{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Rho+ Gallery\n", "\n", "This page is a tour of what Rho+ has to offer.\n", "\n", "Rho+ has two major parts:\n", " - An aesthetically pleasing theme, with harmonious light and dark variants, that works for `matplotlib`, `bokeh`, `plotly`, and `altair` plots.\n", " - A bunch of assorted odds and ends for making beautiful plots or exploring data, designed for ease of use for exploratory data analysis inside Jupyter.\n", "\n", "Think of Rho+ as a nitro canister for your data visualization inside Python. This page shows all of the new tools you have at your disposal." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: rho_plus in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (0.5.1)\n", "Requirement already satisfied: matplotlib in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (3.5.2)\n", "Requirement already satisfied: seaborn in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (0.11.2)\n", "Requirement already satisfied: bokeh in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (2.4.3)\n", "Requirement already satisfied: panel in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (0.13.1)\n", "Requirement already satisfied: numpy>=1.21 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from rho_plus) (1.23.0)\n", "Requirement already satisfied: hsluv<6.0.0,>=5.0.3 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from rho_plus) (5.0.3)\n", "Requirement already satisfied: python-dateutil>=2.7 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from matplotlib) (2.8.2)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from matplotlib) (1.4.3)\n", "Requirement already satisfied: pyparsing>=2.2.1 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from matplotlib) (3.0.9)\n", "Requirement already satisfied: cycler>=0.10 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from matplotlib) (0.11.0)\n", "Requirement already satisfied: pillow>=6.2.0 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from matplotlib) (9.1.1)\n", "Requirement already satisfied: fonttools>=4.22.0 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from matplotlib) (4.33.3)\n", "Requirement already satisfied: packaging>=20.0 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from matplotlib) (21.3)\n", "Requirement already satisfied: scipy>=1.0 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from seaborn) (1.9.3)\n", "Requirement already satisfied: pandas>=0.23 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from seaborn) (1.5.2)\n", "Requirement already satisfied: Jinja2>=2.9 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from bokeh) (3.1.2)\n", "Requirement already satisfied: typing-extensions>=3.10.0 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from bokeh) (4.2.0)\n", "Requirement already satisfied: tornado>=5.1 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from bokeh) (6.1)\n", "Requirement already satisfied: PyYAML>=3.10 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from bokeh) (6.0)\n", "Requirement already satisfied: param>=1.12.0 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from panel) (1.12.1)\n", "Requirement already satisfied: pyviz_comms>=0.7.4 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from panel) (2.2.0)\n", "Requirement already satisfied: markdown in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from panel) (3.3.7)\n", "Requirement already satisfied: requests in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from panel) (2.27.1)\n", "Requirement already satisfied: tqdm>=4.48.0 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from panel) (4.64.0)\n", "Requirement already satisfied: pyct>=0.4.4 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from panel) (0.4.8)\n", "Requirement already satisfied: bleach in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from panel) (5.0.0)\n", "Requirement already satisfied: setuptools in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from panel) (62.3.2)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from Jinja2>=2.9->bokeh) (2.1.1)\n", "Requirement already satisfied: pytz>=2020.1 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from pandas>=0.23->seaborn) (2022.7)\n", "Requirement already satisfied: six>=1.5 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from python-dateutil>=2.7->matplotlib) (1.13.0)\n", "Requirement already satisfied: webencodings in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from bleach->panel) (0.5.1)\n", "Requirement already satisfied: importlib-metadata>=4.4 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from markdown->panel) (4.11.4)\n", "Requirement already satisfied: idna<4,>=2.5 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from requests->panel) (3.4)\n", "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from requests->panel) (1.24.3)\n", "Requirement already satisfied: certifi>=2017.4.17 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from requests->panel) (2022.5.18.1)\n", "Requirement already satisfied: charset-normalizer~=2.0.0 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from requests->panel) (2.0.12)\n", "Requirement already satisfied: zipp>=0.5 in /home/nicholas/anaconda3/envs/ds/lib/python3.9/site-packages (from importlib-metadata>=4.4->markdown->panel) (3.8.0)\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "# for Google Colab\n", "\n", "%pip install rho_plus matplotlib seaborn bokeh panel" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Rho+ \"House Style\"\n", "\n", "A quick demonstration of the Rho+ theming, as seen in Matplotlib. To set it up in your notebook, simply run\n", "\n", "```python\n", "import rho_plus as rp\n", "\n", "theme, colors = rp.mpl_setup(is_dark=True)\n", "```\n", "\n", "Now `theme` is an `rcParams` that's been made the default, and `colors` is a list of 12 colors that form the new default sequence.\n", "\n", "First, let's show the default `matplotlib` theme:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import rho_plus as rp\n", "\n", "pg = sns.load_dataset('penguins')\n", "\n", "def pg_plot():\n", " plt.scatter(data=pg, x='bill_depth_mm', y='bill_length_mm', c='body_mass_g')\n", " plt.colorbar()\n", " plt.xlabel('Bill Depth') \n", " plt.ylabel('Bill Length') \n", " plt.title('Penguin Bill Measurements') \n", "\n", "# first: the default plot\n", "with plt.style.context('default', after_reset=True):\n", " pg_plot()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Now, the Rho+ version:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdkAAAGFCAYAAACxC4mOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAADsl0lEQVR4nOydd3gU5dqH75nZkt30nhAgoYTee1dAFFCwYT/2/tmPHtvRY++9Kyr2hiIoRUApSu+9QyCENNLb9pn5/tgQCLshhTTgva9rz5HZnZ1nNrvzm+d5nyLpuq4jEAgEAoGg3pGb2gCBQCAQCE5XhMgKBAKBQNBACJEVCAQCgaCBECIrEAgEAkEDIURWIBAIBIIGQoisQCAQCAQNhBDZ05ynn32F/oNGVTxGnjOB6268k99n/kFzr96a/OmX9B80ioyMrDq/x7Hn3n/QKMaMvZgHHnycPXv2Vbxm3bqN9B80ipmz5lYcd9DQcyqev/3OB/i/ux/y+/5Ll62k/6BRfPjR536fLy0tZez5k7j08uvqfA6C6ln891J+/OnXpjZDIPDB0NQGCBqemOgoXnjuSQBKy8qYN38hz73wGunpGdx5x81NbF3VTJwwjgH9+xIVFXFS73PRhedz/rhzATick8unn33F3fc+zNQfvyA0NISOHdvz6cfv0Lp1y1q/t81mB+Db76cyftwYkpJaV3r+o4+nkJeXjyRJJ3UOghOz+O9lbNq8hSuvuKSpTREIKiFE9gzAZDbRq1f3in8PGzqIQ4fS+XXGrGYtsnFxscTFxZ78+8TGVDr/6OhIbrvjfrZu287QIYMICgqq9HxtsNlsFcd45bW3+eiDNyue27FzN7/8+jvt27UlM7Pu3rhAIDh1ESJ7hhIWFsq+lP0V/9Z1nZ+n/cYv034jPT2DiIhwzjt3NLfdcj0mkwnwhk0jIsIZOmQgX379PVlZh0lMbMV999zBgP59Kt7L7Xbz/Q+/MG/+Ag6lZyBLMjGx0fTo3pUnHveGXSdedBUD+vflif8eDcNmZGRx4SVX88xTjzF+3Bg+n/INH0/+gjUrF9bq+NUhy95VkoAACwAbN27h1jvu4+MP3qRv3161+hxtNhuyLPPfxx7kjrv+zZw//mT8uDFomsbLr77F4EH96dmjGx99MgVd1ys82vz8Aj746DOWLl1Jmc1G+3ZtuPGGazhrxFAAVFVlzh9/8uv0mRxIPYjBYKB7ty7ce8/tJCW2rvicP/p4Cn8uWEReXgFRkRGMGTOSW2++joCAAJ5+9hU2bd7C9F++rWTzsZ/9sZ/5ylVr+Oef5fTo0Y13334ZgPl/LuSbb39i/4GDBAUFcvaIodz1f7cSHBwEeJcjDhxI5bp/XcnHk78gPSODxMTWPPrw/YSEBPP6G++xecs2goODOX/cudx26w0YDApQP9+5I/Yfof+gUQD89uv3tGgRR0lJKe++/wlLl62kqKiY+PhYLpwwnmuuvgxFUWr1txYI6oIQ2TMEj0cFoKysjMV/L2XFytWcM/rsiuffee9jZs2ex43XX0P79m3Jzj7MlC+/JSXlAG++/kLF69asXc+evfu4+cZrsVotTPnyWx56+Al++ekrYmKi8Xg83HPfI2zbvpPLL7uIHt27AjB9xixmzZ5bIbJ1pbrj+0PTdTweFV3X2H/gIG+89QEdO7Sndx2912Ox2R1YAgLo27cX548/l3fe/ZjhwwYzd94C9u07wE8/TOGfJcvRdR2Hw4HFYqG0tJSbbr2b6KgoHvz33YSEBLF+/WYeeexpXnjuCUaPOguPR2Xhon8466yh3Jp8PQ6Hg2++/Yn77n+UX6Z+hdFo5JNPv+SXX3/j3/ffRVxcDHv37ufPBYu48vJLCAgIqNV5vPraOwwfPoTnn3uCuNgYAKb+PJ1335/M9dddxV3/dwuFhcV8+91P/N/dDzLls/cxGo0AHEhN490PPuHWm68nMNDKhx99zmP/fRZZlhg4oB9XXTmJzZu3MuXL7wiPCOOqKy4F6uc7FxUVwacfv8MXX33H3r0pFcsiR5YYXn71Ldat38QD991JcHAw27bvZOnylVx6yUQCA60n/fcXCKpDiOwZwKFDGQweNqbi3waDgQkXjOO+e+8A4PDhHH74cRpvvv4CAwf0q3hdx47J/Ou629i8ZVuFWNpsdr758mPi4+MASGzdisuuvIGVq9YyccI4Zs6ay/oNm/jgvdfo3++od7lr1x5Wrlpz0udS3fH9MfnTL5n86ZcV/46ICOedN1+q8GhPyp4yGxar1yO+9+7bWbJ0BS+98hYrV63h5puuJaFFPJZywbPZ7FgsFn759Xc0VeO9d17BYPAKVb++fXA6nXz48eeMHnUWZrOJt954sdKxElrE86/rbydlfyodO7TnwIGDxMREc8H552EwGBg0sD//uubyOp1Hnz49ee6Zxyv+7XS6+HjyF9x/7x1cdOEFFdv79+vNhIuuYuGifzjv3NGA98btw/dfp0vnjgBYAgK4+76HGTSof8VN1dAhA1m7biOLFi/hqisurdfvXK9e3Qn/PdxnWQRg/4GDtG2TxLljRiFJEkMGD+DWm0USmqDxECJ7BhATE81rrzwLQGCglfi42IpwHMDWbTvQNI37//2Y3/23bt1eccFr2yax4mIHkJjYClmWyT6cA8Cq1Wtp3bplJYGtT6o7vj8uvWQiEyeMQ9d18vMLmDd/AbfecT9vv/kSffv0PCl7bDYbVotXZCMiwrnrzlt46ZW3aJOUyLXlgmexHBXZyEjYvHkbmVnZDD97vN/3LC4uISQkmNlz5vPDj79wMO0QLpeL0JBQAEpLSgG4+qpJ/OeR/zHhoqvo26cnPXt0Z/SoEUREhNf6PIYNHVTp3/v3H6CkpJRXXnuHV157x+f1W7buqBDZ0JCQCoEF798EYPDAfpX2SUxsxbr1m4D6/c6diBuvv4ZnnnuFiyf9i149e9CnTw9GjRxBUGBgtfsKBPWBENkzAJPJWOkieDxH1glfeO4JWrZM8Hk+Oiqy4r9DQkJ89pUk0DUNALvd4TcM53K7K+8ny6iaWmlbbl5eNWdS/fH9ER0VWen8hw8bzE233s3nU745aZEts9krRBS8mcxbtm7nwgnjMRi8P68joVub3V5hc2JiK559+nHfN8Qryov/XsrTz77MhRPHc89dt2ENtJKamsYzz71S8bo+vXvy2/TvWbt2A5s3b+PHqdP44KPP+PiDN+jUqQOyLKGplT8XXdfJLyj0Oebx4eUj34n7772T3r17+Lw+LDS04r+DQ4Iq71seIQgODq60XZbkir9TfX7nTsSYc86mf7/erF6zjs1btvPJ5C/56OMpfPHZ+/WSVCcQVIcQWQHdu3VBURQOHcrg3DGjKj1XWFhEWFhoFXv60r59W36aOp3Dh3Mq1kh1XWd9uQdzhJjoKA4ePFRp26LFS+p4BrXHbDZTWFR00u9jt9uxloeLwZtU9dSTj1R6jaXc07WXl/v06tmNlavWEBIcVElg3G43Lpcbo9HI2rUbCAsLrbSG7T7uRsXj8RAUGMjZZw3j7LOGcecdNzFm7CX8MW8BnTp1IDo6ity8PGy2ozYuW74Kp9NZ7XklJSUSGhLC/gOpXHP1ZZWeq+13wh/1+Z0DCDCbcLs9Pts9Hg9hYaGcO2YU544ZxY3XX83Y8yfx9z/LuOJyUe4jaHiEyAqIiork+muvZPJnX5FfUMiggf1QVZVFi5fwz5Ll/PrLN5U8lxNx2aSLmPHbbO6+72FuuuFfBAZamTV7Htu27+TYUtGzRgzlnfc+5oOPPqN3rx6sW7eRP+b+1SDnl5V9mI0bt6CjU1RUzN//LGPt2g3c9X+3nPR7l9lsFSJaFUc83bLycp9LLp7I7zPncsddD3LdtVeSlNiazMwsfvzpV9q3b8tzzzxOu3ZtKPy5iM+mfEP3rp3Zt/8AP/8yo+I9NU3jzrseJDDQyrljRhEVFcmGjZspKyujU8dkwPsZf/Hldzz51AtccvEE0tMz+PyLbwmsQajUbDZx91238sJLb+DxeBh59nAMBgMrVqxmxu9z+ParT3xqgmtDfX7nADp0aM+vM2Yxc9ZczGYTDoeTc0afzXU33kHnTh0ZPmwwoaEhLFq8BEmS6NChfZ1tFwhqgxBZAQB33nEzLVsm8PMvM5jx22yMRgPdunXh9Vefq9XFLi42hs8+eZe33/2Il155E0mSGTZ0EJMumcivM2ZVvO7KKy4hP7+AWbPn8dPUX+nTuyfvvPUy/7rutno/txm/zWbGb7ORZZmw0FASE1vy9P8e5fzx5570e9tsNsKOWS/0x5HEJ3t5uDgw0Mrnn77H5E+/5OtvfiQvL5+oqAjOGj6Um2+6FoALJ47nUHoGv0z7jS+/+p5ePbvx7NOPc9MtdwNej/muO2/hq29+4I233sfpdBIfF8eDD9zNuLHeblVdOnfkqScfYcoX3/LIY0/RJimRZ596jPc+mFyjc7vowvOJiAjn2+9+4n9Pv4iu63TqmMzzz/73pAT2CPX1nQO44Pzz2LR5K2+89QGhoSFc968rsFot3Hv37fzw4y+8+NIbqJpG69Ytee6Zx+ndyzcELhA0BJLe3HvrCU4LHn70KXbv2cuMad81tSkCgUDQaAhPVlCv2Gx2Hn/iWfr07km7dm3QdZ0VK1azaPES/v3AXU1tnkAgEDQqwpMV1Ctut5sZv81h5uy5pKUdQpEVWie25KorJjHmnLOb2jyBQCBoVITICgQCgUDQQIhRdwKBQCAQNBBCZAUCgUAgaCBOicSnA+n5JCWc3ExRgUAgEDRvtm6ZDXJI9S+sgqCwrs1OK04JkfWo1bdPEwgEAsEpjhwCOXWf1OUJnl2PxtQPIlwsEAgEAkEDcUp4sgKBQCA4/dHLH6cTQmQFAoFA0Gw43RYHhcgKBAKBoFmgc/qJrFiTFQgEAoGggWg0T9blcvHTtNls2bYLWZa5aMK59OzeiW9/mMGO3fuwWixMumgsvXp0aSyTBAKBQNDMON082UYT2Z9+nYOm6Tz/vwfRNA23x8PMOQswmUy8+twjpGdk88Hkb2jXpjXBwUGNZZZAIBAImgk6oDa1EfVMo4SLnU4XGzZt4/JLxmMyGQkIMBMcFMiqNZuYMH40BoOBxNYJdO/akbUbtjaGSQKBQCBohmhIdX40RxrFkz2ck0eA2czXP0znwMFDREdGcMnE89B0jYjwo8OZ4+KiycnNbwyTBAKBQNAMOd1G1jSKyKqqiq7rnD92JC3iYpi3YAm/z1ng97VS87wZEQgq0HWVw3kryC/aiiUghhYx52Ay1r0VnEAgOH1pFJENCwtBURRatogDoFf3zixfuQ5ZkskvKKrwZrOycmiZEN8YJgkEdUJVHSzfcDeltlRU1Y4sm9m57xMG936X0OCOTW2eQHBKczo2o2iUNdmw0BBCQ4PZuGUHAOs2bKV1yxYM6NeTmXMW4PF4SD2YzpZtu+jXu1tjmCQQ1Il9B3+gpCwFVbUDoGlOPGoZ67c9hRjNLBCcPPpJPJojjZZdfMM1l/L197/y7Y8zaJUQz603XIEkSXz9w3QefvIVrBYLV18+UWQWC5o16dnz0DSXz3a7Mwe7IwurRURiBIKTQW2mCUx1pdFENjoqggfvvcVn++03XdVYJggEJ4+kVPGEjiSJ3i4CwckgOj4JBGc4reLOR5bNx22VCLS0xBIQ2yQ2CQSC5osQWYGgFrRtdRkRod1RZAuSZEBRLJiMIfTp+mxTmyYQnBaIOlmB4AxGlo0M7PkWBUVbKCjeRoA5mrio4SjK8d6tQCCoLadjuFiIrEBQSyRJIiKsBxFhPZraFIHgNKP5eqR1RYSLBQKBQCBoIIQnKxAIBIJmgQ54TjNPVoisQCAQCJoNzbWpRF0RIisQCASCZoOu178nW9t55hs2bWPab/Ow2e107tiea6+8iIAAM3aHo9Yz0IXICgQCgaBZ0FDZxbWZZ67pOt//PJO7b7uWFi1i+f6n35k1dyGTLhpXpxnoIvFJIBAIBKcttZ1nvnb9Fnp060Ri6wSMBgMTxo9ixeoNAHWagS48WYFAIBA0G+q7hKf288x14mOjK7ZHhIehqRqlZbY6zUAXIisQCASCZoFO/Q8IqO0886qGaVVlVXUz0EW4WCA4xcgstPPnlkz2Zpc0tSkCQT1T95aKVXnAx84zl2WZXt07k5ObVzHP/AhZWTlERUYQGRFOZnZOxfb8gkJkRSYw0FrlPidCiKxAcIqgahq3fr6aNg/8zmXvLaPHY38w5uWFlDrcTW2aQFBv1LvI1nKeeb/e3dm8ZQepB9PxeDzMnLOQwQN6A9RpBrqknwKTpvcezKV966imNkMgaFLemLOD/03bgs2lVmwzG2QuG9CKb+4c0oSWCQT1w5pty9iX/USd9+/X/me/WpGTm8/X3/9KZnaOzzzzXXtSfMpx1m3YyvSZ87DZHZVLeOyOKvepCiGyAsEpQtL9v5GaZ/PZbjbIFE2ehNlY1axbgeDUYPW2ZezJfrLO+w9sP7XZaYVIfBIIThGK7P7DwpquY3epQmQFpz561YlHpypiTVYgOEUY3TUW2c+yU1J0EKFWY+MbJBA0APpJPJojQmQFglOEV67oRajFiMng/dkqskSgWeHTmwYgVVdHIBAImgQRLhYIThHaxQaz7ZXzeWfeLpbvzqVzQggPjO1EpxYhTW2aQFAveNsqnl6+nxBZgeAUIj7MwstX9GpqMwSCBkKq92YUTY0QWYFAIBA0Cxqi41NTI0RWIBAIBM2G+u5d3NScXsFvgUAgEAiaEcKTFQgEAkGzQAe05lqLU0eEyAoEAoGg2aCfZuFiIbICgUAgaBboIrtYIBAIBIKG43QTWZH4JBAIBAJBAyE8WYFAIBA0C0THJ4FAIBAIGpDTLLlYiKxAIBAImg+aLtZkBQKBQCAQ1ADhyQoEAoGgWaAj4TnNsouFyAoEAoGg2SASnwSCMxynx8HqjCXszttKlDWGoa3OIcoa29RmCQSnPN4pPKcXQmQFglpQ5irl9RX/pcRVhEt1okgKSw7+ya19HqJjZLemNk/gB13XWbovlxmbDxFoNnBt/ySSY4Kb2ixBFegi8UkgOHP5M+U3Ch35uFQnAKqu4lKdfLv5Q3T9dCs+OPXRdZ0bvl3NuI/+5q1Fu3lp/g56vjyPz5fva2rTBGcIQmQFglqwKXs1qu7x2W53l5FrP9wEFglOxF+7spm2MY0yl4oOeDQdu1vl7p/Xk1/mbGrzBMfhbUYh1fnRHBEiKxDUArMS4He7ho5ZMTeyNYLq+Gn9Qcpcvqt8RkVm3o6sJrBIcCK82cVynR/NkeZplUDQTBne+lxMx4mpLMm0CmlDiDmsaYwSVIlZUZCrcHBMBnH5a45oJ/FojohvmUBQCwa3GkmvuEEYZCNmJQCzEkCkJYYbe93X1KYJ/HDdwCQCDIrPdk3XGds5vgksElSHrkt1fjRHRHaxQFALZEnmX93vYGy7i0kt2keYOYK24R2RpOb5Az/TGZgUycNjOvHy/B1IkoQiS2i6zi83DyXQLC5/goZHfMsEzZojGbvNTcSirLGiNvYU4alx3bh+QBv+2J5JoEnhwh4JhFpMTW2WwA/eOtnm9Vs/WYTICpolNmcBS3a+z4HcFehAYtQARnS6h0BzZFObJjgFSYoM5M7h7ZvaDEE1HEl8Op1oNJHdl5LKh599h9HgPeTokUMYM3IYH0z+hoNpGRWeysvPPtxYJgmaKarm4dc191PqyEEv7/+SmrOKacV7uGboFyiy8EIEgtMSHbTTrNy80UQ2LT2L0WcNZvx5IyttP5SRxYtPP4Si+CYnCM5MUnNX4XAXVQgsgI6Gy1NGyuFlJMeNPMHeAoFA0HxoNL88PSOLhBZxlbYVFhYTHBQoBFZQicKyNDyqb6MAt2qnoCytCSwSCASNhY5U50dzpNE82YzMbPampPLjtFl07ZTMFZMuICMrm/yCIp549k2slgAuufA8OnVo11gmCZop4UGJGBQzbtVeabtRsRARlNhEVgkEgoZGB7EmW1duuu4yQkKCcTldTP7iR/5esoqRIwbx6AO3ExkZzsYtO/j8q6m8/OzDwrM9w0mMHIDVFEGJIxutvIWhJCkEGENoEz2kia0TCAQNSXNtKlFXGu2WITIiHKPBQGCglT69upKVnYOiKERFRSBJEr17dEGSJIpLShvLJEEzRZYVLu7/Fu1iR6DIJhTZRLuYYVzS/x0U2djU5gkEggZCRzSjqBMOh5NtO/bQq0dnXC436zduo3+fHmzbsYe42GgiI8LYuHk7BqOB0BAxgkoAFlMo53R7BHikqU0RCASCOtMoImuz21mzfjNTf52NrMj079ODIYP6sHTFOn6ePgebzU5UVAS33XgVsnx6xeMFR9F1nf0FO8izH6ZFcBIJIUlNbZJAIGhG6Ei4xZps7YkID+OOm6/22T5iaH9GDO3fGCYImphSVzEfr36aAkcuoKPrOm3CO3Njn4cxiBCw4AwmJb+U7YeLSI4MpmN0SFOb0+R4GiBLuLZ9GjZs2sa03+Zhs9vp3LE91155EQEBZuwOB9/+MIMdu/dhtViYdNFYevXocsJji45PgkZh6taPyLVloupHa19TCnbw175pjE2+sgktEwiaBpdH5aqpy5izOxOTIuNWNYYnRTP96hFYTWfmpfnImmx9U5s+DUXFJXz/80zuvu1aWrSI5fuffmfW3IVMumgcM+cswGQy8epzj5Cekc0Hk7+hXZvWBAcHVXns08svFzRL3KqLXbkbKwksgEdzsfrQwiaySiBoWp5ZuIU/dmfi8KgUO93YPSr/HDjMA3PWNbVpTYqKVOdHVdSmT8Pa9Vvo0a0Tia0TMBoMTBg/ihWrNwCwas0mJowfjcFgILF1At27dmTthq0nPB8hsoIG53hxPRaP5m5ESwSC5sMna/Zi91T+bTg8Gl9v3F8xGENQP2RkZjNj1p889vRrfPvjDNweT6U+DS++9iE7d+8DIC+/gPjY6Ip9I8LD0FSN0jIbmq4RER5a8VxcXDQ5ufknPPaZGZMQNCoBBgtxQa3JKNlfabssKXSJ6ddEVgkETUup2+N3u1PVUDUdg9I8S1IaEu+AgPo/79r0aaiKqqyqbkCY8GQFjcIV3e7EbLBUJDmZZDNBphDGd7imiS0TCJqGs5Ni/F64+7WIwKCcuZdmTZfq/KiK2vRpiIwIJzM7p2Lf/IJCZEUmMNCKLMnkFxRVPJeVlUNUZMQJz+fM/UsKGpUWIUk8Ouxdzmk7ib7xIzi/47/4z7C3CTGHNbVpAkGT8M75/QgxGzGXC6pJkQkyGfj4wgFNbFnToePt+FTXhz8cDifrNmxFVVXsdgfrN24jqXVLtu3YQ15+IUClPg39endn85YdpB5Mx+PxMHPOQgYP6A3AgH49mTlnAR6Ph9SD6WzZtot+vbud8Jwk/RQI/u89mEv71lFNbYZAIBDUKxnFNt5fuZs16Xn0jAvnnkEdSQwPbGqzmox5W9byycGP6rz/q91f8dGK/IJCpv46h/0H0ir6NFx0wRiWrljHwr+XV/RpuPyS80lqnQDAug1bmT5zHja7o3IJj93B1z9MZ9eelBqX8AiRFQgEZxR5dgdvr9nO7H2HiAu08O8BXTknqUVTmyUA5m5ZywcHP6nz/m91f6nZaYVIfBI0GanFB5l34C/yHQX0iO7GyFYjsBgsTW2W4DQm3+6k15TfybE5cKreAOPfadm8OKIP9/U/sUciaBxOtLZ6KiJEVtAkrMxYw8ebP8Oje9B0jZ35u5l/YAEvDHuaQKO1qc0TnKa8s3Y7OTZnhcAC2NweHv97HTf3TCbIJLqPNSUNlV3clIjEJ0Gj49E8fLb1S1yaC033XuxcmosCZyF/7J/XxNYJTmfm7DuEU/Wt2zbIMpsOn7jeUdA41HfiU1MjRFbQ6BwqSa8Q12Nxa27WZK9vAosEZwotgvxHSdyaRoxVLFUI6h8hsoJGx2K0oFXRBSrQIELFgobjgf5dsBoqt9EzyBLdo8NJjhDN+ZsaXW+YOtmmRIisoNGJtcaQEJSALFX++pkVM2PbjGkiqwRnAmcnxvP6qP4EGg2EmIxYDAp9YyP5fdLopjZNgLdO1olc50dzRCQ+CZqEf/e9h5dWv06eIx9ZknFrbs5LPIf+sX2b2jTBac6dfTpxfff2bMkpIMpipl14CCVON2szc2kZbCWuipCyoOHREdnFAkG9EGmJ4LURL5BStJ8iZzHtwtoSahbhOkHDoOs66QV2AowKUcFmrEYDA1tEo+s6/1uyntfXbMUoy7hUjXFtE/j2grOwGsXlUXDyiG+RoMmQJIl2YW2b2gzBac7yPblc98lK0gts6DoMaBvJD/83mIQIK19v3csba7dh96jY8eYJ/JGSzp3zl/PV+SOa2PIzEVHCIxAIBKcM6fk2znt1MfsOl+Jwazg9Gsv35nLWiwvRNJ1XV2/Bdtw0HIeq8tPO/T7bBQ2PBrh0qc6P5ojwZAUNxursTXyx4xcybIeJDAjj6uSJnNNqaFObJTiD+HTxPtxq5XIxVdM5XOzg752HOWxz+N1PQqLI6RIh4ybgRMPXT0XEN0jQIKw9vIVX1n+Cq3woe449n4+3fY9H8zA28awmtk5wprD3cClOj29Ntq7rpOXbOLtVHL/uSUU7roN7eICJ2EBRN9vYaIDzNBNZES4WNAhf7ZxWIbBHcKouvtk9g1NgJoXgNGFEx2gCzYrPdlWH/m0ieGFEX4KMRgzlk7clwGpQ+GDMIOTqpnELBDVAeLKCBiGzLMfv9lK3DafqIsBgbmSLGo6Mshx+3jefXUUHaBfSksvanUfroLimNqvRWbwpk49+30FOoYNxA1py6/mdCAsyNalN/xqSxMuzdpCeb8Olem/urCaFcT3j6ZwQCsCmGy/kpZWbWXroMO3Dg3lsUA8GtYhpSrPPaNTT7B5ciKygQYixRpJWmumzPdBgwaw07YX3ZLG77Sw59Dfb87ahyFbmZW/Ho3lQdY19xYdYnLGWVwbdT5fwdk1taqPx4W/bee7bjdic3gzdbamFfPPnXpa8cwGhgU3397aaDax95lye+20bv6xJw2oycMeodtwzpkPFa5JCg/nkPJEr0BxQkSg7zQKsQmQFDcJ1HS/h9Q2f4tRcFdvMiokrky9AOoXDcCWuEp5Z9iSlrlJcmovDqrl8Dcl7Tpqu4VBdvLPlez4Z8WTTGgvsPlzMl6v3k29zMaFrAuM6xyPL9fv5l9jcPPvNRuyuo60yHS6V7EIHn83ZxYOXdUfXdZYdyOWnjQcxyBLX9EmiX6uIerWjKiKCzLx1TR/euqZPoxzvRDhVlV/27WVxRjptQkK4oWMnWgQGNbVZzQYNsDXTLOG6IkRW0CAMiuvFfT1v4Mud0zhszyPMFMJVyRcwLvHspjbtpJi173eKnMWoure841iBPZb9xYdQdQ1Farq78u/WHuDWn9bgUTXcms53a1MZ1jaKWbeNQJHrz65NKfkYDXIlkQWv0M5dc4gHL+vOvTPW88WaFGxub+7o5JX7eHhkZ546t1udjlloc/HTuoNkFTkY3j6akR1jmv3NW7HLxeDpP5NaUkqZx02AovDi+rXMO/9ChsbHN7V5zQINKD3NEp+EyAoajOEt+jO8RX80XfPpU3yqsiF7fYXAgjdz0N+ILZNiQm7Ci0Wp081tP63B7j4qfKUuD0tScvh5YxpX9kmst2NFhpjxqP4HjcWGWVibls+U1V6BBW/rPJtb5eWFO/hXn0TaRQXX6nirD+RxzjuLUTUdu0sl0GxgYFIEc+4egcngm+TUXHht43r2FRdXjNpzlP//NQvms/+a65r9TYKgbpweVz5Bs+Z0EViAAENApX8HSR4kKmdqmGQj57ce3qQXzX/25WBQfI9f5lL5fl1qvR6rc+sw2saHoBwXhraaFf7vws78tu0QDo/v1CUdndk7fNftT4Su61z6yTJKHB5sLhUdKHV6WLE/j8lL9p3MadQYj6rx59Yspq4+SFahvcb7/bh3j99ZtjkOOynFxfVp4qmLDrou1fnRHDl9rn4CQSMwJvFcTMrRzOgQyYMVDRlvUpdJNjI4tgc3d7q46YwEAgwKVJGlaTXVfwDr56dG0SUxDItZIdhqxGpWeP6mvgzpGovFqPgIMIAiSQQYa3cJ2p5ZTIHN5bPd5lL5YsWBuppfY7alF9Hygd+59P2l3DJlNW3+M5NnZmyt0b5mxb+Xrek6AVU8d+Yh4ZWluj6aHyJcLDhtcHicZNmyiTCHEdJAwwaGtRzB/qL9LE1fgkEyoKPR3RLFLT3/j2K3g/jAaKICwhrk2LVheLtojIrvRSfQpHDr4PrrF51XYCcnz0Ziy1CWvnMBuw8VkVfspEfbcAIDjABc0bM1z/+5HTeVvTgduLhby1od70TBgYYOHGiaztg3FpNdXLlL1GtzdjA0OYpzup64bOuOLt14ZNVybJ5jlhskia7hESQEieSnCpqpR1pXhMgKTnl0XWf63pn8vm82iizj0Tz0je3DHT1uxlTP5UKSJHFdtxu4oN1E9helEBEQQVJom2a3nmZUZGbdNoKxH/+Nputouo6q6dw7ogOjO5x8Da/d4eHxlxbx98o0jAYZVdW547re3HJ1L5/XtosK5t2L+nDPjHUoR7KwJfjmqkFEBwX4vP5EdI4LISrITFm+rdJ2q0nh5iFt6nw+NWF1Sh6FNrfP9jKXykcL91Yvsl27sTgznTmpqUiS15MPNZn4+dxxDWWyoBkgRLaZoOs6Ls2DSTY0uwt2c2dJ+nJmpszGpbkqspDWZW/gi63fcHvPmxvkmBGWCCIsjVOCUlcGJUWR+eyFzN6eSZHDxTkd4kiMCMSjaug6GA11D689/cY//L0yDZdLxVWeVfzxNxtoERfM+FG+9cGDW0fRzhrMruwSAHq1CqN3fLjP65xuFaMiV1lmJEkS024byuh3FuNRNRwejQCDzIjkaG4ZVru65OqOdTylTg9VvbTI7iu+x2OQZX45dxxb8nJZmZ1NQmAg57ZqjaEeM71PC4QnK6hPdF3ni32L+WDXfIrddqLMwTzcdSIXt+7f1KadMsxMmYNTrbxO59bcLM9cyQ3d/oVZOX26S9UWi8nApF6tAMgucnDh20uYsykDHTi7Uwyf3tSfNtG1C1WW2Vz8+fd+XO7KGcUOh4fPv9/oI7JFdhfDXl9Akd1dsUy8/mABQ19fQOoLF2AyKPy5OZO7v1zL3qxSLCaFu85N5vnLe/q9EeibGEHaixP4ZX0aWcXeEp6h7aJqfHO6dFcOd365hu3pRZiNCrec1ZbXruqN2XjiddHB7aPw+GlHFGhSuHxAqxodG6B7ZBTdI6Nq/PozDyGygnrk872LeXvnHOzlInHYWcwTm34iQDEyLqFX0xp3ilDsrCozU8LucZzRInsEj6ox5Pm/OJhbhqe8G/6iHYcZ9MyfpLwxgUBzzS8FxaWuKr2/vALfbNsf1x7EpWqV8rA0HcqcHn7fnEFiqJWL3vgHW7lHXOb08P683eSXuvj0toF+jxMcYOTGIbVfW952qIjzXl1UcSy7S+WzxSlkFTmYes+wE+4baDbw4XV9+b+v1+H0aKiaTqBZoWtCKNcPbdhQ9ZmDBPrp5dmfXmdziqHrOh/unl8hsEdwqG7e3DG7iaw69egY0cHvvW+g0UqIyVuDOfXQRnoteJ2Y2f9j4orP2Vpcu9KRU525WzLJKXZUCCx4s1rLXCo/rqxdSU9MpBVLeVLTsciyRL+evk0V9ueWVYjasTg8Kqn5ZTw/fatPIwubS+XbpfspKPXNJD4ZXp293Wcqj92tMnNDOhkFtir2Osr1w9qy4skx3DGyHZP6teST6/uz5PHR1XrBglqgS3V/NEOEyDYhDtVNqcf/PMsMW0EjW3PqMq5lPxQ0jtas6ChojI3rhCzJvLXnb25a/yObizPJdZUxO2s7Qxa/y/birKY0u1HZk+V/5FuZ08POzNrVaCqKzGP3DCbgGO9XUSSMJoWlBhcdX5rNAzPWc7jE+90ekBRJkB9P2WSQ6dc6gh3pxX6rjUwGmbS8slrZVh3bDhWhHj/XDjAbFFIO1+xYPVqF8f61/fj57mFcMySpWTfAEDQ9QmSbkADFSLgp0O9zbYLEFJCakps5jVGmQ7SWSwiSXMTJNoaZMiFvNg6Pk6d2zsOmHk1M0QGb6uaZnfObzuh6YldGMbd+uorBT83n/q/XcTDXv1B0axmKyc/6ZlCAgV6tfROQqmP86PZ8/MpYhg1oSVKrUFp3i2JfRwurcovYnVPCh8v20uuNueSVOZnYowVJkYGYjzl+gFEmxmrm8a82UFrmRvIz/tDl0WkTU7+lLf3aRGDwE+p2elQ6xNWu85SgoZBO4tH8EGuyTYgkSTzU5QKe3vwLjmNEIEAx8nDXCU1oWcOQZivko5SV7Cg+zJDIRG5p059wk/Wk37egZDdBsod+ptxK2z2azu6iVPBzAdfQWZlfv52PqiKzJI2laX9R5Ciga0xv+sUPxVgPpUXLduVw7iuLcLq964Pr9ufzxT/7WfH0GLq0DK302tFdYmkXHcSOzGJc5R6tQZGIDDRxaT//STvFThdfbNrL4tRs2ocH83/9OtIm7KgQ9esZT7+e8RTaXcQ/NQPH0fJPXKpGgc3Fu0t288zY7ix9cBQ3fb+aP3ZmIgFGl0TmgTL2u47xomUdyrtUWc0Kd43pQLDFNyx9Mjx8QRe+W5FK6THGWk0K/xqSRExo7cqJBA2Azmm3JitEtom5LHEQFsXIWzv+IMNeQJugGB7tOpERsZ0b5fglrhKWpS8lp+wwyRHJ9I3tj1Gp3wsbwJr8NEb98ykuTcWlqczL3sPru/9h7eh7aGUNO6n3tpijcbmLfLZLSLQKjMWt+++r28ba8CU4GzJX8u2Wj1A1DxoaO/M2s+jAHB4c9Bxmw8ld1O+YsqZitByAW9Xx2N08+N0G/njk7EqvlWWJvx8fxaNTN/HDyoOoms7FfRN4/areBJh8w52Hy+z0mzKbPJsTm0fFKEt8tH43s64YxdmJletBN6YXYDYoOI4LRzs8GvN3ZfH0ed2469d1zNubiV0rt1cGrBocs+Qq6WAySEQFB/DQhM7cN7ZjnT+b9Wn5/LjhIJquc0Xv1vRvHQlA25gglj15Dv/+fgPLd+cSajVy73kdePj8xvm9Caqj+a6t1hUhss2AC1r25YKWfRv9uAeK9vPqqpdQddVb8pKxlN/3/sYTg/+H1eg/jF1Xbl47jVLP0SuqXXXjUj08uuUPvht41Um9d5c2N7B623OomrNimyKbaZMwgfCAUK5u2ZsfD23Erh2NFlgVI//tdM5JHbc63JqbH7ZNxn3MuD+X6iTPdpglB//knLZ1j1Y4XCrb031vLHTgn52H/e4TajXx0Q39+eiG6svDnl2ymaxSB27NK5xuTcetebhh5jL233VJpXKZ+BALbj8DAiQJWodbWXEgjxlbD1F2bHKTDARJUKpDuVMZHGDk63sGc6GfchiHW2X6ukOk5JTSq3U4Y7vHVTlJ6Jm5W3h1wU4cHhVdh4+W7uWu4cm8OrEXAD1ah/PXo6Oq/QwETYQQWcHpwuRNH+NQjyZeOVUnubYcZu77nSs6eYWv2OVk1qG9OFQP5yW0JcFa+3WrYreDnSW+F34VnTlZuyr+XeAo4pe9s7F57IxNPIuO4e1r9P4J0cPpmXw3W/dNLhdaiTYtLqBHuzsB+LDXJEyyga8OrgEg2GDmze4XMiam7p5STUgvTvXbP9itudiQtfKkRNZokDAZZBxuX3ELOYkQa0p6MSu2ZPHjlv0VAnssh8scHCqx0Srk6E1Yx5gQuseHsT49H/cxdaQWg8KDZ3Xit22H/GYXe18kQYl3H13XiQz2Lbc6kFvK4Bf+otThwebyEGgykBQdyJJHRxNq9Ybdy5weZm3LYG9uCS//taOSV21zq7y/ZA/X9kuie4uwunwsAkGdESJ7hlLoKCTPnuuz3aN7WJ25iis6XcXc9BQuXTwdWZLQ0VFXazzVYwhjY63IkkzniM41Wls0yYrX89EhXnYQLrvI0gLI10xYy/efvf8v3tk2tWKf2YdW0SeiLS8PebRG59M2YSJtWpyPw1WAyRCMckxtrFkx8FHvSbzZ40IK3XZizUGNMhnIbAhA8zsIDyyGk1uLVmSZ64e34asl+ysJrdWkcM95ybV+P13X+e+Hq/jxz71IEhR308BPNFvVdax+smln3TKCSV8tZVVqHgZFxiBLvH9JXwYkRrJobzZGRcblbxxe+SZJgvAgE0M6Rvu85MbPV3O42IlWvrZe4vSwK6uEJ6dv4d1r+vLPvsNcMPkfdLxdnNx+soddqsZvW9OFyJ4SCE9WcBqgyAq6n4QgAINsoMTtZNLi6ZWycgGe3PA36yMziTK6QIK7et9D16gTD94OUIxcFNeOiOI/iZEdaEgo6Oz1BNMpaRRlrjLe3fYz+nE/rvX5Kcw5sIDxSaNrdE6SpGAxV91Jx6IYsTTAenNVxAUmEB4QyeGyTPRjXFqTYmZE4rkn/f5vXduHzEIH87dkYTbKOFwqVwxqzSMTutT6veatSOPnBftwlnuclnRwJ1GRiARgkCWGtYoh0uqrvlFBZhbfNZqMIjv5NicdY0IqBhRc1SeRZ+ZvAx9nViJYl9HMEB8ewJz/jvRpcmFzeli6J6dCYI/g8mj8sCqV167oxcRPl1Di9HAiFEmqlN18PAVFDvYcKKBFTBAt40WWcZMiEp8EjUGZq4gyVzER1jgMcv0LQ7ApmMTQJPYXplTytoyyibNans3sQ/uQ/bSp8yCx3WZmQJB3PfC99W/zxsh3CKxmDfciSxZ7yhwo3vRBADoYSxluLmDWgQV+6yR1YMb+motsc0OSJG7r8x/eX/M8NncZEhIe3cPw1mPoHtPvpN/fYjLw24MjSM0pY9/hEjq3CCU+3FKn9/r2j93Yjsm4DcwCdzA4orzesSRJJIYG8v2Fwyvtl1fqJKvIQdvoQCwmAzKg6FKl26XW4YF8ddVAbvhhlbd8RvJ2fPru6kGEykZCrUZ6JoXXume3DizcnV3lzeKxyBJc1tN3rVfXdV7+aBU//L4Dk0nB7dbo2z2Wd58eTZC1fodLCGpI9X/OUwohss0Mp8fOtC1vszdvI4qkABLndrie/q1O3vM5ntt73slLq17A5rah6iqyJNEhvCPnthnLd/t3VPK+jsVzzJ2mhMT6rLUMb3VWlcfxqC4O5K0vF9ijKGhsSp9HaHRVU0gkXNqJPZTmTnRgHE+d9S77CnZS6iqhbVgyoQH1m9UcHxaA1SATHlL39pEOV+XPWQLC94ApR+GW67syulsCA1sc7Q9sd3m46fPVTF93CJNBRtV04sMCOFRox6jIGBWJj67rxxUDEgG4rFdrxnWOZ8GebAyyzKj2MVhqMNfWajYwpH0US/fkVvJmTQaZqwYk+m2wcQSD7PVeVU3nvUv7khTpW3M7dfYups7ahcutVfRiXrs5iyffWMpbT4rkKMHJI0S2mTFty9vszd2IqrtR8YZq5+36gnBLNO2jetfrsUIDInBZxzE/dRlWyYWdEIa0HYtBNjC2RVs8fkpfDOgkmY/WNqq6it3j26/2WFTdQ1W3py7VyfjEUXy3709AqihplSSQ0Bmd4L93bVVouoosNa8OPLIkkxxR+xBudWiazhvfbWTy9O2omo7ZKPPgNb245aLaH+vSUe3YuDsP+3FhV5NL4qFR3X3aBt7x5VpmrD+E06NVCN2+w2UgUfHvm6aspm10EP3beMtngsxGLqzl/FiAL28eyOAX/qLM6aHM6SHQbKB1pJVnL+6Gju53DdZqVLhxYFv6tAzngq4tiAn2Xy71xc9bfM7Z5db4a1kqZXY3gfVcpyuoBr1hehfvS0nlw8++w2jwSt7okUMYNrgf3/4wgx2792G1WJh00Vh69fD+djZs2sa03+Zhs9vp3LE91155EQEBZuwOR5X7VEWjiWxtT/JMpNRZyN48r8Aei1tzsmT/9HoX2ftXL+CLfVuwq1bAm4hz56p5RFusjEtox/M9h/D4hiW4da9Pa0An0VxMvPFoj1cJie7RPU54HLPBSqQ1gZyyg5W2S8i0i+xDtDWSsQkDmJa2Dnd5EzJF12llNnNVhwtrdC47slczb/cXFNizsRiDGJZ0MUOTLjqtxwa++9NmPvl1G/byWlmnS+Xlr9YTGmTisnNqlpl9hEmj2zFt4T4278mjzOHBZJCRFYn3HhrmI7ClDjc/rT7o34vUqchbsbtV3pi3ix/vGFKX06ugTXQQ+1+9gF/LS3i6twxj+f5cWj82izKnhxaRZnI178xct6YTaDJwTodY3r2kT7Vj7IpL/PdGliQJmxDZ04a09CxGnzWY8eeNrNg29dfZmEwmXn3uEdIzsvlg8je0a9MaTdf5/ueZ3H3btbRoEcv3P/3OrLkLmXTROGbOWeB3n+DgqjuTNZrI1uYkT2Tw6UyZqwhFMlR4sMdS7PDNBD4ZbB43X+zbjF2tfBdvUz08u2kZY1u0xVI8jVsic9loD8OlyUSZ7MQZ7RyrWwbZQGxg9UPAz+96N9+t+x+a5kHVPRhkEyYlgNEdrgNgZ1kJumSEcu9ZRSJHVSh02YgKCOGwPZ9Ptv/C6sNbMckGzms1lBs6TsSkGNmXt4lftryJp7we1e4uZfG+qbg1FyPbXVFPn1jzQtN0Pp52VGCPYHeqvPXDplqLrNEg89OL57JgbTqL1h4iKtTC5WPa0yrW97dYUOZCqcEMVl2H1CraPNYWi8nANYOTALj569X8uPogNrf33NPznASYZK4fkoTJIHNh9wTGdIyr0Q3W4D4t+OPvFI6vVooIDSCqjuvbgpOkAepk0zOy6NalQ6Vtq9Zs4r8P34XBYCCxdQLdu3Zk7YataJpGj26dSGydAMCE8aN44bUPmXTRuCr3GTliUJXHbjSRrc1Jnsjg05nIwBb4C6vKyLSJ6F6vx8px2PwmNgEcKCviYOEOCuxZRBkcnBNcSplmIF83c3x6vaZpbM7ZRK+YE3vZCaEduH3we6w79Ae5pWm0DOtE75bnYjEGs7voELuKDtLVkENPYwFGNPZ5gtngiefXA0u4pt0o7lryIsWuUjR0HKqT3w4sYm/xQV4d9AAL9/5QIbBHcGtOlh/4jeFtLql14pjDXcbfKb+wNWspiqzQO+EchiZdWKcENF3X+WbpAV6btYPcEieju8Xy3KQeJ92T1+lSKXP4X6/Ozjtx+L4qFEXm3IGtOHfgiWejtgi3YDUpVde+lmM2yIzpWv0NWG3IK3Xy/apUn+5SLrdGcYmHn26rndf8wM39WLLmEHaHB7dHQ5YlTEaFZx8YelpHQZo1DSCyGZnZ7E1J5cdps+jaKZmJ55+DpmtEhB9tPxoXF01Obj6gEx97tJQsIjwMTdUoLbOdYJ+qaTSRrd1JnpkYZCNjkq9l/u6vcZd3L5KRMRksjGg7qV6P1cIahMFPragE9I+MJ7csvVLWpluX8Ve/5tE9ZJXVbJpNqCWaUcnX+WxPLT3MSONBkpRCjJL3mN2MBbQzlLCvqDPz0pZhV50cO5HUpbnZXpDC3qKD5Nn8j63TdA27u4Rgc80TjTyam09XP0qBLbt8LRn+SfmFA/lbua7vU7W+8D7582bemrurov3hD8tTmbMxg80vjadlZN1rZQPMCrERFjJzfcezdUoKq/P7nogtBwt5YfpWNqcW0i4ikFKnp6JGV6L89rD84zEqEmFWE/ee06Gqt6sTB/LKvE04jhNZTYetGb4dsKqjZXwwMz+/hC9/2craLVkkJYRy8xXd6dQusr5MFjQDbrruMkJCgnE5XUz+4kdWr93k93WS5LfVufe5Kt67uktCo4lsbU7yTGZA63GEW2JZcuBXShz5tInozoi2kwiz+BbpnwxGWeH53sP5z7rFOI4JGVsUA8/1Gk6EXFjpW2WUNCRd96llNcpGWgYlnJQtLYwSbZRCDNLRb7cigRmVkLLVzC3Zg1P1XTuTkdhfkk50YEsOFu7weV6RFKzGkFrZsiN7FcWOvAqBBfBoLtKKdpFetIeWYTUXjcIyF2/M2YXDfdTj03QodXh4fc4O3r627q00JUniqVv7c/+bS3EcEzIOMCs8cbP/8iBd15m+7hCf/5OCR9W5dmgSVw1qXWV7wmNZsTuHc55fiMOlounekhijUaZf23AK7G6GJkfRr00E369KJbfEyfju8Tx2QRei/HRwOhnaRgX5bWqhyBK9W9V+mhBAbFQgj9xRuwQ7QUPRMIlPkRHe74bRYKBPr66kHcpElmTyC4oqHL2srBxaJsSjaRoZWUc71OUXFCIrMoGB1ir3ORGNJrK1OckzneToPiRH92nw47SzRKPZAsBgA0lH0hVM7hAiTYEkBMYQG5RIZvF+VN2NVfJQpJtQjxFZRVKIsETSpZpmFNURpBeBpFDRxLYco6QTrmWR4vIgEegj8KruYX/mfOICgsmUDbiPKfcxymZGtJ2EItfuK36wcAcu1XfGr65rpBfvq5XIbk8vwmyQK4kseBv5/7Mzp1Z2+WPC8CQCAwy8/u1GUrNK6JQYzqPX96F/V/9jEm+ZsoafVh+krDybdtneHH5clcrM+0dU66Hf+8W6SsMINB2cLg3NqbH31Qsqtt9Theeq6zrzt2Xx/cpUDLLEdUPbcFbH2o9zDA80ccuwtkxZtr9SuDrAIPP4ONHkX+CLw+Fk24499OrRGZfLzfqN2+jfpwdGo5GZcxZwzRUTSc/IZsu2XVx0wRg0Tef5V98ndUh/ElrEMnPOQgYP8C6HDejX0+8+J6JRRLa2JyloeHRd59ZFf+NyKeDydrjRgVJJ4+nVa/hs1Eiu6/sUf+7+hk2Zf6PpHoZGdaJYt7I9bzuSJNE/bgBXdL66zi0Ks+1lfLN3O0Ulh+gkKaBXFllNBxWZGNlBumYtbxgklf+vjkl3UlK4hjJJIViSkQOiyHcWEmQKY0TbSfRrWfva4nBrHEbZVKmpP4AsGQgNqF0IsWWE1W8GriRBu3qakzqqf0tG9a++LGZLWiE/rErFfowwlTlVFu/MYdGOw4zqEnvC/dfv97+Ms+FAAbqun1CkdV3npimr+XltGmVODxLw0+qD3Dkqmdcu71Wt7cfzzuV9SAiz8PZfu8m3uemfGM7bV/SmS4vQ6ncWNH/qeU3WZrezZv1mpv46G1mR6d+nB0MG9cHpdPH1D9N5+MlXsFosXH35xIqk2ysnTeDTL3/EZnfQuWN7rhh7PgATx4+ucp+qaBSRrctJChqWQ6Vl5Dt8PTaPrvNHqrfUxmywcEGX27igy231ckxVc3EgZyXF9kz2OiO5cdV2VF3DoXp4pYWJOKMLRaq8IFKomZAlaG8oIU0NxKYrSECo5KKlYkMDJFRUXUXRinhi9PcoJ9Ehq1f82Sze9yPHthyWkAkwWEmOql14t3VUIGd3jmHR9uxKYmsxKjx8QeN6XQt3ZKP5qSctc3qYtzWzWpENCzSRX+obsg+zGqv1glel5PHzmoMVU3h0oMyl8sGCPdwyvC0d42sX0pdliUfHduHRsXUr99N1nTUH81m89zDRQWYu7dmKkABRqtMs0Kl3kY0ID+OOm6/22W6xBHD7Tf4ngPXt3Y2+vX0jdCfapyoaRWTrcpKChiXYZPTpB3uE8ICj62iax0ZJ/nJ0zUVQ+EAM5rolhJQ4DvPrmvtxe2y4PC4eyxhGmXrkOBIvZA3krphNdAnIR5YkXJpGlmrFg4KKhEXS6GAoQdO9vqz3uq7j0hUsUrl3putkl+yjRWinOtkIYDUFc2O/55i25W3y7dmg68SHtGVSj3+jyLVvcjH13qHcPHkVv69PR5YlQi1GPryxH/0bObEmPNCEUZF9PGuzQSYqqPp10/vHdeTl37ZXCtFaTQr3jqt+ktGsTRkV5TbHouk6c7dm1lpkTwZV07j8y+XM3ZmJW9UwKQr3/7qe+XeOZGCSSHYS1D+i49MpiNOj8k96JqquMyIhHqvxxH/GNFsh6wsyaWUNpXdYPJIkEWY2M6ZVK+anHSTQUIrV4KLAaUWSArm/h7e5RGn+KtK2PlLuqejoukpMm7uIbHVlrW1euO117M4CdDQy3EE4tcqCVayZeSlrAAMjQphzzrl8tOpRXHgzrL33td4uB8eWZx4VWy+6rmNSTm4QOkB8SFvuHvouJc4CZEkh0FR3EQi2GJl63zCKbW6K7C4Swq3VNkhoCC7u05I7vlrjs11Dr6g/PRGPX9KVzEI7UxanYDYoOD0q153VhicvrX49Pshs8E7hOU7gDbJEoLlxL0HfrU1l3s7MipsFd3nS38VTlnDo6Qub5G8jOA4xT1bQlCxKy+DimX9VlNeous43553FxcltfF6r6Rp3rP2dr1M3YlYUVE2jQ3AU88+6gShzIB+OGMj9/8xHoQQdCRkNqymZGzt3RPPYSNv6CLpmr1S5e3j/hwSG9yUgqObj1Nyqg8zCrejlMVhZqqorMuiylYigRK7p/QQ/bnoFTVNRdJ0S1X9NqLlitItEYEAEkYGJNbarOoLNdctW9UeI1UiItelCkk5dRY1RIYNKpdhSjI5dr74/tCLLfHjLAF64shf7D5eSFBNIRA08YICrBiby7O/bfLbrwCV9at9m8Qj7ckrJLnbQPSGUILOB7YeLKHF56B0fjtnPOD6Az1amVB4eX06J08OG9AL6tqrfvtKCuiBEVtBEFDldTPhtPmXuyhfFf81dzK64GFoGV56E88m+NXx3cBNOzYOzPPN2a1E2/1r5M3PPuoHvdn6JVSlFPbZHsX6AhWl/M8CiIkmSjxjqmpvCrDnEtb+vzucRZygjRHGR6/EOQDhCoMHIbZ28XnRSRFf+c9YUDhXtRtd1VmQsYV36worXSkCk4sGkWJAAo8HCxT1rX8d6pjBjZxpGK7haq+DEq3ABoCsyP2w9wBMjatbsJDzIRHhQ7YQoMSqQz24cwC1frMaoeL9Tmg4/3zmkxkJ9LLmlTiZ+tISNaYXeELimEhIjY/N4UGTv+3920UAu7+57w1XVEol0gucEjYkkPFlB0zF97wG/93geTee7nXt5pH/PStvf27PSZx6sW9dYnLOfQ6W5bM/biapXvqt3qi7mHfiL/h2H4r+pv4au+SZMnQijEkBsSCeyi7ajoyNJcEfURt463A8dE5qkICMxvmUbbmjftWI/RTaQGN6F7LIs/k5fi1szYyxvSeFGRlciuD55AkHmWBKjeje7wQDNCYdHQz3SV/iYiLpH07C7q/dkT5arByVyfo94/tqejSJLjOkaV+dQ8SWfLGNtaj5uVffaHqaRY6OSA3TjryvpGhNK19iwSvveMKANG9ILfLpVBRgV+rSsv8iFQHAEIbJNSHWlD8dT5HThPr7JKuDSNAqdvpmfxR6n3/eRJYkCV6n32H501O6xExg2EF3zDatJsoXgqJG+O1XDqK4P8uuaB1A1Jy6Pg0SLygftUzDE3k2+W2VYbAK9I/1nuP6dthhVV9GRcOEV0ijJTncpk1173kBGJjd2NL07PoChHtZkT0fGJ7fgP3+u99luMSpM7HjiNor1RajVxKX9Tu5YB/PLWJOah1st/+IaKF+cr/w6p0fj49V7eW9C5cYcNwxow7RNaSxNyaXU5cFiVFAkiV9uHFqjphyCRkB4soKTZcaugzy0YC0pBaXEBAbw36Hdubtfp2oFd0xiAo8t831NoNHA+CTfi9eE+I58vn8d7uNG1kWbA+ka1poQUzB5juPrHyUOOW0Mm/80ydahXC1vIEkuBrRygR1OYHj/2p4yIZYWBCTcxpTdf1DkcRJrDuLfHa5gZELPavctdBZW8riDJRd9jTnech8dNFTSDi/E5SlhaI8Xa23bmUDb8GAeHdqFV5dvx+HR0HUdq9HAv3q0YWDLqKY2r8bkljoxKXJFO0eq0EVV10kv8W05aVBk5tx+Fov3Hq4o4bmyd2KNMqwFjYUQWcFJMHdfOlfPWILd4xWN7DIHjy5aj0vVeHBQ1xPu2yUynJu6duDL7Xsq1mUDjQbGJbZkWIKvF/hU11H8lrGTQrcdu+rBIMmYZYUp/S9BlmVu73Ezr697B1XzoOoaEjIeXeew6h2vvttWystyZ95u24I4RSMkehSB4f3rtO753b4FTN41B0d5e8RsZyn/2/A1rxrNDI7xrXd0espYuvcbdmX/jVt109IgkeExoyHTVini+NViTXORnb8Gm+Mw1oDadxI6E3jq7J6MT07g2y378agal3dNYkTiqfVZdY0Prdxb1o3fa3KgUeH8Dv7bfUqSxMjkWEYmn7g2WNBECE9WcDL8d/EGVKWE2PgMzBYbbpeZgpx4nl+6mfsHdK42ZPXeyCGc36Y1X2zbjUfT+Ffn9lzUPsmv8MVZgtk29l4+3beGRTn7aR8UyT3Jg+gQ7PVcukV1YWzb2/hm5+941GLy3ApuxYPZcHSNzq1r/OlpzSNdal+2cwRV15iye16FwB7Bqbn5cMfvPiKr6So/rX2E/LJ0tPLZuqGShMXgYo8nhCDJjb9KC1kyYnNkn1Iia3d4+HDaVn5ZsA9Jkrh8dDtuv7QrlgYqbemfEEX/hFPHcz0es1Hhrct6ce/UDd51VV1CdkpoZr1CbC0GhTYRQVzds/4yzQWNhI7/VJBTGCGyjcz+skxatN2FJGlIEhiMbsyWfRRkqhQ53URYKoetdF1nxr5U3tuwjQKnk0vat+He3l0Z18YbHvaoTjYfnMaerEUYZBNdW15ActxIpPJWh+EmCw93HsHDnUf42PLZzq3ct3wVNk8kEAnoyJJOl8iDWAxeQVR1jV1Fh07qnMvcDr8N/gEOlfnOyU3N20CRPbtCYMHbRtEiy7QPLM9s9RyiUlsmvKVCT22cSnTQUq5sN5ZO4b5lTc0JTdOZ9Og8dhwowFmeiPPe1C0sWpfOjNfHiUzpKrh5aDuSY4J5869dHCq0c27nWDq3DuHrTSkUOdxc3q01dw7sgKWa+nGBoDGo0bcwK/swr7/xHhs3baGsrPI6x4ql8xvEsNOV6LgM3OUCewRZ1giPTSPE5Pvn+O+ytby7cVtFeHhnfhHf7NjDhn9dTIAiMWPtg+SXHUQtH42XW5pCev5GRnZ98IR2eDSNh1cuw+Y5NrNUQtMhvSSS9uHe8XEGSaZT6MklqwQaAwgwmHC7feectg709TpzSlLwqL5JW5ru5uyEAfRsMZo/V9+ER7Vx5LbXrUvs9ISy232YPaWHWXt4O4/3uYUhcdWv+TYVi9els+dgYYXAAjhcKtv3F7B0UxbDe4lhGVUxIjmGEcmVvzvX9mneN1WCmnJ63VzWSGSfefZlXC43Tzz+EMHBwQ1t02mNIaAUPz3jMRhUylQnoYqVA0UlfLp5FzsLCpm5PxX3MT1nHapKeqmNL7btZmx8LoW2tAqBBfCoDvZkL6ZX0uWEB1YtjullpTj9ZA+DRKnbUvEvo2zkmnaj63SuRS4HX+3fxKq8Q0QFdqOsaDOaftRWs2Lkzs4TfPYLtcZjVMy41MqibFQCCLPGE2iJY3T/T9iy92NyCjdSpuqsdgWxzRMGeGXXqbl4d8t3DI7t0Ww9wo27c/0OXne6PGzclStEVnAGIoHWPH+vdaVGIrtt+06++eoTEls3Tqr/6Uy8NZT9pb5jzsyKAavBzF+p6Vw44y88moZLU/1mT9o8HubsT6ObaQduP2PZJCQyC7eeUGQjAwL8Ft8HyG46BB8mSnYRF9SSR3rdSEJg7dfwDtmK6Td3MiUeFzbVTYBiQCaCPkF23GoxrQKjua/rxQyK8W2U3z56EH8bPsOtOiu6REnIGJUAkmOGAhBsbcWQHi8AMGn+gxR5Sn3ep9BZynNT/qZnUivGDk/E7CdS0JS0iA7EGmDAdpzQBpgNxEfVfaC7QCBoPtSoMKxFi3iKioob2pYzgrs6nIdFMVXaFqAYuSppKIokc+0ff2PzeHAdqYf1kwSgSBKtggMJNEciS77CIUkKVtOJC+uDjCaubt8Ri3J0/zhzMRPittM9JI8w2Y3uzGD6nqmofj3eE/PghvnkOm0VzTAcqgeb6sFtSGLlhHf5edSTDIv13/dWkY1c1f91WkV0R5IUJEkhIbwrV/V/HaPiW2oRYvQ/ucnj0fh22h6eencZY26cRk6+b0lHU3LBsCSMhso/QUkCk0Hh/KEiaUdwhqJLdX80Q6oU2Zyc3IrHv66+nBdeeoNly1eSlZVd6TlB7bioVT/u6zSWQIMZi2LCLBu5rPUgHuk6gV35RZS43L47HSe0ZkXmrp5d6JQw1k+XIwmDbKJVZD+q48NhZ3Nlu2QCFIUgg8zQyAMYZA2tvCbVqTrZlb+HpRkran2ef2TsQfVzh7A2PwNHFX2IjyU4IJpJfV7gnrN/5u6zp3J535cItcT5fe3l7c4l4LgbF80jUbonEt2jUGb3kJNv44WPV9X6PBqSIKuRX18dS8fEMMxGBbNRpnNSONNfG4sloHl53QKBoG5U+Us+f+IVFWtZR5rRP/DgfyttkySJVcv/agQzTx8kSeLW5NFc1/YsDjuKiDAHEWjwemdWo3JcCFcC3VuaIAFBRiOyJDH5nGH0iPaO5Rrb8yn+2voyquZG1zUCzZGM6/UMilz9RdqsGJhy9hge69GWVVmbWZC2Fad6fJtFJ0sOLeOslsNqdZ5mxUCJxzejWJYklFqskRqOE09/nNdqCJm2HH5J+QuDrFDmcGJPDSN/UVLFazyqzoIVB2t83MaiU1I4Cz+6kKw8G5IEsREiTCw4w2mmHmldqfJK/Nuv3zWmHWccZsVAq8DK8ysTQ4LpGB7K5tyCY8RWIlAx8MSgXoxJSqB7VDgm5aj32iqyL9eP+JG8kv0YFBNh1lY1TvQpc5Xw+boX2VNwmBLNiFt24C+zT67DHNWb2vbi3V2rcWhHvVaTLHNhQieMdXi/EyFJEjd2uojL251Hakkml936J64S34k3cjNNgAKIixTiKhCcjlQZLo6Pj6t4ZGZlExMTXWlbVvZhZv/xZ2Paekbw64Xn0DLISrDJSJDRQICicFnHNjw8oAd9Y6MqBDbPUUSOvQAAWVKIDmlPeGDrWmXSfrnxfd7ZGchHB3rzQ1oX7B5fYTIrZka2HF7r83im+0iGRbfCqhgJMpgIMpjoEhLDx/0vqPV71ZRAo4UuEW0Z2bM9BqXy52A0yIw/S5R4HI+u6xzMKyO7qHZDHwSCBkHntFuTrdHCz513Pcj8P34lNPTo8Oq42Bh+mvort9x0bYMZdzqh6zolbhcWg8GvJ6dqGqVuD4khQaTccjmL0jLJLLMxKD6G5PDQitcdKs3m+fWfcrA0EwmJWEskj/e5mfahrWtlj81dyns73KTaI1B1GVWX+edwMiPjdmGQdIyygizJDIjty8D42vcqDlAM/DnqOjYWZLG5MJv2QREMjmrZKOU0z9wzhJ0pBeQW2HG5VUxGmRYxQTx624BavY/N5UGWJAKMp+d0n5X7crnmsxVkFjrQdJ1ercL56Y4hJEYGVr+zQCCoEScU2bnzFgBegVi46B8sFkvFvzdt2kJgoAhx1YR5h1L5v2ULOVhaikGWuLFDF94aNAKzYkDXdV5evYlXVm/G5lEJNZt4cVhfbu3Ryed9XKqbB5a/RpGrlCNjz9PKsnhoxZt8M+oFgk01vzjm2krYUxaBZvCA0ZtslafLzEjvRtegfF4cMoyukZ1JDKmdeB9Pr/A4eoX7T1hqKCLDLcz7/BL+WZvO/rQikpPCGNonAdlfL0Y/7Mwq5qavVrPmQD4ScE6XWKZcN4C4UEu1+54qZBXZGfPmYkqdR8P5a1PzGfHKAlJevkBMpBEI6okTiuxHH38OeNe8pnz5LXJ5qz5ZkYmLi+WZpx5reAtPcdbmZHPJX7MqOit5VPhy9w4KXU6+HzmOV9Zs5vmVmyqez7U7uH/RKoKMRq7q3K7Se63I3oxTdVUILIDdY2Lz4RaEf/Y1ZsXA1R2SeWPoEEJMJ04Y0qVAdKMbDJ6jy7CSjsfkYZ89hvFtzqu/D6EJUBSZkQNbMXJg7Wq7i+wuhr6ygAKbq+JT/nN7NkNfXcDu58afNuLzxdIUPMeNTVQ1nQKbiz+3ZzO2m2iEIWgKJNBOj9/YEU4osr9N/x6AAYNH8+1XkyuFiwVHKXI6eWLVan7asxckiWuSk3l2YH+CTSZe3rQGu6dyyYpd9fDrgX1k2crKPdjKz9s8Hp5esd5HZHMdBbiPSSTyaDKrM5Nxa0rFft/s2s3GnFxWX3bpCUOzkZYA9GMF9ggSmC3+98t32Xhy+x/8nL4JWZK4tlVfnu58XkV29OnAtytTcXgqFx95NJ2cEifzt2cz7jQRn5TcsqPj4o5B1XTSmlk9sUBwKlOjNdnffv1OCOwxqJrGp7u28MHOjZS53RTbVYptekX7w4+2bmVxRjrrLr+MnYUFfodKmGWFfcVV1MUCh0rKfLZ1DEvCICt4ystsMkq966nH5q85VZWdBQUsz8piaHzVgpDntGNWFL+tFf05ay7Nw5C/3+VAWT6u8jra91OW8U9uCivPvg9JkthfUsizm5azKOsg8dYgHus2kImtk6u0oTmyM6vYO93lONyaRkqOb1epU5URHaL5YXUqZU7fcx3YJtLPHgJBI9FME5jqSo1E9o+5f7Fm7XrfJySJqMhIRo0czsiza5+Beqpy/ZI/mJ6696gHqgNGCZwBgIRT09hbVMz8g2kMiIljZ1EB6nEtDF2aStfwCGKsAWSW+TbO7xQR5rOta3g7OoW1YXtBCi7NTYnLgqb7JuVowPb8ghOKbLwlCFMVItsvyncNdUbGVjLsxRUCC+DUPOwoyWZR7l7aWmLoM+srSlwuVHRSy4q56p+ZvNhnBPd1qb4xRnOhf1IEQWZDpbVKAEWW6dEyrGmMagAu69ea52dtJzWvDGd5M22rSWFMlzh6tAprWuMEgtOIGgW/Z/8xn1atWtK/Xx/69+tDQkILNm/ZRutWLQkODuSZ517l1xmzGtrWZsHuonymHdhbOcQrAZIOylEBsns8bMzN5bGe/Sq1LgSwGgzc3aUnYeYAXhneH6uhslBaDAqvjvDNhJUkiRcG3MO1HS4gwRpDQqCMyU8yjyxB5/ATt1U0KQpP9RyM1XCcbYqB53r7Np5YW5hGqZ/JOC5NZWNhBs9vXk6p21Wpy5NN9fDEhiU16vDUXLisbyuigkwYjykBMhtkeiSEMqx93eawbkwt4JbPVjHutcV88Oduv0MBGpsAo8Lq/47hvnM6kBhppWNsMM9f3J1f7hza1KYJznT0k3g0Q2rkyWZn53DTDdcQFxdbsa1vn17Mmj2PD957jX59e/Px5C+45KKGq4FsLqzOycLgb61TAmQVVO9HajEYaBMSQnJoOCsmXs5Dq5eyLDuDKHMAD3Xvy/916QHAtV2TCTYZeWLZOlKLS+kcGcYrw/szsnULv8c3KUaubD+WK9uPpcjppN0335HvdqBLXoE36AY6hIUxNL76jN4Huw0gOsDK85tXkmkrpU9kLK/1O5u+fjzZ5MBoAhUTZcfNhTUrBtoERvDxlt14/AwckCSJPcUFdA+PrtaexuTQvhzm/bCWonwbg8Z0YuC5nVEUGYvJwOrHxvDo9M38uv4QRkXm+sFJPD2hW53Kj75bdoDbpqzG4dbQdJ1/dh7mvT93s+aZ8wi2+NYlNyahVhOvTOrFK5N6NakdAkEFR+pkTyNqJLIWSwBFxSWVRLZXz2688urbAHTt2pmsrOwGMbC50cIa5H/a4TFfDlmSCDYauaitt/lBt4go5o69qMr3vCg5iYuSkyr+XeB08PH2LaSXlTIsrgVjWrb2260oxGRiaOtoZh/cXxGO1mU3lyQn1lgQrmvfjeva+2/UfyxXtuzF49tnY1PdFdnNiiRjkY2sy8sCyc/8PsClqsQG1E+pV0rRATZkb8JsMDEofgBRlpqvHRbZXPy04iBpeWUE5ZWw9NX5qB4V1aPx92+b6dAzgZd+uhmDUSE6OIDPrxvA59fVrq72eBwulTu/XFNpjdfmUknNtfHBX7t5dELXk3p/gUDQ/KmRyA4c0I8vv/qeF557Ark8K2bhoiXExHi9k/T0DCIjIxrOymbE2fGtiAqwYisrrrTOKksSsmZCkmWGxMXx5eiRmJXaNzFYm5PN6FnT8egaNo+HIKORnhFR/HX+xQQcF9pdmJHGgow0b4i2XFNVXef5jau5qWNX4q3111Qg2BjA0hH3cM2a79hYlI4EhBsCKXbovLjjbwy6EfCuSR/BLCuMb9mWGMvJ2aHrOlO2fcOS9GW4VTeKrPDz7unc1v1GhiYMrnb/TakFnPXsX7g9GjaXiqJqBHZpTf+NKSiAw+Zi96ZDLPx1I+de0fekbK103IMF+LvXcbhVpq05VC8iq6oaS9emk3qoiA5tIxjYK77Zzs8VCGrEmejJ3n3Xrdxy271cftWNdO7UkezsbLZu28lLL/wP8AruqJEjGtTQ5oIsSfw9/nIuXzSLjfmHkSWJSLOFr0eMo29kLBISQabahQF1XWdNTja7Cwt4ZPVyit1HQ7Klbjfrc3N4b9sm/tOzsgBMO7CXMo9vdrJBkpl3KJUbOnSp20lWwfzsPWwrzMMoBaBqOjm2o2uLbskNRsAdQKDBhEfTmNCqHV8MHX/Sx92et4Ol6ctxlYeqPeVlTJO3fEGvmJ4EGqv2lHVd54p3llJkO/o5qYpMaWAAB1pF0y71MAAOm5tF0+tXZEMsRjyq/4Wi8MC6h4q3pxexMa2ASLOBN95cTl6BA7dHxWCQadMqlK/eGE+QtfrBCgKBoOGpkcjGxcbw/TefMmvOPA6mptG7Vw8e/s/9tG/nDYc+cN+duN1Nn8xR3+zKK+JAcSk9osOJDzp6IW8VFMKKCVeTaSvF5vHQNji0zt5DodPJmDnT2VFQAOiUeXw/R7vq4ePtW+gdFcWgmHgCFAMrD+WSV+ZCkSSfzGVJolKyVbajhE2FmbSyhtE5JKZOdu4uyeGRLX8cbfivyfgU2RrcBJtl3ug5hktbdSbCXD8dkpZlrsLpJ+lKkRQ252xhcIuBVe6blmfjYK5v3aemyGTGhlWILECApX6FqVOLENpEB7Ejo7jSdKVAk8I9YzrW+v1cHpXLPlzGn9uyMcgS4ellWMqOfl9cbo09+wt467O1PHnvkHo5B4FAcHLUeGhlSEgwV185ye9ziqKg1CE02lwpcrq4cNpfrM7KxaTIODwqN3ZP5oMxgyutjcZb/Q8Lrw13LF3I5rzco0Paq+BAaTGXLpiFU1UxFAcj2yxoBg9qmO6jdZoO57dOQtd17t80k09SVhOgGHBpKr3DWjBr6PWEm47eNGSV2cgoK6NDWFiVXvhPaZtwV2MjeAW+dVBwhcAWuRzsLSkkMTCEqDquzcpISEiVOl15DwaSdOIEeVnys58fAqxGxv/r5NZgj0eSJGY9OIIxrywiq8iBLEm4PCoPju/EhD4JtX6/l2bv4M9t2dhdHtAh2u57Q+Zya/y+YF+DiWxBqZMDWaUkxgYREXz6NCERNBck0M7AcHFJSSmTP/uSTZu2UlZW2SuY9vPXDWJYU3LLH0tZmZmDU9Wwe7xJK19v3Uu3qHDu6tO53o7j0TR+3b+vBuKlo6FT7C4fpm4thDLAZgTJCqE2Ao0GZElC02H6OecTZDTxWcpqPtu/BqfmwVnuga4tOMR1a6Yyc+gNlLnd/Gv+QuampmFSZNyaxn/79eG//fv4WODStcqzbiXdO+vWTxrY2dFt0HWd/6xbxAe71mOSZVyqyuVJnfl08LhKo/pK3E4KXA4SLMFVtiwcljCEZRkrcB6X2axpGj2jT5y01TLSSnJcMFvTiipJraxqJOUVE2A1oaoaF1w/iH6jOpzwvepCUnQQu1+7gFX78sgpdjKofSTRIQF1eq9PFu/F7vB4C6GB/bEWguwqcYWuSrV4dmf9R5VUVeM/k9fw7V/7MBllXG6Va0a34/XbB6Aop1cbPIGgPqmRyD77/Cuk7E/l0ksmEhIc3NA2NSllLje/703z8SxtHpW3126rN5HVdd3buEGr2ssySNIxZTG6N4NZKn8E2aHACGUWTC4LF/SK45JOrRnfKokgozfs+fbepdjUymu2Lk3lz+w9ZNqK+Pc/a5ibmoZDVXGUd5F6ce0G2oWGcGWH9pX2uzShG2/sXoK94v2OFKZJGCW5YrLQtKFXYVYMvLNjLR/tWo9D9eAoT679OXUn4SYzbw8YQ5nHxS0rZzE9bReyJBFkMPFB/7Fclui7jtwpogNjEkcz/8BfaLpe3kNb565et2MxVB+S/um+YYx45i8cbhWHWyXAoNCnTTjPXN8LZ4mDXkPbEdvqxHXFJ4MkSQyqpsbWVX4zZzJUHREqLHNVCCyALkmUBigcDjUSV+T9u+iArQGmBr3+81a+X7gPp1vFWX6z98OiFKLDAnj86l71fjyB4HShRiK7Zs0GJn/yDh2S21X/4lOcMrfHb0YoQKHT5f+JWvLdlv38Z/56Dpc5kKRwCLRBoKPCKZSAftGxdAkPZ+r+3djLJDgy61XWIMDp/f9yXG5IMkVyedvKnliBy/+MUJemMmjus6SlJ6Mf54naPB5eXrfRR2R7hbXg7naD+WDfChyqB1mWMMoyd7QZRIuAMEKNZi5t2ZUIszck/Pq2VdhU357Nk/ds4o1+o7lm2QzmZeyr6DhlVz3csGImLSzBDI3xbep/dafLOavlcDYe3oRZMTMgri8h5pq1+uycEMrB9y9k+ppDHMqzMSg5iuGdoptFFm5qThm3TF7J4u3eteHR3WL57LZBtPQzxN3gJ+tSlyWKrQZii9zogCpBjqXGq0A15qPfd2A/rgWj3anyycxdQmQF9cuZmF0cERHuvzb0FGJ7biH3/rmKJYeyCTQauKNXR54e3qtS6BIg2hpAfKCVA8WV+9TKEpzXpvbraMfz+640bpu5Elu5N4AOlFq8CUyBdqyKgUCjkV/GjCfQYODrLSmgHpNkpClgs4D7mL+IpDMi0bfZw7i4jnyVug6PXtkrl9HQVcpDvr5/2c35OZh/ep4hUS15p884eoR766Nf7TGeK1r14JdDWzFKMle06knX0Fif/QHynVULfGpZEXOPEdgj2FQ3L29fzsyYK/zumxAUT0JQ3Rr0W0wGrh6aVKd9GwqHS2Xw/+ZxuNhZEdH4a2sWg/83n33vTPDxaqv6DepAnknGLcuUmmTGdvffiKSoxMnrH61k7qIUdF3n7CGJPHr3YKIiql8rLyrzf4NZZHOh63qzuGERCJojNVpMufOOm3ntjXdJ2X+ggc1pGA4VlzH469ksTM3EpWoUOFy8vXY71/z+j89rJUnis3FDsRoMGMpbFpoVmXCzmReGn3x5x5OLNh0V2CPoEgZbIJe2acez/Qax64praR0UTFaZHYNuwO/lVT1yAdZRTCoZ7iKflzzT9RzCTRYC5KP3UhI60bIbg8GD5LeBhI5ucOLSVBYfTmXoX1PYX1pQ8Wzf8Ja81H0sz3Y7t0qBBRgU7b9jVZugMApcDsyK//u7lGOOdbozbfVBShyeSksGquYVrhlrDvm8fljH6CoboeQFGHFYjQRbTbxxo+/3VNN0rr9vJrP+9K7rOpwqf/6znyvvmIHTVf0abs92/ht/9Ggb4VdgnR6VZ//cSuvnfyf26enc8csackr933gJGodVB3MZPXkhkU9Po/c7f/D7dt/vWJOj4018quujGVIjT/aVV9+mtKyUq665BUmSKv2oViyd32DG1RfvrN2OQ608vszuUZm17xAHCktICqu8zjw6sQVrr5/AW2u2sSu/iOEtY7mnbxdiA0++JOVAoe90HfDmEE0edg4RlqMZm3sLi7EYDLh9JvVIYNRAd0OACzXAze6iQp/3TLCEsu3cB3h/7woW56SwIW8PobIHk+T9JCLDssgtaIGuH1no1b3ebeBRL96penhz50re6zeuVuf5Rr9RDJ/7LXbVg6p7g9IWxcCHA8+lY0gkbj+DCQySzIiYkxsS3xRsOlDAMz9vZtOBQrq0DOXJSd0YkFx9n+O9WaWU+uljbHN52JvtO/Hn1St788+uHOwuFVXzfqZmo8Ko5GhKSt0M6hDFfRd0IsFPqHnFunQyskpxe47eWKmqTnGpk3mL9zPx3BNPS3r1tv5c+OSf3vaQmo4sgdmk8Oqt/f2+/qIvlvD3vpyKxMEpq1OYuyuT7f8Zj9VU/+FswYlZmZrL6E8XVtzg59tdXPX9cj68qB/X92vbxNY1Dtt37uGDyd/y5CN3ExcbzQeTv+FgWkaFnr387MMAbNi0jWm/zcNmt9O5Y3uuvfIiAgLM2B0Ovv1hBjt278NqsTDporH06lF9L4KaiezLz5zEqTU9azJzcam+XptZkdmRV+QjsgCdI8OYPLb+m6V3iQ5l5aFcn+2SpHPeb7MYFB/LQ717khgSTLfICL92gw4mj3cdF29npd82ZrFh60LuGJTMJd1aVnxxos1BPNN1DAAj/3yOg2VHjx0cWIzR4MZR1oJgJYJMdz6ugOJKgw7cusba/Ixan2eviFjWnn8DL25ZwZq8TLqERvJY9yH0jfSGMh/rOpRXti2nrDyRSpYkAg1GHu1yatV3rtiVwznPLcDuUtF12H+4lIVbs/jtkbM4p8eJQ9vdW4cRHGCg5DihtZoM9Ggd5vP6ri1D2fD8WF78bRur9uWRHBfM4xO7MqAKL/NY9h0owH18BAWw2T3sTskDTiyyAzpF89dr43jj561s2Z9PtzbhPHRZd7om+SaMbUgv4J+UowIL4NZ0csuc/LAhlZsHnv65Hc2NR//Y6BNBs7lVHv5jI9f2aYPsZ9DI6URpaRm/zf4Lq/Woo3QoI4sXn36oUvlpUXEJ3/88k7tvu5YWLWL5/qffmTV3IZMuGsfMOQswmUy8+twjpGdk88Hkb2jXpjXBwScu5ayRyPbt0xOA3Nw8Uvan0rNHN0wm4ymzDtMrJoLl6Ycr5r0ewaVqdIio/zm5blXj5+2p/Lw9lTCzidv6JjO4lXfN9OXRvRn33cJKFyDQcZmcrM0pZVNeHl/v3M3ySRfRNTKC89u0Ys6BtONeDxiOrum6XDq705zsJpsVB3NZsLcNH17s62E82mUi/17/DY5jMo7DrB7eHHYWXcKS6DDrPTjOwzRIEj3Dqg4Ln4iOoZF8Ncz/0Ignug2jfXA4r2xbTrajjJGxSTzX8ywSg8LqdKzGpMTuZsqifSzYlsXqvXnYjkkI0vH2J77n87XseGcCAFsOFvLhvN1kFNgZ37sF153VBovJwIQ+CcSHW3DmlOEq9zBNBplWkVbG9fIv0O1jg5ly26Ba25zYMhSjUankyQJYAgy0S6xZZnXXpHCm/Kf6kZbrD+X7vTksc6ks3Z8jRLYJ2JhZ6Hd7od1NocNFhLUZ1Tw3QOLTd1N/58Lzz+H7qTMBKCwsJjgo0Ke/w9r1W+jRrROJrb35NxPGj+KF1z5k0kXjWLVmE/99+C4MBgOJrRPo3rUjazdsZeSIE/8eaySyDoeDZ557hUWLlwAwY9p3fPHV9wwe1J+zz/Idi9bcuL9/Fz7fvAe3dtRjCFAURiXG0y68fkXWo2mM+eYv1mbkezOVganbU3n27J48OKQLZyXFMvvqkTz853q25xbhQcVlcqKbvRdqt6bjcbl5cOkK5l54Pt+PG8ULqzfwyZYdlLo9nJ0QT0SQwqy0Azg8Ku5iA55cC0fWbctcKl+s3c+/h3eifVRlD/28hJ68Kyu8vmMWB0tzaR0YyUNdJjA63ltren6LDszJ3IP9mKxgs2zgwc7V9weuLZIkcVVSN65Kqn44QXMir8RJn8f+ILfEebTxv4K3tOaYe7hdGcV4VI1pq9K46aOVOD0aqqbz19Ys3vljF6tfPI+gACMrnj2XR7/fyNSVB0GCKwcn8vJVvaqsGa4rwwa0JDrSQnqmiqdcAGVZwmoxct7Z9RsuNCkynipK09xVtJmsjvwSJ18tTmFnehEDk6O4clgSVnPThJ1TCov5ctsecu0OxrVpxfg2Lev971XftAy1UuTwzdswKjLB5qadBuVDPY+sW7piLRHhoXTpdDRak5GVTX5BEU88+yZWSwCXXHgenTq0Iy+/gPjYo0mkEeFhaKpGaZkNTdeICA+teC4uLpqc3Pxqj1+jb+nrb76Pw+FkzsyfmXTF9QAM7N+XL7767pQQ2aSwYBZfM5a75q9kTUYuZoPCTT3a89pI/+tJNSGjtIypu1OweTyc36Y1PaO9Ibtfth+sEFgo92zcKk8s2sT1vdoSZQ1gZJs41tw2HrvHQ/DHU8qbOhxFB5ZkZAHeua/PDO7HM4OPDj7fX1xMj8hopm4+yJr84vIWh0dRJPg75bCPyAKMju9WIaoApW4XX+7dzMGyYq5L7EWCJZjPUzZgU930CY/ng37jSQ6u+bSb050XZ2wjq8hR4XkC3jZXsg7HBAGCLUY8qsatk1dVnsLjVDmQU8aH8/bw8IVdiAgyM/m2gUy+rerWkPWBosh8895Enn97GQuXHkDXYXC/BP73wDCs9Txyz6VqR1b4fajL9XPbwUKGPTEPp1vD7lL57p8DPDN1M6tfGUdsWP207qwp03bv59o//saj6bg1jW+272VgfDR/XDIWYzNuyvH0Od24furKSiFjq1Hh3iHJzdDu+vNkD+fksXzVeh6468ZK2zsmt+XRB24nMjKcjVt28PlXUyvWZGtjUU2CuTUS2UWLl/D5p+8REXE0rNSlS0f27TtQk92bBX3jolh53QWomoZ8XPJWbfl5dwrXz1+Mrns91xdWb+Smrh149+wh/Lr9YIXAHosELD6QzaQuiRXbTLKMUZZRVd+1slCT/z66H2/Zyr+XLUfVdTyaBnFAsRmKj15sZFkiKrD68M/2wlyGz/0Wl6ZS5nETaDDSKTSSrIsexGIwNvu786bg1zVplQXWD1aTwr3jO7IptdDvj9PuUvl55UEevrB+BzhUR0SYhTefPgdd19F1TnodzqNqzN2QwcHcMvq3j6R/ecON6KAArCaFMtdxSw8ytImo/USmmz5YQZHNXXEvWub04PSoPPbdRqbcVf9RlqpweDzcOHdJpaWbUreHlRk5fL9zH9d3PfG6dlMyqUdr8mxOHp+7GZtbRZHh7sEdeO68Hk1tWmV0KjVcOVnWbdxKZtZhHv3fawA4nE5efWsy/3vsHqKivJPjevfowg9Tf6e4pJTIiHAyso72M88vKERWZAIDrciSTH5BUYU3m5WVQ8uE6ksKaySykiThOi7DtaCwqNoF3+bIyQpHkdPF9fMXY3er4FZAl/EYPUzZsps4JZiU/NKjnZmOwe5WMR13bEWWuaFzR77csaui4xKA1WDgvp6+YdT00lIeWLa80muRgRAn2E1ee8rH3o3rWP0f/+olv1PgclR4F6UeN1sLcnh1+yqe7XVmTFWqLQ6X7w3REQIDFFQVbhjZlqcv686uzJIqw6ZhJzGF52TxVgic3HukHi5l+BPzKbS5cKs6igRDO8Uw87GzGdsxDovR4COyJkXhpgG1C02X2t2s359/fLAHj6ozY1Vao4rs8ozDfj+3Mo+H73bsbdYiC3D7oGRuGdCOPJuLsADjCbuLnS6MG3MW48acVfHvJ559k7tvv5b0jGxUVSMyIoyNm7djMBoIDQmmX+/uPP/q+6QO6U9Ci1hmzlnI4AG9ARjQrycz5yzgmismkp6RzZZtu7jogjHV2lAjkT1n1Fm8/uZ7PPfMf5EkiaKiYj76eApjzxtdx1M/dZmfegjJrUC++WjsSwWbBk/lbz6mGX3lX6MEuN2+F9w3hw8m22bjj9Q0zIqCU1W5ukN7HipPNjuW3/Yf8O+BS4DVCcUBIOu4YwpwaComvD+iXGcZm4syaWUJIznY621k28vYWZTnE75zaCpf79vaaCK7pziLXGcJXUMTCDHVz3D3I5Q5simxpRMS2AqruXKzDl3X2bUvn+JSJ906Rtc4ZKq5NW94/9i/g64jITH9oREMTI4mxOp9r84JISRGBbIro5hjtTbQrHD3ebWfwnOE7GIH2zKKSIoMpG1009zoXvXWUtIL7GjHnNiSHYd54/cdPHZpNxbeMZILPv+HfJsLWfIK+9dXDaJtZO3sVWSpylCd0dC4kRazolQZ7rYaTo2yJEWWiQmqW+/sxuFIOWHDkpdfyM/T52Cz2YmKiuC2G69ClmVCQ4O5ctIEPv3yR2x2B507tueKsecDMHH8aL7+YToPP/kKVouFqy+fWCNHs0bfjPvuvYOnnnmZiRddha7rXH/TnYw8ewS333pj9TufZng0DVu+4WgGnA4YPRBlQy2vP0WXoCQA3Ec/Xqtm8rv2YTEY+PX880grKSWluJhO4WHEWn3FJq2ojMxSu/+vn6RDkAsCXWBSMZqMzE49wJXtk/nP5jl8sG8FZtmAS1cZEN6SGUOuO/kP4iTJdRRz04pPSCnNxiApuDSVuzuey/91PPek31vVXCzb9gIZeauQJSOq7qJ19FkM7vwwsmzgUGYxdz4yl6ycMhRFwuPR+c//DeSKidWHb8MCjBwudoJyzOVWBzPQsUVohcBC+RSeR85m9HMLyCtxIkkSTo/KveM6MrFf7buHaZrOXT+u44sV+wkwKjg9KmclxzDttqEENmISUG6xg3Up+ZUEFrxh8M8W7OWxS7vRPT6MA/+dwMaMQuxulX4tw+vkOVnMBsb0jGf+psxKs3kDjDI3jmzc+s5B8dFYDAolx0X1Ao0Gbu1R95smwXHUc+LTsTz/v38DEBcbzYih/nNy+vbuRt/evpFEiyWA22+6qtbHrNEv02Kx8OrLz5CTk0tW9mHiYmOIjq6+2N4fNS0Ibq7I7uM/Mg2iy47rnaVDiB2yQso7kQAmidHt/be7A2gVHEQrP3dF6cU2Lp36N5uyC5EVHVuQx/+NnlGt2K7r3vaFXx5Yx8cpK3Fonoo5sCvyD3L9mp/5beh1dAmLYmN+dqXvdIBi4Pp23WvwSRw5ls5hRxkWg5EQY83LAO5Y9Tm7ijPKWz56L1of7v6TjiEtKiVm1YUNeyeTkbcKVXOh4m0HmJazhCBLPD3a3MBt//mDQ8d5l699uIqO7SLp1fXE5Uo3jW7HMz9t8fbx9c4pAB3atAymdbTvemPb2CD2vTuR5btzyCl2MrhDFHF1TNZ5Z9Fuvl51AKdHw1m+Lrx492Hu/H4tX99Y+7KeuuJR9SrDzceWCEmSRO+Ekx+8MOWuwQx/Yj5ZBfbyxiYSfdtF8NTljbueqMgysy8+lzG/zEXVdVRNR9N1bunekfFtfPttC+pIA4psU1Cr29/o6KgKcc0+nMPb73zISy88VeP9a1oQ3Ji4NRWDJNc4EUrVvOU/jiMXE8vx3ZiOIgW4CXBaQYEfrhpCYC073ei6zphv/mJ3XjGqDngAzBDk9HqvRzDbygcIeD9Dj64xtlUi5yz9pKLZwxFcmsq87F0Uuux8P3wiw+d+i0P1YPN4sBoMdA2L5pFuNbtg/52dyk0rZ5JuK0EHxsS14ashE4k0nzjse6gsj+1Fh3x6KttVF1P2LT4pkdV1nb0Zs1G1yr12Vc3J7vTfUNwXkJtv4/ilUqfLw/fTt1Ursvdd0JnZ6zLYkJKPzenBajZgNMhMfajq8LosSwzrFFPnczrCuwt3V8pUBnB6NKauT+PTf/XH3ADTd/wRF26hbUwQO9KLK203G2QuH5pYxV51JzbMws53J7JgSxb7s0vpmRTOgOTIJqnT7xcXTcbtVzF7fxoFDiejWregXVj919oLTh/qHGMqLS1l4aIltdqnpgXBjcHcjL3cs+4P9pXmE2QwcX/HQTzV7axqE6NGtT3uIqz4Dk0HQIIhbSK5qm1HLuvRuk7rIGsy8kgrtlGptNBZnuAUUgZBNjC6vBN53CoGVxBGWea1QUOJtVrJd9n9vq8syRR7nHQKjST10v9jWuou0mzF9IuM55z4pEqD6atib0k+4xf9WGmU3vzMFMYu/IE1424+4b6FbhsGWamYcXss+U7fdoK1QUfzEdgjeDw2ioqdfrNqdR1y8/1/XscSYFL4+/kxLNqSzcrduSREWJg0JJHAgIYP1xba/d/QabqO3a02msgCfHv/UEb+7y/cqresJijAQEKElScn1TwKUhtkWWJMz7oNh6hvLEYDkzq0aWozTmNOjSZHNaXRFnJqUxDc0CzPSePSpVMrBKLE4+KNnSsocjt5p+/YE+4bF2zh6VE9eHbRFuweFd1VxYVNgtdG92dwfNUh4urIKrX7FzxNAZcBAo42XI8NtHBzlz5ck9yRLhHe1PTzYpP5OnU96nHxl3BjAC0t3rtvq8HIte1q7zm+v2uNT/9ht66xoyiXDflZ9I6o+ryTg+Pxl85ikg2Mjutaa1uORZYUIoKTyS/Z7fNcdGg3uneIxu32rREIMCuMqqEXJkkSo3rEMapH3f+2dWFUxxhmbEr38cITIwIJreda1+ro0zaSfR9eyNeLU0jJLmVIp2guHdS6UYVecBpSzyU8zYFGSc87UhB8fLrzkYLg5558gHHnnc3nX031WzNa3zyzdbHPMHOb6mbyvnWUuqufGfvIiC4suGk0N/Vpy8DECL9CaJAkMmz+hwHUlP4tInEe304RQNLAUtnruq1jT14YOLhCYAGe6TqGcJMFc/kUHhkJq2Jkct9Lywef153dJfm4dd9fgyLLpJb5dpY5FrNi4KkelxKgGCuk1iwbiDAFcXPyqJOyC6B/x/swyAFI5eFzSTJgUCz07XA3IUFm7rmpHwHHJAqZzQpxMUFcMr55J6+8cnFPQgKMmMoT6BRZwmpSmHxNvyYJnUaFBPDviV14/9YBXD28jRBYQf2gS3V/NEMaxZOtbUFweFjoid7upNlZnOd3u0GSybCX0MFYfYejQa2iGNQqiqdXr2GVn7FkOrC78MRiUx3xwVb+r38HJq/be7TBhaR7G/iHHg2rBikmnujqO8yglTWMrec+wLt7l7E4J4V2gZH8u8NweoX5H0NXG0ZEt2ZxdmqlFozgXfPtHV59r+NLWg+gTVAMU/YuJstRyIiYzlzXdjih9VDGExXSmfEDPmXHwakUlO4jIqQDnVtdTpDF63necEUPOidH8v30beQXOjhneBKXTehc752P6pv2McFs/d9Y3l6wm+UpuXSKDeHBMR3pEt+wvxeBQFB3qhTZF15644Q7FheX1PggtS0Ibmh6hseSZivySWLTdJ2W1tolMXSPjCDYaKTEXdkzthgMdDvGq6wNaw7m8fbfu0gttDEmOZY3z+3LlI17KXK6mdihJbvk/cw7nI2OzujYNnwzZCKm8jq9EpeLj7dv4feD+4kNsHBv91680O3EIfC6cFtyH97etRq3puIp7xRgVYxc1rpzlU3+dxTk88aW9ewozGdIbDz3d+vNewNuqHfbAIKtCQzo9ECVzw/sk8DAPrUvo2lqEsKsvHZpr6Y2QyAQ1JAqRdbjOfEgZ6vVwvhx1Xe7OBFVFQQ3NM90O5sFWfsrhYytipEHOw3GaqidNzMxKYkYqwVHiYpbK5+kIsu0DApkfGLtZ6P+tCGVG39cjcPjHZ22Li2fcKuJjQ+OJSb4SPJUH7/7lrhc9Pn1B9LLSrGXh93/OJTKKwOGcnc33+YWJ0OE2cL6cbfw5ObFzE7fS5DBxD0d+3F3B/+1Z4szDnH+/N9wqiqqrrM2N5vPdm1jzYVX0j40rF5ta25sL87ik/0rSHcUMT62M1e36kOA0ry9ZoGgyTjNSngkXT++YVnzY+/BXNq3rltdblWsyE3jgfXz2FiQRbTZysOdh3F3h/51WtvKtdt5aNlypqXsRwIua9+O14YMJiKgdhnFHlUj5n/TKTgui9SkyNw9LJk3Lux9wv1f27iOp9atrBDYI1gUA9nX3kJwFf2QGxpd1+n489fsKS6stF1G4sLEtvw6xv84vNOBXw5t4vr1P+BSPajoBCom2gRGsOKsewk0NKPxYgJBM+Cnlbu4cu6aOu+/56ax9a4VJ8up0QusARgc1YqV595SL+8VZbHw5Tmj+fIk32dXTonPzFvwTjWZuS2jWpH9LTXFR2ABjLLMutzDnN2i5UlaWDeK3S4OlBb7bNfQWZiR1gQWNQ4uzcMtG6ZiPyZiUqa62Feax0f7l/NQ8sgmtE4gaKY00wSmuiLGrDQjwi2milmfxxMVWL0XGmPxnzSk6hoR5qbrVxqgKMhV1L6Fmk5fb25DYTr+Yl92zc3UQ5sa5JhuVWPW1gw+XbaPbZknl3h3KpNvd/LNphS+3pRCrs1R/Q4CQQNxxnqytUXTdJan5ZBjczCkVTSxQfU/x7JFqIWBiZEs259baXpLoEnhwbM7Vbv/vd16Mu9QKrZj1tNlSSIxOITuEU03E9asGLi8bTJTU/bg1I6bNtStV5PZ1dAEGcwVSWHHE2qs/5uevTkljHh7IaVOD2r5OLsJ3Vrw/Q2DzqixhT9uPcBNv61AkSXQwaPrfDS+Pzf0bt/UpglqQrNfwKwdVYrsXff8p0bjsN5/97X6tKdZkpJfwuiv/yLP5m3y7vKo/HtIF14Y3avej/Xz9UM5/9N/2JZVhFGRcXpUHjy7E5f0qD7Ue3aLlrzUfwiPrl7unVOrayQGhfDHuAubpI7yWD4cOpLDdjv/ZB3CpCg4VJV/tevE/d1OHAI/lekSHEsrSyi7S3OPmc4EgYqJ/2vrW3J1slzy2TKyShyVxsLN2pbBZ8tTuH3YmSEwWaV2bvptRaWZrwB3zlnDyDZxJIadeuM5Bac2VYpsLz/zTM9EdF3ngu8XcbCorFKnnXdW7mRQyygmdPQvfpqmsyevhCCzgYSQmtd+RgcFsPqBc9mRXURmsYNeLcKIqMEA9iPc270XN3bswtrcbCLNFrpHNE2P1+MJMpqYO+4iUoqLOFBaTJewCOKstR/gfSohSRIzB9/C6KUfUej2Ng9xayp3thnCRSc5BOF4DuSVsTen1Gfuqs2l8vGyfWeMyE7bftDvdk3X+Xn7QR4aUv2kJUETouMdqnIaUaXI3nrL9Y1pR7NlR04RqccJLECZ28N7q3b6Fdn5ezK5ftoKSpxuVF2nZ1w4v1w1nJahNRfbzrGhdI6tW5OBYJOJkS2a51SQtiGhtA05c5ontA+KYv95/+Wf3BQOO0sZGtmGBEv9n7/To+KnJTMADnfDd1FrLjg83hKx41E1Dbv7xGWJAkFDUKXI3n3vf2r0Bqd7uLjY6cYgy4DvharQ4duwfW9eCRd//w+2Yy5sazPyGTVlAbvuv6BZeJWCxkWWZM6OblhPMjk6mDCLibLjhkIEGBWu7lv7eu1TlQs6JPDEIt+kMpOiMLFj87zxFJzeVCmyPXuIcDFA7/gInxAcgMWgcFkX34vXx6v34DouQ1jVdDJL7CxLzWFY0smPPBMIjkeWJb6/YRDjP/oHj6bj9GgEmQ20iQzkgVHNuydzfdIxKpSHBnfmzZU7sJff6FqMCrf3TaZn3MnPthU0AmdK4pMIF3sxGxQmTxjATb+txKVqqLqO1aiQGBrInf07+Lx+e05hpczgI9g9HjJK/I9S+2VvCk+uXMPBklI6hYfxypCBnNO6aWpaj8Xm9vC/FWv5cvtuXKrGhLateW34QFoEnd5rqacqI9rHsPt/5/PFihQOFtgY0S6a9F35DLvxV2wOD8N6x/O/W/qRFH96zz99blQvJnZsyfdbD6DrcGW3RAa1jG5qswQ15UwR2Tvv+jevv/o8gYFWnn3+1Srf4H9PPNwghjUnruzehi7RYXywZhcZJXbOT07gup5tsfoZwi5bXd4m/scVVKu6TnCQb6j4qx27+L/FSyvKbtbn5DJx9lx+O38sY1q3RNN1Pt60k/c3bKPY5eaCtq14ekgf4gJPvpH+idB1nXEz/mB1Vg6O8gYXU3ensPhQJruuv5wgk2gL2BxpEWrhv2O94wJvf3Exf60+hKN80PufK9NYtSWbvydfRFRY/ZegNSf6J0TRP6F5df4RnJlUWTwXFxeLUj5SS5blKh+nC9tzCrl2+jK6fjCTK375h01ZBZWe7xEXzicTBjHz6pHc0b+DX4EFkIKc3ik5x96OySpSiJPb5i/j3J/nMv9AOuAVskeXr6pU1wpg96g8smwlALf/uYz//L2aHflFpJfamLJ1D32+mUGBw1l/J++HNdk5rMvOrRBY8NYbFrlcfLtzT4MeW3DypGaWVBJYAE0Hu9PDV7N3NaFlAsGJOIkxd820U1SVnuxTTz5S8d9PPP5QoxjTVKzNyOPsL/+syEzcmVfErN3pzLl6FGclVT+27VgGxcXxZ6uDOPPNUBYAsgZW79j0QyV2DpXYWZaezasj+nNj92Ry7P670ewsLCStuJRvt++tJHRuTSPP7mTwN7NICgrluu5tuaJLUr03G9icm+93e5nbw+qsHO7oUa+Ha3Q2r01j+rdrKSywMfycjoy7tAcWa9P0dm4Idh4owGiQK4ksgNOtsW5HTo3eI7fUyfvLdrNoz2GSo4O5f0QHusWH1ckeVdP4ae9evt61C4Msc1OnTlzctq1IBBSc9pyw41NJSSlZWdm0bZuEoijs2rWHn36ejt3uYPiwQYwfd25j2dmg3Dd37dF5rXjv+G1ulbv/WMOWO2vXvP62jt15c8t6XBFl6BFlYDOD0wzHtBW0eVQeWbKWG7slE2IyUuD0HRTfOiiI9YfzMClyJZEFcGkauwqK2HW4jKVph/lx+wF+u2xkvV6w2oeG+G1GYjEY6Bp5aieQTPt6DZ+99TdOhxtdhx2bMpj50wY++vkGApr5TNmaktQi2G+LTqNBpnNSWLX7pxfa6PPmPIodbhwejWX7c/lhfSq/3DCUcZ1rN49Y13UumTuXBYcOUVYetVmcns7lqalMGTUK8HrYPyw5wPxNmSRGB3L7ucm0jWv4sZeCZobOabcmW6X7s3TZSsZdcBnXXHcbl11xA6vXrOeOu/6NrutEhIfx6mvv8uv0mY1pa4OxJt3/EPdthwvxaP57CVdFtMXKqguvYlzLJEyyjOwxgZ++vYoksSO/iMf79SHQUPlex2ow8Nyg/rQKDvRb83fsF7HM7WHhgSwWp2bXys7qOKtlPIkhwRiP8ZAlwKzI3NDFN+HrVKG0xMHkNxbjsLsrssadDg+ZhwqZM61h+gk3BR0Tw+mZHIXJWPknbjLI3Dihc7X7PzVvK/k2F47/b+++o6K6ugYO/+6dTu+gIMXexd411tg1xphieu/9Te/tjUm+lDe9JybRJJpo7F1jj733hgiC9Db93vv9ASI4gwqCoDnPWqyVwMydMyPMnnPOPnu7i3//FU3D6lK487cNqF4S+87m79TUcgEWoMjt5teDB9mRlUW+1Un7J+by8Dcb+W1VEh/M2kubR2ezcGtqpR5HuExoF/BVB1UYZD/74ltuufl6/l46m9GjhvHkUy9w79238fKLT/OfJx/muWcfZ9off13MsVbaoYIcPty9gc/2bibNVljh7UIs3pcJfY16dFWYHTYOCGLOlVfhuO0RBsZ4zxJ2KioRPmaeaN+WV7p2IshkRC9JRFosfNq3J9c0aUT7iFCaBgeWC3SlFF3pfxa53Cw4XL1vSJIksXzcCEYmxGKQZXSSRPd6EaweP4pQS+01G7hQe7alYjDoPL7vsLtZtWh/LYzI0+7sHN7fsp2vdu4mq4LthPPx4ysDGNk7HqNBRpYlWjUM5ve3ryQm8tylBefvPeE1Sz7H5uR4nrVS41iYnFwuwJ6iqCqLjx/n//7aQ9LJQoocxbdxuVWsDoWbPlxT6YAuCHVNhcvFx44lc9Xo4VgsFm6cMJ4vv/6BLp07lv68Xbs2pKSeuCiDrIo3t6/mjR1r0TQNWZJ4ctNSvuk+lBsatvK47aPdmvP6ih3lCkhY9Doe6Nz0gpdgn+zchlUpJ8slNxllme71w2kQUPxm90T7tnSOCGd3Tg6dwsPpHFV8llaSJBZePYQb5y1nefIJVA3ciobmkstt8pt0MqEVfFC4EGEWM3+MHIRLUVE0FbP+0u8n4R9oRvWyOiFJEBRasxnb56JpGo+tXMNXu/agqBp6WeaxlWuZNnQQQ+MrX1DCz8fA/57szfuP9cTlVrGYzv/fL8hsICXP88iZqmr4myq3pB5qNmPS6XCcse1h1OkINpn4es1+7C7Pf5Mih5u9KXm0bBBUqccThLqkwpms0+nCYCj+Y9LpdJjNJixlZjAmkxF7DWe4VtW27HTe2rEWu+LGoSrYFDc2xc0da+eRYff8FP5Uz1bcntgIs04mwGTArJe5vnU8r/dLrPAxFFXl7/0nmbszlQIvlZ9OGRQfzXt9O+Nn0ONvNGDW6egZHcm0UQMAyLLZSZwyjRGz5/OfVevoN30W/f6cha0kKIf5mJl/9RBO3HsDW28ag69mArX8P5tOkpjQumEVXqnzY9DJl0WABWjWuh5Bob5IZ9QgNJkNXDWhYwX3ujiWHk/hm117sbkVnKqK1e3G6nZzzfxFWF0V/46di14nVxhgixxu5u1OZdmB9HJ7uA/3blrcxeYMPRPCCK5kgtj1TZp4XRGSgLENG+JbwdhUVcOnEh8MhMuEKlX9qw4662/w0mUrsFiKz9MpisLfK1YTGFhcd9Vq815YoS6YcmSPx6dmKA5Gs48f5LbG5VNjZUni42FdeK1fOw7lFBIf5EuYT8VLopuPZTP0kxUUOYsDoarCZ9d34Nbu3gPdfe1bcGvrJuzOyiXCx1w6gwW4d9lK9uTk4iozu1qXls5L6zbwbq/upd8LNpsINpuYf90gRk9dhlNRi3d6JZgypjf1/Wt3FnapkCSJd7+9jqfu/JWczCJkWcLtVrn7iSto07F2y+5N2nvA67KqTpJYnJzCqIbx1fp4kzclcddv64vLhmoaRr3M7Lv60jU+lALFiaTTKFe0W4YiKh/s6/v6Mu3KK7lu0SJObYQbdDpmDB1KgNHIA8Oa8eBX6ylynP6blWWJ5tEBxEeIrjn/OpfZDkGFQTYqMoIffpxc+v9BgYFMnjLN4zZ1kaKp5VqLnaJpmvdEohLBFhOdLGfveON0K/T/cDl5tvJvNvdM3kin2BBaRwd5vZ/FoKdjVPnD8W5V5a8jR8sFWAC7ovD9nn3lguwpPRtEkPboNaw9noFb1egRE45J77nHKFQsOjaYnxfcy/6daeTn2WiZGI2vn4m0zCLcbpXoSL9qP1qSk28nt8BJgyg/9DrvC0jKWZLs1LP83lbF/pP53Pnr+pLSgyXBzQFXfrGcE6+N5sv1h3Dr1OK1LpXiaacMW0/kkFlkJ8y3cvvyQ+PiyLjtNlanpaGXJLpHRZXUBIebr2jImr0Z/LT8CHqdhCRBiJ+JP5/pW51Puc5wKgpJeUWE+RR/cBYubxUG2ZkzplzMcVSr8fEt+GzfZqxK+VmBisaImEYXdO15u06Q73Rw5kq7063y3vI9/DDBMzBWRNG0Ct88z6x/XJZelukdW7nzu0J5kiTRrE09AJJS87n2mQUcSMpFliQiQix89GxfEptdeCm+/CInj72zglWbU9HJEiajntcf7MaIvgket53QrAkzDh/1mM26VY0BDaIveCxl/bD+iNcjPqqmMXfPCeyn+rFKQJnPcJIEDnflMu5PMep09Iv2fB6yLPHV/d14Zmwr1u7LpF6whStaRyJX1FboEvbV1n08tWwjiqrhUlWuahrHt8N64mMQy+JAnc4SrqrLp2RTGZ3D6nF/8w746PTokDDIMmadng87DSTKcmHLT2vTTnhtGAASG9JOVupaJp2OzpHhHgd8dJLEsCokugiV53KrjH9yHnsOZeN0qdidCsfSCrnxmQVk5VY9s/eUe15dyrINx3G6VGwOhdwCB0+8t5LNuz1/V4bENeCaxg3x0etLj0tZdDp+HHgF/sbqTWzLtjpxecncVTWNXJuTq1s1wOhlxh0T4EP9gJopydgwyp8JfRPo3zbqsgyw8w4d57HF68lzuCh0uXEoKjMOHOP2Oasu6LqapqFV80qHUH0u249P73bsz40JrZiRfACTrGN8fAsa+gdd8HWjowzey3fJKiGRlf9F/3bAFfScOqM4Qcut4KsvTpD6Py9LxUL1W7bhOEU2t0e/YEXR+HPxQe4aV/VuVMfTCvhnZzraGRM/h0vl3UlbmPL2leW+L0kS3w28gvvatGLO0ST8jUaua9qIGL/q35cc0ao+P29MKs0rOEVRNQY2jWJsuwbM2ptCWqGdIqcbk17GIMv8NL6HqNJURW+t3Y7VXT5XxO5WmHHgGDl2R6WXjtPybTw4fROzdhcf3xvdKpqPr+pIpP+le8QOuOxmspdtkAVoFxJJu5DqXVYd2TCBx6I3oKT6lWSzSSCryH4u7upa+VqDLUOCOXjz9Xy3ey87s3PoEhnOzc2bVvvMRfAuPdPqddnU7lRITq/4bPX52HU0B0XTPJaLJGDHYe9lKyVJoktUBF2iajbfYViL+vRqGMaqwxkUlZRe9DXqeKh3U+JCirssfT+iG3f9/A+HCgvwNeh4eXAbusXWftF9TdP4fP0B3lu1h8wiBz1iw3lvaHtaRwbV9tDO6nhBkdfvG2SZk0X2SgVZp1uh28eLSMmzlZ5nnr7zOBuPZ7Pv6eEYKtj3Fy6+yzrI1oR4/0DuG5DAN5v2Y081gypjCLfTsqGF6xo2r9I1Qy1m/tMxsXoHKpyXxOZheFuZ9DHr6dLmwj6g6cx6pAoKdrmNtZusJssSs+/qw9StyUzelISPUcdd3RsxsFkUAJsPZzPk9aVYSzJ+s3Hy7KStuBwqT4xqecGPf7LAzhvzd/PXjhQCzAYe7tuEO7o3PK9l4mcWbuWTdftLz7UvOHiC1V9msPn+ITQJq7tt/HrHRHIs/7DHqoksSSQEVW61YsbOFLKsznIFQ9yqRmaRg1m7Uxjb5hJuUC9msv8OG5Ozmbh0N/szC+gZH87T/VqUfsL/X9cB9IlqwOd7t1DgcnFdQkfua56IUSeyfC81bZqE0SOxHqu3nsBeElCMBpkGUX5c2SPugq7dvlEoBT46/KxK6WxWo3gBpEe36k1kqgq9Tub6jnFc39Hzeb44ZRu2M5oLWB0Kr07dwUNDm2H0UjXrfOXZnHR8ZyHpBQ5cJasIj/65hY3Hsvny+s5nv6/dyf/W7j+dmFXC5nLz37938d3V1b/NsiYpg3dW7OFITiH9GkbyVJ8W1A+o/JG5l3sl8teBZIpc7tJTDj4GHW9f0bHS7x17TuZT6PA87lXkdLMnPR/aVHp4dYcIspe/2btTuPanNdjcSnEB+fR8Jm9JYsMjg2kS7o8kSVwT34xr4pvV9lCFavD5i/2ZNHMPU+btx+VWGXVFAvdc0waD/sKW3EL9Tdw0qgWT5u7DXOhGp2nY9DJKkImXxrerptHXjC1Hs70m+KmqxolcG3HhVd8n/mbNYbKKnKUBFsDqVJi0/igvDGlFg+CKA9jBLO9L+IoGq49lVnlMFZmy7Sh3/vlP6ax5T0YeP205wpaHhhIb5FupazUKDmDTbSN5ddVWViSnE+Pvw7Pd2zKiceVnnS0jA/Az6T0Cra9RT8vIwEpfT6g5IsieQdM07v1jY7kSiy5Vo8Dh4tm525h2S69aHJ1QEwx6mTvGtuKOsZ4lNy/U+zd3pHGUP+/P3kt2kZO+LSKYOCGxzhdZaBjhz4kcz+xqVYPwgAtLrFm6/2TJ+dzyjHqZTceyvQbZk0U2vtl6kI0pmR6zWAA0UL18+0K4FZWHZp3xXqBo5DtcvLpkB99e3a3S12wcHMBPI/tc8NhGt4omzMeE3aWULhnrZYlwPzMjWlauS5JQs0SQPcPJQgeZRZ7lIlUN/j5cuSM6tUHTNJYdT2XJ8RTCzGZuaNaYSB9RDaq2yLLEg0Oa8eCQS2vV45Vr2zD67b+xllky9jHpuHNA4wsuddgwzA+9LHk0IFBUjRgvAXZbejZ9flqAU1GLA6wsn046LEN1VO8649HcIq8B3a1qLD6YVq2PVVlGvY61Dw3kkb82M2NnChIwpnU0/xvT8dJPehLLxZc3f5O+wn/kUJ+6XZ3FraqMnj2fv1NPUORyY9bpeGHdBmYMv5JBsd67AQmXF7tL4a9tKZzIs9GjURid40KqdORmYNt6fP9gdx77YRMZeQ6Mepn7hzThrRsSL3iMD/VtwndrD+MuM/XUyxKNwvzo2MCzV/Hts9eQ7yhTYc2ogksuLlSlScV/rw6JhOjq7T8bYjHiVry/GUT41f4xmagAC7/d1LO2h1G9arAYxe69B/j0q5958ekHCQz05+cpM9iz/xA+FgvjxgwhsW1xQt+Wbbv4468FWG02WjRrzE3XjcFsNmGz2yu8z9mIIHsGH6Oe8e1imbr9WGkvTShOUPjPFVXLHr5Yftl3gL9TTpRWDDrV7P3a+YtJv+MmDCIx67K2+0Qeff9vKXa3itOtYtBJXNE0gun39qpwdpNZZGfxoTRMeh1XNq6Hj/H0W8L4HnG0aRjEigMZNA73o1/T6qnC1DTCn+l39eL2X9aTY3WiaBo9EsKYcmt3jw8EhU4X20/mlL+ARHGgVYDs4iYmPkY9T/ar3r/PEB8TVzatx4L9J3CU2T/2Neh4qs+FZ1gLF09hYRF/zVmMj09xIZVZc5dgNBp55/WnSUlN59OvfqJRQiyqpjF56iwevPsm6tePZPJvM5k9fynjxgyt8D7+/mff+hFB1ovPr+5EnsPFwn0nMOl1ONwKD/dqyu1daq7TTXWYtHd/hX0716dn0LN+VC2MSrgYNE3j6i9Xk1XkLJ0IOBVYtv8kX/x9kIf6N/W4z+f/7OfxeZvL9SueMaEP/RtF4VZUJvy4jpk7UoDiZe/oQAs/TuhKbqGTZvUCaHgB+8qDW0SR/PpIjmYV4WfSE15BAQW9LCMh4XV6I0GA2YBb0XhzWFuGtKhX5fFUZNI13Rk/ZRUrjmRg1Mm4VJVn+rbkmjaiIluN8Vbs5wL98vtMRg8fyOTfZwHwz4ZtPP/UA+j1euJio2nTqhkbt+xEVVXatm5OXGxx9v/IYf15893PGDdmaIX36dfn7HvzIsh64WvS89dtvUnNs5Gca6V5hD+BNdCvtbpV1GBeA69ty4TLx5HMIpKyrR6hyOpU+GbNYY8guys9lyfmb8HuVrFzepY2+pcVpD0zlq9WHeTPbcfL7ZseyCik5/8twd+tw+lWGdwmit8f7Impisd5JEkiIezsgdqs1zG0UX3mHUopVwbSrNdxZ9vG3NiiMa3rBVbYLu9CBZqNLLitP8m5RaQW2GgZEYi/ycDh9AJyCp20jg2q8vOvCk3T2J+Vj9Wl0CYyqLTJglCxVWs3EhIcSMvmTQAostpQNZWQ4NNZ2FFR4WRkZgMa9SJP1ywPCQ5CVVQKi6xnuc/ZiSB7FvUDLdQPrJk6rTXhjpbNWXMi3WM2a9Hr6Rxx4cXuhbpL0TQq2no9M8EI4MctR3B6KfQvSTB7XwoTF+31ej9N1si3u0CDRTvSePb3bbw/ocMFj/9svhneg34/LyApv6g4ixiNXjERvDeo00XrQNUgyJcGQb6kZlvp/9JidiXnodfJSMCnd3Xmxj6eDR+q28HsAkZNWUZSXhE6ScKgk5k0pgfDm15m+RZV6z/h1cmMLNb8s5nHHrjtnLeVJCqoS39mil35+5yLCLKXkWuaNGLWkSSmHz6KW1Ux6nRIwIzhg9GJT7x1mr3kmIi5ZFZks7vQ62QM5zlLahzuR7ifiaRsa7nvWww6bugUS5HTjW/JfqvDrZBrc3pt+6iqGlanm6wiZ8UPVhJ8bS6Fr5cfqlSQtTsVJInS2Z/V6cagk8+aERvua2bH3aNYlXySw7mFtIsIJjEq5Lwfs7pomsaQN5ay+3g+iqpxqkXgPV/8Q/P6AXRqHFpjj62oKv1+WERKQfnVivHTVrLt3hE0DqnepK9aVY2JT5u27uRE2kmeeeldAOwOB59++RNut0J2Tl7pzDQtLYOY6HqoqkpqmUYv2Tm5yDoZX18fZEn2ep9zEUH2MiJLEj9fOYCtGZksPZ5KqNnE2EYJog5yHXY0s4jbJ61n5YEMADrFBBF+OJ/Ug9lIskS/PvG8+GQf/P3PntkuSRK/3dmDQR8tx61q2FwKviYd5iCJ1/7Zwctrt9Mk1J8g2cjGozmosoZs9pw0KJrG4Cb1MMkybrfi+RFegwZZDvSqRpavnkKKO8CcK4P5yIkCHv1oNet3ZyBJ0LJ1GCf8NfZlFqCTJMa1jeHzazoTYDZU+Px6x0bWaovH7Um5HE4vKgmwp9ldCv+bt49JD/WoscdedjSdPIfTI/64FJWvNh3gnUE1u5pwqRo6qC9DB53uS/zCa+/z4D038feq9cyau4QJ144iJTWdHbv2MWbEIFRV4413PiGpR2ei60cya+5SundpD0CXTu283udcRJC9DCWGh5EYXvuF3IWzsznddJu4mIwCR2lf4XVJ2eg1jZaahuzWWL7iKKknCvjpy6vOGci6JoRy5I0RTN6QRHKOlbnJKRzMLijtTbw3M7/kiIQEboq/dBT3uJCK9zlfvKI10QE+jG0bw0+bk4pvXybvSLZrGBUNCQgrdNM4yv+c4yq0uRj2xFxyChyoGih6WFqUi2Yrvp+CxrTtxzmWa2XlQwOr+nJW2aLkZB5ftYY9OTlEWCw817EDD7Rp7fG80nPt6HSez1XVIDnTe/H/6pJeaPc6wXOpGsn5NfvYl6NRwwYwacp0nnpxIj4WCzeMH1WaJXzduJF8/cOvWG12WjRrzLVDhp/zPmcjgmwVOBWFtzds46ude7C7FUY2jOO/PTsT5SuKPlwKFEVl8tSd/PrHDgqLXHTrHM3D93Qlun5xcfmsAgcvTNvOHxuS0csSt/RJ4KUxrbEYq/fP5Y/NxylyuEsDLACShCpr5PkbCM534XKrHD6Sw579mbQ8jybyoX4mHurXlF3puXz6xb5yR09KGTRwymAHk0mmY0IwifWDubVDQzrHFC95vj22HfN3nCDH4cStUbxZ5YbIDGfp5FYGdBk2r+NwuBTemrebb1YfwZllR291lhbGtwXpPAKGU1HZfDyHHam5tKkfdM7nWV1WpKYyZu58rCV5DCesVp5Zu45Cl4tnOpafHXZqFILT5fl6Wow6hrWv2SpLPWPDve6R+xr0DGl0GVV4quGm7W+89Hjpf99z+/Veb9OxfWs6tvdscWmxmCu8z9mIjboqGDt7EW9v3EpKoZUsu4Of9xyg4+TpFDjPso8l1Bmvv7uCz77dQGpaIfkFDhYvP8INd/5JVrYVu1OhyysL+fbvw2QUODiRZ+fD+fsYPHF5tTfGPpRR6LXIuypLOI2n/zQlWSL5eF6lrn0wu9B75qlEmb96CYdDo0e9cD4d1ZkG/j48NGUTDZ+fzejPVvLGVW14aWgr+jWOICDXTewJG7728hWQcvLsXl+XEZ+s4K3lu0iVCskKcZEXJqGWPK7bCN5aH+l1EgczL6y9YGW9sG59aYA9pcjt5q1Nm3Ep5Z9riL+JZ65qia/p9D65ySATGWjm7kFNanSc8UF+3JbYEN8ye/QWvY6EYF+uax1fo4990WkX8FUHiZlsJe3IzGZZciq2MuXW3JpGrsPJpN0HeCCx+uvfCtXnZEYR8xYdxFmmXKCqatgdbqZM20lQq3BO5tnLFa+3u1S2JGWz5kAmPZuGk5Zr4/35+1i6O534MF+eHNacbo0rvzzfrkEQ/iY9BWcEWlkFc5lgpigqTRpVLqmmTWRQ6TJxOafzdQDwM+npEBNCZqGDxDcWkl3kwKVoHMksYs+JrTzSvylLn+jHoNumcTTb80NkbD3P5eLNx7JZdiINxaKBBBoStghwBuoI3q9gsGm4fDSPQOt0a7Stf3GL2+/OyfH6fbemkmG3U9+3fBOAl8e3pX1CCB/O2UtWgYPRnWN4bERzAn1rPu/h02Fd6BMXyacb9lHodHNtqzge7NLsomVYXzR1NFhWlQiylbQ1IwvZyx6U1e1mzYl0EWTruAOHszAadOWCLIDTqbBtZxpms+x1dqmoGluTcogP8yXxhfnk29043Sqbj+Ywb/sJvruzC9d2K24ZdzitgE/n7GNfSj69WkRw95AmhHhJXBrRpj7RwRYOZxTiLCnfJ2kaRpdKQGHxGEwmHV07RtMw3rPc4Nk0DPFjVPNoZu1L8SzG7yr+/TXIEhF+Zsa2i+GtubvJtTpxlSkjWORUeH/JPp4Y3Ixn7u7CI28uw1HmdTMZdTx99+nWdJuTsvl0yQFWHclAMWjlk6YkCUWG3Pp6ZBdIasl7acns1mLQMaxFPRqFXdws2WZBQaxJ86xDrJNkwszeC2SM6hzDqM4X/9iMJElc1zr+8pu5XuZEkK2khADvbwJmnY7mwUEXdzBCpUXXC8Dlpei7TicRHxtEQJQ/PkZducL4AAadTHy4L6//tYtcq6t0f0yjuODDA5M2cXXnBqzbm8nw15biciu4FI2/d6bx8ey9/PN/Q4kJKz8r0utk1jw1kOdmbOe3jceQkBjZOoqgo/lsTLNjNusZO7IFd91SceZoXr6dv+bu4/DRHFo1D2fY4Cb4+hTPqn6+pgf//XsXn68/QJHLzRXxkYTojczeeQJF1RjbNoaJIxMx6XUs2ZuOw8u5WZNex9bkXOrFBJLuY8BHUdErGm6dRK6PgejYIAB+XH2Y+3/ahN2loppVCOR0kNUAqwRuCbdRAiPokYgJspDlcOBr1HNfz8Y8O+Dilyp8o2sXhs+Zi63MkrGPXs9/2ov+0EL1EEG2knrWjyQ+wJ+9ObnlEhEMssydbep2bWMB4mODaNMigu27TuIsM8MzGnRMGN+WwFAfXvpjBzanUrpqpZMlQv1MDGlbjwcnbfKagGJ3KRw+WcidH6/BWmYmbHequNwOXvplG9894nnEI9jXyOcTOvH5hE6Vfi5HknK45d4ZOF0KDofCwiWH+OqHzfzy9Vgiwn0x6GRe6t+Gl/qfu4N3XKgvaw9nceZTc7lVooMs3PfFerI0jcyyy6KqxgNfb2Du8/144OdNpz+YeJwLAtzlu+a4NY30fAcb/zOIlvVqr/9pv5hopl45mMdXreZAXh6hZjPPdGjP44l1u9/vZe0yWy4WiU+VJEkSS68ezpWxMRhkGYMs0yY0mGXjhlNPZBdfEj54ewj9esdjMMjo9TINYgL43ztDiY8NItjXyKoXB9EhIRiDTioust8iglUvDkQnyxXW2HUrGqqqkZxp9fiZomrM25RS7c/j1Yl/U1jkxOEoDm42u5ucHBtPvbyYydN3sWtfxnlf64lBzUoLYZyi10FCtA8Lk1L5Oznda4LTyj0n2XAkq3yxEwfFgfbUzV3ej/iomsbCvbXbMg5geHwc+268AeX+e8m44zaeaJ9Ypc5FQjURiU9CuI+F2WOGYHW5cSoKQea63QJPKM/P18jbrw7E7nDjcLgJ8DeVe1NtFRPIxteGkGd1opMl/MoUSHhyWHNu/+YfihxlZsF6ma4JIWzZdbLCDGR/i/ciC1XldCrs2HXSowycomps25HGjkNZSJJE907RfPDqQPTn6DHaITaESbd15d5fNmJzKrhUFb96EkfUPJ5atBk1WoMo4LBWLmhaTHoCfYyo5abAEmQBwRoYqLAmnV6WKiw+URvK/g5sPpbNvvQCWtULpG1MUO0NSrjkiSB7AXwMenwM4iW8VJlNesxnKSwf6OOZMXp1pxje/XMnG1PzSms0SHY3SZvSeHlrevF+JeU/VPuYdNw/zLMLzoWQ5OLOOKq3+sJQmqC0dmMK02bt4box507Iu7pDA8YkRnMoo4gftx/ig3/2nE6akikOlg2Aw8XfMhtkbruiIe0aBFEv0MzBjMLTQV+RIFMCi1Zc8OJUUYszjG1Xt+ruFthdDP1kBVuP5yBLEoqq0S0hlFn39y7XBlCoSXV0SlpFF325ePfeAzzw+MukpWdgs9v5+vtfefzZN3nhtffZun33xR6OIFTKT4sPcvxwLv55biyFCsG5TkJyXbicCkU2N75OBb2mFc/SLAbMBh1XdY/loRHVu19v0Ovo2zMOvb78n7AGqGWCmd3hZursved9XZ0s0zTSn992Hy13TA0oDpJm8PPTYzHq6Nsqknduao8kScx9rC+xIT74m/X4m0uCka8KgRr4aWAp3qj1NeoIMOsJNBuYeXdvgrx8kKlNj0zdwsZj2RQ5FQocbqwuhTVHMnl2xvbaHtq/w4UsFdfR2HxRP5qdb+Pc8ylVJQi14as5+7A6FCRAr2iYzyjvKwPBJVWBPnukO+0SQoiPrJnf5xf+04ejx2ZyIq0QRVVxOIqTtdQzzp+6vGQNn4vLywwZwGiQ+ej2jvRoFE7z6NMJS40j/Tk8cSRrD2WSlmfnlllrKCobo02gN6t8NLwTDQJ96ds4/KK2iDsfmqYxeUOSR5a13aXyw7ojfDRe1Ae+KOposKyqizqTPdU411RSsP6fDdsYOWyARxNcQairiuyeZ2i9kdwqIzrH1FiABQgKNDP1x2v4aOIQnnqkJ4FhPig6qVz/LZNRx4iBjSt97etax2Hyso/bKNiP2/s0LhdgT5FliZ5NwtH7Ssh6z7VhSYJD+QUMbhFVGmAdbgVFrcbeZhdA0yhXhKQsb8ebBOF8XLQgW7nGuYJQN43qHovRcPrPRpE8P3hLEnRuGYHuHMlG1UGSJDq1r8/YkS344PXB+PgYMRmLA5iPRU+j+GBuGnfuIzxner53axqF+ONXsg9p0esIMBn4eWzPc9432+rwulfsUjUyihwAbD6ZSafJ0/H59Ht8P/2eWxYsr/WypLIs0atRuMfWsSzBwOa11/1HuLRdlOXiyjbOFYS66vFrWjNzzTFO5tqwOhQUgw6dU8Ggl3G5VUwGHUaDzNsPdquWx9u9L4N3/7eGXbtP4u9v4sbxbbjlhkTkkiXhn7cc4eXF20nOt9E01J/nX+uL41ABaRlFdGoXxRU94s6ZWXzKjpRcHv19C6sPZuJn0nNf30a06O3P+pQsEoJ9ubFtQ0J9zp1Jf0VCJG63Cmka5FP8KcQXfGL0DG9Wn+SCQvpOnU2hywWAQ9H4bf8hjuYX8Pc1I6v6UlWLz6/vSI/3luBwK9hdKhaDjMWg56NrxFLxRXOZLRdflCBb2ca5glBXBfuZWPPxCH5bdpjl29KIj/Ln6l6xrNpygm37s2jZMJiQSD+u+3gtyVlFdEgI4a0bEqvU0PtIUg63PzATR0lxi+wcG599t5G0k4U8+3hvvtlwkEdmb8JakgG862Qed8xazx839ObWZm1RVJX/bdjLJxv3UuB0MaxRNG9c0Z6YAF+Px0rKKqLnO0soKFkOd7idvL9oP2M7xPDT7ef+wKBpGl9s38sHG3eSbXcgpeiggNNvmIXgOqzQp0EEE7duxXlG8X2HorIxPZOdmdm0Drv4DdlPaVkvkP2vDOOrlYfYmpJLp9gQ7urZkFC/6jmmtzMll2en72Dt4UzqBVp4bmgLru8SVy3XvmxcZkFW0qq7tch5KNs41253lDbB/fSrn3jx6Qc9Ep8OHsukcazojyrUDLeiMm3WHqbO3ovLrTJsQGNuHtcanyqcbf12yUEe/nZjubKMPiYdf786iE6NQ1FVjR9WH+HTJQcocrq5plMDnhzS3OtxoUdfWMjyv494nnyRICQmgLVxYJM8/3zbRgWx7eFh3DpzFVP3JpUGYZ0kEWoxsfueUYT6lC+q8fCvm/lixcFytYsBTHqZQ28MJzr47IVWHl66lm937C/uaFMgwW5j+TTnktfhnRvbM8d+mHlJxz2uEWA08MPgvlzVOOGsj3Wp2nMiny7/XUSRw10aR3yNOl4e2Zr/DBbV4gB+W7Gf677bXOX7H3htYJ2LFbVa8WnUsAHYHQ6eenEiX//w23k3wRWE6vTkq0t474v17DuUzeGkXL7+eQu3PDKr0lm5iqLy9E9bPOoeWx0Kz07eCsCd36/n4V82sflYDvvSCnh3/l66vrEIm9MzoWr91lSvdRwUDY6lF2HzqF9Y7EBmAUl5hfy2+2hpgC2+n0a+08WXWw543GdjUrZHgAUwG3TsTSs4y7OGDKuNr7bvPd0yzur9bcXqUNh0OJtu9SIwe6kL7FJU2tTiLLamvTJ7J1anu9xErcip8NrsXdjPbOIgXDZq5XT1+TTOFYSLYe/BLFatT8ZepoKTw6mQdDyP5auTGNT3/GdVGfmOcpWgytpyOJuD6QVMWX+s3Buqw61yPNvKr/8c47beDcvdp0iWKF/xt5gEuCQJ2Q2ql8l2fLAvW9OyMep12M/IlrW7FVYcS+e5nuWTodrFBLHhaLZHXWaHW6XJOTKkd2bmYNbrcSgliUsW78Hfx6ijbVwQN7SN56Mtu3CqSmmtZItex5VxMTQOqr06xjXB6Vb4dU0S0zccZ/HRkx61oU9JyiqiWVTAxR2ccFGI2sXCv9rWnekepQkBrDY367emVupawX5Gb73IAWgQ5su6w1novdygyKmwaJdnDd+Y1lEec1UVyDHq0ANhKS6kM2afPgYdbwxqR3yQn9ejMQZZonmo55v5E4OaYTqjsIXZIDOkVRSxIcV7uAUOF5+v28+9M9bz+br95NuLE5fiAvzK77H6a2DWoMxStiSByaDjlisaEuFjYf31YxiREIePXk+4xcwTHdry27ABHuM6X/tzcnlhzQYeXLaahUnHKyxveTE5XAq9Xl7E/d9tZMbG4xRavR//cqsqUYHea2Kfae/JfJ6fu42Hp29iyYG0OvE8q5UoRiEIl5fwMB/0erlcn1QoPl9aL6JyWxcmg457r2zCFwsOeOzJvnRNGwIDjF6z540lbfTO9NKtHRm++yRhuTbMioYKZJn15Bt1RNsVgtKLHyMr2oBqkIgOsDBxSHvGtm4AQOvwYLakZeMsE2yNOh0PdW7h8ViNI/xZ8ng/7p+8iS3HcjAbdNzZK4F3rk4EICmniC6fzafQWVwFydeg4+XFO3iqS0tsNoXmAUHszsvBoajFU+1WTnRHjUjZMqqq0adlBF/e05XgkgSiRkEB/DVqcKVe34pM2r2Pe5etwqWquFWNH/bsY3BsDNOGD/La+/li+WnlEXal5GE9tbrhUEEnlztCYTHouK5zAwIt56589fW6gzzy1xZcSvHz/G7DYUa0qM+UG3tcXg0N6miwrCoRZIV/tT5dG2A26bDaXOVmtLIsMerKJud1DU3T2LYllSOHMrm2WRiapvHlwoOoWnGAffvGRK7q2gBV1QjxNVLkUFDLPJhOgmCDnh+WHWJEx2jCAopnNV2bhvHdc1dw35frOZpvR1U1/Fwq9YqKZ5ASUC8XHuiWwHMPdPM4qjPvugHcOms18w8X7+3GBPjy3YgeNAr23hO5a0Iom54fjKKqyJJU7o37wVkbyLI6UUrGXeRSKHIqPD1/K2oGmM06fBqZ0EwOJAki/S18dW0vBsdFo6pajZ0ZznM4uXfZqnIlIItcbhYeO87Mw0mMaRRfI497PqauO3Y6wEJxyz+bhmSR0OsldLLEzd3i+Ojacx8PyrY6eHjGZuxl8gSKnAqz95xg3t4TDGtRvwaegVAdRJAV/tUMBh0/fjSSR15azPET+UiSRJC/iXde7E9YyLlbFxYVOXn4nmkkHclBVTVknURUvQCOfH4Vml5HmL+pNMDIssTyp/tz9aer2Z2ah06W0LnBnu/mtd+LK53d99UGvr6vKzf2Kd4LHtWlASM7x3Ayz46fWc/3v+/k6ynbQAJV1RjSN4Fn7uvq9SxssMXEX+P7U+h0YXMphPmYzmvGU65tXYkF+0+UBthSEqgmDdxgL3Tj2AHjujVmSLt6DG1Tn3olGck6Xc3NspYdT8Ugy9govxJR5HLz676DtRpkg3y9zE7dGr4umHJfTwa2jvJoL1iRxfvTMejkckEWoMjp5retx0SQrcNEkBX+9eIbBPHX9+NISSvA5VKIiwk87+W3zz5ayaEDWbjKJDMlH8th4ptLGXF3V1rLgYQHnN5viw/zY9PLV3Isq4gDaQWMeGM5TreKs8yb592frSNMloiL9KN541AkSSIyyILLrbI8s5CDIWbMaDhlmaV5Np52KBjP8mbtZzTgZ7ywlnJ6WcaleknqKhN3NQWmrk5mwaYTPODeyH9GtuS1a9te0OOei7fSj1DSy0B//m9vGQV2dqbmERfiS8Pw6jnhcN+gJszenOKRbR7kY2RYu/qlBUXOh1Eve800l6TiJefLymW2zyyCrCCUiI7yvox6Ngvn7SsXYAHcLpU1Kw7zrcOJQ1G5q28jPryuQ7k31dhQX6auPlZu2RggwOGmfo6LZ95YhkGWCAm28Pl/r6RhbBDvzNzN3K2p2BQVK4CisO1YLnd+uY4/nuhTlad83q5rG8sv25Jwls1WVoGiMjcq6f2XbytO8Hl/zh66Nw1jaPviWZamaRxKLUCWJRKi/KplH7F/TDSSl/Bj0eu5vVWzc95f0zQen7aFL1YcwmTQ4XSr9GwUxp/39MT/AnvdXtEykheuas1rf+7AoJdBAz+znvnP9KtUgAUY3DTKa2ayRa/j1s6X2bniyyvGiuxiQagKVdXIzihEqeAsraRBntWF3any7YrDfLH8oMdtHC4Fpcw7p8mtUr/IhayBy6lgtbtJSSvgjifmoigqny8+gO2MWZHTrTJ7Syp2Z82es/xgREdaRQTiZ9Rj1svFAdYFnKXUeJFD4dMF+wHYtD+TNndNp/ejs+nx0Cw63z+TPcdyL3hcJr2OmaOuxN9gwN9gwEevx6zT8XiHNvQ5j+pxX648xFerDmN3q+TZipfVVx7M4M6fN1zw2ACeHdOKY5+M4Yd7u/PXk31J/nQMrRoEVfo6PkY9M27rha9Rj59Rj49Bh1kv8+yAFjQN9SenqHbrPlcrkV0sCP9ui2fv4tP/LsZa6MQt6eCMPUwVyPc1glbcPcBqV/hg4T7u718+kWpU5xje+GNnaeAMdrg95mSaBkU2Fxu2pWF1eD8CoqkqRXYXZmPNLRsGmo1senAIK46cZE9GPq/+uoO0NPsZA/G8X26Rk+x8B6NeXESh7fT4D6bmM+zZBez+7mospgt7G+oTXY8Td93IrMNJFLhcDI6NIS7g/FYlPliy32M51+FW+WtbCoV2F34XOJsFCA8wM7ZLgwu+zoAmUZx4aTSzdqdgdSk0Cfbjqd+28fpvxX2428cF8/Nd3WgcWfkVGaHmiJmsIFTCprVHee+FueRmWXE63MgOB5KmlSb3KLKEopM4FF3mLKoG6Xl2j2u1jg3ioWHN8DHpkCTQq5rXfTeA3Hw7QxPrU24LUtMIsLmJy3HQ/ZrJ9L7hV2YuOVR9T/YMkiTRt2Ek93ZtwuyHrsDfosdwZlJTmUDrY9RxbY84pq04Um7GXjJ0nC6VOeuSq2VsvgYD1zVrzF2tW5x3gAXIsXqfAUpAYQUfamqTv9nADR3iuSExjnGfrGHD0WyciopTUdlwJIueby32Wj1MqD0iyApCJfz8+WocZXrKShrobXZ0ThdDRrQgKdKPzc3CcZwxO9NVED4n3tie5a8O4vERzenVtUFpm7qyXC6Vjm2imHhDe0L9TFhKbhPiUgmzu0HR0DRIy7Ty/IerWLDqaPU94Qp0bBjC4Q9H8dZ17bh3YGPuHdgYi15GV7LX6GvS0bR+AHf0b0RqlhWbl0pYTrdKWo6txsd6NgObR3otIBLhbyYy4PwKRNSGqRuTsbuUcjlCqgZWp8KfmzzrQl8yNK34iVT1qw4Sy8WCUAknjud6fE8CLDoYMa4NbxzPQ6mg8XdFOjcOpXPjUJxOhRsenMmR5DzsJbMoi1nPTVe3Ijy0+DjM3vdH8s3Sg6zce5JDK5JwnvG+YncofPD9Jq7sFV+FZ1c5YQFmnhzRsvT/7xvYhM8XHiAtz86ojtFc3zMes1FH95YRfDVnn0fDe71OpmvzcAD2pxfw/F/bWXkwg8gAM89e2ZLrOsfW+HN4c3QbFuxOo9DhxqkUnw82G2S+nNCpThd4OJpZ5HWmbXW6Scoq8nKPS0jdjJVVJoKsIFRC87b1OZlWgOblU3PzJmH4W/RkFXouQXZKOHfhe6NRx88fj+SPufuYt+ww/r5Grh/dkj7dTu/nBfsZ+c+oljw4uCntlx7xep3j6YVAcebs1M3JfLR0P7k2F1e1i+aJgc0J9nZ+sxq0jQvm87u6eHx/YIf6tIwLYseRnNIELYtJR8/WEXRqFsahjEI6v72QQocbVYP0Agd3/ryeo1mFPDOkpcf1qlNCmB9zHujN3T9v5MDJAkJ9jbw5pi1DWtXtlpsd44LxM+k9Aq2PUU+HuMu3ycKlSCwXC/8KW4/lcMs36+j99mJenrGDzAJHla5z20O9MZ2xFGw06bnlwd5YLEYmjm+HzxlLvj5GHf+9pt35PYAk4TLpKfQ1UuRjRKkgmcls0hEU4L3HaXzJfvBT07dx+6T1rDmcxe4T+by3eB8d/7uQgpKaw5V1NKOQh3/aRK/XFvHQpI0cOVl4XvfT6WRmvzmYZ69vS/MGgbSOD+KVmzsw5fl+SJLEG3N3UVQSYE8pciq8Pm831hreX9yXls+VH/3N7hP52F0qKbl27p+8iT82V89ecU0Z2rYejSP8ytWbNullmkX5M7hVVC2OrBqI7GJBuLT8teU4N3y1FrtLRdU0Nh7N5ou/D7L15SHUC7JU6lq+QT64woNQ0nORnG40WcLqYyGiUfGy5x19GxHmb+LVGbs4llVEx/gQ3hrXlo7nMZN1uBRGPTWffcm5pXuYK7amct/YVjw9IbHcbSVJ4onbO/Lap+vKdRAym3T8545OpOXZ+HjZARxljhg53Crp+Xa+W32YRwac+wxpWVuTcujzxmLsLgWXorH+cBY/rDjCihcG0D7+3M/NbNTx6NWtefTq1h4/W304Ey9d9tDJEgdPFtI2JqhSY62M52Zsp8DhLre3aXUqPDRlM1clxlT6POvFopNlVjwzgDdm7eKndUeRkLipRxwvjGhVZ8f8byWCrHBZU1SVu37cUO6Yht2loqhOXp+1i89u6lSp633zwyYK7Cpuv/JVgd54ZwV9esWj08mM7hDD6A4xlR7rjBVH2Z+cVy5JyOpQ+GTaTm4d1ozI4PIfCK4Z0gyTQceHk7aQllFEfHQAT93Vmb5dGjBzWwomvVwuyAJYXQrzd6dVOsg+OGkjRUVOInKs+FqdFPkYORnswwM/bmTNyxdW6D8h1JcDXmbFTrdK/Up+CKqsFQcyvRYYyrE5SS+wUy+wZh//QvhbDEwcn8jE8Ym1PZTqVUdnpFUlgqxwWTuSUUSRlwQRl6Ixd0flWtkBrF57DLeXxCar1cX/fbmexDZR9OseW1zhp0S+zcW09cfIKHDQt3kEXRuFek2qWbg+2etZWINe5p9d6Yzyksw0akBjRg1o7PH9qEBz8fKrVlxbGAAd6PRyaes6gIPH81i8/jgmg8ywnnFEVlCvedOuNLrsTkOnauhVDbcskZCSyxZFRdO0C0oSem5IS1Ydyiz3Qchs0DGqbX3C/LwviVeXCH8TmYWeWweaBoGWCz8jK1TSqd/Zy4gIskKdlZ9vZ+2qo6iaRo+e8QRWYVYT5GP0OKN5SkgVEoACA0yknijw+L7TqfDDn7uwzN1PUICJKR+PJCLUh38OZjL4nWUoqobDpWIyyAxsFcUfj/TyKMQfHmRBJ4O35OSgSgabznEhBJsMFOaU2X91AQaNB/s2AuDtHzfz9fTdKKqGTpZ449tNvP9YT0Z7aVTfJCkHo1stPYikVzU0VaPJsWy+XXqIzo1CaRcfXKkxntK3aQTf3tiFh3/fTKHDjaZpjO/QgC9u6Fil63mTmm1l4dYTWIw6hneMxq8kgD46oCn3/rLR4/THiLb18DGKt0fhwonfIqFOWrxwP2++sgi5pPqCoqg8/Xx/hg737IV6NmH+Jq5oFsHSvem4ymz8+Rh1PD64eaXHNeG6drwx8W/sZY6jaIAiSagl1ZnsTjevfLiaT14dyFUfrSyt5Qvgdigs3pXGpFVHua1Pw3LXvmlIU6YsOliudKIkga/ZQM82kZUap9OtkpvrmeVsQCIp04q7yM03M3aXZvueCsWPf7Cavh3qE+RfPqgH59k8TvpKQHCenUe+3wCSzIA2UfzxeO9ys/izySlysmp/BgEWA9d0jGF8xwak5tkIshjwMxtISsnnwJFsYqMDaHoee9oVeWf6Ll6esh2dLCHLxROlv569gv5tozhclI/kAxSVibJGjWT3+SV1CcK5iOxioc7JzCjizVcW4XAo2KwubFYXTofCO28uJc3LLPJcfrm7Ox3jQvAx6gi0GDDpZR7o34QJ3eIqfa0rBzYiuEkoqlRc3UkFbAYZq+l0FrCiaPz9TzJbknIosHsu/xY5FL5d7lmZqVVCMO892A0fsx5/HwO+Zj3RYb5Me3NQpfux/r33pNcG8XaXyvcrjzB9+RGPRvVQnGy0ZMPpYgY5NgerktOx+1ZcstHq0rA6FRbvSOODOXtLv69pGgf3nWT39hO4z2ii8NHCfdR/ZAY3frmWkR+soMGjM9mVkkdMsA8mvY6HX1nCqDv/5JmJKxj/wEwmPDqbwgqqM53NxoNZvPrrduwuhSKHmwKbm0K7m9H/XY7V4eanrUdRzAqEqBCoQrAK/hpb03LJtlYtA124QCK7WBBq1vKlnsX0obgo/9JFB7jh5nM3uS4r1M/E2ucHsSc1j5RcG4kNggnzr9pe3w9/H2G51Yk9yg8fl4pLJ2HXy1jcKrF5ZYKAVhxkKlLRj67p34jhPeLYvD8TX7OexCbe92/P5WzvN5qmgaZVeBu1ZOwv/L2F99fvxqSTKRgVRsBJJ61W5KJ3aaWPUWQ5veRucyp8teQgT41uyeEDGTzz4HTycmxIsoQsS7zw32H06NuIdQczeW7qduwuFbureG28wO5m8LvLOf7hKL74ZQsr1ifjcCqlHwR27M3g9f+tZeIzfSv1Ovyw9JBHD1YoXiGYvzn19L+DhMe7YR19z7781cAL/9/3Picvv/gDutPl4tqxw+naOZFPv/qJY8mppX9jb7/2FABbtu3ij78WYLXZaNGsMTddNwaz2YTNbufnKTPYs/8QPhYL48YMIbHt2c9yiyAr1DlOh4LqZR9VUTUcF3BuskX9QFrUDzzv2xcWOJB1Ej4+pwPJx/P2UeRQQCdTUGZ2adfLuCXQa8XN2Xt1jqF9fDC+Rj2F9jMLBui4rW/5peJyPzfr6dW24rOOqqqRW+DA39dY4dJs32YRXgO5r0nPLb0SqG82MnnBAY9yh25VY0DnaH7eeZiPNuzB7lawuxXQSeRFGNnbPZBWK3IBUHQyO+LCyt3f4VJwuRQeveN3cs8omfjyk7P4cfqtfLHsIDaX5yy6yOFm1f5Mfp21t9yxJCiuczx3+WHeePL8l6OhODvb2+8SGthdChMS4/nfmn04ymyESxK0jQoi1KfqSVd5Vic6WaqWBgP/PtUfZZ998j4Adu89yJwFy0oD4/HUNN565Ul0utMrNXn5BUyeOosH776J+vUjmfzbTGbPX8q4MUOZNXcJRqORd15/mpTUdD796icaJcTi719xD2KxXCzUOT16x3s962fQ6+jVp+Z7Zx45mMmd1//CyCs+Z3jvz3j07mlkpBd/Cs6zeS/kIAGqJOFr0RMWbOHVx3qik2WmPdwLP5Mei7G4erGvSU/vZuHc2rtqz2PKvH10vPZXut/4O4njJvPuD5u8BhGzUceU+3rgY9RhNuiQpeJ6wqM7RDOqfTSdW0Zw47CmWEw6dLKEUS9jNup4+4FuhASYee+fXRS5yn840HQSebEWOg1rTm7zKFY3r4ezTMNwo15mXLdY1q8+itPLUrSiqMydsZPsQqfXDwCSJJFndWHzssQOoCoabnflWvpd0yMWX7PnXMKlqAxqV48X+7emWXgAfiVJTn5GPSEWIz9d071Sj3PKrpQ8Or2ygPCHphPywJ8MmLiUlBxrla71r1VDy8XHU9OYMXsh995+PSaTkdzcfPz9fMsFWICNm3fQtnVz4mKjMej1jBzWn7XrtwDwz4ZtjBw2AL1eT1xsNG1aNWPjlp1nfVwxkxXqnPiEEK6d0J7fJ2/F4VAADZNJz+ixrWnSNLxGH7sg3879t/5GUaGjNBBs2ZDM/bf+xq+zb2d0pxg+W3gA5xlLkIG+Rh4e2pxGsUEM7h2HqeRNu1ezcJI+HMWv646RkW+nb4sI+jaPqNIS8NyVR3n9i/Wls0+nS+X76buRJIknb/FcQu/XMoLxPRrwy9pjaDpoWN+Pp4Y3L33sV+7qwjUDGrPon2TMRh0je8cTHVH8iTzT6tk1CIqPEz3y4gCuzbAz4PWluBUNu0vBz6wnMtDMS1e3Yc2ifV4Dv9ulkpVRxNWDmrJ0dzpFHr1xFXo3C6dHh2iWrj1Weg0NyA3QkxdhxueRP2kY5su7V7djbIdzt48b0qE+wztGM2dTCkV2d+kHindv6UB4YHEDgM0PDmHuvlQ2pmQTH+zLNa1j8TNVfgaaW+Sk15uLybO6St/v/957kl5vLuHAxOHoK7mvLlSvSZP/JDMzh8lTZ3HLDWNJTUsnOyePF157Hx+LmbGjr6R500ZkZedQL/L0+0xIcBCqolJYZEXVVEKCT6+GRUWFk5F5lqbKiCAr1FH3PtCD3n0asnD+PjRNY9CVzWjTrubryS6Yswf3md1NVI38PBv/rD7K81e14o9/kskqcGB1KuhlCaNBZvIjPRmSWN/rNUP8TNw/sInXn1XGRz9v9VjetTkUvp++m0dvTPR4E7/q81WsOJCBS9JAL7HjRD6931vKnleGEh1cfB62VcMQWjX0zNwdlFCfn3ce8qjEFGAyEBPgS2ygHwc/Gsn3yw9zMK2A3i0iGN89FotRT7uOMV6DrMVioGvPeHp0i+XzpQfZeTyXIoeCJIHFoOPNcW0J9jXyzH1d2bA9DbvDjcOpkBdsJDPYwKmPNYczi7jpu38wG3QMa+P9NT9FkiR+faIXi7el8ee6Y/iZ9dzcryFt4k4fN9LJMiNbxDCyReULiJT189qjON1quQmVokFWoYMFO9IYXsHvh3CGGtoMf+rRu3ErCl9+O5nlK9cxqH8vnnnsHkJDg9m6Yw/f/vh76Z6sNxV9LD7X52URZIU6q1WbKFq1qZ46rAvWHuOj37aTlmmlU8sInrq5PY1jPPdnk5Nyyh3POcVuc/P6s3MJi/Tn3WvbkeJrYsnOdBpG+PHAlU1oHn3+e71VdSLDe3cVl1ulyOoisEwy1960fFYeyCxNLDrF4Vb5ZPkB/nvV2Wspv9onkVkHkil0FXenkQCLXsfnQ7ohl7yrRAZZeGZMK4/7xsQGM3R0KxbM2o29ZHndZNYT3ziUXv0ao9frWPFcf35dd4xpG5IJ8TNyT7/GdG9cvL8bU8+feT9czZRZe9m8K53J+QWoimflqhf+2nHOIAvFgXZQYj0GJdbsh7T9aQUeDeCheGn6SKY4EnQ+JK04r6Em6PV69Ho9iW1bkpScik6nIyys+ANm+7YtmfL7TPILCgkNCSY17WTp/bJzcpF1Mr6+PsiSTHZOXulsNi0tg5jos/9eifUL4bL3/ay9PPDOCrbtzyI928a81UkMe2Q2B4/nedy2ZesoLD6eS4WqqlFY6OTooSy+eX8F8o4TzHnmCj6+vdNFCbAALbzMOAH8fY34n1FYY19agWdDdYrPz24+lnvOx4oL9GPHXaN5uFNzOkaFck2LeL4d2JM/5ibT+uFZTHh/FTuTKr7O4y8M5NnXh9Cxayyt2tXj3sf68L/vr0Nfsodr1Ou4uVcCMx/rww93dSsNsKeEBFl44Kb2/N9L/amoceDBjLoVuLo2DMXP5Dlv0cky7eOqVqjj30ivaVX+8sZms7Pmn8243W4cDifbduwlIS6GXXsOkJWdC8DW7bvRG/QEBvjTqX0btu/YQ9KxFNxuN7PmLqV7l/YAdOnUjllzl+B2u0k6lsKOXfvo1N6zHne551Otr44g1DFOl8LbP24ut8yqasXLrB/8so1Pn+5T7vZXDGrKd5+vxeUqwO3y/vZut7uZ9ecObrqrK6Fhvl5vUxOeur0jNz67oFzmrcWk49k7OnokirWsF1Cu+MYpJr1M5/N8wzdpOvwzTfgfMWFP07htylqcioaqauxJyWfG+mQWvTKQHs0998klSaLflc3od2XlaiSfKcBswNekw2n1/LdoGuF/QdeubuM6N+DlGTtxZllxlsy8zQaZ9rFB9DjjQ4Rw8Vhtdrbt2MOM2YuQJYmunRPp2a0jq9ZuYur0uVitNsLCQrj7tuuRZZnAQH+uGzeSr3/4FavNTotmjbl2yHAARg0bwKQp03nqxYn4WCzcMH7UWTOLASTtbIf56oiDxzJpHCt+SYXKO5ySz5UPzcLqZQk4OtyX9T+O8/h+Xq6Nbz5dw/JF+yksdHgNtr5+Rl6ZOJxuvWo+27mszbtP8s73m9hzJIfocF8evSmRwT28F9UY9elKFu9JLz0uIwEBFgN7Xh16zsL3qdlW2j8+l3yrC7uX4zandGwUwsb3hgGw90Q+X/99iPR8O8Pa1mNcpwYY9RUXsTibvCInk5ccYsO+TLIkhUVHM8sd+/Ex6Jh+fy8Gt6xbbd2yCh28+OcOpm1IRq+TuLVXAi+OaoVFlGg8L9OW7uOOD9dX+f6bPhla52KF+JcXLmthQWYUb8WAgfrh3mehgUEWnnh+AE88P4B3XlvE3Bk7Uc6YFSpulcioiz+Tat00lDFjW9LgSDZNovzp1r7iPcnf7+7BCzO2883qI1idbvo2jeB/13aoMMBqmsbS7Wks3nqC5TvTyS6w46WOQzmbD2ejaRrTNiZz67f/4HSruFWNGVtS+HDRflY8MwCzoXKBNiWziL6Pz6XQ5sLmUDAZdJh8ZAIjzWQWOWka6c+7V7ercwEWiguffHZzJz67uXLdnYTTKlr2vVSJICtc1gJ8jYzoHc+cVUmldXqheJm1Z4wvU79dR4eeCTRq7r028DU3tGfhnD0oyumZsN4g07BJGAkXeQkwu9BBt1cWciLPTqHdja9Jx7O/b2PNy4NoVq+4Ubvd7mL5iiNkZlpp2yaKd8cl8t417c95bbeiMuaNZazak0FRyaxfo3j2q50lezLQx4jDrXLH9+vLJf0UOdzsSsnju5WHub9/5TKrX/huE9n59tJGCQ6XAnkKLSIDWPr5mEpdS7i0SIDu8oqxIsgKl793Hu6BLEnMXHEEWZbQSRLBqVks/y4Ft0tB94FMvxGtePK/IzzOryY0DuPN90fy9isLKchzoKoaHbo04Kb7e/DnwgNEhPrQrV0UB3enc/RABg0SQmjZPuaCWr9V5Pmp20nKspae0S1yKFidCrd+uY61rwzm4KEs7nngL1xuFadTwWCQSWxbjw/eHYr+HMu2k/8+wsrdJ7GW2e+VKM6MVE5F2zP4mHQ8NKwpG45keX2+VqfClH+SKh1kF25K8dqJaOvBbGwONxYvyUXCZULTkMVMVhAuLWajjg+f6MUb93UlI9vKo6O/pjDPzqlyC26XyvK5u+nevwm9vHTm6dozgT8X3k36iQJMZj2vffEPE55ZgE6WkDSVkONZmF0upJLkowYNQ3lv0o34BZir9XlMW3/MowiGpsGmo9nkW508/fxC8vJPF7V3u1W2bD3B1D93cf34tme99s/LDpcLsN6cyq3ytxiwuxRu6JPAS9e2ZVtyrvfShYB/FcoKmg06Cm2ee+iyLJWeBdY0jU1Hc0jPt9M5IYSIan6tBaG6iCArXDJcbpVtR3PwMelpERNQ6dmin4+BwztzPc5cAtitLuZN3eY1yEJxtmxU/QB+nrmHJWuTSwvXB2XmohXacJSJMUf2ZTDxuTmMv7cn8XHB+PubSE7NJzvPTtOEECxeyvydjzP7z5aVnlZIWrrnkRa7w81fs/acM8hWVI1IAvzMOlSgTVwwPz/Sk5wiBwmRfoSVBLYOccGE+hkpcrjL1RHwNem4r59nQ/lzuWlQYz6ftbfc8r5RLzOsawMMepmUHCuD31tOUrYVnQwOl8rjg5vx5tVta2QFQbh4xHKxINSS2RuPc/PHa3GrKoqqERPqw8ynr6BZdEClrnNmAlP5n50jyweYPHsPNsfpWZZfoQ25zCU1IM/iw7xN6ax8bA5Ol4JPsIUMuxuDXoeiavznni7cMKpyfXEBbuoZz8eL9+Mok+2skyX6NIvAZJArrDyjnuU5n3L7oMas2Xt6P/aUsAAT3zzcg/gIX1rFBpV8t3zClyRJzHm0L/3fXYrNWVwty6Wo3HdFY0a0q3yVo2eub8fWQ9ms23MSnSShAY3q+/PhA10BGPPxSvalF6CUmT3/b8l+OiWEMLbjuUstCnXb5Va8QQRZoc47eKKAa99fVS6x5sCJAvq9sphjX4ypVE3YVh1ikLxsMJotBgaPPftsD/DoDnOq/qIGuHUyTh8LbqMBJInCouLWd470QhS9DoehODi++8V6GjYIPGtmsDevjG3Din0Z7D6ei9OtYjLIBPuZ+Paurvib9AQHmTmRVn42azLpGD703GdVr+4Ry7yNKUxdnYSqaRh0MpIkMf25K2gVHYDFcvZl31bRgRx/bzRL9qSTVeigd9NwYkOrdobYbNQx47WB7DiSza6juTSs50/nZmFIksSRjEJ2peSXC7BQvD/94aL9Ishe4iQQe7KCcLF9vfggLsVzL7LQ7mLJjjSurERNWKNJz/MfXcWrD0xD0zScDgWzj4EOPRLoO/Tcs8thfRL4/s+dOEtmk3aLmSx/I0cahKDoZGRNIyrXQWSuozSUS4BRUXCXHGWxOdz8MG1npYOsr1nPQ70SeO67zRTa3Bj0Mm0igujxwEwcLhUfowF/fxPBLgW73Y3FYqBxwxCuG9/mnNeWJIlvH+nBI6NbsHxHOqH+RvyLnLz++Cxyc+3o9TJXj2vD/fd3R19BqzmDXmZIm+orXdgmIYQ2CeWrXOXZXOh1EnhphpRTVPmm7kLdI19eMVYEWaHuS8m2eq1epGlwMs97t5izad89niuu68S8WXtwmRViGoVy8+NXoDuPGfE917Vl4eqjpGdasdrdJMeHccLPgFpyXwWJE8FmJFUjMv/0m750xvBPZlW+/dmstcd48qsNpdWrFKfCyp3ppT/Pc6s4/c0M6RpDQ38j7drWo3vXBuf1vE5pGx9M2/hg1q9P5j8vLSyt4+x2q/wxbQdul8LjT/Q5x1Uqb9X+DB6evIltybkE+Rh5dHAznhvewmMfulX9QHRe2iCa9DJXdbiwAv+CUBMut+Vv4TI0pH19rz1B3YpKr+YRlb7ey8/OY/6cvThLuu0cPJjF/bdPJe1E/jnv6+9rZObnY3jpwe6MGdgYW6RvaYA9RZUlToScznbVAHeZwGA0yPTpUvmA8NbkbR5deM5kcyosPZjNA/d2o1ePuEoF2LK+/mq9R6MEu93NjBm7sNu999Stqq3Hcrjy/eVsOZaLqkF2kZO35+zmsV+3eNzWoJf58ubO+Bh1pY0KLEYd9YMsPH6BJRyF2ndqubiqX3WRCLJCnTe+eyxNovyxGE+f9fQ16bm9fyMSIs9eN/RMqSl5rFt9FIejfABxOhV+n+z5pg6QmWXlnf9bycixP3HDLb8z5Y+drNySypod6eRU0GBckYsTdk5NxJyG4g8JRoNMUICZW64+e1Fxb45X0IWnLJcEO7OKiLt3Ojd/vIbDJc3mKys11bN5AhQvK+fk2Kp0zYq8MWtXuZKJUHzG9uu/D5Fn9VwCHt8lltXPDeS2XgkMahnJG1e1YdurQwjyMXrcVrjEaJdfkBXLxUKdZzToWP3mYD6bv59fVyfha9bzwJCmXNM9ttLXOnY0B4NRh/OMlmRut8q+vSc9bp+Xb2fCrVPJy7PjdqscTy9iXdoWKMl61QcbcHnZowzQ62jaOJTEdlG0aluPv5YeJiPLSt+uDbh1XGuCSxqGu9wKs+bsY+bcfUjA6BHNGTG0mdd9z5ZxQazbk1Hhc3PI4CjpvHMs08ovK44wc8Nxtrw7rNIfRpo1CycrK4kz37dkWSKsmpsibD+e6/E4AEadTFKWlbZegmdibDDf3NalWsch1A1nbq1c6kSQFS4JPiY9T45uyZOjWwJgtbuYNHMvS9cnExHiwy2jWtC6Seg5rxMbH4zLS89PvV6mmZel5z/+3FXcJKCkCITVpC93FjSk0M3JQANamfMzPkYd39zdjWu6nv4QMGKQZ9UjTdN47Kn5bNySWjqmPfsz+XvlUd6fOMTjzOcrt3TgqpcWY/Myfo2SAFvmPqoGhXY3b/yxk2/v7+b9BanAPfd2Y9OmlHJLxmaznjvv7IKhkrWIz6VNdBAHTxZ6BFqnohIX6lOtjyUIF5tYLhYuOYVWFyMenMXE7zayYlMqfy45xDVPzmX6kkPnvG/96EC69ojHdEZpPoNRx/jrPWv8rt+UgqPMPqhbL5cLZBaXRkSeC7Oi4WvS0S42iN8e7FkuwFZk05ZU1m1KKRf0XU6Flf8ks71MQtMp3VtGMP21gXRtHo6/xUDzBoE8clVLWsUFYTbrvCYEKarGit2e1zqXZs3C+fyLq+jQoT6+vgZiY4N4+pkrmHDjuesgV9aLo1phOSNw+xh13NmnEYFiCfhfRQJkVavyV10kZrLCJWfSrD2kniwqrbqkqhp2h8KLn6xlWO84TOdoK/ba20P54uPVzJq+E7vdTet29Xj86X5E1fcsbBFd35/NW6TSsoGyqqGe8dHU4tIILHCz/surCfQ3nffzmLX0EKpb9Ti1q7pVZi09RLs2nl1mureMYOE7Q8o/n9s6kpFnp8G901G8tOWLreLybsuWkXz+xdgq3RfgaGYhv61PxuZ0MzIxmo7x3pvOJ8YGM//xvjz8y2a2Hy/JLh7UlOdGtKzyYwuXrsutZpcIskKdUVBgZ8WyQ1itLrr1iKNBrPfm4gtWJ5UG2LIkSWLXwWw6tDx7xrHRqOfhJ/ry8BN9zzmm68e3ZcHCg9hLEqUsTjcFuvKzWZNRx+DusZUKsADHCx2okmcZOVWC5MLKHU0KDzQzvEM0czenYC8TaH1MOp4d26pS16oOP6w6zH0/bUJVNdyqyrvz93J7r4b8b0IHr6UPezeNYMurQ7xcSfh3qbsJTFUllouFOmHDP8cYM+RbPpi4nM8+WsnN1/7MJx+u9HrboAqCmaKo+PtW7/Ji40ahvP3GYEJCLJjNenwlaBXph5+PAR+zHqNB5soesUx8rGelr92iomIUErSqRIGNUyY91INRnWIwGWR8TXqCfAx8ckcnBratvgIR5yOzwMF9P23E7lJwKiqqVpwt/N2qw6w6UHHi1tlomsbapEx+3nyEnWm51Ttgoe7QQNK0Kn/VRRdtJvvf9z4nL7/4OIHT5eLascPp2jmRT7/6iWPJqaWfbt9+7amLNSShjnDY3Tz3xCzstvLnL6f/vo3uPePp2Ll8qbxbRrVgw66T2Mok5ciyRIMof5rEBVX7+Hr1jGP+zFtITc3H19dIcLAFl1sl5WQhIQEmAvwqN4M95aYrGvL2r1upn1JYup+kyBKpMf5M6NPwvK+zZPsJ1h/IZECbevz2RG9yCh1kFTiJC/fFUEF1ppo0f+cJ9LIMlF+6tjkVfv3nGL2bVu5sc1aRgwFfL+VQViFIxdsDVzSM4M+be2M6Rws/QahtFy3IPvvkfQDs3nuQOQuWkdi2eL/leGoab73yJDqd+GP5t9q4/pjXJUS73c3cWbs9gmz/rg24Z1xrPv99Bwa9jKpqhIdY+PbVATU2RlmWiIkJLP1/g14m3ssebmVEBlr46Zl+XPfJKoz24uVvl1nP1Id7EXoeS88n82y0eWouJ61OJCSem7GThkE+7Pq/4TSu53/O+9cUnSR53ViTJIpLIlbSndP+YffJvHJVv5YdPslbS3fx6uBz15sWLh3FxShqexTV66LuyR5PTWPG7IU8dM/NmExGcnPz8ffzFQH2X+5s3W/cLu8Vjh65MZGbRjZn694MggPNJJYUkL/UDG1Xn/RPr2blvpNIkkTvZuGYzvOITL9XF3PS6iw9swsSh3OtjJy4nEUvDqzJYZ/V0Lb1PAr4Q3Gf2And4it1LbtLYc7eVFxnXM/mUvh6/SERZC9DdXXZt6ou6lrSpMl/kpmZw+Sps7DbHaSmpZOdk8cLr73PW+9+xt795z6CIVx+OnZugNtLoLVYDAwe6r2/K0BIoJn+XRvQvnn4JRlgTzEbdQxqU4+BraPOO8DanW52ZxTi0d9Oklh2ILMGRnn+gnyM/HRnNywGHT5GHSa9jMWg4/Erm9Gl4bnPMpflUlUqess9s0qUcHmQtKp/1UUXdSb71KN341YUvvx2MstXrmNQ/14889g9hIYGs3XHHr798Xfefu0pMbP9l/H1M/HsS4P476uLUFUVl0vFbNHTq28CPXon1Pbw6iS7l6M6pyh1YCZwdacG9G4azp+bjmN3KQxvV58mkZVfwvY3GWgdFcjW1Nxy39dJEiNaVD45TKj7LreZ7EUNsnq9Hr1eT2LbliQlp6LT6QgLKz47175tS6b8PpP8gkKCgwLPcSXhcjNoSDNat41i4bx9FBU66NmnIW0T619yM1RN05j2126++XELWTlWEuKCeeLB7nTrXL0dYoJ8jfjoZKxnLstqGvV8q5aIVd0iAszc26/xBV/nu3Fd6fvlElyKit2t4mPQEWA28PbQxAsf5CWkyOnmmcWb+XHbERyKwsCGUXw8tDMNg2tv/104t4sSZG02O1u276ZLx7Yoisq2HXtp364lu/YcICoynNCQILZu343eoCcwQPzC/FvVqx/ILXdc2vVoJ03ZxhffbyotR3jwcDaPPjufT94dRqdK9o89l09v7sjt328oXk6VJNA0JCS+v6crULzXPe2H9cyYvBlrkZMuvRty1+NXEFHvwhK2Lrb20SHs/88Ivv7nILvS8+kRF8atnRoSYD57I/nLzfDJS1l3PBNHydbK/IOpdPl6HvsfGk2IpW58sLpQkiZmslVitdnZtmMPM2YvQpYkunZOpGe3jqxau4mp0+ditdoICwvh7tuuR5bF0V3h0uR2q3w9abNHiziHQ+HTr9fz/WdjqvXxbu3fmLgIP56YtJmkbCvNo/z55PbOtG9YvDo08dk5rFi4F0fJeJbO2c2GVUf4ce5dBAZ71gTOyLbyxa/bWfZPMkH+Ju4Y15phfRPqxGpClL+FFweeu/n85WrLiWw2pGaVBlgork1tdSl8u+Ug/+lx8QuO1JS6urdaVRclyIaGBHHfnRM8vt+nZ2f69Ox8MYYgCDUuN8+Ou4K90iNJuTXymP1aR7H5nWEe309LyePvBXtwlqm7rKoaNquTWb9u4cb7yhfPyM6zM+q+v8gtKG6GkHyigGffX8W+Izk8flvHGhm7cP52ZeSW9s8ty+ZW2JSaXQsjqil1t6hEVYlpoyBUk8BAU4VN0mMbXNw8g4N70zEYPD9DOx1utm9K9vj+TzN2k1/oLO02BGCzu/l22k5y8x01Olbh3JqFBnhtB2jR62gX6b38qFA3iCArCNXEoNdx64R2mM3lg5vZpOf+Oy/uik29mCCvx6J0eplYL8do1mxJxenlSIzJKLPnUFaNjFE4f53qh9ImMghTmQ9xEmDSy9zZ4cKTy+qSy62sogiygnCBXG6V2auO8n8/byUsNpi7b+1AUElT9gbRAbz96gC6dare7OJzadQsgsB6AahnrDAqwOgbPJd/o6P88NIpD5dbJUL0dK11kiSx8MYB3NAmAZNORpagb3wka+8YQrivubaHV21OJT5dTkFWdOERhAuQlWdn5GNzycyzUWRz42vR4+9jZNYP44gK8UH2FrkugkKbi0U+PkT7WgkpsoEGdoOe43HhrEnO59oz2s7dPrY1i1YnYS+zh6vXyzRLCKFRbNBFHr3gjb/JwHeju/PtqG5o4HWP9nJwuSU+iZmsIFyAV7/aQEpGIUW24gzeIpubjBwrz3y8rtYCLMDKXSeRjAb2xoSxrkk065vUZ3PDKE7q9fy64ojH7Vs3DePd//QhKMBU0l1IR5c2kXz1+qBaGL1wNpIkXbYBFgBNq/pXHSRmsoJwAeauOYZbKf/HraiwfFMKqqrVWqA1G3Wl7zmqLJfrh2Mxef+zH9IngYE940hKySfQ30RYsKXmByoIlzkRZAXhAlQ4oajliUavlhEY9J6D8DXpuXNQxYkyep0sloeFWqSVtn28XIjlYkG4AMN7xnn0bNXpJAZ0jqnV5WKDXuavF/oR4GPA36LH16TDbNDx4Ihm9G93cZu4l5WRbyerQBwJEiogEp8EQSjrpbs6sXlfBmlZVuwONxaTnkB/E28/2K22h0a3ZuEc//5q5m5KIa/IxYB2UcRF+NXKWHYl5zLh4zXsSckHoENCML881JOGkbUzHqEuq5vBsqpEkBWECxASYGbp56NZujGFvUdzaBQdyOBuDTxmt7XFYtJzdY+4Wh1DntVJr5cXkVfkKn37XH8wi54vLSTp09EY9aLrllBMQtQuFgThDHqdzOCuDRjctUFtD6VO+nV1Ek53+b6wqgZFdjczN6YwrltsrY1N+Hf473ufk5dfAIDT5eLascNp26Y5P0+ZwZ79h/CxWBg3ZgiJbVsCsGXbLv74awFWm40WzRpz03VjMJtN2Oz2Cu9TERFkBUGoUUdOFmJ1eFaTsrsUkjKKamFEQl1WE+dkn33yPgB27z3InAXLSGzbkr/mLMJoNPLO60+TkprOp1/9RKOEWFRNY/LUWTx4903Urx/J5N9mMnv+UsaNGcqsuUu83sffv+Jtj7qxpiUI52AtdPDDJyu5dfhX3HP198z7YzvqZZaFeLnq0jgMP7Pn53mjXkenRiFe7iH8q9XQOdnjqWnMmL2Qe2+/HpPJyD8btjFy2AD0ej1xsdG0adWMjVt2snHzDtq2bk5cbDQGvZ6Rw/qzdv0WgArvczZiJivUeU6Hm/uv/ZETx3NLu8r8742FbN90jKffGlHLoxPOZVSnaOLCfDmYXoCjpEuR2aAjMT6YPi0ianl0Qt1Sc1nCkyb/SWZmDpOnzmLcmKGomkpI8OnGHVFR4WRkZgMa9SLDS78fEhyEqqgUFlnPcp+KiZmsUOctnbOb9BP55dq22W0uls7ZQ0rS5dTm6/Kk18mseX0wDw1pSnSIhbgwH54a1YJFL/SrE71qhX+Hpx69m7defRK73c6GTdu83uZsv44VHok/x6+wmMkKdd6mtUexW10e39fpJHZtTSE6Tiw51nUBPgbevbED797YobaHItRlWs1lF+v1evR6PYltW5KUnIosyWTn5JXOTNPSMoiJroeqqqSmnSy9X3ZOLrJOxtfXp8L7nI2YyQp1XkS9APQGz2MekiQRGi7OWQrCZaWa92RtNjtr/tmM2+3G4XCybcdeEuJi6NKpHbPmLsHtdpN0LIUdu/bRqX1rOrVvw/Yde0g6loLb7WbW3KV079IeoML7nI2YyQp13sjxifz500bcZfqdyrKEX4CZxK61ewZUEITqVd0zWavNzrYde5gxexGyJNG1cyI9u3XE4XAyacp0nnpxIj4WCzeMH1WaJXzduJF8/cOvWG12WjRrzLVDhgMwatiACu9zludT90/+HjyWSePYsNoehlCLNq4+wltPz8JmdaIqGrENQ3nt47HUiwmq7aEJglBN5s7byTtPzq3y/b+Zd3udixViJitcEjr1TGDaioc4djgLs1lPlAiugiBcAkSQFS4ZsiwR37hufUoVBKE61d2+sFUlgqwgCIJQN9RgdnFtEUFWqHaKoiLLkjgDKQhC5YkgKwjebVqfzPvvLOPo4Wx8fI2Mu64dd9zTHX0d6UgjCELdJ2ayguDFnt3p/OfRv3DY3QBYi5z89ssWCvIcPPlc/1oenSAIQu0QUwyhWvz4zT84He5y33PY3cyZuYuCAnstjUoQhEuOdgFfdZCYyQrV4sihLK9bKXqDjvQTBfj7my/+oARBuMRoSJpa24OoVmImK1SLJs0ikGTPRCe3W6Fe/YBaGJEgCJecC5nF1tGZrAiyQrW49c4umIzl6wubzXquHt8OXz9TLY1KEAShdokgK1SLxk3D+eiLq2nVJgq9XiYk1Ic77u3G/Y/0ru2hCYJwCZE0tcpfdZHYkxWqTeu29fjqx+tqexiCIFzKxBEeQRAEQah+EuKcrCAIgiDUkMuvdrHYkxUEQRCEGiJmsoIgCELdoHHZzWRFkBUEQRDqDEkVQVYQBEEQaoaYyQqCIAhCDbnMgqxIfBIEQRCEGiJmsoIgCELdoF1+DQJEkBUEQRDqjstrtRhJ0+r+AvieQ2kYDOLzgCAIQl2g18nER4dU+3WPpmTjVqo+k62pcV2ISyLICoIgCMKlSCQ+CYIgCEINEUFWEARBEGqI2OisIbm5+cyYvYgNm7fz4cQXMBgMpT9TVZUPPvmOoKAA7rh5fC2Osu6p6HXbtWc/f85cSF5+ARHhoTz2wG3lXtN/M2+vWWGRlUmT/+TosRRMRiNXjRxEh8TWtT3UOmXj5h3MnLsYm81OfFwMt904DkmW+HnKDPbsP4SPxcK4MUNIbNuytocqXMJEkK0hP/zyB61bNmX9pm0eP1uwZCU2u50gAmphZHWbt9ctIzObHydP557br6dRQiyZmdkiwJbh7TVbvHQVQYEBTHxtAknJqfzvsx9o364VkiTV4kjrDlVV2bZzD3fffj31oyL4+dcZLFq2GofDgdFo5J3XnyYlNZ1Pv/qJRgmx+Pv71faQhUuUWC6uIY/cfysD+/X0+P7RYyns23+Y/n171MKo6j5vr9uafzbTo2sHGiXEAhAWVreyB2ubt9fMZDbhVhQkSULTVPz9fUWALUOWZe64eTwx9aOQZZmoyHCsNhv/bNjGyGED0Ov1xMVG06ZVMzZu2VnbwxUuYSLI1hBvb2gOh5Nfp83ipuuvEm94FfD2upxIO8nJjCxef/tjXnjt/5i3cPnFH1gd5u01G3hFDzIysnjz3U/5/JvJYlviLJKOpbD077V0TGyNqqmEBAeW/iwqKpyMzOxaHJ1wqRNB9iKaNmMe/ft2JzQkqLaHcklRFIXQkCCefvxennz4Llat3cSRo8m1Paw6bdmKdUiyxDVXDaNb50QmTfkTu91R28Oqc7bu2MPn3/zCLRPGEl0v0uttxOdh4UKIPdmLaP2mbWzeuovfps3BrSioqsrvf85h/NjhtT20Oi0oMID69SIxGg0YjQYS4mJIP5lJQnyD2h5anbVg8UpefPpBgoICaNo4gfSTmezYtY/OHdvW9tDqjN17DzJt+jweuvcWousXB1hZksnOySudzaalZRATXa82hylc4sRM9iL66J2X+L//Psf//fc5rhs3gsS2LUSAPQ/t27VizbpNOBxOcnPzOXw0mZgY8cZ3NgEBfuzYvQ+ArOxcklNOEBwkEu3KmjZjHjddP6Y0wAJ06dSOWXOX4Ha7STqWwo5d++jUXmRlC1UnKj7VkO9/msbO3fux2e1YzGa6dm5XLqCuXb+F3XsPiL2yM1T0us1f9Dcr12xEURRGjxhE9y7ta3uodYa316x71w5MmTqL9JOZmExGBvTtzoArPBPx/s0eePxlfCzm0vXgJo3iuem6MUyaMp19Bw6LIzxCtRBBVhAEQRBqiFguFgRBEIQaIoKsIAiCINQQEWQFQRAEoYaIICsIgiAINUQEWUEQBEGoISLICoIgCEINERWfhH+tUWOu50RaOgBGo4G42Abcd+8d9O7VHYBXXpvIiRNpfPn5B3z19Q9s3baTzz55r9x/l/XKaxOZM3cBUFyAPiDAnxbNm3HNuNGl16wpr7w2Eb1OxwvPP1mjjyMIQuWIICv8qz3z1KMM6N8Xp9PJXzPn8uzzrzJn5u8EBgbw1JMPo6pKpa43dMhAHn/0AVwuF8dTUlm6bAX/efolbr7xOu6/745qGfOs2fP57oefmT7t52q5niAINUcEWeFfzWKxEBRUXKd2wg3j+eqbH0lLP0lgYAA+PpZKX89oMJZeLzw8jPaJbUls14ZnnnuV3r2706a1qB4kCP8mIsgKAsWdfqZOm0F0dD0aNYwH4I0338OtKLzy0tMXdO0B/fsSHxfLggVLSoPs3HmL+P6HXziRlk7TJo144rEHaNWqBVC8jD1oUD9WrV7H8eMpNGqYwBOPPUi7dq3LLUl37tafDu3b8eXnHwDgcDp54633WLzkbywWMzdNGM8N119zQWMXBOHCiCAr/Kv9d+IHvPt//8Nud6DT6fi/d15Hr6/+P4vGjRuSfDwFgBUr1/DOux/x/HNP0rpVc1asXMODjzzF1F9/ICwsFICZs+bx8otPEx8fy6+//cljTz7HH79P4qknH6Zli6b8MmUaP373GXq9rvQxFi1eym233sgvP33Fps1beePN92jfvh0tmjet9ucjCML5EdnFwr/afffezi+TvubnSV/ywP138vRzr7Jn7/4aeCSttLn6b79PZ8KE8QwaeAX16kVx7fixtGvbmlmz55feesIN19CrZzdiouvz2CP3YTGb+XvFanx8LFgsFmRZIigoED8/v9L7NGnciHvuupXo+vUYNWIojRslsG3bzhp4LoIgnC8xkxX+1YICA6lfPwqARg0T2LfvIL/9Pv2Cl4jPtP/AIXr16AZAWno6k37axeQpU0t/7nA4ywXMiPDw0v/W6XRERUWSm5d31sdo1Khhuf/39/enqKioOoYvCEIViSArCGX4+JjJzs6p1msuXLSMY8eOM/S1gQDUi4qk3xW9GTtmZLnbmc0mr/e32x0kJSVz44Titog6nYy35ll6nc7je4Ig1C6xXCz8q9lsNnJz80hLP8nCRUuZM3chPUtmnFXhdDnJzc0jOzuHffsP8vmX3/HKa29zz9230bxkb/Ta8WOZOWsee/buQ9bJ5OTk8MOkyWRlZZdeZ/2GTRxNOsahw0d46ZW3CAkNpmePrgBERUWSkZHJwUNHWL3mH+x2+4W9CIIg1BgxkxX+1d5+50PefudDzGYz0dH1ePD+uxk5YkiVrzdv/mLmzV9cWoyiZYtmvDvxtdIACdC7V3ee+c+jfPvDzxw9mkRQYCCDBvWjQYPo0tskJSVz972P4nQ46dq1E599/B5GoxGA9oltGTSwH3fc9SBxsQ1447UXqv4CCIJQo0TTdkGoY0aNuZ5777mdYUMH1fZQBEG4QGK5WBAEQRBqiAiygiAIglBDxHKxIAiCINQQMZMVBEEQhBoigqwgCIIg1BARZAVBEAShhoggKwiCIAg1RARZQRAEQaghIsgKgiAIQg35f7sMU0Aq14PHAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "IS_DARK = False\n", "theme, colors = rp.mpl_setup(IS_DARK)\n", "\n", "pg_plot()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The highlights to notice:\n", "\n", " - A lot less clutter! \n", " - DejaVu Sans is not the default font: instead, Rho+ uses [Source Sans](https://fonts.google.com/specimen/Source+Sans+3).\n", " - The default colormap has been modified: note how the brightest yellows are a little bit easier to see on white.\n", "\n", "The kicker is that, if you like to work in dark mode instead, it's easy to switch:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "IS_DARK = True\n", "theme, colors = rp.mpl_setup(IS_DARK)\n", "\n", "pg_plot()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Matplotlib/Seaborn Beyond Stylesheets\n", "\n", "There's only so much Rho+ can do by modifying the stylesheet used in Matplotlib. For more, Rho+ has several functions that modify existing `matplotlib` plots to give them a glow-up." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Custom Lineplot Labels\n", "\n", "It can be very difficult to keep track of which line is which in a large line plot because, unlike a box plot, there's no obvious place to put a label:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "flights = sns.load_dataset('flights')\n", "\n", "sns.lineplot(data=flights, x='year', y='passengers', hue='month', lw=1.5)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Good luck trying to figure out which month is which.\n", "\n", "With the power of `rp.line_labels()`, the legend is replaced with an annotation beside each line's final value:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(data=flights, x='year', y='passengers', hue='month', lw=1.5)\n", "\n", "rp.line_labels()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Note how the line labels are shifted so they don't overlap. Doing this with minimal shifting is a hard problem that Rho+ handles pretty well. Labels are line-wrapped and given exactly as much room as they need. (If you want to change the font size or style of the labels, change the legend label styling *before* calling `line_labels()` so Rho+ knows how big everything is.)\n", "\n", "See what a really big text label looks like:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "flights2 = flights.copy()\n", "flights2['month'] = flights2['month'].replace(['Aug'], 'The Month of August (demonstrates line wrapping and intelligent margins)')\n", "flights2['month'] = flights2['month'].replace(['May'], 'The Month of May (also note how this is italic now!)')\n", "sns.lineplot(data=flights2, x='year', y='passengers', hue='month', lw=1.5)\n", "\n", "rp.line_labels(size=14, style='italic')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Automatic Scatterplot Labeling\n", "\n", "The 2D cousin of the above line labeling function is `rp.scatter_labels()`. Consider this scatterplot:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "def raptor_plot():\n", " fig, ax = plt.subplots()\n", " raptor = pd.read_csv('https://raw.githubusercontent.com/fivethirtyeight/data/master/nba-raptor/modern_RAPTOR_by_player.csv')\n", " data = raptor.query('mp > 500 and raptor_total > 7')\n", " labels = data['player_name'] + ' (' + data['season'].astype(str) + ')'\n", "\n", " fig.suptitle('The Best Modern NBA Seasons Ever\\nAccording to 538')\n", " sns.scatterplot(data=data, x='raptor_offense', y='raptor_defense', hue='raptor_total', palette=rp.mpl_solara, ec=None, size='mp', legend=None)\n", " ax.set_xlabel('Offensive Impact')\n", " ax.set_ylabel('Defensive Impact')\n", " rp.ylabel_top()\n", " return labels\n", "\n", "raptor_plot();" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "By adding `rp.scatter_labels()` and a list of label texts (the same order as in the plot), we can try to add as many point labels as possible. This problem is much more computationally challenging than the line labeling, so Rho+ uses simple heuristics that give good results for most plots. If you want to publish a figure in a book, it's probably best to lay out the labels yourself." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = raptor_plot();\n", "rp.scatter_labels(labels, size=13)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Labels will be wrapped if necessary to fit them in. Rho+ will make sure the labels don't overlap with plot elements, including the legend, but it can't see the future: make sure you've plotted everything you want to plot before calling `scatter_labels()`." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Readable Y-Axis Labels\n", "\n", "For space efficiency, most plotting libraries have a default y-axis label that is tilted 90 degrees. If you want your label to be how all other English text is read, you can call `rp.ylabel_top()`. It turns the y-axis label right side up, moves it to the top to save some space by avoiding overlap with the y-axis tick labels, and wraps it if it would be too long." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pg_plot()\n", "plt.ylabel('Bill Length in Millimeters')\n", "plt.show()\n", "\n", "pg_plot()\n", "plt.ylabel('Bill Length in Millimeters')\n", "rp.ylabel_top()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Custom Boxplot Styling\n", "\n", "This is what a box plot looks like using just the stylesheet. It also demonstrates the default categorical color theme." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfYAAAF0CAYAAADRkxtvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAAsUElEQVR4nO3dd3xUVfrH8e/MJJOEJKRBAig9hBaKgIAoikgzoCCIYK+rrhV/2Lur7i6Wtbu6i2LBBRUiUlRAaVIkaOiQAKGIQBJISEhInfL7Ax2DUgaS3Jm5+bx9+XpN7tzJPHM45z45z5x7r6Vps0S3AACAKVh9HQAAAKg5JHYAAEyExA4AgImQ2AEAMBESOwAAJkJiBwDAREyR2KNjGvg6BAAA/IIpErvVavN1CAAA+IUgXweAmhUc5PJ1CPCBSocp/kYHUAM4GgAAYCIkdgAATIRSvIk5xk/3dQheC3p5lOdxIMXtS1XbDAB+w4wdAAATYcZ+CqouTGOxEhA4GLuoS+jhAACYCIkdAAAT8Wlij4qO0b0PPePLEAAAMBVm7AAAmIhfLJ47o2lzDRo6UlHRMSouOqTZX0xV9t5fNGzklTpUeFBJ7ZJVPypam9av0Tezpvk6XAAA/JZfJPaD+XmaPmWSDhUWqH1yVw1MGaGPJ74pSWrfsas+fu9NuZxO3XzneDVt3kq7d233ccRcuhX+hf4I4Dd+kdjDwyM0+JJRimsQL5fLKZfr94PU+jWrVHK4WJL0y887FdegoV8kdgAA/JFPE7vVZpPL5dTgS0Ypc9N6rVqxRPGNmmj01Td79ikrLfU8djqd3MkNAIATMDyxt0/uquLiQ9q9c7vadeyi3Ox9Co+IVNGhQlmsVnU+q6fRIZ0Wf73IBSXZuslf+6O/YFygLjE8sTsdDqUMv0LhEZE6kJuj2alTFBPXQENHXKFBQ0do5bLFRocEAIBpWJo2S3T7Oojqio1LUH5eTq2/TyBclrJqjIF0MxVuAnPqqraZv/ZHfxEIYxeoKfRwAABMhMQOAICJ+MXpboGCEh4QmBi7qEvo7QAAmAiJHQAAE2FVvMlwvm7dRKkZwG84GgAAYCIkdgAATIRV8SZDSRYA6jayAAAAJsKMvY5gUV3goOoCoDo4ggAAYCIkdgAATIRSfB1U8myKT9633hNf+TwGf1W1bQCgOpixAwBgIszYq4F7PAM1j3EFVA+jBgAAEyGxAwBgIoaX4qOiY3Tn/z2u0tISz7bcnH365P23j7nvDbeN02sTnjIyRAAAApZPvmM/fLiYZA0AQC3wi8VzNptNA1NGqG3HLnI5nUpPW6Zli7+VJFmtVg27bKxat+2gstISfT3zc/28I8vHEQMA4J98ktjrhUfo3oeekSQVFx3StsxNKio6pNcmPKXgoGCNHHu92nbopOy9v6heeIR27czS7C+mKqldskaOuV5vvPiMnE6nL0I/Li7ZippCXwJQHT5J7CV/KMXfcuf9iqgfpR69zpMkWW025R3Yr+y9v6istFTrV6+SJG3J2KALS4YpvlET7duz2xehAwDg1/yiFC9J06dM0u6d24/aFhUdI4ej8qhtwXa7HJVHbwMAAEf4RWLP2LhWfS8crOlTJsnhcKhnnwuUuWmdnA6HZLHI8uv/55x/kcrLSrU/N9vXIf+Jv19Ig/Ju4PD3vlTb6KtA9fhFYl++5DuFhtXTX8c9KqvVqi0ZG3W4uEhWq02HCg7qvkefk9xu7d61Q59OnujrcAEA8FuWps0S3b4Oorpi4xKUn5dj+PsG0qUvq8bKTWD8T9W28fe+VNsCaVwB/ohRAwCAiZDYAQAwEb/4jj1QUSYEah7jCqgeRhAAACZCYgcAwERYFV9HcG5w4KAUDaA6OIIAAGAiJHYAAEyEVfF1BOVdAKgbONoDAGAizNhxXCy4w/FQAQL8F6MTAAATIbEDAGAilOLhlQ9eq/B1CKflhnvtnseB+hn8RdW2BOC/mLEDAGAiJHYAAEyEUrxBqq4wZ0UxYDzGIOoKejcAACZieGL/y10PqN/AlKO2RcfE6aGnXlDT5q2MDgcAAFMxPLHbQ0LUvdd5iolt4Nk2MGW4XG6X7HZW3QIAUB2Gf8cebA9R2rLFGpgyQp9NnqiWiW0VEhqmXdu3KdgeonMvGKCuPXorKNiunVlbNDt1ipxOpx555iUtmDdb5/Ttr7mzU7V5wxqjQwcAwO8Zntjtdrt+WLpQ1992r5LaJ+uCASn68vPJ6nP+RbKHhGhrxkb9sHShXG63Rl91k5K7dNfa9DRZbTZFRNbXqxOektyBfQt5LtWKQEcfBvyXsYndYpHNalNlZYXmzUnVldfdprXpK5WbvVeOykrZ7SE6s1lLjbzyBtntdgUFBWvfnt2ely9f8l3AJ3UAAGqToYk9xB6iyspKSdLPO7K0ZME3Wv3jD5KkiooK2e129Tq3nya9+6oK8vM04OIRkuX311dUlBsZLgAAAcfQxG63h6iy8vfLeq74foHncWVlhRqf0VQOR6VKSw4rIrK+EpPaa+P6dCNDNESgnENLuRXHEyh9uCr6M+oKQxN7sN1+VGKvqrKiXIcKC1VyeLPuGv+k8g7kauf2rUaGBwBAwLM0bZYY8F9ax8YlKD8vx9dhnFAgXvWqasyBegMVbgJTc6q2ZaD04aoCcQwCp4PeDQCAiZDYAQAwERI7AAAmwt3dDMJ3eoBvMQZRV9DTAQAwEVbF47g47xfHw+wX8F+MTgAATITEDgCAibB4DsdFuRUAAg9HbgAATIQZex3Eojh4g4oNEJgYuQAAmAiJHQAAE6EUX8d9d7m5y/IXTfv9b1ezf9aaULW9AAQmRjEAACZCYgcAwEQoxdeyqivQWWUM1G0cD2AEehYAACbim8RusejO8U/o4uGjffL2AACYlU8Se6vEtiorLVH75K4KDrb7IgQAAEzJJ9+xn9Wjt1atWKKOXbqrQ6euWpuepr79ByuuQbziGsQrKjpGP+/M0qzpU1ReXqY7xz+h9LRlOvucvkpbvkQ/LF3oi7ABAPB7hif28PAItWidpFnTp8gtqdvZfbQ2PU2SdGazFvrov2+ouLhIl466ShcMSNG8OamSpITGZ+itl5+T0+k0OuQaw6VcEUjor0BgMrwU37lbT2Vt2ayKinJlblynhEZN1DC+kSQpc9N6HSoskMvpVNryxWrRqo3ndSuXLgropA4AgBEMn7F36d5LkZFRGv/Y3yVJVqtVXXv0VllZqRwOx++BBQersrLC83NFRbnRoQIAEHAMTezNWybKbrfrpecfldt1pMzXonWSLhtznVavWqH6UdGyWK2y2+06r98gbVyXbmR4tc5fzlulxApv+Et/NRPGHoxgaGLv2qO30let8CR1SdqZtUUlh4vVrkNnWSwW3X3/k7JarVrz0w9atWKJkeEBABDwLE2bJbp9HYQk9e0/WEFBwVo4b/YpvzY2LkH5eTm1EFX1+eOVpqrGZPYbo3ATmFNTtb38pb+aiT8eD2A+9CwAAEyExA4AgIn4zU1gvl8w19chAAAQ8PwmsZsV36MB+A3HAxiBXgYAgIn4zar46vDnVfH+iHNp4Q1ml0BgYuQCAGAiJHYAAEyExXN1ECVWADAvjvAAAJgIiR0AABOhFF/HsUIep4OvcwD/xegEAMBESOwAAJgIpXh4fNTxLl+HUOOu2/im57EZP5+RqrYlAP/FjB0AABNhxl5Dqi5CY2ERgNPFsQTVRa8BAMBESOwAAJiIYYn9L3c9oH4DU47aFh0Tp4eeekFNm7cyKgwAAEzNsMRuDwlR917nKSa2gWfbwJThcrldstvtRoUBAICpGbZ4LtgeorRlizUwZYQ+mzxRLRPbKiQ0TLu2b1OwPUTnXjBAXXv0VlCwXTuztmh26hT1PLefGjdpqtSpH0g6MsO/4fZxev2Fp+VyOo0K/ZRxNTeYHX0c8F/Gzdjtdv2wdKHqR8coqX2yBlw8XPPmfKGKinLZQ0K0NWOj3nn1H3r9hacVEhKq5C7dtfanlWrVpq3C6oVLkpK7dNOGNT/5dVIHAMCXjJmxWyyyWW2qrKzQvDmpuvK627Q2faVys/fKUVkpuz1EZzZrqZFX3iC73a6goGDt27NbJYeLtS1zk5K7dNeqFUvUsXN3pX76oSEhAwAQiAxJ7CH2EFVWVkqSft6RpSULvtHqH3+QJFVUVMhut6vXuf006d1XVZCfpwEXj5AsR16bvmq5BqVcpt27tquiokz7c/YZEXK1BNK5p5RUcToCqY8HGsYkqsuQ0Wm3h6iyssLz84rvF6istESSVFlZocZnNJXDUanSksOKiKyvxKT2nn1/3pElq82mi4ZcqrU/pRkRLgAAAcuQGXuw3X5UYq+qsqJchwoLVXJ4s+4a/6TyDuRq5/atR+2zetUKXThwqKZ98r4R4QIAELAMSez5efv19r+eP+ZzSxfN9zz+eubnx9ynsCBfmzeuVXl5Wa3EBwCAWfj1F2VWq1WyWNSjd1+lpy3zdTgAAPg9v74JTJu2HTVo2Eht2bxBe3bv8nU4AAD4Pb9O7Jmb1ytz83pfh+EVVgkDqAkcS1Bd9CAAAEzE0rRZotvXQVRXbFyC8vNyfB1GQOKcWZwOZpWA/2J0AgBgIiR2AABMxK8Xz6H2UVIFAHPhqA4AgImQ2AEAMBFK8agVrLZHoOFrKZgFPRkAABMhsQMAYCKU4lHrrr7oQ1+HYLhPvrve87gufv5AUfXfCTALZuwAAJgIM3YfqLqwjAU7AMyGY5xv0eIAAJiI1zN2m82mS4Zfpo7JnVSvXvhRzz328P01HhgAADh1Xif2u8eNV8/e52jxgu9UVLy92m8cFR2jG24bp9cmPFXt3wUAAI7wOrH3Oe98PfPEI9q4YX1txgMAAKrB68ReVlqqgoMHazyAvv0HKygoWAvnzZYkXThomByOSn2/YK4efuYlzZ/zhc7tN1But0tzZnym7VszajwGAADMwuvEnjrtU9106+16ecLfVVJSUpsxedhsNkXFxOr1F59R23bJGnLJKL39r+cNeW+jcOlVwD8wFmEWJ0zsEz/4RG65PT83atRYU6d9qQN5B+R0Oj3b/3LDNbUWYNqyxZLbra2ZG3X51TfJarXK5WIAAgBwLCdM7FM/+ajW3thqs8nlcsrlcslq/f2su/CISBUW5Ht+Li07Uh34LZlbrFaJxA4AwDGdMLF/O3/uCV98xhlnqsmZZ3r9Zu2Tu6q4+JB279yudh27KDd7n/IP7Nc5ffvLFhSkmNgGatuhk9KWL/b6dwY6s168gbImAo1Zx6IvMP59y+vv2GfPXaCxlw9XcVGRZ1tIaKjuuGucblw51qvf4XQ4lDL8CoVHROpAbo5mp05RwcE8tU