{ "metadata": { "name": "", "signature": "sha256:25a2cd51c52358a603253aa7adb591f7ec85d75252a98af8fb7b339c554ac0c1" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import statsmodels.formula.api as sm\n", "from datetime import datetime\n", "import pandas as pd\n", "import pandas.io.data as web\n", "import numpy as np\n", "import scipy as sp\n", "import matplotlib.pyplot as plt\n", "pd.set_option('max_columns', 30)\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filtro de celdas para correr todo" ] }, { "cell_type": "code", "collapsed": false, "input": [ "run_console = True\n", "update_from_yahoo = False\n", "update_from_Quandl = False\n", "update_from_dropbox = False\n", "plot_on = True" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Descargar datos de la web y guardar en archivo csv" ] }, { "cell_type": "code", "collapsed": false, "input": [ "if update_from_yahoo:\n", " today = datetime.now()\n", " ipsa = web.DataReader('^IPSA', 'yahoo', start=datetime(2003, 1, 10), end=today)['Close']\n", " spy = web.DataReader('SPY', 'yahoo', start=datetime(1993, 1, 29), end=today)['Close']\n", " eem = web.DataReader('EEM', 'yahoo', start=datetime(2003, 4, 15), end=today)['Close']\n", " vea = web.DataReader('VEA', 'yahoo', start=datetime(2007, 7, 26), end=today)['Close']\n", " df = pd.DataFrame()\n", " df['ipsa'] = ipsa\n", " df['spy'] = spy\n", " df['eem'] = eem\n", " df['vea'] = vea\n", " df.to_csv('INDEX.csv')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "if update_from_Quandl:\n", " import Quandl\n", " df = Quandl.get('BNP/USDCLP')\n", " df.to_csv('USDCLP.csv')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "# Datos que actualiza usuario del foro chilebolsa\n", "if update_from_dropbox:\n", " import urllib2\n", " url = 'http://dl.dropboxusercontent.com/u/35775157/multifondos_afp.txt'\n", " res = urllib2.Request(url)\n", " csvio = urllib2.urlopen(res)\n", " df = pd.read_csv(csvio, index_col=['', ''], parse_dates=True, usecols=['', '',''])\n", " df = df.unstack('')\n", " df.columns = df.columns.droplevel()\n", " df.to_csv('AFP.csv')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Leer datos desde archivos csv y guardar en DataFrame data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "data = pd.read_csv('INDEX.csv', parse_dates=True, index_col='Date')\n", "data['usd'] = pd.read_csv('USDCLP.csv', parse_dates=True, index_col='Date')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "data.info()\n", "data.tail()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "DatetimeIndex: 2816 entries, 2003-01-10 00:00:00 to 2014-04-16 00:00:00\n", "Data columns (total 5 columns):\n", "ipsa 2816 non-null float64\n", "spy 2739 non-null float64\n", "eem 2674 non-null float64\n", "vea 1633 non-null float64\n", "usd 2816 non-null float64\n", "dtypes: float64(5)" ] }, { "html": [ "
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ipsaspyeemveausd
Date
2014-04-10 3853.95 183.16 41.83 40.99 547.0000
2014-04-11 3868.35 181.51 41.83 40.76 545.4900
2014-04-14 3893.51 182.94 41.74 40.99 548.7000
2014-04-15 3877.49 184.20 41.11 40.79 549.0185
2014-04-16 3912.24 186.13 41.63 41.33 554.7950
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5 rows \u00d7 5 columns

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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ " ipsa spy eem vea usd\n", "Date \n", "2014-04-10 3853.95 183.16 41.83 40.99 547.0000\n", "2014-04-11 3868.35 181.51 41.83 40.76 545.4900\n", "2014-04-14 3893.51 182.94 41.74 40.99 548.7000\n", "2014-04-15 3877.49 184.20 41.11 40.79 549.0185\n", "2014-04-16 3912.24 186.13 41.63 41.33 554.7950\n", "\n", "[5 rows x 5 columns]" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "if plot_on:\n", " data.plot(subplots=True, figsize=(10, 10), sharex=True)\n", " #plt.legend(loc='best')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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cX3/9damuUy6X48CBA9DS0kJQUBDU1NRw7do1eHh4oEmTJpg+fbqwbdu2beHr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\nvvuuwivF8sYVLMaYwkgkEqpXrx7t3bu33KlToqKiqEmTJgSA7t+/L6cSM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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Variaci\u00f3n porcentual diaria de los datos en DataFrame data_pc" ] }, { "cell_type": "code", "collapsed": false, "input": [ "data_pc = data.pct_change()\n", "data_cum = data_pc.cumsum()\n", "if plot_on:\n", " data_pc.plot(subplots=True, figsize=(10, 10), sharex=True)\n", " data_cum.plot(figsize=(10, 10))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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KYnv+/PnUrFkzadvDw4P+/vtv6tWrFw0cOJCISNGpqlGjBt25c4e0Wq3kGQYM\ntxGGUtOmTalbt27Sdu/evQl45O2Vt3/ylJKSovCQ6eaVG0VqHTiRxEgAEUnGL1BUBw4bNkyhz7S0\nNHJ1ddX7PUFKSopUN7q5uenp8/DhwwpD6q+//iKgqE6PjY2lmTNnKup+Ycy+8847qvfgf//7HwGQ\n3mMAinZLt6NlLMXExOjdF917K/6XPyfyJPd4ig6F2n2S9GTwiAls3ryZRo4cKW3/+uuvNG7cOEWe\nfv360eHDh6Xtnj170okTJ2jLli3FlpVfsEhVqlShrKysEr/YJUl+fn6Kis5YysjIMHpcbmRFRkbq\neRUMJeESVvNmyCuB0ibdyuf99983mFf0jtTS2rVrTf5N0QuoU6eO3rFFixYpjEaRhDdF16AWRtjY\nsWMpMDDQ4G/+/fffxcplrJcqelmAeqMF6DfOuo2ASGoGtK2m/v37K7yshvIYOqbVaqXhdrUk3u2n\nnnrKYteg2zkBigx5MawuhivkSQx/AlA0NCKJHrApydPTs8yvycHBQbFtrBM3aNAgxXCp3DNjqdSn\nTx+zzyE6Z8IDXVxyd3dXeG9btmwpddZ0U4cOHYo9X8+ePaX/v//+e2rcuLFeHkPelJIk+dC6bvrk\nk0+MHpcnZ2dnqZPdvHlzOnHiBJ0/f95o2zRnzhx67733pM6pSMU9s1WrVqVjx47RlStXJE+Y3BAG\nQBs2bFAtO3LkSEXIgJAdgMH2VrcDC0AaqhbJ3t5eGgUCIHldTUm6dZzukL/cmWIo6TokRDKEWUaX\nKYZTv3796NChQ9K2uUZXeSQ/Pz+T84rx24qWxDBeRUm6Q1umpl9++cWs39WtlNSSruEg74FV9lSt\nWjXV/ffv3zdqdIlhMTXDpqxScc+MmneiuEZZeFgrYtJtHEUytXEvaTL3vP/9739LlF8M9xtLcq+O\nqcnQsJK5qSyNYN14y06dOul5bcpaZ6+99prCW2dOUjNsDSW5N1otiXAQU5Ixb7y5ySJGV3h4uGKI\ncPbs2XoB8YGBgbR+/Xppu3Xr1pSUlGRS2dIYXXZ2dpKXSJ6MeWt0kzzeq7hkrOdbvXp1g8fkMQjW\nSCJGqiyS7tClSIYaZFtPxrx+aqksPI+lScZiiuRp8uTJCm/c559/rjgugtFLk0Tcmm4qrsEUPUpd\nz01Z6qs0eilJo/zkk09Sx44dzZbfkhW/sSSGjnfv3k0TJ04s8/P7+/ubnLc4D5l8iNFQMmbkm5Pk\nMWG2kuShaf78AAAgAElEQVQeTENJDFmWZxLP1IABA6x2b0S4iLWTRYyu/Px8atGiBV2/fp1yc3OL\nDaQPDw+XAulNKVuc0TV48GDF9tatW6mgoEA1AHbp0qV0/fp1OnfunOq5Jk6cSM899xwB+oHFIsnH\nbkVav3699P/ChQsVx6ZOnUpjx47VKzN69Gi9YObSJmEghoSEEFDUoN69e5cOHjxIBw8epHfeeUca\nApTLaij99ttvkkvXlEpTBPSqHTM2nCZmEcmHGt9++21avXo1tWrVSnXmWHmlw4cPK2KNateurYg/\nM5R0hynlPWR/f3/q1q2bFCsoepTimSosLFQY8HJj5ttvv6UpU6YoYpqAR7GDnp6eRj0wy5YtU+hI\nTC4QKTg42OR7o2vgqBnvIhaptEl+H6tXr67whqkZc5GRkaqGozGjSx6PI08lGQJ+7bXXStW46Max\niRgdeTyIbtKdZamWevToIQ3Rv/TSS8Xmj4uLk97f4ura0hgeH3zwgZ5BqfteC++b8NSIeB95+vTT\nT6UgaGOpJEaeblLzuC5btkyxrTY7uCyTfNhMBIsDRe+YPFgbgN7EoZIkQ8Nv//d//2ewjHyCiZh1\nqptWrlxJRERXr16V9NW2bVsCisI0rl27ZtH7V15JLRZULRnC7CUjdu7cSa1ataKWLVvS7NmziYjo\nhx9+oB9++EHKM3bsWGrZsiW1b9+eTp48abSsnoCyi0hNTVU8bCKWRwS4CTZs2CAtsyDSihUr9M4p\nH7/+888/peByeSC8PAkPQUBAgKorW3cW0J49e1R74URE58+fpyZNmijiBwDTZ3OJ9PLLLyuu6+bN\nm3r3UMQliSnuujOY5GnhwoXSubp37643yxEompKbnZ1NAwYMkH5D9541atRI0dOqU6eOwu0rZn4e\nPXpU9SH917/+pSrf0KFDpenpZZnkFfa1a9fo/v37FBMTI8X4PHjwgLZu3SrNvFRLuseEIdynTx9p\nttfJkyfJxcVFmk168OBB6dqzsrKkDoP8XonZo7rvg4jjGDJkiN4xAFInQkxQEca3rtElZBAzQo0l\n3XgK+fCCeB8Nxb6JpBagLk/y96hr167SrCVxn+R5fXx8qLCwsMSeY7V4L6Bkwyvy50MkQ15DY9cg\nOmBqQ5tCJ+K+//HHH6rn12q1pNVq6eLFi1SrVi36+OOPjcru4OCgmMGm9vyICTC6KTU1VZLD2ESL\nTZs2KQL5RWD0ihUrpPhOMXNcBG+LZSLknjdRJ8kDw+vWrUtJSUm0a9cuaZ+oS03xsOuGV4iQgAYN\nGkjvoHwSzty5c6Ule0qT1O6vbhIzaUWQu7hOwZYtW6QYI3Gf5EPoxox2eRLLGyxfvlyx/86dO9L/\nS5Ysofj4eLpx4wZdunRJce6DBw9SQkKCVHc/9dRTes9SaGgoHTp0iBITE2no0KFSIL0pdbeYaGXM\nCDSU1NpltZEvAPTjjz+afF55vSAMSl2nT0REBAGPYkUNYbbRZWnkF5WVlUVEj9bHGTNmDAGPKn5j\nZX/66Se9/WfOnKHu3bvTwYMHqbCwUDK6RLxJ8+bNpby//PKLZFgMGjRIWqNJ92HeuXOn4kVT85DI\n0e11qM0IUkvx8fGUlJSkWG/EECKoVKxJQ0S0fv16qeLs0KEDERG5u7vTP//8Q0REvXv3pi+++EJv\nXR9DD5OoEEWPsXHjxgpDxt3dXVp6IyMjQ09Pa9euVewT6+YAoB07dkj/p6amqupXJAcHB6OxDEOG\nDKGgoCAKDg6mNWvW0IYNG+ju3buUk5MjrfMlnjMikhpLOYYaGnnQPfCoR2SIwsJCKiwspPPnz0v7\nhNfj9OnTUjyanHv37lFwcDANHjxYugdiGRRdeYTBv2rVKiIiyaOla3SJmUNERWtYjR8/Xtqv6y3S\nDYSdMWOGVPGLafditqahtG3bNr19PXr0IKDI0yFfIsDJyYkuXbpEs2fPlp5febmePXsSEZUoJAAo\naqzUJnQUd55GjRrRd999J3kP5QHAYo0i3TIeHh5ERJJXTDePGGoVQ5XyIdcdO3ZQz549pSVniEjy\nHhh7J5OSkhRL3Yg104CiSShqpKamUv369SVjKyIighYtWmTwtzIyMiglJUX1mkU+uWcyNzdX8XuA\ncikY+X7RERg/frzemkoApHXI5PvEEKXa+nHytHfvXoqPj1dMshHnqVWrFrVt25YcHR0VdfH8+fOl\n3zPVuBFJLJ9TXL4LFy5Io0JEResOiqVHBGLNtpycHLp27Rqlp6dT3bp1yc3NjebMmUPOzs504cIF\nyZiVL+sSEBBAs2bNovz8fBo7dqyex0aMcMyfP1/PiNq2bZvkaZfPfNywYQOFh4frPUuhoaFqj5jU\nidCdyCVP58+fp8zMTDpz5gx16dKF2rVrR35+foqhf7FUhG6Sd75E/Sdfp028Z+Hh4QZnIKekpFBc\nXBxlZ2dLy7bIO5sC3c4lUZGXT+jaEBXC6BI9dvnCaXl5edLQXWJiIp05c0a1rEjyRl3su3fvniK/\nWFhQ5Pn6669p1qxZ0hRkIqIpU6bQ/v37VXtTeXl5igUTiYp6dQ0aNKC//vqLNm3apKcMeX6gaNG8\n9PR0Wrx4MZ0+fVrhCdu4caM0o6ekZGRk6L1I4jrbtWtntGx6err0gooGXA0xlRooGiKKj4+X1svq\n3bs3FRQU0K+//qpXTni95MgrBCKSvE+6suv2VhwcHIiI9GKFxOSIxYsXG5Q/NzeXXFxcFPtEj1uO\noeDRGzduEFGRwSi8TyXl2LFj9O2335qcPyUlRZpFJOR44YUXpAo3MzNTem8KCgooPDycTpw4oZBb\nd2HI7OxsycDRHXbRjf2JioqSZhPn5+dTYmKi3jRs3aQ20UD0mgViv9qCyOJY7dq1pZnRpsRvyZfb\ncHR0lHrUwKMecnFLWMg9D0QkXfuXX36pJ5+8kiciqedOpFzj6dKlS7R48WLJ6JJ7HAwtMllYWEiZ\nmZl6DYGheyWfBWZs0WYikvQnOgOinFarlYwsXcLDw/XW6BJyig6Emmzt2rWjF198kbZs2SLtFwt8\n1qxZk65cuaIoI1/bSyA6QcKYN9TpEuuzXbp0Sa8sEVFUVBRFRUXRnTt3KDk5WbHYsrze0J1lLYww\nQ55isWSS2rHevXtTUlIS9erVy6hO5Fy+fLnYPGIUR/zu+++/r2f0ypcVGjt2LBGR0bW1hNNB7nkv\nKeIenTt3TtEWyOPxdBd0Fu2WfMFT0WESy4uIJD/PtGnTCCgaFhbtrC66+ti2bZvi+EcffUS9evWi\nGTNm6L1rYgZrtWrV9O6J0XfS9NtlHYwJHxwcbLQCuXHjhrRWjnytMNG7UjNC5L8req5qTJ8+naZO\nnapXyWRlZSl6tMWhuzaVbs+G6FHDZwlGjBhBS5YsKTafmH6sa6iqsXv3boqIiJC2L1y4oPBQmYJw\n5ZvCgwcPqHbt2gQUxQARkbQdGBgoVeIZGRklrjAyMzPpxIkTin3y3pQ81sGUe2NJhBxiCGLMmDEG\n8wpjGHjkGVBD1wgRvTvR01QjPT1drzKTxzaePHlS77hwzcuv5cUXX1Q9v7+/P02ZMkXhkZT3nCdO\nnEjnz5/XezeJHq3oX716dcUQrqnrhdnb2+vJk5iYqFgJXLdM9+7diYiknjcR0ZgxY6R4JoHoGMjP\nIYalDbFt2zZ6++23DR7XvX4AisWI1RCLsYpee3R0dLFyyM+/aNEiPWPJUN42bdqYdF7Bxo0b9UJR\n4uLiKDk5WfLK6y7ZImIlxZpmCQkJUlkx2UmNwsJCyXur21mUe99Fe2JozbPNmzcTUdHCvmKBaJGM\ndWLN4eTJk9KK6kBRzJwaSUlJNGvWLFWnhRqnT582S67MzExVL1hOTo7U8YqLi1MtK5+0IoaAhU5F\nZ1C+0Lnwsj711FNEVPTu6yLyHj9+3Kg9IIZ+5Q4YsaaiIWeGISq00WUKohev+4mXc+fOGS137Ngx\no0qQywfou85NRcQBiUZH7TfFcII1Ea740l5nSSksLFR89sIUatSoQU2aNCGiooV7xVBpWSPiQR48\neCBVouvWrbPIb6lhyHUvnkXxyZTiPhUlhk6FZ0AN3Rgn3SBaNUQPWu4Vk3vX1Iwu+RCnuJb333/f\ntBtCj1Zmd3R0JCKShobkQ7eCWrVq0ZNPPkl79+6lZ555hp555hmT1m9Su2Y1XciNU6AoXpBI3Wsq\n9yyoGV3C815aYmJi6IMPPlDIJoY7DSGWwUlMTCzx7wEwuWEGimJlyorQ0FAaNWqU3qKgp06dok6d\nOlFhYSG1bt1a+toCUZFBWVxbEBoaqtdZk6/0LmKKxTOom8TXPeTXLVJJO6OlYezYsRarCw1hqI4y\nhppRLEc+OUS3w0JU5C2bMmWKZHh9/vnnVL16dcWQrS7Tp08vVv9EJE1skH8OTvdzQnKMtdePvgpZ\nSfHw8ADw6MOkguI+WNm5c+cS/Y78a/MloXbt2gCA+vXro379+qofT27UqBHOnz9fqvOXFeIDovIP\niVoSjUaDl156qURlDh48iCeffBLAow+KW4LNmzcjPT0dNWrUQJ06dQDoP1/WoG7dusjIyAARISYm\nBq6urkbzi489N2nSBHv27FHN88ILLyA7OxurV69Gr169pA8bf/nll/Dz81Mto9Fo0LVrVzz11FMI\nCgpC27Zt0aJFC+l4QUEBxo4di2XLlhmVT+3DyYaoUqUKJk2ahIYNGwIw/rxGR0dDo9HA1dUV4eHh\nePvtt5GcnGzyb5nCU089hTFjxmD58uVo3LgxAMDb21svX5cuXaT/1d794j6kXBwtW7bE999/r9jn\n4uJitIz4sLl4tktCUXtjGs2bN8czzzxT4t8wxooVKwAAu3btgr29PXr16gWtVouIiAgAwMWLFxX5\nPT09iz3nCy+8oLdP/qH0evXqISgoCFWqVFEtr7s/MzMTWq0WTk5O5VJvLF261OK/URaID1kXFBSo\nHm/Tpg327dsHANi2bZv0MXnBmTNnAABz586FRqNBlSpVkJiYiOrVqxv8zRkzZpgkW/PmzQFAcS6N\nRoMaNWqYVF5BsSaelSkLEQH12JCyAEZ6/KYgYkIMuVSJiuJ25B9xtRa63+JiSPr8xaZNm6wtijQr\nUD6j1RgiyNYYItifqOhZF6svG3teDSHelUOHDlG/fv0UPX7h/RL07NlTGt4qDcJ7Z8ow18iRIxUr\nWotkKEanOGbNmkVxcXHSMJ2IRSwsLDTqKRazGIke3auSenuLIyUlRbFMhDURMy4tCR56WcsaeViI\nj4+P4vcA5azC7du365UX3mBb0YWt0LZtW9XvMhIVDUGK97q4+zZhwgTFx9PLAqBoiR9T8xqi0nu6\nACAtLU3qvZU1nTp1wiuvvFLq8sJSNtajbdCgARo0aFDq3ygrLHUPKzKOjo4AbMPTJXphZKK3wRTv\nrK73JScnBykpKWX+POr+jiHPm6kID5cpenn55ZeRnJyMLVu2KPa3atWqVL/9+eefS/8XFhZK16bR\naIze819++QU//PCDYp/cE1YW2EI9IjDkGSpLjhw5gg4dOpT5eTt27IigoCC89tpreu/blClTcODA\nAYSHhwMAcnNz9cqLZ6K8Rg4qCufOnTN4rHr16mjSpAmA4t/rxYsXl6lcAnd3d7PPYfmn3gZwcnJS\ndd2XBRERESa7KNUQcqm9mLZEWFiYtUWwSYSho9Vqy+03DelCDNeZanTJh0hMJSsrq9QNNxEhPDwc\n3bp1w7p165CUlFSq85iCaMxMucY33ngDL774ot5+IlIMdXh4eMDJyUmRp7j3oiT1To0aNVCvXj0A\nRcNgsbGxqFWrlsnlH3fUdNG1a1eL1P0ajcbg0GhWVpZiOycnRzVffn4+atasWeay2QKWai8s1Y6b\nQk5ODt5//32zz8Nmtg1w4sSJMrGgmfJHVALZ2dlWlgTo168fANPjgEprdJmDaKjq1KmjiBkSHsOy\nQlybqY2aIQ+U3Bvz008/GYxjK2tKEs/GWAdDXqrc3FyFcWDI6GIvV+k4cOCAVTojxmLDSgJr3Qbo\n2LGjtUUoFrVgUuYR5Wl0FacLU42u0kz+MNfoMoSHhwfi4uLK7HyiQTO1cjZ0L+SN55NPPikF+wr4\nvbAdylsXwrCXe5aPHDmCVq1aoX///tI+Q0ZXZcaSuujevbvFzl0elHp4MS0tDf7+/mjVqhV69+6N\njIwM1XwhISHw9PSEh4cH5s2bJ+2fMWMGXF1d4evrC19fX4SEhJRWFIaxOg8ePLC2CBKWHl4sS/77\n3/9K/xc327IkiGsz1bBU68WK+0hEuHv3rkkz3ZjHB+EFlYcWdO3aVW8W+uNodDGGKbXRNXfuXPj7\n++Py5cvo2bMn5s6dq5dHq9Vi3LhxCAkJQVRUFNavX4/o6GgART3Ijz76CKdPn8bp06fx8ssvl/4q\nGIvDMV3GKU+jqzhdWGp4cebMmZg2bVqJyhRHmzZtyvR8Ant7e2i1WpNjQIozzsTSLrrwe2E7lLcu\nxNB1fn6+0Xyl6dxUdPi9MEyphxeDg4Oxf/9+AMDQoUPxwgsv6BleERERcHd3h5ubGwAgICAAQUFB\n8PLyAlCyNV0YxlZxcHCAj4+PtcWQMNXo6t69O+rXr2/yeb/44ovSimSQsoqTUKMks+PUjC5rBu0y\nto94PtSMLnHs4sWL0hpPDAOY4elKTk6Gs7MzAMDZ2Vl1ccH4+Hg0bdpU2nZ1dUV8fLy0vWTJEnh7\ne2PEiBEGhycZ24BjVwyTnZ2NV199tdx+rzhdmNqZ6datG27fvl0GEpUeSxpdJUFudA0YMACAafeR\n3wvbwVq6MGZ0tW7dutQLZ1dk+L0wjFGjy9/fH+3atdNLwcHBinwajUa1V2ispzh69Ghcv34dkZGR\naNy4MT7++ONSXgLDMIImTZqU+SrflkQskWBt5Ov+6K6VxTDGKG54kWHkGB1e/Oeffwwec3Z2RlJS\nEho1aoTExETp8xtyXFxcFDOS4uLipGBZef6RI0fiX//6l8HfGjZsmDREWbduXfj4+EiWtBg75m3L\nbot9tiLP47wdGRmJSZMmqR7/7bffIMcW5DW2nZOTg/Xr19uMvABw7Ngxk+VZtGgR10c2si3+L8/f\nB5TxnOK4cDjY0v0pz22xz1bkKY/rDQsLQ2xsLIpDQ6UMrPr0009Rv359TJkyBXPnzkVGRoZeTFdB\nQQFat26NvXv3okmTJujcuTPWr18PLy8vJCYmSt8k+/bbb3H8+HH8/vvv+gJqNBz7ZQOEhYUpKhrG\nerAuLINoKO/fvw9HR0f8/vvvGDx4sNEyrAvbwRq60Gg0eOKJJ5CZmanYv3XrVuzfv99iK6PbOo/7\ne2HMbim10ZWWloZBgwbh5s2bcHNzw6ZNm1C3bl0kJCTg/fffx44dOwAUfXh00qRJ0Gq1GDFiBKZO\nnQoAePfddxEZGQmNRoPmzZtjxYoVUoyYqcIzDMOUFfn5+ahWrRry8vJQrVo1BAUFKdZbYhhdNBoN\nHBwcbGJxZMZ2sIjRVV6w0cUwTHlAROjRowf279+PK1euwMPDg2cwMkbRaDSws7NTfC6KYYzZLVXK\nWRamgiIfu2asC+vCMmg0Ghw4cAAajQatWrUyyeBiXdgO1tJFeX53taLA74Vh2OhiGIZhmFLA309k\nSgoPLzIMwzBMKXjzzTdx9+5dozP9mccPjuliGIZhGIYpBzimizEbHqO3HVgXtgPrwnZgXdgOrAvD\nsNHFMAzDMAxTDvDwIsMwDMMwTBnBw4sMwzAMwzBWptRGV1paGvz9/dGqVSv07t0bGRkZqvnee+89\nODs7o127dqUqz9gGPEZvO7AubAfWhe3AurAdWBeGKbXRNXfuXPj7++Py5cvo2bOn3ncXBcOHD0dI\nSEipyzO2QWRkpLVFYB7CurAdWBe2A+vCdmBdGKbURldwcDCGDh0KABg6dCi2b9+umq979+5wcnIq\ndXnGNmBPpO3AurAdWBe2A+vCdmBdGKbURldycrL0gWpnZ2ckJyeXa3mGYRiGYZiKhNFvGPj7+yMp\nKUlv/1dffaXY1mg0Zn0Y1tzyjOWJjY21tgjMQ1gXtgPrwnZgXdgOrAsjUClp3bo1JSYmEhFRQkIC\ntW7d2mDe69evU9u2bUtV3tvbmwBw4sSJEydOnDjZfPL29jZoD5X6a539+/fHL7/8gilTpuCXX37B\n66+/bpHyHJDHMAzDMExloNSLo6alpWHQoEG4efMm3NzcsGnTJtStWxcJCQl4//33sWPHDgDA4MGD\nsX//fty5cwcNGzbErFmzMHz4cIPlGYZhGIZhKiM2vyI9wzAMwzBMZYBXpGcYhmEYhikH2OhiGKbS\nYGdnB19fX7Rt2xY+Pj745ptviv12640bN7B+/fpykpBhmMcZNroYhqk01KxZE6dPn8b58+fxzz//\nYNeuXZg5c6bRMtevX8fvv/9eThIyDPM4w0YXwzCVkgYNGmDlypVYunQpgKK1g55//nl07NgRHTt2\nRHh4OADgs88+w8GDB+Hr64vFixejsLAQkydPRufOneHt7Y2VK1da8zIYhqlEcCA9wzCVhieeeAL3\n7t1T7HNycsLly5fh6OiIKlWqoHr16rhy5QqGDBmC48ePY//+/ViwYAH+/PNPAMDKlSuRmpqKadOm\nITc3F8899xw2b94MNzc3K1wRwzCViVKv08UwDFORyMvLw7hx43DmzBnY2dnhypUrAKAX87V7926c\nO3cOW7ZsAQBkZmYiJiaGjS6GYcyGjS6GYSot165dg52dHRo0aIAZM2agcePG+PXXX6HVauHg4GCw\n3NKlS+Hv71+OkjIM8zjAMV0Mw1RKUlNT8cEHH2D8+PEAijxWjRo1AgCsXbsWWq0WgP6QZJ8+fbB8\n+XIUFBQAAC5fvowHDx6Us/QMw1RGzDa6QkJC4OnpCQ8PD8ybN0/v+MWLF9G1a1c4ODhg4cKFimNu\nbm5o3749fH190blzZ3NFYRjmMSc7O1taMsLf3x8vv/wyvvjiCwDAmDFj8Msvv8DHxweXLl2Co6Mj\nAMDb2xt2dnbw8fHB4sWLMXLkSDz99NPo0KED2rVrh9GjR0sGGMMwjDmYFUiv1WrRunVr7NmzBy4u\nLujUqRPWr18PLy8vKU9qaipu3LiB7du3w8nJCR9//LF0rHnz5jh58iTq1atn3lUwDMMwDMPYOGZ5\nuiIiIuDu7g43NzfY29sjICAAQUFBijwNGjSAn58f7O3tVc/BkycZhmEYhnkcMMvoio+PR9OmTaVt\nV1dXxMfHm1xeo9GgV69e8PPzw6pVq8wRhWEYhmEYxqYxa/aiRqMx68cPHz6Mxo0bIzU1Ff7+/vD0\n9ET37t3NOifDMAzDMIwtYpbR5eLigri4OGk7Li4Orq6uJpdv3LgxgKIhyAEDBiAiIkLP6HJ3d8fV\nq1fNEZNhGIZhGKZc8Pb2RmRkpOoxs4YX/fz8cOXKFcTGxiIvLw8bN25E//79VfPqxm49ePBAmqad\nlZWF3bt3o127dnrlrl69CiLiZOU0ffp0q8vAiXVRHiksLIx1UQET68J20uOuizNnzhi0m8zydFWt\nWhVLly5Fnz59oNVqMWLECHh5eWHFihUAgMDAQCQlJaFTp07IzMxElSpVsHjxYkRFRSElJQUDBw4E\nABQUFODtt99G7969zRGHsSCxsbHWFoF5COvCciQlJeGFF14AkWkTfFgXtgPrwnZgXRjG7BXp+/bt\ni759+yr2BQYGSv83atRIMQQpcHR0NOh+YxiGsQZiwVSGYRhLwCvSMyYxbNgwa4vAPIR1YTlM9XAJ\nWBe2A+vCdmBdGMasxVHLA41GU+KKkGEYpjTExcWhWbNmXOcwDFNqjNkt7OliTCIsLMzaIjAPYV1Y\njpIaW6wL24F1YR3q1asHjUbzWKbSfE3H7JguhmGYygJ7uBimZKSnpz+2701p1irl4UWGYZiHxMbG\nonnz5lznMIyJPM5ttKFr5+FFhmEYE3hcGw+GYcoHNroYk+B4CduBdWE5OKar4sK6YCoCbHQxDMM8\nRBhdRIQFCxZYWRqGYSobHNPFMAzzkJiYGHh4eCAnJwcODg5c9zBMMTzObbRVYrpCQkLg6ekJDw8P\nzJs3T+/4xYsX0bVrVzg4OGDhwoUlKsswDFOePK6NB8Mw5YNZRpdWq8W4ceMQEhKCqKgorF+/HtHR\n0Yo89evXx5IlS/DJJ5+UuCxjO3C8hO3AurAcHNNVcWFdMLrMmzcPrq6uqF27Njw9PbFv3z7MmDED\nb775JgICAlC7dm107NgRZ8+eBQDMnz8fb775puIcEyZMwKRJk8pMJrOMroiICLi7u8PNzQ329vYI\nCAhAUFCQIk+DBg3g5+cHe3v7EpdlGIYpT4TRVZr1dxiGsR0uXbqEZcuW4cSJE8jMzMTu3bvh5uYG\nAAgODsagQYOQnp6OIUOG4PXXX4dWq8X//d//ISQkBHfv3gUAFBQUYOPGjRg6dGiZyWWW0RUfH4+m\nTZtK266uroiPj7d4Wab8eeGFF6wtAvMQ1oXlkAfSy/8agnVhO7AuGDl2dnbIzc3FhQsXkJ+fj2bN\nmqFFixYAAD8/PwwcOBB2dnb46KOPkJOTg6NHj6Jx48bo3r07Nm/eDKAoBKpBgwbw9fUtM7nMMrrM\n6Q1yT5JhGFvDVGOLYRjTKKtP7pQUd3d3LFq0CDNmzICzszMGDx6MxMREAEVOHrl8rq6uSEhIAAAM\nHToU69atAwCsW7cO77zzThnchUeY9RkgFxcXxMXFSdtxcXGKiymrssOGDZPcgnXr1oWPj4/UqxHj\n+Lxt2W2xz1bkeZy3IyMjpRgDW5CnMm0fPXoUwCOjKzQ0FFWqVDGYf9GiRVwf2ci2+N9W5Hmcto1h\nzQ7M4MGDMXjwYNy7dw+BgYGYMmUKWrZsqbA9CgsLcevWLTRp0gQA8Nprr2HMmDE4f/48duzYUezS\nMeIehIWFITY2tnihyAzy8/OpRYsWdP36dcrNzSVvb2+KiopSzTt9+nRasGBBicuaKSJTRoSGhlpb\nBLRlglwAACAASURBVOYhrAvLcfbsWQJAWVlZBIAKCgqM5mdd2A6sC+tgq230pUuXaO/evZSTk0O5\nubk0fPhwGjZsGM2YMYPs7e1p69atlJ+fTwsXLqTmzZsr3vWRI0dSu3btqGfPnkZ/w9C1G7snZq/T\ntWvXLkyaNAlarRYjRozA1KlTsWLFCgBAYGAgkpKS0KlTJ2RmZqJKlSp44oknEBUVBUdHR9WyujzO\na4AwDFO+nDlzBj4+Prh37x6eeOIJ5Ofno2pVswYEGKZSY6tt9Llz5zBy5EhER0fD3t4ezz77LFas\nWIGVK1fi/PnzsLOzw86dO+Hh4YEff/wRPj4+UtlDhw7h+eefx5o1a4wG0ZdmnS5eHJVhGOYhkZGR\n8PX1RWZmJmrXro28vDy9mdcMwzyiorXRM2fORExMDH799VeDeeLi4uDp6Ynk5GQ4OjoazMcfvGYs\nhilj90z5wLqwHIWFhYq/xcG6sB1YF4wpFGcgFhYWYuHChRg8eLBRg6u0sN+cYRjmIbpGV0XqwTMM\nUzzGZkNmZWXB2dkZzZs3R0hIiGV+n4cXGYZhioiIiECXLl1w584d1K9fHzk5Oahevbq1xWIYm+Vx\nbqN5eJFhGMYMdD1cj2tjwjCMZWCjizEJjpewHVgXlqOkw4usC9uBdcFUBNjoYhiGeYilPF0RERGo\nU6dOmZyLYZiKCxtdjEmIFYgZ68O6sBzCyNKdvfjVV1/BxcVFL7+pujh27BgyMzPNlo8xDL8XTEWA\nZy8yDMM8xJCn66+//pK+zWbOeRmmsuHk5PTYfkvZycmpxGXM9nSFhITA09MTHh4emDdvnmqeCRMm\nwMPDA97e3jh9+rS0383NDe3bt4evry86d+5sriiMBeF4CduBdWE51GK6Zs6cievXr6vmN1UXbHRZ\nHn4vrENaWhqISJFCQ0P19lXGlJaWVuL7ZZanS6vVYty4cdizZw9cXFzQqVMn9O/fH15eXlKenTt3\nIiYmBleuXMGxY8cwevRo6aOyGo0GYWFhqFevnjliMAzDlAnCOHJ1dQVQZHTNmDHDrHMOGTJE8YkR\nhmEeX8zydEVERMDd3R1ubm6wt7dHQEAAgoKCFHmCg4Olbxd16dIFGRkZSE5Olo7zlOyKAcdL2A6s\nC8uh65Eqrn4yRRfr16/HvXv3zBGLMQF+L2wH1oVhzDK64uPj0bRpU2nb1dUV8fHxJufRaDTo1asX\n/Pz8sGrVKnNEYRiGMRtjw4C1atUq9Xm1Wm2pyzIMU3kwy+gyNXjOUG/x0KFDOH36NHbt2oVly5bh\n4MGD5ojDWBCOl7AdWBeWQ7eukm9Xq1ZNLz/HdNkO/F7YDqwLw5gV0+Xi4oK4uDhpOy4uToqFMJTn\n1q1b0tTrJk2aAAAaNGiAAQMGICIiAt27d9f7nWHDhsHNzQ0AULduXfj4+EjuS6Fc3rbstsBW5Hmc\ntyMjI21Knsq0HRkZCTnyjiARISwsDNnZ2WjXrh1cXV2l/MWdXxhd1r4+3i7b7X379qGwsBC9evWy\nCXlsZVtgK/KUx/WGhYUhNjYWxUJmkJ+fTy1atKDr169Tbm4ueXt7U1RUlCLPjh07qG/fvkREFB4e\nTl26dCEioqysLMrMzCQiovv371O3bt3o77//1vsNM0VkGIYxmT///JMASCktLU36v06dOkRENHjw\nYAJABQUFtGbNGqPnKywsJAD08ccfV+q6rLCwkG7evGltMcqdadOmVWq9MqXD2DNRpXizzDBVq1bF\n0qVL0adPHzz99NN466234OXlhRUrVmDFihUAgFdeeQUtWrSAu7s7AgMDsXz5cgBAUlISunfvDh8f\nH3Tp0gX9+vVD7969zRGHYZhKxu3bt3HlypVy+a0LFy6goKBAsY9kw4vi/9TUVADA9evXMXz4cABA\nYGAghgwZondOUaayx3Rt3boVzZo1s7YY5c727dvNKi8fBapMaDQaxYQ55hFmL47at29f9O3bV7Ev\nMDBQsb106VK9ci1atNBz5TO2S1hYmORSZazL46SLQYMGSWv+WBIRnzpo0CCDeTIzM3H58mVpOycn\nR/p/7dq1yMnJwe+//644bm9vDwA4f/68tL9r167YtWsX6tati59//hnVqlVTNdgqErdv37a2CFZ5\nL6pUKb3fIjc3F82aNau0M/hTUlLg7OxsbTFsDrM8XQzDMJbi9u3b2L9/P4AiA0Zu5FgK3aUddBvE\n1q1bS/9nZ2cDKIrXUptUVKNGDZw5cwYAsGfPHmn/0aNHJeNt+PDhGDVqVNkIb0V0PYSPC+YYXZV9\nckX16tWtLYJNUuGNLo1GY3C1aKbseFw8KxWBx0UXY8aMkRqm559/Hl27di3VeTQaDfLz803KqzsM\n+OSTTxrMKwy0vLw8yejasGGDIk9SUpJq2by8POl/BwcHk2SzZeQGxJw5c8rFQNbFGu+F0HtSUpLB\ndqhatWqIiIhAw4YN8Z///Efar/vJqcqCeIeEl5dRUuGNLqBoqJJhGNvi1KlTiIiIwJAhQ9CxY8cS\nl5cbJidOnChVOIJo0Ez1xJgSeyU+/SE+YC2Xc+zYsUbPJ/LKjUBTjK7c3Fybbpzl1/mf//wHp0+f\nVtyXDRs24NlnnzVY/uLFi1Yx1MxFeLp69eplsB3Kz8/HuXPnkJqaKn2NBXhkdGm1WqSlpeHIkSOW\nF7gcEHq05efVmlQKo4uxPLpTgRnrUVF00a1bN3Tp0gX79u3DqVOnyuScycnJJQo+FsaAVqvF3bt3\ncevWLZPyG0NcizC6cnNzJY9HWloa+vTpI+XVNfbEkIuu0TVq1CisW7fO4G86ODhg7dq1xcpmLdTu\nW/Xq1aXrDwoKMmpUeHl54euvvzZLBmu8F3Z2dgAePQsvvfQSZs6cqZevalX98Ok1a9YAKDK+pk2b\nZtQorUiIYffKPnmktFQao6uwsFCKn2AYxvqYGu9y+fJlk3vFzz33nBR8nJubW2x+0ehrtVoMGjRI\n8XUMgbxxKElsktzTJY/p2r17t/S/oQBzuReoevXqWLVqFd555x1MmDABDx48UC0THR1tsmzljW4D\n261bNwCP7qcpC2mL+1mREM+4uL7Q0FDpW50pKSnScy2MLvk7ceDAAQBF9668DJRbt26pTmwrS8Tz\nW9lj1kpLhTO6/vrrL4SGhurt37FjB3x8fJCfn19sxXn16tVSuT6Tk5P1PnP0uPC4xBGVhjt37pTr\n9Ghb0kWbNm1w6dIl1WOigSnuXWvdurXqO62GGNpbtmyZScNyoi64c+eOqqclOztb4XUqidF1//59\nADBq/BkKks/Ly5Ma2qioKGn/kiVLpGV1Ll++jMjISGRlZQEAvv/+e5w7d85k+YCi646OjkadOnWQ\nkJBQorIlwdB969mzJ4BHRklkZCQmT56M559/Xu+5Ec9Jfn5+sUZIRkaG3kKUlnwvtFotJk+ebPC4\n2jPu7OyMDz74AMAjo0tufIphOEMTMcqK4OBgKZZs7dq1GD9+vMV+C1BOMLE1Dhw4YPVh7ApjdO3Z\nswdr167Fvn37sG/fPr3jQtG+vr5o06aNXvyH/EV2d3fH4cOHcePGDfj7+wMoeqmKaxy6dOkCd3f3\nsricx4agoCB8//331hYDQNEzYokXrlu3bmjZsiV69+6Nzz77DEBRJXz16lUARQ2fJSvV8iI9PR1x\ncXHo16+f1GBGRUUZ9MCUZGbX2bNnjTa0uu+m2tpdXbt2xcaNGxX7hGE0adIk6X85NWvWRHBwsLRd\nEqNL5NX1dJnC0aNHUbduXdVjDRs2BFB0Pb6+vpLnIDMzE9OnT5fyDR06FMePH1eUffDggcKLNmzY\nMDz99NPIzMwsdmjVHAzpTtfQ/emnn7BgwQIcPHgQ4eHhimNCx87Ozujfv7/inhYUFCji5YYOHYrm\nzZuXlfjFkpqaigULFujtLy4YfuXKlQCAgIAAAEXfIhZtT3GzX41hSifv4sWLOHToEGbPno05c+YA\ngN4SDklJSXjvvffw5ZdfKvZrNBq95+XWrVt6hq5Go5HqOYEtG109evTAjz/+aFUZKozRNX78eAwd\nOhT5+fn43//+p6dQ8XJfuHABly9fhq+vL7777jvp+LPPPosPP/xQ2hYVppi6XbVqVUV+NdLS0qxu\nJQPAxo0bsWzZslKXb9++PWJiYgAUzcC6c+dOsWVKGy8xceJEjBkzplRlTcXf39+kINTJkydj9erV\nJT5/amoqIiIiDB5PSEhAVlYW/vnnH2zbtg1A0aKJwkAX3pmyojhd9OjRA7/99huWLFlicnAuESmM\nkoyMDKlBP3bsGDp27Ah/f380a9YMO3bswO7du6V3qH79+qrnFEZXSkoKAGDx4sUGf//DDz/EwoUL\nFfuMNURqMTJHjx7Fjh07pO0dO3agcePG0vUJ0tPTFeXeeust6f+SDPOI6zdlmFOXn3/+WdUIBB4F\n1gtZhKcLKGpshfGxdu1aaV0wIkJqaipcXFzw73//G/PmzUPfvn0VZWvWrGmSbElJSYiPj0dkZCQO\nHz5sUpni7pvQpdyrKOTJyMgA8KiRTk9Px86dOxXlU1JSJA9gTk6O6oiD7nuxceNGhd7Fgp2pqakl\n9voJHefk5CA9PV16lsX5dY2u9u3bq54nOjoazz33HPr376+IfRL35+TJk4pn2BCNGjXSM3Z0Z+j2\n798f3bt3Vxjh4l0NDg7G+PHj0bFjR6xZswZffPGF3m+cPHlSsd2hQwc8/fTTevl0h9DNMbqKK1MW\n3trintUFCxZg6NChZv+OISqM0VWnTh0Ajx6sDRs2SC8roP+AAEUN/htvvIGcnBwcP34cS5YskYI1\nz549i8OHDyuMKN1eY2hoKNatW4f+/fvjrbfe0uu5jx8/XpoS/uDBA71A2LNnzyriO+Li4nD37l09\nOePi4nDo0CEEBQUpGpoOHTrg4sWL0vbPP/8MPz8/BAQEYNy4cXrnOX/+vHQ94ptgapw7d06qoN54\n4w08+eSTih50aZBXAIsWLZJW6hbXY6zBNYWEhAQkJyerXtOePXvw7LPPwsHBwai3snr16qUymseP\nH48uXboo9uXl5Um9TblMwhgYOHCgtM/U5QrKigMHDmDr1q2YMGGCyXp999138cQTT+C3335DnTp1\n8Prrr6Nz584AgGeeeQanTp1SvGNEJF2/RqPR08v+/fv1nvVJkyYZlUE8Q3fv3i32G2biPqempiqM\nqFu3bknbN27cUC174MABaDQavTW5gNIZXfJGzVTEqvZqiOdFnF9uOB05cgTLly+XJhMUFBRg4MCB\nmD9/Pho2bIiMjAwEBwfjs88+Q0hIiOJ9aNeuHfbs2WNwIsKdO3cQHh6OHj16wNXVFb///js2bdqE\na9euGTWA4+Pj8eeffwKAav0GPKoHfvjhB2lfzZo1kZKSgn//+98AYNIQc2RkJGrUqKFa38vRarUI\nCAiQDABBcnIyGjZsCC8vL2nf3r17jcY5nTp1SopRW7t2LbZt24ZJkybh3r170v3VNQKLGwbOzs5W\n9XSdOnVK6rgBRd6qTp06qZ4jKioKbdq0AQB8/vnnqFatGgYMGCAdFx5SNQ/n/PnzsXTpUqNGzOuv\nv67okKf+P3vnHRfF8f7xz6EYe0RUsBN7BzRfu8YS7CZ2jeYnaESNMVGTWGI0scUSjbGgsceS2BO7\nErGgxl7AnmABQZooICrS7p7fH5cZb69xlIMTn/frNa+72Z3dfXaf3dlnZ555JiZGcT3Ffb906VK5\njIjkcU09Sy9fvpQf/bo8ffoU+fLlg6+vr9Htrl27ppjLOT4+Xr5nMsKYMWOk7FOmTDH4CFu1apXJ\nQStHjx7F/fv3AWjvJTGPdIbI6hxDhw4dopo1a1K1atVo7ty5Rst8/vnnVK1aNWrQoAFduXIlQ9sK\nETt06EAAaOjQoXIutFmzZsn/lSpVUsyZppvq1Kljch0A+uuvvwgA9ezZk6ZPn049e/aktm3b0rp1\n62jw4MEEgOzt7WV5Xdk2bNhADRo0oHHjxhEAGjVqFJUrV44AkIODAwGgX375RZZv2bIlAaDVq1fT\nixcv6PTp0/T+++8r5NFoNLL8Z599Jq9Nz549ZZnq1asbvVZjxoyR8705OzvT8+fPqWrVqnT27FlF\nObHPxo0bG5zX4MGDafLkyXJuTMHLly9pwoQJREQ0a9Ysunv3LhERnT59mgBQWFgYERHVrFlT7u+d\nd95R7H/t2rX09OlTxX5TUlIoICCA3nrrLYO5OwUFCxYkAHTo0CHF8v379yuu3bNnz+jJkyek0Who\n586dirKTJ0+mWbNmERFRWloaJSQkUEpKCk2YMIGePXtGRETh4eE0bdo0xXa9e/c2mEtr0qRJBIC+\n++47KRsAatCggbzGAOjRo0cUEBCg0OuTJ0/o3r17RET09ddf07vvvqvYt52dnZRnxYoVBtfLHLdu\n3SIA1KNHDwJA1apVIy8vL4qNjaVr165RTEyM0e2EvH369FFcT911ptIXX3xBAGjlypXplo+MjKS0\ntDR5bg8fPpTrvLy8aNu2bfJZF+egm/Lnzy+fC7GscuXKiuO2atWKiIh8fHyMyvDll19muq7QTRMn\nTiQAdOrUKSpevHiGr5upNH/+fCIieuuttwgAnT9/3mTZESNGUPny5U3Wf7r1lm66ceMGvXz5kg4c\nOCDvgRMnTlCrVq3I2dlZlhs6dKi81vo0aNCADh48qNjvzZs3DY5FRPTxxx8bLPfz8zNYVrduXYNt\nAwMD6cGDBwSAdu3aZbBeMHnyZEpMTCSNRkMJCQkEQD47P/30EwGQz6Lutu+++67R8/vhhx8oMjJS\ncTwPDw9aunSpPNeGDRtmSseVKlWiWrVqEQDy9vamUaNGEQBq3bo1ffzxx7R7924aPXo0bdy4kQDQ\nmjVraPLkyURE9M8//xCgnM/T2DUpWbKkwXHXrl1LAOi9994jAFSoUCGj11IsCw8Pp8jISLmscOHC\nskxERAQBIEdHRyIievr0KQGgHTt2EAC6fPmyLLt27Vry8/MjIiIPDw8CXtWH+sds1aoVXbt2jW7e\nvEkzZ86kuLg4xfqrV6/S2bNn5fkREe3cuVPKkZaWRikpKURE8h2lf4zo6GiZ//3334lI+34rUaIE\nVa9eXXE9vLy86ObNm/Tbb7/J7VNSUujvv/+W55GamiqP16lTJ6P3k5TB5BoLSEtLo6pVq1JwcDCl\npKSkO+H1uXPn5ITXlmwrLoowIgBtBZvZyiy9JG4GAJQvXz75MgFeVfbiYq5Zs4YArfGSkWMIgwwA\nrVu3jgBQmTJlFGWOHz9OW7duVSx755136MMPP5R5d3d3Gj58OHl4eCiuFQDasmWL/O/l5UUAqG/f\nvopyXbp0ISKievXqybLTp09X7Ec82PHx8USknZi8UKFCCn2cOnVK/r9w4QKlpaXJykR/X0eOHCEA\n9PPPPxMACgkJISKi5cuXyzKLFi2i+/fv0/Pnzw3uA93rP3nyZNq+fbvB9RWTEQcGBhIAiouLo/Dw\ncCIiabATEU2bNk2x3erVqxV5jUZDiYmJFBcXJw2Rly9fEqCd6Fg8mADky1HoRVfeypUr05kzZwgA\nJScnU3Jysnwop0+fLsvVrFmTiIiSk5MJAH3//feUmJhIgNaQA0DHjh2T5/L999/T8ePHqX///vTw\n4UP69ttvacKECVSsWDHFeYgX6MyZM43eh2vWrKHmzZvL5f3791dsp3/tjSXdYwodp5dSU1MNlrm6\nuhKgnVha/3lML+meX/ny5YmI5MsxI6lGjRoWl/36668JAC1ZssRgne4zkpkUEhIi/x89etRkOWH4\nZTSdO3dOyh8XF0eHDh0iANS0aVNydHQ0us306dNp8eLFdP78eWrbtq3RMqaMLl0jWSTxcjaXhAG+\naNEiAmDwzO/cuZOeP39OSUlJcln37t2lQRAaGkrPnj0zuu8bN24QEVHTpk0J0H5Aubm5EQAaN24c\n1a5d26CeAEAdO3aU27u7u2fq+pcuXZpcXFxkftiwYRZtp/s8igYB/Q/PxMREIiLFx6B+GjRokMEy\nFxcXOn78uOLeFQb/4cOHCQCVKlWKiIiWLFmiqDP/+usvaRAvW7aMAFD9+vUpMDBQIfO5c+fk/06d\nOtHFixcJMG6Ai9SgQQOFfnXrW3FNxo4dK/8PGjSIKlasKD/axEe47jbC1hD51q1bU0xMDAGv6h9h\npwCgyZMnK7Z/8uQJnT17lgBt40+BAgVow4YNVLp0aYVcxsiS0XXmzBnq2LGjzM+ZM4fmzJmjKDNi\nxAjaunWrzNesWZMiIyMt2pZIe1F0XwrWTPXr15f/9V9eukm0jGU1jRw5kgAoWoMyk6ZOnSqvle5+\n9dP+/fvpgw8+MLuvdu3apbtc1+Jv0aKFotyIESMsbi3o2rUrxcTE0IwZM0yWqVu3rjRERHr+/DkB\noFq1alGRIkUsOp8ePXpQ165dCdC2Pv3vf/+z+Pr27duXAMiv0T///FOxXr81Ydu2bYr85s2bCXhl\nZJvS9+rVq2VLFQDat2+fYv2cOXMIAK1fv54A0Oeffy7XOTk5EQCDF6b4is+IAaObwsLCMlRe1xg1\nl3TPM7tT0aJFacaMGYqWcEtTlSpVskWG7777LtvOR7R2GEviZZOVJD4CsiMZM7pOnjxp9hwsSeK+\n1n/5iWSp0aKfNBqN0XtWpVIZLBPGmUj6z2dGk3hmAVCbNm0s2sbb2zvdMuLDzFwZYcQaS7otZPrv\nukqVKsl9C+MEgKLHxNz77Ntvv83yPWbsOoqepsePHxstY+y+1G8dvn//viIvPuCBV3W/sdSrVy+j\ny02RJaNrx44dNGzYMJnftGkTjR49WlGmW7dudPr0aZlv3749Xbp0iXbu3JnutkK5nPJ2at++fbbv\n09SXuDWSbitoVpPuS1/3qymzqVGjRrmuX2Np9+7d2bo/0W2f1ZRdLelZ/ZDSTxUqVMh1nVmSRIuI\nfhItT69z0v8gzaoBodvLkN1JfCiaSgsWLLBoP6JbVjdlZ31nS0m3FyojyVQjgymy5Ehv6TBX4ukA\nGDMcPXo02/dpadyn7CA7J/sVTpqA5c+XOdJzOM4tjA0EyQpdu3bNlv1kly6zOzxDRvenPxI0p+jQ\noYPR5ZaM8LT1CZL1B8SYCnxrC+zYscPs+q+//tqi/YgRo7rk1cnNMzsyUjfOniVkyejSHUkAaEfh\nVahQwWyZhw8fokKFChZtm51UqlQpw9ukV3G5uLgo8u+9954iX7du3Qy//NOb6mPQoEEZ2p8lfPXV\nVxkKQdGwYcMsHe+bb76R//XnqrOUiRMnGiwbO3YsPv74Y7PbiWCNGSVTo1SMYCzAophUWcRnArSj\ndTdt2mRyP7rD/8V9amp+wx49egCAjEmnj/7w9ozo11Twz/TITqOkePHiKF68eLbsy1Q0+IyS3SNW\nixQpYnRkYP369QEYRnO3dEqZjh074uuvv053dDERYeXKlRZKa8iRI0fSHdGnUqkwY8YMk+sdHBxM\nrhs3bpwciW0puhMyv//+++mWP3XqlCKflesBaEebjx8/3mgoD937uUiRIlk6jiW4u7sjICDAYLl+\nWAqBqKtEVAFTbNiwQXFv6c4I8cEHH5jdLr19+/j4YPfu3WbvC3d3d5Px8MxRunRpo2FpAChGl2aK\nzHcuEqWmplKVKlUoODiYkpOT03WkP3v2rHSkt2RbS7sXTTV36vbJ7ty5k/z9/S3an3Bs1x8pA2i7\nMcSokaZNmyr64nUd3QFt87PuOej6jLVu3ZqOHTtmsP+IiAi6ffu2Sdl0HdeNjQjSTa1atZJOvuZG\nQPn7+yvk1B+Rc/z4cUV+ypQpdPfu3Uw346rVagK0vkn6OjbVPQGAfv31V/l/w4YNBuu3b99Oqamp\nRq+f8NF79OiRQXfmzp076cWLFzLfvXt3g+0fPHhAx48fp/nz55uUT99frlu3btSkSRM6ffo03b17\nl44fP04rV64kQDuKb8CAAXTz5k169uwZvXjxghYvXiy3nTZtmmza37Ztm9SJGBn6888/Swfr0NBQ\nAoz7LQAgT09POnz4MD179kw6AQOvHHB1BzKkl/S7bYmIYmJiMrSPrKYpU6bI/xUrVqSKFSvSpk2b\nsmXfGenSHTx4sFln5exIwu9H+MX+3//9n4EMQg+6y0+cOKHI6zsfizRmzBgiIun8rJvKli0rtyUi\nWrhwIQEgHx8fKlCgQIbPRd9nRj8VKlSIgoODFcvEs6jRaOQAHZE8PDxo27ZtNGLECCIiOn78uMF1\nICKjjvS6I/IA7QhcS7qWxaCW7EpERFWrVlUse/ToEbm6utLx48epbt269P333xOg9SUVI8XFyLnM\nJGPn6erqqrgezZo1U3SR165dW1FeDAJwdHSkxo0bU7FixRTPgrOzsxydqOvELu6zZs2aUXh4uFH5\nKlasKN//pnz4AMhR0AkJCXT79m05CEKkL7/8kohIDmTSTc2aNZO+fA8ePKDQ0FCFfZCSkkK7du0y\nOgBEOPXr+/gZ060xshwy4uDBg1SjRg2qWrUqzZ49m4i0Q8FXrFghy3z22WdUtWpVatCggWIYqbFt\nDQS04CYqX7680eWffvqp/L9nzx6Ki4uz+EEQN3a/fv0U69q1ayf327JlS8XQ1YkTJ9Lp06cpMjKS\nZsyYQcHBwXJfwcHB0nm7Z8+e8vx0R2UA2iHOppwBmzdvTlevXpX51atXyxF5ovLVTS1btpShGDQa\njbxJ7ty5oyh3//59IiLy9/cnX19fOWJDJP1K6+TJk5SUlETDhw8nQOvQru9DYMwXQCS1Wk1//fWX\nQsfiYSTSjhjZvHkz1a9fnw4fPixfPLrlxdBn3SSMOCJt6ITLly/LEYdjxoyh7777johIYdwAWkNW\nGIJnz56lpKQkevjwoUIPAt1RNvoV0YsXL6TjeaVKlWRYCF2EoWOMlJQU2rlzJx09epSIiH7//XdF\n2djYWEpLS6OaNWvSjRs3pDN6amoqTZw40WCETvv27Wnr1q0KOU6fPi3DGwhH4J07d1r0XADKoodc\nKQAAIABJREFUDxn98xCG15AhQyzeX0bSqlWrCADdvXtXjn50dXWl2rVry2uV1STCvFiSvL290x3I\nkdUkXpC6g5EuXbok14uXEhEp9CiG74ukPzBIOD6PHTuWiEgO9tBN4jj58+cnolcjtgX6Lzn91KVL\nF8X1FM8ioDUs9MsXKVKEHj58SPXq1aN169bR9OnTpe8RERl8VCQlJSnuP1NGl/4y3eXieRw6dKgc\n6W0q1a5dO0MDcEQy57RORAa+RPqEhYXRzz//rDiXkydP0q5duwwGuugbhbof+iIJB3LxAebp6UlR\nUVFEROTo6EijRo2SIyCFka+va/HOFaMZiUiG6QC0Poi6VKxYkYBXvmQiTM7SpUsNnqFq1aopthUD\np0zpUBfdEcsiLJJGo1GMmly4cCERaetb4NVoTyKSjSgC8X7W1XtaWhpdvnyZ4uLiFAMN9Os9U2TZ\n6LI2ltzUpmLUREREyJFk+/fvJyIyO1JHjA4j0g4SSEtLo+DgYNq1a5c0WKKiouTw6k6dOkk5e/bs\nKWOD6CNieEyfPp1q1apl9hzT0tIoPj7eQLb27dvL8nfu3CEfHx8KCAggT09PAiBbatzc3ORXra4R\nQkQy5oxaraaaNWvKkAT6lRcR0f3792natGnk6uoqX+bR0dE0cOBARTiHgwcPUseOHenAgQNUtWpV\nOnHiBJ06dcqk46wIS6F//qK1zRjJyckKGYFXLWK6LY3GjBzBrl27ZIwvoec2bdpQixYtZBndDwKB\nj4+PDJlBpDS6dGPG6T5kgHZItimMXW9jiGOZQsQu0kVXHvFCNcbQoUMpJiaGYmJiFC9x8awAxlt9\nxo8fL/+LuDj6x583b57BdiI8QXpJPyaPbrp8+bJBmYYNG1LFihXNGvn6Kbuc5b/66iuT4RUsTX/8\n8YfZ9aJlc9u2bfIa6xofIuwIESmeOSJStPjqtoz06dNHXr8ff/yRiIjUarXBiD2NRkOVK1emKlWq\nyDKihYjoVTw+U6lr165UqlQphUzG/otUqlQpGT9JIPRq7P42hW4rH9Grl6upbevUqUO//vorJScn\n05w5c0y2mn7yyScyhIWx1hNTSbd3wpgcYhSgbpgWcwCQH2ZERAMHDpT3gv41MmYk/vLLL3Tjxg16\n+vQpLV682CBelv61/OKLL+jevXuKcB2iN6h06dKK8uJcVq9erVg+efJk6tSpkzS63NzcFOv9/Pzk\nCNd69eoZPWdAOYrQGKInAQD98MMPinUiRptAvNd06+OffvqJmjZtanBs3dZIY/HFHj58qJDTnB5f\nK6NLtCi1atVKsdzYMG/dFyig7SrUzTdr1ow0Go3s4lu+fLlsATGG+IIQXL161aCCyI5zJFK2fonW\ng1GjRhnd9s8//5TBIIFXXYPi61Qf3ZGkGeGff/4xunzPnj3UrVs3k+sAbRgJ0epnDEDbRWYpwuj7\n6aef5BezCJthCWI4v1qtJrVabfF2RCQNVUDZurhp0yZZBtC2CGWVmJgYGXPKFC9evFDkde8lc0aX\nLuLlfODAAWrUqBERETVv3lwOw9ZNolLr3Lmz0YDGuvesbtLtJtD96hRJVGqiy0B/fXBwMF25ckXq\nTZQRITEqV65sNBgkALKzszN4xix9YZpLN2/eVAz7N5XMhVDRD74p9iv+i9hlukaXRqORYUpEuBWB\n+MjUvx+ItC1Bnp6e9MknnxARUXR0tPwgJHoV3PKHH36Q28TGxlJsbKzR+8ZcQGpA26Kve32EPB06\ndDCqA2PPYlRUFC1YsEDmxShOERDXFELvuuelfw+YQz+O3LJly0itVtOAAQMIgIzRZCrly5dP/hcf\nC8YSkTasUqlSpSgyMlIawemdm26QcfFxpvvsCGNV9Ebs2LFDNhysW7cu3WMYQ8SOmzp1KpUoUYIA\nbTgTfdnMXV/R2mnMsBKBkgcPHmywTlxP0VslWjX10f34mjFjhsH65ORkRd7X19ekrAJPT09FV6I5\ndN14TPFaGV3Vq1enhQsX0s2bNxXB3XQDGu7atYsKFixosI/NmzfLfHBwMD1+/NjgWML/yRhdu3Yl\ne3v77D25/9D1BRPExsbKfJcuXYy2wugDgJo0aUI+Pj6KSjo7MHWTP3nyhG7fvp2tx8oogOGXlTmE\nj0RmEQERBw0aJAME6nanT506VTEDQHZjShdE2mvRunVrAl7566SHaCExtT/dJFoNdFs89MvrthSI\n5v4JEyYoKlTdfdavX1+2xOgfV3RrEBGdPHnSoEzfvn1pyJAh9NNPP5ns6hMVdVJSEkVERBg9r8wk\nIlK05JhK5nw/jMmiu6xJkyYEwOB5Fr5OIiisQARV1r+Ogj179siZA/QRbgXm6kFdLl68SL6+vgby\ni96EQYMGKfwwhTxTpkxRyFajRg2TvQT6PHjwgAIDA40aaLrPxbvvvkvt2rUjolct/Lof55YAaFu3\nhNFC9GomCmNGl24sMmGUADDro6vRaCgtLc3i1m8iww+t8PBwxUf2Z599Rk+ePKHo6Gjp7/n06VNF\nnMLMkJCQQEWLFiUiks+aPvv27SNfX9906yhjPT6ie1LEGTOG6NF58uSJ0fUiFM3MmTPNfuhnFN14\nlOa4fv16uuVeC6NLBITTn/pG+Fbp+taY2sfatWvTPdaKFStM7uPFixeyW8MavHjxwuQXpaVcuXJF\nTsWT3Zh7iHKbuLg4s03k+jx//pwCAgIyfbxjx47RypUrKSgoSLa0mZrGyhqkV6G1atWKunfvbrbL\nVp/r168bXa7reK/74hSzCRg7vu4AFPFMicEnwugSLTiAtnVWtH7p7gd4FQuJSPvyFA6/RESPHz9W\n+GPoD6hZvXo1NW3aVFbm+nJmJa1Zs4aIyGA2CWPJWAwxMf0K0atuuhcvXsgXoignpmvRv95iEI1u\nqxSRodElpg6zFADSYT4j2+gaWyKKu7e3NxG98lkSZT///HP5v3r16rKFJqvoPhcpKSmyFe/evXvk\n4uJCRETbt2+nvXv3Wnxe3t7eFB4eLuuXly9f0u3bt40aUkFBQfK/btf83bt3DQbZCD8vS43NzCIM\nztTUVGmoZwdiIIUpzNVRa9eupcOHDxssF9194sPIGKIFUn+KOmtjaUvXjRs30i33Wkx4LSaHLVu2\nrGJ5sWLFALya/FYMjTeGuWGlAi8vL4NhwYLChQtnauippRQuXNgiGc3h7u5utbAbbdq0scp+s4MS\nJUpkKKZVkSJF4ObmlunjtW3bFsOHD0f16tVRunRpvP/++zl6fSw51t69ew1CmJijXr16RpeLZ0yX\n3r17w8nJyeS+ChYsKP/37dsXvXr1Mgh1ojtxbvny5ZEvXz7F+iZNmhg8i87OzggMDJR5R0dHFCpU\nSOZF/KCbN28C0Or57NmzKFasGIKDgxX7SklJMVtfpMcnn3wCwDBsjDH0zw1Qhito27YtAG0dULp0\naUU5Ozs7zJ49G5UrV1YsFyEFevfuLWUxRrt27dKVT5f//e9/qFmzZoa2EYhJpEW8LREKQff8fXx8\nFDHa7OzsjF6fzKD7XNjb28v3wjvvvIN//vkHgPZ+7N69u0X7e++99/Dhhx+iXLlysn4pWLAgatWq\nhVq1akm9CXTjjOmek52dHfbs2aOYWLlKlSro1q1bhiZYzwxi//nz58egQYPw4YcfZst+vb294e3t\nbXK9uTpq6NChRsPXiGts7n4Q6+zsctZ02b59u0nbQJc6deqkGxvReCAKG0NU8Hv37lUs/+677/DR\nRx/JmcZNxc948uSJRQbNW2+9hZYtW2ZRWuZNw8/PL7dFUEDZGIx43bp1aNCgAb777ju5bOfOnWa3\nKVu2LEaMGIGVK1eiZMmS+OOPPwzKbNu2DTExMejcuTNatmypMNQA4Ny5cwC0z35GKti33noLderU\nAaAMLqtvHNnb22e64j527Jj8X6BAgXTL68f7efr0KapUqSLz/fv3R3R0tKIMEUGlUkGj0Rh9MU+Y\nMAENGjRAzZo1sWbNGrm8bdu2GDFihMynpKSkf0I6XLhwATdu3MjQNvfu3UPVqlXlC1Hf6NI9/8zG\n5csKKpUqU4FX/f39za7v16+fIg6j7j2sb3QByg8YlUqFffv2ZVimjOLg4CA/xPv374/+/ftny359\nfHyyZT/6JCcnm32mVCoVBg0aZFBfWJuKFSuiYsWK6datKpUq/TiH2doGZwUA7UTBz549M1nG1Czx\nTPZhy92LbxrpdS+2bNky249ZsmRJg5FKxhDPaWhoqIEf0m+//UZ37941up1Go6FLly5lSUYAVLx4\ncSLS+pak5ydjas609JIuut2kplLHjh3lpOlie/0wKKbOZ9KkSeTn55fpa6LvWG8JooskIwCv/PZE\n+JeZM2cSEcl4SPocPHjQIl9VS8npOurJkydG74unT58qBhno+lCJZQcOHMhRWXOaN/19Ye75eS26\nFwsUKICiRYuaXG8qcizDvImQFabdunHjBq5evZpuOfGcVqxYEf369VOsGzRoEKpWrWp0O5VKZTKi\nvqXUrFkTzZs3BwB069Yt3daNJUuW4JdffsnSMadMmWLQzaSPnZ0dduzYgVGjRsllltRZ+/fvx8yZ\nMy2Klm6Kvn37KrpyLaFSpUqyqzAjiJZFcy1dunTu3DnLs1vkJqZaSosXLy5nCiAigy5jc9syeZ88\nofnly5dj69atuS1GnsaWfbreNNLThTWMrrJlyxr4VNoa165dM3BBMEf58uUxcuTILB2zT58+OHbs\nGIYPH47Zs2cb+I4Br4yRZs2ayWW6Pl2m6Nq1a5Y/KFUqVYa7YooVK5bh+eRWrFghuw6F0eXs7AwA\n+OKLL8z6/2QXOV1HmTOctm3bhvDwcJPrs2NeVVuG3xemybTRFRsbCw8PD9SoUQMdOnRAfHy80XK+\nvr6oVasWqlevjnnz5snl06ZNQ4UKFeDu7g53d3f4+vpmVhS4u7tnW181wzCvJwUKFLDImLEGRISS\nJUsqfMfEi0e8YD/++GNoNBoAea91fsSIEXJevfLlyyM4OBgfffQRAGDkyJFYtWpVbopnFcwZXUWK\nFEG5cuUMlgu/41q1allNLsa2ybTRNXfuXHh4eCAoKAjt27fH3LlzDcqo1WqMHj0avr6+uHXrFrZs\n2YLbt28D0FZEX375JQICAhAQEIBOnTpl/iwYq5OeUymTc5jTxfr167Fw4cKcE+YNR+iC/nN812Xw\n4MEAlJOlizK5ZRxam9jYWLRt2xYuLi453pqT03VUZs6vR48eICKD0ah5DX5fmCbTn1t79+7FiRMn\nAACenp5o06aNgeF14cIFVKtWTX79DRgwAHv27JH+AtboBmGYNxlPT8/cFuGNxJjRJUZML1682KD8\nmjVrEBYWliOy5SRZDXvDMHmdTLd0RUdHy1AOTk5OBkOeASA8PFw2OQNAhQoVFP3cS5cuhaurKz75\n5BOT3ZOMbcB99LYD6yL76datW6a2E7rQN7r8/PzQqVMndOnSxahPVfPmzdklIpvJTZ8ubkBQwnWU\nacwaXR4eHqhfv75B0ndWValURptazTW/fvrppwgODkZgYCDKli2Lr776KpOnwDAMk3nmzZuHBQsW\nZGkfukYXEeH9999HwYIFceDAgewQkbFBRGBeMUqTYSzBbPeiuaCPTk5OiIqKgrOzMyIjI1GmTBmD\nMuXLl1c0oYeFhclAbbrlhw0bZjZKsJeXl+yiLFGiBNzc3KQlLfqOOW/dvFhmK/K8yfnAwECMHTvW\nZuR53fONGzc22i320UcfYcuWLejYsSP++usvudzf319uv2jRIri5uUmjyxbO503Ni/85eXxAGYDW\nlq5HbubFMluRJyfO19/fHyEhIUiXzAb/Gj9+vJxvbs6cOTRx4kSDMqmpqVSlShUKDg6m5ORkcnV1\npVu3bhERKeZXWrhwIX300UdGj5MFEZls5E0PdmdLsC6yH/1AlwDo8uXLBIB++eUXk8FRhS6OHz9O\n//zzTy5Izghy47kAQHZ2djl+XFvnTa+jzNktqv8KZJjY2Fj069cPoaGhcHFxwfbt21GiRAlERETA\n29tbNqsfOnQIY8eOhVqtxieffIJvvvkGgHZkT2BgIFQqFd555x2sXLnS6HxuKpWK+8sZhrEqCQkJ\nePvtt2V+4cKFGDduHP7991+UK1dOznUIsP8O8wrdLmWGEZizWzJtdOUUbHQxDGNtEhMTUaRIEZn/\n6aef8OWXXxpdx/URI8ifPz/UajXfE4wCc3aLXQ7Lwrym6PZdM7kL6yL70Z2gWB9zQTBZF7ZDbugi\nr8Zbyyr8XJgmb4VFZhiGyQTmIsQXKFAAgNb4EhHlGQYANmzYgKSkpNwWg3mN4O5FhmHeeIhI0aKl\n270IKMPfcH3EMIw5uHuRYRjGDMKounLlSi5LwjBMXoaNLsYiuI/edmBdWI+yZcsaXV6sWDGULFnS\nYDnrwnZgXdgOrAvTsNHFMAzzH6ac5hMSEuDs7JzD0jAMk9dgo4uxCN0IzEzuwrqwDkFBQXKmDGP+\nGMYMMtaF7cC6sB1YF6Zho4thGAZA9erVza43FzqCYRjGEjJdi8TGxsLDwwM1atRAhw4dEB8fb7Tc\n0KFD4eTkhPr162dqe8Y24D5624F1kTsYM7pYF7YD68J2YF2YJtNG19y5c+Hh4YGgoCC0b98ec+fO\nNVpuyJAh8PX1zfT2jG0QGBiY2yIw/8G6sD66ISIEo0aNwtChQxXLWBe2A+vCdmBdmCbTRtfevXvh\n6ekJAPD09MTu3buNlmvVqhUcHBwyvT1jG3BLpO3AurA+xny6vL29sXbtWsUy1oXtwLqwHVgXpsm0\n0RUdHS0nqHZyckJ0dHSObs8wDMMwDPM6YXYaIA8PD0RFRRks/+GHHxR5lUpltDneUrK6PWN9QkJC\nclsE5j9YF9anRIkSFpVjXdgOrAvbgXVhBsokNWvWpMjISCIiioiIoJo1a5osGxwcTPXq1cvU9q6u\nrgSAEydOnDhx4sTJ5pOrq6tJeyjTE15/8MEH2LBhAyZOnIgNGzagR48eVtmeHfIYhmEYhskLZHrC\n69jYWPTr1w+hoaFwcXHB9u3bUaJECURERMDb2xsHDhwAAHz00Uc4ceIEnjx5gjJlymDGjBkYMmSI\nye0ZhmEYhmHyIpk2uhiGYRiGYRjL4RDLDMMwDMMwOQAbXQzD5Bny5csHd3d31KtXD25ubli4cKHR\nmFu6PHjwAFu2bMkhCRmGeZNho4thmDxD4cKFERAQgBs3bsDPzw+HDh3C9OnTzW4THByMzZs355CE\nDMO8ybDRxTBMnqR06dJYtWoVfHx8AGhjB7Vu3RqNGjVCo0aNcPbsWQDApEmTcOrUKbi7u2Px4sXQ\naDQYP348GjduDFdXV6xatSo3T4NhmDwEO9IzDJNnKFasGJ49e6ZY5uDggKCgIBQtWhR2dnZ46623\ncOfOHQwcOBAXL17EiRMnsGDBAuzbtw8AsGrVKsTExODbb79FcnIyWrZsiR07dsDFxSUXzohhmLxE\npuN0MQzDvE6kpKRg9OjRuHr1KvLly4c7d+4AgIHP1+HDh3H9+nXs3LkTAJCQkIC7d++y0cUwTJZh\no4thmDzL/fv3kS9fPpQuXRrTpk1D2bJlsWnTJqjVahQsWNDkdj4+PvDw8MhBSRmGeRNgny6GYfIk\nMTExGDlyJD7//HMA2hYrZ2dnAMDGjRuhVqsBGHZJduzYEcuXL0daWhoAICgoCImJiTksPcMweRFu\n6WIYJs/w8uVLuLu7IzU1Ffnz58fgwYMxbtw4AMCoUaPQu3dvbNy4EZ06dULRokUBAK6ursiXLx/c\n3NwwZMgQfPHFFwgJCUHDhg1BRChTpgx27dqVm6fFMEwewWqO9L6+vhg7dizUajWGDRuGiRMnGi13\n8eJFNGvWDNu3b0evXr2sIQrDMAzDMEyuY5XuRbVajdGjR8PX1xe3bt3Cli1bcPv2baPlJk6ciE6d\nOqUbwJBhGIZhGOZ1xipG14ULF1CtWjW4uLjA3t4eAwYMwJ49ewzKLV26FH369EHp0qWtIQbDMAzD\nMIzNYBWjKzw8HBUrVpT5ChUqIDw83KDMnj178OmnnwIAVCqVNURhGIZhGIaxCaxidFliQI0dOxZz\n586FSqUCEXH3IsMwDMMweRqrjF4sX748wsLCZD4sLAwVKlRQlLl8+TIGDBgAAHj8+DEOHToEe3t7\nfPDBB4py1apVw71796whJsMwDMMwTLbi6uqKwMBA4yvJCqSmplKVKlUoODiYkpOTydXVlW7dumWy\nvJeXF/3xxx9G11lJRCaDfP/997ktAvMfrAvbgXVhO7AubIc3XRfm7BartHTlz58fPj4+6NixI9Rq\nNT755BPUrl0bK1euBACMGDHCGodlrEhISEhui8D8B+vCdmBd2A6sC9uBdWEaqwVH7dy5Mzp37qxY\nZsrY+vXXX60lBsMwDMMwjE3A0wAxFuHl5ZXbIjD/wbqwHVgXtgPrwnZgXZjGahHpswsxupFhGIZh\nGMbWMWe3cEsXYxH+/v65LQLzH6wL24F1YTuwLmwH1oVp2OhiGIZhGIbJAbh7kWEYhmEYJpvIte5F\nX19f1KpVC9WrV8e8efMM1v/+++9wdXVFgwYN0KJFC1y7ds2a4jAMwzAMw+QaVjO61Go1Ro8eDV9f\nX9y6dQtbtmzB7du3FWWqVKmCkydP4tq1a5g6dSqGDx9uLXGYLMJ99LYD68J2YF3YDqwL24F1YRqr\nGV0XLlxAtWrV4OLiAnt7ewwYMAB79uxRlGnWrBnefvttAECTJk3w8OFDa4nDMAxjEdevX89tERiG\nyaNYzegKDw9HxYoVZb5ChQoIDw83WX7t2rXo0qWLtcRhskibNm1yWwTmP1gX1iM6OhoNGjSwuDzr\nwnZgXdgOrAvTWC0ivUqlsrjs8ePHsW7dOpw+fdpa4jAMw6RLcnIyACAtLQ329vY8iIdhmGzFakZX\n+fLlERYWJvNhYWGoUKGCQblr167B29sbvr6+cHBwMLovLy8vuLi4AABKlCgBNzc3aUmLvmPOWzcv\nltmKPG9yPjAwEGPHjrUZefJS/u+//wagNbosKb9o0SKuj2wkL/7bijxvcl4ssxV5cuJ8/f39LZpz\n0mohI9LS0lCzZk0cPXoU5cqVQ+PGjbFlyxbUrl1blgkNDUW7du3w22+/oWnTpsYF5JARNoG/v7+8\n0ZjchXVhPYKCglCzZk28fPkShQoVgkajMdtqz7qwHVgXtsObrgtzdotV43QdOnQIY8eOhVqtxief\nfIJvvvkGK1euBKCd/HrYsGHYtWsXKlWqBACwt7fHhQsXLBaeYRgmO7l16xbq1q2LxMREFC5cGGlp\naciXL19ui8UwzGtErhld2QEbXQzD5BRXr16Fm5sbnj17hmLFiiElJQX29vZ48OABKlSowAYYwzDp\nwnMvMllGt++ayV1YF9mPSqVCeHg4UlJSALzy6QoODoajoyNcXFywdOlSg+1YF7YD68J2YF2Yho0u\nhmEYALGxsdLoSk1NBQAsWbIEsbGxALQGGMMwTFZgo4uxiDfZKdLWYF1kL6IboGDBggYtXc+fP5fl\nEhISDLZlXdgOrAvbgXVhGja6GIZ5oxGxuezs7OR/0dL1xx9/yHJPnz7N9DESEhKwbdu2LEjJMExe\ngI0uxiK4j952YF1kLy9evAAA/N///R/u3bsHwHhL165duwAAAQEBWL9+PQDLdNGmTRusWrUKAwYM\nMFjXr1+/PDPnbG4PeOLnwnZgXZiGjS6GySaSkpJkC8nt27dz/SWU23z66acYNGhQprc/efIkvvvu\nu2yUyDjC6Dp79iz27dsHAKhatarRsqdPn8bIkSMxZMgQAEg3GGKRIkVw4sQJxMTEGF2/Y8cO7N+/\nP5OS2w7Hjh2DnZ32dRIZGZnL0uQcRAS1Wm1R2cePH+Ply5eKZZcvX7aGWIwNY1Wjy9fXF7Vq1UL1\n6tUxb948o2W++OILVK9eHa6urggICLCmOEwW4D560/Tp0wctW7bEO++8g48//hgAUKdOHat97b0u\nuvj999+xefNmLFu2DN9++22Gt//pp58wc+ZMbN++PcuybN26Fb169TK6Trc1S/+lqE/Lli1lLMGQ\nkBAMGTIEGo0GPj4+GDhwIP7++28Z1b5WrVpITEwEADx79gyAVnfCKImOjgYAlC5dGoMGDcLatWtN\nHnfkyJE2PRH3lStX5P9y5crliqy58VyMHz8e+fObn9hF3FOlS5fGqFGj5PKnT5/i3XffzfGPs5w4\nXk7oQqPR4MyZM1Y/TrZDViItLY2qVq1KwcHBlJKSQq6urnTr1i1FmQMHDlDnzp2JiOjcuXPUpEkT\ng/1kl4i7d++m+/fvExHRixcvsmWflnD+/Hm6e/dutuzr5cuXOSr760ZwcLDZ9X/88QedOnWKkpOT\n6dmzZybLJScnK/JJSUkUFRWlWLZ582Zyc3MjIqJixYoRAAJAtWrVIiKSecGVK1cycipZwtHRkRYu\nXJjp7TUajSIfFRVFERERlJCQQIULFyZnZ2d5rQFQQEAABQUFkVqtltucP39eXoNSpUoRAOrQoYNi\nv9HR0Ypt9Pnggw/kPubNm0eHDh0yK/eLFy8oLS3NYPndu3flvvRJS0ujP//8Ux7n3Xfflf/TS76+\nvgSAIiMjqVChQop14tqY2u/du3fp119/JQBUtWpVAkAtWrSgBg0akJ+fn4GcAMjV1ZWePXtGmzZt\nMnsdiEje41OnTiUnJyfavn07paSkGC2blpZGjx49UixLSkqip0+fpnscweTJkxXnvWjRIjp//rzF\n21+5cuW1rNsaNGgg74HAwEDFNX7+/DnFx8cTAPrjjz8MnoERI0YQAEpOTia1Wk3Pnj2jlJQUev78\nudXk3b9/v8FzoFarjT43WeH8+fMG9Uh2c/LkyWyzD7Ibc3JZTeIzZ85Qx44dZX7OnDk0Z84cRZkR\nI0bQ1q1bZb5mzZoGL7fMXtTPP/+cJkyYIPM9e/aknTt3kkajIQB08+ZNWrhwIX366afJX/ibAAAg\nAElEQVSUkpJicIPExsbK3+DgYIqOjqbNmzfT0qVL5YtCo9HQ0qVLZWVx8uRJqlSpEsXHx8v1AMjb\n25tWrVpFY8eOpdTUVNq1axcFBARQaGgo7dmzh1JTU02eh0ajodWrV8vKuk6dOvTo0SO6c+cOPXny\nhF6+fKkoHxkZme7NHhoaSklJSXL/4vj//vsvXbt2jRISEgy2OX78OEVFRRld9+TJE/k/Pj6e7t27\nRxcuXCAioqlTp5K7uzu1aNGCDhw4QPfu3bPoAU9JSaGwsDCKiYkhIqKwsDCKjIyU65OTk8nPz48O\nHjxIY8aMkddHnNfLly+pTZs2in1++eWX5OnpSX379iUAtGHDBlq2bBkBoO3bt5OLiwutW7dO3nPf\nf/899enTR+7/wYMHlJqaSmq1mlxcXAgAhYWFUZEiRRQv1NjYWPn/8ePHdP/+fQIg9aJWq+X/rVu3\nUu/evWnDhg1ERBQREUHLli2T10ij0dDVq1cV98jx48fpyJEjdPHiRTp9+jQRET169Ihu3rwpK1WR\nxowZQ3FxcaTRaOQxfXx8aNq0aXT16lUi0r4ww8PDadasWaRWq2nq1Kk0Y8YMOnfunEmDo06dOnTs\n2DECQO+99x4BoJkzZ9JHH31kkcFCpH22e/XqRStWrKD+/ftTYmIi/fHHH5ScnExxcXFUoUIFg+1G\njBhBPXv2pJCQELpz5w4FBwdTWFiY3N/MmTMVOo+LiyMA1K1bNwJA9+/fp5MnT9KkSZPozp07tHTp\nUsX+69ata7HRtWjRIgJAGzduNLgHZsyYYXbbNWvW0NChQ42u++KLL+j69es0ZMgQ6ty5Mz1//tyg\nTFJSkjTOfH19af369fTNN9/I+6NZs2YEgFq3bi236dKlC505c4YAUHh4uLxG33zzDQGgmJgYOnXq\nlOKarFq1ih49ekR9+vSR5cVzo8uoUaMIACUkJBjImpaWRo8fP6aAgAAaPny4rBOFDOHh4QSAJk2a\nRCtXrqSEhARKTk6mp0+fyrolJCSEhgwZQi9evKAvvviCWrduTZ06dVLIcOzYMQoODpZ14syZMxVG\nvfj4TUhIoLi4OLn833//paNHj5I+KSkpcvuoqCgaOnSoQZlGjRoRAGl8AaBmzZrR3bt3jeq2a9eu\ndOjQIbpy5Qq1bNlSXrMff/yRANAvv/xCnTp1og0bNtCvv/5K9+/fp3/++UdxzPv371PhwoUpNjZW\n1gteXl4GhjMR0bJly8jBwYHKly9PQUFBtGPHDlmXxcTE0PTp0+V9osvWrVvJycmJEhMTDfapy8uX\nLw0+YJ8+fSqftYxy8+ZNs++Hs2fPUkJCAgUEBNDRo0dlXaJWq+nx48eKa/DkyRPq378/paWlkVqt\npjt37tCOHTvk+1nw+PFjItLWtfv371esU6vVinfsnj17aPfu3USkvSdMyZorRteOHTto2LBhMr9p\n0yYaPXq0oky3bt3kS4OIqH379nTp0iWlgBk0ugIDA2nSpEnyJndwcFB8yYr01VdfGSybPHky7dix\ngwoWLGiwTv8FMH78eKpTp47MT5gwwWQFO3jwYJo6dSq1aNGCLly4IJeLF/fGjRupfv36skVg8eLF\ntGnTJvLz85NGQHrpww8/pNmzZxMAWrJkCXl6ehIAqlevHr333nvUpk0bAkCdOnWS27i7u8v/+fPn\nV+zv2rVr8v/169fpyJEjBsfs1KkTubm5EQBq27atNA4rVqxoVMZWrVoRAGrUqBG5ubnRnDlzaNq0\nadSuXTuqWrUqtW7dWl4DkerUqUP/+9//LH4RitS5c2cCQF5eXuTo6EiVK1eWyzKaateurcivWrVK\nkdd/4eqnHj16EADavXs3AVC0jOkmXePRWFqxYgUBkLrVTWKfRYsWzdC51apVK1PXJKvpxIkT2bo/\nDw8PAkDlypUjX19fGjVqFP3+++8Z3s8777xjcdnu3bubXFe+fPkcuY6ZOUdAa+Bs3bqVli9fTnZ2\ndgSADhw4QNWqVVOU0332Ro0apajnHB0d5bYieXl5GT1ejRo1DJatWrWK5s2bpzBY0kvff/+9In/+\n/Hm6c+cOjR07Vi4bP368NO6mT59O77//Ps2aNcvk9RPnoPtxK9L7779vUpZ///1XGl2ZSeIesbe3\nl89h4cKFTZYfNmyYIi9aykTdDoC2bdtGcXFxFBcXR+vWraMyZcoY3VefPn0Mlp09e5aSkpIU75zT\np0/L8iqVigBtPVWgQAHat2+flH/RokV08OBB+vfff6UBOX/+fLp16xaFhobS0KFD6dKlSxQdHS0b\nZHr16kURERHUokULWr9+PW3dulUhz7fffksPHz6k2NhYmjJlioG8gwcPJgDUrl07acACoLFjxyrq\n5MqVKyu2q1q1Ki1YsIAiIiIoNTWVAG2dKt5bs2fPlvWJuG9at25NAwcOlPsQLbsA6McffyRnZ2cC\nQCNHjpR6MYXVjK6dO3daZHT9/fffMt++fXu6fPmyUkAzwhtDfNly4pRTSf/F8yal4sWL57oMnDhx\n4mRryRRWc6QvX748wsLCZD4sLAwVKlQwW+bhw4coX768wb68vLwwbdo0TJs2DYsWLVI4KPv7+yvy\ngYGBmD17NgDAx8cHDg4OALTDvT///HPY2dmhd+/eAIC9e/cqjtO4cWM4Ozvj+PHjGDp0KNzc3NC0\naVNFmd9++02RL1iwoPy/atUq9OjRQw4BJyJMmjRJru/evTsAoHfv3mjYsKFimWDHjh1YtGiRwTUw\nhbHh5mLk1caNGzF16lQULFgQq1evxvLlywEA3t7esuzbb7+NiRMnKq57x44d5f/BgwejS5cuiu2m\nTZuG0NBQnDlzBhMnTkSjRo0MZChcuLAib29vL/83btzY4Fh9+/bFtm3bMHToUDRv3hwTJkww2KeY\nLN3UyLLevXvDzs4OkydPxpIlS9CyZUs4OTlJ5/bBgwcb3S49ihQpIv9PnDjRYL1Go7F4X926dbOo\nTL9+/WS+bdu2AIApU6ZgxYoVBuXFtfX19TW6vy5duqB58+Zo3ry50fWVK1dW5L/++muTsonnSfDn\nn3+iTp06JstnF2PGjLH6MTKD7vNvbZYtW2awTNyb165dg0qlksuPHj1q0T6bNGmCefPmoVWrVmbL\nbdmyBdWqVQMANGjQQOEQbikjR46U/8eNG2ew3sHBAaNHj8ZHH31k9F7u3LmzIl+lShX5f+rUqZg/\nf77R4/bo0cNg2ZEjR3Dq1CmLZQeANWvWZKi8JejXk4JatWrh/v37imW6dUJ2M3r0aFSsWNHk+jJl\nyqBZs2Yy7+zsDABwdHRE9erV8ddff+H8+fNo2LAhWrRoIUf3fvjhh+jTp4/crn379vK/qXMHgKZN\nm2LWrFkoW7Zshs6jaNGi8v+iRYtQr149WX8ChvUXAMV5WYqxd9B3331n2b4y1IyUAVJTU6lKlSoU\nHBxMycnJ6TrSnz17Ntsc6Z8/f05r166VeRcXF+m/QkTSuVGj0Ugfh7179yr2IXxgQkNDyd/fn54/\nf07R0dFERLRv3z66fv267BuOiIig5cuXm/SlevHiBU2cOJGSk5OlX0FycrL0P5o/fz516tRJ0cr3\n6NEjUqvVCsu5Tp069PjxY5kXztLC/yEhIYECAwPNXpsHDx7I/8JvzRhbtmyhgwcPymsBgEJCQoz6\ndKWkpNDVq1dp3LhxVKdOHSpRogQNHz6cFixYQIC2mTg6OpocHR0pICBAbgeAli1bRkeOHDFwqFar\n1bR9+3aKiYkhPz8/o33n0Puy0NWxMYT/mugyEb5d4l4Q/xMSEmjy5Ml08OBB6SOXnJxMAQEBdP36\ndZNfNt7e3opm7cmTJ9O1a9dIo9FQWloa7du3j7Zt20aAttk6f/78lJSURCkpKZSSkkIJCQl07do1\nxXU15jQt9n/z5k0CtD4z4t7TlWfWrFl07tw56bNApNX55s2bCdB2jwCgv//+mwBtN7JwBD58+DBd\nvnzZ4Bx79+5NgLZrWTxjjx49IgDy3jTmz/Ttt9/K//379zdY7+/vTwAoMTHRaGs1kdZX5NChQ4rn\n9sMPP6TFixdL/zL9NGbMGNqyZYtVvmTLly9vtNvMWBLXGgA1adLEaJnAwEDZTSFSu3btCADdvn2b\niIiaN29ODx48kOtv3bpF27ZtIyJtvSe6XIhIUVesXLmS/u///o+mT59OPXv2lPf7vHnziEjrTC98\nZIQLwuPHj2nmzJn0ww8/yOcnKipKOnqb6q4Xbguffvqp9GcUMl29elX6CQFaV4O0tDS6ePEiXb58\n2cC/9eeffyYAdObMGcUzKp7Z6Oho6et5/PhxuV2hQoWoaNGiVL16dQoICKCyZcvKrqTJkyfLcoGB\ngQRo/TunTZtGjo6OVLx4cRozZgz5+/vT6NGjKV++fPTll1/Ss2fPZDeXWq026LqbP3++0ZZfoS9j\nXZVCJgDUsmVLunTpkqKue/z4MV27do0GDx6seP5XrlxJmzZtopMnT9K2bdvou+++ozt37tDhw4fp\n0KFD5O3tTQsWLKDg4GACtP56Ql8PHz6kHTt20NmzZwmA0QEWos46d+6cfO8RES1cuJB8fX0pIiKC\nAgMDDfyjBLq6EPeXGKAUExNj1I9ZPPfCj1fw8uVLOnHiBC1ZskS6Dv3444+KgRpiMEBUVJS8nrrv\nU12f1tTUVLK3t6fQ0FDq3LkzaTQaiouLo5UrV9LkyZNp+PDhdOzYMfmcEhGNHDmSypYtK/MajYbi\n4+PJ39+fduzYQb169ZLHEj6YprCq6//BgwepRo0aVLVqVZo9ezYREa1YsYJWrFghy3z22WdUtWpV\natCggUHXIlH2jV58Xfntt9/IycmJAFD79u3l8lGjRtHGjRtzTI6lS5dmajSKuW0AGDjkZoS5c+eS\nj48PAZAvHktISkoyOqI0JSWFunXrlu724oWvn549eyb9tqZMmWLUUNRoNAon5szw+++/S2f8s2fP\nKtYBWt+5hw8fmhytlhH0z7FFixYEwGDAi3h2Aa0fiPBjE0nX9+jOnTsUFBREt27dIgDk5+cnDUjd\n4+oaJ8YICwtTjLCbP38+rVixgvz9/enjjz+mGzduEBHJfR8+fJgGDRpEf//9Nz18+DDTfldpaWk0\nZswY+umnn8jV1dVkOfGCHj9+PGk0GrK3t5fnIirw48eP07Fjx+jDDz8kIqLt27fT4sWLqX///lS5\ncmW6deuWYqCKYP369VS6dGmj10V3FKD+9Vu+fDmNHTuWiLSOwPovv0uXLlFQUJBF9W58fDw9evRI\njsxcuXIlAaB169bRiBEj6M6dO0REcnSmPoGBgYqPQGMkJiYavMDv3bsnjVBddMv9+++/8hmPjY2l\n5cuXExEZOKVnFLVaLT9WQ0NDFfoW8i5YsEDhm0VE9O2335JGo6G9e/dKI++9996j5ORkWrp0KQ0Z\nMsRiGXQHb1mCqAeED6Iu1hphqK+z7EIYqTkx0jUqKopu3rwp88LIt4RcM7qygzfd6CLStgL++uuv\nVh+Cm9Nk1egS5MZ12bp1K/3111908eJFAkBLly7NcRmMIb6Ys4tVq1bRwIED6d69e1SkSBHq2bOn\nWWNO9yUqXjrClzMmJobu3bunKH/o0CFKS0ujhw8fGn3WRQtZVhDGne7oVyLtSN/MGF269OzZkwCQ\nSqWipk2bkre3tywnHJKF8X3w4EHZmu/r60urVq3K0nlZwvnz5+UHryC950Wj0dCRI0csPoZGo6Gt\nW7eSRqOh7t27U2hoqGL9tWvXjIbBeN1JTEyUul68eLFiXcOGDQkADRw40GA7ABm6vtlFYGBgjtxz\n1ubkyZO5LUK6mKuzVP8VsFlUKtUbH9k7r6JSqbBs2bJM+YfYEpcuXUKdOnXM+ijkFCqVCi1atJAB\nOrOTFy9eIH/+/HjrrbcsLl+gQAGFP19GiY+Px4ULF9ChQ4dM7+Off/5B7dq1ERUVBScnJ8W6J0+e\noFSpUhnan259lJCQgPj4eEyfPh3NmjXDsGHDsHPnTmzYsAELFiyAv78/RowYkWnZGdtGpVKhQIEC\ncs5OwaBBg7B582aj764zZ86gadOmMoI/k/cwZ7ew1hmL4Lm0TPPuu+/mqMFlTheVKlVCy5YtrXLc\nIkWKWGxwifJZMbgAoESJElkyuHTRdTQXODo64q233sKePXvS3b5MmTIGy65cuYJKlSqhQ4cOaNCg\nAQDtDAX79u1DzZo12eDKQXKjjmrUqJEcYKDL2rVrTU791Lx58zxvcPH7wjTm5y9gGOa14sGDB7kt\ngs1hzNjSJSkpCU+fPgWgnX/R2AikDz74AA4ODjh06JDRffTv3z/rgjKvHadOnTI6erlgwYI5OrKV\neX1go4uxiNdlvr83AdZFxhBGlznjq3jx4gCgaLVYv349vLy8cPXqVdSvXx8ajcZgcmPWhe2QG7oo\nVKhQjh/zdYCfC9Pk7TZOhmGY/zBndKlUKkyaNAklSpQAACxYsACenp4AtPGEVCoV8uXLhwIFCuSI\nrAzD5E2sYnTFxsbCw8MDNWrUQIcOHRAfH29QJiwsDG3btkXdunVRr149LFmyxBqiMNkE99HbDqyL\njJFe96Jgzpw5yJ9f2fh//vx5k8F4AdaFLcG6sB1YF6axitE1d+5ceHh4ICgoCO3bt8fcuXMNytjb\n2+Pnn3/GzZs3ce7cOSxbtgy3b9+2hjgMw7zBWNK9aIrGjRtnajuGYRhjWMXo2rt3r2ya9/T0xO7d\nuw3KODs7w83NDYA2dH/t2rURERFhDXGYbID76G0H1kXGyKjRVbNmzXSnxRGwLmwH1oXtwLowjVUc\n6aOjo2U8HCcnJ0RHR5stHxISgoCAADRp0sQa4jAMw1hsdP3zzz9WloRhmDeVTLd0eXh4oH79+gZJ\nfxJplUpltrJ7/vw5+vTpg8WLFysmq2RsC+6jtx1YFxnDmt2DrAvbgXVhO7AuTJPpli4/Pz+T65yc\nnBAVFQVnZ2dERkYaDSoIAKmpqejduzc+/vhjozPBC7y8vODi4gJAGyzRzc1NNl8K5XLeunlBdu//\n33//hb+/f66f3+uUDwwMtCl5bD0fGRkJQGt8Zff+AwMDc/38OM95W8sLbEWenDhff39/hISEID2s\nMg3QhAkT4OjoiIkTJ2Lu3LmIj483cKYnInh6esLR0RE///yzaQF5GqA8i0qlgo+PDz777LPcFoXJ\nwwQHB6NKlSqIj4/H22+/ndviMAyTx8nxaYAmTZoEPz8/1KhRA8eOHcOkSZMAABEREejatSsA4PTp\n0/jtt99w/PhxuLu7w93dHb6+vtYQh7FheGQYY234HmMYxlawiiN9yZIlceTIEYPl5cqVw4EDBwAA\nLVu2NDp9AmOb+Ot0ATK5C+siY2QlZER6sC5sB9aF7cC6MI1VWroYhmFsBWsaXQzDMBnBKj5d2Qn7\ndOVdVCoVli1bhlGjRuW2KEweJjQ0FJUrV0ZCQgKKFSuW2+IwDJPHyXGfLoZhGFuBW7oYhrEV2Ohi\nLEJ/KHB2wa2YGcdausirWNuni7ENWBe2A+vCNGx0MQzzRsAtXQzD5Dbs08XkGuzTxeQE4eHhqFCh\nAl68eIHChQvntjgMw+RxctynKzY2Fh4eHqhRowY6dOiA+Ph4k2XVajXc3d3RvXt3a4jC2DhsUDPW\nhn26GIaxFaxidM2dOxceHh4ICgpC+/btDaLR67J48WLUqVOHK0Qbh/vobQfWRcZgn643A9aF7cC6\nMI1VjK69e/fC09MTAODp6Yndu3cbLffw4UMcPHgQw4YN4xYPhmEYhmHyNFYxuqKjo+Hk5ARAO/l1\ndHS00XLjxo3D/PnzYWfH/vy2jrWiC3MLZ8bhSM8Zw5otXawL24F1YTuwLkyT6WmAPDw8EBUVZbD8\nhx9+UORVKpXRym7//v0oU6YM3N3duSnyDYZbOBlrwz5dDMPYCpk2uvz8/Eyuc3JyQlRUFJydnREZ\nGYkyZcoYlDlz5gz27t2LgwcPIikpCQkJCRg8eDA2btxoUNbLywsuLi4AgBIlSsDNzQ29evVCXFxc\nZsXPczg4OCA2NlYasOJLI7vyYll27z8oKEgxT5e15M9L+cDAQIwdO9Zm5LH1fGxsLACt0ZXd+1+0\naBHc3Nxs6nzf1Lz4byvyvMl5scxW5MmJ8/X390dISAjSwyohIyZMmABHR0dMnDgRc+fORXx8vFln\n+hMnTmDBggXYt2+foYAmhl5yKAkl1r4e/jqGUXbBISMyhzV0kZd59OgRnJyckJKSAnt7+2zdN+vC\ndmBd2A5vui5yPGTEpEmT4Ofnhxo1auDYsWOYNGkSACAiIgJdu3Y1KSRju1jrAWLDOeO8yZVZZmCf\nrjcD1oXtwLowzWsbHJVbupS8jtdDpVLBx8cHn332WW6LwuRhHj9+jNKlSyMtLQ358uXLbXEYhsnj\n8ITXTJbR7btmchfWhe3AurAdWBe2A+vCNGx0MQyTp+HRiwzD2ArcvZhHeB2vB3cvMjlBbGwsHB0d\nodFo2PBiGMbqcPciwzAMwzBMLsNGl5WIiIhA7969UaZMGVSpUgVLly4FoB2tN3fuXFSrVg2lSpVC\n//79ZbyxkJAQ2NnZYf369ahUqRIcHR2xYsUKXLx4EQ0aNICDgwM+//zzXDkf7qO3HVgXGYPnXnwz\nYF3YDqwL01jF6IqNjYWHhwdq1KiBDh06ID4+3mi5+Ph49OnTB7Vr10adOnVw7tw5a4iT42g0GnTv\n3h3u7u6IiIjA0aNHsWjRIhw+fBhLlizB3r17cfLkSURGRsLBwcGge+3ChQu4e/cutm7dijFjxmD2\n7Nk4duwYbt68ie3bt+PkyZO5dGYMwzAMw2QWqwVHLVWqFCZMmIB58+YhLi7OaHBUT09PvPfeexg6\ndCjS0tLw4sULvP3220oBX0OfrvPnz6Nfv3548OCBXDZnzhwEBQXh/Pnz8PHxQbt27QAAkZGRqFy5\nMpKSkhAaGooqVaogPDwcZcuWBQCUKlUKv/zyC/r27QsA6NOnD1q1aoUxY8YojmnL18MU7NPF5ARx\ncXEoWbLka/d8MAzzemLufZzpaYDMsXfvXpw4cQKA1rBq06aNgdH19OlTnDp1Chs2bNAKkj+/gcGV\nVbKjOyEzFfWDBw8QEREBBwcHuUytVqNVq1Z48OABevbsqZjkO3/+/IpJwcVk4QBQqFAhg/zz588z\nLBPDMAzDMLmLVboXo6OjpaHg5OSkMCgEwcHBKF26NIYMGYKGDRvC29sbiYmJ2SoHEWU5ZYZKlSrh\nnXfeQVxcnEwJCQk4cOAAKlasCF9fX8W6xMRE2bJlCbkxAov76G0H1oXtwLqwHVgXtgPrwjSZNro8\nPDxQv359g7R3715FOZVKZdRISEtLw5UrVzBq1ChcuXIFRYoUMTs/4+tE48aNUaxYMfz44494+fIl\n1Go1bty4gUuXLmHkyJGYPHkyQkNDAQAxMTEG1yw9uJuEYRiGYV4/Mt296OfnZ3Kdk5MToqKi4Ozs\njMjISJQpU8agTIUKFVChQgX873//A6D1VTJldHl5ecHFxQUAUKJECbi5uWVW7BzBzs4O+/fvx1df\nfYUqVaogOTkZtWrVwqxZszBmzBgQETp06ICIiAiUKVMGAwYMwAcffADAslYsc2VsZdZ1S/NBQUGK\nyVFzW57XJS+wFXlsOf/s2TMIsnv/Ypktne+bmm/Tpo1NycP5Nycv/oeEhCA9rOZI7+joiIkTJ2Lu\n3LmIj483alC1bt0aa9asQY0aNTBt2jS8fPkS8+bNUwr4GjrS5wav4/VgR3omJ2BHeoZhcpIcD446\nadIk+Pn5oUaNGjh27BgmTZoEQBu7qmvXrrLc0qVLMWjQILi6uuLatWuYPHmyNcRhsgFdi57JXVgX\nGcOaxhbrwnZgXdgOrAvTWGX0YsmSJXHkyBGD5eXKlcOBAwdk3tXVFRcvXrSGCAzDMAzDMDYFz72Y\nR3gdr4dKpcL69evh6emZ26IweRjuXmQYJifJ8ThdDGMJQUFBqFKlSm6LweRx8uXLl9siMAzDAOC5\nFxkLsUYfffXq1fmFmAnYXyJjFC9eHDdu3LDKvlkXtgPrwnZgXZiGjS6GYfI8devWzW0RGIZh2Kcr\nr8DXg2EYhmFynzzp0+Xg4JAr0+HYKrrzPDIMwzAMY3tYpXsxNjYWHh4eqFGjBjp06ID4+Hij5ebM\nmYO6deuifv36GDhwIJKTkzN0jOyYWzGvpNjY2OxSn1G4j952YF3YDqwL24F1YTuwLkxjFaNr7ty5\n8PDwQFBQENq3b280Gn1ISAhWr16NK1eu4Pr161Cr1di6das1xGGygcDAwNwWgfkP1oXtwLqwHVgX\ntgPrwjRWMbr27t0rYy95enpi9+7dBmWKFy8Oe3t7JCYmIi0tDYmJiSj//+ydd1gUV/fHv0tRoqig\nYkWDYsUCWGNvwRY15lVj7CZo0KhR48/ERH01+sYSSyQSk5jERI0aa+yS2BDFrqAoFqoNUCwICFJ2\nz+8PnHGHLSxb2AHO53nuA3fm3pkzc3bunLnlnJo1LSEOYwZ09VYyhQ/rQj6wLuQD60I+sC50YxGj\n6+HDh6hatSqA3ODXDx8+1ChTsWJFzJgxA7Vr10aNGjXg5OSEt99+2xLiMAzDMAzDWB2jJ9L7+Pgg\nMTFRY/s333wjySsUCq0T3qOjo7Fq1SrExcWhQoUKGDJkCDZt2oQRI0YYKxJjQQyJns4UDqwL+cC6\nkA+sC/nAutADWYCGDRtSQkICERHFx8dTw4YNNcr89ddf5OvrK+Y3bNhAn3zyiUY5T09PAsCJEydO\nnDhx4iT75OnpqdM+sojLiAEDBmD9+vX44osvsH79egwcOFCjTKNGjbBw4UJkZGTAwcEBR44cQZs2\nbTTK8YQ8hmEYhmGKAxZxjvr06VO8//77uHv3Ltzc3LBt2zY4OTkhPj4e48ePx4EDBwAA3377Ldav\nXw8bGxu0aNECv/76K+zt7c0tDsMwDMMwjNWRvUd6hmEYhmGY4gDHXmQYhmEYhlkUzPkAACAASURB\nVCkE2OhiGKbYYGtrC29vbzRt2hReXl5YuXJlvjFJ79y5gy1bthSShAzDlGTY6GIYpthQpkwZhIaG\n4tq1azh8+DAOHTqEr7/+Wm+d2NhYbN68uZAkZBimJMNGF8MwxRIXFxesXbsWAQEBAHJ9B3Xu3Bkt\nW7ZEy5YtcebMGQDArFmzcPLkSXh7e8Pf3x8qlQozZ85EmzZt4OnpibVr11rzMhiGKUbwRHqGYYoN\n5cqVQ2pqqmSbs7Mzbt++DUdHR9jY2KB06dKIjIzE8OHDceHCBZw4cQLLly/Hvn37AABr165FUlIS\nZs+ejczMTHTs2BHbt2+Hm5ubFa6IYZjihEX8dDEMw8iNrKwsTJ48GVeuXIGtrS0iIyMBQGPO17//\n/ovw8HDs2LEDAJCSkoKoqCg2uhiGMRk2uhiGKbbExMTA1tYWLi4umD9/PqpXr46NGzdCqVTCwcFB\nZ72AgAD4+PgUoqQMw5QEeE4XwzDFkqSkJEyYMAFTpkwBkNtjVa1aNQDAhg0boFQqAWgOSfbq1Qtr\n1qxBTk4OAOD27dtIT08vZOkZhimOmGx0BQYGolGjRqhfvz6WLl2qsX/Tpk3w9PRE8+bN0aFDB1y9\netXgugzDMAUhIyNDdBnh4+OD3r1747///S8A4JNPPsH69evh5eWFW7duwdHREQDg6ekJW1tbeHl5\nwd/fH+PGjYOHhwdatGiBZs2aYeLEiaIBxjAMYwomTaRXKpVo2LAhjhw5gpo1a6J169bYsmULGjdu\nLJY5c+YMPDw8UKFCBQQGBmL+/Pk4e/asQXUZhmEYhmGKCyb1dJ0/fx716tWDm5sb7O3t8cEHH2DP\nnj2SMu3atUOFChUAAG3btsX9+/cNrsswDMMwDFNcMMnoevDgAWrVqiXmXV1d8eDBA53lf/vtN/Tt\n29eougzDMAzDMEUZk1YvKhQKg8seP34c69atQ0hISIHrMgzDMAzDFHVMMrpq1qyJe/fuifl79+7B\n1dVVo9zVq1cxfvx4BAYGwtnZuUB169Wrh+joaFPEZBiGYRiGKRQ8PT0RFhamfSeZQHZ2NtWtW5di\nY2MpMzOTPD09KSIiQlLmzp075O7uTmfOnClw3VeT/E0RkTET8+bNs7YIzCtYF/KBdSEfWBfyoaTr\nQp/dYlJPl52dHQICAtCrVy8olUr4+vqicePG+PnnnwEAfn5+WLBgAZ49e4aJEycCAOzt7XH+/Hmd\ndRl5EhcXZ20RmFewLuQD60I+sC7kA+tCNyZ7pO/Tpw/69Okj2ebn5yf+/+uvv+LXX381uC7DMAzD\nMExxhD3SMwYxduxYa4vAvIJ1IR9YF/KBdSEfWBe6Mck5amGgUCg0AtIyDMMwDMPIEX12C/d0MQYR\nFBRkbRGYV7Au5APrQj6wLgqfihUrQqFQlNhUsWLFAt8zi8devHnzJtq1awcHBwesWLFCss/NzQ3N\nmzeHt7c32rRpY6ooDMMwDMMUEs+ePQMRldj07NmzAt8zi8deTEpKwp07d7B79244OztjxowZ4r46\nderg0qVLeq1FHl5kGIZhGPlR0t/Puq7fYsOLhsRPdHFxQatWrWBvb6/1GCVZYQzDMAzDlBwKNfZi\nXhQKBd5++220atUKv/zyiymiMBaG50vIB9aFfGBdyAfWBVMUKLTYi9oICQlB9erVkZSUBB8fHzRq\n1AidOnUy6ZgMwzDGkpaWhnLlynEPPMMwFqFQYi/qonr16gByhyDfe+89nD9/XqvRNXbsWLi5uQEA\nnJyc4OXlha5duwJ4/XXDec6XpLyAXOQpLvlDhw5BnfzKC9vkIn9Jznft2lVW8pSEPPP6ngQFBRnk\nid+kifQ5OTlo2LAhjh49iho1aqBNmzYaE+kF5s+fj3LlyokT6dPT06FUKlGuXDm8ePECPXv2xLx5\n89CzZ0+pgCV8oh7DMIXH/fv3UatWLW5zGMYASvr7udAn0qvHT/Tw8MDQoUPF2ItC/MXExETUqlUL\n3333Hf73v/+hdu3aSEtLQ2JiIjp16gQvLy+0bdsW/fr10zC4GPkgWPOM9WFdWI6CvkBYF/KBdcGo\ns3TpUgwZMkSyberUqZg6dSpSUlLg6+uLGjVqwNXVFXPnzoVKpQIAREdHo3v37qhcuTJcXFwwcuRI\nPH/+3GxyWTz2YrVq1SRDkAKOjo4ICwsz9fQMwzBmoyR/tTNMcWLYsGFYsGAB0tLS4OjoCKVSie3b\nt2P37t0YM2YMqlWrhujoaKSlpaFfv36oVasWPv74YwDA7Nmz0blzZzx//hyDBg3C/Pnz8d1335lF\nLg4DxDAM84q4uDjUqVOH2xyGMQC5v587deqEjz/+GKNGjcLhw4fxySefICQkBLVr10ZycjIcHBwA\nAFu2bMEvv/yCY8eOaRxj9+7dWLBgAS5fvqyxz5jhRZN7uhiGYYoLcn6BMExRxFQvBwLGPJvDhw/H\nli1bMGrUKGzevBnDhw/HnTt3kJ2dLS7kAwCVSoXatWsDAB4+fIipU6fi1KlTSE1NhUqlMircjy44\n9iJjEDxfQj6wLiwHz+kqurAu5Im5Qu4Yw+DBgxEUFIQHDx5g9+7dGD58OFxdXVG6dGk8efIEz549\nw7Nnz/D8+XOEh4cDAL766ivY2tri2rVreP78OTZu3CjO9zIHbHQxDMO8gnu6GKb44OLigq5du2Ls\n2LGoW7cuGjZsiOrVq6Nnz5747LPPxJ6s6OhoBAcHA8j11Ve2bFmUL18eDx48wLJly8wqk1UDXudX\nl5EP7JdFPrAuLEdBjS7WhXxgXTDaGD58OI4ePYrhw4eL2zZs2ICsrCx4eHigYsWKGDJkCBITEwEA\n8+bNw+XLl1GhQgX0798fgwYNMtsQKWDFgNeG1AXkP1GPYZjiQ2RkJBo0aMBtDsMYQEl/PxepgNeG\n1GXkA8+XkA+sC8vBc7qKLqwLpihgktFlSsBrU4NlMwzDmBthwmxJ/npnGMZymGR0mTLOac4xUsby\n8HwJ+cC6sBwFNbpYF/KBdcEUBawW8LogdTngNec5z/nCyJ87dw7Aa6PL2vJwnvNyzjOv70lQkMwD\nXhtat6RP1JMLQUFB/KDJBNaF+Xn06BGqVKmCK1euwMvLC9nZ2bCzy/+blHUhH1gXhU9Jfz8Xukd6\n9YDXSqUSvr6+YsBrIDcGY2JiIlq3bo2UlBTY2NjA398fERERcHR01FqXYRimsKlatSpu3LjBc7oY\nhrEoHHuRYZgSj0KhQGhoKJRKJVq1aoXMzEyUKlXK2mIxjKwp6e9njr3IMAxjJHZ2dsjOzgbAPV0M\nYwjOzs4lelGcs7NzgevYWEAOphgiTBZkrA/rwjLY29tDqVQCyF3F+M033wAA5syZg+DgYGzcuFGj\nDutCPrAuCp+nT59qjZN4/Phxs8VclHN6+vRpge8ZG10MwzDI7ekS5nRlZ2djzpw52Lt3L7755ht0\n6dIFo0ePNvrYWVlZOH36tLlEZRimiGLynK7AwEBMmzYNSqUS48aNwxdffKFR5tNPP8WhQ4dQpkwZ\n/PHHH/D29gYAuLm5oXz58rC1tYW9vT3Onz+vKWAJHzNmGMayKJVK2NnZISYmBg8ePECnTp2QnJwM\nJycnjbLGtkU///wzJkyYwG1ZMSM5ORkJCQm8CIyRYLEwQEqlEpMnT0ZgYCAiIiKwZcsW3LhxQ1Lm\n4MGDiIqKQmRkJNauXYuJEydKBAsKCkJoaKhWg4thGMbSCPO4VCqV2NMlDDOag/DwcGRkZJjteHLk\nzJkzJXJuz+TJk+Hh4WFtMZgihElGlyHxE/fu3YsxY8YAANq2bYvk5GQ8fPhQ3M9ffkUDni8hH1gX\n5iUrKwtAblukPqdLFxkZGWIbZogumjdvjuTkZNMFlTFXrlyxtghWeS5evHhR6OcsCnAbpRuTjC5D\n4ifqK6NQKPD222+jVatW+OWXX0wRhWEYxijUjS7B2NJldAUHB2PixImoVq2aUecoruTk5Ij/t27d\nGk+ePLGiNIVHQXr3du3ahWvXrllQGqYoYJLRZegPTldv1qlTpxAaGopDhw7hhx9+wMmTJ00Rh7Eg\n7OlZPrAuzIu6mwjB2AoJCdFatkuXLoiPjxfzhupCOEdefvvtN2zatKkA0soTdaPr4sWLuH37dqHL\nIPfnYtCgQfj000/FPBHh999/t6JElkPuurAmFo+9mLfM/fv3UbNmTQBAjRo1AAAuLi547733cP78\neXTq1EnjPBx7kfOc57yl8omJiQBye7dCQ0MBAP/5z3+gC/Vl4sLx3NzcoFQqxbYu7/kEoyvv+ceN\nGwcHBweMGDHCatdvjnze6xOQi3yWyqtPlTGk/PPnzxH0KlxRRkYGPvroI9SpU0c218N54/LC/4bE\nXgSZQHZ2NtWtW5diY2MpMzOTPD09KSIiQlLmwIED1KdPHyIiOnPmDLVt25aIiF68eEEpKSlERJSW\nlkbt27enf/75R+McJorImInjx49bWwTmFawL8xIZGUkAqEqVKuTv708A9KaePXuK7ZKgi4oVK2pt\nqx4+fEgAaNKkSWL98PBwcT8AcnFxKZTrtCTffPONeP0A6PTp03Tx4sVClcEaz0WzZs0MfkcBIB8f\nHzH/7NmzYvt+K+ltlD692uRvlulGPfaih4cHhg4dKsZeFOIv9u3bF3Xr1kW9evXg5+eHNWvWAAAS\nExPRqVMneHl5oW3btujXrx969uxpijgMwzAFRphv9ejRIxw/ftyoY6Snp2ts27NnD6pWrSo5BwCN\nea9JSUlYsmSJRi9RUUJ9eFGgVatWxX4um62tbYHK29i8fuUuXLgQAC8mK2mYHAaoT58+6NOnj2Sb\nn5+fJB8QEKBRr27duggLCzP19EwhIXSnMtanJOviwYMHyMzMRN26dQ2uEx4ejmbNmuncr24YaDMe\n8vLy5Uvxf0EXwvxWIhL/HzhwoNZz2NlpNrtffvklOnbsWGTntea9b4IhkXdBQnJyMiIiItC+fXvJ\n9uXLl+O9996Du7u70TJY47kwxOiKjIwUr0vd6BKGopVKJYgIycnJcHFxsYygr4iKisL69etFgw8A\nUlNToVAo4OjoaLbzlOQ2Kj9M6uliGIbRRXp6uklL6rdt24ZWrVrh8uXLog+t9u3bF/jF3Lx5c71+\nstQnueua8K5OcHAwAOCHH37AnDlzALw2ugYNGqS1zrNnz8T/tRld+rYDQGhoqMTYM5SkpCRcvXq1\nwPVevHiBR48eGVw+r9G1d+9eAMDUqVMBANu3b0ePHj0wf/58dOjQAQqFQmJgzpw5UxwdMYS0tDQk\nJCQYXF5ApVKZ1eG2YHStW7cOX3/9NZ4/fy5ZaAEADRo0wLZt2wBIF58J+lSpVFi4cCGqVKliFpn0\nsWvXLvzvf/8T8xEREahduzbeeusts57H19eX3WnogI0uxiCK8tBHccOausjKysLhw4dFI+b27ds6\n3St06dIFLVq0wJMnTzReROoMHjxY62rBzZs349KlS2jZsiV69eqFbt264fnz5wWSV/C7pc/ZaUF7\nugT8/f3F+IzCy/Tvv//WahwJRgiQazAA0BjK1Gd0tWjRAkuXLkVqairWr1+v9Rq09ZKNGTMGnp6e\n2Llzp3htmzZtyvc6hw8fLg6NGkJeY3Xp0qUAgLVr1wIAduzYgWPHjkmMnZiYGEkdYd/s2bOxbt06\n9OvXT+f5PvroI3EhloAhz4XwO8g73GusnzGh52ru3LmYP38+Bg8eLC4UA4CbN28CgLhYg17F7AMg\nPkMqlUoccj537hz+/vtvo2TRxdy5c1GnTh0AEGUTZGjSpAmSk5Nx/fr1fI+TnJxssCuQdevWGTap\n3ASePXuGYcOGWfQcloCNLoZhDKZ06dLo2bMnPvzwQwBAw4YNsX//fq1lr1+/jtu3b6Ny5coaq5rV\n2blzJ3bs2KGxXb1X4OjRowgODtbrtFQbwss1OzsbixYtgo+Pj0YZdYOhIEaX+jWpy/rGG2/ordev\nXz+cO3cO3bt3l2y3tbVFx44dxZ6poUOHQqFQiAZbUlISypcvj7Fjx2occ+PGjejcubOYX716NYYN\nGyYagIMHD8bFixcBACNHjhRXaeri/v374v85OTn4559/9JbPr4dQ0Ju6Yeng4KC17KJFi+Dr64sD\nBw6I24gIO3bsQHh4OBQKhaTnUJ309HTxXAqFQkMuYV+HDh3EbYMHD4aXl5de+e/cuSPJJyUliXIB\nr6//yJEjAIDY2FicOHFCDA80ffp0AMChQ4dgY2ODpUuXikaXMLwIAFevXsXBgwf1ypKSklKgXs/g\n4GDRABKGEPNz1qtQKHD37l3Jtnbt2mncp9DQUERGRkq2Cc9QmTJlDJbRGC5fvoy//vrLouewBGx0\nMQbBY/TyQQ66OHnypDgn097eXrJv48aNyMnJkcxfyW84R6FQ4PHjx3j//fcB5A69qBsyQv2CDgsJ\nL8OsrCzs3LlTfCkKdO3aFd26ddMobwi6jC5DGD58uMa2oKAghISE4NatWwBe94S9++67AKAxnDZp\n0iSEhYXhypUrWLx4sWTfb7/9pvFCKlu2LPbt26chb2pqqmiQAbkG7uXLl8V8cHAwevfurfNaUlNT\nkZmZqfti8bqHSX2YVzBO582bByBXt0ePHpXUS09Px8CBAxEfH48hQ4YgNjZWUledrl27omzZsli2\nbJlobOeVSzC61I1OXTofNGgQYmJi8PjxY7i5uUGhUIjXUaVKFdy7dw/nzp0DoOn8tm7dunqf023b\ntkmGFwW5UlNTkZOTg+TkZERFRWmtW6VKFdHFiMDIkSM1hoODg4OxZcsW8TlMT08X5c9rRGpD+B0K\n3Lx5U2MRSIsWLdClSxfJNsGgK+gHUkHJry1YvXq1Rg/7vn37xJ5mY5g5cyYCAwMB5BreQhzpAmHq\n0shDhw5Rw4YNqV69erRkyRKtZaZMmUL16tWj5s2b0+XLlwtU1wwiMgxjAnjl6uDAgQPi/05OTuL/\n27dvp3PnzhER0c8//0wAaPXq1RquFnx9falFixZUr149IiJ6+vSpuM/d3Z3Wr19PAKhHjx4EgP7z\nn/9oHKNs2bKSNuHkyZMUEhJCRESTJ0+mEydOSGRPSkoiAHTv3j1q1aqVRnuS9/itW7fO12WEkKZM\nmSIer1y5cpJ92o5taGrYsCFVrVpVbxkbGxsCQFOnTqUTJ05Iztu9e3etderUqSP+r+7OYcKECWLd\n69evS+osW7aMdu3aJblvV69epe3bt4v3Pb/rJiLas2ePxnbBRVCLFi0IAHXs2FGjTEREBAGg2NhY\nAkB79+7VOLZAeno6AaDx48fTkydPCAA9ffqUiHJdFF2+fJlSU1MJAJUqVUqsp+13QUTk4eFB4eHh\nkvNFR0dTkyZNCADFxMSI2x0cHPTqK+/vo1WrVuJxkpOTafTo0Vrr7du3jz777DPKzMykFy9eSO7v\nw4cP6e7du5JtSqVSlP/NN9+UPE8AaMiQIQSAtm7dSsHBwTrvpbBNuH/CtnLlymmUK126tGTb7du3\nRV2pyyOwevVqUqlUGttv3LhBmzZtogsXLmitR0Tk5eVFhw4dopCQEPr3339FuV++fEm3bt2SlG3X\nrh0tWrRIQ15/f3+txxa4du0aBQUFad0n3Jf09HQ6deqUxn3Lzs6mS5cuaf09icfQe/Z8yMnJIXd3\nd4qNjaWsrKx8/XSdPXtW9NNlSF3hIhnrU9L9rsiJwtaFtpeButGlnpydnQ0yLIKCgigsLEyyzd3d\nXZKvUaOGRr033niDANCHH35Ihw8f1njZjx49moiI+vTpQ9nZ2RQfH08A6OTJk5Kyx48fp8mTJ2sc\n39vb2yD5AdC0adMIAFWoUEFjX1ZWlsHHMSVNmDBBNEQBUK1atQyqd+nSJZowYQKFh4eLL+WtW7dq\nlBs1apT4v5+fH+3fv1+yXzCUhZSTk6NxjMTERKpcubLG9sDAQOrWrRuVKVNGfKHnLdOmTRsCQMuX\nLycAGsbbzp076enTp5SdnS1umzhxouh7TfCTJqRz586J/7/33nukUqlEQ3vIkCH04MEDevnyJSUl\nJZGrqyuNGTNGUl8wQAGIxoUxqVWrVuLv/e+//5bcZ13JxsaGfv/9dzE/e/ZsAkAzZsyQlBPQ9Yz2\n7dtXNPLs7Ow06qk/lzdu3KC2bduKHxjVqlUjolyfm8I9Bl4be8+fP5fc4x07dtDKlSspISGBiIj+\n+OMPcV94eDj98ccf4vOYV05vb2/KzMwU5Ro5cqRk/9q1a0W5FyxYQEDucxcXF0ehoaHUsmVLAnI/\nuMLCwiRt2dGjR4mIKCYmhtLS0ogo1zAHQPXq1SMAlJmZSSqVil6+fElEJBpTAOjRo0d05swZAkAr\nV66kd955h4iIvv/+e437qdGeFrD9lXD69Gnq1auXmF+8eDEtXrxYUsbPz4/++usvMd+wYUNKSEgw\nqC4RG11ygY0u+SAHo8scaeHChZJ8zZo1jT7Wy5cvxf/nzJkjvnw3bdqkUfbFixdaDToAorNLbWnE\niBGSvDajTUjjxo2z2H0zR9q5c6f4v6Ojo0XPpete5DXgCiq3kJo2baqzfGhoqCR/+vRpjTJ5eze1\n9bBqS2vWrDH6njRt2lTyG2zfvr3Z7ndwcLBWI0Y95X32gFxD8I8//hCd/wK5vdh5y50/f54AiD11\nQK7z37i4OAIgMazU0yeffEIBAQEa2/Ma7uqpXLlyNGPGDA3jWT3t3r2bpk+fLuZLlSpFgOaH4bVr\n1yR59Q+xrVu3apxj2LBhYi/w1atX873veY1Cne2pKY3x9u3bady4cWJ+48aNNHnyZEmZfv36id3Q\nREQ9evSgixcv0o4dO/KtKzT4DMNYh8LqsQFe92IZk/L2kulLwlexttSoUSOd+z7++GODz9G4ceNC\nu2/GpHfffdfqMtSuXbvAdezt7U06p67eH0NSly5dzHr9Xl5eVteBtqTe25vXkChOadiwYZK8eo+x\nOZIuTJpIb2rAa4Zh5E1qamqhnUufL638iI6ONrjsli1bdO57/Pix0TKoc+PGDbMcR51///3XbMcS\nJtRbk7yr4wyhIAsdtJHfqj19VKhQwaRz58VazsHzW1Wovsjgzz//tLQ4ViNvO1BYfsVMMrqMDXjt\n6upqUF2BsWPHYv78+Zg/fz5WrVqlEWSS85bPC9vkIk9Jzq9atarQzpf3RV+5cmVJvl27dpg9ezbM\nhbOzs9btgwcPLpAXen3oM4j0GV2Cz6m8qzULC/VVlqaivrKsatWqqF27tsF1dbl6yI/85HdycjLq\nuOZg1qxZ+ZYpX758IUhieb788kuzHUu4J7/88gvefvvtAtXVFSWioJ7x8/PV5enpWaDjAbnhCytV\nqlSgOuPHjzesoClDD6YEvDakLhEPL8oFntMlHwpTF3nnMggrvYT04sULUiqVZuuS9/Hx0dlVr227\nMBfG1GGngiT1uSDmTO3atct3uCLvtqFDhxIAyURyAOLKLiGpT5iuXr26ZN+QIUPEVae60pUrV8SJ\n7kJw7/xS3759ycXFhYDcoWP1Sfa//PKLRnlnZ2dat26dZNuSJUvE//NOtFdflVemTBkqW7asxvBw\n48aN6ciRI1rlUw9uvmzZMq2T/fPeJ2P0Wr9+faPq3b17V7w2AJKFI6akZcuWab222NhYCgwMNOgY\nwm+oTp06tGbNGnr8+DER5XokEMq0adOGpkyZQlFRUeK2t99+m4DcoVphJamQhHlZNWvWFFef6ku3\nbt2iTZs2iVMg/Pz8aMuWLZIy9+7do6dPn4rz0IDXK2AHDx5MAOjIkSPUo0cP6tu3r1iG6PXqTwDU\nrVs38f8HDx4Q8HrCvZDS0tIk59GFyRbNwYMHqUGDBuTu7i4uz/zpp5/op59+EstMmjSJ3N3dqXnz\n5nTp0iW9dTUE1CM8wzCWJSQkRNKwdOjQQZIXuHfvntgIaWvU/+///k9vA/r333+LjWTecwrnEcoA\nrydnt2vXjvr37y+uJCyMdPbsWYscV9tkavV5RES57WF4eDg1bNiQANCiRYvEfeor2/JOpFafr/LW\nW29J9k2cOFFciaWeoqOjydvbmz755BMieu0KoFq1arR8+XLRGNCV+vbtS82bNycAZGtrK8qvfi3q\nqWLFipSQkEBNmzYVXWYsXbqUANCff/6pManb2dmZypcvTwCofPnylJiYSA8fPqTExETJeVJSUrTK\nFxkZKU7+/uqrr6ht27Z6r+fChQsFmjsoJH2GzJQpU7TOJfrqq6/EeyQ8c+r3TDBGBZcaupIwb05Y\nKQqAhg8frlHu3XffFZ9lAHTw4EHR3UrepFAoRAP42LFjGm3Gvn37aOjQoXT//n1xm2B8C6tP33rr\nLSIiyT0X9tWvX5+IchfqRUdH67w2dWJiYig9PZ2Icl19aCvz+PFj+vbbbyk7O5ucnJzExTfC6kWl\nUkkvX74UVysKCwUSEhIk90wg75wwoly3F9rOrY7sLRp9wjMMY1nUfUABoM6dO4v/L1iwQFL20aNH\nBEDrisG8K9XyrlQUvpAF/z1Cw6zegCmVSrpw4YJ4vurVq9P06dMpLCyMTp06la+vJF2+kAqaLl++\nLP5vqF8vPz8/rdvV/U7ldU8ASHv+1BHOq250qRuDQi+JkMaPHy/+36NHD7HHAQDNnTuXiDR9jQkv\nH3WEFzkR5eteo3///hL3AUJ99f8Fg2PlypV07Ngx0UVAeno6Xbx4kb799lvJtQvGJgCKiooS/Xc5\nOTlpyCnUE3pNevfuLW5/8uSJpOzEiRMlv+28aenSpURERk1+12bQqsuXt+fwo48+klyLsPCDiCgt\nLY2AXCMqLS1Np2EkpE6dOhGQ6wusX79+ov5nz55NK1asIAD066+/0u3bt8XzLVmyhFJTUyX38euv\nvxZXa5YuXZp8fX1p2LBhGr8PXQi9RoJvsxYtWoj7QkNDKTMzU/Sz5unpKamr3qOU102MNlQqFQH5\n++MSymn7nRMR/fDDDzR06FAiIsnCE4GJEyeK2w4ePEhEUncbupC9RaNPs8eLRgAAIABJREFUeKbw\n4OFF+VDYulBfwSj0xmzfvp1ycnI0ygKavSx5X7g3btzQGAY6duyY5FkHQBs3btTbgKlUKomTxbzn\nnD17Nvn5+dHp06cpJCRE9CsUEBBAjx8/Fl9CBU1XrlwR/9+wYYNBddSHWHTdl8zMTA0/Z+rL99UR\njCZ1o0ulUtG8efMkefW6Qs+U0Kuhrg+i176SBONPm4PKw4cPi6MV+Q2bDRs2TEMGINcJqvC/h4eH\n7h8ekeifS6BBgwYa98POzo4aNWokeS6A3CFVIqLExERycXGRXLM6AGjevHm0efNmArS7uFixYgUR\nvXY8q25455eE3qiffvpJq/7VV3HGxsZq3INbt27RtGnTJPIGBgYSEVFmZqZYt3bt2lSmTBl68eIF\nhYWFUVhYmNhTmpOTQ/379xd/s+r3Njs7W+f9F9yJCEZq1apVqVmzZnp1RqTZRgUHB4uuo4BcdxPa\nAHKHOrVtB14P7eVnF0RGRlJWVla+cl6/fj3fMkQkDmU7ODiI23788UcCct1NCPfw5cuXGh8KedEd\nYZVhGAa5E8ft7OyQk5MjBpzu2LEjbG1tNcqGh4ejSZMmyM7OFiecDxgwQFLmzTffxNatW5GUlCRO\nvi1durTGsVxcXFClShWN8CYC2lZPOzg44MKFC2jWrBnatWuHd955R7Kf1FZS6wswbQi3b9/GhQsX\nDCqrft6EhAS4ublphKgpVaoUHB0dJXEFhTh2eWMfChOY3dzcxG0KhQJNmjSR5NW5desW/vrrL8nq\ntB9++AGNGjUC8HqRhJ+fH9avXy8J4ySgPll66NChuHHjBnbu3CkpM3fuXCxcuBCOjo5QKBQoV66c\nZBVs+/btNY6ri7zXoG1y8507d2Bvby8J2jxlyhSULVsWQO491KfrlJQUvPHGG7Czs8OwYcNARPj9\n99/RokULUb/Cb104v3BsdZycnLSujhRCFqkvFBg2bBi2bNkCpVIpOZa6PgUaNGiA7777TqvspUqV\nwk8//YRx48bBxsYGRAQbGxtx8vjIkSNx4sQJ2NraiveyXbt2AHIni1etWlXvvdm6dStSUlJQsWJF\nAEBERITW5z4/OnXqJP4/YMAAtGzZUmu5s2fPokWLFhrbs7Ky8MEHHxgcz7FevXoGlfPw8DConLCy\nUX2FtZ+fH4YPHy5ZYFG6dGnMnDkTn3/+ue6DGWTmWZEiICLDFHvw6utyyJAhkqGZ/Lh16xalpKQQ\nEYkTVrUdV5iAKnDv3j1SqVSio1NDaN68OfXr14+IiKKiorSGGlFn4MCBRvV0CQ43hfMYUkfdezkR\niXORiF4PUxDl9qSoe7jv3LkzTZgwQeNaPvzwQwJyh2OFOSlEr4eDBQR/YQI//vgjffzxx0SUO4Sn\nftycnBzav3+/GArIUPJeq/Cl/9lnnxERUaVKlcTjhYeHS4au8uvpunjxIjVu3FjMP3782KCeDnVi\nY2PFIVGhZ9JQhCHzgIAAIiJxmJiINIbMc3JyxKEw9Un5Qvge9TBa//zzDwGgjIwMGjBgQIGuCWo9\nXYYghN67dOmSeB1FFWEIsrDtggULFlCnTp0MLq9PPqNdRjx9+hQ+Pj5o0KABevbsqdP/SWBgIBo1\naoT69etj6dKl4vb58+fD1dUV3t7e8Pb2FoNIMgwjP0JCQnD8+HFs3rxZ/Oo1hAYNGqBcuXIAgB49\nemgEnAaAU6dOaXw9u7q6QqFQFMjH36VLl7B7924AgLu7e75+BAsapFqgVKlSEjnzo1evXhr3TN3t\ngroc+/btk/iv6ty5M7p166Yh65tvvinWVe8p6dy5sySgr6+vr6Re1apV4eXlBSC3B0b9uLa2tho9\ngwVhxowZkmsTlv6r92I2bdq0QC4BWrZsiYiICDFfqVIlrF27FitWrDD4GFWqVMGGDRsA5PayCAG2\nDcHFxQXA617RBQsWYP/+/aJs6tja2oouT4R6wGu/WOp6UigUuHnzJkqVKoVNmzbB39/fYJkAw3ty\nAIhBmVu0aIFJkyYV6DxyQ3j2DHnuzMncuXMRHBxsnoMZa/nNnDlTnFy4ZMkS+uKLLzTK6IuvOH/+\nfHGcXB8miMiYEZ7TJR+Koy7Ue4/UWblypcXagPfee0/8ajY0ZiFe9S4JvQfHjx8nV1dXveX79u1L\nRLltpnAtwvmIiKKjoyWrvYmIgoKCKCMjQ6fsmZmZFB0dne81Xr58uUBf6EQkzkEyFOE6Z82aRQBE\n9xPffvstERG5ublpPR4ASS+WqVjquVi6dCklJSVpbM8bNoYod6XkoUOHaOHCheTk5ETfffedWP7C\nhQti2X///VdyrH379hWrd50l2ygAYu+5XNGnS6N7uvbu3YsxY8YAAMaMGSN+Yapz/vx51KtXD25u\nbrC3t8cHH3yAPXv2qBt8xp6eYZhiRF6nqwJTpkyROFE2J+q9PKNGjSpQPaH3AIDOOS69evUCAHHO\n1NKlS0Xnq+o9XXXr1oWfn5+kbpcuXfQ6IS1VqpRBzmK9vb0L/IVes2ZNrXOL8kOYAybIXatWLQDS\nnsGiyOeff67196ltzlu5cuXQu3dvzJkzB8+ePcO0adPEfdrmgQm88847kh49Rjfnz58Xe8+LIkYb\nXQ8fPkTVqlUB5HZZP3z4UKPMgwcPxAcPyO0SfPDggZhfvXo1PD094evra1J4BsbydO3a1doiMK8o\njrpwdXXV+hFmZ2dnsaGExo0bAwCGDBmCDh06GHWMrl27om/fvlr3CZ6yhWkVCoVCnIg9adKkAhl6\nhUn58uURGxtrcHlBb8JfR0dH3L9/H0OHDgUATJw4ESNGjNBb1xwU9nOhzejShz6jS6FQiL/H4oAl\nddG6dWuLHbsw0Lt8x8fHB4mJiRrbv/nmG0leoVBonR+hb87ExIkT8d///hdA7njpjBkz8Ntvvxkk\nNMMwjKl8/fXXmD17Nt544w1cuXLF6OOsWbMGRAQXFxe8//77YngTocdH2+qwqVOnGn0+OdKqVSv4\n+Pjg3XffRatWrSS9f+q9PeosX74c7u7uhSWi2VE3unQZleroM7qYkoNeo+vw4cM691WtWhWJiYmo\nVq0aEhISUKVKFY0y+uIrqpcfN24c+vfvr/NcY8eOFbu7nZyc4OXlJVrSQpw4zls2L2yTizwlOR8W\nFia+yOQgT1HN29ra4ty5cwCgtf3SRVBQkHi8VatWwcvLCyqVCjVq1MDjx4/x448/YtWqVaKrAPXy\ncrp+c+YF1wpBQUE4efKkQfVnzJiBoFexPs0hj/B/YV2/utElBIbWV17d6KpTp47F5bNmXtgmF3kK\n43qDgoIQFxeHfDF2otjMmTNpyZIlRES0ePFirRPp9cVXjI+PF8utXLlSp3dbE0RkzEhxnLxdVGFd\nmB91lw5C+uyzzwgAffPNNwTkeuLO2x4Juhg/frxkMvyOHTvo8ePHBVraz5hGYT8X6uGFDEFwFBsS\nEmJhyaxPSW+j9P0mbLSbYvkza9YsHD58GA0aNMCxY8fEKO3x8fHismM7OzsEBASgV69e8PDwwNCh\nQ8Vx6y+++ALNmzeHp6cnTpw4odP5GyMPBMuesT6sC/MjDAF+9dVX4ra33noLwOthQnUniAKCLohI\nMp1i0KBBqFSpkjiZnrE8hf1cFNTliFBe3cFmcYXbKN0Y7ZK5YsWKWn3u1KhRAwcOHBDzffr0QZ8+\nfTTKCX5TGIZhrI3gPf/TTz/FokWLALye5C0MIwnDhdrIa3QxjC5KgtHF6Mboni6mZKE+ds1YF9aF\n+RGMLnXDSTC6SpUqhaysLLGMOoIu6FX4FcZ6FPZzYayRnZ6ebmZJ5Ae3UbrhVoJhmBKPMLyo7UVa\nq1YtMf6kLlQqFfd0lTC0xQs1BGESPVMy4YDXjEHwGL18YF2YH109XRkZGXpdPwi68PLyQu3atS0v\nKKOTwn4u7Ozs0LFjR0mA8vygEuIQnNso3bDRxTBMiUeX0aXuFV7b8KJAcfO7xRjG0aNHS4whxZgH\no4cXDQ14/dFHH6Fq1aqiw8CC1mfkAY/RywfWhfnJO7zo4eGh4Tvw999/x969eyXbWBfywRq6KFWq\nlNHDjMUZfi50Y7TRtWTJEvj4+OD27dvo0aMHlixZorXchx9+iMDAQKPrMwzDWJq8Q4e+vr5wdHSU\nbPPy8tLrxJlhGCY/FGRk32ijRo1w4sQJ0TN9165dcfPmTa1l4+Li0L9/f4SHhxe4vkKh4O5bhmEs\njkKhwKNHj1ClShWsWLECn332mbVFYhimCKLPbjG6p8uQgNeWrM8wDGNucnJyrC0CwzDFGIsGvDaU\n/Opz7EXr54VtcpGnJOc59qJl8i1btpT0xhtSX4i9KAf5S3pe+F8u8pTkvLBNLvIUxvUGBRkWe9Gk\n4cWgoCAx4HW3bt0KPLxoSH0eXpQHQUFB4g+NsS6sC8uiUCgMHl5kXcgH1oV8KOm6sMjw4oABA7B+\n/XoAwPr16zFw4MBCrc8ULiX5AZIbrAvLY+iHHutCPrAu5APrQjdG93Q9ffoU77//Pu7evQs3Nzds\n27YNTk5OiI+Px/jx48X4i8OGDcOJEyfw5MkTVKlSBQsWLMCHH36os76GgNzTxTBMIRIYGIiOHTtq\nrF5kGIYxBH12i9FGV2HBRpc8KOndxXKCdSEfWBfygXUhH0q6LiwyvMgwDMMwDMMYDvd0MQzDMAzD\nmAnu6WIYhmEYhrEyRhtdpsZenD9/PlxdXeHt7Q1vb2+toYIY+aDuj4SxLqwL+cC6kA+sC/nAutCN\n0UaXqbEXFQoFPvvsM4SGhiI0NBS9e/c2VhSmEAgLC7O2CMwrWBfygXUhH1gX8oF1oRujja69e/di\nzJgxAIAxY8Zg9+7dWst16tQJzs7OWvfxXK2ig66eTKbwYV3IB9aFfGBdyAfWhW6MNrrMETtx9erV\n8PT0hK+vLyuJYRiGYZhijV6jy8fHB82aNdNIe/fulZQzJvbixIkTERsbi7CwMFSvXh0zZswouPRM\noWFITCmmcGBdyAfWhXxgXcgH1oUeyEgaNmxICQkJREQUHx9PDRs21Fk2NjaWmjZtatR+T09PAsCJ\nEydOnDhx4iT75OnpqdPesYORCLETv/jiC6NiJyYkJKB69eoAgL///ltjdaMAT8hjGIZhGKY4YLXY\ni6NHj0ZYWBgUCgXq1KmDn3/+WZwjxjAMwzAMU9yQvUd6hmEYhmGY4gB7pGcYhmEYhikE2OhiGKbY\nYGtrC29vbzRt2hReXl5YuXJlvv4A79y5gy1bthSShAzDlGTY6GIYpthQpkwZhIaG4tq1azh8+DAO\nHTqEr7/+Wm+d2NhYbN68uZAkZBimJMNGF8MwxRIXFxesXbsWAQEBAHJ9B3Xu3BktW7ZEy5YtcebM\nGQDArFmzcPLkSXh7e8Pf3x8qlQozZ85EmzZt4OnpibVr11rzMhiGKUbwRHqGYYoN5cqVQ2pqqmSb\ns7Mzbt++DUdHR9jY2KB06dKIjIzE8OHDceHCBZw4cQLLly/Hvn37AABr165FUlISZs+ejczMTHTs\n2BHbt2+Hm5ubFa6IYZjihNF+uhiGYYoSWVlZmDx5Mq5cuQJbW1tERkYCgMacr3///Rfh4eHYsWMH\nACAlJQVRUVFsdDEMYzJsdDEMU2yJiYmBra0tXFxcMH/+fFSvXh0bN26EUqmEg4ODznoBAQHw8fEp\nREkZhikJ8JwuhmGKJUlJSZgwYQKmTJkCILfHqlq1agCADRs2QKlUAtAckuzVqxfWrFmDnJwcAMDt\n27eRnp5eyNIzDFMcMdnoCgwMRKNGjVC/fn0sXbpUa5lPP/0U9evXh6enJ0JDQ8XtixcvRpMmTdCs\nWTMMHz4cmZmZporDMEwJJiMjQ3QZ4ePjg969e+O///0vAOCTTz7B+vXr4eXlhVu3bsHR0REA4Onp\nCVtbW3h5ecHf3x/jxo2Dh4cHWrRogWbNmmHixImiAcYwDGMKJk2kVyqVaNiwIY4cOYKaNWuidevW\n2LJlCxo3biyWOXjwIAICAnDw4EGcO3cOU6dOxdmzZxEXF4fu3bvjxo0bKF26NIYOHYq+fftizJgx\nZrkwhmEYhmEYOWFST9f58+dRr149uLm5wd7eHh988AH27NkjKbN3717RkGrbti2Sk5Px8OFDlC9f\nHvb29khPT0dOTg7S09NRs2ZNU8RhGIZhGIaRLSYZXQ8ePECtWrXEvKurKx48eGBQmYoVK2LGjBmo\nXbs2atSoAScnJ7z99tumiMMwDMMwDCNbTDK6FAqFQeW0jWBGR0dj1apViIuLQ3x8PNLS0rBp0yZT\nxGEYhmEYhpEtJrmMqFmzJu7duyfm7927B1dXV71l7t+/j5o1ayIoKAjt27dHpUqVAAD/+c9/cPr0\naYwYMUJSv169eoiOjjZFTIZhGIZhmELB09MTYWFhWveZ1NPVqlUrREZGIi4uDllZWdi6dSsGDBgg\nKTNgwABs2LABAHD27Fk4OTmhatWqaNiwIc6ePYuMjAwQEY4cOQIPDw+Nc0RHR4OIOFk5zZs3z+oy\ncGJdyC2xLuSTWBfySSVdF1euXNFpN5nU02VnZ4eAgAD06tULSqUSvr6+aNy4MX7++WcAgJ+fH/r2\n7YuDBw+iXr16KFu2LH7//XcAgJeXF0aPHo1WrVrBxsYGLVq0wMcff2yKOIwFiYuLs7YIzCtYF/KB\ndSEfWBfygXWhG5M90vfp0wd9+vSRbPPz85PkhYCzefn888/x+eefmyoCwzAMwzCM7GGP9IxBjB07\n1toiMK9gXcgH1oV8YF3IB9aFbkxyjloYKBQKyFxEhmEYhmEYAPrtFquGAUpOTsbgwYPRuHFjeHh4\n4OzZs6aKw1iIoKAga4vAvIJ1IR9YF/KBdWE9KlasCIVCUeJSxYoVC3yvTJrTpVQqMXnyZEkYoAED\nBmiEAYqKikJkZCTOnTuHiRMnisbV1KlT0bdvX+zYsQM5OTl48eKFKeIwDMMwDFPIPHv2rESOSBnq\nq1RSx5ThxTNnzuDrr79GYGAgAGDJkiUAgFmzZollJkyYgG7dumHo0KEAgEaNGuHEiRNwcHCAt7c3\nYmJi9AvIw4sMw1iB1NRUlCtXztpiMIzsKanvaV3XbbHhRWPDAN2/fx+xsbFwcXHBhx9+iBYtWmD8\n+PFIT083RRyLsnr1aty6dcvaYjAMUwicP38e5cuXt7YYDMMUM6wSBkihUCAnJweXL1/GJ598gsuX\nL6Ns2bJiT5kc+fTTT7Fq1Spri2E1eL6EfGBdWJ7ExESDyrEu5APrgikKWC0MEBHB1dUVrVu3BgAM\nHjxYp9E1duxYlC5dGtWqVYOzszO8vLzQtWtXAK8fNEvnAcDe3r7Qzie3vIBc5CnJ+bCwMFnJUxzz\nKpXKoPJCqA9ry8t5zlszX9wZO3YsatWqhYULF2rsE+5BUFCQYU5hyQSys7Opbt26FBsbS5mZmeTp\n6UkRERGSMgcOHKA+ffoQEdGZM2eobdu24r5OnTrRrVu3iIho3rx59Pnnn2ucQxARAB04cMAUcU0C\nAE2fPt1q52cYpvDYuXMnmdg8MkyJobg/K2PHjqW5c+dqbNd13fruh9XCAAG586RGjBiBrKwsuLu7\nS/ZpIysryxRxTcbe3t6q52cYpnAQeroYhmEAzWlSxmLVMECenp64cOGCwecy10UbS0k2uoKCgsQu\nZca6sC4sj6FGF+tCPrAumLzY2NggKioKdevWBSAdJnz8+DHGjh2LkJAQ2NjYoEmTJjhx4gQUCgVC\nQ0Ph6+uLqKgo9O3b1yjXEDplMtuRSgAl2ehimJIE93QxliYuLg4vX760thglCsGpKQCsWLECtWrV\nwuPHj/Ho0SMsXrwYCoUCWVlZGDhwIMaMGYNnz55hyJAh2Llzp9kMryJldFm7p8vOzuSOwSILf0HK\nB9aF5THU6GJdyIeipos6depg9uzZ1hajxFKqVCkkJCQgLi4Otra26NChAwDg7NmzyMnJwdSpU2Fr\na4tBgwaJC/7MgclGlylhgIBcr/be3t7o37+/qaJYHO7pYpiSAfd0MYVBUlKStUUoFMwVdsccCJ03\nM2fORL169dCzZ0+4u7uL9kt8fDxq1qwpqfPmm2+ardPHJKNLCAMUGBiIiIgIbNmyBTdu3JCUUQ8D\ntHbtWkycOFGy39/fHx4eHgbdUO7psh4lZWlwUYB1YXkKMqeLkQdFURc5OTnWFqFQICKzpIJSpkwZ\nidP1hIQE0dZwdHTE8uXLER0djb1792LlypU4duwYatSooeHk/c6dO/IYXjx//jzq1asHNzc32Nvb\n44MPPsCePXskZfbu3YsxY8YAANq2bYvk5GQ8fPgQQK7ProMHD2LcuHF6b+ipU6cAWN/o4p4uhikZ\ncE8XUxiUFKPLWnh5eWHTpk1QKpUIDAxEcHCwuG///v2IiooCEaF8+fKwtbWFra0t2rVrBzs7O3z/\n/ffIzs7Grl27CrTgLz9MMrqMDQMklJk+fTqWLVsGGxv9YnTq1MkUMc1GSe7pKmrzJYozrAvLw3O6\nih6nTp0qcr1dSqXS2iIUa/z9/bFv3z44Oztj8+bNeO+998R9UVFR8PHxQbly5dC+fXtMmjQJXbp0\ngb29PXbt2oU//vgDlSpVwrZt2zBo0CCzyWSSFWFsGCAiwv79+1GlShV4e3sXmQeFe7oYpmTAPV1F\nj7lz56JXr15FyhDmni7L0rJlS1y7dk3rvmnTpmHatGk6612+fNkiMlktDNDOnTuxd+9eHDx4EC9f\nvkRKSgpGjx6NDRs26Dzf1q1bcf/+fQ4DZIW8sE0u8pTkfFhYmNhYyEGe4pTfs2cPKlSoYHAYoFWr\nVlmlPeK89nxSUhKC1Px1WUueLl264MWLF7h48aLe8o8ePZKFvKbmSzLCPQgKKgJhgASCgoKoX79+\nWs8BQEzbtm0zRVyTAECbNm2y2vmtzfHjx60tAvMK1oXlAEDnz5+nH3/80aDQJsbq4vTp0/TXX38Z\nVZfRDgDq3r27tcUgIqKNGzfm+/sBQL169SokiSyLiaZEkUXXdeu7H1YNA6SOnFcvCuflOV2MHGBd\nWBY/Pz8N1za6MFYX48aNQ0REBIYOHWpUfUY7chkWNqjHAzy8WBKxahgggS5duqBLly75nstaRpcw\n2dGcoQB00aRJE5w7dw6Ojo4WPxfDFDUiIiJQt25dODg4WOwchhpcppCdnW3xc5RE5GJ0Gfqu4on0\nJQ+TVi/KlbZt2+KLL74w2/EKs4GMiIjQWAEqB3jsXj6UZF00adIEy5Yts7YYIsbqgo0uyyAXo8tQ\nuKer5FGkjC5Dvx7Onz+Pf/75x2znFRrIwuppK2oNB8MUJpaKV1eYvQ78srUMcmk7DX1X8O+g5GGy\n0WVsGKB79+6hW7duaNKkCZo2bYrvv//eVFEk5Of7qyAU9lepHLuceR6RfCjpushvbmVqaqpRx83I\nyChwHWN1IfeersTERGuLIPLw4UO0atXKoLJyMboMRY5tPWNZTLJMTAkDZG9vj++++w7Xr1/H2bNn\n8cMPP2jUzUtBeposYXRZq6crKSkJ4eHhBtd/8uSJuUViGNlga2urc19gYCDKly9v1HEt1YOmDbn3\ncFSvXh3379+3thgAgGvXruHSpUsGlZWL0VXSerqcnZ3NFl+xKCVnZ+cC3yuTLBNTwgBVq1YNXl5e\nAHJjIDVu3Bjx8fGmiINz587h5MmTAPQ3zAUlKyvLbMcyhLwNx6hRo9C8eXOD61euXNns835K8jwi\nuVHSdBEQECCZLqDv2b5z547R5ylIT1dSUhKeP39utC7k/LIVnEDLpberIG25XIwuXQwcOBD79u0T\n83L+HRSEp0+fSmIkHj9+3GzxFvMmANiyZYvFjl+Q9PTp0wLfK5NWL2oL8XPu3Ll8y9y/fx9Vq1YV\nt8XFxSE0NBRt27bVe778vh46duwo/ojN0dOVmZmJu3fviscqrJ6uvF3OKSkpBT7G48eP8y3z8OFD\niR4YRo5MmTIFbdq0Qa9evQDoH1405QNJl9GVmZkJBwcHyfNfvXp1NGnSBFevXgUR4erVq8jJyUGL\nFi0A5L78bW1tdbYZch5eFNpQY14olqAoGl269L5nzx6ULVsW/fv3B8DDi8ZS2B0h5sQky8TYMEDq\n9dLS0jB48GD4+/vn6yZB2w85MzMTQG4XtPpXgzmMrkGDBqFBgwZmbSCjoqLyLZO34RCusSAYYiBW\nq1YNCQkJBh2vpM8jkhMlURcuLi7i/7a2tujatSvu3r2rUS6/Z1WpVOrsXVi9erXW7dqGHZVKpeRZ\nbtOmDVq2bCnm09PTAejuySgKPRzPnj0zum58fDyuXr1qFjkK4h9RLkaXPtTff0Xhd2AMlm6jirLR\nZbUwQEBuAzlo0CCMHDkSAwcOzPd8O3fuRFJSEry8vBAfH4+srCx8+OGHOH78uPjlICB8HZkS5uDA\ngQMAgNOnTwPINWRMOd6DBw9Qv359HD9+XGd5ALhw4QJat24t7he+OC9duiROEs7vfILRlZ98x44d\nQ82aNdG5c2coFAqcOHGiwNeXkZEBlUqFd955RzZhKThfvPLqRldsbCxOnDiBf//9F7Vr10apUqXE\n8jdv3oQ6eY/XpUsX3L9/X3Reqb5fmz/BoKAgpKWlAch9oQcHB4v73njjDaSnp2PevHnih5FwvMaN\nGwMAjhw5AgcHB43rEV62hX0/7ezs8M8//6BHjx56ywO5c0ONPd+sWbNw7tw5HD9+3GT51ef65lc+\nJSUFQYUYVmfXrl2Ij4/H5MmTJft1yQvkjjAIpKamFqq8xSWf93mztjzC/7IOA6RSqWjUqFE0bdo0\nveeAWhigP//8U+v2vHkA1KVLF6Ov6+XLl/TixQvxWJcuXSIAtHnzZqOPSUR0//59jfAAfn5+1KFD\nBzEPgE6fPk1ERD169KDbt29T/fr1CQD98ccfBp1HkDspKUlnGZVKRQDo5s2bYp0VK1ZIysyePZs8\nPDyIiGjDhg2kVCq1Huu7774rsWEgrEFRCAO0aNEiGjVqlFmOBYD1CVYNAAAgAElEQVRmzpwp/j9n\nzhzxN/7BBx9Iyi5YsIAAUFhYmNZjVa1aVetvNScnR6MNEco9efKEAFBwcLBEJhcXF63liYhiYmII\nAD19+lTnNRn7zBw+fNioullZWQSAMjIy9JYTZFu8eLFR8hERNWjQwGxtwsWLFw06FgBq2rSpWc5p\nKAMHDtSQLS0tjebOnUsA6MiRI5SWliaRceTIkeL/b775ZmGKW2hYso3S9q6SG/p+ryaNwamHAfLw\n8MDQoUPFMEBCKKC+ffuibt26qFevHvz8/LBmzRoAQEhICP78808cP34c3t7e8Pb2RmBgoN7z0ave\nGzJg6MyU4cX+/fujbNmyYt5cqxeF3reIiAhx/khISAhCQkJw584dMUSS0EV+9OhRHDp0SOxKLWiX\n6q1bt3TuE7601Ycu1b8oT548iW+++QYREREAgNGjR2ssksh7XYXN48ePrT7vZM2aNRq9Kwywdu1a\nbNy40eTjCMN05cqVE7f973//E//PO8QoPCPCIh0g97n9+++/ERMTo7VduHjxot4hLOFZyfv71/e7\nf/HihUQebRg6bBYWFibJnz171qB6umR6/PixOFleH6a0d8a439CFnOd0aZuT5ejoiFWrVgEA3n77\nbXTv3h3u7u7i8LNCocCxY8cAFHx48f79+xq/B20kJyfrbK+LIs+fPxdHnADD34VEhJ07d5p8foVC\ngbS0NMkiCGMxeeJTnz59cOvWLURFReHLL78EkBsGSD0UUEBAAKKionDlyhVxomnHjh2hUqkQFhaG\n0NBQhIaGonfv3gad05B5SKYYAmfOnJHkzTGnKyoqSmwQmjRpgtWrV8PFxQXXrl0DALi5ueGjjz4C\nIG04Dh8+LLqAEH5oRAR/f/98z6mvARKOtXDhQnHuhoODAxQKBYKDg7XObxEMtEWLFkmObUmjKz4+\nXiPMlEDz5s3h6uqK7Oxss7nJEIxMQ5k0aZJO/3SWQn2oQq4YEzJr4MCBkqkIwOsFIbomHNvY2ODU\nqVMoVaoUrl27pvVZTUlJwX/+8x+4u7uLv9XNmzcjNTUVU6ZMEYfydSG8GPMaEoYYXfrmY+bk5GDX\nrl1ISEjArl27tJZJS0uDt7e3aHwCkPxfEASZbt26ZdDL3hQDxlxGFxGJQ7qGGIG6ZB45cqTGIi9z\noOt86r7izp8/j5iYGFy+fFncJgzvFnTRwqhRo+Dt7Z2vIbFw4UIMHDgQmZmZ4hCvOcjMzDRoYZe5\n26g5c+agQ4cOYt5QoyshIQGDBw826dzCnM6YmBgMGDBAsu/hw4f4999/C3Q802ebFyILFizAnTt3\nDGoMhC9apVKptyfi448/xpUrVyTbhMZJIL+eroiICCgUCoSEhOjcX79+fUl4n8qVK+tcYahUKkVD\nY//+/eKcEuGHlpaWhmnTpuV7Hwwxunbs2IHatWsDgBjP7tq1a1pj2wlfx7Nnz5Y8ePkZKpmZmUhK\nStJbRheXLl1CYGCg1oc4MTERGRkZaNKkCSpXrmzQ8Vq1aoWLFy/q3N+kSRPREDaU4joZ1hjmzZuH\nKVOmGGx0jRkzBgcPHgSQ25OUtxdHePZ03WMbGxuMGTMG2dnZ2Ldvn8QAFgw49blagvE2YsQIdO/e\nPd+4sOp18ho7+nrThbLCfMfr16+jY8eOICI8f/5cLDdo0CAsWbIEgwYN0nqc69evS2RQ730uKEK7\ndujQIZ1l1J/rvO3HvXv3sG3bNoPOZS6jKzIyElOnTgVg2HOmq83btGkT/vrrL7P3hAnzfo1F0Gul\nSpW0GhJpaWmS7cIITN6OgbwIxv7WrVvRvXt3k2RUx9fXFxUqVDDb8Qzl0aNHAF4bs/o+ZlauXCm+\n8439QFFH+KAXftPqdsBXX30lrqoW0DfCBBQxoysyMhIbN240aJmt0CAeOXIEjRs31uno75dffsGE\nCRPQsGFDcVte40r40WdkZGg1vJo0aQIAOHXqFJ4/f45Ro0Zh0qRJYiMnWMqjRo0S66gPX+ZFpVJp\nHWoV5BCuX3iprFu3Du+88w4A4M8//5QcRxtKpVLyYxSMOsHQKlWqlMToEsouWrRIXGFqY2Mj+lX7\n4YcftJ7n9u3b+PjjjzF9+nRUqVJF5/Xq44033gAAcYK/OoKMkZGRku0vX76UvNjUuXTpEn766Scc\nOXJE5zljYmLyNRoWLVoEX19fAK/vH5D7Yrh7967Yo2sJ8k7WNZYXL16gX79+ZjmWwPLlyxEQECA+\nfxcvXsT777+vs/yGDRvEYXUAGiuYhd96Tk6O1pikNjY2KFOmDADN51boIfn666/Fbeq/i+joaIOu\nSb2nKyYmRnLuvMTExCAzM1N89hs1aoS5c+fiyJEjCAkJgY2NDZycnCR1hN+4NoQGXLgPc+bMEYeN\nhBeRoQi/0xUrVgAAVq1ahf3790vKqL9Qs7OzsWDBAgC5H1a1a9fG0KFDJcfr0qULgNyemnPnzqF6\n9erIzMw0m9Gl3oYZMuKg7d0gPMuCGw9haE8ftWvXFu9TXvLeM0BzCFgfeVcvCh952u6Zk5OTOAIC\n5BpngOZvj4gkq2mFcwht98WLF7Fnzx6NdlH9fmnrnLh69arkw0TdoNi4caPWewGY15dgVlaWOBoj\n3KsXL15g8+bNov++9PR0sbdwxowZ+OmnnwDoNv537dpl8Mey0DkiGHzZ2dl48OCBxkpopVKJRYsW\n4fbt23qPZ7LRZWwYIEPr5kWlUhn0tSJ0/QsNcq1atXQq4OzZs7h9+zZSU1PRqFEjjf3Cwz5+/Hhs\n2LBBsm/WrFni/xkZGfjjjz/w559/Ys2aNZgyZQqA1w+A+g9WXwOiy6gUjC7BAHFzcwOQ+xV38OBB\nnDlzRmLYqVQqPHjwAMnJyZLjDBs2TFxdpY660aX+IhBeWpcvXxZfJnfv3hVXoeri4sWL+OWXX/Dj\njz+K206cOIGMjAxER0eLL8m8X3gJCQniA6Q+94SIsG/fPvFrXJc+33//fb2y/fbbb/Dx8QGQa6AJ\nuhC+nvLzxB0fH49Vq1Zh3bp1AIDdu3cDyJ0H16NHD7z55pvi7zwxMRHdunUT627evNmk4eovv/wS\n06ZNw82bNzV6ZIHce/7dd98ZdKzY2Nh8v9RHjRolvmjnz5+P3377TW954dqE3/z27duxfft2vXXU\nn2nheRUQngWlUql1+oG60ZX3pSH8PtTvt/rHhqHzPoWGdevWrXB3d9f4+FHH3d0dixcvlqymFnx4\n6aJ06dIAgLp162oM6ws6nj17toZRWbVqVahUKolLi5cvX8LNzU3SRoaGhkKpVGr8XqZPn47PPvsM\nQO59EXq8BZ49e4Z58+YhIyND4v5B+G3v27cPwcHB2LhxIypVqoS33noLiYmJiIuLg0ql0piztmzZ\nMkkPzfPnz6FSqdC9e3dkZWWhZcuWkvcDkPvuEMjIyMDatWs17p86KpUKBw4cwNatWzX2CfdPfW6Q\nOsLw0ZUrV3Dv3j0cOnRIbIeEnvrMzEz0799fQ5/e3t5IS0szaJhQ/R2iVCrFZyqvMS7sv379OgIC\nArB3714Noys1NRVEBBsbG9SvX180DIS/QgSYdu3aYeDAgXBychLbT6VSCTs7O8THxyMlJQWNGzfW\naJuEnmv1eZQCo0ePhq+vr0XdN2RmZqJ06dIaEVn8/f0xYsQIfPTRR8jMzMS7776LWrVqiT3lwhxQ\n4Xl/9uyZqLOLFy9i0KBBWLRokeht4cqVK1AoFJLf19WrVzFmzBixp0uYo/ry5Uu4urriyy+/lPwO\nkpKSMHv27Pzvhykz9HNycsjd3Z1iY2MpKysr39WLZ8+eFVcvGlKXSHNVooODA23fvl2yTViJp576\n9+9PRERHjhwRt/Xs2ZOIXq9O1HZ8bWnXrl3i/1999ZVEvho1aoj77OzstK5mOnr0qEHnEVJgYKDW\n7V26dNHY9vz5c6pYsSIBoPnz50v2/fPPPwSA2rdvT0S5q02nT5+uVU719Oeff9LMmTPF/Pjx4zXK\nhISEiNenfq0CSqWS9u7dK6nz6NEjAkD+/v6SOgBo3bp19P3339PTp08JALVu3VpDfxUqVCAA9NFH\nH2m9p4JOq1WrJh775cuXtGLFClKpVBr6jo6OJgA0YMAASk9PF+Vbs2YNAaCdO3eK11O9enU6dOiQ\nRHb19PLlS626F+Qner1i9OjRo5J7lZKSouXp0iQhIUE8do8ePQgAPX78mGJiYsQyeVdTJSQk6Dye\ncKzTp0/ThQsXiIho8uTJtG3bNo0ywv+1a9fWK6NQXli9pl4/NTWVLl26pFF+4MCB9OzZMwJAhw8f\npunTp4v6Cg8PF5/dgjxDeeXWlqpUqWJQ/Rs3bki2Cb/RypUrGyRDv379aMmSJTr3L1q0SOOZjouL\no/j4eOrXrx8BoDfeeIOCgoI06gqy9OzZk3r37k3du3cnAHTjxg3JPd6zZw8dOnRI6/kjIyPp3r17\nGtt9fX0J+P/2zjy+pqvr47+bQVFRMdSQUKkYgiAI1RqihGo9NLyUqtKa+hjaUiStqWru9D5tPa2p\nKlGl1UcMNbRkMJQKMZcKT8QUQypCECG56/3jvns7595zh9yb3HuTrO/nsz+fe849wzpnnb3POnuv\ntTbo9OnTtGXLFlU9JCJq3Lixxet+/PHH6dChQ6o61atXL5VcM2fOlM8xABl9qtfrKSYmRnW83377\njQBDNPmVK1fo6tWrREQ0cOBAlfzly5dX1QGxfsyYMfJ3YmIiERnq5MWLF4nI8K4yvgadTkd79+4l\nAJSVlSUjWW/fvk337t1TbZuenk5hYWEFej7LlSsn77NSZiKiFStWmN0vKiqKOnToQABo8ODBqv+E\njObKsGHDiIjks3P8+HE6ffo0AZD3QtC1a1cCQD4+PvTw4UNq1aqVql6JCN5PPvlE1campKRYbCfM\nMX36dFUEqrHsa9asUS03atTI7HVOnTpV9Z4IDAwkIqJ58+YRAHrppZcIAO3cuVNu06pVK9q8eTMR\nEc2aNYsA0I8//qg67rVr10zORaRun411qcQho2vv3r3UvXt3uTxv3jyTMONRo0bRmjVr5HLDhg3p\nypUrNu1LpN1gduzYUbUcHR1tsk3v3r2JiFSNBWAwKF588UUCQGfPnrWpYihvemRkJFWuXJkee+wx\nm/bNyckpUCUsaBk9erT8La7LuFSqVImIHqWsKGgxrtQA6PPPPycAMgwdgLzXc+bMoVq1apGfn5/m\n8URFBkD79u1T/VexYkX5OyUlRbMhtFSOHTumeuhFuPnx48dlw26u/Oc//yEAtGDBApOKY+28Op3O\nZF1cXBx1796dAMNLRKmf7OxsIiI6efIkATBJx7F582b69NNP6cqVK3Tv3j3S6/X0zDPPmJwjKCiI\nAMg6FhERIeUWulm1apVJvTJ+0Yt9zF238sNm//792g3C/2/v4eEhPwSU9WD69OkEGNI59O3bVxpU\nvXr1onPnzhHwqC6np6cTEckPkHr16tn17FrSnUgfYal07tyZDh8+rFon9FChQgWbZAgNDaXZs2eb\n/V+kXDEu4gUnynfffWfxPN7e3qptlTrZsGGDyceqsmgZdAMGDCDAYOwoPzx9fX1tqhOVKlWiHj16\nqNZ17NiRVq5cKZfbt29PAOjq1avyWQCgWVeN23KlHFrvgLy8PMrKypLLkydPVv1/+PBhadjt2rWL\nYmNjNa9jyZIl8veFCxekvOKeiI/Yo0ePmjz31oqnpyf1799fLi9evFjqrWHDhgU6lihaqUy0iniu\n//jjD9q1axcBhg8gJcHBwap9xLLxBz4A2rx5szRIDh48SHq9nt5++23Kz8+nvLw81XGvXr0qP5IF\n4kMeMNRbc2lclKVFixZm/wsLC6MNGzao1sXHx6s6FCzdQ3P18vz58ybrUlNTKS0tTbXObBtp9h8b\nWLt2LQ0fPlwur1y5ksaOHavapmfPnvT777/L5S5dutDBgwfp559/trovkXbFbtq0qdWb1qdPH8rI\nyLC4jbKRslS+//57+Vu8RG0tly9ftqvi2Fr+53/+x6RCaBUi0vyataV07tzZ7H/GXwGFWZo1a6Zq\n7G0pSsMmPz/fYRn0er1mT2pBy59//qlaFg1Ms2bNCAAlJSVRXl4edevWjf7973/L7T744AObz7Fp\n0yby8PAgwNAofvvttyr9//e//6X09HSz16PsVSQi1XYHDhwweZ6IiG7dukUAZKMKwOwHyWuvvUbA\nI0NR+SUvjO/AwEDVORy971pfpaIoDXxLRbyQjIunp6dN+9erV89i3fzmm29sOo65jypzpW/fvnTi\nxAkCQL/88gt99tlnZrcdOXKkyTrxbGqV5cuXF0gWc/dK9Bb+8ssvqmXRQ2atWOvVKUhZunSp1W2O\nHj1KAGjhwoUmegsJCbHrvMZ6FRj3Fhd28ff3J8DwkVS2bFkTefbs2WNz5wIA2TMEGDonxLtP9MhN\nmDCBTp8+TQMHDpTP3L///W86duwY3b59W/XhqjxWcShHjhyRI0vGejSxaazYVRaxxXDq2bMn7dmz\nRy4XhtFVnIr4undWqVOnjsuvuTDLK6+8Yve+9n4pKkt6ejrt3r3b4eNUqVJFtWxrL0lhlaJqxIQh\nZU8Rw8Dmyscff2z3sW01iNyh2Gp0BQQEFJkMTz/9tPxdUOPOVUV8YBT3YtyjCYCaN2/u8HHffPPN\nAm0vPobcqXz66ac29XjZU0TS8aIq5nDIkd7eaYD8/f1t2rcosDa/Y2Ejon+chXDKLY5oRXRqOcRq\noZwmRmAcuuvj44N33nkH0dHRZo8jorEEtWrVQocOHSye254Q6jt37sjoRy1Gjx6tuV4ZZVsQpk2b\nZtd+WigdrpXRssCj4A4l5ur11atXLZ5n8uTJFv9XnnvChAnYs2ePXLaWCqJWrVqa60NDQ9GuXTvV\nukGDBpm9f5YiDwHt+2GMsfO4Oc6dO2cx6lnQtWtXm46nRBmVaW7Oxblz55q9b66gKBKh2por0hoF\nuU/Jyckm62xNgWMJZUJhWzAOYtHClpyMwnnfHG3atJG/AwICVPm3+vfvr4qcL1++PHbv3m01OtSe\nJNmnT59W5cfTCqJr2rQpAEPUsDHm0rxYxZGeLkemAbJlX62erv379xfY4hQOpK+99pqJI567F3OO\n2+aKcKRVFqUPlaNFOfyjVebNm0eJiYk0ceLEAh33xRdfpHHjxtm07fr1602uc9SoUVb3EwinbVGU\nvYMpKSma+2r5U4kSHx9PaWlpVLduXYvnFz25586doxYtWph0RwOgIUOG0P79++UUTv/6178IAP30\n00+0fv161dfrnDlzLMosZJs+fbocShPOs6Lcvn1b/i5XrpzmMaKioggw+CbFxsZa9FNU+vh17NiR\nJk2apFlnlcPiomj5xWmVPn36SH2KdXv27KE7d+7IZeMgDgC0evVq+VvpR6MsP//8M73zzjsm68TU\nO8bF0rAhABnYUFilTZs2qmUPDw96/PHHVevCw8MLdExjnzXhZ2hcPvvsM9q0aVOhXo9WsdbGaJXn\nnnvO5m0rVaqkWlb2KsXFxal8zp5++mn67rvvZNCNcRk6dKjJuj///NPh3hnxjDtSjP1lrRXhlF6m\nTBmT/4R/ny2FiDSDTDIzM2n16tWUk5ND2dnZqmnqhMP74sWLVaMAIiBE6epgrD9xzoLeH2MbQ8sX\nTkwBeODAAZPRChFgtmrVKovHN7FpbDGuLLFlyxZq0KAB1atXj+bOnUtERIsWLaJFixbJbcaMGUP1\n6tWjZs2aqaKXtPY1EVBxEX///bfJOluKiCxLSEiQjtavv/669Eu4d+8eLVu2jICC+dDYUmxx2rNU\nzA09mBuaEY7UyiJeQE8//bR0LLe3aBlGImLn+vXrUm/CR0OrjBkzRqXHiRMnkl6vt8l/69dffyUi\nMmlkzd3n+/fvS90KjH2aQkNDCTA40Au5RFQVADk8vmjRIrlO+DIBBn8sIjLxewIg52ATMlp6vpUy\nChISElTrhbM/YHD8F3VCOSS0a9cuWr16NS1ZskSzTj377LMEGPy+iIhiY2OpS5cudPfuXTp48CCl\npaWpAjTeffddE9lERNfo0aNVfjXi3jZt2pTu3btHRKQKWBEO8lrXLoxW4VytVapWraoKFgBA7733\nHhGRKoI0KSlJ896KSMR//vOfBBgMKvH/O++8Q0Rk8iytW7fObLvTrl07i8+rVn20VMwZ7uJF9I9/\n/MNke19fX7ns4+Nj0Qg3Lg8fPjS5NiKivn37mmw7e/ZslWELQPrnWCrWXv7KYcLr169bdI4WRVkX\nAdOPzd69e8v7oVyfmJho8tJWDu/l5OSo6pioX8p7tHbtWtqyZQu1aNGCrl69Ku+/CPqx5z0lIhhF\nu2Ks55EjR9KgQYNU67SMj19++YVGjRolDZr169fbLMPChQsJ0DbaiUhlDIt5SMWzKe73jRs3iIik\n/Pfu3aMLFy7I9ebQ6/W0e/duunPnDi1YsEC6Q6SlpcltxDplxgClfMbrRHCGKMpADNHWEz1q15VR\npMr6AYBOnDhBRKQKvhk/fjwBat9hpcFoDrefpVh5A4TirDnIiyIaDiKiv/76i/R6vWw0Dh8+LHvA\niIhyc3Npw4YNNhtdtjhdKh9ke8v169eltb1q1So6fPgwXbp0yexxhw8fLn/n5OTQxo0bKTc3l/Lz\n80mv19ORI0cckkfZWyBKv379TB6yPXv2yP+Fb9WyZcvo7t27JpEsAr1eb9WXQYR6KxvKS5cumfQa\nbdy4UTZ+er1ehpdrPVcidFikbpgyZYp0wBapRyw9m3/88QcREaWnp6uO6+/vT3q9Xvb+REVFmRwj\nOTlZ5eCshbHswuF927Ztct2+ffsoNDSUjh8/blZeQVZWFu3YscPqdnl5eZSTkyMbOyV6vZ42b94s\nw8RFQAWR4b60bNlSbpudnS2vTxmlaaxbYaAY30dl8fPzkxFu4tjCcFD2LogoM2URcgOgKVOmEADV\nS2n8+PFERHJCbWEMbNiwQVNe4NHL3VzR6rHw8fGRdUZLRuMev86dO8seFdGjKwzMjh07ql4EAQEB\nRESqHkdLRSAi8ATipamUZcqUKUREqsCat99+mwDIHlljY0FMeg4YerBERJiIfl62bBldv35dflwS\nkbw3Ii2KsojUIampqbRp0yYZjPHCCy+othNyGbfTRCRTz4giRgLER5Ey6EVEGSv1b4yojyLtgjKo\nxNaijFrUup709HSTgI5r166Z9MBpYe6c7dq1kz3O4oOja9euMnBMmVKFyJBi4q+//qLmzZvLYx85\ncsQkzYRSh46wbds22b4QGepu2bJl6b333iPA0FstRoKISL4DRGSlXq9XffScPXuW1qxZQ3v37tV8\nB4m2oU6dOvIeiPt3+fJlInpUT8qXL09xcXEUFBSkuscDBgyQ980cxcroyszM1FxvrmRmZtLIkSM1\njylCWo8dO6b6z5rRJYaZhNVsbbhSGYmWlJSk+jLu3bu3Zqizsog8S8bXf/fuXWk0hoWFSWtbKf/9\n+/dNrt14KAGA1TxiIj/OM888Q0SGl9uBAwdkyP/Nmzfp9OnTqvNkZ2eTr68v/ec//1HlkbKGtXxM\nIhJW5AhatmyZrJg//PADAYbIJ2vk5ubK+ypyAxkDGAIhzKG8f0SmIc716tVTbfvRRx9pHke8+I3v\noSWSk5NN0kwUFQ8fPqSbN29a3EY8V0SGa23cuLHqf62XgvJeVahQQfaO3r17V/Wf8su7Zs2a0kg2\nRq/Xy6FQc3nTxHlFT9fixYtlqPeECROIiOjLL78k4JHxt2nTJhN5RREvAFHeeOMN1bJWj1FoaKiq\nB9RYRmMH8aVLl0pDU+wn5Hnttdeodu3aBIBq165NHTt2VF1nr169NHNHpaamqoZ3xNCyQLz0lT2o\nIg2F0qFf3Ctxvv/93/+VPSJ///237O0U7YfoaReRbWLkIz8/n37++WciImkwCYSuRH03bgvFdSqv\nT7xA9+zZIw1j8YIcOXKkXFe2bFn5gfXtt98SEcnejUWLFqle+uaIj48nADIlj1Iuc0W0OaIo30OA\nqcGZk5NjckyBSIsxcOBATfmUH+LKkpKSInuVjQHUbikFRfmcFjaXLl2inj17mqwXKVHEB4BAXIOW\ncWjM559/TocPHyYi0tT9rl27qE6dOib5OsXIk1JP5ihW0wAVFF9fXyxevNhkvZimRafTITg42K5j\nC4drMY1KzZo1Nc+jnPIhNDQUu3fvltngu3Tpgtdffx3r1q3Dxo0bTfYPDw9XOVSSIiN1+fLl8cIL\nL2DSpEkYNWqUzFCsdIbUyrjdvHlz7N27F0eOHMGyZcsAGCaOBgzOmw8fPsSlS5dk9l2xHjBk2wYM\nzpStW7dG06ZNQUSoVKkSGjRooDpPhQoVkJmZiT59+iAgIMBEDmuI6R6Sk5Px8ccfm9wDkYV72LBh\n8h4PGDAAaWlpCAkJsXr8MmXKyOOJ7PTGNG3aVE6vZAkxvYpwMm3VqhVq1qyJZ599VrWdOSfof/zj\nHzhz5ozJPbREy5Ytbc6o7iheXl6a2bItoTU3mqVjlC1bVmbuN85kLrKmAwbnaXMzNuh0OsycORPd\nunWTASXdunXT3LZq1arw8/ND/fr18dRTTwF4VF9q166tWlY6DyudgMU5lRhPiKvT6WSWeeGM26lT\nJ83pxISsR48exQcffCDXDx48WAaFKOv3hAkT8N5778nZF06ePKmaV7FPnz744IMPkJCQoJqqKzg4\nGAEBAaq2xTggQDnPq2DIkCEADHVu7NixAIDAwEDVfh4eHvLeV6lSRR63VatW6NKli8wQbtxeenh4\nSMdk46AY5XMu9qtYsaJqG1Gf33rrLezduxc6nQ53797Fc889J+URc1YuXrwY69evR/Xq1RERESGn\nKBMBBF5eXjh37hxGjRpl0xyiQUFBMjjM0pyASpSBGTt37jR5DxkfRziXN2/e3ORYTzzxBJKSklQz\nfygZOXKkybrQ0FDUr18fZcqUMRt8Jd4L9uDr62v3vtbw8z+zXi0AABztSURBVPPDpk2bTNYLPY4e\nPRrXrl2T68Vcu7YEAYwfPx4tWrQAYFq3AaBDhw44f/485syZo1ovnketOYtNsGr6W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y5XBzc4OXl1fhZsSMMcacX0KCfPvyZdq/riwROVYVKsiPPfMMJa4vXUrlJVJT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mT56MXq/HarVSVFREaWkpCxcuxN/ff7CHOuy1j4VWq+W9995j/vz5xMbGsmHDBqqr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\nlRBCCCGEh/x/2ssmt6YAUl0AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Edu7 https://twitter.com/AlephEdu sugiere la siguiente ponderaci\u00f3n de \u00edndices para \"simular\" variaci\u00f3n fondo A\n", "* 2014-02-14 # 0,20 SPY + 0,15 IPSA + 0,17 EEM + 0,06 VEA + 0,50 dolar (interbancario del dia)\n", "* 2014-04-17 # 0,21 SPY + 0,15 IPSA + 0,125 EEM + 0,13 VEA + 0,57 dolar (interbancario del dia)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "edu_pc = pd.DataFrame()\n", "edu_pc['A'] = 0.20*data_pc['spy'] + 0.15*data_pc['ipsa'] + 0.17*data_pc['eem'] + 0.06*data_pc['vea'] + 0.50*data_pc['usd']\n", "edu_pc['A1'] = 0.21*data_pc['spy'] + 0.15*data_pc['ipsa'] + 0.125*data_pc['eem'] + 0.13*data_pc['vea'] + 0.57*data_pc['usd']\n", "edu_cum = pd.DataFrame()\n", "edu_cum['A'] = edu_pc['A'].cumsum()\n", "edu_cum['A1'] = edu_pc['A1'].cumsum()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "if plot_on:\n", " edu_pc['2011':][['A','A1']].cumsum().plot(figsize=(10, 