diff --git a/time-series/ARMA.ipynb b/time-series/ARMA.ipynb index 61ba01a..c324680 100644 --- a/time-series/ARMA.ipynb +++ b/time-series/ARMA.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 49, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -13,13 +13,1007 @@ "import statsmodels.api as sm\n", "from sklearn import linear_model\n", "from sklearn import metrics\n", - "from statsmodels.graphics.api import qqplot" + "import scipy\n", + "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 1000.0, -115.15935301845307, 105.59050559577385)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def sim_random_walk(n):\n", + " eps = np.random.normal(size=n)\n", + " return np.cumsum(eps)\n", + "\n", + "n = 1000\n", + "sns.set(style='white')\n", + "fig = plt.figure(figsize=(16, 6))\n", + "ax = fig.add_subplot(111)\n", + "plt.xlim(0, n)\n", + "for _ in range(100):\n", + " ax.plot(sim_random_walk(n))\n", + " \n", + "ax.axis('off')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/miniconda3/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", + " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(18)\n", + "n = 500\n", + "fig, ax = plt.subplots(1,2, figsize=(16, 6), gridspec_kw={'width_ratios':[3, 1]})\n", + "eps = np.random.normal(size=n)\n", + "ax[0].plot(eps)\n", + "sns.distplot(eps, ax=ax[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 1, 2],\n", + " [1, 2, 3],\n", + " [2, 3, 4],\n", + " [3, 4, 5],\n", + " [4, 5, 6],\n", + " [5, 6, 7],\n", + " [6, 7, 8]])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def lag_view(x, order):\n", + " \"\"\"\n", + " For every value X_i create a row that lags k values: [X_i-1, X_i-2, ... X_i-k]\n", + " \"\"\"\n", + " y = x.copy()\n", + " # Create features by shifting the window of `order` size by one step.\n", + " # This results in a 2D array [[t1, t2, t3], [t2, t3, t4], ... [t_k-2, t_k-1, t_k]]\n", + " x = np.array([y[-(i + order):][:order] for i in range(y.shape[0])])\n", + " \n", + " # Reverse the array as we started at the end and remove duplicates.\n", + " # Note that we truncate the features [order -1:] and the labels [order]\n", + " # This is the shifting of the features with one time step compared to the labels\n", + " x = np.stack(x)[::-1][order - 1: -1]\n", + " y = y[order:]\n", + "\n", + " return x, y\n", + "\n", + "lag_view(np.arange(10), 3)[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def ma_process(eps, theta):\n", + " \"\"\"\n", + " Creates an MA(q) process with a zero mean (mean not included in implementation).\n", + " :param eps: (array) White noise signal.\n", + " :param theta: (array/ list) Parameters of the process.\n", + " \"\"\"\n", + " # reverse the order of theta as Xt, Xt-1, Xt-k in an array is Xt-k, Xt-1, Xt.\n", + " theta = np.array([1] + list(theta))[::-1][:, None]\n", + " eps_q, _ = lag_view(eps, len(theta))\n", + " return eps_q @ theta\n", + "\n", + "fig = plt.figure(figsize=(18, 4 * 3))\n", + "a = 310\n", + "for i in range(0, 11, 5):\n", + " a += 1\n", + " theta = np.random.uniform(0, 1, size=i + 1)\n", + " plt.subplot(a)\n", + " plt.title(f'$\\\\theta$ = {theta.round(2)}')\n", + " plt.plot(ma_process(eps, theta))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def pearson_correlation(x, y):\n", + " return np.mean((x - x.mean()) * (y - y.mean())) / (x.std() * y.std())\n", + "\n", + "def acf(x, lag=40):\n", + " \"\"\"\n", + " Determine auto correlation factors.\n", + " :param x: (array) Time series.\n", + " :param lag: (int) Number of lags.\n", + " \"\"\"\n", + " return np.array([1] + [pearson_correlation(x[:-i], x[i:]) for i in range(1, lag)])\n", + "\n", + "lag = 40\n", + "# Create an ma(1) and an ma(2) process.\n", + "ma_1 = ma_process(eps, [1])\n", + "ma_2 = ma_process(eps, [0.2, -0.3, 0.8])\n", + "\n", + "\n", + "\n", + "def bartletts_formula(acf_array, n):\n", + " \"\"\"\n", + " Computes the Standard Error of an acf with Bartlet's formula\n", + " Read more at: https://en.wikipedia.org/wiki/Correlogram\n", + " :param acf_array: (array) Containing auto correlation factors\n", + " :param n: (int) Length of original time series sequence.\n", + " \"\"\"\n", + " # The first value has autocorrelation with it self. So that values is skipped\n", + " se = np.zeros(len(acf_array) - 1)\n", + " se[0] = 1 / np.sqrt(n)\n", + " se[1:] = np.sqrt((1 + 2 * np.cumsum(acf_array[1:-1]**2)) / n )\n", + " return se\n", + "\n", + "\n", + "def plot_acf(x, alpha=0.05, lag=40, title=None):\n", + " \"\"\"\n", + " :param x: (array)\n", + " :param alpha: (flt) Statistical significance for confidence interval.\n", + " :parm lag: (int)\n", + " \"\"\"\n", + " acf_val = acf(x, lag)\n", + " plt.figure(figsize=(16, 4))\n", + " plt.vlines(np.arange(lag), 0, acf_val)\n", + " plt.scatter(np.arange(lag), acf_val, marker='o')\n", + " plt.xlabel('lag')\n", + " plt.ylabel('autocorrelation')\n", + " \n", + " # Determine confidence interval\n", + " ci = stats.norm.ppf(1 - alpha / 2.) * bartletts_formula(acf_val, len(x))\n", + " plt.fill_between(np.arange(1, ci.shape[0] + 1), -ci, ci, alpha=0.25)\n", + "\n", + "for array in [ma_1, ma_2]:\n", + " plot_acf(array)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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qs0pI3FD913/9VxSLRfzxH/9x0odeVijPYynCf+tU/MDs3QCk0N9FM1QNU4QWrWbqbk5oX75ZUe3WWBQ5qh2+n8YCsKLKMAzDRNO+PQ0rqnE5fWkezx6ZwNGza6vGCvH4vkso5BTs2NyPsenqcg+HYWKRqKF6yy234OzZs/j3f/93pNNrq6CwVxhn8Y2yRoI5JZ6iWkCtYSRe7U03rCXL3V1MQhVVq7diSkaX7WlkhwLnqDJrhRMX5jBT6j3vnmEYj3aGKkU8cXROe2gvQzUr1hpPHx7Hz127FVdsG8DoFCuqzOogMWvyYx/7GA4cOIBbb70V2Ww2qcOuGHqp4NoplJ+oJxz6a9ueWpsUmu4oqqu93HlojqrRXeguoYv2NB0qqppnqC5FTjSzNjl4ahpPraBCZx/8wlP4+v3HlnsYDLOmoNBfy7JD1+EkHd9rHdpzrVVDdb6sYeuGIrZv7MP4TJUd4cyqQE3iIMePH8dtt92GXbt24Q//8A8BADt37sStt96axOFXBKSkLkWYqxf6m0QxJSf0d8Ng3vm5YaCQS+RrB+A34LMZJbHjLjVCUS14iqrRpppiOzxFtbPFQFZUjXW2kBw7N4upuRped/1lyz2UVc9//uAwShUNP/+ybcs9FABAtaZjoaot9zAYZk0hK6mWDSgp/99F6C87PdtCKV7z5bU3T9m2DcO0kFEVbBjMwTAtTM/XsXmksNxDY5iWJGKxXH311Th69GgSh1qxUEjIUoS5eh7QJHJUDeSzijDAks5TlQ34VW2oagYyalp8Bt3wiilFKaqWZeOxFy7iF66/DIrSHJzQbY6qL/S3SzV3tfKdh0/i6LlZNlRj8J2HT2B4II9fedXO0L+fH19ALrtynknNsHz51wzD9I6silmWBSXtf+a1JSwEudqha7UWiymRoyKbSWPbxj4ATuVfNlSZlc7aSiRdRETV3wTCcdvRcEM/k6j6W2sYKOZVoaJW63qbd3QGGe6NVV5QqaGbyGUUqK7BGac9zcHT0/jIl57Bs0cnQv/ebR9VfzGl9bW5qNZ16Kv8XloqfvTkWTzy3IXQv82XGyhVNJFGsNzYtg3dsHxh7QzD9I4lhfuGOVUXW1FdS+GjulBU156hSvvJjJrG9k2eocowK53kYkDXODSBJVGJtx2UL5lUMaVCLoNC3vmqE1dU14i3tqGZyGUVZFTHUJUN76gF/tJkGQAwG+F91UWOa/eKqrHOFNW6Zq6J4lxLQV0zIwt1nR9fEK9ZCdB9vFJbWe0/OYWRgRx2bhlY7qEwTEf4FNUlzFH9zsMn8OM95zA+U8Xt//B6bBpe/cqctoZzVOn7zyhpbB4uIJ1OcYsaZlXAimpMROjvEiiqSeaoVus6inkVxZwb+ltP1lClnI61pqjWY1Tepap5Ud7XbhVV2VBdb+1panWDFdWYNDQzco4gQ1U3rBWRm0aOvpWqqH7y68/jk19/frmHsWhYlo3P3nMAzx8Lj/5gVi9yAaWw9aKxSIrq135yDFNzVWi6ian5WlfHsG0bn/jacyumHQzNU2sx9JcMVVVVoChpbBkpcIuaNUTS0ZIrCTZUY0Bha8ASt6dJYMPuKKqqUFSrCSuqZLiv9l6qQUW1psmqZvgCPzbjTPJRhRe8e6YzY1PezFvrLPS31jCgm9aqryK9FDR0M1IlOecaqsDKUFVpnCthLGFouolDp2cwMbs2N273PX4a9zxyEo/vH13uoTAJIy8RrUJ/k1ZUDdMSuY7dVsavNQz85KlzeP74ZJJD6xoSJBaq2pqruE/RgLTH2bahD+MzrKiuBcamK/ij9/wAx8/PLvdQFgU2VGMgGypL0p7GNVSSOFcwRzXJ0F/LssW1WQqleTEhRVWE/mpynmj4Ikz5HfOV9opqJ4bXulZUGwZse2WGPN/zyEm8944nlnsYAJxnT2thqJ6XDdUVkKfqGarLP5Yw6Fl97PmLyzyS5BmdquAL9x4CsDLuBSZZfDmqIY5NL0c1vH1NtximhXxWFf/vBtHjtUNn7mJB18q2gVJlbVX+pTStbMbZ4xQLKmpc3G5NMD1fh2XZmJjpLrJhpcOGagxkI2wpDLJG4qG/Gc9QTTD0V16c1oqiSqG/PmMx5HuwbRtjFPrbJkcV6KzgRF0zkXJbDKxEg20xIcV/KSIXOuXkhTkcOdM+RG3vobFF92y2U0nOj5dFBeuk89K7YaUrqvScPfzc2jNUf/DEGZimhQ2D+RV7/Znu8bWnCZkO5D1LUuG/TqsTGzl3julWUU2yw0ESyPNpL3mqdc3AoytsLpFzVJ1/lcgaB8zqgvYDK2GtXwzYUI2BPHktSeivlmzobzGnIp9VkEoleyPLRW9WvaGqm8hl1NiK6kJVR8U1+ucjPK+yo6ETp0OtbqCYd3KK11Por+mqhMDKLM7V0E3UG0ZbVeJz3z2Ibz14YtHHAoRvPMs1HTOlOl6yc8h57QowTkQuu2auyCqhpmmhkFNw6uI8LrpF0tYKtYaB/kIWW0YKa3Yjs56Rn6cwRVWuH5HUvEprIrW/MrpcpxqS2ruU/OjJs/jxnrNNv5evTy+Vf/ccGMOHv/T0iqqqKwxVVXH/TSe+nx2bruCpg2OJHpNpD323jRUasdQrbKjGQDOSn+hbQV5vy+68YqyMbduoNgwU8ipSqRQKOTXRHFXZkF71ob+a4c9RbRN+SwvQQDEbXUzJkD3ZHYT+aoboe7ueQn/lsMSVeD81NBOW3d7w0wzTl+O8WGMBwuejC27Y79WXjwDAoo8lDvoKd2oZpo1XXr0ZAHD49Moo7BLGtx86gXd9/JGO3mMYFlQlhXxO5dDfNYgc+hvmBNJ0U0RUJbV/IQcZGardKqqL3Tonigf2nsP9T51rHo/hRTP1UlCJ9g8rKYIhmKOaUdOJV9i/d/dp3HLX3kSPybRHE8UKV879liRsqMZANjiWonWGvBHuZWEh9YIWqUJOTTT0V74Wq77qr+bkqCppt+qvrKiGLKJkqF5z5Qjmy1qoyiZ/d+1CbGTPZr1hoG8dGqqycyDM0zu30FjWIkuNmOE1hmEtukFAuZ5h99X0fB0AcPlWp9XKSjBO5HEmYTgfPz+Ld33ikcRyXk3LwuVbB5DNKDg9Op/IMReDw2dmcPpSZ+MzTAuqmkYhp67Zjcx6xrJsKGnHugquF4ZpwbRs9OV7yyUNQo5XEfrbraKqRRuqP33mPP7+k492OcLW6IYZOnfouoWRgRwAYC6iSGIcyHBYKSHNgNRHNeMZqkkLL9RebiU6I9cy9N2u1fmdDdUYyAbZUrTOkCfQXgxj6u85MpAHABTzarKhv7KiuoIm5G5o6E6OajqdgpJOieuUzSihxiL1H3vpFSMwTAvVEAeAvPi2WsiPnJnB//nu+zDtlvh3QvUyTcdY68j3ZvC+n1to4C3/+iM8vm/5qpbSpqrdM6Qb1qIvGK1yu2j+GBl0Nlz1FVAwQ54fkghFPnJmFkfPzmK21HsbCdOyYdvOs75r+wDOXCr1fMzFYnKuBs2wOoq00Q0LGTWNfFbh0N81iGXbUF2VLKio0hpNjs9uDZNvPHAMP3jijPjZDCiq3Ybuai36sB89O4vDZ2YW5Z7VDSt0XtQME8MDeahKqqfQX/pcK6VIFBCSo7oIhirdb5Xa2m2VshJZ6e3feoUN1RjIBlkSBY7a4c8p6X5TNzXnGD6b3UbcuayaaBigP5xvdRtUpKgCzgROm+lcRgldhMemqtgwmMPWDc61Dav8qxuW8HS3WhAmZqswTEt8X/WGE6qlpFMrMp9vbLqCO793MPHy/a0U1dmFOgzTxv6TU4mesxPouWwXPm+Y1qLningF16L7Jg73O4bqSgv9TcKIryVYdIucQUo6hasuG8LpS/OxlPu9h8Zw4sJcz+fvhKlZ15nVwTU0TAuqknZCf1fAvcAki2XZwvgIOlUbAUO1W8fnI89dxMPPXhA/i9BfUUyp2xzV6MiQctUxdhajp6lhWpGKai6jYKg/19N5SdCgcNuVAF1jL/RX6bgjQTtor1xmQ3VJof33SqhHsRiwoRqDpTbIkgr9pSbcG4cdRTWrphOt8iarJKs51MOybGiGJbzDqpIWm/tcJh1a0Gh0uoKtG/ow2OcYA6WQMCHDtETYdasNAm0uaANf0wzks46h2m3uTyueOTKOB59uzs+Jy95D47j7oRM4eTHZEMlaixxV+tuJ80trGMgIRbVN+LxuWIte9p/uFSNMUW34DdWVYJz4DdXex0PNzZNQBGiTrSppXLV9EAtVXYRPt+KO7xzAt3+6uEWzZBq6KSqRdhLOrbuGaiHL7SjWIrZtC+MjGLlD8ygV5+v2eTEtC3ML3jNBztu8WN+6rfrrKqoh62PFfcZnF9o/i97xTIzPtO+FHBX1ohkmMmraMVR7UFQbK7AooJej6jnkgWSjtuh+o+9uuZhdqOMbDxxbN/3YWVFlfF77pQhxTcxQdRW6TUOO6pdVlUQNypVeICUuNPZ8VlZUXUM1G66ojs9UsW1jURgDYYuablhiIW9lcNJGWQ4tzecUKEoqdo7qngOjWKjGy6m5b/cZfLOHqrT0PMRp1dIJrRRV+tupS/PLtvjHKQFvWTZMy158RVWPLrhG5x4aWDmhvz5DNYFQPq+NUe/3Aj3fipLCrsucSsmnYuSBNnRjSXPzp+e8HnmdhEMaFPqbU6Hp5rrKe18PWBbahv72mkpimLZIJQKk0N8ec1RbFVMqu+tZJ8rmdx85iXf874favo4U1aAhoxkWshkFwwO5ptBfy7JjRzjRvLSS2r9ogT6qZKgmuZ52Gvq758Boy/NXanpXUWVPHhjDXfcdxuTs2uwrGoRSpThHdR3TSVGcJKhrBrIJTCJTczX0FzLCWMpk0omGLuuS6rUcxZTuuGc/7rhnf8/HobHToquqaaE8hOWomqaFmfkatowUMdifBQDMRyqqzjFbXXdPUXUrBTYMN/Q3HSukarZUx/vvfAoPPn2+7WsBZ5PbS9gu3ZOHF9VQDVdUdcPCubHlySGME/pLG65Fz1Ft4cxq6I4qkFXTUNKpZfGyPvTsBTy+75L42VcsLInQ33pyhio9CxkljasuGwSAWAWLNN0KPb9t2z3lt0Uhb7o6MVR1w1VU3blorbYwWO1844FjXfXeNGOE/hbzvVX9NS0b1brnmKH1LC9yVHssphQyLk9Rjf8sjc9UUanpbZ0xumHBtptrIeju3DnU11zN/+Nfew7/9pVnYo2DjrsUqWJxoe9eVfyGapJRgiTkxDFUL06W8f47n8JTh8Lb2ZRrOv78/T8ObSMUhuk6iQHPYF7tRT7jIj4vG6rrF3+/0OQnnsdeuIgXjk+Kn+uaif6iYwD1koM1PV/HJjc/FXDLkS/CpAQsj6K67/gUjp6Z7fk4Ih+VFFUlLVSfXEZpMuqmS3VYNrB5pIAhV1ENLmq2bTuKarZ96C8pOnW3SnNdc3NUWyiq5aqGu+47BN0wcWnKKey0ENHPNUhNM3oK96Hn4cjZ3q+9TKtiSnK47VLnBRJxiinRZsC07EVVfuUFOPhd1jXT7ZvstCTptRjJ5757AN944FhH77nn4RP41k+Pi5+TzlGtJmioeopqGsV8Bts2FnE6RkElzfAM1ReOTeJuNwz4+WOT+L/f9yPMluKHLMZhcs4LaezE+UBVf2kuSrI4zRP7L+HZoxOJHW+188LxSXzgzj1dqUA/eOIMHtvXbKjato0zo9H3o+UL/W1dTKnVvK/pJn74xJnQsdMaSOomRQgl1Z4mzKDrJke15K6B7dY34VAMPAuaYSGrKijmM01h8hcnyxiditcXdSX2A/f6qK4MRZVeE5VKs/fQGCp1A+cnFmKd+3PfPYCbP7PbN461argFoe9wrRbLY0M1BpQYryrpRQn9/cqPjvo2gg3dxEDRWVh6qfo7NV/zGapZVUm0XLqsqC7HhDxfbiTiMfMUVWcjp6ppsZnOZZsVVVI2No8UkcsoKOSUpmJK9B6Ro9ri+phChTPEBlTkqEZsePYeHsc3HjiOQ6dnMDpVBhA/L6TeMHpqsE6LwNRcTYSXJ4G8YAWra9MErCppHF+GPFVq8wC0zlGVN0iLqWTKqliToioVBitklZ5Df/ceGse+E50VsTJM27epk8eYhKJXbVCOanL8WR1xAAAgAElEQVTFlFTFKXx21WVDbSv/Oo4oU6wHDz17AV935/BLUxUYpt1TjlsYPkW1gzZjumEh4xZTApJV+79+/7ElzdNd6ew/MYUnD4x1tWFcqGihBt+eg2P4nx/9aWTupWVJVX8D76eNen+Mqr9PHhjFrd98AadCag/QuChf1Cum1FvbG1p7Q4sp1TrPUSWHcbv9CP09+CzouolsxqmQHZy/G5oZ2yGvtfhcy0Vzjqri+30SNESOavv7v5WTAgCe2O9U+I/rqNhzYFQ8I/T9Lqei+p7bHsdd9x1aknOtdcOcDdUY0E3fV1AXxSDTDRMT0iakoRmSotpb6O/Gobz4uRdFdWy6EpLP4TwU6XRqyScEy7IxX9GSMVSDiqqa9i3EQUV1ctaZDKma8mBfDvMLfjWTvrdCnBxV1wBqaKbY4BTyKtLpdGTuz4xb7OX8+AJGp53xhLXICaPeMLrOKQL8i++Rs8mF/9ZaGF90Xa7dNbIshqq8AJCRFIY/F3PxnolWob91zUDOVc/CKr1W6zr++Y4ncMl1cLSjUtc7nod0w8JCVRd50/K8k0RBH7rXk+hr7VX9dZbDrRuKmJqvtSzE4VTL9K69Zpio1p2Qw3LN+cxJrxWTco5qp1V/1TQK7vyWpNfdMO0168XvBroWnRaTcfp6mqGb9vPjjqJUjTimZdsinNO0bTz49DmcddMjmhTVFvcktVwLU8PoGaF2UGJ9dO+pbqvTR+Woaropnp9OFFVKwWn1OS3LlqKYmhVVyufWA22gGroZe76hsa+o0F/dQirlOeQWQ1HVOwj99VoThRUENPDMESdSI873PzFbxcRsTdxPK8FwOzNawvFzS7NX8Rwva3MuTsxQveWWW3DjjTfimmuuwbFjnYWJrXRocirmM4vSwFk3LEzO1twJ1IJh2l7xgy4nEU03MV/WhDEFOPmW7SYl27bx1R8fxQUp3GJytoa3/q/78eQBfy4BXZe+fGbJQ38XqppTrTdRRdWr+ktkM2lYtn8hngy0/RnuzzUpqobI4XFzg1qG/nreXWGo5lSoSnTV3xk3rPDc2IJQruIWMKg1jJ48vZphYbAvi6yaxpEEQq/lccnnCP4to6Zx9eUjODtaWvJqfrJDJE7oL7DIimqLllkN3UTezUd0lAH/M3JubAHPHJnA7hcuoR22baNc1Tu+X2hMdG/KXvskFNVagsWUyFFEz/3IQM7nNAojuMminLdqXRchi4kbqrNehExHxZRMb/MNJFPMijAtq227pvUEfS+dKN6AF+Ya9pyRkh4VXWNZXuivZdn49Lf24d7dpwGEVP1tsQ5NzDjnCfs+ybE5F1BUqTBP11V/KUc18H65vUlnob9+QzoM2UkbNGR0w0Q2o4jcW3nu7ERRXZFVf93IilRq8QzVTkJ/qTWRHiKePHt0AppuYjhm9eVDp6adYxn+607nWA4qdR3TpaUp5kTPORdTasPrX/96fPnLX8aOHTuSOuSKwVNUM5GK5N5DY3jXxx/pKgTGMU4tzC7UxcQ54Cqq3YYaU3uFjUP+HNWgof2F7x/0JbPPlOr4yo+O4PF9o9LvarDt5uI5dKz+YvR1WSwoxCcJj1lQUZUNVZGDI20SJmZrGOzLio3fYH+2qT0N3TNkMLS6L8gIrmuG2OgUc61Df6fJUB1fEJ7wOIqqbduoaSaMFh7w6fka9p2YjPy7Zjg5tFdsGxDe/iSo1Q2xQQir+pvPqujLq76iCUuFfJ8tZ+jvmdGSUF+IVqG/YTmqtAmMUwyroZswTKvjeYg23MJQFYU8UiuumJJQVF2lYXjAiUJptUGm60HznugfWNXFJi1pp+bkXBVXbBsA0GF7GneDWliE0F/DtNesF78b6FmLG91CUORB2Lw24UbwRKmWch9Vp4ezKdajpj6qLZ6X8ZmK+xnCFFUK/W34flaVtLtO9Rb6G3xWqOJvRk1jNmYIvWlaYm5rtd7Kc0ZwbtRJUc3Ss+L9vaHHN1SXourvtx48jmPn4juKdddhRQhDNcm6JRT6G8tQjVadn9g/ioFiFj//M9tiOSoOuIaqmI+Fobo8jgLdcCICZmK0OWvH7hcuYWy6dW40rUdrtVBeYobqq1/9amzfvj2pw60oaBLty6uRm49njkzg6LnZrm5MmtQmZmpi4u4v9tb3jHqobhoOhP4Gjnfv7tPYIymlY24YqRzyQpP56UDuCk1w/YXMkof+UohPMoqq14oGgG8yz4aU35+crWLziOcAGOpr9vrRAhWnjyot+o2Aohon9FdWVFuFpBK6YTktVFqM555HTuH9n9/T8hgZNY1cVk00Z7vWMDDoFqcK66NayKvCibDUuT9aV4pqss9Eta7jnR97CA/sPe8znIPXou724QUcRT9oSNBm7siZ2bbKtGd0dXa96X4nJ4phWMi690ySfVTD+sh2itxHFXAUVaB1tVFdKKpkqDr/LlQ1cX2TCEsmbNvG5GwNl2/p3FA13D6q+UUI/TVNq2P1cC1Dz3ycuVhmoYWiSmlBUdE1lu3lqNJ9QeuRJu1dgNbrEOX3hRnZZEDPimJK3jOjKOke+qhSnqL//ZWaM4Ydm/sxV6rHiqBZqOqgl7War/z58t78YbohwRlVCc3nbmhmbMOnXf5lEnzph4fx8LMXYr/eWbcV8bMwVLvMUa01DF8RUEBy2MUIfY8qOKUbFvYeGsNrf2YbNg7lUapobQWgg66harp7m+UO/aVnqFI3eopgsSwbH/nS0/jRk60rH0flXK8VOEc1BnQTOKG/4Q/MxQkn34sMxG6OPz5bFZu4gR5zVKnn3qZA6K9spJim0/Ra3jiKZHRpYqCH7uTFed+CIUJ/C4sTEt0KbyG2us6PIUThpJDQX/pdMPRXDqku5NUmT5ZXvr99Q3QyRusNU2z6CnlXUW0T+rtQ1YQxUa21nxBpk2qYduTiX6o0UGtE91vUdacyoqPQJ7cQ1zWviFhYjmoxp0qL69IaqnFDf+UFNelFsq6ZMEwbU3O11u1pNFM4XQo5tWmhrLhqxUJVExWjoyh3aajS68mJQrlfSRR30g0r0fYPnjrkKKojg45zr1URF83wK0H0c7m2OKG/pYoGzbCwdUMR2YzSUbitUIkWJfTXyVFd6lD8lYpQVEPmYtO0Iq8TKYjB+9m2baGohjktbduGbXtGB52fIo6COapR96Rp2SLEODi/2bbXPzQY+qsqaTdFpfsUJaDZQKc87x1b+qEZViznipx+09oxHB71Qs9yVm126phu1Jumm7Hu9cWu+kspYp0YJppuIpORFFWFope6G+MPHj+Nf7rtcaH22bYt5uV4Oar+fFJi/4kpVOoG/tv12zE8EN5VQWZuoYELE2UM9VMUoleNfblCf+Uc9ekeqr/XGgZMy24rCNA1XOxuA8sFG6ox0HQTqpJGVlUiveSU0zk919lNSW1MAEep80J/3YWlS8WQ8ig3DclVf/05CTQJy5vecVJAJAOJXrdQ1URIsXMcE6qSQj6rLFvoL9B9eDQRVkyJyIk+cc71cJSNKraMFMVrsmq6SVH2FFXF93MYZIw2dENsQIuUoxpiLNq2jZlSXfR8BICNQ/lYBTzkBT/KEKVFJiqMRDecXnOqkqyh6hijmdAQ9ZrbW5aUg6VWVOkeSafiK6pJF5mhz1yqaL4FOOgRr0uGaliOqpz/dfh06/DfXhXVS5Nl8f6MqiSiqPpymROYd7zQ34CiWmoR+htQVElhrVR1r5hSglEmU3NehEwxp3a0QTUM6qPqtqeJcf0XqlqsXrKmaa/ZzVE3CEM1RFF924ceELmjQUTob8DAKlU0MfeEzdf0KzI6goYqvVcYqhEG3PRcTRw/qKjKe4Hm0N8UlHS6reIlY9u2mBe8HFX/+2ne2bml33feVsjpN3EVVbmwm2jfkkmj4DqYaXy+mgAx7nXaJy7WOkXj6qhNlZsCQJDR2u2ze9KNsDso8kNlcSO+oRq8Ro/vv4RCTsENV2/GsBth1Sr898yoM46XXbVRHHfZFVXJUTXdhXhF0Frdrv1T0lX1VxpsqMZANyxkM2lnAx2y+ag1DEy5Btxkh+065EVgfMYzVEXV3y49ldPzdfQXMsKLDkBs8oXXq95sqI65iqoRoqgC8JWu13Rn85nNKIse+vvg0+fx2XsOiJ/lUNteJ6NgMaVMiKJK3uxKTUetYfpCf3NZFYbpz5sMVv0NLsQPPXsBH/vqs+6xvT6qcuivkk6HeqrLNacK6yuv3ix+9+Idw6jW9bbeXnmDG7W5KAtDNfy6aoaFDD0PSRqqdccYzYaEqAtDVVleRXWoP9cy/0w2sJNeMOj7KlU01DUTbk2MZkVVN73Q3xBFtVzTkc0o6Ctk2lZt7kZRtW27KfRXNxxvfj7XbDh3irwJ6ub++9aDx/H1+72Cf7QJUN2qvwPFLNLpVCxFle5T+nmhpokwzqSjDQBnXsjnlI7Cbb0+qm6BmBiK9rcfOoF3f3p3rGMDa7d/X6dE5ajqhoXxmWpkBIMI/W2qMO/tJ0INVfd35FytCqeyDtO00NBNpNMpL7In4p4cn/Va3wSNDHkN8gzVgKLaQVTT0bOzeNuHHsDZsZJn0AU+d1kYqk6oe5w8xbiKatSmnoybrKogl/Mb/vJaGCVW1BuGGKe+yKG/jS4Mscgc1S7nKerte1Dkh3pj6TZH1bRs7Dkwhldftw3ZjIIRqhfQQlGl72NIShsKpmQsNbKjarqHPFWKtGjnCJLFmiSq6q802FCNAYVOZTLp0Inn4qTX5qFT74m8sZ2crQkPWZy+Z62Ynq9hg9SaBnAmYPmctCCFhf7KD4a8CTkledk1V1nLZZRFr/r79OFxPPj0OfHzvOQ97XUyaiqmpIYYqu5m1qv4W5Re4zoA9GYjMB9hqO4/MYU9B8fcY1tiHCL0N6ciHVFMifJTX3r5iDCEX7RjCIZpt82Lk42WKC8dLTJRBoVumCL0N0mPMRmjGbW5OrX3N69oyFJC98jwQK5N6K93TZPOF9ElQ7WhmaKSZ/A7aGiGV0wpq6Cm+cPVKjUdA8UMrrlypG1BpW4KA5mWE45YyKmYLzuh6bru9vLMqj07luTr303KwZ6DY76Kx4ZFiqpj+afTKafaZIwcVSuQE+UUU3Lz5xN8Nmhjms0oTjh3TCeIaVqw3NBQKnwT573VuuE6xFpfX3LgsaHqQPNrMLpFrLUR12lBhP765+QJyYAMS3Gx3OdaDYT+Am64uG4h5zoVneNHGKpubQolnWoKK6fCe6qSEvmizTmq8e91MjomZ2vCUAzO98JQ3UyKavvNfqni7Qnih/42K6XZNopq1F7nP394GO/+zG739f6Ii6TpRlGlfSzRi6GqGyYuuOluZKjSNSrkVJRjpCHRdy9fz+PnZjFXbuC/vdypdzMcI7qF7kXaC2lSf+vl6qNakT5/LwWV4hQHA/x74LVY3C4xQ/X9738/fumXfgljY2N4y1vegje+8Y1JHXrZcQwyxQn9DTGKKD9VVdId56jKk4RfUe3NUC1VNBE2QWQDoR4ixFN6mMel4idEta5DVVLYsbnPp6g6uYppZLs0VJ86NBa7mXetYQgvMeDlyjjj7+3BJK8zqXXhxZRcQ9X1cMuKKr0mLG8wKkdVc6upAt5GgKr+plOO0axEeKop52HDUB5XbB3AxqE8Rgad77raxpMpb0KiJr+w+0JGOG7UcMdNt9QaBvI5BZlMuul+qjWclitCUV3q0F/3Hhvub22o6j7PZrILBjkWSpUGGrqUzyt9B7bt5C3lpRxVKxCaWa7p6C9kcOW2QYy1y1HtQh2kueOKrY4aMjpdEd58x3Du7brIalU3959umD4PPc0p8nM/MphrGW4oe7DlnNn5ckN4tBej7YPTOqO5knMUumRQpFKp0CrQYdDcUG4zn9A9yYaqQ1R7Gvp9lPOKnrNgBI3cXz3UUA0oqvJ558oNaLrTbkVJO06YqHtyfKaKVAq4bHNf09hpTBuGCtAMC9W6IQxqRUm1bKMWBo2hXNOFQWcE8ncrNR25rCJqbMRSVCXntWFEjyeqhRg9Y06KQgtFNWJdvDBRFkIFrQOLFvqrk6HaYY6qXExJCa+wH4fz42VYlo2rLx/GpakKZkt1cV03DObcPrht8iopbUK6RhRx8OKdQwA8Q7WVokrfddEtGKbppnAkLlcYrFw5u5cc1fihv6b4/MvZO3axSMxQ/ad/+ic88sgjOHToEHbv3o177703qUMvO7pbsTIsdw5wFNVUCrjmypGOc1QNyRs0OVsVjdzzWSfMsVulcqGqiYJMBE1SdEza8NFkpxumeKiCimohl8FVlw2JvATn9RYyGSW0mnA7NN3EBz6/Bz/e07qaGUELSsn1PCetqOYyitdfTAkxVN3rQR7uMENV/q508b2Gt6dp6KavqBXghf4WcipSqRTUiNDfGdF6KI/f+cUX4U2/8hKhrrXLU63HMFTLtWalXcYJ+U4joyqRff/e/endmO1wgq5pXuhvlKK6XFV/Yyuq0gYp6QXD8CmqRmjUBfXz9HJU3bxEaczlqo7+YtbJLW9TjEwslJYdu2gZ3fs7tzpqyPh01df2odfNg09R7eLZ1wwLpUpDbIzJiUSbeQAYGci3Dv2VFRbDEqF+FJECdLYBLNd0fOOBY5FFaeh8uYyCQt4xNk9fmsdNH/hJy0IjchsRALGLWdHGiAyoyONH5DWuRyzLK24TvB6VNnPqQkSI36SkqIYVU7Is//crOyLny45DK+uuba0iYMZnKtg4mMdAMds0v9GYNg15YZg+RTWd7ij0l45XqWrivrYDvcrLVceZNtBHYfhxclS917R69qIqs9MeJqt6+dw0V8lO2ygH7mypjrpbWCzMCOuF0amKbz6icXXcpiohRZXyQt/4C1cBAA6enhbXhdp7VdqoqmEFp6hIJBW0K+RU5LJKS0cFRcQU3e/McRyuDEV1sC/bW45qREpAEE23xH6fFdV1Cj3gWdUpwx7csF2YKGPLSBHbN/Z1raju2NwHzbAw4W508lkV2YhQY8K2bfzwiTOhD2OpomGgL2ioBnNU/bmIE7M1Ud49WEypkFex67JBTMxUxeSoGabTcsJVVDup/Fip6bDs+I3R6ZxUMGGu3BAb9SRyVGljD3hhVEo6JYxWWojnyg2kUk5LGoLCLOXvoV3or6OoOpV36dgNzUDVzdMEgHSEoipP5r/8qp343V96sWg/0G7DKE9iYV4607LFMRoRG1pqih7luNl/cgr7T07h6cPjLccSPG9DM93Kvn6F3rbt5Q/9dQ2i4YE8dMOKPL9c2Cjx0F+pmFJdM9FfaK4MXg+EsYc1ri/XNPTlM+K+bVWMTM41iqteGsKz7mw2FqqaW4DLUSqWO0dV152KmXSfy/l2xMhALlYxJWcMpphTR6V+d52M7bkjE7jrvsM4FFHcis7nVE52Qn+PnJnB+ExVhOCFQc8nPTf5nBpL0abNXyvHl1wNdrEU1VJFw72PnVoVVYXlubUp9DdEmZMRhmrgnpmYrSLtOlDCiyn5K1bXfIaqYwjK1eyjnuGJ2Rq2buxDMZ9pzlF1z0uFGWdLdd8zoyipjuZjv6La7NwFnOvXX8hASacw1JeNmaMqh/5G3y++0N8Qp1cmIymqFPobQ1GdLTVg2c4aTM9Ft61fgnzorr34/HcPip+7UVSTzFE9famErJrGL96wA7msgoOnpsV1oWJ07ZzmjQhDtZhXxR4IQNs0DHKaCEVRN8V8uVjqom3b+H9veQAP7D0X+nd6hi7fOtBTjiqlkbRzBOmGKfb7a7FFDRuqMXDKeivIuBN+cLK/OFHGzi392Dicx2yp3uQV/9hXn8XufZcQBj2kl7m5GOfHnerBuWz79h9nRku49ZsvNBkElmVjoapjMGCoihxV9yGuiqI5zmRNeSpAczGlYk4VhQ0uypU8M04xJdvuzHjotEgLhdNRwYT5cgNbNjh5or3mx8o5fYC3YVWUNNLuBsDzAuvoy2fE5gGIUFTdz+UotWGGqqumWrYwGIWi6k64SlSOaskplCWPWSiqbUL15ER7I8RDX5MWlyjPnAj9jaj6S6pSWP7jfY+fDlXRacNQyKtNIcWk+hVyqnAchJ332LnZtqGK3UKhv7QIR23Mo8LKkoDuIdOyMV9uoC8kPUDkW2e8YkrBsZRrOvqLGbEZa7WYUwXb4Hkc5TaifZE7TipuUa0bQoXPx1D02j3PZGCGKe9xIMOc5hKarxXJUB0ecHojR6nIsoNGLt4xJs2hncxLtGk7eTG80i6NOZdRRDEl2gC1VFQNv+IWVlwrjDiKqjw3LZah+uM9Z3Hbt/djyo1UWskGq7xBDDpgq20VVVc5CdxvE7NeK7Qwx6IX+qs0nXe+3EClpos5IEpRNU0LlybL2LqhiGJIaDidl2pezJc1LwpBocgfx2nxobv2tq0kLoeVa7pXFE4eW7mqi0rF7aIbiFKl4bX1i1lMya+oUjGltFi36yGKalgEl2Favr2J+H2LEOROmC83fIU66yEGdDuMgKIaTAXrhDOjJVyxbQDZjIIrtw3g4kRZXBdyULbbi4QqqvN18X5iZCCHuXL0909h6IU8dcqwvLZhi1RMqaE7Obq0Xw9SrRvIqmlsGSkIYaETqK1b3H2yZlgYdO99Dv1dp+huWW/hgZImLcuycXGqjB1b+rFpqADLBmYkT7xt23jo2Qu4L6IsPU3aL9k5jFQK2HvIKbCTzyqOIdDiQaMNXzAvsVrXYVl2c+gvTUyul68ayJsZm3EejuGBXFObjUJOFYUNyIOv6abIUQU81SkOQs2NuZmjBYO8xNW6ga2uodpreEdQUaXvWVVSUAPebNrky4QqqlTq3i1i0lTwRvfUHDIY5dBfwDFUwzbKM6V6U6EsWtTbKaq+9jQhGx/Z0IvyzFFPTNU1KIObR4oKCFOHHth7Dvc/1eyFlKsdZzOK776nzVdRbk8T2IiYpoV/uPUxfP+xU6Fj7pWGZkJJp0ReaNR1pu+5mFd77hfadGzpMxumLSIKwvoCyjmqgF85qLg5qtmQ+zaIT1GVjLO/+feH8ZEvPRNqONA1GChmkUo58xF58wu51qG/8+UG/uif7sMLx5xG8pbV3O+Xrv3QQK4rxYI2LxSdEeyjCjibY8fhpzUfAP5CSbJyEBb+Hwe6tqcuzkWM2V9MqaaZYgMkF5EJQvdGRnU+m6PGtr9mcXJUowruJcmZS05lUc0wUapo+IOb78X+k1OLcq5eka9BsD0NrbVRFTnLEYrq5GwN2zf2AYhX9Vcew1y5gXPjC6LFS1Q7sa8/cByzCw38/Mu2oZBXQ9rT0JzmzDea4aWtZEhRtSxUGwZ2v3AJL5yYDP2MhFBUq7qvKJz8vJRrmogYGR5oragR82UNG911sVVqCJ1fNkTl31OodD7rzeHtFNW5hYaIRpOfx6T6y9cbhs8A7qaYkrNfa3bId2WoXiph13Ynj7Qvn3GdkV56DBDHUHXOK0f0zJSaDdXhgdb1AoSimpMUVfczLVYf1ZqIKgy/dpW6jmIhg41DBczM12OnzQDA2dES3vq/7sfBU9ORuesytm1D100O/V3vUHuaYB9SwFEXG5qJK7YOisR/OSZdd9WgQ6dnUNcM1BtGaOjazi39+O3XXYVK3UAqBbfKcHP1Uxl6wINV+iiPs1lRpeq0rjoo5Z8ZpoXx6SoyrhfIp6g2DBTzKrZv6kM65VdUs6oiqt520jeQHsC4qoMX+tsQ+amUJ9qJoWqazTl5lKNKCEU1nRYqiylt3MgoJMjIDVNUnfL96ZBiSq46JoWSW5aNUlXzDNWIaophXkcKe+k1R1XemLYqpkRVf227eQNFiurFyXKT2mMYtk+lI2jiz2dVN+e5uShRIa8KYyJ4PSt1A7ph9VRhrxWU61XIZXxjCkKbrf5iNnlFNTAXhOWo0gYmHwz9dTdcFNotK/LyJmxipoqzYyXxs3w/yM6D8ZkqHn3+Ir77aLNjgK5BNuMYptWGAcOwkM04fVQ1w4oMZZop1aEZluhL/feffBRf+dFR32uqDR2plGMId+Mxp80jFegQimraX0wJiO7fGKcVQycbQHptlKLaVPW3ISmqlRbViSn01y2cks8psYxKcmK12mya5uIrqpQLp+kmZkt11Bomzo6W2rxreaBrkFHTTfl5Ip2ijaJqSo4Zy3LmSroXrbAcVTvcUE2nUzg/voDp+TpedNmQeI085+uGhUeeu4D/+slR/PLP7sQvvPIy8bzK0LMqqqrqlnjGqQihaXoqVrt0HprH5isNmJYt1lNZfazUdPQVnPO1M1SIUqUhDNVWTiK6Bv2FTKgBKsLks4qYw8OKLsnIqpm85iVRbNC2bdQ0M9RQbXSQcqW7baqIVCrlOi/i7Z/oPphdqGOu3MAut497MZ9Bpa5LxZRcRbVd6K+ojeJdo+kQJ/zwQL51jirVA8lTjqop9qKLpS4KQzVij0RRiBuH8k4EVIs5Oggp5xcmyr4aEVGYlg3LBgb6nOeIQ3/XKZRfJYoRSQ8Whd3+7DWbhaEq56nSTWOYFg6fnsG/fn4PPviFp6Rje8rbn/zWddgwmEM+6xU/0E0Tswt1X5n64HuDmwTy6AUN1UxTexrvfXXNxMRsFZuHC8ioin8TQv0tMwq2bCh6iqphQnWL6gCdGYy0AYpThIkmasDJQ6EJe+uIq6h28GD+21eexYf/82nf71opqkpQUa1qwkAgshm/AwCQlQynz1xYMSV6nfy32VLdp6hGVf0NGqp9eVL62oT+aq0N1Uqtdeivbdvu85AWYbhBA2p8poItrhPh6NlZ398Mywrd/MrGaDDk3VMJ1aZ7ODjuUoQC1isNzblH6LuhzdiRszM4ICk8NO6BYiZ5QzVwL4hey7KhSkV3yFCl8bpjoevUV8g0OVhmF+r4+089ig/e6c1PUTmquuEozHd+76BQ0MU4JSdNMZ9BxQ3xc9rTkHHsjOf0pXmf84QM6pK7cT8zVsKJC36VUe63266o1tfYAcEAACAASURBVJMHRvGNB475fudV6HVVLCpII1f9pf59ESGH8rNO18iX566kOir0RGO6ML4Qet9ouoV0yjluIafCtGyMufmwrRVV+mySohqn6q9Fjrn2ai2wOIaq3AJD001xby+0KfC0XNA12DiU91X9BORWcM1rlWFaqDUM4Ug2RCqIAdv2nvMwm4dsV3KuymPYf8KZl65yDQpZUZ0vN/DWD/4EH/nSM9i+sYj/579fD8AxOhqa6VNwPEXVMwRM0xaVpJ0cVTtyPwIAY9MVPLHfSX+ieYQcLVRfQb6fnMgl53OPuIpqK4PMtm2UKho2unm0cRTV/kDhKFlRBShMvrkoT5hzTC4cOOerPty7oUpih9z1gMZj287/j52bFd838YPHT+OJ/aO+48ihvwBi90Lf/cIl/OHN92JsuiKiHHZtJ0PVUeFpTCNdhv7ato2Z+To2BhXV/hwWqlqkqkjPSzHnVf31FNXm5+0TX3sudhHPKGj9jzZUHUWV9mmd5KnSdZuZr8Xqo0pjoNDfTgpsrRbYUI0BhTqKYkTSzbn30Dh2bR/ElpGiqIo3JVX+lTcdX7v/GPadmPJ537xiFwr6Chn8/Z+8Bn/8W9e5v0tD0y3c/u39+PBdfuMK8B7CoAdzIdJQDSiqklHT0Jy+eQN9WWQCSl6toYvwnB2b+0U7HlKacyE5mu2gc8d5D03UgLPAkhKy2TVUWxWDkbEsG88cGff1vQVaKKpuWBMgKQx1XYQkEWEhlM2Kqn+i0SRDVTZG5xYa4lpHGarlqtb03TqVgttX2pPvlbDQX3lxCXMAOAWgnDDysN58pmlhar6O111/GVQlhUOnp/3vN6zQvDfayDkGiOIzRMmh4lT9dRXVQO4PjXuhxaa9FxpuURJhqLqLwefuOYAvfP+QeB1tTPoLmcQ9m8FND/Xala+VbNQ7/5Ki6vyeDI/+YsYXsm6YFm6562lMz9dxaaoiFshyTRfHoHvaicCw8TMv2gjTsn0FhAB/S5SiW6GWvPlycSfdMPG3H38EP3jiTNP4y25F0IZmNqnktYYhim6FKRZ7D43htNvv+XuPnsL3H/PSLuSIipLr5RaGta/qbxtFVbrmdO/JziMquhUXeq1lI1QxpDYjFJIIAGOug6BUjhP6K22+YzhQRARJC6NQjkyJWxSvEy5MlMX8pxlyr9rFecZ7pS6MxEJT+KyosB+yiaRrPOzeP/Sd0Rwz4DpGZUX10OlpfPALT4lKwEFFdctIERX3nFeFKKqHTk9jar6Ov/ofr8Qn33WjcL6K+U2au5r6VOqOc5XmYqpOb7QwVH/4xBl89EvPOJ/PfR09130iMqQ56gNwniXDDHdwEpW6AcO0vdDfGIqq40yU12yKPmhWVOW1MMz4mZHmiVIlWUU12Bu3aTyaiS//8Ag+/a0XfO+755GT+MlTnkHWraE6PV/Dp77xPOqaif0npnBm1G+o9hWcAlxNxZTaGKpeMSXPAWWYVnOO6mAOth09F3vFlNzimlLNgOAexrRs/PSZC3jheOvw9HZ4imr4tSNFdYu7Rx2faRaaoqC98XSpHquPqux4AVhRXbc4/UIVoZzJ+TuHTk/jNS/bCsBTKabkpHdpkhGNkUP6bdIE8jMv2ojf/cUXA3CKHxmGhfHpSmgxAQpvCIbqUF5VMEeVDCo6p7yYNjQT1bpTKIhyDwk5b3LnlgFcmHR6aAWvSydheEJRjWGo+ioZVjThvdy2sTNF9fz4Aqp1f+i1ZdmiZxtB30XGLb0PeK0BnNYeETmq0jh8iqoabaiapu3zFJpu0SDACUW0Au+zbdtXyZFIp1Nu2Fab0F/53msT+hs24emi4IQSWjVwcq4Gy7Jx+dYBvHjncFNBJcO0fJtOgpwf2zb0uX1Um9WaQt7LUQ2OXRiqbTaxpmXjgb3nWuZ8hCEU1bzfUL04WfHnOZkWFPe7WKz2NEQ+qzSFlYtiSsEcVY02+c516i9kfcWUXjg+iYOnpvFLP7sDAHDywrx4PamL9N3Tv1G5SHJ+dp+rqOpu6K9c3KlcdX4vb0BonAtVTXyXwUrq1bqBQj6DTCY8bO3T39qHL9x7CLZt4+SFOb8aIt2rnqLqhv4GiikB0Y3mZbWUNha0wcpmFBTzamwHGuCPEAgL/6XQc8D7Tj2DO/qe9xxmjlHhhP7GyVFtH/obrAyfNKcveQa7rJK0e8Y75cLEAn7w+Gnc/dMTPRVrEmrmYB51zfQ5GWnNCQt7p89DG/ygoUpF0+T37TsxhSf2j4r5mr5f3bCQTqeEKrVhMC+KmqmSUXJ2zAmt/+Wf3ekzXoqierz3vTeF/hqma6iSQzcFw2qtqFLeoNzTmcIhKRqI7ic6d58wVFs7jQAv3DaOoSpv7OVQbLq/qJZHPus5dfxzSPPzM+sL/XW+z2yb1K24yOswVTaWx1PXTJSqGsZnqj7nUUO3fHUS9ECOKhDPUP3Mt/ZBMyzkswqOn5/DmdESNgzmxH1VzDsGP+11B92WQu0KGwYV1RmpP7wM5WiPRvT8pr0ArS3ViJoBgGN0G6bV89rs5aiGH6dSd1LEdm7tRyoV7nyMgubcqbmaZKhGz0u0V8plncKmnKO6ThGhjoE+pM8dnYBp2Xj1dY6hmkqlsGkoHxr6e80VIwA8ldQ7tt9QlaHqpzOlhvCOylDxoqA3Oyr018uxdcZUCRgllZqTi6qkU2KzaVk2ag2vmfCOLf3QdBNT8zVo7nWJU5QliGeotp/I5Yl6oaLhwkQZqpLGDre4U1wl94gbhkoGermq4V8++yQuTVXwkp3D4nXyAiwUVbmYUjBHNaTNh/y9qul0kwIoNzoPbly8HNVUU7gn5SPQYipTzKmotlNUfcWUokN/06nw0F/5c4UZqhSivnVDEdft2oDj5+d8m/CoIi1nxhbQl1exaTjvKqohhmpOFbl2wY1IuR5PUT1yZgb//l/P4bljnXlUyTlQlBZDMqaCzzP1C0168x78zF5lcP+mhf4GNPdRlUN/5eeWwil/5/94EQDg5MU5mG5IIm0U6Tuhf8mADYaby60rCnkn5827Ll7OLBl41UBkB+B412lMpYoWUNh1FPNqZNXpWsPA0TMzGJ2qoFI3IguhzIsc1eZiSoWciuH+HE61qcILePcyGar9hUzHFYl1dyM4UMwKJ4HvfCGGqvgcLfKf5DBsAKK1TTuDzIx4Tn2vsZqf0SQ5Myobqp5zq5vQ34nZKh557kLT7y3Lxjs/9jA+/a19uPP7B5uiAzqBHAC00ZYrqPudwuGO5eF+v6FK76H1xgxRsOneTqW8NJVcJi2eWQr7BeCLlDo3toBtG4tic0/QOh8WeZPNpJFOp0RrNbqnvBzVZgc4QRttOdWFbsG+QFE4z5lGVX+dz9IqT5HqglCBxTihvwOFrM9pQ/M4GXNyhfJ2xZRmSnVRvZjmlb68mkjoryx2zLvXQL6H6pohnIGyoKHppljDbdtuak8DoGmtDWLbNp49OoHfeO0VuObKERw7P+srpAR49wyFPOeyKvryasehv6SwBxXVHW4xsAuT4W24nDD0lKiVIkeBBPeklC7R63xF749K76jWnb10Pqvisk19vrmsHXTdpufrsYopeeKBs75y1d91imZYvlBH8rw9fXgcA8UMrrlyg3jtUH/Ot1mmieK3f2EXXv+ay/Err9rpq0SmBzYSMqqaRkMzMFduoFbXmzYXonhBSI6qkk6JCYQIjr/WMKRQPEdp7CtkfAogjd9TVL3Kv5ruqCSeUttBMSWRo9r+PTRRp1POInB+YgE7Nvchm1GgpFOxDeSjZx11r+o25f7BE2fw7NEJvP2/X4/fv/Fq8TovR9UxMgFnMmzoJnTDaiqmFNaeRt6sq6o/R5VUUXqdadpikQPgz1FtKsLkGiIBRRUAioVM+2JKmiH1Ig0P/U2ngMH+XOiE5/VzVKSqgd7rqMXR1g1FvOyqDdANy7fxpnMGw/fOjpZw5fZBLzc7rJhSThW5dsHF1ctRbf356fpMhuR8t4LymGVF9dKkl6stPp/hKA25RVgwaNOTFhvS5hZWtIHJBYwa4Zxxr5Mv9Ffyhm8eKWDLSAEnLswL55gwVKlKYyDEqxxwjsjOjL58BtWaDl3kqHrXj76zYK484Nwf8jwq5/hUpZ66YY6uhmaiUjfw4DPnnetmWmKhl68VbSgN01GhUtJDmEqlcMM1m/HcsYnQio3yeWn8wlAtZpyw5A7mQ0136iBcddlgROivJTZi+Zz37G8cyrdWVKXIDue9qshrawU5yFoWU1rk9jSnL82jkPPmVs9Q7VxR/cmec/jol59pcgpqhom6ZoqCQ708s3J+KOC/r8PucYI2o5TbR05NOp7IUQ1RsOl7TPsMVVWoXRT2C/jVs7NjJVy5zTNiiWBqA+CtZUo6LRwwpmkJJ27aTVHxFNXme0a0CzGsprm7L1AUTvQJdx1hwzEMVYpi2zxShJJOxSqmNFDM+Aw+seHPeM+KrKi2csjPlOoiFYnmlWI+k0jor+wwJqeUPIaGZornNNgei97rFOlqFkRUtw5KFLTn2ThUwEuvGMGZSyWcG18QYb+Al2NMRnJWTbvhwK3nBHLW03WfKTnfYdBQ3TRUQDajiPU2iGFaUNwUq1TKW+PDopro+iSlqEbNo44z1bmvr9w+KAzVOBEbtO5OzdXEZ2mpqIpIACV2asdqgw3VGFCV02Af0kOnp/HyF28SCwTgqJgln6Hq3Mg7twzgr//wVRgZzKOheZXaWimqWTWNabe0tWU3L3C0WQqGe5YqGgb6sr6NFwDRB5YW/EpdF4sjbe6K+YzP80qTDRm91KLm4kRZKM2LHvrrPngbhwuYr2i4MF7Gzq1OT9dsRoltqB5xDVXLslHXTMwtNFDIqfit113lu1YUXupXVC1hXDUXUwrPUVWVlKisF6y2SBimU3GZJjVAVlTTTZUeZUMxSF9Is/YgtYYhWqwEC2YYpoVyzZlgC9nw0FVa1OQIA/nzjM9UkU4Bm4YLuHaX48CR29SIfrQ1A3sPjeGDX3gKlmXj3JhjqNKx5RBNv6Ia3p5GriLd6n6gzyT3pCPOjpVEbmPY+4I5qpfcUKRgSxJqw5L0gkH94shApArJYcWUyCAUIeHufSEMVamYUkM3fdf4xTuHceLCnHhG6Xx6wNgb6s+6edHhimpGTYtCG3RdKB2hXNVEPrXsXPFCf3VfYSyfoep6q4P9dgHnnqbz//CJM03XRXYqUBidKalDMj93zRaUKhpOhrSM0Qyv/6OXo+pcp/5CJnaREoLy/TcM5kUOvu98EYrqVZcNiVDDqOMCsqLqrwIdRRxFdbGLKZ0ZLeElO51IJN0wxdzXTY6qppuOgR54Jmk+oMq6vfTk9kJ/nYI+ckqO/x4PV1SjQn89RbX5etN402lvrcpm0hjqd56zF0mGKq1DumHh4kQZV2wbaPoMxVxz+y0y7lUlhYyqQNNNJ+c8qKia4Y5zwDO+dTdsWMYL/XV+PymMzoJ7XZw9SqteqvSejUP5ts8e/a2vmPGFYtP9pUo5qpSr29BM9BecOhBhKtpsqY7LNjkhqjSv9BXUZEJ/pWeV5gZ5ba679UUATzEkZzgpxlH7zChnH7FQcY47UMzg6stHRIeIXZJST3sXciRkXEO1beiv4R/bdClcUU2nU7hsU58orBaEwtAdJ7ci9gID7vcrOxqFotrj2iwU1RBnpBOFaIg9867tQxibduo+vO1DD/hqMoRB60m5pouxxymmRIoq56iuU0Tob8ZTkObLDYxNV3HtlSO+1w725fxlxN2JgjYXuYwCy/Y8JEGPt0xGVXx5GUEjRItQVBeqWlN+KoCmKq3Vmu4rJa7pJvryqq/vp7yBBRzvZl9exfmJBWiGX1ENMxAauhmaSN5R6K87hq0biihVNIzPVHD5FmeRjatclWs6zo+XRcGral0P7YkKeNdJTaeFE8IwbWmT77+2qpJCOp1qylGVlVl5ogkqr6ZlC68kEFBUgwqAUFRDQn/zamiIuEy9YaDPHb/spfvgF57CJ7/+vNsWwDFiQkN/KTxKijCQP9v4bBWbhgtQlTRGBvLYvrEPh894BZXovirXNDx9eBxP7B/F4/svoVI3hJfW6aMaoahGVBqWN4Ktwn9poxpmqN5+9378768863xOwxKLGuApqqqSRn8hg/GZKi5NVty/NYf+5twFo5P+ae2g60zPLI1HvhbB0F/A8XjL4e6Am08vOa7oGctlVbx45xBGpyoijJucWV4TdboHVRRzapOKT5tSqvq7UNVEAS563so13VNUfQW8vKJP8vcoF1Sq1XUUc07oshHYKMhzkGzAicId7ndVyCkoSYqqHPZL/Ow1W5BKAc8emWj6m657zqVgMaX+QrbJ2dIOum8G+rKhimFYjirghHbK318QEdkhKapA+157IvIhZnuaYJ2EXilVNMwtNHD15U5KhmZYYr3rJvQ3aPwR9LxQmkw37Y7EsdzKvXSPyw6cWqAehAx9nqChSs8sreWWHaKoap6hmk6RoargRTuG0F/ICGch4CmqlyadIlVXhCiqIkdVcn4LRVVxnNKOomqLZyZO1V9DcnI1K6qq+BvgqaPURaG/kIGSToU6cIjpuToGilnks2po8cLgWNIpz0CmOUc3nL7w5LTOSz2f65qBXFaNdIzPlBrYPOwofyVJUU0i9Fc2qqhwmnwPzS00xDpDiqFhuuJGwKERdHBn2lROp+J7A8UsXnqFlx4lK/V0HefKDXH9qDZBFLZti89guC36ZubrGCh6KSkyOzb3Ryqq8r2YVdPivBSJIO+3KM+1V2NOhN6HzBdUrZuuy67tA7Bt4DuPnMToVKWpwGSQ4HVLpdqF/noh6xz6u06x3AqXWdUf+nv0nJPvKIf9Ao7KUKpoQjGlSYY2jrKKATTnEMkEjdfgDUwPYFiOajA/FfB6npGXqdowxOaKwm2KbjElCv0i45g2ZalUCldsG8SZSyVYlu1syltU/f3G/cfwjn/7adOGvZOqv+QV3LqhKNRlCkHOZpRYxzjmfl+vunar+7mc0MOgOgoEFVUqpmR7+X0B4zaVcvIjgrmKssdZXjjlhY6KKcnhxLRZUNKp5v6rRviCA0CEWbai1jCFoiqPaXSqgheOT4o+sbkIz5w8KYrCRrKiOl3F1g194ufrrtqAw2dmxPMg56iSE+ZrP3Hah1AoWkZNw7K9ybneMNw2P+GVhgH/s9EqNJA+01SIoTo1V8O5sRJqDQN3P3Qc//OjP/VVD6QF9OUv3ogXTkx5ob9SLzsK/SVFsxeFJogZNFQp9Fe+tzQTqpLyzSeFvBcSXqnpTmhyRvEVU6q5xaKUdErka+9z2x2MBHJU5aIjfYXmDQkpK1T1l5wtGUURm4eFqu6NKSQscqGq+yJT5Lx/8laH5agG71n5Mzpjd/7d5EZn2LajEMg9VImh/hxevHMYz4QYqpphimdW5KgOyaG/7Vvn3Pf4aXzqG8+L42VUJ0e1WjdCi68Fw7nzWQXb3EIjUeG/QSUlHxLaGYaIfJCepbt/ehyf/uYLTa/JZZXEq/5emnKeLcqxdEJ/PUW1UwdQVBVQMkQG3PWykzoLQWoNA/mc6uV5Ste42tCFyhlUs4MhvlGKqtUm9Dft3sO5rIKrLx/BV9//20KVBLx1iPokXxmiqBZa5KiqStpdb6nqr+fQlXNUw+4tOb89OHcHFdWpuRr6Chlxn6fTKaeXakRhM8BxPG52DVsndSn6/tANC6q7qQe8OcNJ8fLW1UJWFXsPiqjJqs37DdOyMVduYGQwj2JO9RTVpEJ/pespFFXdFMaZHG0yNuOP8iGHlBzlIhMWlSIjF+bcOFTAhsE8VCUl6oMA3j0zu9AQa2RfmzQkuh9EyyPTwkypLpyiQXZs6cfYTDVUoZbn72xGEfUqaJ8jP9NUKT3o2Nu975LIc5axbTvUSKy2UFQpUog+G0WKffeRkwCii0J579d96/dgX7apVomMcEJk0r4CYGsJNlTboEseaRH6a5g4enYW6XQKL9455Hv9YF9WlFcHmttFCPVRePFaKar+3wW91l7ob0BRjTBU6ZhOXo7j9RGN7d1FoK/gtACJUlQB4IptAzjlhkhmpWJKYZvyfSemUKkbPpUZ6KyPKl1D2QC63A39zcUM/Z12DRP6voSiWohWnlXFU1RNNywWaA79BZoNZt9C7lZm3XNgFEfOzjT1W5WbngPxQn/DvI7FkLyQ/Sem8M93PIH3f34P9p2YRF0zhIdeDiWrNwxMz9dxcbKM/kJGeObqmoG7f3pcTNa00VdDiinZto3RqYooaAEA1+3agPmyhtGpiigEBTihuuQcofwNmtCzkkMI8HISAbi5hCGKqmQstcrZizJUbdvGdKkOywZOXpjDc0cn3QJjznEbkqFww0u3YGKmKgw5+RqI0N/AJigJdNNCKuXlbHnFlGRF1fH8y/TlVbHxpCiCVCol5rOGq8gV3Pe9ZOcwUimIXnNe1V/3M0pFR0INVVdRpdBfIqOmUcypSKco9Nd5Xy0kLNKybEzMVpF1DWrajNm2Le4HNUS1JEOEnnOKeBGGqjv2TUMF6IZTLMq07FBFFXDCf4+enWlSFjXdRH9AUaXr5BRTau1Ae+HYJG6/ex8ee/6ie82c+2bQ3VwFnS1y6C+tJRuH8hhy5/mogkpyrjwA7/Ut1CnAc4pUG4YwCg+cmsa+E14RMvr9QCHTdejv3EJDVMOXISfQLle5kYspWXa4gmvbNt77H09g76Gxpr9FGVFBRbXhpg686xOPCOdmXGqac1+SU1eOgKrUPKdwMOxQ052exORU8RRVN9cu74Sc+qoIB5QyRQ79DXFiAp6ienZsAel0Sjh7ZUSxuNAc1RSy7v6B8gKBsKq/zZEksqIanLuDxZQmZz2jkxgeyLVUVKfmatg47Fxfp19s9LNH0U40T9Kco+mmWHsAxxGk6U715oZuIp91OhwEVfdSxVE0NwzkkM8pPiMsidBfCj8eKGZ87WkoD1k2VKlGhNen3fap2E2GaptrJUJ/3efjlVdvwtWXj/iOQ9/fXKku5qj+kHVBhu5bOT95JqQ/PLFjcz8sy8b4TLORZ5iWcJpnM2lUpMr2QMBQDVFUF6oaPvTFvaEhuT/ecw5//oGfNEW2BUPvZSgageaBbRv6HGee6/RoZ6iWa7rv2Rzqz8VWVKMEhtUOG6ptoBBEJ8TV25gfOzuLXdsHxaaBoAWPJpS6CP11FVVh1NHGNlohazJUA0VLokJ/S5Xw0F/ncziLFXl9NoqGxM7GvZjP+BTAYI4q4ChftPHLqF7ob3DTqBsWTlxw8ruCLSZEMaUYRqYc+gs4oRBUCS6oZEYhmlEPUKizgXJVCw/9VWVD1VNURTXCkPcEDWa5Z5mqOMWUbrt7H775wPHm0F/TFl5lwPNQKukULNvfr1ALFHyQ6cs3h2E+8vxFvHB8Ei8cn8R3Hj7phv762wEA3mI4OlVBXyGDvJuj+uyRCdz5/UMigsAzUpoN1dGpCubKDbxUCoe/7iovT1WebElRpWNsGi4IB0CwurbcHiks55eOR8dqpag2JENVvq7VuiHOt//kNI66FaIp9Ina0wDADS/dDMDxblNhI7mCoRqyCUoCw3A8x7RByWUVJ5/cV0ypuXVRUVJU5arVaXfj2dBMVw1y3jfUn8Nf/v4rRZgwGcb0fAtVP5P2HVuMUzKOKOcN8KqG9hWc8NYwRVVWvEanKhgsZrBxMC/mJ82wYNuOMhiWi0bX+xdfuQOXberDa39mu3PcQM8+CiucL2u+TXeQK7cNwrKd5usymm6hWPC3Q8hlFfzxb12LX37VzqYWXzLlqoaPfPlpWLZUUES33LBRV3EOOFsauiWeeZofNg4VMNjnfDdRzhmhpLifjxSLVq0+nPc5z4ZtS61V3MIqwWP3F7NdG6rfffQk/r//eKKpyMilyQrSaUe5SaX8xZSA8DzVhmbi2aMTTS2xAG+OCm7i6L4YlMIEp+dqOHp2Fk8eGO3os9TqZKg63w/d17Zto9bw0myCebLkhJAL9wHOvJdOp5BziwaGVf315ahSMaVsuKFKaQLnxkrYsbkvdM8RLL4GeAayoqSQcR2ypmn7HLqyogo0z3siGsPNb5VTXcR6JIX+bgoYqiMD+ZY5qvJ7/n/23jTMsuyqDlx3fHPMmZGRc1bWkJk1ilJVqTQDEoWgxGyERX9GBje2BXho+rMxxshgtyembjfG2P76624s0diy+cAWGDU0IMuSZYHmqUqqOSszK4eY33TH1z/O3efsc+65973IjERUuvYflTIi3rvjOXvvtfZaYk2sR1QDz5U52ZjNcXJEldgHUZzK9d/G4JJqtfNNraHfaQXI84nVC30vwfMfmgONkgzzxbtPudXBxZZUrebHOI7TykJ1moWOQlTFPfrhP/MAfvoHH9V+h573OFVrlK2ByYPeu64sVDNs7EQ1haoAKS5Y5lSzbCI9sMPA0wQDAbWn9Icx+qMErYYvGxAApC6FzY/60rU+1rfHpcae6aN6dXOEKwVaOzQQVdd1JHvhwTNC96BupGI4TrT58YVuo35Gle3HzdCvHAN5OccrheqUUN0KV3alx3GGJ1/YxF3GfCoAmThQh3scp5JyC5Spv6bPHQ9zIzETQioaIubZNplMsDusQ1Q9JEkuk49Fg/rbMQpVG6J6Yk29RGHgKgTMWMCfvbjN5k7UJjOZKBptYgy78/j5X/0Efusjz2rUX0CYmVMy3qgQ/THDFM0gRJUXiBRWe5osl0WLDYU1Z1eIAgoI9HE4TrG+M8YoSnXqbz5BludaI4DPqAL6bFLMGidmtJtB0T1l3cJBjLWVDl5//xF8/ul15BO1gCubgImWaHbZjCp1salIp+Q7DDyZqNA9JoTx3tPL8rOOFrPE1wr/Mor+SPjhvu7+w3AcaCqCpl8xJYAUNrrSYJTI56NuRlVRoSba5rPBfPB+578+y0SfVJJOz9zhlY6k1NEGqjrYal8p5QAAIABJREFUIgmiom8/u5tpNkHgOzi22kO3FaDTLNRlDepvMzQLVTWjOhgmGnrfCD0ppsSv8WOvOYl/+O7X4zu/9nZ5XRND/CL0XWvnXK5pvivnzwCVJPXaAfrDRG7WhGoC+vW6eLWPXifEykJLogbSJ7aYjTcTQboPJw/P4V/8rbfI50pRf8WxEWKzPYi0GSczzPVanWOGZiisvOj8Q9/DO95yF+48vljMWduTi2cubmO7H+PMiUXJqEgyMe9PyIU5hynm57zie1y4jkiMiU5aJahkJqiLhj/sBz/2nJXyluW5XNdVU1EvRqig6raDmSxvbLGxMy4VwABw4Wofq4ttaX8mZlTV79iaUYRU1s1ImgVUJBFVJaZE97rKmqgqxgaiSkyBJM2RZhOZhNuK5UbgKUVztve2Gj6cgtZrU1mWM6qOo6mB24LWza+c39LsRXh4hWK55qNKjSem+psy1V9zRpUfH4WJqFLzC1DUX/p7TuOlWOg2KlV/x5EQE9Kpv3UIVGZtJtoQVfHzrLhHvpXBpewAG9oa2jYozZ97+hr+0a/80Z5p66pQ7WBnoMSU5op3nwrl00cXsLUbYWzkGONINXmsqr8zFKrUQONe2BQ8h6K8hLxVq+4DFXgSUU1yDEbVAAtRjS9cLaORCUdUfVfmyfRZdC2oiFd7griuz1wQjK4dy5oSs+YJD+WjKn7+z/7dp+UYB30/vy5nTy5jdamNtz58AoBCdm0xGCVYmW/JnFAUqtN9VGlG9RVE9b/DiNlGTy/hsxe3MYpS