/uqnsffFr7c7O1fvWqU/8UAABAkheJPTYuTpJksVgUGxMru91+5GdZ1LJVa4XVC/P6zbZkbNCWjA1/2p469YNj7v/84/ed8GcAAHC0kyb2j6dMk9vtltvt1tv/neTZbrFYVFFeron/+XetBggAALx30sR+4zVjJYtFkz6eorv/+hdPKd7lcungwfyjVscDAADfOmliz83NkSS98uI/tWvnDhJ5DWCRDgAz4xjnW14vnvt2/ly1TmyjDh2T/3QTmE+nTK7xwAAAwKnzOrGPGHm5brntDu3csV3FxcWe7W63m8QOAICfsDRtlug++W7Sx1On6cP3J+rbed/UdkynLDYuQfl5Ob4OA1VwHisCDeVjmIXXPTk0NFTr1qyuzVgAAEA1eZ3YFy9coAGDhtRmLAAAoJq8/o7d5XJpzFVXq9c5fbRzx/ajVse//spLtRIcAhdlTQDwDa8Te0hIqBYtWPDrTxbZbF6/FAAAGMTrxXP+jMVzgY2FdsCfUfXC6TqlaXfH5E4aPeYqNWrcWHv37tHnU/+nzZs21lZsAADgFHn9J+FZ3XrouX++pOzsfUqd9pkO7N+vCS+9qrO69ajN+AAAwCnwesZ+3Y03aeK7b2vOrC8lSfO++Up79+7R9TfdotXpP9ZagKhbHpqc7usQTGXCNd08j2lb/1f13ws4XV7P2Fu0bK0Vy5cete37RQvVvEXLGg8KAACcHq8Te37eATVvfnQSb9GqlQ4ezK/xoHBEcJDL8z8AIDAZfSz3OrHP+vILjbv/QZ3T5zwlNGqkPuf11QMPPaZZM76ozfgAAMAp8Po79hmp01QvPFzjH3pEoaFhKikpUernU/XF9M9qMz4AAHAKTul0t69nz9K2LVsUHn7ktq1uSf36D9CiBd9WO5Co6BjdcNs4vTbhqePu89hzr+ifTz8gp8NR7fcDAMCMvE7s5/e7UPfd/7AqKspVcrjEs90td40kdgAAUH1eJ/Ybbr5VH016r9ZL7337D1ZQULAWzpstSbpw0DA5HJX6fsHcWn1fAADMwOvEHhUVrWVLl9RmLDgBVsYDdQtjHqfL61XxaT+s0PDLRtVmLAAAoJq8nrG/8/brevOdiTr/gn765Zdf5Kpy29bHHr6/2oFYbTa5XE65XC5Zrb//vREeEanCAs6VBwDAG14n9r/eda+sFqsWL/5OxcXFNfLm7ZO7qrj4kHbv3K52HbsoN3uf8g/s1zl9+8sWFKSY2AZq26GT0pYvrpH3C2RmvtMTJUfgz8w85usao49xXif2Xr3O0YPj79XWLZk19uZOh0Mpw69QeESkDuTmaHbqFBUczFP75K6698GntT83W+tXr6qx9wMAwOy8TuwH8g7I5arZvzq2ZGzQlowNf9qeOvWDY+7//OP31ej7AwBgNl7XeiZ/8L7u/b8H1K3H2WoYH6/YuDjP/wAAwD94PWN/8NEnJEnP/v0Fud1uSZLFYpHb7dawwf1rJzoAAHBKvE7sN14ztjbjwDGweAYAAp/Rx3KvE3tubk5txgEAAGoAU0IAAEzE0rRZotvXQVRXbFyC8vOoKAQqzmMH/oyv4nC66DkAAJgIiR0AABPxevEcUFsoOQJAzeGICgCAiTBjh19jYR1wBJUteIueAgCAiZDYAQAwEUrxCBiumd/5OgS/Yb30Is9j2sW8qv47A95ixg4AgImQ2AEAMBFK8X6s6opwVsQCgH/w92Oz/0UEAABOm7GJ3WLRneOf0MXDRxv6tgAA1BWGJvZWiW1VVlqi9sldFRxsN/KtAQCoEwz9jv2sHr21asUSdezSXR06ddXa9DT17T9YQUHBWjhvtiTpwkHD5HBU6vsFcxURWV+Dho5Ui1aJcrvdOph/QJ9+PFGlJYeNDBsAgIBhWGIPD49Qi9ZJmjV9itySup3dR2vT0074miuuuUVbMzZqxucfy+1y6Z6HnpHdbq+TiZ1LqwJ1G8cAeMuwUnznbj2VtWWzKirKlblxnRIaNVHD+EbH3b9BfCOFR0To+4Vz5XI65Xa7JbfbqHABAAhIhs3Yu3TvpcjIKI1/7O+SJKvVqq49equk5LCs1t//vgiPiFRhQb6Cg4NVXl5+dLDBwUaFCwBAQDIksTdvmSi73a6Xnn9UbteRclKL1km6bMx1+mbmNJ3Tt79sQUGKiW2gth06KW35YuVm71W9euFKbNtB2zI3qfNZZys0NMyIcP2SP54raQTKj8ARdfUY4I/8/bhkSGLv2qO30let8CR1SdqZtUUlh4tlCwpSwcF83fvg09qfm631q1dJkpxOp1I//VAXXzpawy4bq21bNqnkcLER4QIAELAMSexffj75mNvffe2fkqQNa3485vM/78jy7CNJDzz5T1X8oTwPAAB+59e1nY5duikqOkaSdFaPc1RYcFClpSU+jgoAAP/l19eKj4yM0jU33yW73a68A7ma8elHvg4JAAC/5teJ/YelC/XD0oW+DsNnWCwDAP7H34/N/h0dAAA4JSR2AABMxNK0WWLAX84tNi5B+Xk5vg4DtcDfzxcFjOLv5V/4D3oKAAAmQmIHAMBE/HpVPED5EQBODUdNAABMhBk7agSL3OBLVHaA3zEaAAAwERI7AAAmQikeNS6+/wFfh+ATuQsaeB7X1TYwUtX2BvA7ZuwAAJgIiR0AABOhFO8DVVeQs5oXgC9xPDIf/hUBADARQ2fsjZqcqcHDRik2roEcDod+WrlUy5d8Z2QIAACYmqGJffjoa/TdNzO1LXOTomJi1alLd1msVrldXNwEAICaYGhirxceoZLDxZKkwoP5WrpoviSpXccu6jcwRaFh9bR39y7NmfGpDhcX6Zqb71Ru9j61Tmqn0LB6Wr1quRbN/8rIkAEACCiGJvZ5s1M15tq/KCd7r7ZmbNTa9JWKiKyvXudeoA//87pKSw6rc7eeShl+hT7/5D1JUkxsnP775osKsYfompvv0r49vyhz0zojw65VXIoVqD7GEfA7QxP7xnXpyti0Ti1aJqpjl+7q0es8bVj7k+ITmujWux/07GexWDyPV/+4Qo7KSjkqK7VudZpatGpjqsQOAEBNMvx0N6fDoaytGcramqGrb7pDFRXl2rxhjWZ/MfWY+zscDs/joOBgVVZWGBUqAAABx7DEHhUdo6GXjdX8r2Zof84+RcXEKjauoX7ekaU+FwxQk1XNtfeXXWravJXiExrrp7RlkqTomFhJUmyDhurSrZemT5lkVMiGMMt5o5RC4UtmGUe+wNg1H8MSe2HBQW1cl64RV1yriMj6Ki8r0/cLvtG+vbs1e/oUDRs5VpH1o1SQn6dvZk33vK7b2X10wUUXq7y8XAvnzda+PbuNChkAgIBjaCl+7U8rtfanlX/avjVzo7ZmbjzmaxbMm63tWzNqOzQAAEyB+hUAACZCYgcAwET8+iYwk997y9chAAAQUPw6sZsVK3gB+AuOR+bDvygAACbCjB01LndBA1+H4HO0AQBfYcYOAICJkNgBADARSvGoESzAAQD/wNEYAAATYcYOD24GgT+iEgMEHkYtAAAmQmIHAMBEKMXjmMbHF/k6hBrxcm6k57FZPlNtq9pmAAIPM3YAAEyExA4AgIlQiq+mqivJWUEM4EQ4XsAI9CwAAEzE8Bl7m7Yddf5FQxQVHaPKygqtW71KSxfOk9PpPO5rOp91tlq1aacZn31sYKQAAAQeQxN7j959dVaP3po5/X/K2bdHoaFhumDAxbrqxjs0+b035Xa7jQwHAADTMSyxh4dHqN/AFP33zRdVeDBfklRWVqq5s1N19U13qFvPPtq0brUGDRuploltVVFerrRli1RWVqpBw0bKZgvSfY88q5nTPlHW1gyjwgYAIKAYltjPbN5KB/MOeJJ6VVs2b1CrxHZKTOqggoN5en3CUwqrF64Wrdto49p0Wa3WgCjFc0lWmA19Ggg8Bi6eO3mZvWXrJC2YO1sul0uHi4u0cW26AXEBAGAehiX23bt2KCa2gaJiYv/0XFL7ZO3b87Mkye3FHwAAAODYDCvFlxwu1qL5czT66ps1a9onysneq5DQUJ3ff4iCgoK0bPG3atYyUf0GDNV3c2cqLDRMbdp11Nr0NJWWliiyfpQkKSKyvoqLDhkV9ikJ9PNSKbvijwK9T/sbxhiMYOiq+B9XLlVhwUENG3nlr6e7VWr9mh81+f235Xa79eVnH2vIpaM17qFnVF5errTliyVJO7ZtUa9z++neh57R2vSVWjT/KyPDBgAgYBh+HvvWzI3amrnxmM8dPlys6VMm/Wm7w1Gpye+9VduhAQAQ8KizAQBgIiR2AABMhMQOAICJcHe3amLVMABvcbyAEehlAACYiKVps8SAvyJMbFyC8vNyfB1GwOMcW/wRM0wg8DBqAQAwERI7AAAmwuI5eFB2BYDAx5EcAAATIbEDAGAilOJNiNXtgY+vRQCcLo4eAACYCIkdAAAToRRvcj/d+ZGvQziu7m9d53nsz3EapWp7AMDpYsYOAICJMGP/g6oLz1jABBiL8QdUHyMHAAATIbEDAGAihiT2qOgYPfbcK0pM6nDU9r79B+vCQcOMCAEAgDrBsBm7o7JSKSNGKzwi0qi3BACgzjEssZeVlWrVD0t1yair/vRcUHCwLr50tMY9/Dfd8+DTOv+iIZLFog6dz9KNt9/n2c9uD9H4x/6ueuERRoUNAEBAMXRV/IrvF6hl6yT17HOB0pYv9mwfmDJCYWHhevOlZ2ULsmnMtbeqorxcaSuWaNDQkWoY30j7c7PVPrmLtm/LVMnhYkPi5dKs8BX6HoDTZeziObdbs6b9T73Pu1AJjZp4NndIPkuL5s+Rw1Gp8rIyfb9wrjp27iaX06n1q1epc7eekqROZ52t1T+uMDRkAAACieGr4ouKCvXNrGkaccV1Cg62S5Lcv/53LKtXrVByl+6KiW2gyMgo7czaYmS4AAAEFJ9coGbL5g1q3aa9uvXso59WLtPm9WvUb0CKZk7/n4JsQTqv3yBtXJcuScrP268D+3N0yairtCZ9paFxBuoFMijjBr5A7XvVRd8Fqs9nR4/5X83QocKCI4+/nqHy8jLdff+Tun3cI9q9M0s/LFvk2Tc9bbmanNlM634yNrEDABBoLE2bJR67Bh5AYuMSlJ+XUyO/ywyXtKz6Gfz55ircBOZoVdsjUPtedZlh/AG+xsgBAMBESOwAAJgId3f7A8p/gO8w/oDqYxQBAGAiLJ4zIU4ZCnzMXAGcLo4eAACYCIkdAAATYfGcCVHGBYC6iwwAAICJkNgBADARSvH4E1bVmxtf1QDmxggHAMBESOwAAJgIpXic0NyRgX+r3MGpvTyPzfB5TkfVNgBgbszYAQAwEWbs1cC9owHzYVwj0NFrAQAwERI7AAAmYkgpPio6Rnf+3+MqLS2RxWqV0+HQrh3btGTBN8o/sN+IEAAAqBMM+4798OFivTbhKUlSWL1w9eh9nm64bZw+eOdV5eeR3AEAqAk+WTxXWnJY3y+Yq/r1o3Vuv4GaNydVKcOvUPNWbVRZUa5li+ZrzU9HTktq3ipRA4YMV/2oaOUdyNXXM6dpf84+X4QNAIDf8+mq+KytGTq//xANHjZK27Zs1heffqSwsHq68obblb1vj0pKDmvkmOuV+umH2rV9m1q2TvJluCfEZVgRKOirgLn5/HQ3t9xq066jWrZOUv9BwyRJNptNzVq0ltvt1vZtmdq1fZskaUfWFl+GCgCA3/NpYm+d1E57f9ml+vWjNemdV3SosOCo53v2ucA3gQEAEKB8ktjDwuqpR+++atu+k95/5xVJUr+BQzVnxqeyWW3qc/5FSluxRFszNurcfgPVrEVr/bwzS81bJaqivFz79uz2RdgnZKYLWVCqNTcz9dXaQP9HoDMssYeHR+i+R571nO62c/tWTXr3VRXk52n+nBkafMko3fPg03K73dqw5keVl5ep5HCxZn4+WYMvGaWIiEjlHdivb2ZNMypkAAACjiGJvbDgoP7+5PjjPl9RUa5Z0/93zOeytmYoa2tGbYUGAICpUJMDAMBESOwAAJiIz093C2QsQgLMh3GNQEcPBgDAREjsAACYiKVps0S3r4Oorti4BOXn5fg6DNPgPF5zo9QMmBsjHAAAEyGxAwBgIqZYFW+z2RQbl+DrMAAAMITL5VTBwQPHfM4UiX1/7l5fhwAAgF+gFA8AgImQ2AEAMBFTlOJPJjIyShcOHqbkzt004W8PyelwyB4SomGXXamWiUkqKy3Vt1/NUObm9ZKkth06a8DFwxUaFqYd2zI1O3WqKirKffwpfKdDp7PUb2CKQkLDtHf3Ln35+WS53C7a7yRuvmO8IiLrS5KCgoM1d3aqtmxeT7t5qVViW4297la9+/oEFRUV0m4ncWazlrri2lvkdDgkST8sXajVP66g3bwQFBysIcNGKbFdR7ldLi2YO0uZATxW60Riv3T01dqWuUmduvbwbOs3IEWVlRV65R9PKCGhicZcf6t2/7xDFotFKcNHa+qH/1Fuzl6ljBij8y8aom+//tKHn8B3LBaLktona9on7ys3N1vDLhur3uddKHtICO13Eu+9/bIkqWViW53ff7AyN67ThYOG0m5eCKsXrn4Dh6q0tEQS49UbjRqfobTli7V04TzPtkFDL6PdvDB42EhZrFa9+eLfZLVaFRQUFNB9rk6U4j95/22tXLboqG2dup6tRd9+JZfTqX17d2tbxkZ16HSWOnbupi0ZG7Rv7245nU4t/vYrde7W0zeB+wG3260Zn32s3Jx9ktutvP05Cg0Lo/28FJ/QWP0HDdPnn7yvysoK2s1LKcOv0KL5c1RRUSGJ8eqN+MZNlLvv6IXEtNvJBQfb1a5jF82bnSqHo1IVFeUqKTkc0G1XJ2bsfxQaVk8Wq0VFhQWebftzsxUT20AWi3Qg9/er2B0qLJDNalNoaJjKykp9EK3/aNykqXr2uUBffPqRkrv2oP28cMmoqxQT20AXXzpa87+eQb/zQtcevXWo8KC2b8uUxHj1VsP4xmrarJWGXDpKWVsytGj+HNrNC7ENGqqivFzDRl6pM5o208H8PH339cyAbrs6mdiPzy3JcpxnAv7Ku9WS1D5ZF186WjOnfXJk9n5MtN8fTXr3VdlsNo2++mYld+l+nL1ot9/ExDVQ1+699PF7b3mxN+1W1YzPPlJx0SEF20N0+VU3KrnKV49Ho92qslltslgs+n7BN8rNzda551+kCwamHGfvwGi7OpnYy0pL5Ha5FRkV7fmLrGF8I2Xv2yOr1aqGCY08+9aPipbT5VR5WZmPovW9loltNTDlMv3vg3e0/9ekTvt5x+V0yuV0KnPTOjU+oyntdhIdkruqQXwjjXvob5KkkJAQXXn9bQqyBdFuJ1FYcFCS5Cwt0eYNa9So8Zn0Ny8cOlQgp9PpmbBkblqvrj16B3Tb1Ynv2I9l/Zof1W9Aiqw2mxo3aarEdh21af1qbVq3WkntO6lxk6ay2my6YECK1qWn+TpcnxqYMkKzv5jiSeoS7XcyISGh6tKtp6w2m4KD7Upq30l7du+i3U5i2eJv9dKzj+jl5x/Vy88/qsLCAk165xWlr1pBu52A3R6i9sldZbFaFRISqvbJXbX3l5/pb14oLjqk4qJCJbVPlnTkLKB9e34J6LYzxd3dTmb46GuUmNRBoWFhKist1fo1q7T42681bOSVatG6zZ9OZWif3FUXDblEIaH+eSqD0R7928sqLSuV3Ee6ys87szQ7dSrtdwL1o2M0eOhIndG0udxut9atXqWF8+coxB5Cu52CO8c/oakfvqviokO02wnUj4rW4GEj1aRpC7ldTm1Ym64F82bT37wUHRunS0ddpQYNE5S9b49Sp3wgt9sdsG1XJxI7AAB1RZ0txQMAYEYkdgAATITEDgCAiZDYAQAwERI7AAAmQmIHAMBESOwAAJgIiR0AABMhsQMAYCJ18iYwQCCLT2ikDz/5VBPffVsjRo1WRHiE1qxO1xuvvazSkhJdc/1N6nNuX0VHR2vnzh169+03lLF5kyTpnD7n6fqbblFCo8bK3rdXn035RAsXfCtJGnv1tRp6yXDVqxeurK1bNPE//9aWzAxJ0oUXDdTYq65VfEKCdmzP0jtvve557oPJU5U67XP16n2OOiR3Um5Ojt5+4xWtXbNakmS1WjVq9BgNunioEuITVFRcpKxt2/TCP55VcVGRoqKjdfsd96hnr96qqKjQ/Llf64P3J8rlcmrAoCEaMfJyLVm8UCNHXaH0n1bphX88d8LPAdR1JHYgQJ3fr7+efvwRORwO3XH3vXr0iWf04P/doy0Zm/XV7JkqLS1Rl67d9MTTz+nqMSNlt9v18ONP6p233tCqtB+U1LadIiPrS5K6dD1LY8ZerUceHK+Cgnz16t1HNptNktSrdx/ddc99evVfLypz8yb17nOunp/wkm696TodzM+XJF1z3Q16641X9dorL2n0mCv18GNP6bqrrlBlZYVuv/Mend2zt/7z7ze1bdsWNW/eUs/+4wXVqxeu4qIi/e35Cdqfm6txd/9Vdrtd99x3v2685S967z/vSJJatGyp7H37NH7cXTp0qPCEnwMAiR0IWP9+8zVlbdsqSXr9lZc18YPJSmjUWBGRkXr4sScV16CBiouKFBsXp7i4BiouLpLT6VRUdLTKy8u1fOn3nt/lcrlksVoVHROt7Vlb9eUX0z3PXXrZKE3//FN9v3ihJGnmjFR1P7unBg1O0adTJkuS5s39WosXfidJ+vD9/2rYpSN0xplnKj8vTxcPvUSPPHCfNqxfJ+nILX9/06Fjspo2a6YH7rtbFRUVkqS3Xn9F/3jxFX006T1JktPp1IsTnvfcFjMkJOS4nwMAiR0IWAf27/c8zsk+ckvdfhdepMuvGKvXXnlRWVu3KjQsTG++M1G2oCCVl5fryUcf0tirr9Wo0WOUm5OjyR9O0orlS7V+3Vq9+/YbGnvVtXrg4ceVsXmT3n37Df28a6fi4+PVYcyVuuzy0Z73C7GH6HBxsefnnTu2ex4X/7o9PDxcoaGhCgoKUmbG5mN+hobxCbLbQ/TJZ6mebRaLRfXq1VPD+HhJUt6BA0fd6/pEnwMAiR0whdaJbeR0OhQdE6NVaT9oyaIjs+uoqKij9tuwfp0ef/gBWSwWDUkZpkcef0pXjLxUZWWl+nrOLH09Z5ZCQkJ0x93jdM999+v+cXcpNydHy5Yu0VezZx31u8rLf0+2TqfzmHEdOlQoSWrQMF779u6RJCU0auR5PjcnWxUV5br7r3+Ry3X0jSbz8w6oQ8dOcrv/fAPKE30OoK5jVTwQoM7te77i4xOU3Kmzxo1/UPPnfqO9e35R+47JatU6UYltkvTgI0/I5XJJkhrGx+vhx55UcqfOio2NU2homJwul5xOh7r1OFt33nOfWrZqraioaNntIar8tTT+5RfTNXjIUCUltZXL5VR0dLTGXHm1YmJiTxrj3j17lLF5o+4e939q1ryFWie20W133O15fvOmjdq1c6euue4mhYWFyWq1qHOXrhp2yXA5HI5j/s4TfQ4AzNiBgHXOuX113Y23qKysVN/Nn6ePJk2UxWJR23bt9eIrb6joUKE+fH+i2rZvL0kqOFig7Ox9evixpxRZP1J79uzRP559WpWVldq5Y7sGDUnRC/96TTabTZkZGXrztX9JktJWrtCbr/9LV159nZo2a6ZDhYVavHCBZwZ+Ms8+/YTuue9+vfbmO8rLy9PXc2aqTVJb6deZ+JOPPaRbbv2rJrz8qkJDw7QlM0Mff/DecX/fiT4HAMnStFnin+tcAPzWb6e7XTv2ch04sP/kL/AzSW3b6V+vv63Lhg1RZWWFr8MBTIcZO4BaNWhIitxut9atXa2IiEjdfOvt+nHVSpI6UEtI7ABqVdGhQxpz1TW6/c57VFZaqh9Xpen9//7b12EBpkUpHgAAE2FVPAAAJkJiBwDAREjsAACYCIkdAAATIbEDAGAiJHYAAEzk/wGYslzAq/HDVwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=flights, x='passengers', y='month')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The \"whiskers\" aren't quite right, and it's a bit loud with the filled colors taking up so much of the figure.\n", "\n", "To fix the whisker styling, pass in `**rp.boxstyle()` into `sns.boxplot` or `plt.boxplot`. \n", "\n", "To make the boxplot only colored on the edges, call `rp.unfill_boxplot()` after plotting a boxplot." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=flights, x='passengers', y='month', **rp.boxstyle())\n", "plt.show()\n", "\n", "sns.boxplot(data=flights, x='passengers', y='month', **rp.boxstyle())\n", "rp.unfill_boxplot()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Smarter Tick Limits\n", "\n", "À la Edward Tufte, legend of data visualization, `rp.smart_ticks()` modifies the axis limits to show the maximium and minimum while adding negligible clutter. Pass `xaxis=False` or `yaxis=False` to only change a single axis." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdkAAAGFCAYAAACxC4mOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAADbwklEQVR4nOy9d3hc5Zm/f7+nTVXvcu+9YIwx1ab3HgIkAUJCsskmm2zKZpN8N9n9JZtN3/RsOiEkhB66KQZjwGCDsXHv3ZLV6/Q557y/P0aWLM/IKlaz/N7XpQs8pz1nNJrPeZ73KWLM2MkShUKhUCgU/Y421AYoFAqFQjFSUSKrUCgUCsUAoURWoVAoFIoBQomsQqFQKBQDhBJZhUKhUCgGCCWyCoVCoVAMEEpkRzhf/Levsmz5yvafR598lp/96rdcfuXVQ21at3z4ro+ybPlKiktK+3yOY+992fKVPPTYU/zXf3+X8RMmtu8zZ958li1fyaWXX9l+3WdffKV9+/d//FP+5wc/znj+s85ezLLlK7n7nnszbvcHAvzt4Sf4/X0P9PkeFN1zzrnnc/2Ntwy1GQpFGsZQG6AYeOpqa/jed74FpL70l150CV/48r9TWlbGX+774xBb1zUvvfA87697j8aG+pM6z7LnnuGVl18EoKCwkA/feQ//84Mf88mP3UWotZU9u3fx5X/9LIcPH+r1uX0+HwC33Hobryx/icOHDnbafvc995JfUICUqhx9IDnnvPOZNXsOTz/5+FCbolB0QonsaUAikWDL5k3t/353zWrKR43i6muuH9YiW1tTQ21NzUmfp6amutP919fV86Of/oIZM2by7jtriITDnbb3Bp/P33aNGj7zuS/wtX/7Qvu2yVOmcs11N7Bv7x5KTsIbVygUpy5KZE9TmpuaGTd+QqfXrr3+Rq69/kbKystpbGzktVeX87e//JlkMgmkwqaNjY2sXbOaD97xYYqKS6g4fIg//PbXvL9+Xft5DMPgpltuZenFl1JWXo50JbW1NWzduoWf/+8PAfjzXx9i/br3+FnbvwGKS0q5/28P84Pv/jcrXnmZ2z98J3ffcy9XXbqkV9fvDtd1AIjFYgDMmj2HH/30l3zlS59n04b3e/U++vx+HMfhZz/5IT/48c+46JLLWPHKywgh+Oznv8h7a99h6+bN3HXPxzsdl5Obyz0f/ySLFp+Dz+dn/769PPTgA6x5+y0ANE3j4ksv55rrrmf0mLE4tsO2rVv4w+/+j4o2j9swDO66514uXHoR+Xn5NDTUs/K1V3nwgfuJx+N88d++yqzZc/j43R/udO1j3/tj3/MzFy7inHPPY8uWzXzz618BYMnSi7nlg7czZuw4IuEwb7/1Jvf94XeEwyEgtRwxZuw4Hnvk79z10Y9TWlbGoYMH+eXPfkJrawv//NnPM2PWLEKtIV55+UUeuP++9vcfTv4zd9T+oyxbvhKAuz98GzXVVQQCQT7+yU+x6OxzyM7Oprq6iheXPc8Tjz2M67q9+l0rFH1BiexpgqbpAPgDfs497wIWLlrE6ytfa99+7yc/zaVXXMnDD/6Nffv2UFxcwu0f+gjjxk3g//vm19v3m3/GAiZOnMTf//oXItEId3z4Lr75re/wiY/eSX19Hbqu89/f+xHTpk3n6aeeYOuWzQghuOqa67j8iivbRbavdHf9jPcuNDRNR9MEY8aO41Of+Ry7d+1k86aNJ2ULgM/rIx6LsWnD+yx/6QU+8al/5p3Vb7P0kksZN34Cn7r3bhafcx6apuHxeonHYvgDAX7y819TX1/Pb371c0KtrcyZO5//+M9v8/3vfIs331iJrhucf8ES3lr1Jnv37Mbj8XDrbXfw39/9IZ+45yPYts1H7r6Ha6+/gd/++pfU1lQzfsJELlx6MU/943Hi8Xiv7uOzn/sCq99exff+51vt0YPrbriJj33iUzz60IP8+Y+/Izsnl1tuvY3v/vB/+eLn/hnbtgEYM3YsH//Ep/jbA/cTCYf56Mc/wde/8V+40mXde2v5x+OPMnP2bO748F00NTXy1D9SId3++Mw1NtTz5X/9LLfd8REmTJzYvixydInhs5//InPnzed3v/kVoVAr06bNYNHZi3numSeJRqMn/ftXKLpDiexpQPmo0Tz30qvt/04mk7z0wjL+8NtfA1BQUMiNt9zKf/3H11j33tr2/Xbv2smvfvtHps+YxfZtWwDw+/x87tOfpKamGoCKw4f5/X0PcOZZi3jphee57IqrmDN3Hl//yhfZ8P769nNNmjyFMxeeddL30t31M3HnRz/GnR/9WPu/Gxrq+ebX/71f1kl9fn/7l/Uffvd/nL34XP7lX7/IgoWL+Pvf/kJ1VVW7x3xUkK+57gY0TeM/vvplksmUUL2/fj2Wx8PdH7uXN99YSTKZ4L++8bVO16ququKXv/kDY8eNZ++e3YwZO4662lqWv/QCjuOw7r21PPHYI326j40b3ueH3/tO+79N0+LOj36cP/z21yx77tn2199f9x5/efARzrtgCStXpJLDAoEgX/u3L7Jr5w4gFSH4nx/8mLXvrml/qFr77hrmzjuD886/kKf+8Xi/fua2bN5EU1Nj2rIIpB4ADhzY127re+++w4N/vb9P75FC0ReUyJ4G1NbU8O3/+g8AIuEwNTXV7eE4gGkzZqDrOt/+7g8yHj995sz2L7wDB/a3f9kBHD50EMdxKCwsAmDBmWdRcfhQJ4HtT7q7fiaeffpJXnrheYQQ5ObmsfSSS/nRT37BN//fv7Np44aTssfv9xONpUS2uamJ+/74Oz73hS9z8MB+Hn/kIaAjLO3z+2lqamTmzNmUlJbx5HMvZTxnMBgkFApxyWVXcOPNH2DU6NFYlkVLSwsAgWAQgH889gjf/P++w/1/e4SNG99ny+ZNvPn6azQ3NfX6Pt5Z83anf48dN46srCw++/kv8tnPfzFt/+kzZrYLV0tLc7vAAhw+nEr+em/tu52OqTh8iDnz5gP9+5k7EQ///W988d++yp/+8iCbN21k08YNrHpjJZFIpNtjFYr+QInsaUAymej0JZhGm0P3vf/+/6isrEjbfGwYtrW1JeMJhCYA8Hq9Gb/ATNPs9G9XyvYQ9lHy8wu6trGH189EfX1dp/t/Z83b/Phnv+KOj9zFpq98qdtrngifz0fsmLDjC88/y/QZs3jphedwnKNrv9H2fVPWSg4dPNDJczyWWCzGOeeez5f//esse/5Z/vT73xKNRhg9egxf+veOMOrmTRv56EduY978BcyYNZsbb7qFez7+Cf79S//Knt27kBneY4Cc3LyM18zE7/7vV2zelP4g0tzc3P7/odbWTtukKzO+7roummj7PfXjZ+5EvLFyBRvWr+OMBWcyfeYs7rz7Y9x9z7184XOf7pekOoWiO5TIKti2bQu2bVNWXs7K117ttC07O4eWluYujkxn3749XH/jLRQUFHb6opw774xO+9XX1TFq9OhOr513wQV9sL5vJOJxsrNzTvo8Xp+v09qelJKf/Oh7nfaJH/Vk20R2y+ZNnLnwLEKtrRw5Utm+n2EYmKaJbdvMO2MBzU1NndawDaPzn6uu60QiEd5+603efutN/nLfH3jo8ae46JLL2LN7F3V1teQX5OP1+tqF/qyzF+P1eru9r4MHDtDS0syYceP4x+OdQ9C9/Uxkoj8/c5DKoDeOe5CD1HvU0tLMytdeZeVrr/Lwg3/l7489yTnnns/TTz5xUvegUPQEJbIKGhsaePThB/nwXfeQk5vHuvfeRdM0zr9gCWefcx4fv/tDtLZk8ibSeeapf3DV1dfxne//iIce/CuRcJjLrriSqdOm0+6+AG+veoNPfOoz3P2xT7B50wbmzTuDiy+5fEDur7i4hFmz5wCC7OxsFp97PvMXnMmf/vDbkz633+fv5Mlmoj1c3Fbu8/wzT3H5FVfzvR//lEcfepDDhw5SXFLKjTd/gH179/DD732H/fv2knPTLdzx4bvYvm0r48aP57obbmo/pxCC7/3op0QiYV579RUaG+qZPWcegUCQPbt2ArD6rVXc/qE7+crX/4Pnn3masvJybv/wne2ZwScimUzwp9//ln/90lcwDYNVb76OnbRZuOhsrrjqGv7l059IqwnuDf35mQPYs3sXV11zHZdefiXJRAKP18vrr63g57/+Lbt27mDN6rdoaWnhvPMvxHVd9uze3WfbFYreoERWAcBf7vsjlRUVXHfDTVx59bXYdpLt27byrW9+vVdfdnW1tXzpXz/LJ/7pn/mXf/0SUrq8s/ptnnvmKa665rr2/Z76x+Pk5uVz2eVXcsNNN7Np4wa+8fWv8Kvf9n/d7lXXXMdV11yH4zi0tDRz+NAhfvT9/2lvUHEy+Px+WqqrTrjPUZH1tnmy0WiUL33+n/nI3R/j1ts/RF5b+c3qt1bx97aknBeXPUdZeTnXXn8jH7zjw2zdvIkffu87/OQX/wekPOY///F33Hr7h/j0Zz6H5fFQXVXF//3y56x4dTkAu3bu4H9/+D1u//Cd/Md/fZuDB/bzo+/9Dx/7xD/16N5eXPYcTY2N3PLB2/m3r/4HQsDuXbv4wf98+6QE9ij99ZkDWP7SC8ycPYdPfeZfaGlp4bGH/04sFuWPv/sNN95yK5//wr+haRoVFYf5wXf/my2bTz6zXKHoCWLM2MmqFY1iwPl///ktJk2azMfu+tBQm6JQKBSDhvJkFf2K1+vja9/4TzZt2MD+fXsRmmDhWWdz/gVL+M2vfj7U5ikUCsWgojxZRb9iGAZXXH0tl19xFeWjRuG6LocPHeLJJx7jjZUrhto8hUKhGFSUyCoUCoVCMUCoUXcKhUKhUAwQSmQVCoVCoRggTonEp9y8QpoaMzd/VygUCsXI4NIlZbSGu+/k1RU79iSGnVacEiKbqTWcQqFQKEYWrWHBf/5L5hafPeEjX0zv+jXUqHCxQqFQKBQDxCnhySoUCoVi5CMBd6iN6GeUyCoUCoVi2KBEVqFQKBSKAWAkerJqTVahUCgUigFi0DxZwzS58tpbmDx9FtJ1efXFZ9ixbRPX3nQHEyZPJRaNsvz5J9mxbdNgmaRQKBSKYcZI82QHTWSvuPZmhKbxyx9+C03TMAyDpZdeTTKZ4Cff/QYlJeXcdvcnOXRwH5EezLtUKBQKxchCAs5QG9HPDEq42DQtps+ax0vPPoFtJ0kk4kQiYebMP4vXlj+P6zgcqTzE7u1bmDnnjMEwSaFQKBTDEBfR55/hyKB4svmFRSTica69+Q5GjRlLY0M9ryx7GqEJWpub2verrakiL79wMExSKBQKxTBEjrCRNYMisrqmI4TgjVdfoKamivMuvIQll13dxd4j7B1WjDiEgNnzLCZONmlscHl3dYxoRH1uFQpFOoMisi0tTTiOQ031EQB2bN3E/IWLka4kKye33ZstKi6l6kjFYJikUPQJ04IvfDWf0jIdr08jHne54QNBfvr9Rg4dsIfaPIXilGekPa4OyppsqLWFUGszU2fMBmDmnDM4UnGYTe+vZemlV6PpOmXlY5g8fRZbN60fDJMUij5x6RV+ykcbeH2pPx2PR8Pn1/jYp3OG2DKF4tRHnuTPcGTQsoufeuxvXH/Lh7j2ptupOlLBE3//M1JKrr35Dr7wtW8Ti0ZZ9uQjKrNYMaxZdJ4Py0pPsMjL08kv1GioG2kFCArFYCJwhmkCU18ZNJFtaqjnL7//Rdrrj//9vsEyQaE4adyuNFSAVPqqUJwUquOTQnGa8/brUeLxzl8DriuprbZpbBhpXw8KheJkUSKrUPSCFS9H2Ls7SSzmYtuSaNQlHJb88dfNQ22aQjEiUHWyCsVpjOPAL37YxMTJJhMmmzQ1OmxYF8dODrVlCsXIYKTFg5TIKhR9YO/uJHt3K2VVKPqT1Jrs8PRI+4oKFysUCoVCMUAoT1ahUCgUwwIJ2CPMk1Uiq1AoFIphw3BtKtFXlMgqFAqFYtgg5cl4spklurfzzKfNnMulV92A1+dj3+4dPPvEQyQScSyPp9cz0JXIKhQKhWLYMBDZxb2ZZy6E4OobbuWh+39HTXUlV994GxdeciXLlz3VpxnoKvFJoVAoFCOW3s4znzV3ATu3b+ZI5SEcx2Hl8ueZu2ARQJ9moCtPVqFQKBTDAnnSTSXSw8W9nWcuBNTVVLe/3tLchK7p+Hz+Ps1AVyKrUCgUimFDfw8I6P0888zX7zoh68SpWipcrFCcYjhWkFjuJJLe/KE2RaHoV442o+jPtoqd5plLyY6tm8gvKGyfZ36UouJSGhvqaWpsoLC4pP317JxcHNchFo10ecyJUCKrUJwiSAQNU66nctEXqZv5QarP/Aw1c+7G1ayhNk2h6Df6W2R7O89868b1TJ0xh7LyMWi6zpJLr2bjuncA+jQDXYwZO3nYlyXlF5TQUF/d/Y4KxQimZdS5tIy/GKkfI6pOEn/dFgp2PDF0hikU/cTchaP5yGf6fvz3vpzMqBW5+QVcf8uHKCwqSZtnPn7SlLRynBmz53PJldfh8XYu4fF4vF0e0xVKZBWKU4TKRV/E8eamb3BtRq/6DkI6g26TQtGfzFk4hg+dhMj+8MuJYacVKvFJoThFcHVPF1sEUjMRjhJZxSmOBDns3b7eodZkFYpTBG/TXnDTS/WNWCPCiQ2BRQpF/yNP4mc4okRWoThFyN33EsKJg2OnXnAdhJMgb9fTI6ylukIxclDhYoXiFMGINVL23i9oLT+HeM4YzEgtWYffxozWDbVpCkW/kCrhGVm+nxJZheIUQk+EyN3/8lCboVAMGP3djGKoUSKrUCgUimGBRImsQqFQKBQDxMn2Lh5+jKzgt0KhUCgUwwjlySoUCoViWCABd7jW4vQRJbIKhUKhGDbIERYuViKrUCgUimGDSnxSKBQKhWIAGInZxSrxSaFQKBSKAUJ5sgqFQqEYJgjV8UmhUCgUioFgODf67ytKZBUKhUIxbHClWpNVKBQKhULRA5Qnq1AoFIphgQTsEZZdrERWoVAoFMMGlfikUJzm6JbGmMUFFE3PIlKXYN/rNUTqEkNtlkJxypOqkx1ZKJFVKHqB6ddZ+vUZeLJMDK+OY7tMWFrE6l/vpm5761Cbp8iABBL544iUzkBzEvgPb8AM1w+1WYqMCOQIS3xSIqtQ9IKpV5bhzbXQzVRISzc0MODMj07gxa9uHGLrFMcjgYb5NxMtn4XUTZAuLZMvIG/jMwQPrRtq8xSnASMr+K1QDDDlC3LbBfZYTL+Ov9AzBBYpTkS8aFJKYA0PCA00A3STxrnX4Zi+oTZPcRwScNtmyvblZziiRFah6AV23M34utAETmKkrSad+oTL56Q82OMQrkOseMoQWKToDhutzz/DkeFplUIxTNm7ogY73llMXcel6UCYeIs9RFYpukK4dpcthISrfl/DjZQn2/ef4YgSWYWiFxxYVUfF2kachEsy6pCMOUTqErz7+71DbZoiA4FD72cWU6Hhrdk1+AYpukVK0eef4YhKfFIoeoOE9X/Zz47nK8kbHyDWlKR+d2iorVJ0gafpMFm736BlyoUIebQzrqDg3b+jOcmhNk9xGqBEVqHoA5G6hKqNPUXI2bmCwKH1xEqmIuwEvqptaHZ8qM1SZEAiRtw8WSWyimGJP1vnig8XMGV+AATs2Rjhxb/WEWpSyUWK3mNEmwjuf2eozVD0gOGawNRXBk1kR4+dwAfvvBfHTq2PrH5zBWtWvcZtd36C0lFjQKayE372/f8cLJMUwxRNh7u+Vk52voFupJ5qJ831c/f/G8VvvnYQR+WrKBQjEinBHWGz7gZNZEvLRvHOWyt5c8VLnV4vKSvn5z/4L6Q7XHPDFIPN5Ll+/Fl6u8AC6LrA49OYtiDA1nfCQ2idQqFQ9JxB88uLy8qpOVLZ6bWsrBzCoZASWEUnCsosTCt9XcbyCgrKrCGwSKFQDBYS0eef4cigebJFxWWMGTuRK6+/hT07t/PCM49RVFJKTm4en/nSN4jHoixf9hT796q0+tOd2ooEyYTE4+v8R5OISWorVLKRQjFSkQi1JttXnnzkL4RaWzAtDx/40D0sXHwB77z9On/6v5/Q1FjPtJlzuOn2u/nZ976Jqzzb05o9myKEm20M02wPGTu2JBp22LlehYoVipHMSPv2H7RHhuamRhzHIRaNsG3z+xQWlSBdl6bG1DSMHVs3IaUkEMwaLJMUwxTpwl++W8m2d0MkEy7JhMv298Lc/51KXJVcrFCMaFQzij5gWR4mTZ3B9q0bsUyLGbPns2XDOiZOmU5dbTUtTY1MmzEHx07S2toyGCYphjnRkMszf6jlmT/UDrUpCoVC0WcGRWS9Ph+z5y3g8mtvRroOmzesY/17q1mw8Bwuv+YmvD4/TQ11PPbgfe2lPIqRSdGUAIFCD02HojQdjg61OQqFYhghgaRak+09Lc1NPPq3P6W9vu7dt1j37luDYYJiiPEEDS760mT8BansYCGgdleYN3+9F9dWD1aK0xc7mEcypwijtR6z5fQeJi8BewCyhHvbp2HazLlcetUNeH0+9u3ewbNPPEQiEcfyeLj2pjuYMHkqsWiU5c8/yY5tm054bdXxSTEonHX3GIIlntSQ8zaKpgaZeXUJm5+uGkLLFIqhQWo69ed/gOioKQjXAU3HqjlA4WsPncZ9lQdmbbU3fRoCwSyuvuFWHrr/d9RUV3L1jbdx4SVXsnzZUyy99GqSyQQ/+e43KCkp57a7P8mhg/uIhLvuXz6y/HLFsEQ3BWWzsjsJLIBhaUw8v3CIrFIohpbmuUuJjpoChom0vEjDJF48jqaFVw61aUOGBJy2/sV9+emK3vRpmDV3ATu3b+ZI5SEcx2Hl8ueZu2ARAHPmn8Vry5/HdRyOVB5i9/YtzJxzxgnvSXmyigFHaAK6+APQzeGZEahQDDThKQvBOG6gvGESnjiPvDXPDNPWCqcmvenTkJuXT11NdfuxLc1N6JqOz+dHaILW5qb2bbU1VeTln9hRUCKrGHDsuEtTRZS8Mb42wU3h2i4VG5qH0DKFYuhwzS66l+k6CC1Vy3aaMVBrsr3p03Ai23q7BVS4WDFIvHv/QZJxFzuR+uJIxhxirTYbn6js5kiFYmTirdoHGRrvWPWViNNQYI/iStHnn67oTZ+GpsYGCotL2o/NzsnFcVPHSleSlZPbvq2ouJTGhhMnqymRVQwKTYejPP8fW9n67BH2vVXPhscrWfbNbcRa1EgdxelJ7tplCDsBR5OcHBuRjJO35tmhNWwIkaQ6PvX1JxOW5WHG7PkITcPj8TJj9nwqDx9k4pTpZOfmAXTq07B143qmzphDWfkYNF1nyaVXs3FdakzipvfXsvTSq9F0nbLyMUyePoutm9af8J7EmLGTh339RH5BCQ311d3vqFAoFKcQji+L1mmLSBSMwmyqImv7Gozw6buEMnrBJErvHdXn4/d+Y0eaVmTn5HLFtTdTPmZ8e5+GV196lgULz2HReUva+zS8+OwTHKk4BMCM2fO55Mrr8Hg7l/B4PF6uvfkOxk+a0uMSHiWyCoXitMLx+AjNPYvouMnokTBZG9bgrdg/1GYpgFELJlN47+g+H3/oG9uGnVaoxCfFkBEYFaBsaRmePA+NWxupXlWNE1fNiRUDh+PxUv3Be3G8PjBMkkC8fCw5a1aQtWntUJungBOurZ6KKJFVDAkFZxQw9aNTEbpA0zWyJ2dTtrSM97/7Pk5UCa1iYAjNOatdYI8iTYvmsy8isG0Dmn26NoEYHgxUdvFQohKfFIOO0ARTPjIF3dLR9NRHUPfoWDkW5ReXD7F1ipFMdNzk9NpUANclWViS/rpi0OnvxKehRomsYtDxl/sz9qbQLZ3C+aoDlGLg0MOhzENINB0tqmYVK/ofJbKKQceO2Qg9c0jIjqiSHsXAkbVxDeL4kLDjYDbUYDY3Do1RinakHJg62aFEiaxi0InXxYkcieA6nQM8TtyhcoVqTqEYOLyVB8l5azkimUDEY4hkEqv2CIXLHh1q0xSARBBH6/PPcEQlPimGhG2/2cbsz83Gk+dBSolmaFSuqKT+/dN71Jdi4Mnaup7Azk0k84vRYxGMliZc0yJRVIoebkWPqLDxUDJcPdK+okRWMSQkmhKs+9Y6guOCmFkmoQMhkq0qs1MxMEjAsbIRro1uR9BsG09NJRJoOusCWhcsRjgOUjfwHthNwfKn0Wy1dKE4eZTIKoaU0IGu5zAqFP1BPHsM9dNvwbGyQQislsMUbHsEI9FKeNpsQmecnRo315Z1HBs3icYlV1Lwyunb3nCoUCU8CoVCcQphW1nUzrkbx1cAugmaQSJ7DLXzP45E0LrgHOTx03AMk8jkmbiG8kEGGxdISNHnn+GI+hQpBozsOQWU3TQRT5GPZFOCqmf30bhmeLU8U4xswmULkeI4X0LTccwg8dzxuD5/F0dKpOUBFTIedE40fL079H60o79QIqsYELJm5TPu4zPRrNTH3irwMur2qQhDo2HVkSG2TnG6YPvyUx5sBhxPDp6Kg0QnTgOtsxBr8RiaSoAadFwE8ZMQ2a4emYYSFS5WDAhlN0xsF9ij6B6dsusnDJFFitMRq2k/wkmkbxAaVmsFOatXIpIJcNpaebouIpkkb+WLI2xlUDFUKE9WMSB4inwZX9f9Bpql4SaGaxO03mMW+si7ZAy+cdnEKkI0Lj9Iojoy1GYNOnZwAvHCRbhGELNlB566dxFufEhtCtRspHXshTiebNBSX3fCSeBt2IkZqQWg9OE/0rLgHOJlYzBaGsl+7y081apee6hwhv1cuN6hRFYxICTqY3jLA2mvO1HnlBdY3atTfm4R+dNziUZd5JwyhC4QhoY1Okj2mSUc+sV6YvtahtrUQSNeuIhY2cWgpZKI4r5iEvlnkLXzd0MqtJqbpGTdb2gZu5Ro0SyEmyRQ+Q5ZFWva9zFam8lf+cKQ2ajowAXCJxFgzeo/U/oNJbKKAeHI03sZ97GZnULGTtyh+vn9Q2dUP2AGDM7+f3MxAgaGR6fasUhIDUQquKjpGuhQcvs0Dnz33SG2FpLBAsJjz8A1ffiqduCt3oWgf10FqVnEyi4B7Zi1T81EmkHiBQvx1q5CAomCsUTGzAYpCRzcgNU4ON6ibkfJ27uMvL3LBuV6J0LqOpHpk4mPGYXe3EJw0zb0kFr7PYoLRIZplnBfUSKrGBBaNtZz8P7tlN88ETPfi92apOq5/TS8cWqH4cZfNQozy0Q3U0/bCToE9lg8o4KpIQhDGPoKj55L4xk3IjUBmkFk7Dw8dQcofPuv/Sq0jq8MpAMcl2Ckmdg5U6F2FU3zryE8YQFSM0BAeOJCsra/Qc621/p0TdfwEimbg+MJ4mk8gKd+77BfQ3Uti+q7PoiTk4W0LEgmaT33LIoeehJPhUoGBHCA0LD/TfYOJbKKAaN5fS3N62uHXGz6k6J5+e0CC6nMwUzBb5lwh/SeXd2i8Ywb2hssAEjDQ7xwHNFRs/FXbOq3awk7QsYcSikRyRCJvPKUwBod9ajSsGiZfiGBgxswwr1rzB/PGUXtontAaEjdQDhJrKbDFL37F4QcvrOIW89egJ2XA0frb00TCdRffyVl/3ffCJMWxVFUdrFi4BkhAgvgxDp/iQeFneYVugmHplUVg2lWGvHCcSDT5V8aHsJj5vbrtfR4LVqiAdzjBM5N4qlbQ6RsOlLP8DwvIFo2rVfXkkD9gg8hTW9KtIWGNDwkcscQGruw7zfRGxuERixvEpGi2ThWsMfHhWdO6xDYY3D9PpzcnP408dRFCuRJ/AxHlCerUPSCg68eYdrtEzA8qbXmbGFjS4i4Bk7MRpgaoU111D21Z0jtFE4XTRSkm7mk5SQJ7P074Qm343oLUuIuNLyVL2GEDyLc8eC6oHd+phdSdm1nF9jBYlzTm/a6NCzCoxeQdWBNhqP6j6S/mJr5H0W21d5KoZN94HVyDrzW7bFd3avUhGp60YmR5fspkVWMGDRLw1fsI94Uxw4NzJfWkbdryR4XpPy8YqTtghB46sNs++NuhM8kURfFae5/EestnvoDCNdNCyIIxya4/71+u47Q/AgjCMkGsnb9HsdTgDT86NEqhJsa+BA4tInWGUszBDQEvoqtvbziCcIiAxwxkQhq592FawXgmC5SreMuwNNyEG/j3hMeH1y3iaaLzgfrmLVr18WsrcdQyU8dDFOPtK8okVWMCMZcNYbRV45GOqmxefUb6tn1l124yf4vF9rx0D72v1BB9vgg8cY4LQeG3xekkC6Fbz9A7Xl3t70gkEIjuOdtvLUnFoOeXcDAV3Q1hn8yqXQVjXjjKhLN70C887hCI9xI7vpnaVxwLbTNEBaaIP+dx9ETvasnNkK1aIkIjuHpbI6dIHB47cncUbckskfhGt5OAgsgNYNQ+aLuRXb9JuLjRhObND71QCAlWjxO4T+eHzijFUOOEtnhhKGBfWrXkA4FRYuKGH3FaPRjyoXy5+Yz8faJ7H5g94BcM96UoPb9hgE5d3/haTxM+fPfJ1Y6Ddf04K3ZgxFtbu/lKzKs2fYUb+EVGP5JCM3g6NeIJ+9cXLsFO7w93Za6wxi1jdiBQgCMliNYDekZtVLoqZB2F26pAArX/Z2as9sSnzQD4dp4Gg4QPNQ7D727a6Xtr1tkdJeFlhLfbhBSUviP50kUFZAoL0UPhfHuPYCQIyhpoT9Qnqyiv9GWjEe7YjL4TGiN4zy9Hbn21C51GUzGXDEG3XNcC0dLp/isYvY+tHdAvNlTBc218VduAcAxA9TO/hCx/KmpMHfjPvJ3PokRa+rdSYWFGZjWJrDHvKxZeHLPThNZ1/BQfc4nkIan3QtMZpdTfc4nKV/xI4R0iOVMpHHiNdjefISbJHjkXXIOvZLxQcBqqaT81R8SKZuN6wniaTiA1Xigx9m58eyxNEy5DttfhHBtAlXvkbv3pW4zk63mQ2leLKQ6SPlqep6tbdXWY9XWd7/jaYlo+xk5jKwV5lMQbekEtGumIgIWQhOIHC/6B2cj5pUOtWmnDGZW5gbwALpvOM7lGHyk0Khe8ImUwGo6CI147niqF/wTrtb1+5cJoXnoagFU6OldviJlc1Ne47ECpWlIwyJaMp14sJy66Xdg+wrbynI8hMoW0Tjhmi5t0JwEwcPryN7zOp5eCGzSX0TtnLuwAyVt17IIlS6kfvot3R6ruUlydzyTShxry6QWdhwzVE2w6v0eWqDoFqn1/WcYojzZIUa7fBLCc5xH4DHQr5mKvaFqiKw6tWje3UzBvAKE1vmr1o7YJFtTyTeR+eW0XDYFN8eLtb+RnGe3YVa1DoW5Q0IsfzKuGUgJ7FE0HamZRIrnEKxa1+NzSSeElEnEcc0npHRxYofS9rf9eWBYaa9LoWP7cgnnzk01qTh2m24RLp5H7oGX0ZxYj23rjpbR56cE/1h0k2j+NBwrCz1x4s9EsPp9rNARQuULca0gvrpt+Gu2DOv63FOOERYuHp7Sf7pgauDt4jknL3ODfUU6sXcrMDRJh3cl0XHRNhwCCa1LJtJ4x3zsUTm4QQ+xmSXUfOECkiU9r3E81bF9BWlCBqm6Wdtf1MuzSWJ1y5FuEtm2niilg8ShYnIZRy7/PI1zrsLxpLxaq+kwwk7vXyykg9Vc0e7Bpm13HWxP/9aPJgPFnR802