7OzqhevTo3Xq9ePbFCI4QQQoiSaCWbEC2hp6cHAKhbty6+++47XL16FV26dOHGqYQfIYQQ8umgSTYhWiItLQ1paWlcy9n8/Hy5xykpKWKGRwghhBAl0MZHQrTEv7krFiGEEPJPQyvZhGiJf3NXLEIIIeSfhibZhGgJFxcXmJqaljtOCCGEkE8DpYsQQgghhBAiMCpXQAghhBBCiMBokk0IIYQQQojAaJJNCCGEEEKIwGiSTQghhBBCiMBokk0IIYQQQojAaJJNCCGEEEKIwGiSTQghhBBCiMBokk0IIYQQQojAaJJNCCGEEEKIwGiSTQghhBBCiMBokk0IIYQQQojAaJJNCCGEfAKCg4Ph6emJ+/fvKxwvKirC69evNRwVIaQsNMkmhBCiMWfOnEHTpk2xYMEC+Pn54csvv0Tr1q3x448/YsGCBWjatCliYmI0GlN8fHy54+fPn8fw4cOho6MDJycn3Lt3jxuLjo5GkyZN0L9/f1y/fp3X63fp0gXbt2+v8OcmTpyI3377Dc+ePSs1lpubCw8PD9SpU4dXDIQQ4emLHQAhhJB/j4yMDBw7dgzt27cHAG5V9r///S8AwMnJCXfu3NFoTLt370aXLl3KHP/666/Ro0cPmJubw8rKCq1bt+bGhg8fjj///BMBAQHQ0dHh9fpLly6FlZVVhT9XtWpV1KtXT+FYtWrVEBoairCwMF4xEEKERyvZhBBCNCY7Oxvt2rUrc7xdu3bIysrSSCyFhYWIiIjAtWvXKvxZXV1duLu7IyQkBIwx7nhSUhIsLCx4T7ABYPDgwWjcuDHv50upEgMhRHi0kk0IIURj3N3dy50MSiezABAYGAgjIyMUFRUhJSUF3t7eMDAwQGRkJJYsWYLJkydDX18fR44cwblz5/Ds2TOsXr0alpaWuHDhAiwtLXHy5EkcOXIEt27dwq5du9ChQwecP38eU6dORVFREeLi4pCSkgJ/f3+0bt0aQ4YMKTO277//HsuWLUNMTAxsbW0BAHv37sW8efO4n0lPT0dISAiaN2+Oe/fu4euvv4a9vT1yc3MxY8YMHD16FMHBwfj111/Rs2dPtGzZEl5eXhg+fDh++OEHFBUVwd/fH02aNEF2djYKCgrkzg8AR48excuXL5GdnY2kpCQsXboUhoaGpeJNSUnBzz//jE6dOuHatWtwcHBAnz59sHv3buTn58PIyAh//PEHhg0bht69eyvzx0gIqQxGCCGEiGTChAlswoQJpY7n5eWxKlWqsOTkZMYYY5MnT2bBwcHc+Lhx49jEiRNZbm4ui46OZowxNnLkSLZr1y7GGGN+fn5szpw57MOHD+zdu3fM1NSUvX79mjHG2M2bN1nXrl0ZY4zFxsay3r17Vzre0aNHs2HDhjHGGPvw4QPz8fGRG9+8eTOztbVljDFWUFDA6taty7KyshhjjBUWFjJ9fX32+++/s8TERJaYmMgYY2zx4sXM29ubMcbY/fv3WY0aNVheXh5jjLEBAwawEydOcOfv3bs327FjB/c4LCyMjR8/nnss/ViXSCSsXbt27K+//mKMMfbq1SvWuHFjJpFImJWVFcvNzWWMMXbr1i128eLFSv//E0Iqj1ayCSGEaJ3PPvsM8fHx+OOPP3DmzBlkZmbixYsX3Li+vj6srKxQtWpVDBs2DABw9+5dfP/99wCAOnXq4MKFC6hWrRoOHTqE/Px8/PHHHwAAiUSCtm3b8orLw8MDtra2ePbsGU6fPo2RI0fKjU+YMAEtWrRAUFAQjIyMAABv3rxBrVq1oK+vj48fP8La2ho1atTgnqOnp8d9/+WXXyI2NhY7duyAnp4ecnNz5f6/AaB27drc9927d8e0adMQHh4OAwMD7nhiYiLu3r2LpKQkJCUlAQDs7Ozw/v172NraomnTpujevTscHR3h5OTE63dBCCkfTbIJIYRoneTkZIwYMQLr16+Hvb09njx5AgD4+PEj9PWLP7pkJ6oAMHDgQNy+fRv9+/fHnTt3MGrUKADFk9iPHz/KpYJIJ+ay4uLi0L1793Lj6tWrF1q1aoWwsDAUFhZiwoQJcuPh4eGIjo5GREQEmjRpAm9v7wrjlnX16lW4uLhg69atsLa2xrlz50o9X1Zubi6KioogkUjkjuvp6aGoqAh2dnbc60n//93c3DB9+nScO3cOa9euRV5eHiZNmlTu/zchRHm08ZEQQojWOXDgANq1awd7e3sAQFpaGgDgl19+KfM5devW5XK2e/bsCWdnZwDAN998A0NDQ7lSfZs2bQIAGBkZITs7G0DxSnhleHh4YO3atejcuXOpseDgYMyePRtNmjRBXl4eMjMzwRhDVFRUpc4dGRmJ//znP7C2tgag+P87MzOT+/7ixYtwdnbGZ599Jneedu3aoVu3bjhx4gR3LDw8HPn5+Zg3bx5MTEwwbtw4bN26lVvpJoQIi1ayCSGEaNyhQ4dw8eJFrib2ggUL0KNHDzg4OAAARowYgatXr+LXX38FADg4OGD9+vXo2LEjdu3ahYsXL+Lx48f47LPPMGbMGABAo0aNMG/ePNSuXRvGxsb4/fffsXTpUjRq1AhnzpyBv78/4uLiYGBggG7dugEAOnXqBAsLCwQGBqJly5aVin38+PEICQnB4MGDS415e3vj2LFjYIzh/fv3mD9/Pvz9/TFz5kzMnz8fADBr1ixMmTIFbdq0wfHjx3H06FHo6uqif//+cHNzw48//oiDBw8iLy8Prq6u2LNnD2bNmgUAMDExgbGxMfbt24eMjAw8f/4cGzduRG5uLpYuXcr9LpcvX45Dhw5hyZIlSE1NhaGhIb788kt89tlnePfuHcLCwlC9enU8ePAAs2fP5vmnSAgpjw5jMrWICCGEkE/Q69ev4eHhgdDQUHz++ed4//49YmNjERoaiqNHj4odHiHkX4jSRQghhHzyMjIyULNmTXz++ecAAENDQ9ja2qKgoEDcwAgh/1q0kk0IIeQfYf/+/Xjw4AG++OILFBUVITU1FU5OTjA3Nxc7NELIvxBNsgkhhBBCCBEYpYsQQgghhBAiMJpkE0IIIYQQIjCaZBNCCCGEECIwmmQTQgghhBAiMJpkE0IIIYQQIjCaZBNCCCGEECIwmmQTQgghhBAiMJpkE0IIIYQQIjCaZBNCCCGEECKw/wPyY32JvbrR/QAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = analysis.plot_heatmap()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most of the further plotting and analysis functionality is open to extension by interested contributors. There is one further function `plot_with_cytoscape` that generates an interactive graphic with a network graph (also sorted trophically) of the given model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "metadata": { "kernelspec": { "display_name": "macrostattest", "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": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 2 }