10))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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fUN5QzuUjLvf0UFwS5K8yppL6Eox+RoKNPSddbW1qMdMhp9rWTC5s1dhdwuUO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Rf5rkkZk8QTAR12u/gx1LnpaYxpaUKMRIvo6iy+pCSRlpswoeP9R47sn+sIdboKCkRas74+ODw7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\nkJAAwFT+ISsrC3v27EFRURH6+vpw5MiRYa8hYh/p3zWnIiMjo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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Guardar valores cuota de multifondo de todas las AFP en m_afp" ] }, { "cell_type": "code", "collapsed": false, "input": [ "m_afp = pd.read_csv('AFP.csv', parse_dates=True, index_col=[''])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "m_afp.info()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "DatetimeIndex: 4442 entries, 2002-01-02 00:00:00 to 2014-04-15 00:00:00\n", "Data columns (total 30 columns):\n", "CAPITAL-A 2129 non-null float64\n", "CAPITAL-B 2128 non-null float64\n", "CAPITAL-C 2129 non-null float64\n", "CAPITAL-D 2128 non-null float64\n", "CAPITAL-E 2129 non-null float64\n", "CUPRUM-A 4203 non-null float64\n", "CUPRUM-B 4202 non-null float64\n", "CUPRUM-C 4415 non-null float64\n", "CUPRUM-D 4202 non-null float64\n", "CUPRUM-E 4415 non-null float64\n", "HABITAT-A 4192 non-null float64\n", "HABITAT-B 4190 non-null float64\n", "HABITAT-C 4403 non-null float64\n", "HABITAT-D 4191 non-null float64\n", "HABITAT-E 4401 non-null float64\n", "MODELO-A 1246 non-null float64\n", "MODELO-B 1245 non-null float64\n", "MODELO-C 1246 non-null float64\n", "MODELO-D 1245 non-null float64\n", "MODELO-E 1246 non-null float64\n", "PLANVITAL-A 4204 non-null float64\n", "PLANVITAL-B 4203 non-null float64\n", "PLANVITAL-C 4417 non-null float64\n", "PLANVITAL-D 4204 non-null float64\n", "PLANVITAL-E 4416 non-null float64\n", "PROVIDA-A 4202 non-null float64\n", "PROVIDA-B 4201 non-null float64\n", "PROVIDA-C 4410 non-null float64\n", "PROVIDA-D 4201 non-null float64\n", "PROVIDA-E 4410 non-null float64\n", "dtypes: float64(30)" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Guardar valores cuota fondo A en DataFrame a_afp" ] }, { "cell_type": "code", "collapsed": false, "input": [ "a_afp = pd.DataFrame()\n", "a_afp['CAPITAL-A'] = m_afp['CAPITAL-A']\n", "a_afp['CUPRUM-A'] = m_afp['CUPRUM-A']\n", "a_afp['HABITAT-A'] = m_afp['HABITAT-A']\n", "a_afp['MODELO-A'] = m_afp['MODELO-A']\n", "a_afp['PLANVITAL-A'] = m_afp['PLANVITAL-A']\n", "a_afp['PROVIDA-A'] = m_afp['PROVIDA-A']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "if plot_on:\n", " a_afp['2011':].plot(figsize=(10, 10))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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FBg8ezIIFCxqsMyIigueff57f/OY3zJs3r0XtaGyF4hUrVpCVlcVHH31E165d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BAAAg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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ver si existe correlaci\u00f3n de valores cuota del fondo A para distintas AFP (Efecto manada)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "a_afp.corr()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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CAPITAL-ACUPRUM-AHABITAT-AMODELO-APLANVITAL-APROVIDA-A
CAPITAL-A 1.000000 0.997865 0.997788 0.983902 0.996134 0.999183
CUPRUM-A 0.997865 1.000000 0.997959 0.994555 0.996849 0.999522
HABITAT-A 0.997788 0.997959 1.000000 0.995856 0.999302 0.997767
MODELO-A 0.983902 0.994555 0.995856 1.000000 0.997381 0.982992
PLANVITAL-A 0.996134 0.996849 0.999302 0.997381 1.000000 0.996442
PROVIDA-A 0.999183 0.999522 0.997767 0.982992 0.996442 1.000000
\n", "

6 rows \u00d7 6 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ " CAPITAL-A CUPRUM-A HABITAT-A MODELO-A PLANVITAL-A PROVIDA-A\n", "CAPITAL-A 1.000000 0.997865 0.997788 0.983902 0.996134 0.999183\n", "CUPRUM-A 0.997865 1.000000 0.997959 0.994555 0.996849 0.999522\n", "HABITAT-A 0.997788 0.997959 1.000000 0.995856 0.999302 0.997767\n", "MODELO-A 0.983902 0.994555 0.995856 1.000000 0.997381 0.982992\n", "PLANVITAL-A 0.996134 0.996849 0.999302 0.997381 1.000000 0.996442\n", "PROVIDA-A 0.999183 0.999522 0.997767 0.982992 0.996442 1.000000\n", "\n", "[6 rows x 6 columns]" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Variaci\u00f3n porcentual diaria de los valores cuota fondo A en DataFrame a_afp_pc" ] }, { "cell_type": "code", "collapsed": false, "input": [ "a_afp_pc = a_afp.pct_change()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Variaci\u00f3n acumulada de valores cuota fondo A en DataFrame a_afp_cum" ] }, { "cell_type": "code", "collapsed": false, "input": [ "a_afp_cum = a_afp_pc.cumsum()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Agregar carteras A y A1 inferidas por Edu7 " ] }, { "cell_type": "code", "collapsed": false, "input": [ "a_afp_pc['A'] = edu_pc['A']\n", "a_afp_pc['A1'] = edu_pc['A1']\n", "a_afp_cum['A'] = edu_cum['A']\n", "a_afp_cum['A1'] = edu_cum['A1']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dibujar gr\u00e1fico variaci\u00f3n acumulada." ] }, { "cell_type": "code", "collapsed": false, "input": [ "if plot_on:\n", " #Dibujar gr\u00e1fico aproximado tendencias variaci\u00f3n acumulada, ajusta inicio acumulaci\u00f3n con distintos ejes (derecha e izquierda).\n", " #a_afp_cum['2013':][['A','A1','CUPRUM-A']].plot(secondary_y=['A','A1'], figsize=(10, 10))\n", " a_afp_pc['2013':][['A','A1','CUPRUM-A']].cumsum().plot(figsize=(10, 10))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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FyYvRKXXi64KvZT/CVi1nkiThVMUpZFfafmF8FmdERETkGj77DLjuOsDTU/G0\nmpYaTB4+2WTMGSBaz9ZMXYPXjr0me23S0CSbtJxVNVehsa3RZl2kvbE4G+Q4hkEdM1LGfLRhTuqY\nkTLmA+DTT4FFi4zeksulRl+DScMnmXRrGqyatAo7z+xEfUu9yTFbtZwZtoHKr8uXPX6w6CDKL5X3\n694szoiIiMj52tuBvXuBhQtVTzUUZ0UNRbJjyyICInDdqOuw7dQ2k2NJQ1X219QotzYXwT7BZgu9\nhz57CHty9/Tr3izOBjmOYVDHjJQxH22YkzpmpMzt8zl0SCyhMXw4AKCupQ6ZZZlGuVQ1V6GyqRI1\n+hokhCTAy8MLtS3yy2KY69pMDE1EQX2B1TMtc2tzkZqYKtty1tzejKMXj0Lfoe/XvVmcERERkfN9\n+inQa6msg0UH8egXjxqd8s/v/ok/fvVH1OprMcxvGE7/6jRCfEJkb3fdyOtQfqkcx8uOG70fOCQQ\nQUOCUHapzKrHza3NxdWJV6OwvtCk0Puu5Du0d7VD387ijGRwDIM6ZqSM+WjDnNQxI2Vun096ulFx\nVlBfgMTQRKNcmtqa8F3pd6htqcVQv6GIDY6Fp4f85AFPD0/87ie/Q3mT6bgvWyynkVuXi8uGX4Zg\nn2CTQu9A0QEAYMsZERERDVB5eUBhIXDFFd1vFdQVICEkweg0fYceP5T+AF8vXwzxHKJ621/P/DUW\njFpg8v7oYaORXWXdEhgXai5g5NCRSApNMunaPFB0ABMjJ7LljOS5/RgGDZiRMuajDXNSx4yUuXU+\nW7cCd94JeHt3v5Vfn4+E0ASjXPTtenRKnRjmN8yqj7sm6Rp8duGzfl9fq69FbUstYoNjkRiaaNQK\n1yV14duib3Ft0rVo6Wjp1/1ZnBEREZHzdHUBW7YA99xj9LZcy1lLZwt8PH2sLs4WJS/Cntw9aO9s\n79f1+/L2YU78HHh5eOHh2Q9jdtzs7mNZlVkI9w9HQmgCuzVJntuPYdCAGSljPtowJ3XMSJnb5vPV\nV0BwMDB1qtHbcmPO9O16zIyZaXVxFhUYhdHDRmN/4f5+Xf9F7he4buR1AIAZMTMwcmjPXqAHCg/g\nJ3E/ga+XL7s1iYiIaAB64w3RaqbTdb/V2tGKquYqRAdFG52q79Djp5f9FL+Z+RurP/aG5Buw69yu\nfl3buzjra3/RfsyJnwM/Lz+2nJE8tx7DoBEzUsZ8tGFO6piRMrfMp6EB2LkT+NnPjN4uaihCdFA0\nPD08jXKV0qiWAAAgAElEQVRp6WjB6GGjsWzcMqs/esmYJf0qzgrqCtDU1oSJkRNljxtazvy8WZwR\nERHRQLJ+vVh0dsECIDLS6JDceDNAdGv6efnZ5OOnjZiGupY6i3cLuFB7ASkRKdD1aukzaGprQkxw\nDMaGjxUtZ+zWJDluO4bBAsxIGfPRhjmpY0bK3C6fr74C/vY34M03TQ4ZxpsBxrnoO/Tw87ZNceah\n88Ci0Yuw66xlrWeljaUm3a0GAUMC8M0938BD58GWMyIiIhpgLlwAZswAhpiuV1bRVIHhAcNN3m/p\naIGvl6/NHkFu3FlpY6ni7gGljaWIDpQvznrz8/Lr91IaXv26igYMtxzDYCFmpIz5aMOc1DEjZW6V\nT2cnUFAAJCXJHm5sbUSQTxAAmKxzZqtuTQBYnLwYVyVcZfTehkMb4OXhhWeueUb2mtLGUtku1744\nW5OIiIgGjqIiIDwc8JMvtBrbGhHsE2zyvi27NQHAz9sPEQERRu+VN5WjqrnK7DUljSVmuzX73pvd\nmiTL7cYw9AMzUsZ8tGFO6piRMrfK58IFYPRos4cbWhsQNES0nPXOxdbdmnIqmytRra82e7y0sRQx\nwTGq97FmQgC7NYmIiMixLlwQMzXNaGzr6dbszdbdmnIqmioQOCTQ7HGlCQG9seWMzHKrMQz9xIyU\nMR9tmJM6ZqTMIfnU1QFPP23/z1Gj0nLW2NrY3XJmyKWzqxMdXR2aNjy3RkVThdluTUmScLHxIkYE\njlC9D5fSICIiInV/+hPw+OPApUvOfY7z5xVbzhpaG0zGnBm6NOXWF7MVSZJQ2VSJ6uZqdHZ14rPz\nxpujV+ur4e/tr2ncG1vOyCy3GsPQT8xIGfPRhjmpY0bK7J5Pbi6QlgaMHAlkZdn3s9ScOgWkpJg9\n3Ltb05CLrScDyGlqb0JHVweqmqtwsuIkrn/repwoP9F9XGuXJgB4e3h3t/ZZisUZERGROzh4ELj2\nWuDKK0Vx5Czl5UBlJTBhgtlTendrGjhivFllUyWig6IxxHMITlWcgreHN57IeKL7uCXFmU6ng593\n/9Y6Y3E2yHGMhzpmpIz5aMOc1DEjZXbPJy9PrCs2YQJw+rR9P0vJ/v2iQPQwX4L07tY05OKImZoV\nTRWICIhAmH8Yjl48ipWTViKvNg81+hoAokAcHzFe8/36O+6MxRkREZE7cJXi7JtvgLlzzR6WJAmX\n2i6ZzNZ0RLdmRVMFIgMiEe4fjqMXj2Jc+DgcW3sMw/yGAQBuTrkZL1z/gub79XfcGYuzQY5jPNQx\nI2XMRxvmpI4ZKbN7PobibOJEly7O9B16eHt6w8tDrPbVPebMEd2azZWIDIhEmF8YjpUdQ0JIglUT\nEPrbcsZ1zoiIiNyBoThLSABqa8WyGl98AXh5ATff7JhnaGgAzp4Fpk83e4rceDPAgd2a/hFo6WhB\nQ2sDEkLVt2lS4uvly5YzMsUxHuqYkTLmow1zUseMlNk1n/Z2oKQEiI8XY73eeksUZdnZwNGj9vvc\nvg4eBC6/XHazc4O+y2gYcnFEt2Zlk2g5C/cLBwBNe2gq8fOWbzmTJEnxOhZnREREg11RERAV1VMU\n3XQTEBgI+PsD+v6txdUvKl2agJN3B2gWY87C/MMwxHMIhgcOt+p+fl6mszXv3n43vsj9QvE6FmeD\nHMd4qGNGypiPNsxJHTNSZtd8DF2affn5Ac3N9vvcvrQUZ326NQ25OKJbMyEkAaOHjUaYXxjiQ+Lh\nobOuTJKbEDAhYgK252xXvI5jzoiIiAY7c8WZI1vOWluBH34AZs9WPE1udwDAMd2aT18ttrYqqCuw\nuksTkJ8QsGzcMqRuSVW8jsXZIMcxHuqYkTLmow1zUseMlNk1n9JSIDbW9H1HtpydOiV2Jwgy7bLs\nrW+3ZveYMwd0axosTl6MlAjzOxhoJddyNiZsDEJ9Q3ERF81ex25NIiKiwa6qCggPN33f399xxVlO\nDjBefQFXZ87WNAjxDcGUqClW38fX01d2QsDN45Rnx7I4G+Q4xkMdM1LGfLRhTuqYkTK75lNdbb44\nc1S3Zk4OMG6c6mkNrQ2yY870HY5rObMVc4vQPnX1U4rXsTgjIiIa7KqqgLAw0/cd2a2Zna2pOGts\na5Qfc9Zu/zFntmZuEVq1iQYszgY5jvFQx4yUMR9tmJM6ZqTMrvm4SstZivo4rsZW+TFnLR0tA7Ll\njBufExERkSlnt5x1dAAXLgDJyaqn9u3WNNB36B025sxWArwD0NjWaPF1LM4GOY7xUMeMlDEfbZiT\nOmakzO5jzuSKM3u0nDU2Aq+/bvxefr5YBNffX/XyI6VHMDFyYvdrozFnA6xbMyY4BiWNJRZfx+KM\niIhoMGttFV/BpuO47NJy1tUFPPig8XsaJwPk1+Wj/FI5ZsbMNDk2ELs140PiUVhfaPF1Okltg6cB\nQqfTqe5VRURE5HZKS4Fp04CyMtNjTU1AZKT401YkSbSQVVUBAQHivbKynudQsOnIJnxf+j22LNti\ncuzB9AdxQ/INuG7UdbZ7VjvLr8vH3DfmouihIpNjSnULF6ElIiIazMxNBgBEy5leLwoqnc42n6fT\niS7MsjJg1CjxXlSU+FLxydlPcP+0+2WPvXD9C7Z5PgeKCYpB+aVytHe2w9vTW/N17NYc5DjGQx0z\nUsZ8tGFO6piRMrvlY24yAAB4eIjN0Fssn1GoaMQI4KL5FfDlXGq7hANFB0xaxgby7423pzciAyJR\n2lhq0XUszoiIiAYzpZYzwD6TAgwtZxbYk7sHV8ReIbvG2UAWHxKPogbTbk0lLM4GOa4rpI4ZKWM+\n2jAndcxImd3yUWo5A+wzKWDECIuLs0/OfoIlyUtM3h/ovzf9mRTA4oyIiGgwM7eMhoG9Ws4s6Nbs\nkrqw69wuLBljWpwNdC5dnKWnp2PcuHFITk7G+vXrTY7n5ORg9uzZ8PX1xXPPPWfRtWTeQO6rdxRm\npIz5aMOc1LlkRh0dzn6CbnYdc6bUrWmPljMLuzXbO9vx9PynMWrYKJNjLvl7YwGXLc46Ozuxbt06\npKenIysrC9u2bUN2drbROWFhYdi4cSMeeeQRi68lIiLql/nzgcOHnf0U9uWMljMLuzV9vHywZtoa\n2z6Di3DZ4uzIkSMYPXo0EhMT4e3tjRUrVmDHjh1G50RERGD69Onw9va2+Foyb6D31TsCM1LGfLRh\nTupcLqOWFlGY5eY6+0kA2DEfLRMC7NFyZuFsTXNc7vfGQvMT5+PFxS9adI1DirOSkhLExcV1v46N\njUVJibbtDKy5loiIyKzjx4H2dpsVES5Ly4QAJ7ecDWZBPkFICE2w6BqHFGc6Kxa2s+ZaGvh99Y7A\njJQxH22YkzqXy+jwYcDT02WKM7vl44yWs8hIoLIS6Oy0+lYu93vjAA7ZISAmJgZFRT1rfBQVFSE2\nNtbm165evRqJiYkAgNDQUEyZMqW7OdTww3W31wau8jx8zdeD9XVmZqZLPY8rvjZwledJPXIEmDsX\nGZmZQEaG05/HwOb3LysDsrORmpwsf7y+Hjh6FKm33Wbbz4+KAiIjkfH73wOXX97v+2VmZto2Dyf+\nfDMyMpCfnw81Dtlbs6OjA2PHjsXevXsRHR2NmTNnYtu2bUhJSTE598knn0RQUBAefvhhi67l3ppE\nRGSR5GTg178GPv4Y2LvX2U9jH+3totuyrU3sBiDnF78ApkwRf9pSU5PoLg0OFrsQkBGn763p5eWF\nTZs2YeHChejs7MSaNWuQkpKCzZs3AwDWrl2LsrIyzJgxAw0NDfDw8MCGDRuQlZWFwMBA2WuJiIj6\nraFBdGfOnw/861/Ofhr7qakBhg41X5gB9unWBMSm54aNz8kiDmk5cwS2nMnL6NVUT/KYkTLmow1z\nUudSGR04APz2t8Du3cDo0UBtrbOfyD75ZGUBt9wC5OSYP+cPfxAF2h/+YNvPVlF+qRxBPkHw9/ZX\nPM+lfm9sSKluUSiliYiIBqnjx4FJk4Bhw0Srka1nK7oKtQVoAfu1nKl4bO9jSDue5vDPHQhYnA1y\ng/H/bdgaM1LGfLRhTupcKqMTJ4DJkwGdrl+bdNuDXfJRW4AWsM9SGhocKTmCmTEzVc9zqd8bB2Fx\nRkRE7sfQcgYM7jW5XLTlrLG1EXl1ebgs8jKHfu5AweJskOs7RZtMMSNlzEcb5qTOZTLq6gJOnTIu\nzlxgrTO75OOiLWc/XPwBk4dPhrent+q5LvN740AszoiIyL3k5oqCJTRUvI6OBoqLnftM9qKlOHNC\ny5nWLk13xeJskHPHvnpLMSNlzEcb5qTOZTLq3aUJABMmACdPmj+/oUG0tNmZXfLR0q05fz7wpz/Z\n/rMVHCk5ghnRMzSd6zK/Nw7E4oyIiNzL8eNiMoDBtGnA0aPmzz91CrjvPvs/lz1oaTkLDwccvH5o\ndlU2LhvO8WbmsDgb5Nyxr95SzEgZ89GGOalzmYxOnDBuOZs0CcjOFqvoy4mIEC1QdmbTfFpbxTiy\nigr1ljMHkyQJ+XX5SAxN1HS+y/zeOBCLMyIici99W878/YGRI4HTp+XPj4gQm3g7QleX9fc4dkys\nzD9smFiENj7e+nvaUFVzFXy9fBHsE+zsR3FZLM4GOXfsq7cUM1LGfLRhTupcIqP6elFojRpl/P7U\nqea7NkNCRCtUa6tdHy21sVG0cn36ac+b/dn55swZsSuAXi/Gy7lYcWZJqxngIr83DsbijIiI3MPZ\ns8Bf/iImAHh6Gh+bOlW0OMnR6cS4LXt2bR46BNx7L/DMM8CaNUBRkXjWP/7R8nsVFrpcQdZbfl0+\nEkISnP0YLo3F2SDnjn31lmJGypiPNsxJndMzeuklsafmf/+36bGRI0VBZI49uzbPngWWLUPGb38L\n/PKXYvxbXJzYsLy01PL7DYDizJKWM1v93rS1iV+BgYDFGRERuYfKSuD++4Hly02PRUUpL0Rrr0kB\n5eXAokWixWz2bPFeSIj4U25x3MOHRdesEmcVZ3V1mtZLs7Q4sxUvL+Chh5yyjajFWJwNcu7YV28p\nZqSM+WjDnNQ5PaPKSiAyUv6Y2i4B9mg5a2wEFi8G7r4bWLPGNB+5Z/rpT4FHHlG+r7OKsxdeEF2x\nKgrqC5wy5szDA0hIAPLzbXI7AMDLLwM1Nba7nwGLMyIicg+VlaLIkhMVJVqxzM2WtHVx1t4O3HYb\ncPnlwOOPy58zYoRxt2ZxsWid+uQT4KmnzE9gcFZxduoUMHGi6mm2aDnr6gL277f8uqQkIC/Pqo82\n8uSTYrigrbE4G+ScPsZjAGBGypiPNsxJndMzUirOfHyAwEDzzSDh4bYrziRJdK96ewP//KeYcACZ\nfIYPF5/Z2Slef/UVMG8e8M47YguqlStNZ3NeugS0tKgvPGsPGoozwxpnlkwIkPu9uXABWLLE0ge0\nbXFWUyPqeVsWewYszoiIaPCTJOXiDFDu2rRly9njjwM5OaLI8vIyf96QIWL/T8Pnfv21KM7mzQNe\nf10UYX1bz4qKRKvZjwWfw7S0AAUFQHKy4mnV+moM8RyCEN8Qqz6uuloMvWtqsuy6pCTbdWtmZ4s/\nzRVn//u/wLff9u/eLM4GOaeP8RgAmJEy5qMNc1Ln1IwaG0Uh5Odn/hy14swWEwJeegl47z3g44/F\nQrG9yOYTHd3zTIaWM0AUX6tWAf/+t/H5hYVipqej5eSIteOGDFE8rT9dmnK5VFeLP0tKLLoVEhNt\n19KVnQ0EB8vfT5KAV18Fzp3r371ZnBER0eCn1moGiHFnZWXyx2zRcrZ9uxgrlp6u/iwGhoKxrExs\nxXRZr/0oV64Etm0DOjp63nOD8WaAfHH2+efyq6T0ZstuzexsYMEC+fudOSN+bP2dGcribJBz+hiP\nAYAZKWM+2jAndU7NSEtx1rfl7OOPe7Z0snbM2bffAj//ubjnyJGyp8jmY3imr78G5swxXjw3OVnc\n6/PPe94bhMWZXC6G4qy4uOe9iRNFa5VSV6cti7OsLDHZNjfX9Ni+feJPFmdERETmKC2jYdC7ODt9\nWqzYb2iVsqblLCdHbKeUliZmZ1rCMGPzq6+Aq64yPb5qlbivgbOKs9ZWscuCClvtDlBVJZbG6N1y\nFh0t6tf33zd/XViY+JHW1Vn9CMjOBubOFfM1amuNj+3bJ7pQLR0TZ8DibJDjOBh1zEgZ89GGOalz\nakZauzUvXhT7Ud5yC/C3v/VskB4eLkagt7db9rkXL4pFZtevB66/XvFU2XwMBWPv8Wa93XGH2Iuz\nsVG8dlZx9ve/AzfcYPTWpbZLJqfZcszZmDHGLWeAqKdfesn8iig6nW0mBVRUiIIsKUk0XvZujevq\nAr78UsTBljMiIiJztHZrHj8O3HknkJoqFoc18PQU15eXa//Mzk6x3sP99xvfyxLx8WJWZ3GxfMtU\nWBjwk58Au3aJ1y6yddOltktI3piM8kvGeVm6AK051dXApEmmEwJuvFHMSfjb38xfa4tJAV98Acyf\nL34t+naVnjghavkxY1ickRkcB6OOGSljPtowJ3UuP+ZsyhTxL+748cCGDabHo6Mt2+vyiy/En489\npul02XxuvBH45hsxZs3cshvLlwMffiiabIqLgdhY2dMOFx/GnR/eqelZrLX5+824KuEqDA8c3v1e\n9xpnoZZ1a5obcyZXnHl5AW++Cfz1r8D58/L3s8W4s88/BxYuFH+/4w5R1xvs2wdcfTXg78/ijIiI\n3NVHH4lmCsNirXIqKlAVoENJg8LaC0OHij6xZ58FfH1Nj1tanL3yipgEYM2aYx4ewIQJomA056ab\nRLWQlyfWRTOzXEheXR7O15ipWGyosqkSzx96Ho/NMS5Ka/Q18PLwQqhvqNWfUV0tepz7dmsCYoum\nBx80v/GCtcWZJIm4FywQr++8E7jyyp7jLM5IFcfBqGNGypiPNsxJnV0y+te/gHXrxAhvc00lAFBZ\niY+qvsG2U9v6/1l9t1NSUlYm/pW+U3tLVb/zCQsDZs0SWSiscVarr0V9i8qm6VbKq83D5f+6HGum\nrsGUqClGx9o62/Cr6b+y+J7mxpxNmCAmBsgNA3zwQSAjAzh2zPSYtcXZmTOidh81yvRYe7to6ExN\nZXFGRETuaOdOsdH211+LcVcnTpg/t7ISWajE2LCx/f88S1rOtmwBbr1VrFLqCMuXA5s3K443q9HX\noL7VvsXZu6ffxZIxS/Cn+X8yOTYiaASeueYZzff6/ntg7Vrj97ZsATZuFMVZZKT4tuVmRAYGAn/4\nA/D735ses3ZCgNJGCJ2dokaOiGBxRgo4DkYdM1LGfLRhTupsntGxY2Ih1tGjxQCk48fNn1tZiWOd\nxRgTNgaAGP90y7u3oLWjVfvnaS3Ourp6ujQtYFU+y5aJGZsKxVlti/1bzvbl7cPCUQttcq+TJwG9\n3jiXM2eAN94QXYv+/sDbb4ueXDk//7k4v2+siYmiOOu7LalWpaXiV0GOr68YgwawOCMiIndUXi42\nBwdEcabQciZVVuKkVI6RQ8UCsDqdDsfKjqGooUj75/XeSsmc118XI8UDA4EZM7Tf21qRkWKpDaXi\nTF+L1s5WywpSC7R2tOJg8UHMS5RZ8qMfcnKAsX0aOvV6UZOHhakP5RsyBHjtNdPl7YKDxT73/V22\nTqk4643FGZnFcTDqmJEy5qMNc1Jn84y0FmdNTZAgITwiAd6e3t1vJ4QkoKCuQPvnqbWcvfYa8Mc/\nir64nTstnghgdT6vvKK4ZEdNSw0A2K1r82DxQaSEp9hkwD8gWr3GjjXOxVDshIVpu4dh8m1f1ow7\nY3FGRERkTu/ibNQoMTr8H/8wbRKpqEBLaBDGhhs3wySEJqCg3obFWUMDsGePGAiVYP0q+BYbNUqx\naqnVi2Xs61pssDy+jMPFhzEnfo7N7mcoznrT64GUFO3FmTmjRomWuf5gcUZW4zgYdcxIGfPRhjmp\ns3lGvYszDw8xOSA93XSsV2Ul6oOHmEwGSAhJQGF9ofbPM+wS0GqmW/Chh8yPFNdAaz6fnf8MBwoP\nWHz/2pZaeHt4223cWUNrA8L8rKyaftTeLlq2kpONc2luFj/eBx6w7v433qi8zZMSFmdERETmlJX1\nFGcA8JvfiDXPTp0Cdu/ueb+yElUB6J4MYJAQYmHLmYcHEBMjVuqfNEm00jnBe6ffQ1ZllsXX1epr\nER8Sb7duzab2Jvh7+9vkXnl5ogDqu9ycXi+WtLv5Zuvuf/PNwP798hs+NDcrF1UszshqHAejjhkp\nYz7aMCd1Ns2ouRloawNCQozf9/UVay088ADQ0iLeq6xEiU+bactZqIVjzgDxL/o774hl6G+/3Ypv\nwJTWfPLrLd+fEhBLaSQNTbJby1lzezMChgTY5F69uzT7jjkzs8auRQICxNq922SWvVu/3vz2T52d\noqCLilL/DF9f8Stobp9PJSzOiIho4DF0acoNur/+etGy9eyz4nVlJXK9Gq1vOQNEy9mkSeJLy7/Q\ndtCfzcPbO9vR2tmK2ODYAdFylpsrVkjpq7lZtEjZwl13AWlppu9fvGi6LZRBZaVYumPIEPX7e3j0\nFGiWYnE2yHEcjDpmpIz5aMOc1Nk0o97jzeQ89xzwwgtATQ30F4tQ5t+FqEDjYiouJA4lDSXokkTT\nRntnu93XAVOiJZ/Ork4UNxQjPsSyzc1rW2ox1HcoQnxC7PY9NrU1IcDbNi1ndXViNy3AOBe93jYt\nZ4BYxb+iQvSC91ZZaX6ZDa1dmgb97dpkcUZERAOPWt9SUpJYmHXDBjQW58JreDR0fVrZfL18MdRv\nKC42irXLjpUdw/yt8+351FYraSxBuH84fLx8LLquRl+DoX6iOLPJbM3qarFcyK5d3W/ZsluzsREI\nCjJ935YtZ56eYg3jf//b+P2qKlG01dWJ1rWGhp5jLM7IJjgORh0zUsZ8tGFO6myakVrLGQA89hjw\n4ouQzp+Df7R8S9PYsLG4d+e9yKrMwqmKU5gYOdF2z2ghLfnk1+UjKTTJ4nvX6kXLWahvqG26NcvL\ngVdfFfsp/ciW3Zq9i7Peudiy5QwQy8IFBhq/ZyjOsrPF0MJbbhHDGwHRTTnPgjV2WZwREZH70FKc\njR4NLFqE4cfOYmjcGNlTPrj9AySFJmHz95txuuK0U4szLfoz3gwQ3ZrD/IYhxDfENsXZ+PGi5azX\nehTN7c0269ZsbJTfltSWLWeAWDPt8ceN3zMUZ0VFwNKlohgzrJ5y7bXA736n/f4szkgWx8GoY0bK\nmI82zEmdvcectXW2mZ73hz+gSwcMT5IvusL9w3HnxDtxuOQwTlWewoSICbZ7Rgtpyae/xVnvbk17\njjmzVctZQ0NPy1nfMWe2LM766uwEamtFQXXhgtiH8/HH5btYtfD3N92YfcsW4Nw55etYnBER0cAj\nU5xN/OdEnK0+a3zeuHFY8+BIxEyea/ZW06On40T5CWSWZbpky1mtvhZzXp+DP3/zZ/xw8Yf+tZz9\n2K1ps5YzGfYec9bRIRan1TJTsr/q6kSLXUQEcPQoEBdn3f3kWs6+/VaslayExdkgx3Ew6piRMuaj\nDXNSZ01GtfpavH+615LufYozfbseRQ1FJuOxuqQuvBt2Ecnh8t2aABAwJABjw8eiub3Z4lmQSlo6\nWnD39rs1D8A3l8/Z6rMou1SGovoiHCg8gPERMptFqhgfMR4LRi0QY87s1XLWbrvZmnJjzgytZhZu\nWWqRykqxEURkJPDDD/YpzubMEcvlKWFxRkRELu9s9VmsP7C+540+xdmZ6jMYNXSU0cbmAFBYX4hh\nfsMQOKTPqO8+ZsXMwoSICSYzOq3h6+WLoCFBWL19dfdyHf1R0liCiZET8dKSl1D1aBWujLtS8Xx9\nu96kBfGakddg6diltputKcOW3ZpyLWe2ngwgp6pKtJpFRopdCmJjrbufueLsm2+Ur2NxNshxHIw6\nZqSM+WjDnNRZk1FlcyUiAyJ73uhTnGVVZsm2KJ2tPmuy4bmcxcmLsWDUgn4/nznPL3we5U3lWL9/\nveq55vIpaShBTFCM5s/ck7sHaz9ZK3vMXt2a7Z3t6JK6MMTTNn2OvYszQy62ngwgp6qqp+UMsE/L\nWZKGybYszoiIyHny8sRisaWliqdVNlUiIiBCvGhpEf/iGVYphfni7EzVGYwZZr5L02Dp2KX40/w/\nmbz/0ncv4amvnlK93pwhnkPw/m3v4x9H/oE9uXv6dY+SxhLEBGsvznad24Ubkm+QPRbgHYDm9n5u\n+Kigub0Z/t7+Nmt5bGgwna3pqJaz8HDReubhAYwYYd395IoznU60nilhcTbIcRyMOmakjPlow5zU\nGWXU2irWKJg1S6zm/+WXitdWNFUg0v/H5oyKCtG00asQsLblzJyXf3gZR8uO9vt6AIgNjsXbt7yN\nlR+tRGF9odnzDPnMeX0OihuKu98vbihGbLC2/jVJkhSLMz9vP+jb9ZAkSfs3oIEtJwN0dIhfD0Mr\nmSEXR7ecRUcDXl7W3c/cUhqrVytfx+KMiIgcr6gIyM8XLWa33ioKLgWVzb1azmRmapptOas+Y7Kn\nplYnyk8gqzJLsaDqq7q5Gk1tTSbvz0+aj9/O/i2Wv7ccrR2tZq+XJAnfl36PML+w7vdKGrV3a56q\nOAVvD2+MCx8ne9xD5wFfL1/oO/Sa7qeVLScDXLokFobt2whn72U0AOMxZ9Z2aQLyS2kAwOLFytc5\nrDhLT0/HuHHjkJycjPXr5fveH3jgASQnJ2Py5Mk4duxY9/t/+ctfMGHCBFx22WX46U9/itZW87/Y\nZIzjYNQxI2XMRxvmpM4oo4qKnqaJyEhRcCmobK5EhL98cdbS0YL8unwkD0s2ue5s9VmMDetfy9mb\nJ97EqkmrLCrOnv76abz0/Uuyx/77yv9GbHAsHkx/UPZ4RkYGavQ18Pf2h593T/9dSYP2bs1d53Zh\ncfJixe5Ff29/m3dtGro1baHvZIDeY87s3a1pmK05cyawYoX194uMBMrKLL/OIcVZZ2cn1q1bh/T0\ndKmXDI4AACAASURBVGRlZWHbtm3Izs42Omf37t04f/48zp07h3/961/45S9/CQDIz8/HK6+8gqNH\nj+LkyZPo7OzEO++844jHJiIiezF0TQKi0FJrOWvqNSGgz76amWWZSIlIMdlvUt+uR3lTeb/WBQOA\nOybcgSfmPYHG1kbNxUxWVRZSwlNkj+l0OmxZtgX78vdha+ZW2XNKGksQHdSzeaMkSRa1nCl1aRr4\ne/vLtu5Zo6mtye77ajqi5czbW/x/hokTgQcesP5+o0cD589bfp1DirMjR45g9OjRSExMhLe3N1as\nWIEdO3YYnbNz507cfffdAIBZs2ahrq4O5eXlCA4Ohre3N5qbm9HR0YHm5mbExGgfGOnuOA5GHTNS\nxny0YU7qjDIqL+8pzjS0nFU0VZjt1jxUfAhXxFxhcs25mnNICk2Cp4dnv5738ujLkRCagLiQOBTV\nF2m6xlz3qkGwTzA+uv0jPPLFI8gsyzQ6lpqaitLGUqNWsrqWOnh5eCHIR32J+hp9DY6XHUdqYqri\neQFDbD8pwJb7avbeHQAwHnNm75azV18FFthw0m5ysvpuAHIcUpyVlJQgrlfnbWxsLEpKSjSdM2zY\nMDz88MOIj49HdHQ0QkNDce211zrisYmIyF56t5xFRmobc2amW/NwyWHMip1lco21kwEM4kPiNXVt\nNrQ2oEZfg4TQBMXzJkROwMZFG3Hre7eiVl9rdKykwbjlzJJWs8/Of4Z5ifOMukTlaOrWfPddYO1a\n4I03NH32QNxX0xHi4oCaGvlxZ0ocUpxpnVorN3vkwoULeOGFF5Cfn4/S0lJcunQJb731lq0fcdDi\nOBh1zEgZ89GGOcloawPeew/Ytg3Ytg0Zn3wC5OQAx45Z1K0pSZJpt2bflrNY05YzrctoqNFanOVU\n5WBs2Fh46NT/aV0xcQVuHHMjVv5nZfcCtRkZGaLlrFcxZsl4s51nd2JJ8hLV8wK8A9DUrlItxMUB\n06aJzSU1sGe3puG/LUcspWFrHh7AyJGWd21aOUlUm5iYGBQV9TQJFxUVIbbPsrt9zykuLkZMTAwy\nMjJw5ZVXIixMzFy55ZZb8O233+JnP/uZyeesXr0aiT/+IoWGhmLKlCndzaGGH667vTZwlefha74e\nrK8zMzNd6nlc4nVnJ/Dgg8gY9+PMwV/8AvjqK2Ts3Ak0NyP1Jz8R5+fkABcvIlWSAJ3O5H7pe9Lh\nca4DAa+lAe3tyPj2W2DmTKRCdHdWnq5E6clSjJs/zujzz9adxbyEeVZ/P125Xfg692usmbZG8fyC\n0AKMjxiv+f7PXvcs5m+dj/s23Ie7ptwFQLSU+Rb7IsMjA6mpqZg0fBKW+SxDRkaG4v1aOlrw6blP\nseH6Daqf33K+BYeGHMJVCVcpf/9r12rO6+jZo/Af7t+vfPu+PnIk48eWJvE6M1N0/zY3p8Lf34V+\nvzW+Hjo0A9u3iw3VMzIykJ+fD1WSA7S3t0sjR46U8vLypNbWVmny5MlSVlaW0Tm7du2SFi1aJEmS\nJB08eFCaNWuWJEmSdOzYMWnChAlSc3Oz1NXVJd11113Spk2bTD7DQd8KERFp9eqrkrR6tfF7X30l\nSbNnS9K8eZK0d2/P+4GBklRfL3ub3Jpc6dbfDJekmBhJ+s1vJOmhhySppkaSJEnambNTWvDvBbLX\nzXpllrS/YL/V38YrP7wird6+WvW8Rz9/VHrm62csundpQ6kU/Vy09Om5TyVJkqQlby+Rtmdvt/gZ\n3zv1nnRd2nWazr35nZulD05/YPFnKNlwaIP0m92/scm9Nm6UpF/9yvT9J5+UpMcft8lHONTDD0vS\nX/5i+r5S3eKQljMvLy9s2rQJCxcuRGdnJ9asWYOUlBRs3rwZALB27VosXrwYu3fvxujRoxEQEIA3\nfuznnjJlCu666y5Mnz4dHh4emDZtGn7+85874rGJiMga+fmm3WLjxwPZ2WK2ZWSv7ZgMkwJkBhtV\nNldi/CV/4KorgH/8w+jYoeJDmBVjOt5MkiSr1jjrLSEkAWnH0xTPeXzf43jz5JvYvGSzRfceETQC\n227dhtvevw2H7zuM0sZSozFnWr1z+h2smKht7Qd7TAiw51Ia3Z9hvCnEgJGcDBw5Ytk1DhlzBgCL\nFi3CmTNncP78eTz22GMARFG2dm3P/l+bNm3C+fPncfz4cUybNq37/UcffRSnT5/GyZMnsXXrVnh7\ne5vcn+QZmlfJPGakjPlow5xM1WYfxYsVu7pfZ2RkAOHhaPfUof1sDpbt6/V/tPuOO+vqAg4fBlpb\nUdlUieQGL9nxT4dLDsuON6tqroIOOoT7h1v9fVwZdyVOlJ9A+SXzM0qfO/gctty0RXUZCzlXJVyF\n3/3kd1jw1AIU1hdatFUTICYi7Mndg5vH3azpfH8v269z1tRmu0Vo+87WNPy35YilNOzhssuAAAuj\ncVhxRkRE7uXiyYMYPsG0VUuXMh5e8MAX9Ud7ioTey2kcPQqMHQtcfTXwxhsoaSxBYh1Mdozu7OrE\nd6XfYWbMTJPPMLSa2WKvx4AhAVg6dineOSW/xqa+XY9OqRPXjry235/30BUPITooGjX6GuMN3jXY\neWYnrkq4CkP9tDUr+Xv7q08IUFHfUo8DhQe6Xze123ZCgLnZmgNtQgAAXHmlSYOvKhZng5xhQCKZ\nx4yUMR9tmJOxA4UHMLS8ATde37OSpyEjr4mXQRcejpjQXrMgDctpbNsGLFwI/PnPwPvvA1u34mT5\nSSTUwaTlLKcqB5EBkbKtY6OHjcZfr/urzb6fVZNW4c2Tb8oeq9ZXI8wvzKpCUKfT4ePHPsaLi1+E\nl4dlI47eOfUOVkzQvpy9Lbo19+XtwzPfPNP92pbdmpWVQGhoz2vD781AXEqjvxwy5oyIiNyHJEn4\n3/Tf4fNmHTzjk0xPSEkBIiMRHzIcBXUFYh/IxETgwQeBESOAPXuAyZPFDthr1qA2sx0RFY0mxZm5\n8WYAEBUYhajAKNlj/XF10tUoaShBTlVO976VhfWFyKrMwojAEQjzD1O5g7ognyD8YvovLLqmrbMN\n52rOYenYpZqv8ff2R2Nro6WPZ2R/4X7MjZ/b/dpWe2t2dQFffgnI7fLY0jIwW876gy1ngxzHwahj\nRsqYjzbMqUf6+XR4l5bBIzZO7J35o+6MrrgCmDwZCSEJPS1n//M/olvz7FlRmAGAlxeklSsxM/0k\nfMuqgfh4o8+5OeVmPH310w74jgBPD0/89LKf4s0TPa1n52vO4//2/193y5m1+vM7NMRzCHJ+naNp\nBwGDAG/rW86+KfwGc+LndL8eNXQUYoNjFa7Q5vvvxcbjvetwQy4ffgjcrG1Y3YDH4oyIaJA5X3Me\nrR2tTvv8czXn8L9xq6Azt4DpzJnAm28iPiQeBfUF4j0PDyAkRGxu2MvFWxfi3iPt0EVEAD7Ge2cO\n8xvW730z+2PlpJV46+Rb3YvGjggcgYuXLqK6udomLWf9ZWl3qrUbnze1NeF05WnMiJnR/d6TqU9i\nftL8ft/TYPduYPFi+WM6nfhyByzOBjmOg1HHjJQxH21cKadf7foV3jv9ntM+/4FZD+DKrmiTAfx9\nM0oITVBdef+HoXoUxwZrXqneniYPn4yU8BQUNxQDAKKDolHaWIoafY1NWs4c9Ttk7YSAwyWHMSVq\nCny9fG34VMKuXcANfSa8utJ/W47C4oyIaJCpbanFoeJDzn0IuTXO+kgISehpOTPjePlxnLxptliP\nwMl0Oh12/2w34kNE92qwTzC6pC4U1BfYpDhzFGsnBJyqOIUpw6fY8ImE8nKxSfiPG0e4NRZngxzH\nwahjRsqYjzaOyKm+pR7vn34fnV2diuc1tDbgUInrFWd9M9KyZ+WJ8hNou3sl8PLLtn0+G9DpdBgR\nOAInK05imN8wq+/nqP/WrG05u9R2CcE+MmtdWCk9Hbj2WpOebbf83yAWZ0REA0R5UzmeO/gcJr40\nEW+eeBNiBxhT9S31OFF+wuYLjVokL0+15Sw2OBaljaWKxeaJ8hOYHDXZxg9nO9FB0ThVccqpY84s\nZe2Ys+b2Zputadab0ngzd8PibJBzx756SzEjZcxHG1vk9MoPr2B7znazx8eEjcHBNQexadEmPLb3\nMRwuOSx7Xn1rPcaFj8MPpT9Y/Uz9lp+vOubMx8sHYX5hKG0slb1Fc3szCusLMTZsrJ0e0nrRQdHI\nr8sfUGPOrJ2tacs1zQza24HPPwcWLTI95o7/G8TijIjIRRQ1FCGzLFPxHJ1Oh2tGXoPlKcuxL2+f\nyfG2zjZ0dHVgXsI8fFf6nV2e83zNeaNWu6rmKrx69NWeE1pagOpqsWaZCqVJAacrTmNs+Fh4e7ru\nln0jAsX3ONBazpra+t+t2dTWZPPiDAA++kjTr4xbYHE2yLljX72lmJEy5qONLXKK8I9AVXOVpnNT\nE1PxZf6XJu83tDYgxCcE8SHxuNh40epnkjPn9TkoaSwBAFyouYDL/3U5zlaf7SnYCguBuDjA09Po\nOrmMlCYFHC8/jknDJ9n02W3NsEm5s9Y56w9rJwQ0dzTbbB9NA29vYL6ZlTjc8X+DWJwREbmIiIAI\nVDZXajr3qoSrcKj4kMl6ZvUt9QjxDUGEv/Z7WWps+FicqToDANibtxfzEubhr9f9tWe9LQ3jzQyU\nJgWcKD+BycNdd7wZAIwIGqAtZ1ZMCLBXyxn1YHE2yLljX72lmJEy5qONLXIK9w9HZZO2gmqo31CM\nCRuDIyVHjN6vb61HsE+wRYWepcaGjcWZalGcVTVXISYoxvgEmfFmgHxGCSEJKKgr6F7Y1aChtQG7\nz+3GjOgZJte4EkPLmS1mazpynTNXnBBgjjv+bxCLMyIiF2Fpa9f8xPn/n73zjo+izv//a5Nsks2m\nd9IJCaGFJggiauwCeujJ2eudHoqcnvo7/Xre6VXP3s87FfUs4Nk7p4KyIKIiBJAaEiC9l91ski3Z\n7Pz+eDPZNnV7svN8PPKAnflMySczO695Vw/XpsFsQEpcCjITMiW7SOVSkeGwnHUPdXs2Hj9yRJbl\nrMHQgD/r/oxHvn0EADBiH8EV712Bcyadg1OKTxHZQ2jJS8pDSlyK7GbloSQuOg42uw02u82r7QOR\nEKDgiiLOxjmR6KuXizJHwijzIw2/xJxppcecASTOdPWux+239DvcmhKtcHKZkjll1HLWNdRF4qyr\nC2hrAzZvBl55BTj/fI/tOGPOjicEbGncghnZM0aXLytfhqfOeyog5+9PytLL8O/z/VODLVj3mkql\n8sl6NjgcXLdmJH4HjR2pr6CgoDDOYa1dDMNI6pd4SvEpuPTdS2G2mUdb6RgsZDkLqFsz09WtOane\nACwoANLTqdH5mjWO5uUiFKcUo15fjwZDAxYVLgJATcZvnn9zQM7d38RExeCyGZeF+jRkw4ozb4rJ\nDg37JyHg4EEgORnIzxcfG2kolrNxTiT66uWizJEwyvxIwx/zFBsdiwR1AvRmvaTxyXHJmJ493aVV\nk8FMMWdJsUmwjlhhtpl9Pi93SlJL0D7QDtOwCd1D3SjZdgBYtYosZ01NwPLlnNtxzVFKfAqio6JR\nll6GlPgUv5/rWCKY99rLP3vZ6yr//koI+OtfgQ0bxMdF4neQIs4UFBQUgkhdbx2sI1be9V7FnR1z\nxJ2xljOVShWwuLOYqBhMTJ2I1s/fQcGBZmR8sxM491yv91ecUoxTi0714xkqiLFs8jKvBZa/Ys5+\n+AFYsMDn3YxLFHE2zolEX71clDkSRpkfaUiZp15TLxauWYiPDn3EO0Zu3NkdJ92B20+6ffQzG3MG\nkNDb3b4bF711keT9SaUiswJ4/XU891IH4vcdAk4VF1d8c1SZU4lzJp3j5zMce4yVe80f2ZpdXVSn\nuEJC84exMi/+RIk5U1BQUAgS9226DwaLAe0D7bxj5AbyZ2uzXT4bzAaUppUCoBi2Tw9/iuGRYe9O\nWICKjApYWj6APZYB5p0MJHhvSVn787V+PDOFQGJn7C4xjt7yww/A/PlAlGIi4kSZlnFOJPrq5aLM\nkTDK/EhDbJ7sjB1Dw0NYPX+1oDjLTMj0KZCfdWsCZIVbX7seJ+af6PX++KjIqADT0Y67LsuA6q23\nJG2jXEvCjIX5MQ2boFFrEKXyTT7IcWmOhXnxN4o4U1BQGHMwDIPantpQn4YsolRReHn5y5iWNQ0d\ngx284+S0cOLC3a3Z1N8UkEKuFZkV0PYYYc3JBFIiO5B/rNNmbMPdG+7GZe+KZ536K95s+3Yl3kwI\nRZyNcyLRVy8XZY6ECcf52dW+C+e+ca5L8+1QI3WechJzhN2aWt/qkzlbztjisPPzAyDO0icje4CB\nKidX8jahvpa+/hrYsiWkpyBIqOan0dCIjsEObG7YLDrWXzXODh0Cpk+XNjbU100oUMSZgoLCmOO1\nPa/h6plXS6oFFm7kJuaKWs76Lf1e758tpcHuqzSt1LOCvx/IsMfBHgUkpksXZ6HmrbeAfftCfRbh\nx4KCBXjqvKcwaBXvt+mPGmcWC9DRARQV+bSbcY0izsY5keirl4syR8KE2/wMjwzjzX1v4ppZ14T6\nVFyQOk85WmHL2TWzrsGLP3vR6/MwWAyjbs3KnEr8YtovvN6XIB0dMKTEyRJ+ob6WDh8GJk8O6SkI\nEsr5YYvSilmj/VHj7NgxoLCQ6hVLIdTXTShQsjUVFBTGFFsbt6IktQST0ieF+lS8IicxB52Dnbxd\nAHy1Bj5x7hOjGZyLixZjcdFin/YHUAmQoeEhFCQXOBa2t8OUnhwQq1ygqK0Nb3EWStTRakSpomAd\nsSIuJo53nD9izurqgLIyn3Yx7lEsZ+OcSPTVy0WZI2HCbX66h7pRmFwY6tPwQOo8xcfEQxOjQZ+5\nLyDnsWLaCp/LHLCc+OKJmPHcDJQ+VYpPD3/qurKjA9mlM3HtrGsl7y+U19LAANDbCxQUiI8NFaG+\n17SxWtF+m/6ocSZXnIV6XkKBYjlTUFAYU/grWyyU5CbmomOgA+ma9FCfCi+D1kHs7dyLLddtQWla\nKTISMlwHdHQgubgcyWkTQ3OCMqmrAyZNctTVYhjq0X7aacAYDF0MCAnqBAwODyJNk8Y7xh8JAUeO\nKJYzMRTL2TgnEn31clHmSJhwmx9/NV32N3LmSSxjMxyo6anB5IzJmJ8/31OYARTRnZMja5+hvJbc\n481UKmDFCqCzM2Sn5EGo7zWtWqLlzMf7jxXKUgn1vIQCRZwpKCiMKfyVyh9KxDI2w4EDXQcwNXMq\n/4D2dtniLJRwJQNMmkRWHAUiQZ0gmLF55ftXorqtWok5CwKKOBvnRKKvXi7KHAkTbvPjj5iXQCBn\nnsQyNsOBg10HMS1rGv8ALyxnobyWuMRZaWl4ibNQ32tiMWc7Wnfgg0Mf+CTObDagsRGYKMMbHup5\nCQWKOFNQUBhT+COVP9SwMWfhzIFuEcuZF+IslCiWM3HYmDM+Bq2DaDQ0+uTWbGwEcnOBOP6EUAUo\n4mzcE4m+erkocyRMuM1PuCYEyIo50+agfTC8LWcHug6IW85y5RWgDeW1xFVGw12cWa2hjUEL9PwY\nDMIdEsRizgasAwAg+f5rbaXEC2e8cWmG23dQMFDEmYJCoLFYQn0G44pwTQiQQygtZ3/4+g9YU71G\ncIzFZkGDvgHlGeXcAxhmTMWc9fQAIyNApltJtkmTgKNHHZ937QKWLAnuuQWTzZuBP/yBf71QzBnD\nMBiwDiBbmy1JnNlswLRpQJdbJzIl3kwaijgb50Sir14uAZ+jpUuBDRsCe4wAEm7XkJSEgBH7SJDO\nxoGsmLMQZmtGqaLQ0t8iOKa2txYlqSWIjY7lHjAwQOmOiYmyjh2qa4l1abqXzHC3nNXWAuU8ejQY\nBHp+enuBfoHOYEKWM+uIFdFR0Ti79Gzu7F03du8G8vOB7GzX5d6Is3D7DgoGijhTUAg0LS3ARx+F\n+izGDVISAoqeLJLUJzBU5CbmhkycZSZkonuoW3DMwa6DmJo1vuPNAGDCBHL1DZC3LuTiLND09QmL\nMzbmbHvLdg+RNmAdgFatxUs/ewmXz7hc9FibNgGnn+65/MgReWU0IhVFnI1zItFXL5eAz1FvL/DZ\nZ57BF2OEcLuGxCxnwyPDaDW2Br1UhZx5ytZmo2uoC3bGHrgT4iErIQtdQ12CYw50HcC0TP9magKh\nu5b4xFlUFGUNnnkm8MEHoRdngZ4fMXHGZmuuXr8anx3+zGXdgHUAibGJiIuJQ3RUtOixdDqA69dR\nYs6koYgzBYVAwjD0jWi1AocOhfpsxgViMWdstlnnYBhVF3UjNjoWyXHJ6BnqCfqxJVnOukUsZ+3t\nspMBfKWlBbj3XuExV18NNDR4LhdqeP7ww8D8+cA774RenAWavj6yFPK9J7IxZ11DXdjTscdl3eDw\nIBJjpbmxzWZg61bqvuCM3U4xforlTBxFnI1zItFXL5eAzpHRCMTHA8uWjdm4s3C7hriyNR/b9hj+\nvePfABwZZcEOuJc7TznanJAUopUiziRlanphOfPlWmpoAL7+mn+93Q689x6QwREOJdTw/Pzzgdtu\noyzGUIuzQN9rfX0UqG82c69nY846Bzuxu323y7oB64Ck+oLd3cCppwIXXABkZbmua2kBUlMBrcx8\nnnD7DgoGijhTUAgkvb1AejowcyZw4ECoz2ZcwFXnbIQZwZFeiuxmxVk4W86A0MWdZWmF3Zo2uw21\nvbWoyKjg30kIYs56ejyzLZ1pbCRh5p6jYLeLi66yMsrmVKk8xd2GDcB//+v9eQcCs9m7KIm+PvqX\nz7WZoE5A11AXhoaHPCxnrFtTjHXrgOJi4PXXPdelptJ6BXEUcTbOiURfvVwCOkesOJsyZcy6NcPt\nGuJKCMjWZo9aoUIlzuTOU6jKaWRoMtA91A2G5+l+rO8YchNzha0kIYg56+4WFmeHDtFt5k5jI92C\nSUn826pUZO0pL/fM6HzkEeCTT7w7Z7lInZ977gGeeEL+/sXEmTZWiwZDA/KS8mC0GF3c7oNWaW7N\nr74Cfv5z7mbySUncSQJihNt3UDBQxJmCQiBhxdnUqWNWnIUbXAkBzi7CsWI5C1ULJ41aA3WUenSe\n3DHbzOLZeCGoceatODt4kHu5O2eeCcyY4bqsvZ3ERlubvHMNNA0NQFGR/O36+ijKQshy1qBvQI42\nBzNzZrpYz9hsTSFsNqqldsYZ8s9NwRVFnI1zItFXL5eAzhErzvLygMFBx6vrGCLcriGuhICcxJxR\nMTYqzoa4xdlfN/8VTYYmv5+X3HkKZfNzIddmZU4lHjjzAeEdeNEdAPDtWvJFnE0VyG1gueEG4N//\ndl321lvA3LnBE2dS56e+nlyHcunro+0MBu71WrUWLcYWZGmzMDt3Ng51O14opbg1d+wg0ehv3R5u\n30HBQBFnCgqBhBVnKhU9OWpqPMe8/jqljCmIMjwyDABQR6tdludoc0ZdhEaLEemadE7LGcMweOL7\nJ/iLqwaRnMQctA2ExiQjJSlAkBDEnEkRZ1wijE+0uRMVBcS6XRZaLXDffd6LM4sFeOABYHjYu+35\naGiQL87YxPHiYmHLmZ2xIyshC4+f+zhWzV81uk5Ktua333pmaCp4hyLOxjmR6KuXS1BizgB6Qhw8\n6Dnm66/D2uUZTtcQX40z1hJkZ+wYsA6gNK2UU5yx1qJsbbbHOl+RO0/z8+bjq6NfwTpi9fu5iOGz\nOOvp4U6LFCEUMWdSLWdc3HADZXNaLMAQf8tJXmJjqaTEn/4kbbyU+RkYAEwmz0xIMUwmEqDZ2cIx\nZwDVwouJinE9rgS3Zm9vYDR7OH0HBQtFnCkoBBJ3cfbmm8CjjwIvveQY89NPVHJDQRS+Gmex0bFI\nik1Cn6kPA9YBTEqbxCnO2Mr3Kq5o5SAzPXs6pmVNw1v73gr6sbMSstA1KFyIlheGIYUgFGEfAITE\nWWsrlRKcMMFzHZ9FTSoqFXlwvbGeqVTAK68AL79MsVj+gLWayb2E+/qAtDQgJUXYcgbQy447Utya\ng4Pyy2QocBM0cfb5559jypQpKC8vx0MPPcQ55tZbb0V5eTlmzZqFXbt2jS7X6/VYsWIFpk6dimnT\npuH7778P1mmPeSLRVy+XoMScAcAvfkElNdrbgdtvp39tNmD/fuGy3SEmnK4hrhpnLDmJlBQwYB3A\nxNSJ6DX1evTYPNh9EFMzfXhSC+DNPN2+8HY88f0TvJmTgcIny9ngIBAXB8TEiI91I1AxZ59/Dpxz\njqdg6e4ml6Kv1py8PO9dmzk59C529dXiIadS5seXeLO0NCA5WTjmDCDx7s6gdVC0zlmgxFk4fQcF\ni6CIs5GREaxevRqff/45Dhw4gDfffBMH3dw769evR11dHWpra/HCCy/g5ptvHl132223YenSpTh4\n8CB++uknTPXlNUhBIZg4i7PJk8lq9uijVJJ81y6KQbNYFMuZRIQeENnabHQMkDhLjU9FSlwKek29\nAIAGfQMe/+5xspwFSJx5w5LyJXh26bNBP25mQiZaja2j8yMLo5Ge8BLhKni6ezdw553yDiskztav\nB5Yu9VzOujR9NZROmCBdnHHVIFu6FLjoImDlSu/qkzEMsH07/d+beDPAVZyJujW5LGfDiuUsmARF\nnG3fvh1lZWUoKSmBWq3GZZddho/cGkF//PHHuPbaawEACxYsgF6vR0dHBwwGA7755hv88pe/BADE\nxMQgJSUlGKc9LohEX71cghZz5szcuUB1Nbk0J0/m/LYcsY949F480HUABjPPa2+ACKdrSNBypqWM\nTdb9kq3NHnVtpsan4oFvHsAXR74QbkvkA97MU5QqCosKFwXdzVqYXIgnvn8CxU8WY94L8/CXzX+R\n7ubs75fs0vz0U2DJEsdndo7KysjDv3OntEPabGTtSU31XDc8DGzcCJx7ruc6qckAYkyYQK5TKfzh\nD/T+5c5DD9H5/Oc//NvyXUMHDwILFgC/+x1w7Jhv4kySW5PDchZKt2Y4fQcFi6CIs5aWFhQWibjq\nlAAAIABJREFUFo5+LigoQEtLi+iY5uZmHDt2DFlZWbj++usxd+5c3HjjjRjyJjJTQSEU8ImzOXPI\ncrZnD7B4Mafl7OkfnsZV718Fi80yumzVZ6uwq32Xx9hIQajpOVvrjH3DX1a+bFT0pMSnYPWJq1HT\nU4MpmX54Wo9xrpp5FYbuHULvXb145OxHoDfrpTdhNxolibP+fuDmm4E//tFzXWIiZUHec4+0Q/b1\nkTCL5ui3/e23VDyWy3XpSzKAM3IsZ7t3e9ZLA6i+2Lp1wF13UccCOdTXAwsXAt9/DzzzDFBSIm97\ngL6KxCxncdFxiFJFcVrOBq2DogkBiuXMfwRFnEl9K3SPu1CpVLDZbKiursaqVatQXV0NrVaLBx98\nMBCnOS6JRF+9XAI2R3V1QFcXv+Xshx+AN94ALrmEU5zdNO8mmIaH8NtPV48uazW2Ii8pLzDny0M4\nXUNCTc+d3ZqJsYl45JxHXPpD3rbgNiyvWI7iFC/MDhIIp3kSQ6VSIT4mHupoNU6feDoeP/dx5CRK\nDMyS6Na8+27gvPNcC5I6z9H111OQvM0mfkhvXJqA78kALFLFGcOQOJs9m3v9jBnA/fcDV17JXV6D\nnZ9bbwU6nfJZ6uspXHXDBmD1auDkk2X/Cujro68ioZgzlUqFguQC5CZ61rALpeVsLN1b/kJ+RKcX\n5Ofno6nJUfSxqakJBQUFgmOam5uRn58PhmFQUFCA+fPnAwBWrFjBK86uu+46lBx/pUhNTcXs2bNH\nzaHsHzfSPrOEy/mM28/PPQdMnYqq471JdK+8Atx0E6pmzwYyMz3Ht7QAXV2ouugi4PTToTMYgE2b\nHNsfH3//4IkYeOQJ6FKvBMMwaDW2YkLihND/viH6PJRJbk2u9foaPfon9GPAOoAju45A16nz2P7D\nyz4M2Pnt3r075PMTlM9GI3QWC6DznF/285NP6vDuu0Btret6FvZzTk4VmpqAhgbh42/cqINaDQCe\n69evB1at0kGn89z+4MEqTJni++/f1aXD3r3cx2c/9/cDc+dWIToaOHRIh5oa7v3dcguwdq0O110H\nrF3rOT8MAzz/vA5LlgBLltD6LVt0SEoC4uOr8OijNP7YMf7zff99HbZsAZ580rE+NRU45ZQqDA0B\njY3c81VVVYUjtx7B1i1bPX6/tr1tSDw3UXC+BgeroNX6//rbvXu3X/cXqs/s/+vr6yEKEwSGh4eZ\n0tJS5tixY4zFYmFmzZrFHDhwwGXMZ599xixZsoRhGIb57rvvmAULFoyuO+WUU5iamhqGYRjm/vvv\nZ+666y6PYwTpV1FQ8GR4mGHi4xlm1y7Hsv/8h2Euv1x4u4cfZpiGBvp/XBzDDA15DGm88wbmyAQN\nwzAMYzAbmMQHEv111mOSNTvXML/88Jec6z6t+ZQ59/VzmUUvLWK2NmwN8plx8+ruV5mnv3861Kfh\nX15/XfTafuophvnwQ/FdnXoqw3z9tfi4Dz5gmOXLPZc3NDBMZibD2Gye6wYH6bYcHhbfvxh9fQyT\nnMwwej3/mOxshrn3XoY5+2zx/XV0MMyECdy/e0cHw6Snuy675BKGWbdO+vk++yzDXHUV97pduxhm\n1izp+2KZ/Mxk5mDXQcExpaUMU1srf9+RipBuCYpbMyYmBs8++yzOPfdcTJs2DZdeeimmTp2K559/\nHs8//zwAYOnSpSgtLUVZWRlWrlyJ5557bnT7Z555BldeeSVmzZqFn376Cb///e+DcdoKCtKoq6MU\nLTadChD2bbD87neOBnlJSZyBIMm1jcjptQDHrWbBdmmGG0IJAWXpZTjSd0SS+yVY1PXWoc/sv5Zd\nZjOwbZv4uE8+oUotAUGCW/PWW4Hly8V3VVJCAe5iNDZSOQt3/vc/cp1yxaIdPgxMmuRVxQ8PUlOp\n9+Z773GvHx4mN+SDD4rf9gAVgn35ZeDaaykWzBmubEy55TPefBO47DLudUIxZ0Iodc6CS1DEGQAs\nWbIENTU1qKurwz3Ho0BXrlyJlStXjo559tlnUVdXhz179mDu3Lmjy2fNmoUff/wRe/bswfvvv69k\na8rA3Z2g4InPc/TTT1R6+4cfHMv27JH2Lc2SnMwZd6Y5dBRaix3Q60MmzsLpGhJKCChJLUGToQl9\npr6QiDOuedKb9UiN50gx9JKjR4ELLxQXaI89RsHnAUFiQgAX7nM0caI0cbZ/PzB9uufy666j35WL\nmBjgV7+SfYq8XHEFsHat67JDh4BXX6WYuLQ0apowa5a0/Z13HvDznwO//rWjvIZOp+MVZ1KTABob\nKRHi7LO5149FcRZO30HBImjiTEFh3LJ3L0Uks+KMjQqW+i0N0MPOXZxZLFA3NqMuMxpobFQsZwA6\nBjp4A9fjYuIwIWkCmvqbwsZy5m9xNm0a8Npr9FA/fJh/XH8/lZcICP39suqcCeGrOIuLIysUFzNm\nUK1nf3H++XQe+/c7lnV2AmvWUN5PXh4lOPziF9L3+eCDlLn58suOZQ0NrkLMZKIAfql95t9+m66P\n2Fju9VotiSg5MAwjmq3JMNTiSrGc+QdFnI1z2IBEBX58nqOffqLX6vp6ElhNTfTUkFOWnOt1tqYG\nzMQS1KUzDnGWGHxxFk7XUGN/IwqTC3nXT0qbBAAhEWdc86Q365ES519L/3nnAX/7G70P8NUu7u8n\noWANRNtOoxFHu5Jgl1h5wxn3OZIizhgG2LePW5wFk/h44Le/pUbmLHl5VP+sq4t6XU6Zwi+K+Pa5\nbh3wf/9HYruqqsrDctbQQNEPURKf1v/9L3D55cLHtFqBkRH+MVx8dc1XUEeredebzYBaze1i9pVw\n+g4KFoo4U1Dwlb17qTTGnDlUjOicc+izHLgsZ/v2QVVZiWPJdtgbGiLGclbTXYOeoR7OdY2GRhSl\nFPFuW5ZeBhVU0Kg1gTo9WRgsBlmWsy1byOgqxg03AIWFNJ6L/n4qPRGQTndGI557PQlOyfVeI0Wc\ntbbSu47cRt+BYNUq4MsvSTABjuK0rDjzhunTgT//md7vrFbPmDM58Wa1tUBLC3DaafxjVCogIUFe\nI3eVSoXTSgR2CiXezN8o4mycE4m+ern4NEdGI0Vel5UB77xDAShvvEHdjuXAZTnbvh2q2XPQlq6G\nrf5IxMSc3b3xbqypXsO5rsnQhMIUfstZWXoZtLFaRKmC/9Xmj5iz//0P+OwzaWNPOYU/9sxgAC64\ngAq0+p3+fiQVJKOmxnWxxcI93Bn3OcrLo4B4rhZPLHwuzVCQnExdDdg8Hq2WhOPhw76Jx5tvprm4\n7jrPmLN587g7DnDx3/+SW1XMeuWNa1OMQIqzSHyOKeJMQcEXGhvpmzQ6moJC5s2jH75AGD64LGdf\nfAGccw66MjWw1x+jGmdJE/x37mEG2wlhX+c+zi4IFpsFfeY+zgKZLGXpZUiK9S5YPRDIFWc5OUBH\nh7SxixZxiy8LJfeivFx6yyFZGI1IL0pyEWfffAOceqr8vpHR0WQBZC1RXISDS9OZoiLXXp15eWTt\n9EWcqVTUHP3LL4EDB1zFWWamtPBVu51aQ119tfjYhISxJc4iEUWcjXMi0VcvF5/mqKUFyM8XHNJo\naMTQsIgPwd1yVl8P9PQAc+agJ1Mb0oSAYFxDvaZeTHhsAtqMbTjadxQ72zybLjb3NyMvKU/QKjY1\ncypn6xmpXP3B1dh41LtIet6Ys3jpMWdyxNnChcCOHZ6V5tl4/dxc6fsS5D//obREFqMR2ZMc4sxk\noqzIe+4RbzDONUdirs39+7nbIYULEyZQcrbc9zF3srKAdeuqkJnJ3VREjE2b6B1v3jzxsWPNchaJ\nzzFFnCko+EJLC3cBJieu+eAafN8sEvzjbjn7/HPq5BwVBX1WEqJaWtE52IlsrY9PgDDlk5pP0Gfu\nw5rqNZiWNQ1txjaPBu9i8WYAUJFZge9+9Z3X51Gvr0fHgD8UDTWuH7AOIDlOemajHHGWmkrCZs8e\n1+X9/dTcOifHT7XOnngC+Phjx2ejEXlTkkezRd9/HygtpRIf3iBW6yyc3Jpc5OVRiRN/xMSdcw69\nl0nseOjCmjUUiyhl20CIs4EBxXLmTxRxNs6JRF+9XHyao9ZWUctZcWox6vX1wvtJSqJv+IIC8jms\nXj1axdOSloyY7l5YbOaQuOyCcQ19cOgDTMmcgud3Po+ZOTMxM2cmdre7RsZLEWcAeOugSaHX1AuT\nzeTVtu7zZLQakRSbJCv+TY44A6jHortr06+WM4uF/Gy7nNzM/f0omu6wnDU1Sa8aw3UtCVnOGIYO\nH+7iDPCPONPpdLKyPVm6uyle8corpY0fa5azSHyOKeJMQcEXJLg1S1JK0KAXCKoB6Gn6wQfASSfR\nN63RCKxYAQCISUqGPUqFgug0qLx5pQ5zBq2D2FS/CQ+e+SBajC2YnjUdcyfMRXVbtcu4pv4mwTIa\n/qDX1AvTsHfizB1vapxlZ7s2vBZj0SLPpACDgS4n1nI2NORq+JLF/v1Ue6Ha6W9hNKJgahI6O2nf\nEozHggiJs8ZGem9JS/N+/4HGn+LMW954gxJApM6TVisvW1MKSsyZf1HE2TgnEn31cgl0zFlJagnq\nDfXC+0lKom/LFSvIcqZxlIJIjE3EYEoCSkf8U/hTLoG+hjoGO/Drub/GuWXnIj4mHjOyZ+Cs0rM8\nymFItZx5C8Mw6DP1eW05c58nufFmAFWY7+/3jCPj4+STPcUZazlLTaUsyB9/BP70J1mn4WDXLnrq\nNzfTCwPDAEYjolOTUFpKpRtaW6WLM7kxZ+Hu0gT8K868udcYBnjxReDGG6VvM9YsZ5H4HFPEmYKC\nL0h4MklyayYnU/XKpUs9VmnVWhgSY1BiC4+q9/6mNK0Uj5zzCOJj4vH3M/6OxUWLceGUC3HTvJtG\nxwyPDOPLI19ift78gJ2HyWaCZcQinrwhES7L2fAwtdXhK3ERFUXZeVKtZ6WlVBursdGxjI05U6nI\nerZpE3UW8Ipdu4D580kh7dlDai86GoiNxeTJQE2NPHHGxcSJFGf15JMUN+XMWBFnKhUJ61AwPEwJ\nGaecIn2bsSbOIhFFnI1zItFXLxfRObLbXZ9+DEP1zL74QrLlTNStOW0acO+9nD0LtWoturQqFFpD\nU1g1mNfQHSfdgYwEz6fcur3rMCl9Ek7IOyFgx+41UQdqb92a7vNkMHsWoH3gAWqr5NwCyB3BuLPW\nVpdmkiqVp/XMubtSbq6P4mz3buoRO2cO8NBDwB//OHqNVlRQfS8JYZejcF1LWVmk+R5+2LMd7d69\n4S/OCgvJHe2Pyvje3GuxscAdd8hLIhhr4iwSn2MxoT4BBYWwZ9s2ei0tKQESE6l2gNVKT5XubtGm\ndwXJBWg1tsJmtyEmyvWWe/jbhzEzZybOKzsPuO8+zu21sVq0xQ0jz8zfOmU8wzAMHtn2CJ4676mA\nHmdUnHnp1nTH3XI2MkI1u66/XjiLUlCcHTpE5qU77xxddMYZrvtzFmc5OVQ7y6sek1YrWcvmzqVr\n/YMPaPlxcVhRAXz1FR17gg/l91QqurWcy0DYbDRPGzcC99/v/b6DQVGRa77EWMAf4oxt/8SKUsVy\n5l8UcTbOiURfvVxE56itDbjoIuAf/6AHlkoFTJpET5TMTCBG+DaKjY5FTmIOWvpbUJzq2oela7AL\nu9t3kzjjQavWoil2CBNMAWhaJ4FQX0MqlQqfXfFZQOPNAIc489atyRlz5tRXMzqamkj8858+WM5M\nJroenVi92nUImxAA0HuD1eql5ay6mjpfpKTQj1uxscmTgb/8hURVXJy0XfJdS3PmjCYnA6BbaskS\n4LnnOI3JYYcv4tSZYN1r/ihC+803wF//SgIdoP354t4WItTfQaFAcWsqKIjR1UV+i4oKoLKSHlIa\nDXDZZZL9OcUp3HFnxanFaDQ0em7gRGJsIlpircgckll+fRxRnFoc8ExVZ8tZdVs1qv5Thad/eBqM\n3LL3x+HL1szN9dBXLgiKM7OZ1JeJ37rHxpyx+4qNpdg02WzdCixezLu6ooJixfzxQH799dHk5FGu\nuGJsCLOxiD8sZ1u2ACc4RRkMDpJjQcE/KOJsnBOJvnq5iM5Rdzd3KtbNN0vrlQKKOzum90xJK04p\nRoNBOB5NG6tFdwKQNjjistxis+BI7xFJx/eFSLmG+kx9SIlLgWnYhEPdh2CymdBv6ZcsCj1iznia\nnk+YIOzWFCynwYoyAXXnHnNWUSFq3OVm61bc9+VivPYaoNd7njNbyV5qvBkQOdeStwRrfvwhzjZv\nppZdLErMmX9RxJmCghhdXdzibMoU4NZbRz8e6j4EvVnPuYuqkiq8vf9tj+XFqcWiyQKUEAAkG13r\nK9Tr63HeWn53qII8ek29yE/Oh8lmgtFixKycWfjDqX/wen9CljMhcVZczL9OrjirrCT3oGzsdti/\n2Yp1jYvx+99T0Pt773kOq6gInCtLIXD4Ks6sVmD7dlfDamUlZd4q+AdFnI1zItFXLxfROerqIjOB\nCKvXr8b2lu2c666aeRV2te/C3o69LsuLUorQYGgQdJ2xljOtwQTcdBM9DfPyUPDgP9Fn6hM9L18J\n12toZER8jBx6Tb3IT8rH0PDQaHV/ObjPU9dQFzI0npmnrDjj+5NfcolLQqYrMsXZaadRkqVsampg\njU9G2ox81NSQ8fiWWzyHTZ4sT5yF67UULgRrfnwtQrtjB1BeTrX0WO6+W9AL7hOReN0o4kxBQQw+\ny5kbHYMdyNHmcK6Lj4nHb078Df754z9dlqfGpyJKFYUfWn7AfZt4sjXVx8VZaxewdi0Fezz9NDQ/\n7oHerPc6Jmoss3s3NVPwp0DrNfWiILkApmGynCXF+Rbw1GZsw4Qkz0jxhASKAzMYODYSw2w+vnN+\ncWYwOGLOvOabb9BQdAoqK+lBzhfw/9vfSvbsK4QRvlrOqquBE0/03/koeKKIs3FOJPrq5SI6R1LF\n2UAHchK5xRkA3LbgNjx+7uMey4tTivGPrf/Amuo1HFtRQkB3AhDX0k7fiGVlwMyZiGppgUatgdFq\n5NzOX4TbNWQwABdfTLWd/FFbiqXXTJYzk83kleXMfZ7aBtowIZE7jU/MtcmLyQSo1ZItZ16zdSt2\nxi9GZaXwsNmzyXomlXC7lsKNsRJz1t8f3JZakXjdKOJMQUEMCeLMZrehz9yHzAR+96c2VsvZlLs4\ntRifHv4UbQNt6Bnq4dyul60/e/759G9+PtDSgrS41NEsw3Cnub8ZV7x3hc/72byZYlsuu8wPJ+XE\naMyZHyxnI/YRdA128Yp1sYxNXkwmCkprbeUdkpPjH8vZ/wZOERVnCmMTX8WZUtMs8CjibJwTib56\nuQjOEcNQwI1IzFn3UDfS4tM8isxKoSi5CKnxqViQvwB7O/d6rNeqtWBiosFMmOAQZ1otEB+PEnty\nwOPO5FxDfaY+bDy6kXNdjjYHnxz+hDdpQioDA4FpMu3PmLPuoW6kxKcgNjqWc6xYxiYvZjPVxRBQ\ndt9+6+P8NDeDMRqx/kiF38WZ8n0kTDBjzsaSOIvE60YRZwoKQhgMFCQkUmVTzKUpRHlGOS6YfAFm\n5872SBgAgKS4JKRr0qE6dIiicFkKCjDZlIA+c+CTAqSyrWkb7tdxl3RXR6sxP28+vmv6zqdjDA3R\nn8TfGMwGijk77tZMjPW+aJOQSxPw0a0pIs7EeO016hrAyw8/wDLnJERFq5Cd7fVhFMKYsSbOIhFF\nnI1zItFXLxfBORLJ1GQYBrvbd6NzsBPZWu+eZKvmr8Jzy55DZXYlp+WsMLkQX1/7tWcgUUEBSgbV\nAbecybmGTDYTOgf5u3afXHgyvm3i6fotkUA9GOpurcOUzCleuzWd54kvGYDFJ7fmxIk+ibODB4Ef\nfxQYsHMnmnPnobJSXr9GKSjfR8IEa3587RAQbHEWideNIs4UFIQQiTdrNDTipJdOQouxhTdTU4zY\n6FgkqBNQmcMtzlQqFWZkz/DcMD8fhf2qsIo5M9vMguJscdFibG3c6tMxAvVgiFJFIT4mHtYRK/ot\n/bLdms6IWc58cmsWFpJF12r16tyys+my5qW6Gj+p5yrxZuMY1nLmbaK3YjkLPIo4G+dEoq9eLoJz\nJCLOOgY7YLaZsbVxq9fijKUyuxK1PbXSS2MUFCDPYA+4W1PONWQapqr6ZpuZc/3CgoXY0boDa39a\niwHrgFfnEyi3JkBCWKPWoGuoS7blzHme2owBdGtqtXRN8vZ4EiYrS0CcMQxQXY0txsCIM+X7SJhg\nzU9MDP1YLN5tr8ScBR5FnCkoCCEizlgr0ZdHvvQ65owlTZOG9v/XLr2HZEEBsvTDQSlEKxVWlPFZ\nz1LiU/DGz9/Af/f/1+vWU4F+MGhiNOgc7PTdchYot6ZGQ6Y3L12bWVkC7aGam4GoKHxzJE+xnI1z\nfIk7UyxngUcRZ+OcSPTVy0U05kxAnHUNkgmiqb/JZ8sZAJdszyNHKD6Il/x8pPcMBdxyJjfmDOAX\nZwBw4ZQL8cnln2BW7iyvzifg4kytgc1u8y3mLJBuzfh4n8UZr+WsuhrMnLk4eEiF6dO92r0gyveR\nMMGcn8pKYHhYfBwXAwNKzFmgUcSZgoIQImU0Ogc7UZFRAQBeJwTwsWEDcB930wCioAApXf1hla0p\nZjnzB0NDgbecqaCCVu39QcQSAjIyqJm47IejHyxngjFnO3eit2QucnOBRO+TVRXGAJs3kwXXGxTL\nWeBRxNk4R7av/o03gBUrAnIu4YovMWedg504u/RsAPDZrenOZZeRQOvu5hlQUgJtWzd6OQrX+hO5\nMWdAYMXZ4GDgYs4AIEGdgMTYROnu5eM4z1PnYKegJTU62suwMT+5Nbu6eILBq6thnn4CZx9NfxCJ\nsUNyGCvzMzgYXPE+VubFnyjiTMFBbS2wejXwnW91qMYVYuJsqBPz8uYhNzEXBckFfj10aiqwbBmw\nbh3PgKQkMBoNojqEUu+Ci9lmhjpKjY4B74LVpcD51j405Og76SMatcbnvpq9pl6ka9IFx3jl2uRy\na+r1wGefAdu3S9pFXBztgrO3Z3U18i+YizvvlHleChGFYjkLPIo4G+fI8tW/+y5w1VVkqvE2jWcM\n4kvMWedgJ3ISc1D3mzrkJnrpIxDg4ouBL75wfHb/s4yUFCGplc+05h/kxpwVphQG3615//3Ak0/6\nZf+aGI1XyQDsPNkZO/ot/UiNTxUc71XGJpfl7Fe/Av78Z+CTTyTvhjPurK2NynMUFck8KelEYuyQ\nHMbC/DBMYDOmuRgL8+JvFHGm4KClhboY5+cDTU2hPpvwQII4y9ZmQxsbmNfIzExqMsyydCnw1VeO\nz6rSUqS3UTukDUc2YF/nvoCch1RMNhOKU4rRORRkt+bBg5RpeJz6eu/3z7o13dGb9ei39HNs4Uq/\npR/aWC2io4S7snuVsekuzvbto35NOh3w179K3g1n3Fl1NTB3rv8rzyqMK0wmsr5GC1/eCj6iiLNx\njixffUsLCbPiYt+ebmMM0ZgzkYQAfycCOJOYCBiNjs+HDgFlZY7P6rIK5HaZYGfseP2n17HhyAa/\nn4Oca8hsM6M4tTjobk3myBGMtDjMUNOnA31e5knwuTX/tuVv+PeOf/Nux85Tn6kPafFposfxi1vz\ngQeA22+XbcbwsJzV1QEff0ziLIBEYuyQHEI1Py0twOefixQnPk4oXJqReN0o4kzBASvOSkoiSpzx\nMjgI2O28ka8Mw6BrsAtZCQHown2cpCRKWwfIgqbXU4F4lqhJZZhsiIHerEevqRdGq5F7R0HCNHzc\nchZMt+bICEZqj6J1FwlCq5XGtLR4t38+t6ZWrcXQ8JDo9n3mPqRpxMWZbLem3U6/XHw8kJND2QQb\nNgCrVsnYCeFR62z5cmDXLuBnP5O9L4WxT1MT6fzFi8XHKvFmwUERZ+McWb76CBVnvHPU3U1PMR43\nj8FigEatQVyMcFN0X0hKcljOamrI6xzlfNdOnIgyQzR6hnpInFn8L87kXENmmxlFKUXBzdZsbka0\nfRjxBlI6rJj1SZxxWM60sVoMWvmrdrLzJNVyVlwM7Nkj48TMZvInqVRAbCyQlgb85jd0kcjEw3LW\n2kqmk0WLZO9LDpEYOySHUM3PwoUUcizF2hzsGmdAZF43ijhTIGw2+rbOzY04ccaLxHizQJKY6BAb\nNTXAlCluA0pLUdxrR4+pJzwsZzYTSlJL8NkVnwXsGB5v7keOoK+gEomDZDlj56u1lXv7Y8eE21Im\nqBN4LWeDw+Il1XtNvZIsZ+edR9arjRtFhxKsS5Pl738HbrtN4sauZGcDr70GzJwJnLnYguH+IdQb\nxM9ZYfwitWOAYjkLDoo4G2uMjAB/+pPk4ZJ99R0dVBlTrSZx1tDgzdmNSXjnyE/izGz2vhK3Vkvb\nj4xQvJmHOCssRKZhGD2G9oCJM7kxZ4mxiZgzYY7fzwOgebTbyXA0Sl0dBitOQPQI+TPFLGdnnw0c\nPcp/DI2ax60ZKyzORmPOzH1IjxcuowHQrfa3vwH/938SG1CzyQAsv/41kJIiYUOucyUP5ksvAQ/c\n1oHh1CykpQc+ESASY4fkEMr50WjoErPbhccpMWfBQRFnY41jxyhtnrNIkQ+wLk1AsZyxSGjdJCXe\n7OyzgW3bvDsFlYq+CAcGeMRZTAyG42Kg720NmFtTDqZhEzQxGvGBXsKm8Lt4mo8cAcrL0RNDcVhC\n4mxggOLonZMq3Dm58GScWnyqx/IEdYK0mDOTtJgzgOo9P/usxARJd3HmA3PnAg8/DMyfDywo6UDC\nxFxvdZ7COCEqigyzJpPwOMVyFhwUcTbWOHyY/pVo2ZLsq29udoiz/Hzytwj5fsYRvHMkkqnZNSRN\nnE2eTC5Jb2Fdm4cOARUVnutHYmPQ1nUMI8xIQCxncmPONOrAibPRB4PFAtx8M3D99cC77yJ26iR0\nwFWccbk19+0Dpk4FYmI817Esm7wMF1Rc4LFcq5YYc2aWFnMG0ANx4UJJQz3dmv6ivZ3kUMUKAAAg\nAElEQVQSDIJAJMYOySHU8yPFtRkKcRbqeQkFijgba7Di7Ngx/+7X2XIWEwPk5Sm1zkQsZ91D3chM\n4BdvLJMnO/5s3sAmBTQ0ABMneq4fiY9Dc2ctAPjdctagb8BT3z8lebzJZkJ8TAAExHFGMzWbmoD3\n3wdOPRW47z4kXLwELSO5o+IsJ4fbcvbTTxRn5Q1ibk0WOZYzWfjRcuZCR4f3TRYVxhVi4uxXv6J7\nSLGcBR5FnI01amro7Vmi25HXV19XB1x6KbB1Kz31Dx1yiDMgomqd8c5Ra6vgQ6trsAtZWmmWM1/E\nWWKio2lDcrLneiYuDi2dR6CJ0XBazuyMHYykoCZPrCNW7NNKL2xrtpkD6tYczdTU64GCArKcXXst\nEickoYPJgbWxHUYjWRidxdmBA9RtYc8eH8SZiOXMOeZMquVMFoESZ0G0nEVi7JAcQj0/YuLs22+B\nDz8Mbl9NIPTzEgoUcTbWOHyYrAW+Ws7uvZee9jfeSPv79FPghBMc6yMsKYCTrVsFfU7dJmmWs4oK\n39yaSUmkkzMzeWKT4uPR3lOPopQiTsvZrz/5Nd498K5Xx9bGajFgHZA83jQcWMvZqEtFr6dSEsdR\nqQCjNgdD9WQ5mzQJ6OmhJGSABPKBA9Sn1FtxJjnmTGKdM9kEyq3Z0RE0caYQ3oiJM6ORmnEolrPA\no4izscbhw8A550i2anH66nftIuGxbh3daQ0N9HPeeY4xEZQUwDlHDQ3AwACGykvQa+rl3E5qQsCk\nSbQ7rozNF18EvvlGeHtWnGVkcK+PSkiAbXAAxanFnJazo31HcbjHO9OdVq2F4ZC05BOGYWC2mYPj\n1tTrqTO8E6bkXFgb2zEwQKsyMx1FXmNiKDNSrwcqK707tphbU26dM9mMA7dmJMYOySHU8yMmzth4\nTiXmLPAo4mwsMThI/q1TT/VNOG3dClx4oXDLlwgSZ5xs2gRUVeGF6hdx6/9u5RwiNeYsLo5C+LiM\nnQcPAj/8ILx9YqLDcsZFlEaLeBtQlFyEoeEh2BnXXPj2gXa0GL2ryKqN1cJsM0tyi1pHrIiJihHt\nKekLLm5NN3E2nJ4Dpo0sZ4mJ5KV3dm3+/OfA+vVAlrWFXlBkJryIuTVZnC1nb70FvPCCrMPw4604\nGxqi63nTJocp0ZkgujUVwhshccYwJM5SUhTLWTBQxNlY4Y03gGXLyAwzaRI96SU8MDl99e3t1JtP\niAgSZ5xzpNMBp5+ORkMjvm36lnO7rqEuF3FmsfD/SSoquOPOiovFvcdJSfTn5hNnMdokaIaBzIRM\naGI0HgLCF3EWExUD9SQ1LCMW0bEmmymgmZqAk1uzr89DnNmzc6HqInGWlAS8/barC1OlApYsAVmI\nTzmFlJMMpNY56zX1Il1Ddc4OHPCiuTkf3ro1e3uBv/yFfrjMt0G0nEVi7JAcQj0/QuLMbKb6gief\nrMScBQOBhHKFkGIwAHfcQRaCoSEKWnr0UQqeYWNt3OJuJNPeDpx0kvCYCBJnnGzbBtx5J1pqdKjX\n16PV2Iq8pDyXId1D3S4JAcuXU8H2JUs8d1dZSRay8893XV5cDHz1lfCpsJazyZO518cmJCHeBqRr\n0pEUlwSj1Tjafshis6DP3IeWfi97GcFhMRJzV/rFpfn228DSpbzf/kJuzagJOYjdQ27N0lLuzFYA\nlIV73nm0DxloYjSw2CywM3ZEqbjfa+2MHUaLESlxVDRMrxc4Dz5qaoAnnnBdds893lvOCgrIasaH\nYjlTOI6QOGMt0s88491jR0EeQbOcff7555gyZQrKy8vx0EMPcY659dZbUV5ejlmzZmHXrl0u60ZG\nRjBnzhxccIFn/aExgdksfazFAlxwAb3qX3EFcMMNwPbt5JeZMYOWu/tseOD01Uv5Mi4ooDdqb0vb\njyE85mhwkEo1TJmCVmMr0jXp2NbkWkV2aHgII/YRaNUO+35rK7kvubj8cmqX4159W6rlrLGR33IW\nnaBFil2NNE0akmKTXJICOgc7ERsd67XlDACiG6MllZDwSwHaP/wBu57awpvdKuTWjCvKgabf4dbk\nhGHI6lZY6GhaKhGVSgWNWsObFKDT6WCz2/D3M/4+6to1GLwo4r9xIwm02bMdPwkJZO278kqZOxPB\nbKYft7kMFJEYOySHUM8PK866ujy9AOx9VVoafHEW6nkJBUGxnI2MjGD16tXYuHEj8vPzMX/+fPzs\nZz/D1KlTR8esX78edXV1qK2txQ8//ICbb74Z33///ej6p556CtOmTYNR5hdqWKDXU+XL1lZppcA3\nbSKB9sILbl2unUhOlv1wGUWKGyMmhl75b7iBBCFA2ZxnnOHdMccSBw6QH1KtRkt/Cy6suBDfNn6L\nFdNWjA5hrWYqp7+nkDibM4cC+r/6ijoGsBQVSRNnNptAPVyNBhkjiS6WM5b2gXZMzZyK/V37MTwy\nDHW0Wuy399w9h6uUC18sZwwDvPkmcHlPD3a8ug/1Q0vx9797jjMajwuvBk9xllyQDNWIDcP6QSQm\n8gTFmM10D2ZleXX/sFbExFhu9RcbHYu7F989+tlg8EL39PQAixcDN93kulyg5p7XsJmakloUKIx3\ntFqyTl98MXDVVdQhjEXwpUfB7wTFcrZ9+3aUlZWhpKQEarUal112GT766COXMR9//DGuvfZaAMCC\nBQug1+vR0UGNjJubm7F+/XrccMMNXtdrCimdnWSt6uXO+vNgyxZyu/AJM8BRmVQE3pgzKTEmX38N\nzJpF579/P3D33eLbjEE85mjvXqCyEgzDoNXYiqtmXoV3DryDBr1DRbknA5jN9Ofgy6gEqIDjhx+6\nLktPJ+El1I2L/ULkFWfx8ciISiBx5mY5ax9oR0FyAbK12Wgb8C74KWt6ljTLmQ8xZ0eOAFdfOQL0\n9SGleT+c3stcOHr0uJuQw3KWk6tCX2wO1L0d/A+Rvj567U9M9E6cCcSdcd1rer0XlrPubsHOFH4l\nyC7NSIwdkkOo54e1nLW2Ag8+6Jo/EkpxFup5CQVBEWctLS0oLCwc/VxQUIAWN5ec0Jjbb78djzzy\nCKKExEo409ND/0qtG7ZlC7kwhJAozjyw20lsZYs37EZeHsW9PfII8NRTlFoo1hV3PLB3LzBzJnpN\nvdCoNTh94un43aLf4azXz4LZRu5p9zIabW2UYyF0id54I8VrOKNSkWtz82bqschF0vEe3LzCT6PB\nNeW/wMmFJ3NaznITc5GflO913JnULEVfCtBu3gykQg8Vw6DcvA8//kjN3t0Z7S/KIc4mTgTakYt4\ngwRxlpTkqAsgA61aK6nWGYtXbs2eHmGV70+U7gAKTrDirLOTbpN16xzrFMtZcAmK2lFJNJm7W8UY\nhsGnn36K7OxszJkzZ2xazQCHxYwNsL/vPuC557jHmkzA7t3iAfsS3/w9fPV9fbRtXJzoti6kpNDP\nOGzp5DFHP/0EVFa6JAHctvA2fHL5J6NuO3fLmZBLkyU2llu8FRcDd95Jdbi4LnEplrP82Ayoo9Wc\nlrPcxFwUJBd4HXdmqbNIjjnz1q25eTMwc0I3utW5mKI6hIIJI9jn1piAYej9QEicNVlzkNDfLk2c\nefFyk6BOwIB1AGuq1+DqD67GFe9dgSO9RwBwx8V47dYMljgLsuUsEmOH5BDq+dFq6fKzWIC1a11L\nX4ZSnIV6XkJBUGLO8vPz0eT0UG9qakJBQYHgmObmZuTn5+O9997Dxx9/jPXr18NsNqO/vx/XXHMN\nXnvtNY/jXHfddSgpKQEApKamYvbs2aPmUPaPG5LPvb3QAcBXX6Fq0iTggQegO/lkYNo0x/hNmwCV\nClV2OzBjBnQ//ii8//5+oLoaVdddJ3h8Fp1OB9TWomrOHCAnx7vfJzcXVQcPAsXFoZ3PQHx+803g\ns89QVVwM7NwJndGI7Rv/h/ykfJfxU6qmAAC+2/odLEYL+vooA/Oss3RQqwFA/vGLi4HPP9chPh5o\naalCQYHrerKc6VBXB8ybx7G/+HjoDh0CdDoSZ1bj6PqOoQ5MyZyC/dv3Q9ejG42bk3N+8ep4bN+6\nHQktCYLjtzdtH3Vryp3/L77QYeXJ+1D3QTHKE9sxM/u/ePXVfDz+uGN8by8QHV2FrCxA19EBHDyI\nquPxkOz+eqJzgM4O7NunQ08Px/GMRiAtDbqjR4GGhuN/Lennq43VQlevw2NvPobrZl2H2QtnIyU+\nBTqdDrt37/YYr9dXISWFZ3/Dw6iaNQvIznZd390NXX09oNMF/vo/bjkL1v3GEvL7PUw/s4Tq+AkJ\nVTh2DEhO1qG9HZgyxbH+xx+BxMTgng/7effu3SGZj0D8fXU6HeqlVEJggsDw8DBTWlrKHDt2jLFY\nLMysWbOYAwcOuIz57LPPmCVLljAMwzDfffcds2DBAo/96HQ65vzzz+c8RpB+Fe948kmGiY5mmFtv\nZZjlyxlm5UqGmTLFdcySJQxz440MU17OMK+8Ir7Pu+9mmL//Xfo52O0MU1DAMJdcwjBVVbJOf5Rb\nb2WYxx7zbttw56mnGGbRIob5298Y5tlnmWvev5r53Ze/Y6794FrO4d82fst8ffRrprqaYQCGue02\nhvnNb7w79MMPM8wFFzDMeecxzIcfeq7fvp2OYTTy7ODRRxnmjjsYhmGYO7+4k3l468Ojqy5+62Lm\nnf3vMA9seYC568u7RM/FbrczN31yE7Orbdfosms/uJZ5ZdcrgtvpTXrmrX1vMT9/6+eix3Cnvp5h\nsrMZRv/6x8wnWMYcm76MObrwcmbLOX+lyXn1VYZhGEanY5iTTz6+UUIC54S8kPtH5n7cz3R28hzs\n1VcZ5qqrGObbbxlm4ULZ57ps7TLmyveuZFa8vUJ0rN3OMDExDGO18gxYu5b+8O6UlDDMkSOyz80r\nV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5I9BK+Niy/mDmJUUFBQOI4izvzF5s3AyScH95j/+AfFbv32t/S0cxdn2dmB8dXPnAm8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\nJOK2pbKwsMDu3btx4sQJVFdXIy0tbdB9mi9YO/ZoLMjwgv3Y0Ftvb++gU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"text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observaciones:\n", "* En Octubre de 2013 parece haber un **Alza** desacoplada de las variaciones de la carteras inferidas A y A1." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dibujar gr\u00e1fico variaci\u00f3n valor cuota Fondo A y E de AFP Cuprum. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "if plot_on:\n", " m_afp['2013':][['CUPRUM-A','CUPRUM-E']].plot(figsize=(10, 10))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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z4oQxz8zb+9KxVq0gObn89y53cVajRg2WL19OYmIiW7duZfny5axZs4Z27dox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\ncuZmdu2CsWMt7zkzNVZ/4QKMHg1jxsDFiyoJCw2FIUMKH6On5KyseoY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qeeU5fFj1tk2c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\n5+XLGIaLF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"text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "if plot_on:\n", " a_afp_pc['2013':].cumsum().plot(x='CUPRUM-A', y='A', style='o', markersize=3, figsize=(10, 10))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ML9fCzl3O/fxcyM+cffjDVwU6cxYVYV/vsJDbFqu5XaEAA+Bcvqh96qmlNStq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\n8cZBzzl27Jg3ZcoUb/fu3d6RI0e8WbN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"text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "if plot_on:\n", " a_afp_pc['2013':][['A','A1','MODELO-A']].cumsum().plot(figsize=(10, 10))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ASlgKfLx8UNlUKXsL09Cm0ZgxAID4lJG4WH3R8k1LY+Vs8+bOudWGDgXOnQOa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\nDACgd+/e8PPzw8WLFz1mr7tRKBRoaGjAwYMHIZVKsWXLFgAt4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"text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observaciones:\n", "* En Octubre de 2013 parece haber un **Alza** desacoplada de las variaciones de la carteras inferidas A y A1." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dibujar gr\u00e1fico variaci\u00f3n valor cuota Fondo A y E de AFP Modelo. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "if plot_on:\n", " m_afp['2013':][['MODELO-A','MODELO-E']].plot(figsize=(10, 10))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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0Aw8tfYivH/6a8IBwR5cjdtK0poiIiIsxmozM2jGLEUtHsGT4EjVmLkTNmYur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\n9OjBi7x4W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"text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "if plot_on:\n", " a_afp_pc['2013':].cumsum().plot(x='MODELO-A', y='A', style='o', markersize=3, figsize=(10, 10))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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WK9e5XtV4R1mQzwFjPg0A3MMMGPB7FBj5MZ8GAJwDBrguyLtPAIBoYQbMJ1Z7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\nK/Tb3/7Wi2WXzerhteXmPnLkiJYvX66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"text": [ "" ] } ], "prompt_number": 25 }, { "cell_type": "markdown", "metadata": {}, "source": [ "C\u00e1lculo de coeficientes por regresi\u00f3n lineal" ] }, { "cell_type": "code", "collapsed": false, "input": [ "rl_pc = pd.DataFrame()\n", "rl_pc['spy'] = data_pc['spy']\n", "rl_pc['ipsa'] = data_pc['ipsa']\n", "rl_pc['eem'] = data_pc['eem']\n", "rl_pc['vea'] = data_pc['vea']\n", "rl_pc['usd'] = data_pc['usd']\n", "rl_pc['cuprum_A'] = a_afp_pc['CUPRUM-A']\n", "rl_pc['modelo_A'] = a_afp_pc['MODELO-A']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Estimaci\u00f3n de cartera de Edu7 https://twitter.com/AlephEdu\n", "* 2014-02-14 # 0,20 SPY + 0,15 IPSA + 0,17 EEM + 0,06 VEA + 0,50 dolar (interbancario del dia)\n", "* 2014-04-17 # 0,21 SPY + 0,15 IPSA + 0,125 EEM + 0,13 VEA + 0,57 dolar (interbancario del dia)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "C\u00e1lculo de coeficientes por regresi\u00f3n lineal para AFP Cuprum" ] }, { "cell_type": "code", "collapsed": false, "input": [ "result = sm.ols(formula=\"cuprum_A ~ spy + ipsa + eem + vea + usd\", data=rl_pc['2013':].cumsum()).fit()\n", "print result.params" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Intercept -0.003812\n", "spy 0.216213\n", "ipsa 0.403131\n", "eem 0.057489\n", "vea 0.213285\n", "usd 0.575817\n", "dtype: float64\n" ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observaciones:\n", "* http://www.safp.cl/portal/informes/581/w3-propertyvalue-5975.html (Cartera de inversiones mensual)\n", "* De los informes de la SP no es directo el c\u00e1lculo de la Cartera Total (Nacional+Extranjera), eso se deber\u00eda mejorar.\n", "* El ajuste de la cartera difiere con la realidad de porcentaje cartera IPSA\n", "* Se usa como variable independiente el usd/clp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "C\u00e1lculo de coeficientes por regresi\u00f3n lineal para AFP Modelo" ] }, { "cell_type": "code", "collapsed": false, "input": [ "result = sm.ols(formula=\"modelo_A ~ spy + ipsa + eem + vea + usd\", data=rl_pc['2013':].cumsum()).fit()\n", "print result.params" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Intercept -0.001324\n", "spy 0.160597\n", "ipsa 0.359208\n", "eem 0.115911\n", "vea 0.200686\n", "usd 0.588541\n", "dtype: float64\n" ] } ], "prompt_number": 28 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observaciones:\n", "* A pesar de la alta correlaci\u00f3n que hay entre los valores cuota del Fondo A de AFP Cuprum y Modelo, los resultados de la regresi\u00f3n lineal difieren bastante para IPSA y EEM.\n", "* M\u00e1s adelante se van a buscar otros m\u00e9todos de ajuste basados en machine learnig (Algoritmo evolutivo o red neuronal artificial), para ajustar mejor la cartera." ] }, { "cell_type": "code", "collapsed": false, "input": [ "if run_console:\n", " %qtconsole" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 } ], "metadata": {} } ] }