m2xsb15PTqHFa4mf9dzFG55mED1RiWwihOiPNmhJOlCOAnZnvRtNaHBt+cU5fKLTEaZh9jh5NEgvQRFkmlGE95zJKsf1Wi5ahry2GiBJpCmRsuV0yi4v//KWYaCpK+A1lHnkfSXYLUeIqvybYx4c9p+ZrgG4TppQpsKd/a+pZ8d3k7ECWHlLkYzcoh6HY5MGU3Cnw9AyJ9LZMxsSpf/El/NdoxII8lAQcdsVyeJFg3RVHwRrjRTWcfH1dFKoWPEetcNqjus1kqSgdI0oZWagRFV66TDg5HlySqRHWKcZ7aj3zoLYXX8KmTCwXlmxxBaNTDYuT5C50zALsnG2l9PcM1+tGjypM87erxJUHdYqNd1ej3hEVhjA2T8o9U0EuN75rmcLFllXsYvKcKXY1G9uZlDa+px7ZPPKI1njaV29l2p8KemkwiWES5ZQMmG32NGazvt62ncixFrIOkvah/5hmuj2RH8dZlrVV3TIjR1Hony8egtDWRtfQ+jtal9uxM7TLTqMVzTS8U1X+k8HF03cE0foUmLydm2gqLVv6dh3k3EyqYAICJJnLAPJ6vNU3XbIhF66nclnATBqnfQ3P6tOc4+/CaR4rlIITq8ZydBoHoDenL4lWKddkgxbNdW+4oS2SFGvlOBk3TRr54KeV6oCaeyi7fXdX9wP2AGDMoWF+Er8tK0p5Wa9fXIfhCA44mPyaP2UxcgdQ1Mndi0ElqXTqXkp69iNEVP6txNDQ7BrAwJTlJiV0eReuYnY71+4Ge+li/IY8FHx6MZGpouKJ6ZzaRLSlj5/W048ZPLem6YfF1bWUkbmoEUGk0TrqRo6wOd9hVIitf/kaaJlxMpmQsIfHVbyd3zIsJNb9zheP1U33wvjscHpgWOTXjmQgpfeAjvkQOd9k3klCIcu70LUjuGSaxkMtnbVtB0xrXEyyen1malROaZYEpoOvpZE201tC6aHSW7YhXBqtV9fm8SOWVERs8BIfAd3oynKdXm0og1UrzhDzRNvJJ49lg0O0ZWxWqyDr/Z52sp+pkRtiarRHYYINcfwV4/+FM4ssYGOPMLMxG6QLd0yhYXMfGa0bz7/U3Y0f5dZ2r84JlI7zHN6i0DqWs0Xz2bggdPbiTcS0+F+Mg/5WJ5Op6A43GX1a9FcMM2/vcOE1kwCo6JFoiETfZLu07qut2hGYIz7hrX3oIRwPDq+IssJlxYxO6Xq/t8bimMzGupQiOeMy6zPU6c/F3PkL/rmW7P37zgQhxfEPQ223UDqUPD0usp+/svOsUG9Fgo4zonroseaSaRP4Zo+cyOAQFCpIILQSAkoU3jhZOgYPc/8DWlR3GkZhApmoHjy8dsPYK3vuuRfc3TL6J1yvntE39CExYR3LuG3C0vAak11eJN93f7HiiGCCWyipHC7HsmY/g6PgKGV0cUeBh/1Sh2P3EQANdjEp02BmnoeHdVYLT23vtzPQbJkgzjlHWN6IyOUiUjy6T0yrHoPoPa1yuJ7O9Z9u/m9TGefLCFa27NxrQESMnqlRGeeSQ1ND3v0U0IRxJeNAYkaHGbnCc3491Z282ZT46c0X4yhaoNS2fUwvyTElmkkyoj0TPVbfZ9SLq08pCB8UQnzuoQ2GNwfAGcQDZGuGMgvRmqw2yuJpFbBscMAhCuTdauVUS7GhAA4BPQ2iaWQqDZ6VEN25tL9cJPInULqZsIJ5nySNf+Aa3tXl3dJFY6jWQgn5apF3QKXUvDIjTxbPyHNmC1nMR7rlD0ASWypylWtom3ML1LjW5qlC4sZPcTB4lOHkX9HZeAlIBAaoK819YxvvEQ0oXGHc09WlsUjtt2DijTYuRpCapcLw2uhUimPOaiJWUU3Dq9/Zgxi8pxdtez+6cbe3Q/q1+PsOaNCFk5GpGQ26nfunBc8h7dSO6Tm3F9JlprHDEITXbsuJMpaRaA5ElGCgSSQM37hIvndxIU4SQIVva+Sb4E3NIrIW8eINEwM47wQwiEnb6OXvjWX6k/+3biBaMRrgvSJW/9s3gaK4gXTejygaD9IjIVJrZC6SVADTNuwjX97d6yNDwk/YU0T7qEvJ3PEysYR905d6a2aXpGr1pqOtHS6UpkTwmUJ6sYAUhHdvlRdm2Ja5nU33EJ0uq8ztZy2ULKfbnk66naxY2/3UnD9vRs1mMRtkvu9kpuW2RTYiRwEehIdsT9vPB2M7pXp+DW6alklGMwJhdQtKSM2pU9C6VLCS1NXa9ziqSLnuy7l9dbWo/EiDQkCJZ40LQOgbHjDvtW1Jz0+XP3LcOxsojlTkJIG6mZ+Go3kX34jd6fLGsq5M6FtsYU/iPQMr4jEQkAx8FTdQg9nu5t6okIxW/8CcebhWP5MFvr2rs1+Q9tomXGxZmDu61RhBToyRCFO/+WPjZQM4nnjksXTs0gUjKX3N0vUrf4w0gzQ4b+sUiJkCcYGqH50KxCpN2CtE/8eVYMJCrxSTFIeII63iyD1tpEv2SiHk8ybNNyMET2+CDaMR6Gk3CoeLOa2LQxbRmfnXEQ7CefYl9KJOZ9ehpvfO097MiJPbOb/FWU6VkYAo7Ws04zw4SteqouHpXxGCkg/6IxPRbZ4ciaX+3mvC9MxfQbQGp4wd4VNRzZ0HTS59Zcm6JtD2J7crC9+ZiRWvRk30q/3LwFcEwSVaAKklkQLZAIJwlI9FAzBa/+o9NxjuHDtbLQYw1org2uRBz3eTWizeStfZzGhTcfM+NWkP/Oo2jhGJodx4xW9cl/iRVNTK3xdovEX7El4xaz4GKMnAUgbRA6bvQw8ap/gBz6aUqnJSOslbMS2WGG4dG48OOjGT07C6fty+rdR4+w843+rRcE2Pyn3Sz80iwMn47QBVJC0+5WDr5yBDlnUpdRG/uYJ00poXh+PpVvdb2+qRuC8XMCadFCU4dZS/OpWdVVGY9AGKf2U224Ns5L/28TBZODeLJMGvaEiDWffNnSseiJVnTbBucksqXFcfWzQN4uyNofx46txmjYi1VT0f6RcDWDxuk3ESmaiXCd1HpqvAXHl5PyYKVD3vZnCNRsBiBQsQVf1S7ixRNBunhq9qZEuRs0N4mn+SDxnLGdvVnXxl+9KWODjY59nFTWs6aRt+FZjEhT2i569jyMnPmdBh1ovjFYxVeSqH66W/sUiu5QIjvMWHLvGMpnBdFNrX2pbdFt5YQaklRu6d8GFdHGBM+ussg9dxR+3aYhYmC/voGgI/HuOozU0gXOQDLe05H0InTQvSfuD6wZXTf9Ni2N2tcqyLp0PNC+dJtKQJWSlnd611pSiI5zDBsk1O/q/+YiEpBFFyILFrfduIOoWYnW0PtsbdG8Gekr7+TNAhgxsHa8ldbVqHHq9UQKZ6TKhtqEzvEXtI3Ua9tn5k0Y0UY8ranyGc1J4DuSPqGnO/K3PpGW+KTHmsje+wrQtg57PHacwIH1WM1H8B3ZgZ7IXANr5i5CaJ3vWWgGemAqCBNk/z4QKbpBMiDh4tFjJ/DBO+/FaUvWWP3mCtavfZtrb7qDCZOnEotGWf78k+zYlhr0MG3mXC696ga8Ph/7du/g2SceIpGIY3k8XR7TFYMmsr29ydMRb5bOqDaBPRbTozHniqJ+F9mmqxYTXjCFVtdMJaCYIK4/Fz0Sw7frMAUr1tJ06Vm4moYEDFzGeVopM4/xmCTUb2k64XWSMZemqjgFozsnWrmO5ODmVpJNCSKrD8PZ40i2dfrUpSQQDlP57P4e3cuYeVks+mAZWUUW8bDDphdq2fzi4NQaDxWy8Dxk4WJoFwkTWXIRrhNDa+7d35Fo2ojMnQ3eMtA94NqARKt4Mk1gXd0iUjKno6lFx1lSX5JtIiuFQevYc/FsebQvt9eOEWui7K3/JVo0E9uXjxmqIp4/liNL/w2pW4hwMzIQaBvgoiGcJJ6aPeRtfL7bMXZCO8GIOs0CR4nsSKC0bBTvvLWSN1e81P7a5dfcRDKZ4Cff/QYlJeXcdvcnOXRwH0IIrr7hVh66/3fUVFdy9Y23ceElV7J82VMsvfTqjMdEwl1/Nw+ayPbmJk9k8EjGm2Xg2JLja/oBgvm9m5TSHa6pEzpzKpjHNWa3TFqWzse36zC3XxQnkbeZLXYRCVej0IpSakQQbWtgUkpc2yVS030D99fvr+SaL41D0wWGqZGMu9hxlzWPpbI9wwW5mLZApBZtsSU0aV60gIXbmsDI9VB082SCswpwbZfmt49Q/+w+pO1SNiPA0k+MxWirk/UGDeZfV4xuaWx45uQTjIYjEpCF5xwjsG1oFrLoAuityOKi7f8bBCfjZk1C2GFE00ZEMj0JyDW8COl2v3SmaTi+3F7Z0eWpXJtAdSrTvH7WjUTL57Y34pBmLkQT+Gs2ILDxH9mOp2ZPj9Z4neh+9OAMxPGD2J0IOKoD1JAwAHWyxWXl7N7eubPZnPln8btf/gDXcThSeYjd27cwc84ZaJrGzu2bOVKZynRfufx57v3sv7F82VNdHrN2ddfJhoMmsr25yRMZPJJpqUlkzOFwbUnl9v598HD9PoSUGb8o7bwsSqb4yS6yML1xyjhM2DVokB6ODfsKIRBCUDg7l7pNTSe8Xs2+KI9+cw8zl+aRV+6haneE7W80EQ87GKOyMMdkMd/XyDyzEROXPXYWq518fOePJrriAOP+fSF6wEToGhqQt2Q03jFZHP7F+yy4oaRdYI9ienTmXF7IpudrcZ3exY9Nn8a8a4qZcFYO0oGdbzaw+cW6Xp8HUmIYKZ5H66jzcUw/3qa95Bx4BSPe1OtzdUIY6QJ7FDNDTXJPTomE0C700ImbdOjxVoST7NxtKhNOEm/9nj7Z0uUpTR+R8nmkPYkKA4mXgg0P9+p8yfrX0f0TkcJEaAZSuiBtErUv9KPVip4jBkRki4rLGDN2Ildefwt7dm7ntZefQ2iC1uam9n1qa6rIyy9ECKir6Sj1amluQtd0fD5/l8eciEET2d7c5OmKa0vefbyKsz5QhtkmGq4tScYdNj7fv40T9NYwuBnKXVwX63At2SWeTsuoSamRaV1VMzX8JT7oRmQBQg1J3nki3bM0iv1cEahishXCbCtgnW02Mim7ld+PzcJcXIbm0RHHZE5plo5vQg6e0UGyizOXbwhN4AnqRJu7T7BpP68uuPZrk8gqtNrD9vOuKaZ0aoCXfrq/x+c5SvPYSwiNOqddkCJFc4jmTaV0/a8wEi3dHH0CpA12CMzs9G2xgfHeE75iWkZdSNJfit5ah5trdYiddAEBR8cNujaaHSN4uO+tETPh+PJSgw6OF1lNI5lV0uvzSbuZ2ME/YuSeheYbg0w0kGx6B5kYmRGQ05UnH/kLodYWTMvDBz50D7PnL+xiz2PWOzJs6fqYrhk0ke3dTZ6+7HitgVBdgjlXFhHIM6ncFmLj87WEG/p3bUi4kpzl79F0xaKOkLGUCNsl59V1NPljnX4VpnDbPN/OH0DXloQqT64HcFYiyhRPCOOYDhG6AA8OF06Js2d8GRFP+kdVSomnPEjTkRilWelj61xHEgv1XGABxi3IJpBndloXNyyN4kl+Cif4qNvX8z7Lru6lddS5nb0uoSF1k9ZR55K3r+/ekgBE1UvIUTe017amLppEq34l4zESiBbOJFy+ACk0AlUb8Fdv7HbdEiAeHE3tjLuRwgBNSz2gJVzMxGFc04en+QBWqJJI6Vxc04+3bifZB95AT/Zvf2gj0pA50cl1sFoq+3RO6YRI1q84ScsU/cYAJD41N6WqM5xohG2b36e0bDTSlWTl5LY7ekXFpVQdqUDTNIpKOjrRZefk4rgOsWiky2NOxKCJbG9u8nSnYnOIis0Dvy5t1EQh5gdhgybB0aDVRAslqK2K0lgRI3+MD8PS8AubZmnhSNrrEt2kS6w+TsO2kyveL/UncRyJcdyn0RSSyXlJmhOCQ46LPG7dTNcFZ57nR7bEcBM+NKvjyzcZd9jwbA29HfVZPMmPmSFbWmiCwnG9E9mkvwghHSTHe10G8ZzxvTMsA1rLdqSbxC1aAlYuxGvRqlcgoocz7t8w7UaixbORRsrzT2SPJVI8m8JNf+t2/bJx/NXHDSPQAA0SUL7up+0vZx3O3G1KkhocHymZA1ISqHofb9P+nt5qx2XtGMFDawmPPrOjFzKp2bPZe1b2+nyKkY9leZg0dQbbt27EMi1mzJ7Plg3rSCaTLL30ap578mFKSsqZPH0Wr770LJrQ+MTnvsK6NW9RXV3JkkuvZuO6dwDY9P7ajMeciEER2d7epGLgkUDjlZcBPjhGN6Tu0HzeORS8+DIv/mQ/C28pYdLiPDRdkNheTaNtkTcjF+lC9Xv17Hp8f5+DD07AR3juFA6NM8BND4e7Ehw0irUYFa4fp1MoRxIwXebOMnEdAymT1NUlsHK9RFuSbHi2pk+1xa21CZJxtz1c326LIwk39i6aoCdaUmPojke6GLGGXtuWCRHagx7qft0zESghWjKnk1BKw0M8dwLx3Al4m/ad8PhkoKzL17sOsLVdh1RrxGjxrJTAS5do6RyCh9eQu/ulExyZmdztz6PHW2gdfx6u6cVqriB32/OY4YHtRa0YJPp5Tdbr8zF73gIuv/ZmpOuwecM61r+3Go/l4dqb7+ALX/s2sWiUZU8+0p50+8LTj3HLhz6Kx5sq4XnxlVTUaeXy57s8pisGRWT7cpOKgcXJCuJ6M5Qv6DqxiRMAsOMuqx88wuoH+6fjkm7AlPkBcosMdkTy2HTuJUgh2GTq1MiVlLlhju890eRaaAImG60ccgJEpI4AckSC0XoEl1SzCxDkBR1++9nNuCfRFnjP6ibOuL4E6UpE2/qi67gkow6HN/VsYMFRjHgz3ub9xHLHdwrpCtce9NFq8bwJaaF+AKmbxPIndyuymh1L9Q8+DuHEuvWCE9mj2zzoo1N4NKRu0Tp6MYHKdZiR3pVaCSTZ+94ge1/fEiQlkMgbRbxwAlo8jL9yK5o9eO02FSdA0u8i29LcxKN/+1Pa6/F4jMf/fl/GY7Ztfp9tm9/v1TFdMSgi25ebVAwsWiKZ1iu4fVusoyTH64Gz5llYJqzbnKSxuW9ua3a+zl1fH4Xl1dAMwQtVS5CyQ3i+W30Ony5YxwxvA0iJq2lUuwFsdBwEPuEy1WjFlW3rkW3tGRNSxyfaVFVA8TgvVXu7LynqinjYYdmP9nLhvWPILkqJQv3BKCt/f6ijI2AvKNjxMA2TbyRaMB0hJcKJkbf7GTyhvq0f9hUtGctcduM6aD1YNw1Wraal/PxOzSqEkyDrSPeJTdHCaV1O4YkVTO61yJ4MEkH9otuIlUxBCg0hHZrmXk3RqvvxNGYOsysUJ4Pq+HQKInWd+KgxSCHwVBxCs0+c3GPn+EiOzkNvimJWNCIALR7Hu/8AsfFjyfMn8BsJGuN+olFB1tp1AJwxy+Cbn8vCdSVCgKEL/vRIhCdf7v1T/zUfK8afraPrgopEkMRxH70W18P3a88hp6aKCU8+y1Vfn4LpTe3TVpULiPbk1aOvH/ucIIQgeZKD0AEaDsV48j934cs2cF1JPNR311hzEhTueARX9+DqHvREa48SjfobX91WGqZfn75BiPb60xORXfE6jhkkXHxGKrtX0/HXbiC7ovt1UOEkUolSx/XVFNJt64s8eETGzEsJbJtXLds+h3Vn30H5Cz8akt+N4lgGpoRnKFEie4oRGz2Wumtv6lAXIch/8Vn8e9JrG6WAxpsXEj5zPMJ2QNMwalso+v1K9EiCkteWM+Ori8gKOLgSdCE5vB8Obt6M1wPf/FwWPm/nlogfvdXPhu02+w71XHgMSzBmqhe9baKLJjLX5wJEEoL6IzYv/+IgF396LJoukMIFy8y48OchZYfrSsJNNvUV/dfUPdrSu8zkE6E58fbZp0OBNHQodaFOdl5DL3aQHgO6edsEkvz9z5F76BVsTx56vAnd6VkSWKB6I60TLkr/nQuBr2ZrpkN6hO3Px7ECmK3VCCeBnVOEa3qwGo6k+ilnIDS+c8LUUaThIZlbhtU0uBEGRSaUyCqGCNeyqLv+FqTV+Uui4crrsO7/PUao85ph6OxJRM4YB6aONFMJOMnSHBo+tJiiP7zO9A+NI8cX7zSGbfQoh+QFpUyNNSBlekqLacCl51n8/qGeZ9ke/ydTaoTJ1hPU2XqnrSKRJLhuGwDVO8M89OVtFE9MrQOWLy5kyvkF7V/UGpIcGSORSH2ZJmMuT/1chfu6IjpuOsJykGMdiJMSWi/gSsITZ5OzoWfrm5oTw4r0bo3eiDWTt+0fNM64KTVXVgAICjY/jJ5hSHt3OKafuoUfIZldBq6DNDU0XxRpWu1TfvLeforAwUwC3vUXeNfDHxWDivJkFUNFdPLUjK9LIYhMm0H2e+90ej10/pSUl3Ishk5sUjEi30fu1Fy04zKNdI9O+UXlWMszZ78KAR6rd38EyYSkYk+M0ZO8aLpACPhU4fv8pHohCVuQdAVCSry7DhJ4f0fHfTlQvSuCr9jLzIWlNMrUKHEJJFxBbRjqntlDS4PDgS2R4TcYYBghdSO1Bi9IietRNK3L9dL+JFC9CV/dTmL5k0BKvA270dy+hYrrFtxBIqc81TtZNyDXxdUCndYOGs+7Cau5FrO5c8Zx4OB6krllad6scJPKi1UMCEpkh5DuSh+Ox7U8SC3DEbqO60nPFJaezP2OhSvRAmabp5rhdF6d9zYnMfT0a8UTsGpt70Oyz99Xy51fG4VpCUyPRoHTwhe15fzuWYu45cVz8AhWVX3GY0edV5waxYcgQcojL9KjzMqrx3tXENeF9WssHn+gmWRCKW0mfId30XTWZWmvC9vGd2jnoNigOXH8tX0PDwPY3hwSuaM7hhMYpC/Ok5rME5p6FnnvPt/p9cDB9UTLZxIvHJcaLtA2K7dgzUNqPXa4oDxZxckSGTeV5sWXYWfnoUXDZK97k+DWd7sVXO/B/Qi5JO2rQCST+PbvTd9/ayXhRRPA6FyrqYXj2IdaSLYm0Qs6b3NdSdTvw/r2ZXzxSCv/UnyIyVYYIVICu3p9gvVbe79W2Vhj86enJVlXTUQ6JqI1RuNj27A2HqSbDrh4cq1OHneWSHCmWYsuUo8pug5nLPLi8wvu+0X/z90dCRitTWRvfJPWOee1e67CsfHv3oin9tRpAONa/s5tFbtqDqTpOL70Hs5CuhS+/QDxwgnECsejJyL4D29CT/RvZyrFyaBEVnESREdPouHim5Fm6kvC9QdpPvtipK6TvenE5RBmQz2BLRsJz5zTvi4rEgm8+/diVaavR+Ys30J01iikz0RaBjguwnbJf+QdBLDrgV3M/PRMhC7QDA3XkbhC0Kh5EAhCedl8NzyNi9esI9+Ns+rdvgksgP/icfivntwevpbZPnLunof7h/dJbEsv4bB8GufeVMi0s7PRDEGrDFEj/LhoTNSb07wO09KYPttLTp5Gc+PJZxiPRHLefx3v4d1EJs1Bahr+fVvxVB0YarN6hRmq6ey1Jsn4nSyScbyVmQcdCMBbtw9v3YlrgxVDgcouVpwkzWctxQwmySs+gMcXIZnw0FhbRsuCC8javAbRzcJi7mvL8e7fS3jmbNA0/Nu24tuzM+Ozn94ao+zHywidPYn4pCKMuhDBVbsw61INP5p3NLP6rzWUXDORQFDQLL04poPH6BBSqWk8Ey6l9ZFtfb9pAcErJqEdtz4sLJ2s66ZQf5zICgG3/vsY8kotjLYewqabIIjNbieHoEiSKWpu25K8AoPmxv7LMB5opDCQhecgc+emekc3bUTUr0bI/stsPhZPXSWeulN37VG4Drlbn6Np5rVtHrkGEQk+OoYT2AmMUBP+fd2XJimGGZIR175eiewgo5X6KJu4AyHcVO2pmcTj20OtGI1redDjnRspSCA6aQqh+Wfierz4du8g6/332sPDhilYcHkOM88OYidd1r/WypY1ofYPqhZNkv3adnhte5otoXkzabroQg7aJjSlrqYJycyCg/iMlFAJQ8McnWHSSy8QXgNhZWgvCOiFvrTXxs0KkFNotgsspFrl6kkHvbaFKo8gmC/bS4KOYno0PLfPobwqTsPLB4gd6F2HpsFGAu74O8Fb3N4RShadhwxOQtt//wgLmvUfwcPrMMINtE44F8eXg2f3LsxEDZFJ83EtD/4DWwjufBfNGZgHFYWiN/RIZAuLivj0Zz/PrNlz8PsDnbZdf9WlA2LYSKWg+HC7wB5F01wKyipxE+l1lM3nXkho/pnt4eFkfj6RGbMp+dufMWSSj3y1jIIyC6ut127JGA/jpnt5/s8n7qIjhaDpkvOQ1rHJUQJXQkVrAZPzUmUa0nZJHjqJkWyAjNnIhIM4vmciYNekr4UVjfVgWOn7GgY0v1vNI6ua+PK3ivB4QWvzXpJSsM3OgbIcgiWSwMwCKu/bQnjT4HUT6jXBSeAp7DxFRzPBWwKB8RDeP1SWDXu8jfvxNu7v9Fpwv/JcRwYj6/GyRyL7pa98HdM0+dmPf0goNLy9g+GOJxBFZGgar+tJpFeHqI2dlUNo9jzs3Dyik6eAfsz+hokdDBKeOZuzrJ0UlHYILIDl1Zh5dpDVy5ppqO66RMLJCnY+bzuCULLDu5S2S+TV/X25VVyPSfjMiSTGFBLdHqd8po7H22Grm3AIPZu+btZUkySZcPH4OtuXjLs01SZprHf46bdqufaD2Uya5iGhGWwSBWx181N3oAmER6fk9mnsHcYiK33lmQevawbSV45QIqs4HXFPQ5GdNn06//KpT1BRoYr9T5qmKJSkzz7FdiDuEBszjrprb0mNdTN0EBkWKEyL2IRJjM85hOVN9/ikC2Omek8oslo0lrF3sVdLMiVQTT4xWo/EOHL/Vpz63jcMsLP9VP/LVUiPgbRMIgmbhhhMi9URyBI4tRFan9xBYnt62c6e9a1ceFsRhiXQ21rxuY4kGZfsWpt6yKutdtoziSd973yMrHSx0gMW1vil2PW1uKHt9Hru3UCTbAE32akfMJB6LakeZhWKkUCPpuNWVVWRlZ0z0LacFjgv7UbGO68VybiNu+og0pXUX35dqnNN+3DVDE91joPe2kKoycZOpmfSSgnhlhMLipZM4t+yA5IdQlzqaeG60i3MCFSTp9uMKhJMvXFMDz8lnWm6ZgGu39MRjrYMXF1nzxGd6n99mbrvrCK+JbOX6Trw8P8cpGJ7NJXx7EgqdkV5+H8O4iTTHzqccBcPE0JDCyzCKLkCa8I/gR7IvN8QIVq2pYT/2GQ36YJ0UtsUitMRKfr+Mwzp0pPNLyho//8nHnmIz3/xy/zp979h//59OE7HF3hDfeYGAorMyLWVuFketCuntBfRu2sO4z6zAzuvICWwaQfRSWuF6xLcuJ6NbiuLr8zttKvrSuykZO/m7uv+8l94DYDI7Glorst5ZfswNNk2kBsMr0HOlByKFxVTs7qmV/cZmzYqrSE8miAxugBpaAj7xGU2oUabJ/73cGqMnSCjuB6l4eWDlHxwKpqnI7zs2oLwrgKkrSN0HakZGMWXYB95ulf3MZAIN4G2/y+4o28CKw8QkKhHO/TEgGUXKxSKwaVLkX3g74+1dwQSbWHF//rv73V6TUrJtVdcPAhmjizcFftwXz8AOR4IJaCt/66wjx8/J1JejgBcF5FMdafJW/4CVl0tLcDjv6rm+k8UoxsCoUGoyeGxX1T1aKaqcFwKnnuVcZvfJWdOIVp5SapN3THoHp3ixb0XWeE4SDJ0nHJl6qeHOHb3+7asPoJZ5CP/4jFIRyJMk+iBXBpWjO+wR+howcxtKYcSEa9F3/M7pJFaQhC2mqesOJ0Zvh5pX+lSZO/5yO2Dacfph+NCQ+e1TqO1BbOxnmRhcbs3CQKRSJD1zip8h/Zj1tUi3A4vcN+WKD//wgGKx1jYSUn9kZ73g7UCOhd+bhJ6cQ4tjoXuybyfdHpfuBZ4dzet501PTRQ4iu3g23II0QuR7Sn1z+yl8eUDWCV+RP7HcSPppUHDuQBPiatCMTLpcrWtpqa6/ae4pIS6utpOrxUVl3DJZVcMpq2nBYXP/wM91IqIxxGJBNhJfLu2k/3eGqya6naB1bMtjNyUKkoJ1QcTvRJYgAUfm8gKazH3VZ3Lk3ULiDnpnqcTc6h+q7rX95GzfCOe/bWIhI2IJxHxJGZNM3lPvtP9wX3EjTnEDrSSrD6APC7JSbo2rlrnTEOS6gfsWMNrvVpxmiI5fdZkj+V7P/opt3/gBkKtHRmPtTXV3HDTLfz9b38ZMONGEhKQlomwnU6eaPt2IZCmhd7STNn9vyE+eixOIIh1pBKzuaMfr1nko/zjs7FK/SAh2RDjyH1biB/unSdk+nXeL1jEoWgejtRwpMbrNVO4qHQHOi44LlJK6t6vo25d78tghO1S/MdXSJTlkSzLxahrxTpYNygVcHb1i5ie4lSik9BBOki7Bbv21V6dx9VMBBLhjsz10XjOaOpn34rjyQIEVusRCjY9jBFrHmrTFIoRwwlFdunFqUYTQgjOv2AJsViqG5EAZs2ZSyQSHnADRwLRiWNpvHoJTnYQXElgwzbyXnoD4aTGtrWeuZiWhYuRhokWj5Pz1msEt6YX1gtDMPaLC9CDJqItnGwV+xnz+TPY+823caM9FwMR9LAnUohr2mCmPOB6qfFkxWym+2oJrFhF845mwhUn9zu2jjRiHRnkpv1OhOS+36EFJiKsfNx4HTLS8z61yUAhDbNvJpEzCgBv/W7yN/0DPTFyQrqOFaR2wUeRRscaQSK7nJqF91L25v+qiTQKRT9xQpG9+557AZBScvuH70S2raW5rkNNdTU//N53Bt7CU5xEWTH1t17VUcqiQ3jedKTHouDJl2k982xaFp3bnlXs+v00LbkUkUwS2NU5vBmYU4iw9HaBBYi5HrY3T6D+M2ciHAf/1m3krngdLXHi/r2RqI40E2A6HZnLQmJbNjtaCyh99dTtb5tC4ob3QHhPr45yDQ81Z38S1/SCSL3PsYLJVJ/9Ccre+OmIEZ9Q+YJULfaxaDqu6SVWMAlf/e6hMUyhcPtQMziMOaHI3nNnKvnpuZdW8NlP3dspXKzowLUsmi84j8iMaSDBv3UbOaveQkskaTl3AfK4UXOYJpEZk8h56U1azjwnrWxHmhYti89PE1kz14s4pl+v7Wq8c2QKSVdPDd/WNMKzZpIoLqbkgQdPGJoVsQjyWIFt3wCOzNx8wvWbNF89nej8cpAS/7uHyX5hB1pimDV5OAnCZfOQmtEusEBKfDwBYoWT8dVlnuxyquH48kDPNG9Yw/GqmniFor/o0ZrsPR+5XQnsMUghCC2YTuis2UjLxNV9SOEHI/WlFTpjHvGxYyi5/68kC/OOyRTuQNgOdn5Oe0/i43GC6U35YwdaOpW/VIbycaRGp/w1w8AuyCcxqhxPRdfeqPT7Ul2mzEytFTOsGeuCms9fgF3ga59PG7pgAvFJBRT/5A0EYOdm0bz0DOITytFbI2S/8T6+HQe7tGE4YgeLkEb670QKHdufPwQWDQyepv1ESud0ChcDIMBqVp3dFEPIME1g6is9EtmLL72MeWecmb5BShoa6ln1xuu8teqN/rZt2NJw40VEp0/oCAFLQNoQNwCRErrcXGITxmNVVmNnEFqp65i1DWjRCG4gvc2i0Zje5CO6t5no/hZ8E3LQLJ3WhA9XZp5ukywoOKHI6qFIavg1xx0vJVZlbfq155Th5Hg6D4A3deySLOJTCjFqY1R9+qbUe6JrOHlZ1N96MTnL3yVr9ZYu7RhuWM0VCDueJj5CulitVUNkVf/jr95Cy4Ql2CK33aMVdgJPw26sUO+zyRUKRWZ6FPy+5LIrqKw4zIb177Fh/XscOVLJzFmzqKg4TCgU4otf+SpXXXPdQNs6LEjm5xCZMbHz9BpBqsew3hE2laZBsriI7FXvIZJ2p9Z5IpEk692N6PEEuW+uaGsycczpkkly31yR8foVv95A3fP7SNRE8CdaEF2M8zK76cQlHJfsFe8hEsdf2ybn1bVp+yfG5CC96eFFaQiSo7JpXnJGu8C2b7NMmi85Kz1cPozxVW1GS0Tg2IxiJ4nZWo3V2LcB54lAKfVTbqB29kdoLTsLV8sUph1chGtT8s5vyTq4Gj3aiBGuJXv3cgo3PjzUpilOd+RJ/AxDejjqrpiHHnyA2pqOrj+b3l/PpVdcxf/79y+x4f113PXRj7PsuWcGzNDhQmJUMcJ103+fAtAccFJvqUjaGM3NmA3NFN/3GM2Xnkd8TBlaNEbWW+sIvrcZgMCOLYhkguZzLsTJysFsqCPnrdfwHs4cZpW2pPHlgzS+fBDXsuCTHwM/tDukSYnR0Ih1Ai/2KNlvb0ILx2hdcgZOlh/rSB05L63BOpJesmPUhiFuw/GD120Xoz5CaG5ZehtFAClJ5mdj1QxyhnE3WDJIjjMeHQ8h7QghUQkCNNem5O3/o2na5URLZiFcB3/lenJ2v9qn8qNw0Rwap96AFDpoOvGc8YRGLaZk/W/RnKEdLq/ZcXJ3v0Tu7peG1A6Fop1hXO/aV3oksvFYjKys7E4iu2XzJj77+S8CsHP7dopLSgbGwmGG3tpFScvRImpoa4GYwLcrldlq1TZQ9PeuH0D8e3fh39uRUON6PYQWzMYOBvAcPoJ378GMX/AikcBTfZDY1PEdiTrCxbd7e48FIbhxF8GN3Sfz+NdX0HLtTFzT7Qh9Oy4i6RIrKwCRuRexNDT0cO+n+GQiMDZA/ux83IRL3Xt1xBvT5+92hat7iBTOxrZyyG2OMr6uBA0NgUa2O5qYaOSg8QYIiZ6MULD5Sdj85EnZK4VB45TrkcdM2ZG6hePJJVR2NtmHT58lFoXidKVHIrvuvXf54B0f5vvf+VZ77+LzLlhCXV1q7a60rIzGhoaBs3IY4dlfiRaJ4RhGZ89NSkhoIB08FZXkP/8iwul91m2irJiaD92YyhY2DUKJJGZ1HcUPPpl2vvj40cQnju683qtrtCw5i+DGbeih7ocE9BQt7lD08zdouPNMkqNS2acibOPqAUKXzIKkaEvKOkbekzbeXYfQw7GTvv7E2ydSsrgEzdRwHZex141l1wO7qFvbfaOMhL+Emtn3pLxJ3SJS5tAciXPW+3vRXYmOiU/mk+OOpVnvW0g443WDpWSKYUndJFI0s59EVqD5J6CZ+biJGtzoqZVoplCkcTp6sn/6w2/58c9+xW//eD+7du6gqLiE6dNn8J1v/yeQEtw331g5oIYOFwRQ/OenqP/AZSRKCxFSokXj5P/jVawjtSBTY+R6gwQS5SUk83Jovvg8pLcj6UZ6LBJlRbQunEv2mvWdjovMmIQ009f3hOMSmziWwMbtfbnFLolNKSFRlI+Iu0g0pNcHRwcaeAA7BkkPIu4gdYFv50Hy/3Hyn4ucaTmULC5Bb5uyo2up/065cwqNWxpxol0/zEigfuqtSN3T7u07hk4o4GX/mCImHUhFZzQMst0x/Sqymh3rXArUaVvfvftkoIhEsAwzFiE752KEESC1XuDgJhqIV/wd5NCGohUKRYoeiWxdbS2f+eTHuPTyKxk9ZiybN23gVz//CQf2p7ro/P43v8IwenSqU4pkbj52Vg5WfQ36Md2tjJYwJX96EifoR5oGemNLn9sFuh6Lmg/diF2Yl/J5MogmpknozDlYNbVYh6sQtkOieDSu6W+b0pN+dWF3JO44QQ/J8hz0pihmTd9KsZKFQZqvnQOmnspIdjXSimyNJCTD5L64Ed+Ww+jRnodzT0TRwiI0M8NwekeSNzOPuve69mYdKwfbk5smdq6ucaQkt11kAVz6t97XiNahxxqxfYWgdSR/CSdBVsWaXp9PCp26ObcRz58EUlJe5yDiLqL992CgWUWYBReSrFveT3ehUChOhh4rYygU4sknHsu4zXVdEt10GDqVcC0PdVd/gERxObgOUjcIbNtA3usvdpKV/gjHNlx1EcnigmOGtGfGyc2i7tYrkLoODT5E2Is0XSCDRyTAu+sAEmi6YS6hcyYibAd0DbOiiaI/voUW7fC2Hb8fJxjEaGzs0guPzB+NzFDvm+HS6C3hdoF1PSZ2QTZ6Uwg90jfRlbLrtMETbWvbI+Pc++NxsWnSe956sScIoGjz36idezeOGQQkUugED6/C17Cj1+drGXcBsfxJoJkgwZOMHCOwbdfUDIys2QMmslL34lp5iEQjmnPyywAKRRruaRguDgSCfOSujzJz9hz8gc7TOj7x0Y8MiGFDScNFVxMvGdUmfCnPMjJ9DmZDLVmb1/XbdaQQRKdPAr27EhcJGh1h5KIkkgAkvdAiIDuCSCZS+wlB4SPL0JJJQovGEz57Qsr7bGs6kRiTR/0dCyn609u4pkn91VcTmzAhtd6raWStXk3OmnQvS+qic8GXkG1lScf9QQiBd09NSuCvOIvQ2TNTPZp1Df/mfeQ/9SbC6UiSci0D1+dBb4kguhDM2ndqKV5U3B4ubr+UJmja0nTCd85ItGBE67H9xZ28Wc1xKDtSi0MSgUajtoew6P86WCPeROm7PyORNRrXDGC1HkJP9u3hrHXUWYAJbUGKfSU+glGH0qZEp1+N1Po/qiQRREddSTJ/PkgHhIHZ8D6+imUjptWkQjEQ9Oiv8Yv/9lXGjhvHc888NeI7P7mGSXTClLTh5dK0CM1b1G8iKwHXNOnSzZJtw8010baLTB0k2n6CUWg0IeyDVh1v9Ub8B3bg3XWg3RttXTIZeVzJDYZObFoJbpaHxgsvJTZhAhgGss2Tbj37bMymJvw7Onta/k2VhJZORVpHv85lh02OmxJOISj8yyqE49K6eCbhRTPANJBtEfDIrPFo0Th5y9bgmgaNN59DZNY4hCsRiSS5T68hsDl9TbRldwtHXjtC2UVlCCFSPbQF7PjTDpx49yHewp2PUjP7Y0hhIDUDIW3MUCVG1ctU6wZhrRZb9F+S2PEIwNN64i5KUqQeIIQ8wfqy7unUjEsKQcirU5NjUtqc+p1LIGRoPQ9R9ZB48fkk8+elvOi2B89k3lw0O4y3+vTIx1Ao+kKP/hbnn7GAL3/hX9i3t3fN1k9FpGl2WdTserqYat5LwhNn03TWZbi+IFRLyIpBMN6ht66LeaQGs76ByIyJIANgtymV5oI3nvrvUYSJURPDv7VzU3fXl7llo9A1+OalRKqncXw/EmlZtJx9dprIWpXNBN/cQ+j8SanmElKCYxN8ay96SwItmsS36TB6NLVs0Hr+nM4NOwAsk/DC6eS+8A71H7yA2NRyMPS2MYAGjR84H6Mlgudgesep/U/up/rtavJn5+MkHOrW12GHejZ1yIzWUfbe/xLNn4FjZWOFDuNpOUBEwPENrwYb25NDw6TriedMAMDbtJe8PU9jJFrS9hWO5PgGX1ITtPgNSpqTqecdAbUejbJ+tjNRdDZox32edIt44SIlsor+5XTMLm5sbOzB2tfwJplXSON5lxMvH4NIJgluWUfO2tfTZrtq0Qh6JISTndv5BK6L9+Dek7YjOmYqjedf17k/bsgHrgs5SUQiiUgmKXxiGSKZJDJ1Lrht7RoBXB0ivlTJzFGExFO9P+1a3m1VRM4al9YkQhMSDR0hOjWiaidZnM+h/74Dz4Facp9Zi1XVBEDuc5vxbzhMZM6o1Mi+9w9hVmeObLi+zA8k0tCwc/wpgTWPixYYOi1L5lD0QOa5r9HqKBXVFRm3dYfm2gTqNvXp2IFCCoPqOffiGm1zb4FY7kRq5txL2bqfpXu1XfwNSqDe0khqGq0GeFq7eBjWPHjzL8IMTgcEdmQ3sfpXkU734wyl7s28QfeSYdFAoVC00SORvf++P/DP//Kv/PKnP+bgwf4rcRgs7EAW1TfdnZp2o2lI3aB17iLsnDwKX/5Hp30FkL/ieequ/gBS01PrpXYSLZkkZ83JP7E3L7goQwN6DVq9eCu24qmoIrhxG1osTrKgAJIa6Bm+wpyjLo0EM4md74XjIpI5L24lNqsM12OAZYCUCAFFWhJDuAjhIuXxyUwSrCQYOvEJJdR8+gpKf/osRmPqi9g63IR1uKnb+7QO1RKfUJYKdx+D0dCK9HtS67THJ1JrAjs/vY/zSCVSMAOpeTplHiN0XN1LNH86/vrOPZ89zQeI5U9JLwuSUO81wbURrk3u4cwdnAJlH0Iz8xBta7ZGYCoBzyhCh3+fWmc9AXq0Csdfnva6Fq3KKLBS02mZdgHhiWciNQNfxVZyNr+Cnhi4sLzixMTzR9M891ISeaUYkSZyNq3AV9n7BLwBRXJ6Jj599vNfIBAI8Ovf34eUspNXe/1Vlw6Ycf1F65yzkLrRuWmDaRIdPwU7KwejtbnT/t7D+yl59D5a5y0imZuP58ghsja+hx49+SH1dlZuF1sE+c+9hp7oyNi0c/IQtp3KKD5uX0wXZBK8CfAmcfLTz2u0xCj94cuEzptEbHIR1qRccnUHS6R+fwW5VdQ1liPl0YVemUpoCrQNJ9cEUtdoPX8Gec+k9zM+EbkvrKHm3muRhpZ6UHFdhO2Q9+xbGHUtGScT4Th49p16zekTvhJaRi0h4S/FjNaSXfk6nnD3HrftLejUDeooUjewvekTf3L3vUR1zvhUYpOmg3TBdfDU7EbiwQofJqt2DUYyPbqg+8ajmdntAgsghA66BzMwjWRo6wlt9Va8QHjiR0C0/R1JF6SNr+KFjPvXnfshYkUT2idThccvIFY6hdIXf4Hm9K6OXHHyxAtGU3vRR9sf8JMeP/Xn3kru2mcI7t8wxNYNDhMnT+P2uz7Jb3/+ferrarjtzk9QOmpMe4ToZ99P9X2YNnMul151A16fj327d/DsEw+RSMSxPB6uvekOJkyeSiwaZfnzT7JjW/fRsR6J7H//1zdO4taGnmRxecYSGeE4JPMK00QWwGysJ/+1Zf1ui9lUS6J4TIYtkppbb8F75AhZa9ditLRg1tchM/UDRoJlQ6BNkJM2kaLZJJZOIrh7Lb7DW9u9Cz2cIOelbeS8tA3jP5Ygijqyw7MCLZhGksa6PBJN4OTrqfXhYwYdYOgkRhf0+j6tqgZKfvMULRfMIzG6ELO2iezXN2BVpgYXZK3cSOuSY9ZtHReRcMh+fXOvrzWUxIOjqZ12V/sMWseTSzx7AoW7HsLbcuLlBTNSjXAS6RN/HBszkv6wYUZqKVn3f7SMvZBE1miMaD3Zh17H09q9oOtWYXtIutO1NA+aVdTt8UbkMMHdfyJefD6OrwQtWo235k30WE3avoncMuJF49sFNmWAgWv5iYyZQ3B//2XoK3pG87zL0iJo0rBonn8Fgf0bR3yGuM8fYOll1xCNdkRSSsrK+fkP/gt5zJJhIJjF1TfcykP3/46a6kquvvE2LrzkSpYve4qll15NMpngJ9/9BiUl5dx29yc5dHAfkXDohNfukchu2ph60snLz2fcuPFs2byZZPLUqYs166uJl45KzxjWdcymE0+r6QtSaEQmzCQ6fiYiESO4Yx2e2lQsN2ftK9Rd/mHksV9ASAjY2P4yQsXFhGfNouTBBzHr6/Ht3Ut0wsSOJhWyre7TaBNCVwImjl6MUypIFIzFXzKB/PeeS7PLeXo7+p3zEFbH++ARrRS98CbJA60c+fIN6eVEjot5pG/N/c26Zgr+8XrGbdkrNmHUh2i9cDZO0It3bxU5y9/HaDr5aMFA42oWoeIFxHMnkPCXd/ZGhYbULRrHXUXZpl8BkPAVEypZhGNl4W3aSaB2A5q08TXuQE+2Yms6HPUwXRs90Yy3MXM/aTPWQMHOJ3tvc6KhvfTmWKSbwE307G9Aj9XgP/hEt/slcstSSy3HIU0P8cJxSmSHgERu5lQ41/TiWl70RP/0Fz95BmZAwNU3fJDXXn6Oq274IABZWTmEQ6FOAgswa+4Cdm7fzJHKQwCsXP48937231i+7CnmzD+L3/3yB7iOw5HKQ+zevoWZc85g7eoTt0ftkch6PB6++JWvcd75FwBwz513cNsdH+G9d9/h7bfe7PUNDzZZG98hPH1eKmR8FDuJ9/B+jJamfr2WFIKaK+8kWViGND3gukQnzCJ73Qqyt6zGW3WAwpcepOmsS7HzilL1p0EHPG2/bF1HCkHT0qUUPf44BcueoWXROYTmzkeaJp7DB9HsENEpE1L7Rn3QlMXR1BNpWoQnLCBrx9uYoc79pOXGapw/v49+7VQoDEBdBOfZHcgtNRiAb/thotNGpdZv2xC2Q9Yb2/r1PaLN2sDGfQQ29m8DiIHGMXxUz/0UjukH3epIRnLplJVuewuRaETyZ9A46cZjpvBMJFS6mJLNv0dzExRv+gPNYy8lUjgbkPjrNpN7YHm/exZ2dB+uHUYzjVSYGJDSQboJkuH+XZcTrp25naSUyC7aTHaHo3sJF8zD9hZihSvwN25Gc3uWXd7f2Nk5hGfMwfH58R3Yi3f/ni5rvIcLeqQZ20pPXhOui5bsn85s/UY/v5XzFy6mpbmRvbs7PudFJaXk5ObxmS99g3gsyvJlT7F/7y5y8/Kpq+mIIrU0N6FrOj6fH6EJWpub2rfV1lSRl1/Y7fV7JLL/9JnP4fF4+PBtt/D7+/4KwPp1a7ntQx85JUTWaG2m+Km/0njBlSRKyhG2TWD7BnLefqXP53QCQSJTpyENE+++PVhtwxKi42d2CCykEq00i+YzLyawewN6PIq3aj+lz/wB1zCo+Nzn0tcnNY34qFFA6o8gZ/Uqclavat9s52Rj1tQTGTOLpL+orcVhB0JK4sXj00QWQG6pwd5yTCtByyB6xhTsnAD+tfvRmiNEzpqMtAzMigbynnoHs35k10b3hpZRF+BYwQ7P82hLS01ybFdG4cSRQtA4MX0Kj+3JI1RyFtlHVqHbUfL3PkP+3oEeEymJVP4Nb+FlGIEpgMCO7idW93Jqbb8fcTUdMuUcZ2j/2ROS3iKqp98DQkfqFhFnDi3lSyjZ9gd0e3AjH5FJU2m4/DqkJkA3iEyfjVVVSdHTj6RVKgwncjavoGHxzZ1CxsJOENy1GiGHm93958nmFRQy/8yzeeCPv+r0+r69u/jT//2EpsZ6ps2cw023383PvvfNLs9zgp5z3drQI5E9//wL+cLn/pnmpqb213bu2M648RN6cviwwKqrouQff0a21a2czK8xPGUqjVdck4pqCI2Ws88hsGUjuSteITJ+RofAHke8bDz+/R1eoXCcVOlOhiQg0UWbytZ5c2m+eEnqPjQNaIUWD7T4OnaSLnq8+yzOZFEuNfdeg9R1pGkgkkmM2mbK/vtxNNsZ9k/nQ0G0YGaHwHaBcBIEq9eQDJRm3kE3iRTMIvvIqszbBwjpRonWPN1/50MQy5mMbeVghSvxRFIzjI14FOwEmMd5To6NEWnq9XUaxl/facCD1D04wqBp1CUUHOi/++kOqes0XHZNp6Ec0rJIlJUTmTqTwPbhm0/gP7wVd72f5rmX4uomAklw5xpyNvXd0RgQJJ0arpwsM2fPp7C4lH/9928BqajsPZ/6Ar/52Xdpakwtk+zYuomrbvgggWAWTY0NFJV0/N1m5+TiuA6xaATpSrJyctu92aLiUqqOdJ8P0SORdaWLZXVeNM/JySUcOvGC73DkZIXDtayUwBomJPVU0yPTITRjDlp9DNufl7lpv27AcaPqhJQENm0iPHt258EAySRZ772Xdm07GKTpkqXpSVzZcYhaKXvaevV6j3Q/I7b+1qW4Xqtd5KXHIlmSR+iCueS8qtbNMiHFCf5k7BhoOoG698mpeC01GKDLKTyndt9f28qhZto9uIYXiYZAYoUOUrT773irdqG5Dq50O92/kG6v12NdzSQRKEt/HzWdaN50GESRjZeNzlirLE2L8LRZw1pkAYJ71hLY+x6u5UdLxhBu/w7EGI6sWrmcVSs7+nh/5kvf4KH7f0txaTmartPS1Mi0GXNw7CStrS1s3bieT3zuK6xb8xbV1ZUsufRqNq57B4BN769l6aVX89yTD1NSUs7k6bN49aVnu7WhRyL75usr+fRnPscPvvvfICXZ2Tncdc+9rHj15T7e+qlLbNwEZFJAi78jUuAArp+WeUvpuk0ipLXrAXJXrsQJBlP9g20baRgEtm0ja216yUx08iSElOkBCgH449DiBU0ii0NIQ0ckUn9ETsAiWdY2hacu1Paal2RRTroXbRqE508ePJEtCSKyLGRFC0T7d40tJ1+noMSg7ohNS1P6F4pmFSE0L068qschU+nI9IeothaYRbsexgpXormpNS4jWoseb8L2FnZ6n4WTIKu691N4juJYAZJZJRiRRoxo35LSTpb6ibfgmFkdD2hAPGscrSXnkF21iqLX7qPu/I/gWr7UVikpeOcJjHAv7ZUyY+QZTtyCciAQjt1lyFvYp0ZZkpASPT7ckwsHvk42Nzefy6+5Ca/PT1NDHY89eB9ISSjUwgtPP8YtH/ooHm+qhOfFV1JlaiuXP8+1N9/BF772bWLRKMuefKTbzGLoocj+/re/5sv//nX+/LeHEULws1/9hjffeJ0H/vynk7vTUxApBEQ6Eo2QgGlDYSRVY5raCVq9kDzm7Q3bGddsNNum6KmnsLOysHNyMBsa0CPpoV47kJ1qw5gJISGYgEACLAeRSBCdPB7/1p00XTuH0PmT2qfwWAcbKbzv7aMH9vl9OGmyLPR/OgtRHEhlSOsa7ku7cF8++a5augG3/1MB0+Z6sW0wDMHmtREe+1MDrgPCyMFf+gE0IytV7yl0YvWvkmztvl5QS8RwrCzQj3nUkUA8iRGrbxdYaJvCs+NBambcjWv4AYnUdIJVq/E29j7ZSCJonHUt4dELEK6N1Ay89fsoWP/3Qa09dQwfCX9ZhlwCk1DhArKrVmG1VFP2/I9J5pYhdQOrobJPoqhJG2/LHmLZkzo37XCTBOreP7kb6SVWVWXqQdg6ruQqkSC45fSoNR0UBnCV6lc//jYA9XU1rHv3rYz7bNv8Pts2v5/2ejwe4/G/39fra/ZIZOOxGN/5/75JfkEBxcUl1NRU01Dft9KXnhYED1sSx3ujLhSFj2sBLCE7ClXZqe4lLghX4KnuWkCM1laMDMMXbH8W9Rd/kER+CQgnNbM1E6ZzjGYK0HXCZ40jfO7ETlN44uPyU1N47nsbs6aRZGl+5y/LpE1gffeh5mPuFDfoRSQdtHjPv+j1j5+JKMtCGMdMxrlsMrIyhNySXnvZG666NZdpc72YlobZtsox60wfDbXZLH+yBX/prWhmLuKYEKS34GLcRC1OvPKE5w7WrafZXJLKLNZoewMkRrwJI5neb9iIN1L2/s9IZI3BMfx4QofRk31bZmkdv5jIqDNAN5F6ankhVjCBxlnXU7Dx8T6ds2+cIEP4mFpcAVhNR076avn7n6Zm+j1t4wJTH3IzUkl25eD2TBZSUvT0o9TceHvKo9UEUggCWzbg3T/y+7oPGiMsFaRXwzoa6uvbxbWwsIhPfPozfPfb/9Xj43taEDyYSE2A25tEKA1sB46Kg+8EwmLFES06ICh4+7FeexsSqL3yTuzsgjYhNCGktQ0TOOaT6Im0DRBoK83QNbx7DlDzz+emT+Ex26bweE0KHn2trStTSoRF0sGsaSTrzY09si82oYSGm8/DyfED4N1dSf6jq7of1p7vQ4zK7iSwAMJjoC0dj3OSInvWkgCm1fnclkdj8cVBXn3ej2YEOwls6uI6ZvYCnNoTi2xW7RqiOVNJ+kuR0kS4SZAuBfse7fIYgcTTerDP93OU0Phz01ty6iaRsjnkb35y0NbYdDuMEW/E9h3XxMK18TX2/7qkbocp3fxL4tkTsa1czGg1VrhiSOIwVk0V5X/8JbEJk3A9XryHD2AcU9ahUBxPnydi+QMBzjv/wl4d09OC4MEgOrWMpuvPws7PQiRsgqu2kbN8U7eJUd6qfZ2jrHoXQ8EFWI2H8G/aif/Qlj6tgyQKy3EC2Z09zXhbglN2GIIRMBOpiTxJByLeVMnPq2+iRyK4/i6m8EiJ6zUw65op+/FDRGdOwMkJYFXU4dlb0Um/uyKZn0Xd3Zd0mrQTm1xO7T2XUvrr9EYYnfCb4LhkGoEjgplt7ilCgGll/vr1eDWEbiGlm/YrE0JD0wMZj+u0n3Qo3vVn4sHxJAKj0ZOt+Jq2orkDH651j8/WbTdKIDVzUBNZCvY9Qc20u5HooJsIJ46eaCXnyIkL8/uKgG47aA0WmmPj3z3Mev6OKE7D3sX9QW8Kggea+NhC6j+yBNnWdEF6TVovmIn0mOQ9m57Veyx6LETO+ytombc01UovLXx8FEnO6uV4j/R9ELjrC2aevOLqkDDA25GhKiKtBFdvIbBlB2Z9qj7Wu72ayMKxaVN4RDSJ3pzq8KIlHQIbOo/I6wmhc6Yjj1+TM3Ts4hwSZflYR9JrdNs5kjlcKpMO7uaT82KlhIr9CUZP6Lxu5rqSA7viOPHa9mYMnY5zkyQjPfvsCcAb2o83tP+kbO0t3vq9RItnpK2FGtFGxCBnK1uRKso2/TzVIMLKwxM+hL9x26AnIylGGP1cwjMc6Fv7lV5ytCD4+HTnowXBv/rxt3ljxYvcdPvdaJkax/czzZfOTc1EPRbLIHT2FFyr++eO7K2rKHr5fvx71mM2HkolzxyP6+JmZZ2UnVZdZUrIj0e44DumDZqUZK3dQe7rb7cLLEDOS1vRosmUlwtt/YFt8h9d1yNv9UTYhdlw/HsI4Ejs3G48QsfFeWwLMmGnBrADMuFAKIG74uQ7QD31QBPxmItjp85tJyXJuOSZvzeBGyfe8AbSTbYPupBuEtduIdk6vEbhHU/O9hcRThyctixs10HYCfI2PTUkz/66HSW7ejX5h5YRaNisBFbRP0jR959hyKB4sr0tCG5tSW/Y35/YRdlpI9gAhCtxsn1odd13OPLUHcZTd5jm884hOXlx+g5CYOflnpSdejREcPs7hKctTI3pA8BNNfDPafMGJYi4TdZr6euoRlOU0h++TOsFk4hPKsKoD5O1chdW5cm/v5591cQmlHZqwQggDe3EXuzR/dZW4tRG0JaOR+Z6kdtqcd840C9lPIf3JfjFf1Zz/hVBysZaVOxL8MaLrTTVp0Qg0bIWJ1GDlb0AofuxwztJtG7o985H/Y0ZaaD09Z/TOuFcErljMcK1ZO9bhRlKH3KvUCiGB12K7Oe+8OUTHpjVCy+ttwXBA415pDGVrHO81ywEenPv5l2atXWIRALpOS6tP2lj1vUtAzueN4rQ5HOw/bl4qneTs+ZFIlPPwLU8eA9uJzlJELfLQIBn9xEKHn0DrW1d27VMQmfMJjp1Ano4SvDdDeQuO/EYs74QeHcnrefNxNW19nC0SCTxbTrQZZP/ZGEeLWfPxy7Kxzp0hKx3NmDc/36/2wZQX2Pz1ANNXW53YgeJxk4+GWmwMeKt5G1/cajNUCgUPaRLkdX1Ezu5kUiUV17OPBy6p3RVEDzQ5CzfSHxyGfKYDFSRsAm+vhUt2buQl2/3HvRIBNswOibY2DZ6ayvevb0PfYZHzaZx4U1tM0M1EnnlaIkopS//uiN5qovRrq5lUv3x27GzAqkOUlISmzSOnFdXkfVe/4ZC9WiC0l8+Q9Ol84lNH4NIJMl6azvB1dsz7h8bN4q6269Nje7TdRJlRYTPmEXJHx/BbBzYyMVQkywJEjp3HE6OD9+2avzvVSDsEbbwpFD0FyOshEeMGTt52N9SfkEJDfX9O8w7PraQpmvPJFGWjx6OkbVyC8G3d/ZpbcvxeWlauoTotCkgwbdjB7mvvYEe610yihQaFdd+FWn5Om9wbIJ71pC3KfOA7KO0nH0GzUvO7tyiERDJJOU//SNaYmjCoRKo+ucPYxfkdd7gunh37KPosf6f2ztciMwto/EjZ7Q9XGiIuI1eH6H4p2+gJdQapkJxLMFp89l27g19Pn7e07/pd604WQYtu3i44TlYR8mv+yfspkdjFCx7EZad3PnsYBe9bnWDWNk06EZko9MmpgksAI5LorQY78Hum1kPBNJjYedmp2/QNOITRg++QYOE1AWNd8xvz2IHkB4Du9BP6NxxZL82PEpSFIrhw/BNYOorg5JdrOgZWjKaXhZzdFsPpuro4UjmcLsm0HrpVfcnwra7XAbQYsNslmU/khidk3mDZRBdMGpArimFRrRkGqGxC0lmFQ/INU4FHMtLeNJcwpPn4nh83R+gUAwQp60n21skkCgeg+MN4Kk5hB7r/ybbeqwVT8Nh4gVjOo1TE3aCrF3dj0ULvruR2MRxnRpE4Lroza2YNX1LwuoPhOPi37KbyMzJYB5zX4kkwTUjt+erFncyZrEDaP08DAEgGcin5rx7U/Nr2yIi3urtFLz3aL8PgR/OhCfMpOGCG1O9wgXIczXy3nqO4O6R+1kbUYywj2qXIvud7/+4R0lI/++rJ85CHgnYwVxqrrwL19PR5D1ry9vkrlvR79cqWP0QtefdiZ1dDK6D1A2ydr6Jr7L7DGHvwQpyVrxF88XnpjoqaQK9uZWih54e8h4qectW4gZ8xMaNQjgO0tDxb9pB1jsj94vPqGpFb4piFwU6T+GJ2wTfPPl64OOpW/ghXCvY6VqxkumExp1J1oEusuVGGI4vQMMFN4Jhdvqubjz3GrxH9mOER3aSnWL40aXIbtncs/61Ix0J1F52B06g81i40MzFeGor8B3a2cVxAjs7H5FMYES7r7s9ip6IULritySzinC8QcymKvRktPsD28hau5HAxm0kyorRojHMmvohF1gALZmk6O/PYOdmY+dmYdY2psLbIxgBFP7+HWr/+Rxcfyq6IHWNwJv78W7qeyewTNi+XOxgQVpZmjQswuMXnTYiGxk/M/MGIYhMmEn25rczb1cMDySpoSojiC5F9sEH7h9MO4Ytdk4hTiA3/cvLtGidsSijyMbKJlF/3k1Iw4MUAquxioLXH8GI9LwG2GytxWztW5MBLZHEe2Bokpy6w2hqwWga+Fro4YJRF6b028uJTyrADXrw7GtAb+7/9XGpGZlnDbdtO12QupF55qvQUtsUikGm63Dx937UoxOM9HCxa3kyt00EXCu9YXsyK5+6pbd3mpaSKCin9rK7KX3qF8PCq1QMLkKCd/fArokb4Xq0ZBTnuCk9wk7iP3z6RKV8B3fSvOCitNeFa3cZdVIoBpKuw8Vbhncf18HCqq8i41QIO4l//5a0l0NTFyK143r6ajqOL4tE0Vg8tadelyHF8EcgyX/vUeoW34kUWmoyjh3HCDeStTfzcOqRiNlST9amtwjNPgdpGKm2o45NYMdarIbhVT+p6ILTJfFJhYtTCNch761naDz/+pR4ajoimUAPNxPcnr7OZecUwvEiC0jTwPFnbkUZmTqV5vPOw8nOxmhoIHflSrwHh16MXcOg+ZzzicyajdR0fHt3k/vGSvRw34aOKwYWb8N+yl75KaGxC3B8OXjr9uNJ5iEn/TOOZkJ4H1rVK4hk41CbOqDkrn8N36GdRCbOBiHw792Mp3Z4Lp8oMnC6iOx3f/gTvvXNrxONRvnCl/+9yxP85EffHxDDhhOBfVswm2oJTT8Lx5+F9/AuArs3oDnpZRjSGyc1q+n4elcNQXrZT2jmTJouuwzZ1kQiWVJC3U03Ufjkk3gPHEACodnzCc1fiLQ8ePftJmfNm+iR/i8h6nQfQO1NHyBRWg5G6mMSmTqd2JixlP35D2jJ4d1M/3RFj7eSs2slAM7om6FwCmhtJV1ZU3H949B2/x/CGdlJZ566Sjx1lUNthkLRtcjWVFfjtjWdd4ZgqPpgk8wtpGXu+SQKyjAba8je+Gan8JLVWEP+290MIwdEMAqGC7agPcysOeCP03jx1bQ2NJC9bg3eQ/uQQPOFF7YL7FGkadJ04YWUPvAAjRdfSWTazPYpPOGZc4hOmEzZ3/6AFh+4Rg6JklKSxaXtAguAriMtD+HpM8naNHJLb0YC0syFrGMEFlK1s5qBzD8TUTsww9UVipNmhHV86lJkf/Kj77X//8//94eDYsxQkSgoo+bqjyL1VDjYzikkNmYqhS8/iLfqQK/OZVVWETuvBsLZEPaC5oLfAQROMAcnmENd2ShyVq0gsG0jrt+f8Tx2fj52MIvw9NnHCZ2B6/VRddNdGM0hAjs34d+7BdHPgxWSRZm7BUnLIlFaBqe4yHq1ErL1GejCS9g5QKuzC0n/N4gYMrzFIB3guDabmon09ayVpWP5CU06m1jRBIxQPVm738ZqqemTOVIIItOnEp49E+G6BDZtwbdzt0oEVIx4TpjTHggEKSou5uCB/biuy6TJU7j+xpvxeL28s/ptXl1+clN4hguNi688Zl4roGlIzaJx8VWUPfmbXp0ruG4rocXzcXNbIT8MEQ/EPRybPCVNi+bzLiKwdWNqTJ43PUtZb20lWVyKcOxUAsexGAZOQSFOdimJ0rFEJs2k8KVH+vULy2jKvG4nkknM+rp+vNLgk63PpMA8E4GOEBperYhsYzoV8aeRjJCm/YmGzH2wXRvi3Qul7c2i+pJ/xjU8YJgkCsYSHTOXgtUP4ave1StTJFB307XEx41FWqm/s/jY0fgmTaBg2csps4RBJH82saxJGIkmgnXvYSSaenUdxQhAMuLWZLvsXXzW2Yv568OP86vf/pHf/ekB5p+xgO/96CeAoLmpic/8y79y1TXXDaKpA0eiMHMfWTuvGJmp5u4E6JEYxX98DO+eQ2A7kDDImJ3sSuz8QrJXr0YkEp02iWSSnDffRG9tSZ95C50+iNK0iI+aQLxsXK/s7A7P4UPoLc1gH+PduS44DoGtm/v1WoOJhkmBuRBNmIg2EdKEiSmCZOlTh9i6/kPE6yB6BNzj1s6lg9bQfWOK5pkX41o+MNo8YU1HGhaNZ96I7OXjXHzM6E4CC6mISHTGNBKFBbiaRfWMT9I0+iqi+bNpLV5M1YxPE8ua2KvrKEYI8iR+hiFderJ333Mvjz70II8/9jDX33AT3/zWd/jzH3/P008+AcDWzZv44B0fZtlzzwyasb3FzssiOn0sOC7+rfvRQ5k7J2mJKK4vmPa6sBN9mm9rNrZQ9PfU+m3N9bcRH5f+ZSF1DS0aJmtt6guvZfFipGWhRaPkvP46/p07kYDR2ECyoBCOL6R3OjKYpWESGz0J75HehbZPhACKH32IxksvJzpxMgiBVVVJ/ssv9nqE33DCoxW1eaud309NmAT0cbQ424bGsGNIFhQQGz8ekUzi27mzz++3dvBh3NIrIWdmyquN1aBVPodIdt9aMF46JWOWvGt6cXzZGNGetyeMjR+blncAqRByfPxYokY2tpXbsX6sGUigfvxNlG/6sQopK05puhTZ0WPGsuz5Z4jHYjz+6MPceffHWL/uvfbtWzZvorSsfFCM7AvNF86jZel8AISUNF25iPx/vEFgU/p4sazNb9Myf0mnkLFIJghuffek/8Cz16+hrnx053C0beOpqsQIpdotZq1di3XkCMnCQqyqKjzVqYQrARQ9+TANV1xHbNTYVCcboYFtdE4OcJweTenpLXosSuGzT6UmAwmBcE79UKorE4gMARwpXRw5tA8PEmhaupTwvHlIIRCuS9NFF1Hw9NP49vW+17FwE+iVTyMrnwGhI2TP15xFIga+9ClCUmhodu8S7rRYDBync24BqcERWixOKG9W5wSto9fSTGxvIWbs1F6eUJzedBkuNk2TZFuZhuu6xOJxYrEOTzCeiOPxeAbewj6QKM2ndcn81MQX00hNpTENGm66AMefvv6ZtektArvWg51MfbnYSXz7NpNzggEAEkEsfzzRoqm4utXlft5D+8l581VEIoGIx1MCe+QwBc+nIgKO10v1XXdRd8stNC9ZQu1tt1HzwQ/itn0h6bEoRU89wqg//oKSv/0RQhLczr82IV0CuwcuhCtcd0QILEBc1uHIKPK4Ll4SZ8i92PjYsYTnzk15fYaBtCykaVJ/3XXtn4e+IJBdCqyrm0RLphArnJBqYtFGcPdqcI/7nUuJp/4AWrJ3DyOBbTu6TMzz7dyNcBMZt0mhIY4PdytGPq7o+88w5IR/uedfsIRYW6hK13XOOfd8WlpSfWd9vuE7ozEyZyJST39+EK4kOm0MwfWdEzcEkLf6BXLWvYadlYceakKPd92UP5FdRu1ZdyN1s225VZC7+RmCFesz7p+1eT2BbZuw8wvRouF2Dxag8bLLSBYUgN4RmouXl9N83nnkrVzZ/poWj2PF4xQve5C6y2/ruD8JBa/+Az2iGkT0lMrEi5RbV6DjQyIRaNQn3yXmDm1HoPDMmRnDqkhJfNw4fHv29O/1Rs2hccGN7W1DhetQ+PZf8TQexvWa8P+3997hdV3Xnfa7T7sdFxcdYO9dItUlyxJVrWpJ7pLt2HGdL04yTjxJJplxMuPMTIrHccnELbEdx022ZRVLlmSZltUrJVLspNgLer/9tP39cUAQ4L0gCAIgQGi/zwM94j1tnUvi/M7ee63f0uXw5RJN4ofHLvZ6Jkv1g4/Qdfstg+kJwvOpuf+XaLZNouNVesK1QYu+4/g+ZqETw1Zdc95yTNO11TNlxN+YjvY23n/3hwb/3N/Xx13vft9J+5xZOv+kI0TZXCMEI/b3BNDsAlZXyylPLYVO+6UfQ5rDXzJ61tyB1XcMK1P+O9E8F6tjeOcVKQT5xYuHCSwAhkFu1aphInucUNtRmn74T9j1s5FCI9R2FHHyiENxSlyZ5nDxPkKiGk2EKPgdSBwwEsF0/GmsWY4ZPQJaGJxeRnyKDEzLl2OsCXij4cSr6bngLqRxQtQl0HHF79H02D+SW3IRhLRAZH0GfnfAqW7EC0XRx7g8Edl/kFn//E2Ks5sQvsQ61jw4uo12v0ExNods9XmIAcHX3Bw1+386QXc7vZCahptIoufzaPa5m9+gOD1GFNmPfugDZzOOCSWy/QCZS1cgrZM65whBZPeRcZ07X7cYGbKCB89QNJ30kiuo3vTg6Z/sVA/VU0wPCikJtY7vPhRQlF2BspiVaLPeBaFaQIKbwT/2IBQmwDFICyGa3omILQR88F1k6+PIdOnUdHTnTvKLFw/Lwg3OoRE+NHFJbQDZueuQ5V44haDQsDSYpYFAXIe+A0pZ6s19mgjfJ3z4aOnnQNWRR6hoe45ibA66kyaUOTgjE54yK9bSe/l1QVcgTSN6YDeppx5Bc2dQjfZ4mMZZwmfKiGuy5zKhY53EX96JsN2gebnrIRyX1KMvjZhhfLoUGxsZaZhs19WP6VzC87BaWoLSmKF4HuEJnhpUjISGNu/3IFyP0AyEZiKsFNrce0AvbxQyFsTs9yDiiwfObSGMKKLpnRApLRsLHzhAZM+eoKTL98F1EY5D6tFHJ9zG0jcjUK4FnhD4ZpjI4e1QxjbUyPejj6E/8lgw7F5iPVsJz1CBzc9dRO/bbkCGwsGLlGGQW7CU7vW3jeu8M1CXZhQztsFi5ROvEt2yj/zyuQjPJ7rtAEbP+B8OBl3l/0VrPpo5duP1qieeoO3uuwO3KdME20azbSrLTBUrJoH4YtCswZrZQYSGSK5Gdr9y5uc2k4jo3NJzawbUrofDPxp+SaDq8cexN28mv3Ahmm0T3bULIzPx6+2Rtt3k5p6PNIYnL0qhEW7fR7RlB4XZy/DCcaQZCpICpU/V8/fPSAE8G/Svu2J4lQGAYZJfsAzfCo956tgLxelZdyv5puUARJp3ktr0K/Ti5PqaTzoz7I1hxoosgNXajdXaPaHnjBw8QO+FvdBWOZDNJgLrxEiB2K7yiU+nwuzqovHf/o3s6tU4tbVYLS3Etm9XBvxnCWEmyjojCc1EmqlxndsL1yGEViJKAvAjDWWnkQQQam0l1NpaZuvEEW59E6vzEHbNvEBopY/wXOL7XhqsgU397gF61tyBm0oh8jYVu54i1FU63Xu2kUBm6cWkV74NPxQl1HGY5OtPYPVO0xyRAbx4RdnPhe/hRaNjElkpdNqu+xRepGKwnjk/awV2ahaNj391cG1bMfXMaJGdDIzeDPHml8gsOR+6K4NymmQ/hn+M2I4zm+LVCwUqNo7uwqOYeGT+GKLMq7P0ipAbX7tBF4/AVmG4zEqgoPmMfzL6zBFIal/6EblZq8jNPg/hOcQPbiTcEdSR29FGOpd8GOlY0A6SKP0N14OnU9H24riv71kx+peuJ9+wAuEWSOx/kdjh18v+XZxM37rrySy7dHBUWGhaRLHuE9T/6puY6Yl9qZ5IQi1HyMUryri4SYz+3jGdKz9rBb4VHW4Yohn4oRj5puVEj+0Yd7xThhrJvjWwU030L3s7bqIGq/MQFbufxcgFb/iVj71A6FALmYtX4kdNopv3Ed+4A+Gpt8dzjkIrMnsQYvMRWvDQlr4DTh8yvXtcpzbyLfRZgqR9IvlBEuTM2fn9UyqyMFBffXQrsaNbS7b1zboGedKardQt+metJ9H+CkKeeUa7b4Rou/oP8KzYoJNZ7+pbsStnUbXll6c+1gyRXn7ZCbtHCJKIdJP+1W+n+sWHzjiukSjWzKF/5dvw4ilCrQeo2Pn8Ga1LJzc+Q37BkiCje0AchWOTfOl3iDF2OnMqapFGaX2+1E3cRO2YY5tWKJGd+eQbl9J12fuDh4ym4VTUkJt7PvW//QZmphsBRHccILpj7C48iumHPPoLSF0EqbUgdGTfdmT3S5SmkI8N3c3j9W6kK3URFY5Al5K8IegzPGr3T+81dzvaWL7BAALPjI+rfjUz98Ig8WqIVag0LLJz1lGx52mMwsjndhNV5TdoGnbt3DOOaSSy81bTc9kdSN0AMfAsWHg+9Y9+c/Cl+3Qx+nup//l36b/o7RSb5qJn+qnY9AKRQ3vHHJfZ345w7WC9fAjCszHOsFOSYnJQInsSEui54J3D3xI1A2lo9K2+gZqXZmbt3lsbH9nzCrJnHElOI1B56AkyhR7aG6/ANyKE+g9Sc/g3GMXeCb/WRGIUe7CtRMnnUgg0d3wWnsXaRWVHYcL3sCubMFpLxcsLR8ksX4dT3Vjq4w1BadEE9yGVQqP34luHx6ob+ELQt+Zqql8+9ai7HGZ/D9VPjv24k4kc24V2Xg5PN05MGfsuWjFLpGV8MzCKiUWJ7En4oRheqMxEnqZRrFtw9gMaIxIozplDYe5c9EKB6M6d6LmJ9zVWnB4CSaLtFRJtEy/gk0my+Sk6F39gmAuT8GxiHa+jjdPq0Mh2B5aNJ9fbClG28YBdVU/7O38vqM81TCgOGGQMW+sW4ExsRaIbqyyZMgdA0yk2LJrQa40VIT3qf/ttetbdQr5pBQCRYztJbf7VuZ/0pKaLZzbCtSlfB8ukmPBPJFIIOu+8k+KcOYE9n+fRd+WV1Dz44ISbGSimJ1IzyNcvxwslsHoOY/UdO6OSm3D/flIHHqRv7k14RgwhPeLtr5A8+uS4Y4wfeIns3AuHm1r4Hka2G7Ov1ACk++rbgmnR48Ytlh8IqkfQKEMCRYGRHnsJ3anQ7HzQHKPctmlQJqMXM9S89LOpDmNimcSi34WLl/GB3/sU3/raP5BO93HbXXezYPFSCvk8Gx59kN07g9yEZSvP4/qb7yAciXBg724euf9ebLuIFQqNeMypUCJ7EprnED2yldzs1cOSK4Rrk9j93BRGNjq5lSsDgT3uGGQEua2dt9/OrK9/fczJFYpzCydeS/tln0BqBlLoCOkT6tpPzes/HnF044WiFBsXgucSbt6H5p0YpcZ6dmA67dhV89Gz3YS7DpxW9u9omNkual79Md1r78I3I4E9aPchql//WckLgW+YONX1w53RBIHQekB38DsqXIfEm8+PO7ah6HaecPNeCk2Lh01RC8emYsf0fhYohhOJxlh/w63k88FAaf31t+A4Nl/+u89TX9/E+z/yKY4cPoAQglvueC/3fv/btLc1c8ud7+eq625iw2MPjXhMLnvqOnYlsmVIvf4wvhmm0LAY4XlIXSf+5kvEDr4+1aGdkuzKlaWWfABCYDc0EGqeAJtAxbREAp0X3B0kFA0kLEmgWL2QzNxLSBx6qeSY9JKL6L3opkCApQQhqHnqJ4RbDyCFRtcF7yXfsBxkMO2tF/qpeu0+fC2Cme/EKJz5yDHcsZfG33wRL5pCuEV0u/wsURDbyOcRThGERnL7BiLtY08gGo3qF++n88r3UaybF3iEazqJ7c8SPXwOl8hMdyZ4bR3gljvex1O/+RU33xH4769ZezHf/n//iO95tDQfYe+u7axcsw5N09izaxstzYFt7dMbHuUTf/hnbHjsoRGP2fjSs6e8thLZMmieQ+0LP8YLJ3CjScz+jjH30JwSTtVg/gyazyvOHbxICi+SKskIDrJ2LywRWSdZS99FN4FhDtOwzvV303TfF8nMuYh848rBdVMJuLFq2q/4FKKvgBQ64Z691Oz82RmX8wjAyJ1aqIXnET6yl8KcRcMTnlyH+I5NRHdvx+xvGzYCn0g0p0jd736AG63AiyQw+zrQXBs3lMLXw5j59nGVM40VCbgV1UjDxOxpG7GFoOIEay+6jP6+HvbvDRLCwpEoQhOk+3oH9+lobyVVVYMQ0Nl+ohtXf18vuqYTOcUxo6FE9hTohTR6YXJ8WieD+Nat2E1NJaNZ4bpYk+wgpJhapNBGfJGSZUpxsgvXll9vlJLCrKWkl1xVNjEJA6QZBgmF1GJ6F1xPav+vJ+IWRqTqmUdov+3DePHkYBxW6xEqX9lw1jpQGbl+jFw/npmgdcVHcKN1g/12U4d+Rax79LW58eIkUnRef3fwPUiJ8D2qnnmQyNE3Rz/4XGICV7VS1TWsvfBSfvCdfzmNvUuNY4ZuGfmYU6NEdgYR2b2byKJF5JcsQQoRrMFKSc2DD6o33mnO8SxW4Q+Y8gtjoM/r6T1xjFwXmp3FO7k0xnOINm/BN0w01xm4lo5nhct3gBIC3zDxzVNYZfgD/5Z0k2zDRWMSWSkGTBgGRn++biJ875QZsXohR8N938JumIObSGF2t2F1nf3evxLoWPohnEgNCB20YD24Z/7tmIUurNzkLcdIIei45SN4kcSgY5QEuq55D/UPfhNzgpO+ppQJfFStXL2WmroGPvsXXwAgFApx90c+jaEbJJKVgyPT2roGWluOoWkatfUNg8dXJCvxfI9CPof0ZdljRkOJ7AxCANWPPopdW0tx7ly0QoHInj3KB3ka40Yq6V59F8XUfADCPceY2+oQIQVI7NybZLt/g5SnXq4QQPWmn9Jx6e8DIqjt9IqIiE3/pVfRf9l6jP4utHQBOzk7aF8nZcmLuxQa4eZ9sMgNRrIn67CEOV1FDF/SFTPoj5QzjizFt1I4s25HxuYAEtdvJd0Uw03UgPSJHttOatPDIy7LBJ7OR6a0xaMTqccNpQKBHYIUBun6S6k+8MCkXbvYOB/fDJVYMkpNI7PsQlIbN0zatc9lnn96A88/feK7+cznPs+93/8WF156Jeuvv4VfPfhT6uubWLx8FU8+8Qia0PjkH/85r7/8Am1tzVx9/S1seT0ov9u6eWPZY0ZDiewMxOrowOromOowFKPgawZtl306GDUOTM0WUnPYXyFZubcfTYIVXYxmJOlv+9EoZ4NQ31Eaf/d/yTWdjxdOkl+8CDdSPbiW6VbWQlJCTgtGC95AvYQmwPcRvkvFG09j5NNEj20nt2AdIAKFGxhdaAWJ5UkEUJNx0Qv9owqs1EzsRb8fNK4XGp4BPfPnB9cNzkpu1ircaJL6p78z5u9xvBTmzaXn2vW41VVouRwVL75MfNMbpZnOZnxgduEkNA3PKm/+P1F44ThlX2V0Ay82udeeiTy94VFue9fd/Mlf/i2FfJ7HHvzZYJbw47+8j3ff81FC4aCE59e/fXzUY06FEtkzQGoa/RdfSnbNWqShE96/l8rnnkXPTX3tnOJ0EIQT6wgnLkQIC6dwiFzvs/heYITgGRH65l9HvmYVSJ9Y2yYqDj+F5k9sY+18/arA7GGYybvAl5K+hEmq30EIA8OsRjfr8ZzRp0h1J0/i0Es4yVoyF1wExsm/4gJMCbYGRQAXK9OM2ddKbN8mQl3BlGfl3t+Qr1mKDIcDkfYleFDfYXNCGiFVNCg3TyKFTv/Cq8nMuZBQ0SSWZrDlX76yTNN33cCpbMKuqMfqP3tTwYXZs+h81x1BXTngx+P0Xf12pGlS8crwph1mtrlsw3rh2YR7J3ddNNR+uOwaunCKRI7NoN7Tk9wc91++9LeD//+Ln3yv7D47t21m57bNJZ8Xi4URjzkVSmTPgM7b76QwZ17Q/xXILV9Fcd4CGv79O2iOPcXRKUYjVnUDoejywYYAVnQpZngevS3fw5c2bes+jReqGGxqnp51OcXkXOre+O6E9lJ1o1XDHJWO42sC2zrxQJVIdLPytER28NyJqqDx+8kITnQrCApOCTUfpXL7r/GsOD0rbiVfuwzNyZHctwHfjFOsWoBlzSGVdrGc4U9AoUXKXr/9wg9hN82HmEbBl9Atibb7aD64FkNGsUOQPm686qyKbN/b3zYosINhWBb9l19KYuPrw2rLdS9PRctzpBveduLvzXfQ3CzxztcmNU4j00fszc3kFp9/oiet62Cke4nu3zap1z7rzLD0ESWyY8SurqE4RGAB0HU8K0R2xUoSWzZPWWyK0dH0OKHYSoQYYi4gNBAG4cQ6OkNpfDM2KLAA6CZOvBG7Yi6h/sN4Zpz+2VdQTC3EKPSSOPIcofTY+6ya6VaEZ5c0Ttd8CBdOZM0KNDx7bNP/Zm972VFXME184o/CKWL2NeOZUVrf9pmgzlYz8KiiL1ZH/NAL1L32PcwFn0azSs35pdNb8pld0Yg9fz6ENRAgEeTrwE7qpPZ4mHmJE5UlQis1Havv7GbBu9XV5TdoGn40gp4ZPjuVbH4aK9dKuv4yfCNCpGcXibaX0LzJL/FLvfgo4dZDpFdcjDQtovu3E9/5ylnLsD5rKJF9a+PU1ZVfl7Es7KbZoER2WqObNUjpDhNZCJq0m6FZ2IlMiegBSDTsWAN6oYe2Cz+Dr4eCKc54I4WqJaR2P0CsIxhRuFYl2dpL8EI1mJnDxLo2onmlDbkjHbvRC3240apBURe+xHI8KjLB1LT0HZzCITx3bH1SjUwPkaO7KMxedsLgXsrgAXbc49dz0YoZos076F9wNb4RHvZyIQ2L9Py3kTj4PFr7bxFNdyK0Ey+X0nfwOn47+Gc70Uh61qUUa+ZCSJxkLSzwNOhtMtAcBiwRJejBTsK1Cbfuwcie3SxZo7sbOzqrdIOUaLl82WMivbuJ9J59E34BRA9sJ3pg+1m/tuLMUSI7Roy+PsomIDgORk/XWY9HMTY8tw9B6QhPSg/P6cbI9wejy5OmcYX0MIq99M9bPyBGA+cQGlK36F1yG9GOHTix2XQv+mBQqqLpFBPzydVdSs3ub6M76ZPO6VP/0rfpXXoDuYY1wUO0bSdNHT7SmouULoX0G+T7S92aBs+hhQnFVqGb1bh2G8XsDpDBKmn1c/fTv/rtZJZejDQsQm0H0NJ5CvXLkUIj0ryDyu1PIHyPQs0i0M3S8/suTqIRP9dHZ8SgygFzwDq4O2SQcHsxgUzDWnqX3x7cd0xj2HBEAjkBrsC1BFiA56HnevGjUYTrEN//ChW7nzmNv8GJJfncC3S++85hU8bCtkm8/KqyIVVMCEpkx4jVfAyjvw8nVQX6iYe18H3i27ZMYWSK08F3e3DsFkyrCTF0Slh65NOvEUvn6Zt3XTBne9zEwffQnDzh7jfpWXxbqUkDQZ2rE6mkd+47hwu0ZuILjXTjtVQeLm0orrkFqnY8TNWOhwc/yw/8jIZmVJGsvweEjqaZSN8mWnE5fW0/xPcyCOmT3Po0ya2j96418j3YyTklJSJoOnqxn555t1K0LLKhIdulxJ13KzVv/ojeZbcPWac8ab7PA1zBsJdTXce3Kqh/8uuYmanLhA8fPkL1Q4/Qe+3VuKkUWj5P4qVXSGyc3haqMxo1XfzWRgC1991L9403U5gXtL4zu7uoeuIx9KzKLj4XyHQ8SKzqBqzoEkDgu/1kun+N7/agAfVv/Btdy96FEwuK0kN9B6nafT8CieZkA/vCkwgclwSelSy9oNApVCyZ8PuIV70DoVmDWbtCs0AYxGpuo5DfjVdoxrdPL4kocfB58vUrkQx5QfAddKeLwtyFFBvnQfqkGRwhKCbmYlc0DV9CKRJ4aBzXVWcEFx0BhbrFUyqyAJH9B4jsP3Ba9b6Ks4ASWYWez1P70P34hgG6jlY8B3yNFYNIaZPp+hV0GwhhIP3h66VmroOGTd8K1l2lRPNPZIxXHH2e7mV3DR+tei7h/qNooVmM2CbRn+h/IzpGqHFQYI8jhIYZmgWRRgDc/AHybQ8x2pPL6m+hast99Ky6Y6CLj4ZI5vHCFfTOuT64LR/YL4eJpvDdwEBimHuUgC4gJcFkROUS0g8M/qcJQ8O0Kxpx4rWY6Tas9Nl3l1LMHJTIjgPNdcGd2NpJxVlEukg58t9fuYzRcMc2wg1Xkk81DVqdmh5UurWIxndgSbAHOtoM4tlEO16d6OAZWTjFYIKSEZmPmTgfJ7151DNG23YQaduJG60iu/Q80g2XwVCbRiFhjoD9A3/2HWKdmzAzreh2GlczT0w3ewI6BUTkgLsUZcRWEG2ZXt1sfN2i45KP4FQ0BqNzoWH1HqHm1R+Ou1m94nSZWUPZ8h2JJ5GFi5fxV1/4EtU1dVihEO/6wEf53H//P3zmc59n2Yo1ZzschWJMOFXrMGUliT6XaNYj1WtT0++iCRP0EBUeGFKC7yG8AvgO4d6dxDpenuBIfOz83pKXBAn4Q1uvahZWxdrTPqtAYua6yC1aPVxgISi5CUuggPAcwulDJI/8JnB/2vwD9GIfwi0i3EIQScwPHKbiEiI+IIPtTgHhFKh55YdobmnW9VTSs/JW7GQT0rCQZhhpWBRTc+lbfsNUh/bWQI7zZxpyVkeyp9s493SsqhSKqcCuuQR0K2jT5knCHoghQzQNqHIljvSQxx7EzLdi2H2TEku2+zfodVVoRjKIQTOQCPyTjR7KdOEZlXIdegCkR+rI44R6j2IWOgc/NvPdNL7wZezkHDwrTtf6OyE8pBQqBOgOlS/8CiPXT6jrwLSr75RAbtb5w1vqQdAIYfYFpHY8OiVxveWYpmJ5ppzVkezxxrm2HaxxrVl7MU9teLSkCa5CMV2RWmmZSzlMNMJ9eyZNYAGkX6Cv9fukO+4n2/Mkjszh6WLYVLX0HZz02Kdko/u3lV0KMdI9xFs3DxPY4wgkob7DiJCH0Mo8KYXETaUId+wdFFip68hy3YCmBDHiy4XU1Mqa4sw4a/9yxtI4V6GYrpi9O7FrLx00bfAE6Cc3s5E+5I4iztIruVs8Gvy4XUQb3wcyWJOVvo1vd2H3bxz9JCdRseVZ8nOW4sWSSCuEcG3wfaqfuX/UY71QpHwbPd3AD8cAsOvq6b7uRpy6evB9ort3kvrdb6fUllQgCXUfolg1b/jo3/cJd+6dsrgU5zZnRWTH3jhXoZiehDuex6lciTRioFsU8YkggjVYzQDfAemhtUzM1KJu1hNLXYMRakD6RfL9GymkTyRRZeevoe+8a/GiFRjpblJvbKAiHUboFXiFI7i5vZzu75Qdr6d3+S0UU/PQvCKxba9gem3YtU3o6V5i+7eiF0ev4A23HURKDVol9A9cPgZU2YSP7cGNJ2h/791Ia2DNV9PILVuBm0xS//N7x/wdTSSpbb+k7YpPBSNX3QTPRvNcNVV8NplhEnBWRHasjXMViumK8Aok9nwTu3INbmIhWrEHrXc7IjYfGZmFKLRS8DP0L3o3npXEzDVTefTJM2rorRlVVNR/AG1gilroBpHKt6HpCXK9T5JZdAG9F908aJvoVtbR+bY7kc/eS6R5I1II0qsvJrP6YqQZInz4TZIbn8LIpkuu5YYrab/sk0FpktDwdYPMgrcRad1O9Su/GDVWCWRWryWz7hK8UBh2+uDIoBgWICMhqxNqPkj68ktKO8oYBk59I3Z1DVZX6VT02cLMdND41FfIzL0Yp6IBq/cYsSMb0Z3TsQcZHTteR9/SG7Er56AX0yT2P0OsRZnYDEOJ7NgZa+NcheLsIjAT52NVnA9Cx8nswO57bdCesGRv3yHU/Tqh7iGuQIXA2D5TvY7e+bcO1tEWKxbRvnwudbv+HSvXjESQbVxHZvalSN0k2raNxOHny5cLpa6Ek9aANWEQqliHV7GE5nW1SOOkDjKGSd/aG4g076X7qtvIL1w52LUlt2QNhblLaPjZN0pGpOn5VwSjtyHTpFK3yDWsJrnnCYxiqTAPpfeq68muOi+4VlqAa54Q2IHvGNcjV7UGp6auTAs+wPdwK1NTKrIAup0lufepCT+vE6ul/bJPI3UzeJGxYvSsuhMvVEHFwecm/HrnLDNMZM96Cc9Qnt7wKJYV4k/+8m95190fPe0muArFRBKpeyfh6vXooXp0q4ZQ5eXEmu5mrL8eEkHfnBuGG1UIgdRMemdfB0D3ijvpXXYrTkUTbqyW/nlX0nbxp/HLJNZo4bllI5AIsCrxrPLvyE6iGjeeJLdo9Ym2aACajm9aZFZcUHKMnZw1vPPQ8fB9FzdWe8r79iIRMqvXnrhWboTvTbewY01YLcfALX2BkZqO2Tm17k+TSd/ia4LEuaEvMoZF/+JrVGLVDGZK/mZPp3GuQnE20Kw6jOjCYd1lhGaimVUYscW42T2nfS7fiOGXMdlHCJxoI06kilz9muFG/LqJF6ogV7+GeMumYYflDQPLK/VwCJwKBZoLfpnLGdlenOp6hOciTx4xGiZ241zY/Pywj810K3Zydokvs9QMjNypG1841bXDrxUpb6wvPBsz30ZsyxYy6y7C1/QT2byOQ/jQAcwhiZAzASl0cjWryVetoFCzZMTsZTdSiZmd2hG8YnJQr0+KtzR6uKns50Kz0MNzxiSympdHSFl2tku3+7CTcxDSL9kujRDFqsUlItsjO0jQOKxnkA/0WDoWUHPMoWOOidSH2By6Nsk3foue7Sv/QPc8jN5S0UwcfJ5c07rhPWg9h3DHmxiFoAzJNyyyC87DqWzA7G0ldmArmlvE6O8bflxCBqYVeU5MGUsfpEe8czOaV6D+Jz+g56prKM6bh3BcYls2k3z5hTLf3OnhVKbIrlyFHwoR3b+P0KGDU+5DLIVO++qP4URrkXqIkfwlpdDQR5mOP46TqCE7N5g1iDTvItS+f8rvc0KZxqYSZ4oSWcVbGulmyvYHlr6DdE/vwXccIT1i7RvJ1l00bMpYeDYVzU+jiSJlnyC+i14o7aMaan+KA/M/xKy8T9iT+EBX2KDf0plV8KhsC2pNu2YZeIZAz/WT3PQbokd2AmB2t2PXNAwzVxC+R2JbqcWjmeum9tXv0rPydpyKJoTvEDuykco9TwDgxpK0veNT+IYFpgWOTf9515LY+BwSC7OjC6euJlhrFcAqG/bp0KUBglD6EKmDjwz21TX6eql9+IExfb8jkVmxkt7rbwySqTSN3KrVhA8dpPrhh6ZUgLK15+NE6078W7AlGGUsN1uCl5XRyCy4kN61twb3KQTZBRcQbt5D9cs/m3lCO4NQIqt4S+Pm9gfWhNI8yWxf4mS2nfZ5LKMRU6/Cat1Jm4Rs/UVIIdB8h+SRDUR7dyERaE4eTzOHT8v6PlouR7Z6LeG+Pehu4IgWyh3DP/YAe+fciqdHAEHClTQWAnEVQGVLgfjuN7C7nkSc9LJQ+9hP6Fr/TgpzFgFgZPpJPf0wRrp8Y/RQ31EaXvxGsOY78N/j9Fx0K34ociJu08I3TPouuAE6NGhzEGYWOdCgSM9lSe18nPDhAwSeWJPz5PQtKxDYIf1gpWVRmDef/KLFRPdNXX1rrnrVSY0kgPzAKB8fpCR2bDOpnb8a9VyeGaFn3a3DlhqkEaLQuJRCwxIirW9O/A0oJgQlsoq3OD65lh8Tqb8TzagEJNIvkG97GOnlRj1aYFKXvANDTwECpCSVSdPe8hVcTaC5uUGBEUjqXv8unWs+gBOrC6aOix44Ov2NVwMgxa1UHfglse6tAET69hDu24NvxBBeEavyEkTqcnwRSJeb2YnT+SSC0tG4ZheofeJn+IaJNEy0Qu60RjzlBLHQtLi0j64QEBHBHDYm8lCS8KbtRHrfJNy1F8M5nsQ4eUOTwpy5UKa5urQscsuXT6nIam5hsMnAIK6E3iI1e+8j3Lsf4Z9eg5Fi/SKE7wWZyUOQZojc7NVKZKcxSmQVb3l8p4fs0e8hjAqE0PGd8iO9ciRjl2Po1Whi4FdJgCkqqUxcQ4u2AzPThu6cEGuj0EvDq9/EDSVxw1V0LL5nwHP4xK9iz/zbidlFNLsX325HALqbRQqN1trZFJJhLM/D1TS06CzquqzBadhyaK5TNpt3TPh+2Wb1w/RTCgqVqyjGFyPn6iSan6fy6O/Gd91REN4I/se+j3BP3xvZs6I48XqMfC9G/vT//k9FvO1VClVLh49mpY/uFQh3vzm20f1IPs++f9pCfc4gZ9Z8sRJZhWIA6faPecwVs5adENgBhNCJGvPpXHkeUjeJN2+kcs9jwx6qRrGPXOVKTk6GqSi6NGY9RN3twUjXy5JvuQ/f6aa/6UoKlUuQukVx4JKe3kD3ojuo2fPTM7jj0yd6aCu5+ecNN8/3geyQnUTwH2mEAcg0XkEoc4RIbzCalIBvVQESze6ZkHXE8JHDlBspC9cltm3rqMdLoHfFzWTmXoLwXaRmEOo5RM1rP0bzxmfxGO4/SMWRp+mbu37Qq1n4NrU7fjDm6fNw217KJU4J3yV2cFPpAecyM0tjlcgqFGeKzggevQSPQ2kE27NNF2JkO0gcOynhSDMY+uAMuT5NWSeojRUDCUTCINL0AbKHvhGs8+ont58zyKeWIoWBOEVv3PGSeu1xnFQjbqIKKbQgdkdA98jHSN0iU38Jkd69uJEmcvPfg9SjIASa3Uf04M/Ri+OrixWeR82DD9B517sGetYKpKYRf20j4WNHRz0+M+disnMuBt0cnIotpubRveYuajaP/8Wlovk5Yu2vU6yYh+bmCfUfOqP1ac1zqHnhx3S+7Z4T9ykEiZ3PYPR34Rvhadc28IxRIqtQvLWJ6wuoNi9Dw8TzwNclYojY+kB/zArKVyRIYZGZe0WJyIZ7d9Pf+HbkQJFOquiW1sQKDYSFHpmDf7LAHkcG3YGEN3kiqzlF6h/7JsW6ebjJWvrqr8b3K0riOBlfj+DrEbKLPgz6idZ3fqiK7OKPkNjxlXG/HISPHaXpm9+gsGgRvmURPngQI91/WsdmFlwxaEs5iG6Sr1+Br1vjHs0C6G6OaPfOcZ8n3L6fpof/kXzjcqRhYvR20rfoJvrfvh4AK91C1fb7MPOnePNRnHWm1PFJoTjXiGiN1JpXYogImjAwHDeojZXBdKAnwNMF+2YNESAJnhEvOZeVbyfe9grCs4O1Ol+Wn0IVILQokZ43QQ5Zm5OSirzLgj6b8KL/jLXwM2iJlRN7w8PDINx+iPibG6nd9OOgOfvx9cDj62hDhdaziXZtw6lcTclUp9CQQsdJLpuQ2DTXIbp7F/GtW05bYAF8MzLCFlk6azAN0Fyb2JEtRA9toWv13diJpmBWQTOwE7Nov+iTZd3DFFOH+ttQKMZApbEWTQxxh5JgFoq4uqBf7qZ9wSV0pqJ4+knvr375ObDKYxuI9O4gl1qFq1Xh67MGGwKcQMcrHCF5uJlCciFSt5C6RTJvU12QaGiBhpkVGA234EoXP3P6JhpngpVtofH1r5KtXYsbToGEbO1aEDpoOsKzMQpdxDpep1j3dignWEJHGolJjXM0wp37yDWuKTHu0O0smj19LV7zdasCK8ahcWsaUjPJ164k1naONh2QjPi7cq6iRFahGAOmKB2RBtm/Nv3+TtqqrhrROm8kQtlmQtlmQEfO/hDSrB60eZS+jd27EellMTxo3PzPZOoupFgxh2o5pzTpSjPRa66edJGFYBq0ouWES1O8fSOZuovxrTjhnl3EOrchpIuRPYLtFYdNFw/cHHruCABOrJq+pddTrJqPXsxQse8Zoi2jJy6Nl+SeDeRrg2QydCNoWeh7pLZOrZHFaLiRVNmRttRNvHDl2Q9oIplZGqtEVqEYC0W/A0PETjKuCPDtTjTPLp2ukxIrfTotHD1yx36EmViDEV+B9G2c/tfxcvsH99C8AhUtz0OrgVjyubJnEWYyuCyQb1hNev7l+GaYSNtOKvY/N2kJMlaujaqDpV20jPRe9EI7XqThRFchz8bIHkLPHcONVtF2xf8XiIam4YcSdK+5CydSSXL/s5MS62Bs+R5qX/0+3avvwo1Wozk5knt+Q6RzetedWv3HEJ6NNIa/uAjPwUyPva2iYvJQIqt4S2DHG0jPvQI3kiLcvZ/40ZeH1a+eLt3uJqL6HAIriGCs40uXbud1wCW579f0LjnR6g4Z1DFWHvjNaZ1fIskbAi+kIzyBrkGZ6lSQLng5KLPWK+2gzrNv2TvIzLt0MLEnHa0i13QeDc/+vzNK6HFDlaRnX44db8LKtJA49gJGoXfU4wSS2L7/oFhzCU7qfMDH6tqE1fUaAuhbtD7I7NWGd6dJL76GxMGX0Pxx1vieAidWQ8dFvz9wfR1fS9C78p1onk20bcekXXe8hLvexMh34URrT7hAeQ5GrpNw976pDW68qJGsQnFuka9dTtfq9yIH1gvtillkZl9Cw8v/gj7GdTdXOGQqIkTyEt3zkUJQjMTIZ4rgQbz1dXQnR9/8a/BCScxMM5X7N2BlRh9dSKFjL/woMlwDmhUsTyUW4ne8iNn+TGksHU9j1N+A0E5MG0rfwev8HZ4VJz3/stKOP1aczOwLqTj04pju24410H7+x4NGAANJNtn6ddS98R2sbOuoxwvpEe54kXBH6XXtqrkjGF34uLEqrHTbmGIdC31LbhgcQQeBakjDomfFbUTadk6aHeR4EUjqXvsO/fPXk208HyTEWjdTcfDpaRvzWxUlsooZjUTQveKO4etXuokvBH0L1lO1u3R681TEKi5DmlHy1nBRSJg30NWyD5BEunYR6do15lj95CpkKBDYQTQLr/ZtGN2vIdzs8P37t+BKF73mKoRZgbS78Tp+h5/dj123vKwNH4ZFsXYJjFFkexbfihAm9d05YjmbbNSiPRWlZ/Ft1L/xb2O+16HouR7cWE3J51LT0Qtja9IwVopV88uuoftmBD8UQy9O3+QnzbOp3PcElfuemOpQJpYZ9o6gRFYxoxkpQQTNoFCzFHaP7XxWeCFClI66hGZhVV2NV2zGy+6FIV7Cvh4iV7MS34wR6juIlT5aNqnGq1hSPgtXevjRuej9pbWWfnoHfrp0WlMrpgOjDCnheBmqDuCj53tPnNqqQiaWgPQQ/bsQbnlREeFGLtnWjO5LDF/iaoIFx3p5fXlj4I1Q9qjTo2Lf03Sm5g2rVxWeQ7ht1xlN6Y8FrZjBt2Jltwln9M44iglGomwVFYqzhRAhwtY8BIKCfQhfjj1hR3MLgUNRuW1Ofszn8/08OsnSDUJHr7wYHRfp5Skc/QF4WYqJ2XSs+b0Bhx4DIT1CPfuo2XFvybSecLKlhvLH8cYWq9V3DJHPDYxkByTQATRJ7NBLwb3UrUdWXzqwXSLrr0Mc+yVaGTFfcrgHy/UHxdTwJdKXLDnczbHaC7Cyx7ByZzatG+4+SGrLA/SuuhVphJBApGUrqW2/PKPzlcMz4xQSixDSJdy3Z3CdN37oBXpX3XHSdy6JdOye1LVgxVsHJbKKaUnEWkwqccNgr1cR1+jOPEm+OLahp+7kCHcfoFC1YMDGMEC4NonDY28Snk+/hp66AW3oOijgCQ2h6YAOwsCqfQfF1gfoXPmBQS/fYF+dYmoR2fq1xNuGe87qPa/jVa0d/sCXPvg2WvbQ2AIVOlKGKRljOj5+qBLpGcjqS05k+x6/3Kx3IjMHEP7wF5qq/mKpG9XA59uXvwM0jVDffmre/GlJy72R8I0wxeQ8hFsk2rqNaOs2vHACzSmgeTbCrESL1OI7PUi7c2z3P4T+usvpa7pmWFw1++4lnDmIW10JYQ+KQ+7OlLh1U1u/q5g5KJFVTDs0ESWVuCGoAR3y7EvFr8V2juH5Y1snq9r+czrP/xBOogF8D6kZxI++TLT1jTHHVsjvwqm5jJSsDtrNSSiaGq6uDWYBC6GjxxbhxOqRJ9eGEnj6ZhsuKBFZrdCOcewR3KZbCaabBXh5rIM/GXMyS7FyfvkNukm24QKszq7AH7kkOB+ZWIzoC3rp+lYYp6qWgq8TyZbvBCPN4CWimFxIuuHyoMRoAFOrQggD2+tk6BR6etZl9C68ETHgYCU8m9ot/4GVbQM0rPo70WOLBkf2frGFYvN9IMeWFW1HG+lvWg+aOewb7Fz0AZq2/F/yC8+HqAYxP+j3qgU/jteAZ0XQ7bHPdijGycyaLVYiq5h+REKLKdtZBYiElpDJj63riO7kqd/4rzjRWrxwAjPdesZrfdnatfQ2zOIoBlHHx9EFBUMj4vrM7RsqAGLE5gGD28tg9G5D79uFH52F8G1EvuWM1jtHMGgccvlTxyaBvovXkz7vUoTn0aFbJDscVj3Ti+HIgWtANjJkRK9bZOovpKLleUwtRV30JnQRIShMknTmnyTvHqZYMZu+hTcEpvyYg8d2nPcRml78ImbqcvTYokFDDgAt1IRZewNO++gNzoeSqVo7rI3gCSSF5OIT35NAPQ2nC5Mgsh//g88RTwRWp4Zp8utH7mfb5o28/8OfpGHWnMF14K/+w98AsGzleVx/8x2EIxEO7N3NI/ffi20XsUIhbrvrbhYsXkohn2fDow+ye+epTVPUPyvFtEMIHVHWVltDlK8aPS3MXAdm7vS7vggswEdywsA+03AZUrfwgPQQ68SCoeEKMCRI6ePl9mNmWhG+g+RkwwCbWNvrI19XuuijTQ/rEfCKUKZZO0C47yBlW6O5RWKtm9FyGfzUWhAnJVoJDZHZS27JGjJrLoGBhu8AfXUWuy5PsuqZXgA8XWPrvJOygoUBaDREb0cT4WGNE2oj19Oc+TldjRcHloAnXVfqJsXkPKLJC4YJbLDZwIivwGl/bMR7LofUzLLZwxCskUcPbCGz/NLhpU6+j9nTNq5RrK+HADkhDQbeWkgmQ2W/8/UvAbBg8TKuuvYd7N4e2E7WNzbxtX/8H0j/xL+pWDzBLXe8l3u//23a25q55c73c9V1N7HhsYdYf/0tOI7Nl//u89TXN/H+j3yKI4cPkMuOPLumGgQoph0F+yCyzINU4lGwD0769U0tRUP83cxJfpQ5yY9RF7sNXQQZqH6Z6d+B4PAA6ReRXhan/dcIZJDg5BYHmwAIt4jVd4hY6+Yzik0kz0db8idoi/8YbdnnEDVXl9/Pd6ne8bPgup4TXNuziXTtIty1C5E/Ct2vg+8ETQd8F3wH0fwowsuTPv8ypDlcgKUu6J5l0mMeY39diOeXN2KbQ156fJdI13YixpzgRemk0bJAEDOX4ZvR8sldEKxfl3g3Hz+BNmIS20hEe3cE38HJ1xEa4fR+ktuexuzvCjKJpUQ4RTSnQPWL94/pOsdxonW0XvifOHblX3Lsyr+i/fyP4lpqfXdMyHH8nIK6+kauvfE2fv6j7+I4NolEkmwmM0xgAVaddwF7dm2jpfkInufx9IZHOe+CSwBYs/ZintrwKL7n0dJ8hL27trNyzbpTXleNZBXTDtfrIZPbTDy6dnDkKvHIFrbheGeeAHM6aMKiPn4XmjAHrRPDxizq43fSnP4xke5dZBouGZZEBSC8AqLrOWy7Gy+7e7BbTqj/MI2v/BO52tWDJTyhvoNnVvKSWI5ouHGY+QTVwS+/7Hy6ZPdQ7wHC3dvI158PQqBnu4kfeXbw2nrbBmTvFmRiKUgX0b8D4QQdbLxwtHwMvk+n+zxe+xZEzUeQnga6ifCK6HaG5LGn0bV5lB1FCwNDixLt2E4xtbCktEoKnVDfQTzzAHpsyeD3L4HeCoOuKgNvyf9Az3VTuesxou2jt48L9+8l3LeHQnIJUgtmJoT0SR59At0NlgzqH/smhaYl2FWz0LM9RA/vQHPHPgL1jTBtF3wisDociL1YOZ/2Cz5J48tfOe2EMMXkcPu77yFVVcPN73wvD//ix9TWN5CsTPGZz32eYiHPhsce4uD+N6lMVdHZfiJTvr+vF13TiUSiCE2Q7usd3NbR3kqqqrTGeyhKZBXTkv78SxScA0SspSAE+eIebHd0Z6HxEjOXIoQ2zJtYCA1dCxMx5uA1P0u+ehW+EQlEwvcQ0qNq7324fXvLnlN38yRaXi27bSxoNW8fLrAE9blUXYLsfIaTX+U7190TmC3owa+5m6yn47JP0vDsVzGKgcmDKLYjiu0l1wof3U9uSWl3GuEU0TP9GPTTuPmrZGvW4USqCPcfItK1HU26FPwWyomsL23y7hGi7YfJNF2CE68PvsMB68nk/g1obgGn80n0yNyg5Ekz6U5qdFWHkFpwTi9aRff570VsupdI56kbIQig+uAvKCYWkqtcHkzVd2/BKpy4ZyElkWN7iBwbX1OFbP15gXPV0NG2puObEQpVi4l0TX7ThhnBJCU+fe9bX0HXdd77wY9z0eVv58Vnn+S73/gyvT1dLFu5hrs+8BG++vd/fQZhnTpgJbKKaYvttmG7E2OpJxNL8WveBmYCckfR2p9C2KXNrQ0tOayV3XEEBtXR66mUWeI7n6CtMk4xuQij2EO89RXMwuSOsAEwK8p/LjTQQjCk7MaJ1WBXzRu+1ig0pDDIzL2MyjdP7aWc3PgMhXlL8Q0TDAN8H+G5pJ599MRI2MlS0fJcybGu7Cdj7yZuLR38Ln3p4Hg95NxDCHzqNn+HXN0acrWr0Jwc8ZaNhPqDjjzS7SN/6NsYyXWI8Cy6568cFNjjSN2ib+n1o4osDPTBTe8nnN4/6r7jwY3UlO+MI/SgHaBiVIQM8homA9/z8D2P3Tu20DhrDtL36e3pAmD3jq3cfMf7iMUT9PZ0U1vfMHhcRbISz/co5HNIX5JIVg6OZmvrGmhtOXXzD7Umq5jx+KkL8WffCdFZgVBVLMdf+HGkVVWyr+2145ctExHoWghLr6ImdBnz+nRqd/+I1MFHz47AAhRGeOHwi8MEFghsCv0y05O6gV3RNOqljEwfDT//FvFtr2K2NxPZv5OqXz9CXq6iZcX/R9f8u7DDtSMe3118js78U+TdoxTcVnoKL9Oae5jjSUtCesTaNlO77UdU735gUGBP3FMet+cFih0P42vlJ9fdaOnf31RipY8i3FKXKCF9rEzLFER07iEAQ8oz/ilHKBTm/AsuQdN1TNNi6Yo1HDtyiIVLllNRGbz8LFuxBs91SKf72bFlE0tXrKGxaQ6arnP19bew5fVXANi6eSPrr78FTddpbJrD4uWr2LH11NUOaiSrmNFIoSHrrxnuByw0ECZ+7VXoxx4ctn/W2U/Svxih6YP2iVLKYUk8mjBJWCvpK7yOL89eHaXf8Tu0yD0nNQSwke2/LdnXyHSUN933HKz+02m7BxQ9tEMOWreLdC26au4caMqu4YZqyCeXU7v3B4SyR8sennP3k3PHN3oUbhHh2kir9FFlZLvGde6JJtq+nf751+IKfXCKHs/BzLRg9R2e2uDewoQiEZauWMM1N96GlJItm15l08aXuOCiy7nx1rsIR6L0dndy34+/B1KSyfTz+C/v4933fJRQOCjh+fVvHwfg6Q2Pctu77uZP/vJvKeTzPPbgz06ZWQwg5sxdPO1Lf6uq6+numrxOHIqZi7RS+As/Wd4T2O5Df/OfSz7WRIhk6BJi1iKEsNDKeBX7fpGO3AYK7ll+eEZmodVeA+E6cPrxO56BERq0d1zwQQrVi09MGQ9kNzc+99VRje89M07r8k8H2dSaGdQRlqmtNbPNNOz+VwCcaA2ZpovwrRjhrjeJtm8fNJsYK1ILUaw6Hz86i0IiQq5p8bCpWOHZ1Lz+Y8Jd5dfBpwrPiNC34DrydatBesRaNlFx6Ck03x39YAXJOWs5XPXOMz5+wdFvTTutUCNZxczGzY1YLoLTV/ZjXxbpKTxLT+FZqiJXEbeWlzYFEBqeP7kdYsohC61k8pux9SaMfBfR/KER13xqNv+U3iXXk519IVK3CHUfILXzVyMKrATsxAKKiYUU4vPx9ciJ0fAI5hVONGgQkKtbRc/Kdw22E8zXriAz53LqXv8OYowC45sJMks+GWQD6xaa7xDq87CjaXwripHronLX49NOYCFIcqt68xF4c2zdnRQBx6eLZxJKZBUzGuEXoW8HJFcMr7/0beKd+wlpK8n5Ldj0lD0+XdxKzFo6zARDShfH68Lxyx8zWXhGhPa1n8Kz4kGZiGfTt+AG6jb/K2Z+YOpUGITCi9H0GI7dTGr346R2Pz7quSWC7oV348TnIgd62epC4EuQp6g3El4BNIOeFXcNG2lKI4QTryPTuI7EsbFlVucbb0AaJ2pphWZiFSSR7g7ie787pnMpzj30maWxSmQVMx+t5Vf4SEiuAnyQPvXt/SQLc0GbT7UmSfsHaPdLGwY4fg8d2V9THV0fOBghKLjH6HJeR6tYg3TTyNwhQqIKi0oc+inI03eVGgt986/DDSdP1OjqFr5m0L3sXdRv/ld0o5pUzfsC1yahI6WPYx+jr+shRnNJyledhx2fNzitflxXNcAboZed8Gzi7a9gV8yiXBmD1C1y9eePWWTdiiWlsw9C4EWbBjoZqanXmYqQoKmRrEJxbiGkh978MLL116BHWShvwhAhGFKqk9Dmk5VHycrSNdaCe4Rj/T9AF3EkLlrDjejxDw3Ud0rq2nqxijbHhcaWfRzznsBnYlul5WtXlZhgIDTseBO+blFVdTtCO2FlKASY1mwisfPIZzef+txV55Vftx7K8Y5Ivh1YEnZvJdn6NE6ikZG8mDVv7D1ZhXRLrCiD68vBGCTgJJrwrDhW/zF0J1u6v0IxDVAiqzhnkELDiTQgfAej0DFm1yTh24RlCqGXHqkJkwptMVlv5EQmT2bQKtehxZcMeutW9vRi2X7QMWgAixQ15pV0swvP7UbKIsJIIvQovt0BZzoSO4VjkK4l0PVEiZWhppmEY2tGFdkRzy0lwrdBCMx8G1UHH8A3IhjFHvSBHrdmuhnNyeHp5rARqHBt4sdeOa1bG4rZtQm79tKTpvddjL7dCHzcUIKOtR/FCyeDrkGaSeLI8yT3bRhX83jF9EBNFysUU0A+uZSuhXcNJOBo6HY/NXt/glkYWxmHOMVj+FTbjqNXXjCshCaeyQ9LPJJAPlkJoVoq5UqE0CkKG8eKAkHbNrvzd3j9Y+skBBBte4NM08lm9h6hvoNovscIs7qndV/Rrk04sbklZgqam6Py8IOYdh9mYWAa3B6+Fi2A2jd+SPu630fqBoH5vkbs2CuEO8fW/xcg3PY0frQRN3aiO4pW7CZ6LOjA03nePbjR6mElSpnZl2H1NxPt2DHm6ymmD8Fv98xCiaxi2uOEquha9J5hAuCGq2hf9lGa3vgyYgxdWQqy1EIQAkeifn/fqMeLk92g5Im2b66uYUcjuJYJQqCJYMozhAG+jjtguG/VXEPR6cLPj638J3nod9jJeTiROqTQEdJF8wqkdj+IKwv4fg5NSw4Pz3fI50YXnnDvDooVS8inVgJiwGdXUrX/J4TyHUh56qlvM9tO0/NfpJBaiG9GCfUewiiWz94eDSE9Yvt/hBeux4vUoRV70HNHEYAbrsSN1ZfUAEsjRHrO5UpkZwBqTVahOMtkay4o7b4y0BqtULGASP/o4ngciU+r9wyN+vrgNOhIXHKyhYwcpb0c4KV3oqcuQQysjRYiYboSFgfmVOHpGpqUNPQWqe8tDo4fBWB5Hu7xjjXCxKi8GHuMIqv5DpWHXqEw68bARlFK9Gw7uaWfBmGQ9h2qcx7JgoOmmfi+jet0ks+MPmoWQOXhh4i1v4idWIBwc1TmHSrjN6HFI0jpk8u/QTrzAiN5tQrpE+meuLIavdCGfpLLlW+EB5ovlFpf+mZkwq6tmDq0maWxSmQV0x/PSpQm/AAg8M3YmM+Xky10m0eIRVYAOo7bSXd2C6fjTO51v4QWXwZmAqFZHJhdSUdlBH+gt6yHoCUVRviS+v4T9oxiyKmFEAh97O3PnIplFGbdfCJBSWh48QWDNaxSM+iM2di5XcQzfTh2M3bx4Gnd13HMQjtmoR3LmkOq8vZB72EhdKKR8wGddOaZMcc+GsXkXHqW3oqTaEBzC8QPv0DFwWcG2scPiS/bPjh7MAzPIdquRrGK6cdMm/5WzEDC/fsQZbJUpdAIpcfuuFQdv5FoZDlCGAghMI0a6ireha7FRz/YL+Ic+i5u2xN4fVvpTGiDAju4iyZoqQqfiBNwh/jvSt/Fz53+6Ps4hYb1pRnAJ5tE6BaZ1AKy6eexiwc405YmidhlJY0SNM0kFl3NRL+b2/EGOtZ9BKeiCYSGb0ZJz7+K3qU3l+wrpE9q10NBj1h/wE3Ks9HtNIkjpSVYinMLgUSTZ/4zHVEjWcW0J9q9nXT95TjhmsGkH+HZxDo3Y9i9YzqXriUIW/OGZQMHGbk68fD59OWeLzlG06JEE5cSCi/E94vkirux44340bl4ZrhkfwBPGxiDyYFkJzO4nvRdpJ/H6R176zvfSo66jyOgGKsmfd5nCaUPkmx+GqM4dtMMXS/f8UdK0LXIhLpd9S9YjxTDH0VSt8g0XURy329LyoBi7dsxc12kZ1+KF64k3PUm8eaNaGWasyvOMVSdrEJx9hHSo27Xd8nUXkSuejXCc0i0v0qkZ/uYz2XqqWBN76SHuhA6llHaVUaIMKm6D6FpkcBaUQjc6rloSBAapidxjDKevo6Na7fj2M0U3Ba0itVoRhwvuy8Q2MGuORrh2CrC0VUAFLLbKOS2U24Equfb8eJzR7y3ogZFXQSj21AlOes88pXLadj+zTG/jDhOB5oWHdZXN0Di+RNbk+rE60v61kLw9+5GKrEypV60VqaV6l0PTWgciumBmFkaq0RWcW6g+Q4VbS9S0fZi8IEwEakLEfElgetSz2tQGL2pu+P1lPoQA1J62G6pU1Mkdh5ChAaPyYUGfmUGxKcq49KeNJFDpm2FZ5PY+wA9nUPWCLM7y8ZTUX0nZnjO4Mhat+qxIovo7yoVkHDrb8ku/NDw+tEB437JEIEdDCRIDutruorqg78se/2RSGdfxArNRgxZUfJ9h3TmJUZzjxorZqYNN1xVIrRS6Bj53gm9lkJxtlEiqzj30Cy0+R8bTD5C+oiKlciWR5H9px7den6avH2YsDVncM1RSomUHpnClpL9rdBctCGi5hraMCGLOJK6PoeeqI6jeRiFLpIHf0uke/Rm4oY1GzMyD22IkGnCwIwsxLCacO3m4ftnjxDb/0MKjdfhhevQnH6Mvj24FUtwQinAoqRSVujYiXmjxnIyrttBd/cvSCTehmnU4ftZMtlXyBfGXvc6GhUHnqJQvQTJkPVmzybe/NoZOUYpzl0EoPkzayirRFZxziEqLwSzYtB1SQgNhAUNNyPTuwZKPEamK/NrktHLiIdWIYRB0W2lN/tM2XVGz+tDSm9wJKv5Ev+kmc2IIwn3FPDf/GpJ8/RToVWsHDZSHLw/NLTECuhqLtlmZI8Q3/vvwz9sfRLPiJI9/0/LdhzS7TOrV3XcNrp77j+jYyGoac3Vr0FqBpHO3Vjp0vuBYOq3dvN/0LP0Fpz48eziF6k4+PQZX1tx7jLTXLuUyCqmDUJYRKyFaMKkYB/G9cuLg6hYNiiww5EQboD8aE3JffpyL9CXGz0bNZfZRDiyPGhWDkRsl7Q+fDQrfQeZ3jMmgQUoRirwKbWR80WwbSwPG93NEendQ75yybDpZOHZVLQ8N6a4JoJMw1p6lr8TEKBppOddSaz5dSr3/KrsfYV6D9HwyjfOdpiKachMS3xSJTyKaUHInE1T6qOkYm8nGb2C+soPkIxcXn5nbwQxExpM8PSi53bS1/0InpfF9x1MxyaUbkV6BaRvB9nC6d3IlrH3D8155Ud2o20biaoDDxDp2Q2+i/CKCDdP5aFHCffvH/O5xoNnRgOB1U3QjYG1YYts0wXYlWOfuoYgDaxYPYfsvPOwk3UTG7Bi2iAkCCnP+Gc6ctZGsh//g88RTwRlAYZp8utH7mfb5o28/8OfpGHWCY/Sr/7D35ytkBTTBIFOTfzmkrrMeGQNBecwRXf4yNTv2YgWnTPMQ1hKH+xesDsnPD67eICu1m+h60l8aSP9PKCBmQQvB/6ZCXu44w32nXc1CzqdwXUoTxMcqLVIbi5dHx6JYsUCnMQcrN591Oy/D18P4xlRDLt3wB7x7FKoXoKQfkl+tNQMsnWrCfWO7qw1FM+K0HHNR3HjVTCQ1R1qP0DNc/ci/FMvDSgUU81ZE9nvfP1LACxYvIyrrn0Hu7cHD5H6xia+9o//A+mf/YeBYnoQMmdTrmRFYBALLS8RWTJ7kZ0vQs0VA+uvArws/tGfTWqcnjd0+toHZ3xN23UnS3j/fWxb/h4iTnD/eVNQs/On6G5+9HiMKO0X/BFuOBZ8feJ6rGwPta99DdPrHlds42LEjj6c0Wij+5I7cCpqg1HxAIW6BfSvvIrktt+daZSKaYqyVRwHdfWNXHvjbfzk+9/CcWwSiSTZTEYJ7Fuccsk/MGASUSaRB0B2PYfsfQ0is8DNQWHs06vTgUjPm8x66YsUk/MASVXfIcQoiVvH6Vr98UBghRjMFrFjKXpWfpDqHf8xeUGPQqTrTXpOdqIi6BMbbXtjTOeSmkGhaVlJQwAMi8yiC5XIzjim77TvmXJW12Rvf/c9pKpquPmd78WyQtTWN5CsTPGZz32eT3zmvzB/4ZKzGY5imlBwj5YVU9+3yRVPUQrj5SGz95wV2OMI6RLu3Ue4d/9pC6yPTrGittRWUQjyVYsmIcrTR3MLVG3/BcJzAvtDz0F4DvFDzxPqHy0pbTiyjEnF4Da9XPKb4lwnWJc9s5/pyFkdyX7vW19B13Xe+8GPc9Hlb+fFZ5/ku9/4Mr09XSxbuYa7PvARvvr3f42vRrZvKaR06M48SVX82oFRrYbEJe8cpOCMbf3uLUPZhgkBUpv6Iohoxw5Cz3+JfN1KpGYQ7tyNmR/7FLbm2ph9bTiVDcNfxHyPSPPE1+wqphbBmS0pHGc66uxZFVnf8/A9j907ttA4aw7S9+ntCZpu796xlZvveB+xeIJ0/5nV9SnOXfL2Xlp724haS9BEiLxzENttmeqwzohQ7DwiycvR9Bie00Wu9ymcwsS+LGh+Ec118M2TGgZIiZnPTOi1zhTdyRI/NnaP5pOpevlB2q/7GFLoYJgI10Y4RZJv/GYCojx38A2TvguvI7tkLVLXCTfvJ/XSYxjp3qkOTXEKzsp0cSgU5vwLLkHTdUzTYumKNRw7coiFS5ZTUZkCYNmKNXiuQzrdfzZCUkxDPD9NuvA6ffkXz1mBDScuIpZaj24kEELDsGpJ1NyJEZo94ddKvflIkJV//M1fSpCQ2nPcQEKQNFYzN/Re5ofvoc68Cl2MvTXgVGP1ttL4q69RsfMZIoe2knxjA42/+hpGfuKaFJwLdN5wD5llFyCtEOgGhVmLabv9k3hW+SYV5ySqhOfMCEUiLF2xhmtuvA0pJVs2vcqmjS9xwUWXc+OtdxGOROnt7uS+H3+vfK9IheKcQBBJXj6stAhAaCbR5JX0t987oVeLdmxCL/TQv/Bm3HAlZraT5P6HMXOBh3OdeSUxff5gaVRcX0hEn8WRwv34lCk70mPoVZejxxcjvTxezyv46fKey2cbvZAhuf2t6wBlVzVg1zSBMWQdWtOQhkF26Toqtr04dcFNMNN1bfVMOSsi29/bw89/9J2Sz19/9QVef1X1gFTMDIQWGTFTWjerJ+WaofRBat8odUoyRIyYvuCkln4amjSpMJbR655Uh6tHsOZ/DLQwQjMQpBChW/CsWryuiW/SrhgbTqq27ABEGlYgvjOI6ToiPVOU45NCMUFIv4AcIfXCc8dXUztWLFGNLNMtRxMGYa2h5HO98sJBgT2O0Cz0qktBm0HTkecoRl9XaSY5gOtgdY3efUoxdSiRVSgmDJ98/ytI3xn2qfQd8r1n1z/YlWlEGZdgKT0cv7fkcy06f5jAnjjARYTrJyFCxViwOpsxe9rAdU986PsIzyX25qapC2yCOZ5dPJPWZJXIKhTjRKIhK5bj115FjjTZvhfwvRxSSjynh3TXwzjFw2c1Jlv2kNcKJWNZX9Po9UrXWaXTF1hTnozQwX1rJRhNRwRQ+/gPie7fAp4Lvk+o7RD1j3wHvZCb6vAmkDMX2OkqsqoLj0IxDqQexV/wUTBioFng2+T8IoX930NMoTj5msnWBQtZ3J6hKpsHCQXTYG99HK1jLpHe4X13vZ5X0RLLhtWiSt9FFtuR9hRaNCoG0Vyb6ucepuq5h4GZ1xIOCLKLpzqGCUaJrEIxDvyG68GsOGEOoYdAM/GbbkE//NMpi8uOz8PTYNfsGjTfR5MSVwta9IXcNSUiK4utuC0PY9TfNHAvGjJ/BKfloam5AcWIzDQRKmGajkjPFCWyCsV4qFhe6r4kNIgvCjz7pyQoEL47eHFf005MG0uJOGnN+Dh+Zjd2Zg/CSiG9QtBhSKFQjAslsgrFeBjxpXtq38atzOHy3XB8h2jX66c4UqrpYcWUcrzt40xBJT4pFOOhfyf47vDPpAfpvVM6rSfwqdr3Y4RXGPixwXeIdbxMKHNgyuLyjCieEZmy6yumN6ppu0KhGIbWtgE/OguMBGgm+A54ebSWx6Y6NKzcMeq3folCcglSC2Ol92M4U+ML7kRq6Vr8bpxIbRBbtoXqvb/AKJ7d+mHFdEcy1bNAE40SWYViHAgvj7b3WxBfjAzXIYpdkN6DKGMEMRUI6RLpnVprRF8P0bbq40g9NJi9bMdm0bbq4zRt+vJpt/dTvDWYriPSM0WJrEIxTgQSMm8iMm9OdSjTklz1mqCDztBWdZqG1CzyqWVEu3dMXXCKtwQf/4PPEU9UAGCYJr9+5H727NzKbXfdzYLFSynk82x49EF279wKwLKV53H9zXcQjkQ4sHc3j9x/L7ZdxAqFRjxmJJTIKhSKScUNVYJulXwuNT3YplAMYVwNAkZIhPjO178EwILFy7jq2newe/sWrrnxVhzH5st/93nq65t4/0c+xZHDBxBCcMsd7+Xe73+b9rZmbrnz/Vx13U1seOwh1l9/S9ljctmR20uqxCfFOYHAoNJYy5zQu5hl3U5CXzLVISlOEytzDOGVdv0R0sPKHJuCiBTTmuPtG8/k5xTU1Tdy7Y238fMffRfHsVmz9mKe2vAovufR0nyEvbu2s3LNOladdwF7dm2jpfkInufx9IZHOe+CSwBGPOZUqJGsYtoj0Jkduh1DJAa7ylhaJWGtng7n7HoCK8ZOpGc3erEXN1wVJIcBeA5mtpVQemKb2SvOfSZrTfb2d99DqqqGm9/5Xn7z2IMITZDu6x3c3tHeSqqqBiGgs71t8PP+vl50TScSiY54zKlQIquY9sT1BRgiPqxtmyZM4vpCetw3cKXy1p3OCHzqt3+HvllXk69eDUhi7ZtIND83892LFNOG733rK+i6zns/+HFWn3/hCHuNbCEzsvSf+qVAiaxi2hPRmgYbjw9F4hPW6sh4SmSnO5pXJHX4CVKHn5jqUBTTGTl5I1nf8/A9j907ttA4aw7SlySSlYMj09q6BlpbjqFpGrX1J9pBViQr8XyPQj434jGnQq3JKqY9rszij1Dm4cn8WY5GoVBMHuNYjx1BnEOhMOdfcAmarmOaFktXrOHYkUNs3byR9dffgqbrNDbNYfHyVezYuokdWzaxdMUaGpvmoOk6V19/C1tefwVgxGNOhRrJKqY9/d5uksZKQB/8TEofX9rk/ZapC0yhUEwox/vJTiShSISlK9ZwzY23IaVky6ZX2bTxJUJWiNvedTd/8pd/SyGf57EHfzaYJfz4L+/j3fd8lFA4KOH59W8fB+DpDY+OeMyI9zRn7uJpX/lbVV1Pd1fb6DsqZiwRrYk66yo0TEDgyD5a7d/iylP/A1coFOcOjXWriOSuOOPje0O/nHZaoUayinOCvN/MocK9mKISiavEVaFQnBMokVWcUziyd6pDUCgUk4myVVQoFAqFYhKYxOziqUKJrGISEMy0ThoKheJsMLpz07mGElnFhBEyZlEZuwpTTyGlQ7qwhf78KyjBVSgUp4saySoUZTD1Wmoqbh00jRDCIhE+H10L0ZN9ZoqjUygUiqlBmVEoJoSKyEWIIXWsAJpmEgutQIjSDiwKhUJRFjmOn2mIGskqJgTTqEKI0nc2KT0MLYHjdU1BVAqF4lxDSH+qQ5hQ1EhWMSE4biey3C+H0HH9/rMfkEKhOPcYzyh2mo5klcgqJoT+/EYkw/2FfemQKWxFSmeKolIoFIqpRU0XKyYEx+uio/8hKqNXYhm1+LJAf34zmcLmqQ5NoVCcIwjkjJsuViKrmDBst432/l9MdRgKheJcRpXwKBQKhUIxOag6WYVCoVAoJosZJrIq8UmhUCgUiklCjWQVCoVCMT2QzLiRrBJZhUKhUEwTJMJXIqtQKBQKxeSgRrIKhUKhUEwSM0xkVeKTQqFQKBSThBrJKhQKhWJ6IGdegwAlsgqFQqGYPsys2eJzQ2R1Xaequn6qw1AoFAoF4PsevT2dE37enOyk0PjsGR/v+97oO51lxJy5i2fYe4NCoVAoFNMDlfikUCgUCsUkoURWoVAoFIpJ4pxYkz0XSSSSXPOO21h93gX8wxf+As91T2wUgg9//A9J9/fy4M9+MHVBTkNG+t4WLVnOtTe9k0Sigu6uDn7wnX8Z/p2+hSn3nUUiUW5/9z00zZ6Lbds8+euH2bX9jakOdVqxcs061t9wC6FwhOYjh3jo5z/Elz633XU3CxYvpZDPs+HRB9m9c+tUh6o4h1EiO0m8870fZO/uHaxZe1HJtrdddR3hcJh0/xQENs0p971VVlVz+7vv4ec/+i7HjhykMlWtBHYI5b6zy95+Lel0H1/5+7+mcdYcPvj7f6BEdghCCJauWM19P/ou7e2t3HbXB7jsymuwQiEcx+bLf/d56uubeP9HPsWRwwfIZTNTHbLiHEVNF08SP/ru13n5+adKPm+cNYf5i5byygtPn/2gzgHKfW9rL7iUza+9zLEjBwHo7ek6+4FNY8p9Z3axgK7rQCAo2Wx6CiKbvkgpefBnP6C9rQWkpKujjXAkwpq1F/PUhkfxPY+W5iPs3bWdlWvWTXW4inMYJbJnEdO0uOn29/Dw/T9BzjDrsMmktr6B6ppaPvVHf8Ef/pfP87b1N0x1SNOel55/ilRVLZ/4zH/hfR/6BA/c+x9THdK0pbFpDpdccTU7tm5GaIJ0X+/gto72VlJVNVMXnOKcR4nsWeSGW+7klRefpr+3Z6pDOafQNJ3enm6++41/4vvf+hrrLrqcptnzpjqsac3Fl12FlD5PPPoAWza9yu3vvhvLCk11WNOOpStW874Pf4Jf3vejYFRbFvVCrDhz1JrsWWT12gtZsXotN932HnRdR9M0brz1Lp741QNTHdq0Jt3fR0dbC67rkE73cezIIapr62g+emiqQ5u2vO3q6/n21/6BdLqPwwf2UV1Tx5Llq9i+5fWpDm3asGDxMm645S5+/O/fpGNAYKUvSSQrB0eztXUNtLYcm8IoFec6aiR7FvnH//kXfOl//xVf+t9/xeMP38euHVuUwJ4GO7e/wdqLLsM0LRKJJLPnzqet+ehUhzWtyWT6Wbx8JQAVlSkammbRP2QaVBHMLD3ywE8GBRZg6+aNrL/+FjRdp7FpDouXr2LH1k1TGKXiXEc5Pk0Sd7z3QyxeupJwJEIhn2fr5leHCep56y5m4ZLlqoTnJEb63q64+nouuPgKdF3nd088wpZNr051qNOGct/ZG6+9zM13vJeqmjocu8jLzz+tku1O4q++8CXyhfxga7XDB/fxyP33ctu77mb+oiWqhEcxISiRVSgUCoViklDTxQqFQqFQTBJKZBUKhUKhmCSUyCoUCoVCMUkokVUoFAqFYpJQIqtQKBQKxSShRFahUCgUiklCOT4p3rL8+w/vpb6hEQDbLnL0yBG+/91/45WXXwTgT//sv1Lf0MBffO6zfPD3Psqq1Wv4qz//3LD/H8qf/tl/5YZ33AyA53lk0mn27NnNIw89MHjOyeJP/+y/4nkeX/2nL07qdRQKxdhQIqt4S/PPX/kSzz3zNKZp8o5bbuWv/vp/8qEPvJtMOs3X//mraPrYJnt++5sn+PY3/h+GadDYOIsr334Vn/+f/4v7fvoTvv+9f5uQmK+/8Sbu/uCH+fhHPjgh51MoFJOHElnFW5p8Pk9/fx8A9//8Z3z4Ix+jrq6eTDpNoZAf8/kcxx48X3dXF9u3bWH7tq38t7/5Ai+/9AK7du6Y0PgVCsX0RomsQgFomsbtd9xJS/MxDh08AMB//tM/Q9d1/umLfz+ucz/37NMcPnSI9ddePyiy11x3Ax+458PU1ddzYP8+vvkvX2PP7l1AMI399FNPcsmll9M0axYHDxzgW1//Z3Zs3zZsSvqxDU+z5Y1N/MXnPguAZVn88Z/+GVddvZ5CvsB9P7+XB3/x83HFrlAoxocSWcVbmj/+7Of4gz/6z4RCYTzP4wt//d/wPG/Cr3PgwD6ammYBcOllV/CHf/wnfOWfvsjunTu47Iq38b//4f/yqY/9Hj3d3QC846Zb+dIX/44jhw9xx13v4X/8r7/nkx/9IF//56/y5p7d3PWe9/HZz/wnXM8dvMbV11zLvT/6IZ/59Mc57/x1fPZzf862LW+w9809E34/CoXi9FDZxYq3NN//3r/xmU9/gj/8T5/g37/zbf7b3/xPFi9ZOuHXEUIgB/qSvvOud/OLn/+UZ5/+He3tbfzywfvZsX0bN77jlsH9f3HfT3n15ZdobWnhX7/5LxQLeS674koKhTz5fB7p+/T395HLZgeP2b9vHz/8j+/R1trKb379GAcP7GflqjUTfi8KheL0USNZxVuavr4+2ttaATh86CCLFi/hnXe+a9xTxCezcOEiXnn5JQDq6upY+f67ues97x3cHrJCZDOZwT93dnQM/r/v+7S1tVGRTJ7yGgcP7B/250wmTTQWnYjwFQrFGaJEVqEYQj6fJ5WqmtBzXrX+GmbPmcvf/+8vANDe1sbzzz3Do488PGy/YrFQ9njLspgzdy73//ynQCC6QoiS/SZjmluhUIwPNV2seEsTiUSoqEhSU1vL1euv5fobbxpXTatpWlRUJElWVrJw0WI+/NGP8V/+/K/4j+99h3173wTgoQd+wTtuupWlS5fh+x6VlZW8/+4PDhP3Cy68iFmz5zB33nz+7C//Oz3d3bz6SjASbm9rpbqmhnnzF3DRxZcSCoXG9yUoFIpJQ41kFW9p/uizn+OPPvs5Cvk8La0tfPffvsWGJx4/4/Ndd8ONXHfDjSfMKHbv4gt/89/Z+OrLg/u88vKL/L+v/RN3f/D3mDN3Lv19fTz9uydpaT42uM/sOXP4v1/+ZyzL4vXXXuUv//xPcRwHgG1bt/DMU7/jn772dY4eOcw//J8vnPkXoFAoJhXVtF2hmGb8+w/v5fvf+w6/++1vpjoUhUIxTtR0sUKhUCgUk4QSWYVCoVAoJgk1XaxQKBQKxSShRrIKhUKhUEwSSmQVCoVCoZgklMgqFAqFQjFJKJFVKBQKhWKSUCKrUCgUCsUkoURWoVAoFIpJ4v8HqHz5LyAf8wEAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pg_plot()\n", "plt.show()\n", "\n", "pg_plot()\n", "rp.smart_ticks()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Interactive Exploratory Widgets\n", "\n", "Rho+ includes some useful features for working with the [holoviews](https://holoviews.org/) ecosystem (`panel`, `bokeh`, `holoviews`, and `hvplot`). Like above, you set things up with\n", "\n", "```python\n", "import rho_plus as rp\n", "\n", "IS_DARK = True\n", "rp.panel_setup(IS_DARK)\n", "```" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Data Grid\n", "\n", "Often, when doing data science, you just want to do basic spreadsheet operations on a DataFrame. Unfortunately, the default rendering of `pandas` DataFrames in VSCode or the standard notebook doesn't offer much in the way of functionality. Enter `rp.datagrid()`:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, js_modules, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls.length === 0 && js_modules.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'perspective': 'https://unpkg.com/@finos/perspective@1.3.6/dist/umd/perspective', 'perspective-viewer': 'https://unpkg.com/@finos/perspective-viewer@1.3.6/dist/umd/perspective-viewer', 'perspective-viewer-datagrid': 'https://unpkg.com/@finos/perspective-viewer-datagrid@1.3.6/dist/umd/perspective-viewer-datagrid', 'perspective-viewer-d3fc': 'https://unpkg.com/@finos/perspective-viewer-d3fc@1.3.6/dist/umd/perspective-viewer-d3fc', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'gridstack': {'exports': 'GridStack'}}});\n require([\"perspective\"], function(perspective) {\n\twindow.perspective = perspective\n\ton_load()\n })\n require([\"perspective-viewer\"], function(PerspectiveViewer) {\n\twindow.PerspectiveViewer = PerspectiveViewer\n\ton_load()\n })\n require([\"perspective-viewer-datagrid\"], function(PerspectiveViewerDatagrid) {\n\twindow.PerspectiveViewerDatagrid = PerspectiveViewerDatagrid\n\ton_load()\n })\n require([\"perspective-viewer-d3fc\"], function(PerspectiveViewerD3fc) {\n\twindow.PerspectiveViewerD3fc = PerspectiveViewerD3fc\n\ton_load()\n })\n require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n })\n require([\"notyf\"], function() {\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 6;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length;\n } if (((window['perspective'] !== undefined) && (!(window['perspective'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://unpkg.com/@finos/perspective@1.3.6/dist/umd/perspective.js', 'https://unpkg.com/@finos/perspective-viewer@1.3.6/dist/umd/perspective-viewer.js', 'https://unpkg.com/@finos/perspective-viewer-datagrid@1.3.6/dist/umd/perspective-viewer-datagrid.js', 'https://unpkg.com/@finos/perspective-viewer-d3fc@1.3.6/dist/umd/perspective-viewer-d3fc.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.jsdelivr.net/npm/notyf@3/notyf.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n if (skip.indexOf(url) >= 0) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (var i = 0; i < js_modules.length; i++) {\n var url = js_modules[i];\n if (skip.indexOf(url) >= 0) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n var js_urls = [\"https://unpkg.com/@finos/perspective@1.3.6/dist/umd/perspective.js\", \"https://unpkg.com/@finos/perspective-viewer@1.3.6/dist/umd/perspective-viewer.js\", \"https://unpkg.com/@finos/perspective-viewer-datagrid@1.3.6/dist/umd/perspective-viewer-datagrid.js\", \"https://unpkg.com/@finos/perspective-viewer-d3fc@1.3.6/dist/umd/perspective-viewer-d3fc.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5.js\", \"https://cdn.jsdelivr.net/npm/notyf@3/notyf.min.js\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/panel.min.js\"];\n var js_modules = [];\n var css_urls = [\"https://unpkg.com/@finos/perspective-viewer@1.3.6/dist/css/themes.css\", \"https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack.min.css\", \"https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-extra.min.css\", \"https://cdn.jsdelivr.net/npm/notyf@3/notyf.min.css\", \"https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.1/css/all.min.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/alerts.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/markdown.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/widgets.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/card.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/json.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/dataframe.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/loading.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/debugger.css\"];\n var inline_js = [ function(Bokeh) {\n inject_raw_css(\"\\n .bk.pn-loading.arcs:before {\\n background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n background-size: auto calc(min(50%, 400px));\\n }\\n \");\n }, function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, js_modules, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));", "application/vnd.holoviews_load.v0+json": "" }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n function JupyterCommManager() {\n }\n\n JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n comm_manager.register_target(comm_id, function(comm) {\n comm.on_msg(msg_handler);\n });\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n comm.onMsg = msg_handler;\n });\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n console.log(message)\n var content = {data: message.data, comm_id};\n var buffers = []\n for (var buffer of message.buffers || []) {\n buffers.push(new DataView(buffer))\n }\n var metadata = message.metadata || {};\n var msg = {content, buffers, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n })\n }\n }\n\n JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n if (comm_id in window.PyViz.comms) {\n return window.PyViz.comms[comm_id];\n } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n if (msg_handler) {\n comm.on_msg(msg_handler);\n }\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n comm.open();\n if (msg_handler) {\n comm.onMsg = msg_handler;\n }\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n var comm_promise = google.colab.kernel.comms.open(comm_id)\n comm_promise.then((comm) => {\n window.PyViz.comms[comm_id] = comm;\n if (msg_handler) {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n var content = {data: message.data};\n var metadata = message.metadata || {comm_id};\n var msg = {content, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n }\n }) \n var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n return comm_promise.then((comm) => {\n comm.send(data, metadata, buffers, disposeOnDone);\n });\n };\n var comm = {\n send: sendClosure\n };\n }\n window.PyViz.comms[comm_id] = comm;\n return comm;\n }\n window.PyViz.comm_manager = new JupyterCommManager();\n \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n var div = document.createElement(\"div\");\n var script = document.createElement(\"script\");\n node.appendChild(div);\n node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n var output_area = handle.output_area;\n var output = handle.output;\n if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n return\n }\n var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n if (id !== undefined) {\n var nchildren = toinsert.length;\n var html_node = toinsert[nchildren-1].children[0];\n html_node.innerHTML = output.data[HTML_MIME_TYPE];\n var scripts = [];\n var nodelist = html_node.querySelectorAll(\"script\");\n for (var i in nodelist) {\n if (nodelist.hasOwnProperty(i)) {\n scripts.push(nodelist[i])\n }\n }\n\n scripts.forEach( function (oldScript) {\n var newScript = document.createElement(\"script\");\n var attrs = [];\n var nodemap = oldScript.attributes;\n for (var j in nodemap) {\n if (nodemap.hasOwnProperty(j)) {\n attrs.push(nodemap[j])\n }\n }\n attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n oldScript.parentNode.replaceChild(newScript, oldScript);\n });\n if (JS_MIME_TYPE in output.data) {\n toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n }\n output_area._hv_plot_id = id;\n if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n window.PyViz.plot_index[id] = Bokeh.index[id];\n } else {\n window.PyViz.plot_index[id] = null;\n }\n } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n var id = handle.cell.output_area._hv_plot_id;\n var server_id = handle.cell.output_area._bokeh_server_id;\n if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n if (server_id !== null) {\n comm.send({event_type: 'server_delete', 'id': server_id});\n return;\n } else if (comm !== null) {\n comm.send({event_type: 'delete', 'id': id});\n }\n delete PyViz.plot_index[id];\n if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n var doc = window.Bokeh.index[id].model.document\n doc.clear();\n const i = window.Bokeh.documents.indexOf(doc);\n if (i > -1) {\n window.Bokeh.documents.splice(i, 1);\n }\n }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n delete PyViz.comms[\"hv-extension-comm\"];\n window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n handle_clear_output(event, {cell: {output_area: handle.output_area}})\n handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[0]);\n element.append(toinsert);\n return toinsert\n }\n\n events.on('output_added.OutputArea', handle_add_output);\n events.on('output_updated.OutputArea', handle_update_output);\n events.on('clear_output.CodeCell', handle_clear_output);\n events.on('delete.Cell', handle_clear_output);\n events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n safe: true,\n index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n", "application/vnd.holoviews_load.v0+json": "" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6a9b0da8aa524d7886fed55fe6c1bf9b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "BokehModel(combine_events=True, render_bundle={'docs_json': {'720481bf-1497-4822-b111-257985b9aaa0': {'defs': …" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
" ], "text/plain": [ "Perspective(DataFrame, columns=['index', 'species', ...], sizing_mode='stretch_width', theme='material-dense-dark')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import rho_plus as rp\n", "\n", "IS_DARK = True\n", "rp.panel_setup(IS_DARK)\n", "\n", "rp.datagrid(pg)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "This data grid, courtesy of [Perspective](https://perspective.finos.org/), has a lot of features. Drag any of the columns to the \"Group By\", \"Split By\", \"Order By\", or \"Where\" fields to start slicing and dicing the data. Hit the icon next to each column to customize that field's display.\n", "\n", "Rho+ provides a simple wrapper that uses the current Panel dark mode setting and fills the screen horizontally." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Object Tree Viewer\n", "\n", "Exploring big nested objects inside a notebook can be quite challenging. Enter `rp.show_json()`:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a992e70849aa46508112d953c78c57f5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "BokehModel(combine_events=True, render_bundle={'docs_json': {'f95479b2-7aeb-4002-8a0e-c14186a9c670': {'defs': …" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
" ], "text/plain": [ "Column(background='#1E1E1E', scroll=True, sizing_mode='stretch_width')\n", " [0] JSON(str, height=600, hover_preview=True, sizing_mode='stretch_width')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rp.show_json(rp.vega_rho_dark)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "This is a simple way of looking through an object: serializing to JSON and then displaying using a widget like this one. Hovering over an object shows its nested values, and as always it matches your existing dark mode setting." ] } ], "metadata": { "kernelspec": { "display_name": "ds", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "e1f500c63928480d774878a0f07da46b956d5b7679a924523ceeabbfef458c5f" } } }, "nbformat": 4, "nbformat_minor": 2 }