6Y3Ko4SoxhlaoScH9JUlRJEwF8ibqdALKAokLZgmrZMXhvTijKIUaTapfOGJ+kufNd9pwHUdbEjqbyCpqpOJojBrhSoTYQh8rzj+cjL3BOts82QoSoQPm1ykKhazTz55BZ968orcSA4W8u+cFhH67kyorLLUUNYBgyoxJQ1RVT6qRCnh3WB5HEanlXuW+Z6Ll9YHEp0wkVdRgHjyfnPqL6DPksYM0TSDjmvAkHdC18+eWpLPSM+YhTKbBSS0M44z6dtGRTrf8GhzoE745566hqW5hja/4rkigTJFNC6vi3mT00cW8D1vvQtve/Sk/JmcBaeZtKILSuFbZhP7o0TN682AqAK6oJKyRGjId4E+l4oJKlocx8EDdwhU9dSaoiYChKR7kmmxr4hqQSd/06uO4P96z2MChWE0ffF9WYnl0WZq0P1RrFHXG8VzO47T0t+dObmEdz1+t1z36Ht4s0TMItmTUkH1Vd9FHri9tkBUOUPETLwB4Nq2EEhZmm9KRUhZqIa8UaL+hsTrVCPLaAwW94kaDTsFomrTCOCfYzbDCD0IA1fSJDnLwbRY4kFF6FqhEkpooe+7EtkzEVJO/XUcB6ePLuDM8cXSfmNGyUe1IQRhNnfH2NgZ4xff/xm89z89Uf67bIJ5aT+krMS0QpWov+0QE4sq/SxB1EKzsLl4dYDDRROI1ni+vtoElege2RSNKxFVC/WX/n6vhSoVls3Qg+uo/ZoSV1moGudKis+mUBypWwMkrFcuBOWMqgtmT1OBqPoutvsx1rfHuL9Yv2zRauge0ClDVInSbp9RLecj8hzlXiOeoYWeQs449Xccp9gdxmVEda6hiQbxIERRQ1TrxJTSSWGVpTcTyd2BgguPKUS1vPfQ/e22A8b8USw6up+f/vJVfOQzF/fMPhgV+giLvYb0Ko0SMcLjOCq3On1E7EWXN4ZlRFWuyWUxpbrxq91hIsYvKp4pAMU+pGZEASWQNRwLdf8Pfuw57W/o+GgvigqFYtNSkaLbDjHfDXHBIqgkEFX1/XIkwUBUSWiKFIvpvhOiamtw03GazTxO/Z1MJtgeKIbQyMJC/L5vPod/+qNvlkzAKvpvnGSIU6FZQjZX871p1F/Fsnvo3Cre8MCRyt99ucYrheqU4GppVBx8+FMX4DjA3bctl35fJg59ov7qM2Ml6m9aNmGmoH8/XCT+Vaq/gHo5VHevgvpbdNDopWq3xMaqxJSUV2WaKaSNv3Tz3Ybs5IeBkgU3KbhPPL+J5fkmfM/VOlKmnUNVoRnFGTYKFLIReljohXAdNZ8qvn+2GdWo6JbSprgziDGOs3oxJddhxeJEFkw2mmDDLFRT1eXjhRWnmAICucjzSTGjJK5x20RU8xkR1VZ5NooUoM+dUqJf0u6AUcx4dFuBVDzcNBBV3rjhwkaTyQSfffoa7j19oNR0ofPniMCLV3YBiGfgnY+dwcN3H5I/k9TfNMMXnlnHF55Z1941U+kWEM/UYq+BRujJ5NcWvHC0FaqP3COooqroTxiKp96BR+9dg++5kuYsfXFToSArk6B9pOFwGX5aRwLDsD1K0hL1r930ZTG1M0y0tYFUs8dRpjUDeJgUb/4MtC3G7twSpc0RVaKFtYV1AWeIkAjYOE61d7LXCbE818TGtqBqK+q7Vzoucf7i51R0m4Um/f3yfFGoDqL6QrUKUU1EUut7HghI5O9kWJMAUkJEiXUUZ0WS7DJEtZr6CwA//9fehG9+/W3otAK4riORFjNM1V/HcUTCuxtJL+EPf+ZCaW/JslxSzAfM+omfU1oUTnS/rof+S+fJ/3YymeDitb7c98gSZRr1VzZrbWrlxX03abe0HnDVX/I539yNsLlTTTctf3+GZkM0pbmAGe3NizWIKk/2aZ3kLAfPdeQ+MJlMNH9PQNxXj9EfbRGwZ/xVd1YXqu2Gb4gpqfc5CMRzzd8Zc0aVjp0HrdckptQMlZgbF9Qh5oRZqC50G2L8xkKZNFWCfb/eRzXJRFOoxai9QOFlzN4xtYZnEvW25RtSZbbYN4GigW8wjmiNm+YvasY4StFqeJjvNTAYJUjSvGhICgRtnSGqgLBg4bnYKKqm/gqadHX+1B/GsuCrC7qHlCPTmjAYJfjAR57Fr//BU9rv0zXk+Rj/HFscW+1Z7eM4us8bDabqLwm0EaJK75AsVCvU1oGyS4DpMzwuACJANS645aDYKwMcKthJF9ftCsYSjW0FWJ5rwXUd9FqBEJesQOK5ZeGj9x7GX/jWe6y/93KOfStUn332WbzjHe/AY489hne84x147rnn9uujv6rB0QHPE5SrOM3x7u+8XyI4PMwOt0nFo2SDU3+rkiRK2Mmfy6T+6ouR+Bm9bJXU32ImYcjoCc3QU4q2rUAusFkmxEaE2qq++RGqSguDmBU1ENXnN3Dm5BJWFpoa9dcUH7EVqpOJEDDY3I0KVNpH4Hv48Xc9jG9/8+3y94i6OC2oI0qbE1lvWAtVRtn1ZbGYV9rZiPPXZcFT1p3ltMJhpBeq5KPqeY6ki5rUX75AUaJoS0aIasKfE1KAPnKgK58JU12SEidqAHQKMaVxnEl6LCUItKmFvicRsiTN8eKVPrZ2I9x7+0rpuAhd4sUldRRtKn+02Y3GKX7x/Z/GwcUW3vGWO7XPMzvmg7GgtBJaVxXjOJP0R948oYT0kaJgfujcIXne9HzxAvChc4fwq3/vbRIVk+9zJhDVjtyoq5OSJ57b0ArnjZ0xfuB/+V2cv7xr/X3e/KAQdD7x3SKBzUqFaqcVICpoWDv9SNIcAVF8R0mGIZtRNcMrBKyUmJJ6BoSxe6I1U8j+wXOd0mYNAL1WiP4w0QrcIUNUeZJKapNpNsHOINaov7ZCla5nWWVdnymid0HQ0yYy0THDVA2miBLdQ5rOl4IodTY6LD2fVCwL6iup/hZiShZE1YZqOI5T8u7mkaRCgIsf22Kvgc3dsUy+ojjDhz75ovZ3aTbBQldHVKMk15JaKmBoPbmepgwd9yhKkWU5PvKZi7i6NcI4znCkeLcahdJsnORybbQhqoSE2o5D0WntM6q0rgt2gfqdZyp8lW3BC0uNbj/WG7NlP3S9UOXCT4pd42j0eHqsNHsaWaja8wlaO44c6OIgE7wzgze2ADWv7BWqv8ILVb0znutqTSQ6dh68yUUsMvIbpuc6TSeyeWJSf+u8VGkdl9RfSyOTh0JU9XlczoICoLFi6mZUZe7UDGSTuRG48A2fcXoOTN/7aTEq2C7zMreMpBZBI1Sq6qSQfXVrpFN/a2ZUp3nO1umd8KDcQyKqTGhuayeqnA2nMSpqtLUa1UXxuVPLePrCdqmpxpsmvNHA0VoA+OxXruH4oZ7c/8eRaBDSfluLqG7pz51mN5WIQlUK0FkQVYpmw8fSXLMSUeV5+IHFFuY6oXxvq1BViahWAF63Quzbmb3nPe/BO9/5Tnzwgx/EO9/5TvzkT/7kfn30VzUIdaKE5dF7D+Mvfvu9+EZGVeRBXo/04o3iVOP0E2pGG8wsiOryfEvQcUzqL9sYJGIyUHLitiAa1YC9TBwpanOvykwUtDakhYa9ldqavoBv7oxxdXOEMyeWsDzfwrXtEeIkw3/48NNynoqoUDYxJBJN2dodYzRWSfQj96xpA/cmklkV1LX2XAethoerm2Jz69j8ZgkJdV25GafZpNLORp0/o+gW3ruAbj00HKea91ZaII2e6xaqgp5SU5SKwxZE1SKEIT3wmIgHFaqO4+Bs4anXlVQrHVG9p0AtyZ4myyeyW6vof2VENU0zfO7pYj719jLLgDZDXlxSXWMTT6CmyO/90Qt48Uoff+k77tPeIZP6m6R5YcgeYK5dnbQD4jlYKfzueKG6vjNGq+Hh/jtW8OavOYpvfeNpcd7DRCuOeLQaPhpGMiKKSUcWQlVqrNe2Rvgbv/hh/OEnVIFw/qVdXNkYVhaqYpbSnmj8xw8/gx/+2T/AziAuiykV1267LxIGYkMAIqkldecqRFUyJkxENRDJ5mRidJjTXCZppuovIChZu4WwRZsh14BIqvRCVVGg1rdHUwtVTg2m3+P/Tps6rY/jOEOW5ZI6ZkbdjCpHdYPA05gE9H7aZot2h4lAT5l9QlzsA2L/cLRmS16gVVVI2XwnrFTx5Sg8xeJcE5u7kVwD15Y7+J2PPa/9XZbn8jkh2n+SZJptFJ0bncf1eKlyRPWzT4kZvn/1G58DoJhEAsXLEKeZXC9szShqUtgoyFS4lBBV5nMeFHsjb0rshf7LlbMPLXXwQvEe03rcbQt/XbOQpiaEL/caNZtP767rKESVv2vcnsaT9jT1zIivOXOw9jxaDV3FWc2oFuJrSS7eGSmmJI6bXzczVzF9VMmPOgyUzVma5aroXNQL1fletVr1tWKPonXCNhrCIyn2ZtKrIOowsSQoZKEaZYjitLCnKTfk+6NEqja3OKLKzgtQTcu9Mg/GRcOCGA47g1j6ehMI0mp4cs8xWVvjKJPNxb2KKfVHyUyFKjFnaL3tMER1qz+2CogBqkFEOWG7Yg8ChPZFnk9KYmlCtV2nHgNsRrVQ7//CM+t4+NwhbTb5xSu7SLMJVuab2LE0vyinM8VA+T1MiuYWrYd0ruYoDcXaSqeyUKW1otP08We/4Qz+9rselu915bxvRRPiVop9ObP19XV88YtfxOOPPw4AePzxx/HFL34RGxtl9b2XW5w6Mo+//J334b7bBVXmx77vITz++tsqf9/scJuIqkycEmVPM61QXew1rIquSZLLz6aNQXZzWtWbVZLmkobSbgYyGWuGokiS/pgFomrrDClElYbY9UKNuvWHD3SwMt/C+vYIH/3sRfyr3/g8fvfjhe3FXDWiSpt5mgmbiqqX3kQyq4KrobabAS5vTEdUPc/RVX8r7GyAIuFn5xGnubVQjQvhGoosp01fUH/5Qq08XFlRJqm/5WfGtEUgMQNasIn+22kGcJmJNF3rV59dxTvecicePLMqrzddJ6Layc4sLxSyHJeuDdAIPaxZWAb0zBGqwd+HRSaqIX+/OLcvPruOVsPHg4X3Lf88vmgPGV2m1wmmqv42Qx8HFpoyUQeEuMxir4nA9/Cj3/sgbj+2gMAX5uESUbUUCtJuShNT8pSoWoXIzdMvbmEy0RMvWjOqKKNp8ZyY1yJJczz5/CZeeGkXl64NrDOqgJrRKVF/E92exhZ85jJhqLoNxU+yHEFxnBqiWiDw3XaIwThBfxhLFIQ/s722WpPmOqE83v4wkWuFsOZRdmEf/+JL4jxig/prFJq0RnFFyCyvQVQDuyhWXBSOdAxmN1sV0eW1aXcQo9cJtSKa9gHHcdAzmi2c7myL+W6jWkwpK+8v5El5dWuEdtPHWx85jmcubMv3JssnmEwgEVUuKCbOKZe/ByhEdVoCnmU5XlpXCVqeT+S6MopS+f0f+7ywl6FClZLpKBEzbK2GX1uoWn08pyCqnNYZJep6P3txR/v9P/jEefzyr3+29PkkSEeKzGdOLuKZC9sYRylLPompYibt4h75jMkEFLZcfEbVMqpBe583C6JafH4d7RcQzSV+fYni7XlOIRKmz6jSPsXfkSpElf42KBSuSdGYfufqll50UtAeZkPSr22NsNBtyHfRxrjRjqUQ32mGPpbmGnjpmlgXeXMZgGyOj6IUcZozRLWsj9BpCcsvKlTDwC3N0EtEdc/UX5FDUqG6sTNGkuZohL5c5zqtUGpqEAJMMYrUjKrZ4J6GqO4OY/Q606m/tA/Q9aNCdXcUY6sfW1kE/O+ooduqof6eObEE33PwOWYLBxRq+JL6yxBV1gj85BNXkOUTPHzukNznxlEmG1H33XFAE1Izj5NbAAHimvJG4zhOZZ6WZLnGcDDjcE2h2jcQ1TMnl+SeX039zbQxtVsx9uXMLl26hNXVVXhFIuJ5Hg4ePIhLl/Ym7/6nMTzXwTe99tSeuhXz3VCjNHE0SFF/qStdXajS7y7ONa0emVGivLRMMZKqwk4gIxkG4wSu6xizIuLFU6IOQkzJhrR8zV0Hcfdty5IuGhZdbwpSi13oNiT194vPisYFJSJUpNiou5pNxfqgEu2xUXFsQR1IOs866i8vMMm3M8vySjsbQCTE/PwTJn5i0jW5emGaTZDmE3iFuAM/TxuiSs+NXfVXF1PaNeaVX3//ETx0bhXHD/XgWZSdu+0A/8PbzmKOJdF0rPSZXEyJI1qjSHT/baJgZKFCqAa3V7HdV9pszl/u49ThudKC7xcqkxScLtNrh1NVfxuhh5WFloaobuyMsWQkR92WmKWMDDqpdqwBCT/pDImgmIfeqUC6yDuWCxERCyOpeJ5ts5Sk0M1Vi20zqoCiW5eov3FWzNdNK1RJTImeQVfORXMab5rqKoy00VIDotcWKOzmboQDhUAaXQdqJPSKz+21Q52CxwqLQD4nu/h7/8d/w0c+c7FE0w4rEFVemNTPqOoMGEAUJUkx807333wfQ/ZumEFz47yI5utFryPo6xeu9vFrv/ukdr1tsdBraPefh220ZLHXxO5QeBsfWGjJIoCeYSqUOq0Anuto1F9AFX2S+jvjjOqHP3MRf/kf/778vOE4kcyKUZRq70LguxJZJxQrSQpl5EI12oxRHfVXiimZqr9itMXzXGl1Rr9z5/EFPHNhS/v9//q5S/i9P3qhROkmwTV6Vs+cXEKeT/CVF7dkE6bd9NFs+FNnVPm6LP2jPVcmwhyttNrTVDQ0Thzq4ciBDu45XR7P4HH4QFf4XhfHkRP113Wl+E7KlLLpf/l1r1T9zXREtVEwEWgdu7Y1wkJPFZ0U1CC2zSZf3RphZUGt3Tb7Mu1Y0lwWkatLHWbporMW6NpTEdUoRIVsM6pUmKlCVSHFSp9Cn1meNcYFK4/YBBcL5dtGoHK3LiuURyaiGisRNNuMalZjobM7I/WXnzegCtVL1wZSmV3XEsi13yNNl7oZ1WbDxx3HFvF5w3c5zXMroip9VOMMH//SS5jrhLjzxCJT5E/x7MUdhIEnHTzKtmDiOvJcIc8nBTNJ5d5pNpH5DbfLscXaSgebu5F1veS5DAVnHNiCxNhu5bi1z+6rFBxRHZuIqo3661WJH4h/F4hqUOLmJ6mi8alCtUiqKzYrUq0TswdicaPjI6U2TkGqQlQPLrXxj37o9fJlNUUGSC12odsoZsxyfLwwYqdjJUTVlszxz9rajUqWGxSiQKy2uOGfpxBVZWnTmYKoAmKDJkTVZmcDFOfPEhAbokoJ3Rabs0kzJaY032lotEzP0kmrm0egc6HnRNLAi0L14FIbP/kDrymUnfnMU1nZ2bzekv5HG56nEAAqVOvEeJJMiSmRNcFSr2kvbFmSctuRso1C4HvaDBLvQlKSXxXUnV5b6eKFyzvydzd2xljqGYVqW1iv7Nb450oPYS6mVNyb+U5YaVJPSA1/p3cMwSozEktBRQXkxs4YZ08uod30Syh1RyKqVKjqiOpgLJSNq2ZU+feI48vgOOK57jYthWqmEkGRPOnddn4dDy6aiKpoJBBK1+uogo5sIoACsSg+7/KGSCJ2BhHGcQrHUe+H74lCWSKqqeh2U2NoHKezqf4m+sxePhGFN52niVQQ9dk21kCFKkfjE5Y8iznrBP/vx57H+37nCZkkVa3pBxfbuLY1siabqbVQFc/HU+e3cGCxzZotqnkKiHWv3RTvQJ5PNPomXQdArTvTZlSvbg6RZrl8Vrg69zhKJcvn6159DPfctqzEgZiYEnnNWoVPJPXXYk9To/rbZE2NKFbU37uOL+LitYG2PxH93FS6NtXxyRHgiec2tJ81wzIDiKi/tN4nhJyOE9k85j6qXCyK1opZ7GkeOncIv/xjb6lcpylOHOohSXNcLBpbaT6B65DvsgVRLVhHoyhV+gIVhWqc5LI5/y1vvA3vfOwuAEDgO7JQNYWUAEhUz4aobvcjTUV4qj0NszNZW+ngcrEuDseJkat5xefH8v/TjC4PPhJEzT7uMy6pv5L1Vj+j+ovv/zT+8a/8kfz/41gI3VExfrFQvuXU3w77/lFsFqpqRtVsmqti2q4TsjusHnfiQd9vzqhylV5O/62k/lbkVxT3nF7GV85vlUdNCFHlhWpbNdA+8aXLePXZVXiuozU+r2wOcWi5LfNYc13hiGpu5EuSil0cO6ljp3lZS4IHuSLYRny4MBeFpP5WeAPHSVZq7NxqsS+F6traGi5fvowso45shitXrmBtbW0/Pv5lF3OdhqT0RYbtQ5n6m1UiqmsHOmg1PBw/1EOr6Zc2xyhRyoy0GSrqW0WhWviobu1GUqCAjq+EqBaFah3SIj/XQDYpQZ/vNeQCu749lp6MQD2iaiYbVccgC4Ua5TpAJCTmIgrYiw/ZKXZVwSqpvzViSprqb5KVxJSo6OLFC/2N5zn4H7/tHvzo9z4of+ZK2rGualpF8yDaMD0nlAjaOqKeqwQnaNHXnlMDkadikLrhRG3xXKdQvatG5CT1t/g+ohTSjJDt9yluO1wuVH1P91GVhWpTzKj2R0llhzhKBGL3Ta89iXGc4df/4ClMJhMrotppBuiPYilNvzxXTqDMQpVTLee7jcp5WVIa5AWeRFTZs7wziPF//scvIM1ya9FB13Zzd4zTR+fxz//m1+PPMOEpQNGpCDngzZBG4Mm1qpb6ywRKkkQIRjmOo80iUZiiT9QAU4Wq+n5CVIfjVAqoNUJPPrNzGqKqiohG6MvPo/vTLxSaCaXh5yhVfxPllUiKx3ViSoEv6HS8uODUZ7r/QVC+LwCk0BWP3aFYRzj1N05z+RnU6Hz+JdHMoPmoKurvwaU2snxiVai1UX9p3d3qRziw0NIo1IBqjPmFwNs4znS2iKT+iv+ldaeOQgiUKcQcvRhGqWT5/LXveRV++i++Vv6M6JaEPE5DVE16L10HoLyvcPEx4dcqnjHHAQ4td0r0fKIAbhgza/Se0/4w3xU2XU88tynFc8SYjV9SJRZiSjr1V1KJLaq/OvVX/LeGqFbs/bPGiUIVlZ6/LMvlfmNT/ZWIapyh2w7gOOV5ZTXDn8n14b7bD+DNDx4rPkM0Hzd3yw1DQDEobIjqrqFkHhgzqr/90Wfxs+/9hPz/JOYEiHu8vjPGlc0hNncjqb0BqPWQ7r9iYRhCfhZE1ab6S8//tFnur5zf0tRtR1GKZjHqsNBt4EUqVANlg9Zl3y+82pnAXJRWzqjSu28Tn6LRoSphTh5S9bdYw4T/L3DhCitUWX4kgQKD+ls3owoA955eKc2ppky7gTcoaX39wjPr2B0meHUxQsRtibb7EeY7jUpbMDrONMs1liSg9lH6dzm7n+ayuLQF5YG2+XcuzEWhqL81iOotPJ8K7FOhury8jLNnz+IDH/gAAOADH/gAzp49i6WlpSl/eWsGR1RHkY6o+p4jlIMZjaqq+3L70QX823/wOJbnWwJRLdlAZDLpp5eHCtVKiXpfUHQ3dsYyYWkYBRwvVEViP33jawS6wf1WPxJiM4En1S0BSPXWMFDzbTaqo9n5ruoCV/kcmqFTf9Vn2bqFjuPg1WdXpfWIz+Y+qrqLVKgSJSzJVOJJ1/NUUXRx6q+aMXKxPN/SlKTlApVxRLWa5kEoEXVsTeovD993ZQeQEjuOqPF7zhNDc46HCqU6MR5hoaLMvwlRXbQkJID+7J6yIKqmdyjvQvY6oRThsoVoHHk4dXgeb3zgKP7Dh5/BxWsDRHFWOp5uO8RglGBjewzHsRfWJpWfUy3nmMjNr/3uk/jDT5wHIBKHS7KLr5IWstXhG/pHP3sRv/6HT+H5SzvWMQFSlx2OUyzNNbE01ywhKpREKUSVUX+ZQXgd0kJJPCCeAdoYaRaeN9FM5Je8VKlx02Nz3ktzwseZ/IUnE9EwoYRfeBMqqpZO/RX/TsXDoBC+MsceuDI4+dzSZ0RJpgnD2MJUFo8Z/Z5TnPXrVSSpFYjqXEchqvS+KrEpgRg+/5LouBOiWlmoFqg0zZPzsCKqTMDswGJLHjuhcxJRLdaTKM40ZFgWtIbQ4NRCdayPD3B0bFTMcnaa5fEBElNKUtGEMGd4KcYMUTWpuZL6G5nNXgNRLebUmqEn1ylSms3yCTaLtducWTMtUgAxp/ql5zYwGKUSYbMjqjTvzPbdWAhXcasyiagaiqMAFap2Gvpe49hqD64DPH9ptzgeRfOld3gUZYpx5CkUlTykTbshjsYkrlquAAAgAElEQVRzxgVFUFjKkPifGWJ2O7Ded3Mkx1T9/fSXr+JDn3oRX35hUx4Dff+h5TYmE+CjnxVjaqePLMi/I/FFeq/IR5Xv84BSnAfUGtowqL+TyQSjGWdUN3bG2GEWa0T9BYCVhaZEKQWiSjOq9P0expFqLHmuM3VGlY7RDEIXu3tQ/aW9xy0U319khSrP6cqI6vQZVUA1Ufise2ah/oaBWzAAXCn0eN8dgvIu/XGjFNt98bxV2YLFSSavLb3jdP/mOyRuJY6dGCZC3Kma+ru61EanFeCpF7dKP6NmXUOrGeqpv3GSI7jBd/5Pe+xbGf53/+7fxXvf+1489thjeO9734uf+qmf2q+PftnFfKdAdbK8hKg6jiM7+UC9mBIPUzIeEA9ouylonKpQFdS5qkFuhcBEMmExCzjOiR9bEr+qz9Wpv7Esomnzdh3gdfcfxrHVHrotv0Q542Fu5pUIsUS06pMkU0yJ/raKMvGev/AavO6+w+K4XVcupHWqv/lEpzgpRFWcJ3XSNncjmXzTNbMtbDZ7GkIVqoKoekC9VZHvOiUxJZ36q/77yIGuQlQNP0cpzlV0fW1hqv7OT0FUKXH2XAcnWIdbfZ6nIap8ruP2wkvur/78H+KPv3S59LccQXnnN96FLMvxc+8T3XY7oppgfWeM+W7DWswoX2QmpsQQ1e1CofF9v/MEfu5XP4lffP+n8czFbUwm4n3QrYRoRlWdGyUlVbOUPOGzKSgDKtm9dG0A19GfYf4s1TEnqCAG9GZJx0b9Nda0dglRZYyGViiE4phfbTNUCpZillNRtZSPsKLWUQLRHycYxylC4zlsBL5UdyX0ir5HIqo1M0WmYFvM6PdSTM54J000hWIymRTehIrSTO+WLOTbYraZzmsW6i8Aae3Bw9bcWGDUcA1RTdSMFQAp8Caog9WIKq0b01gtQ4moir/jRcdoLBBVG/WPmoBRIpp/vXYoRxF4UCI8mdhUmu3U33GcStV7+T1xhkbgy+tEjcXtfiRRTXMmmFB9bqty9uQSdocxfusjz8pEuFlcTx40luKxZ4b2c0rc3SpEVar+AgTiVD0ns0Yj8LC20tERVaMIjpPMgqimUrla82EtxLno72w2W6TUS0JjtugWbBkewpkg1VhDQkyprGHw2x99Vv6NpP4WjeGPfOYCAH3UxHUd3H3bMj795asAxL2ja8vf6z6jx9JaGwQ69XcUpXIeu476m2Y5tvsR+qOY+emqHGxloSVFABuhJ5vLHQNRJYGddtOvnVGtm6Wn5vRMqr9NhSRTdAqNBwreJJKFakun/k6jpc93QjiOED+k4GJKgWwcFs3IUAixnTjUU9oYTCBvZxBhrhtW2oJFSY4jB8QzQswWev/mKhBV2/PNw3EcnD4yj6crENVOM9CadYppUUH9ZY3jWzX27exOnz6N97///fjgBz+I97///bjtttv266NfdkFJ1lY/QpzmpQSQvAuBeh9VHm0LokpJV6vhy8XPVBk2gyi6W7sMUTXmHLiYUhzb/fvMMKmvW/2xpEbMdxui6FibQ7sZ4DvefDu+/qHj2ozWz73vE/jffu1T8u/NQrUSUTV8EqsiTsuI6iyzF4DYiEnAoMp/Tp2LojhRQnz0YBeHltvS52xrN0Ij9OEySqGtseBZqL9Eu6yKTkv590k6muU8PUafHRVzffw+847e0YM96fXIESmAIao1M6o0M0QLLTUwqgor2myOrfas5+r7jraxckT17tuW8fN/7Y0IAw/v//++rP0dCTpQ4XN4pYs/903n8JXzW8Xx6IUzzaiub48rj5Unblk+QZ5PWKEqkB+agTp7cgkf/Njz+F+L5/zUkXmtu05UbT6jSh1pKqhs1F8KmyctACl4tDtM0OuE2rPG73ldksDpdHwmRlJ/DdVfG6JqK1TbTV+sbeNUG1ugNYMsPYh+axNTogSiP0ysDBCBiCofVbpnjdAvVH9nQFQLdeBf/vXP4oUC6QwCTyZEJaSiYiSBhDd6jPpLCSElG3OdEJy5flUiqvZjJCuPK5uj0s9sSROfYT6w2JbMDzpWPqNKfsq88DNnVOm5qfOuBEQjgX8PNdJc18E4zjAcpVYNABLwIb/RbjvA7jApoaY8ER5HQslaqcdXIKqscUV7GDV7iWGxJVFUZmdlIKo2tdoHz6zi5Noc3vSqI/jxdz0MQDzb5jGQ1ZFMSPOJKlRtiGrxM9cB4uKdcZz9Q1QBgVw9Xwi+pZr9h3qW6N9oRGUcsULVmCGkoHe8xAzxhMJ6nOayaDDD5pFNa3+P7XG+r4+G0Nr04U9dwM4g1sABYjA98fwm1lY6Jc2KR+4+JJ8dzuLguQ4VF4BqLIS+bp/F/bTrRMc2dyJMJqLZMihGWOIkQ6t4Rjlib4opAZz6K56pZvH/5Yxqxf6RWNA6Ktqq7gePtkRU1ed3jXeZN4miotFBz+rOINLegarwPBfznYbmp8ufT1pTaU2j/8/93QmxHIwT9EeJoP6SR62JqKYZDq+ImdL1Lb1QXWB2QYBaY4SYUv153H50Ac9d3Cn7wY/SUr6mZterqb+3OqI6HSp7JfYcRK2jzpeZOBF9BJgdUe00fcTFnF/gu8gKcZow8NBqBgaiWq/eSQsGJd/mjGrAqAZRks4082LOqG73YxxaFkWd5zq48/iipF685eHjAFRXOkkzPHNxW5uRo67z8nwT69vjSrSnUYPK8uCIKm1GVfOmZniuIwsGskyoPo4MWcNHmk3kpvba+w7jtfcdlonOKErR64TwXYchquVnwLUgqkJ4o/p5aTcDuTHvDmKh3Gn5bN/T7Q6aoU6548/skYPinPvDpET99Qtab12hSkUOLbQ0s2wTzQBUkm8TUhLHrotlDMbKxw4A7ji2iBOH5kr0X+Vvps7t2998Gk9f2MJ//tQFiUxRdFpUqNoFPuhY3OI+EuqkqL8N5PlEzqL8+cfvxn/5zAX8hw8/g3bTx8m1OdmtB1RiwKnwL14RRREhquYsJS9CKovpQnk3zSYldJ2/23UNLl1MSSGqvueKTd9U/eWFqomoMupvpxUUQnGpfOcboY/HX3cK955WgjrN0MMoSjGZQKq00udtEPV3lCCf+KXGGmew8O5zI/TQH8ZWeqz29wUl9PLGAL/1kWdl4RL6ysqrckbVKN44SiEL1QId9CWiqt8jMpuvKkCaoY/5biiVzHnYaZaeVLQ+sNCSSZ9pO+N7Qnhka3dsUH91RJXW5uuZUXUdYKnXKFR/E6utmhgryZBPJmgEQik8zyfCMoRdEz77OY5T/LN/92l4rosf+76HKhHVKM60+bp4J5djIor6K+73BitOTUTVpla7stDC//4/f632ewJRVceQ5ROk2UTSTF1HvD/SZk4Wqq5EbGiv77QC2YDh9jQ3iqgCwn7uv37ukrDdKOw2AJ3ibiKqoyiT+41WqFqsxMrPpCufQz6awKPXDqTFFoWNnmr6qA5GCU4dnsOzF3fwoU++qFF/57shWg0PoyiTbBwej9yzhn/1m58HINaLhhz1yNCFeJbjNJe5hKKR62KDHEWto/5u7KhmyO4wlteW3jGO2Nuov02JqOZyhpWYKL5XtkyxFd7y+0fVGhdmdBhLTf6bUXCZYpMNDXWeYKE9Wzmy0Gto41N8dINyB77GA5D2khTN0MPVzREmE/EMCMq6J8dvAMF+iZMMBxZb8FxH+vXKGVWyoCv27XwCKTrn+9UMHQA4fXQeaZbj/OVdORIGEI1cvw6mbZUZXHfhVo1XCtWbEJQM0mxDCVFliZNJk6sK7pE5321I1CX0XbRZB3PaTCnfSJWYEs2okuqvWmCjGRFV4SPKZlR3Iyn5DQD/5EfeUOqAcxRydxCD/5gKuEPLHVGoVvqolu0jbMEps7T5z4qokpWL6zqaGJR2HKFa8KlgMe8rp7U1ApFscx88M2wzqtEUhTcSAAJEd7BKCIEXe+Mok1Rk83xC35WbY3+UlAb3qQitE92S1N/imT222sNP/PmHK43nQ9/Fq+48IKnXts/jyQ/3sZOfYTyPADRqKYXjCPGWb37dKW0+GBDPRz4BLlwd4M7ji6gKsrUghInu+0LBKPhygdgeXGrh+99+Ny6tD9AIPHRaupK36aMaJ5lcQ6I402wV1LXg77M9wSPlXTEbqf/OrIhqGHhy9MBE9TuMbg6U6ab0vslkwndlcthpBYVQnE79XZxraggxoZ+u48hkkVBMKqz6I7LcMhksxowqIaqBh2txVthD1VB/i/V6WKAiTxeWJWGgxJRMRLWKUrfDEutQFqoFokr2PcU722r4yAolVDreqjiw2MYV24yqBYUHBO1+OE6wNN+UjS1at+g99YomxDjOdKE4Y0Y19F2B7k0pVIcSUc3ltei0QrRbQTGjmpSaRQCNleTIJ4KtQM/TaJxq18T0jrxwdYB2w5dMB8AmppTKEQSaUR0Xex4VxSR+t14Up712oKGrACrVas0gcSoK6Qtc3Hvaa2zUX46oNgsFWpr73U8xJUAgqpMJ8OLlvjZzx997+jdCcgX115NzkRT8HaAizaY+S42AuQrfzl47xJdf0Of6bPRU0ZTjhWqKB8+s4vLGEJfWBxr113EcrC518NylHdx+tNwYXV1qyyKXVH/5OdG7o6i3fKxINfwHWqFaTf3lDZCdfiz3KjWjqp6xZuiz3E0hqkJPIy3YduJ5E6Jq5eeidkbVcA2oC9WM5IWqsqwhpgJFXDSD+O9Po/1SLPYMRJU1cOk9UjoEQtTp3tPL2mc0Q1829qjgNB0D0iyXmgnHVnv47Y8+i4NLbXnN53tE/WVFcy5GnOrElADgdNEUefrFLb1QZcJcFMqFw079TYyG3a0Yt3YZ/lUKmnU7X6AhJSqaljhVq/7yoJd+aAhShMVmylV/a6m/7LsW5iqovz51SMVcxayIKleN3BlEkhpBYYpkSBGPJMPuMNY2N5opO7wiigezkFLfqz6jKiaTiUbxooKRIzt1QQnAoaV2JfLC/RoT1kTg0Qw90CUgmgs9B7aFzUr9nbIotZu+pBntDGKpZlf6bM+ViaYNDaVkf77XkN3iQVGocpoJFaGjmueO5hspefA9F4/cs1ZZcDuOg5/+i6/Fw3cfsn+e2TEflhd3m78uJYjm8xz4Hs6d0jcyQDUy4iTTBMHMIKGhEqJaPP9ffmETge9isdeE57n4O9//CP7mn3sInWaAUZRJeteYoX6AmCml5o2cUTVVGxmqUafOSOtHHaJaS/31XYn0mjMxnVagU38Nuunx1R7Wljva+08ISFciqolMZGxNKUq4uCiauW4OCs9b8/5yMSSb6u80MaVmKEY1SL2VUB0+J1tGVCmh1Z/BPpsbd12nUDItiykBwiak1wkltblunzi42Kqg/tr3l8WeEN7ymc2UaU8jEFVboap+T/hMOwWzYu+I6lwnkDONg7HdCi0MPGnj1SjojECZQmnuH7vFfDi/BzYPU3re+Iwq/RtHb9a3x3BdB6cOz5cQ1atbIw3tqopm6FttOqTntifmK+lciDbveQ7yiSpUWw2hek0FOLen2Q/q78lCtOa5QsSNWDmc+usZiOo4zqzUX05ZpH83G26+50rkugrB67bDkuqvQlTV+h94rvTunEwmUuxosdfA5s64xGJbK3IMLqTE45G7hXsFL1RpPTFVWltyVlP3GVcWRV49ospQ+91hrITuplF/i/NvheSjKkYcmqGPcZRip2BXmWF6vfLYlU2AGai/jTL1l/IsYtZp1N/ChYEzAeo8VHkszjXlswKIAi6QTVCFaANib7rtyHxJEKoZerhcrOM0a2qKtHHP+h9/18O4/egCfunffQb/+VNinlmJKfHiVjx3dTOqgJiNbjV8PPWiPqfaH5Xn9Ok9q1L9jdOstP/canFrn91XKdZWOvBcB08VSEqZ+quSaE4RrQvq1KnuNw3He9rGQEIQVcEf6CUppmS3p6FO/16ovyQWkk900Q7rsfguHEdIk/PNWZyH+G9CuSoR1VDfOGxB10pRfwtEdVbqb7ERV9F+AWgbGN1bc27AcRyJBoS+J/wd42oxJUn9NRHVmkWJo3S7w2phCt51HsVlNJSu60K3ITe4/igR84ksyfB9QfPK88lU6m8qRVpubNnhVimAOE8THW8EZb87Ti2dJfjGXkWrBcQ7GCeZ9DmTM6rFtX/mwjYOLrbl/aSCjd630TjROrn0/HDFxCi2iynRhrhQ4UlLQYnEvNE8mlVMic+oCjEl9XfdlgVRZcf5Ta87hX/xt75e+7xeS4hiNEMf7Zaw3qpqJIh/86Xqr7SEMQvVQjm4VKgGungdoZ9UgNbZ0wDkr5lqc2ZAYU9DRa8ppuTrxR8FUcto7WkEnky+6biomXBibQ5znVA1vmoKkIOLbVzdHJZYK2lqR1Tf+KqjeOzRk9rnmvY0XmHxUFb95bNYSsTE5sXIoz9Sc8JA8d62Q5Fcx8JH1Tajys+bGrOABR2NUqWkHCXYGcby/gLFLGxkIqqGPU2iN0MWtUJ1hMVeAwcWW1bV3+X56jWCohl6SLOJvIaRtVBVVFEqfDyXjWqMRaHK76uGqO5DoUoF0VY/EvfZiqgqFBiAnM8vzajaqL+WGVV67qr2rF47QJzm2l5P66aGqPqKKjmOM+T5BJ2mj4VeExs7Y2T5RFufSFDptAVRBYC3v+E2/MC33IO15U5JPI8L+QGqoGywecskzWUutbLQqp1RXeeI6kA1722IqlX1txgRGxUNu1ZDCMm9dG0gz5OHRH2NQvVDn3wRv/fxF9BqVAtO8ji03Ear4Ws5Eu3Jh5bE90Zxiudf2sE//Tefwu4wZmwUcQy0R00L0XCI5FqnNVJ8vWD9S99xL370nQ+WPqPZ8OU9ofV2zpiB5myHtZUOfvoHH8XSXEOKNM53y4VqRjZyNeJ8gHhfT67N4bliDpxiazcq5c3+VB/V2ViZL+e4tc/uqxS+Jx5skp+2UtFk4rQ3RHVkIKqNwEWrqTaGsQVR4BFaqILKnkan6NEiXFf4ys8N3EL1diI3djMpNsNxHAS+Jzd9MYMmXkZBcXXl5l9VBJkdTltIARZCVIsF0dZhtAUhm0dqClW+gVUhqgDQYjLunueyGSMLoir9s7g9zXTVX6Jo7lZI/QM69ZdmVM2f+56D+W5Dbjj9YVyyxwk8Vy7U1fY0ZUT1RsI0dO+PklIXnuiCPGzU37rgjYy6JJSov+SZyVV/AZGorC6XKY30vg3GqbbZUSJP86kACmSoLHtP32UKQZnRrkJUeaFac124QEmc6GtWu1DtpTARVcdxSkV0tx2g3Qzguo603oqi6vsjRGgybRTB7FpHcYb+MLHPqDI0mAttRMUMXp34Bf29SdkTqIm9aK6i1NHcFzEdwsCTCZMv72UTge/izuOL2v2qK0AOLrYRp7nm0QyQ/Vk5aXrsNSfwPW+9SxwDFdWGPY3vuhIBtPuoTrQEsQ5RTQoxJPHfhKiK97bVFIygYZRK4S8efB0Ni0IIKM/6jeNM7mnr22Pk+aRguCiF0SjJJAoJ6GJKYbEvc1R+gdEMN7bHWJ4XSPTmbiTX5eE4wShKZ0JUqUlGjViJqPoKndSov8W5uo5S/R0WYxb8mdPtaW48raPjoQYZfTZ/BqXfOFuTqFDl98ZK/a0RhatiAdEaz1FVG+qnUW5ZIbnYa0hhMr52fMsbb8OPv+uhShuWuU6Ib3vTaTiOU3IqoHeX9kjPc/H2N9yGV59d1Y6D1o4DC+2p1F/aF3YGsVLkL56b5bkmqAai8RE6RkDlmjv9CCFZBcUpXtoYSmSThxxRYPvpMxe28bPv+wSCwMVfecerKo+Vx+JcE//2H3yzNiJDx3ZoRXxvlGT4xJeu4Hc//gI++eSVUsNxL4gq3VtSlC7Z0xSfefzQHI6tlp0D+B5D+3SvE2qqvybbwfNcfG3h++s46pkjxWJA5L9pXq/6q743NPZNwSxcNprilAemFYjqOC7nb7davFKo3qQ4erArH+Cpvn4zqv4CClGlpCIIPLQ59TeaNqOqXmjaBOn3KUmQhep4dkSVF2qULJnUX1uEvivV1EggA1AUZuogVqGfs/io0s+o4KakffYZVbFQkEx53XHESc6Sj/J160jhDmEIThueDdGh5JkP0Qvbm+rnpd30ZXKxM4graVS8g10lhNQMfSx0G5IiLWZU9RnZwHdlF7JqsQx8D2mmfFRnWcTrwjajakVUjeaFKlRnRFSbsxWqhMSYyoqkeg0Aq5bZO3rfhuNEFqqOoxL5F6/25fMvEdWKgqjKk1Z+FyGqtWJKU6i/FYjqfLeBDW4XYBHwMaPXDpWlQ2G9VUf9bTJEVVF/mXBNcX+2+pF91IJo1cw2iqi/6RSqViMQ9NeBkWDyObTSjKqBUlJQIkRJcSP0mD2Noqv9ix97C97y0HFtprgeURXPyVWD/ivmmuvX70Aeq25P4xXU3zjNNdqe+r1conjBlEKVJ+e0PtIMfavhY2s3ksiXGSVEtWmn/o7jVBaqNK/L38teW3gs0/eLkRA15xoGrjxX+reFLkNUd4T69/J8C3k+kZZlVy0eqlWhPIHV88jPkZpwJTElz5XUP079pRDUX/HfszJG6oJs9MZxqs+oWlR/eZM18LwyosoL1ahiRpWtF1UFI+1lvKm3O4zhOLr+A0cytUJ1rimb4vzaLc+38Oi9dj0EM2jNKVF/2f7zg992L+45vcLo/+o4VhZatdTf9e0xjhzswnMdjfpLNjSe52q2gg+fW8WPfd9DOF4UY7SPb/XjgibvYWs3wtZuJCnOtvPh6xSJ//3tdz2M199/ZKbrYgu6JqTrMY4zqZ8xmTCF3uJe7GVGFRAiZ5lsfuu092n0d77HKCs0oSYeF6w4k+0AKCHQZujD81yY89CpRFSn5zjNhm5VRXuoyd6i61MlpkQMi1s5XilUb1LwLk6zUU5iooImm1h87mxB3SYpSME6sQJRJXua+u4KJVRLcw2Jctx+dAFnTy7hxCExl1JGVGej/gICsaANfBr1l/7uGqNRjcYcGfZx7+kV/J0feARnTy7Vfm8d7Sxi6DOgCpCZ7WmKRWc26q+SgrdRdJWHqwuPUX9tYko2RJUsGqqCnpPtfoRxnKFXIUzhuYz6G2XWhe7d33k/vvVNp2WToF/YB/DnNfD3gKhSITeFFjMtaI6LEAbT8F18p0iwORVSUX9nRVRVwlRH/aX3mc5Pzi36qhlkE+HqNBUyRNdwvttgiGofRw92ZWMrsym4egqFq4tpiGqzxnuZzlG3p1HHcfRgFxs7Y7lezCIQ991vuRN/+TvvE8fWDETiX1wD2/0hERr+/HuM7kjv5mRSTtQbIbcDU4hqM/SkUmPdMynFlIwEU4gpVc2oViCqw6Sg0ymEihAifs0OLLbguo6GFNUWqsXzZSr/ViGqtmPlXsAAKTqLa8mRBkJfuC0EL1R/5be/iI9/4SXtOzhyQM3I3cJPttXwZbPL5qPKEULeYC0VqlEm9xy6DjTbDSgEhJL/NMuRT1TSquyCYkX9nWtKEbn17TGW51uyaUXzhNf2UKjSd9GxW2dUUzEG4zrqXTDtaUShqp4HjqjWqcLvJZrFusMR1VCj/lYgqk1fY9Do1F/7jCpH1arWDrkPDdWzRB6mfO2S9nqZotx2mgJRpT3jelk9VdRfWy5B14UKVcFQCjFkzLHhONHe2Y0d8YzNFcI+snnH9taVBaFC63uC0fG6+w7LXI4aIdv9SL4r9KwRBZeHbUTh/OVdBL5bKRw5a1CetTzfgu+5GEepYLyEXkFb1huOrVkR1aIpu7k71qy0ALVWTNt/OGWanoVeR/gz//DP/AF+9n2fYKxF9cwfPdjD2ZNLsgg31+Q0y6eK81G0Qr2hQ+uJ6edOe1yVmNI4fqVQfSWuM44eVEVNFfWXaAuz2dOQoE15g+uSKEsxk1GLqAZlBObgUhv/5EfeIJNYSmxoEZ6FKhmyBW9W6q84fhebbC5Dn7UVyfPD5w5Vzt+Z/qW2kIhqcR4HFlt49dlVzVurLmgTrKP+0gIZJTmj/pavW4shqj6n/u7Bnsb2uRT0nJDgS5XUP6lLAkpF0ow3vOoITq7NwfeEn2J/SKq/OqJK52s2ZPjvpNlEJrg3iqgqv0EhsDIYJaUuPN0PXijIGcgZZ7i4r3CdUBGJsCQswacgVNVG/eUsCSpUV+absuly6WofRw50JUWVz+JQSER1WqFabGRzxjtJ70TdfCpQzKhK+qz+DBw9KJpyRFU2fVRtcduReTx4ZhWASvKqVNIBJUJjqpDT+fMmUhWiKuwGGKLKPsf2/ml/n2QYjBKEgSfRy9B3ZcJdOaNaKlRj7VltBJ5MQGyFKL2/vudYm1kUh5Y7CHwX/+XTF7V/TyvUPrVj9fR3RbOnKd5pjmIp1V+ltklz2gDw2x99Dr/3Ry9o39Ef6YgqiRb1OoF2v+w+qhxRdSUN0o6oiveAhKUE5VicF113Sv7NmWi6h6OIiSl1VeE7GCWS+gsAv/Ghp/FDP/P7+MIz6wBmK1RN3+HISIZ9z0GaKxV12vdM1d92w9cKRNd14HnC3uZGRyso6L3JWeKtWZPZEFULNTthDTx6RqoQ1TorFPrZ7lBHVM21X0NUxzr1lx/n9YTcVwzqr22MyHEcNnOcSiuuPJ/I+/6+Dz6Bn/jnH5V/s1F4dvc6oZX6CwAr863KZitdexrR4b9HFFwetobaC5d3ceRAt3ZNnCVoz1zqNUXTI87QHyVYnmviJ3/gEXzvN57RjqE9Y7ElbaN2IqV74ZN90oyIarGucYbRXMG4uLQ+wOWNIWM76NfhR777AfyV735A+z6KLJ9MtTtTx+BjFCmAhQTazKYzb7yYkaRiBv9WL1Rv7bP7KgYlb0A5gSeEpMqE2RbdVgDHKVtYhL6HDkO8bGIiPOjFWqyZaaPEZa9iSoCi/rquMxNiGQaeVojxJKKq8NH+Xi601Yiq6owpCfX3/IXXTP1sCjKmrkOt6LOFr5rdnqn6GjMAACAASURBVAZQi7EQW5iCqEoxJUb9NWZES59fJHqXrgkhnqoCS3jxKsuGaQud8F2MkRho2izy8vT7tOnWJdyzBN9co4lARcxnjT+P9N/jPVJ/2w0hbb80Xy9UFAYehuOkhKgColnz0vrQ2p2WLImRElNanm/h0voAeT7BMErRbQdoFB6i+aS8VvC5xrowZ5koKEFuTbkmQTGjOplMNFQSAI6tiiLxxSt93HViSWzUe0gEyS/3c09dg+PYZ7vFNcjQbOjrG/lCH2a0NtuMKoDCh5qr/qpztomZUTQLa5zBKEGn6eP4oTlc2RwJ6q+kr5mFqk6npTDp+KGl6OZB92ta4tVq+Piet96Ff/2fvoSPff4SXnPPmvz+unMDRJHje24JUfWKBhWgFweUpPMZVXo+APHOXbyqhMAAk/qby88z5xGrfFQpOPWXCyPl+QTjOMNcV4h0XWZWPdRwNRFVc2adX2NJ/S2S4mcKdU5B/RXv2oc+9SIA8dy7DkqzZbZQDWeDGcV8idOiwOLosueqGdVRlIq5Xnb+riPuYxh4tWvVXqLBEFVzBhBQzR3PQFQVNXOMuU4on6d205fjUGUxJfEZdVYoqlDVEVVTldY2o9ptBVhgzfnrLeY5cwoQ9zHw3cr3kxq5dD9pzR+NBfPt6uYIV7dGoolWiC4tzTWlAi0VMrx59/Ddq5U5AP+9MPC0dd20X6PjA/QZ1fOXd2vt2GaNV911EH/1Ha/CXScWpXo4sZ+4r6lC02cUU5ojRDUq6V4EMyKqlKvw/fD2Yws4tioaw7vDxEr9BQRbkhiT5n1IsxxZPluh2gpFcy/LJ/BcB+uFh665l0vVX0uhSs2gWXLll3O8gqjepJiGqPLZmVm6e57notcOJa2Wb3A0Q7gzEGI3teqdM8y03Qj1N0oybPdjLHTDWiqh+XcU3H5nloKiSl2Th4mo7jUaoYejB7pTqJGKPkfHUk/9JTEl3dKEh0IOZ6f+kujWF57ZAAAcO2hHgYn6O5lMKmdU9c8Vyq5JlmvnxZ/daYXqMErhe+4NJ1KamqJUfbQXqlxki5KLWRd113XQbgZTE1DybLW9zyRhb/OHlElrQf1tN320Gj6SYs55MhEFZCPwJJPCLDoOLLTQang4fcSuWElBz918hY/qtGsS+C4mExRWOjqiurbcge85OH+ZENXJTHP3FLcdmUcj9HDhar+wcCo/H1LUx3j+qSDkhaoNUQVEYRNzH9WwnHTbgn5vqx+h3QzkPFgYuLLoNRMWsl2w2dPwZ1Uvum2I6myFKgB8x9fejpNrc/jn//6zMqmxKUXbIgxUoZkxdW4q5nds1F9jRjVNc2S5ULS9dG2giRZxxeQ4yZgITaitG3ZEdTr1l97zVuijGfrYYD6nslAtriUVuHIUwDLXRs8QFaqffPIKAME+Wug2EAYeTh+dx3e/5U7k+QSLc82ZEChu9QWwhjMTbJEIHKNCmoiqbUb19JEF3HN6NpbQLCGZX9lE3mfeRKLnij9fge/Kte4qQ7UBXdW1LKYkzr9KSAlQa/xURFUWqpOSmBI/zusJykmo2UEe3lUhrNQyeT9JTJGaDDuDGGmWI05zySxbmmtirkBUqenP35Gve/Vx/E8WJVtA34O5lVOnFVjR6pCtjeK8UlzZHFoFiPYage/iLQ8fh+s6UrVd6EkY7Kfi3s8qptQp6OFbjPpLz5PtXbYFrbuc9Xfu1DJ+6W98Pc6cWMKgcDiY9lnmmp1lk0qldTOo4UbCahvbY6vNXJ2PKj2Hs6LRL9e4tc/uqxjtZoDleTG8X+rwF/Ne0sZkxkVzvtuQQkUJE2GgzY847rNRf6sRVe9GEdXdaCbaL1BGT7h68Sw+p47jIGSUIh6/9/EX8OQLm3jo7GpxjNe3Ob3r8XOaRYwtuKgTJac2im5bUn9dOWsJwFoEW6m/hpBN+fPFs/C5p68hDDwcOWjfcPzCRzVOizmtaYhqOyzsaXJjTkld00oxpeJ3RlGKYMq83Czhs465ol6ZSGGZ0rRX1V9AvCfTZnWkmJKF+rs410C76VuRbS6mRArNQq04YyIaPhqhJyls5lqxPN/Cv/0Hj089j1fdeQAvvHS0NP9C7/a0RgVHsYXytDoOz3OxttKVdjppmu0JUfU9F3cdX8Rnn7pWKQRDoj6jKJ1K/bX5qALFu8l9VLmCad2MavF7mztjdFo+3v6G23Dq8BwCX1k32FBgroQbJRn+9W9/CV8+v4W3FoIc5jHYPqO3h0LV91x802tP4pf+/WexuRthZaFV8oysCuGTq88Ueq4jj29nEMFxAAeGPY2nKHfjONXo4evbYxwoaNL0nrqugzjNFKWx6WMcq3te5aMq/9t3i9k8V/dNZbN8rYan/YwXxfx3VQNTn1EV/1Ywj4qG7u9/4jwOLLZw7uQSPM/Fz/zIG7C61EYYuPjIZy5gaW467ReAZvUFcLZPgcwX6/IgLSOqWeENGsVCU4A3g1zXwWOvOYHHXnNipuOYJRqhL2y3cu6jWp5R5Yiq77vynl8tZi/peeIziJWIak2h2gjFuAxX/e0PExxe0ZuxisqeyUK13QywOKf20estVE0hr0GFpRL/HiqYOaLKLeTEecRS6GlpvilnVJ86v4Xjq72Zj5cXLMKeRtyvNcvoCSCQ5pWFFp54XjS2L1zpYzKBbMbtV5DGQH+UlGxyaK+Ylb7qOI6wqNmNWFNNt0+qE5wEFIPIti+TxV80w6iQDVEV78v0PIfPq7ebATZ3IyzNldlbErCwIKpKHXw2NPrlGq8Uqjcxjh3soT9KSkUILfa0iM66CC32GhJRjViRSwslGcPXvliS+luHqJozqtMfE/rOJMmxPYhKyE3l8RjHqgrVDMvzsxUUQeBp9gkUf/yly/jkk1dwX9Flvl5/ORKZqgteqEtEdQbqL4WNnucZhSqZ3tctwvQsXN4Y4q7ji5U0W89zkGS5FK9qTSneuq0Az17cLgnp8P+uQuV8X3VtbTY8ew1KRNJsUomomuqMgHim9jrD9WPf99BUCjsxJGzU3+/6ujvwhvuPWFFCkXQ7GIwSSQkVokWZTKZbDU8T3LleytrpowvWLrxCVKcVqqrYs3k/H1vt4rmLO8jyiZWiPC3OnlzCZ5+6VtlEaDJRH5P663uOTI4Bi5hScY7Dgj7NxZQoalV/i9/b2Ilw/FAPKwstvLmwKVBUs/Jx8/nt3/1vz+M3//PTeOw1J/Cux++WvxNWsBMoKJGaVSCHe/stzjWFt+UM90KIj5GPqmq4SOrvQMznTiZ8llWJ7Pi+i2Ske1xevNqX94US84VuiCTJMWZWRLyAsaFTppiS+Dud+kqf12qQt6RSoTapv0SnNGdU+feY1N88n+Btj56UBdttjMHwj37oDcgn9Y1MClpLytRfmlEVyHYUpxpV1XNd5FmuCvyGrz2zs7CX9hqCyZHoDQmjQQVAUzgNfBcLvSY815FqyOT/yJsQVSMMc93qQtVxHKnMSrFrMBT4Z6fpBIOxsBoKfBfzHUELn1zH+kQR+i5cRy9U6/YH8hcejBMcOdAtze+SSFl/lGgzinOFVcpXzm/hNfccmvn4TOovrZurFtovIK7pA3ccwMc+fwlZPpGsGBrn2K+g8Yn+MJGjahR7tacBRANpc6dOTGnKjKoFUaXotALkE8hcu65JqN5bR1jTZLkQPZwhp6d7ResQzSebQe9ZYgFLRq9Qf1+JG41zp5asJsu0MSr/vNkesnkmlU+oXYMhqrJQrSksD6908Mjdh3BfjZCQEAFwZHIxC6JKL2aUZlYV1qqghIAQXi6mNCvy1Qjs1ghkmL0zENdsP2T7q8J1HYmGSUTVssBJH9XQ06hiNtoYLb6DUYJf+H8+KS0XZlH9BfRkygyBqOZWVUFbfP1Dx3B1a4TMKJT3Qv0dR3tD2qrChqia9C/eOKEgJem9UI9PHJrD8nw9WhL4bjH/WEZUDy13cP+dB6x/5ziCWixUfyOJqBJyCIhnlhJG87P3I+hZmmVGFVAFh9ksOXawh5fWB/K494pYnDu1DKC6KUYbcT5BCVGd64RF44dmT+2IKqEX3J6Goq6BQt+31Y9K6ElgQZrUsSmBoY2dMVzXwQ991/1aYsvXpMDyGXuh/gIq8druM+uGGe5FqCGq3J6GqL/Cl5ESb/o9LrLDhYsA4OI1Nac6GCVwHSEOFSUZRhoCyhFVm4+qPqMKFEisDVEN/dJa1peFqriWRLWjoto2o8qVgIlm+w2P2NHKhV5j6ow4P/7Ad+X7bM7BeYXdxWCcamu55zkF7V4V1yb1d7+Dz6jKopTTfG0zqp4Hz3WwstDClY2C+ptRE6EaUaXPqkNUAbHO03uc5RMMxmUhPRLWoRlVemc9Jop3vYiq4wgaLhUXg3G58NKOxRPvxbA4jjYrVCeTiTyXwSjBTp9EKEP02iGyXPz8jj3Mi7a0QtWV74ItD6V44M4D6I8SPHNhCy9c3oXnOlhb2d9CtRF6GMUpBqO4rCdB1N89oIILBaJqWt41Ag+P3H0I507ZXSIo6LrMWxoj1CyjxkEdE4+OndgaWTZBkk5m0uEgcID2zPWdsRVAIraPFVGNVePqVo5XCtWbGN/91rvwC3/9TaV/p8Rnr4jqfJfNqDIfVXrx17emU3+bDR8/8f2PWAfrefieuyeVVC7b3reosFYFnTvZK2iqvzMWloHvaZ18CipQL29OR5r3I0gKXgld2WZUmeovS45tCxt1sZ94bgO//8fn8d8Ky4daRJVtAtMK1TSblIzlq+LRew/jh77r/tJ30P1znOrrS78zKmZUbzS4SqnN8J1/pzajuofmx15CIqrZ7DPnFJ1mgP4owYWrA6wutaX/q0SIQqL+0ozq/i7Zriuo87PMqAJKrdScvz662kM+AV54aee6jvOuE4viGapEVBkts1SoCqstao5Vzaj2ZaFKiOpsYkp0THk+KXX9ZUFjOW4uMDSOM7Qs87caomq5ZrJQnbGZSb+/XegV0HFMi5CxUjJGYafz2hkmaASuhhJnmfILDH0xzkJz4ABw8dpA/jdRH2nshSODtPa4rmN9P3XqLyW1urWDQmj90lo2MArVkRRT0mdUbdRfQKyj3/DIiZnHWaZFpxUw6q+uLEoNxOFYp5TSjKq8p55bov7ud3AfVdqfaNQGUAWqOaMKCGX9q1uisZoQolozoyoR1SkNbqLEAqJpNplY1v7CNzihQpXtV0TlvpF1tNnwJZI1G/W3EFNq+bIRM4oSjKJUNoX6owQ7Q/Wc8oL9jmMLMx+b9gwzMaW6fO++OwRo8ekvX8X5y7s4fKBz3YV8VTRD4eeaT8rNCOmjuhdEda6JLV6osufzJ77/EbzqroNTjqee+guoQnUW6i9pg0gxpb0gqsU6trEztuphyMZ8Xkf9vbUL1Vv77L7KIRZ3C+WPEqc9FqoL3QYG4xRJmrHZFheBL142QlRnVTWtC7GQZ3Cc2RMdoChUh/V0GNvfHVxs48nnN7UZ1VmLijBwNeSMgja0l9ZFwnS9YkqzRqsh6GgJayKYIQtV39P8DW0bJyUf5LN2qUj86tAVUiiOkwynj1YXqtS5H1tUBavisdecxO1HF3CECTRRstSsQSq5mNJeRHaqQooLMDElkzLIn0cKUaju/5JHHqPxHgoDinbLx5PPb2AUpbjrxBKubg2RT1RB2Gx4aAQqKZ+m4Ho9sbzQwoGF+jlceQ8LURyzcCLRrmcLs/hgj8fZaQU4fWS+UqWaN634839wsS2fu04zwNZuVKn6S02NvYopafYpxnN254lFvPs777MyVPi6NC7sRkrnxahjtmKjGfoIfXfmJhtdv51BWRGzLnxWgEpE1VWIapxkCIImnCxn1F8DUWVjDwBwgSn/DsaiYCDP4RGbF4+L69Ju2NcQnfqr5tl4oaoQWuXPuDTXwMZOpJRfi4ImMmZU6b6EFYXqP3z36zAjs3em6GqFqq5noGYaDUS1UP1NWDOMEtibUaQCSkwpKOaCKcSojRLp8myF6kILny9se7jqr/l78v8zL8u66LYCuZ/T/l6JqBb+pTwXWeg1gEvXj6gCxbMXU6Ga1oopBb6LKM4wijKBqFq8s8XnJNgZRNLXkyjQge/i5Nr00SMKIbwkFNLDwMOxQz3cf8cKHqhg9QCieD+5Noff+siz2NyN8LUPHp35+2aNZujLws/MDWWhuodia74TYnsQSVr5Xq10qDFrs+/rFs2EzZ3Zqb/iGRwoe5oZRpy4KNw4TjEYJSUNCYC7P1RTf18pVF+JfQ9F/S2k2md8yRStK5YJAamoBr4rEdX9KMg4lWIWqiQlEDuDGFk+2XOhuthrCIGMghITJdnMyRklPzwmk4ncCC7PQJndj2gVnVaVfNgQ1YL6OwOiSosveQISlc5WAPPoNH2kWV47W+u7onMvO3IzFnCnj+rdXSWEUF88AwX1dh/uAc2fELXL98qJvKT+pjkuXO3jE09cLqi/+/8M0HM1vA56brsR4OnC+uLMyUVsf15sjsQGaBViShT7QZ024+f+6hunNoXomlMBbdKhqHnx3EtixmnWcQYef+v7Hq5Muvnzya8Hn7ulNcemsg6UEVVNTKkOUQ2qqame6+Btrz1l/bvA82RRJ7yKqwvVusR5rhNaFcRt0WuHcB1gpx/vqVDlwk98RpXfj0bgwXUgZ7GzXKlbEnpMa1+r4eHiVY6opug0AwSBEMPhCZZUha3YMzREVc6oKoExQBWfrYai/q4stEShOjYQVXNGVSqFshlV9ow5joP9ZNaSgjogClV+nT3XwTASnsm8ACohqr6i/t4M2i+gqL+Oo3v4hr6LAbiPqm5PA4gG0vr2BWSssVE7ozoj9ffAYguf+cpVZPkE/Qo2jVSFz3L0x4n0wgXUiNG0Gca6aLImyXCc1Cqu+p6LS0Vh3WnphequIQq1UwjqAUr9+LYj83tGf5uh8OcMfcG2+/t/6XVT/+aBOw/gNz70NB644wB+8Nvu3dP3zRKNwJMq4OZY2PXMqLYaPiasobvXBvjZk0t426MnrRRhiajujqV1V1Uo6q/4myTNkbIGXl3QnjuOMlkU20YI6P2z+aiO/zuh/t7aZ/enNCT1d0gzqnsrVLf6kbBp8JXVR7cVSB+m/aA3+gwpmyXonEi5btYZVUoOep1Qo85OJrMX3IJ2pheqnFZzeX0A33Nv2L9zWrSb4vjr/HFpQWs1fW0xs8+o6qJWhKhOE1ZpNwPMFxYKVeH7LtJ8oiER1xOzdEMl9Xec1tKkZg3qmBP1t9cOSs0USuyjJMMf/PF5/Jvf+zLmOiHWVuop79cT9AxXKfPWBW3OvXaIteWOLKLIb7AZGoXqPlN/6bunhTmjaiZ6zdDH0lxTinFcj7rzwRp15UYN9ZeCZsWqZ1R1RLU543Xln9fZQzIVBK6k047jzNrMoc+uS5wfPLs6dVSDwnUd9Apriz1RfwvVXkCfUQ2cMprJ7WkCX1yPoNAJoIbhybV5fOX8JrJivpEQ1UbgYSNRs/GN0EerOM6qa2va0wBi/bzGLGio+GyEiu64stDCl1/YkgUNzXVWzajyhsTNHBPptgJsF01U0ZBV5+f7rpxV1FV/3aJQVSKKlJz/SSOqXECG/y8dFyAKyjyfYJ0J3tSq/vqzIaq3HZ7HOM7w0vpAFnrm+qXElEQjk1tXKerv9V+zdkPMRxOLxub9S9EIPby0PkQz9HDHsQUEvpilF0rvzA+2ENSjApUK1r3QfilaDR+bFmZJXXzHm2/HgcUW3vboqX2n/QL6Gmq6OezVRxVQzxI1H2cpDHm0mwHeXYwymUGF6uZO2bHDDFoT6ZzSNJ9ZwI6Uekdxqglp2cJjDhE8qGEyCyPu5Rw3/ET+5m/+Jt7+9rfj3LlzeO9737sfx3TLh6T+7jGxpW7g1m6EONX9BLvtQCW3+/DQSpW/GYtFSv6oMzSLtQygEoJeWxWqxNmftUgOA7fko6rRasY3B0kzg6i/Zpecxx3HFvCj7/waPHDnAW3ztyKqxr9dK1QUp3WD3/Q1R/GNU2wK/IJKNiqewevtyEnq7yyFapTuj5gS75iP7MJdClHNNM+6mzWjCoj7wy09ZgnaFMWMpiPfI3p+m6FnIH9fHVkBuod9Sf0tH8eh5TYuFBY1+32c/L5VNWC6zYpCtShAdk1EdY8+qsDekik+zzmaQv2tmzv/4T/zAL7r6+6Y+XvnClpcXcOsdKyBK6nrHIkNCpVTcT4efF9ZgWXMozXwxBosC9XDc0iziWSDiFlBIUoUJ5mwGQqF8A5dl6prS6iF7ylkT+wVXNFbMUOo6bay0JLfLY7fLdAmw0fVovp7M0YEKHREVbcbC5g2RKdE/WWCbZz6e5P6r43Qk3Y4vBDg87Ti2GzUX+WlKgvVGjElugbT3AJId+GZF7dl46kKoUttM6pz+4CoFs8QNe3qmq/f+41n8Fe++wH83+95TArGtZsiT9gZmtTfWBbqKwst3H50Hq+99/Dej4+cBfZiwzbXxLe84fRNKVIB/X0q3y8PjrM3gEWqwO8R7Jkl6HnZHSYzFKpE/S3GCor1bxYqMjUux1EqrSVt1F9AjNJU2dOQzsStHDe8Gp89exa/8Au/gH/5L//lfhzPfxchqb/DvdEWuKJjkubaxsoLw/1EVGem3xYvStUcQlVwo28qVCOmbDjrZ9DMDwUvVIGbL6QEiI34pfVh6d7wcBxHWltohaqlI+g4Ym6NKDNkpzrtXP7sN9w19VhpIaWF/noLVaJ41iV2tPllM3YapwVPRMQ8dLkposSUlAXPtOO83qDN6snnN3FstbeneRlCVM+cFMqO9B5RUdVs+Nr7vB/X73qihKhansFDyx188dkN7ff3K3iRV7UudNp26i8VLrTeqsJHFGHCTme6jyqgRDNmiTDw5Do0jlOJ5pi/A9xY4mzGXKeBbU79neFe8KKa+6g6joNGkZgTfU+bUXWVf2Ga5XLuk+bqLq0PsLbSkYiq6ziIC59gQj5DXzT1qhJ+ot+ZCuNWMSUmzkTFEjWEfc8VaGbR0I3iTKP2VYkp7XeY1F9eqPK1g1OhvRL1V12Pm4eoKvsMXTBJvT/0/fQe0c+4l2qS5nBdR0OszebJ6+8/jMBzNZspWxw/NAffc/D0ha3CZsYpqbJzz2dzRvWe0ys4d2qpsiCYJVoNH+MokxYzdZTVMyeWcOaETi/tNMX9J2uaMPDQH8XYGcTyvQkDD7/w19983ccnPuNPT/FSN+f/mnsOwfecPanx0zlK27Z9sL2Tx8fu57RrSM8anROxNWZpDpLuwihOkc+EqKpC9XNPXcMdxxcwilK0Kmb7b6W44bt755134vbbb4e7jw/KrR43ovoLiEI1MjY4/vLvR1FWZfVQFaQGuF7Qseok23k0JPU3UIVqrFOypoUNUeXzH+J7bn6h2m4Gkro8i0onTyCrFjYb0jrrvFrtdxfft7lLCPj1UXJno/7uLyIoEdW0KFTrENUkwzBK5OzezZxRvXhtgFOHZxe+AFQ3/szxJe2zqMBpBN5Nn1GdJUzVXyuiyqi7NxNRrXqX6R6biCv9Pq0J9P5QEQZMsae5TkS13fAlY2FcJBRVn70f7zTFfFdQf2kMY2EGtVo+PpFlE1mkAty+xTUKWjWLRQkdNTKOr/YAiLELQKmjkv2SEJcSn0uWH3UUyjDQ59Bpr5gUKkdjpuBLjYoDFkT1zuOL+OKz60IHoVABp/PU7WluLvW3P0owmUxKzCjeMOk09UKVe9hq1N+blKTya2DOqAKwjq7QMdG1v7o1EuIynsuQ2HJR0muHeMvDx6ceU+C7OL46h2cubOOPvvQS7jm9UnqvaO0ZjBJk+US7jrcfXcA//uE33FA+0Gx4GEWpXAv3siYAooi/vD6U69HqUlsiqlVicnsJVaje/Jxn1mhq1F/9et1zekXzlp4laC54t3i390r9rQvPcyXaOe0a0nNE50QgyyzUcqLUj6MMW7tj2UizBfm0AsDm7hh/+5c/gt//4/OiUP0TYAt+teOV6vKrEFLcY2Sf96qKVkMoQG71YyRJrv0dT9b3wy+UEuK9bNhh4O0ZUaWFQKP+xnul/pZnVCnRpw7tnxT1dxQlhULm9FeLb/5V87P070T7BvarESE+d2N7jG4r2LNqHsVeZlSB/dlQ+AxS3+LLBqjnKkoyjMYp1lbaePd3PYBvqhC+uZHg9+PU4WqlZVusrXTQaQW447iYReKFajP0CiTCnsj+SQYdF0cBzDjEZsH2v1CdPj/4tkdP4m/+uYdK71LgiwTgqRe3AOiKxbQu1F3Xplaozr62dlqBtBUaRZn1HVGI6v5dr7lOAzuDSIqvHT4wfb5VUHIVosrXA7r25AFKM6rcnkZSwwvUem2lA99zcXljiCyfYDhOpepvkmYlcak3f81RvPrMauXxhYGnoRutho88n0i6MlGJXddh1F+BTgzHCRxHrKX33r6Mzd0IF672MY51wT6Ort7MJL/bCpDnE4xjoZKszahyRJU9a27xfNLeGHiuZLPcNES1ghqvZlT5cRfzqpQ3NHzMdUJJ/eUI8I0+66eOzOELz27g/OU+HjpXfmbouLaKWd86Vd7rCVL9nYX6a4ujB7t48coudgcxOq0Ac50Q69tjxEl2yxaqqiHo7IvwD82o0n603/sN3dNp15DyPBL0Itr+rA3lVsPDOEqx3Y+x0A0rkVGOqG7tRphMxKjROMr2ZOvzco2pZ/jt3/7tuHjxovVnH/3oR+F5f3pehpdL0Ab04hUSHpntoXYcB/O9BrZ2xwWiyqm/ham16+xL0kOd0b0URYLCQnMjsy24S3NN+J6LlYUWWg0fVzaHElGdnXbsaTYkgCpUj6/2cHVz9CdG/R1FmRS6mhY69bcCUS1sgu48vih9VPfj/noSUR1bTa9njWCGhkbg2ROxG/3ONCMxpWrqb5zkkh7z2JS53Rs9HkCIfewlvvbBY3j03jXZlafP2hlE1lmj620o3GisLrXhug6+2rtclQAAIABJREFUcl4Ue7Zn8P9n783j5Kjr/P9Xd/U5d2Zy31wJkQQDRBD9ihAU1hUQ3J8/EWG/KgiKJ8p+V8WVn3jiusuxovATV/Qni8cqBgiLHOEMEMKdEMh9kcwkk7ln+qzj90f1p7q6p7q6qrv6nNfz8eBBZqa7+tNVn/rU53293rO7swZRJfrwCQo5naZ3RY26RDM+nw+fOf8E3PrHV/Wx5dQi6seyO6/mFGE3m9KWSNBQgk6kZEvBsmyNqnfrU2drCGMTKbx9eBwtkYCziKrJ2aen6JvUfkPZMaYCSo7qr9GeRkSxEkK4KIBZ3VH0DcSM2vrujgj6h+NIZsSUzBvWz330RPvxBfw5jlmjtUNCNkR/RCpxd0cEfr8PM6e1GJEIITy44hi9jdDrO47g9R39mD+zPedzdKNR83zja0YYThPx9KTUX/Pn5vRRzWxgRYqzbvjpv6ukmJIxLgtl31yNBf05Zb7vp3dF0T8cx4yuKIKSPyflvhyOnteJxzbuBwCc+o7Zk/4ujISRChqqyZRiOGXcGgrzZrZhIiFj36ExdLSE0BYN4o1evf+0VbuUUsYHVCeLzCli7WuzED4s6XiGQF6FDNVoEEdGHIgpZeZ0a6b8SBiqdhk6ZiIZp8fIeAqd7YWvvd5fWY+oiu88NJo09jbNTtFveO+991ZjHFOKtpYQLjjjaNz31C4A7jZ1XW16/ZGi5qaXijo9r1KW3Kb+Atn0L58PtpLtZt69fA7uvO4D6GwLmyKqGUPVoRJtKGCR+juRgt+nPxReeutwVSKqwgExFks5ipIXE1My/37poqyh6oWnVHjAB0YSZT0c3UZUPXGiZI6RSOmRGauIqkhFF9GbLpuHQLmYH2aLXab++v2+nNQxcU+PTqRMGw6TCEmNDNVIKIBFs9ux+6C+obKMqPaYUn89NlQlSU+TkhW1pPn/gVMXYv3rB/W1wFyLKCKaNudVTxHWexO6SfNrjQaQklWkZUVP/S2xPY1bOtpCUDVg+74hzJ3e6mhjmF+jmhtRNaX+ps0pwiYxJaMFUMZQDfoxq6cVfYMT2Nunz5lFszswMp6EqmqYiFs7mAoRCko5zztxb+gRxjBiiawj4PQVc3HbP3VgWkcE4aAEWcmKuM2Z3orujgj+9Nh2HBmO47IPLZv0OZ72orFAPKvH42kk07mR9pyIak6NaqbmXkRUAxKCmSBBJdvTGJ9vEVE1Z8eY2xQJOlpDGIulMK09nCP+VO5cP2aenn2yYFa7pRq2EVEdq5yhCmT1ONxHVHXnyLZ9Q1g0uwOtpr66XkRUIw7TVquJyJ4otcQoH6GYO15CSzgniDlTrEbVEFOKioiquD+d3ZNizzsynjQ0aKwISD7ImbZhIggzNJYo2Pas2WDqb434zPnLsWrZLAQknysjqrMtnGlPkyemZLRm8GbSCkPGbUQV0Bdup15evz8rhhCN5IopuUn9tYqotrWE0JMpTq/Goi0eYCPjKUcPY3O6oRNDVeBF9EUs7IOjibIejkYbI4eGqpc1qsJjXih6H8z0140lZdd1RG4Qc6u7I2L7sHGCiPaNTaSM+V8PNaoAcNyC7By0mt9d7WFTKq3348y2EXE//30+H675xMm4+h9OxCxTLW04NHnTbYVwFrgRUxIb2KGxJFTN+h7JtqfxNvUXAHYdHMXc6W2O3iNqRwG9RjVgFVEVqb/CoFU1Y53PqkLrabYByY/Z3S04NBDD3ky0aOHsduNeGZlIuVKnDwUmp/4C2fYMg6MJQ4hE8vsMYyA/tdrn82H5MT04MhxHV1sYp+epqoaCUsUjUWIOiYhqodR+swErGam/ogbOpPpbjYiqWfU3MNm5Y0TWzYZqSwjjMb1Nkh5RnRyJLYWj5nYgIPnx7uWTo6mAfv39fh/e2qsLu82f4ewecIqYt6IG3E05gHk8iZSC9tZQjvHmbepv/WzvxRritBtEMSan/np7D2QN1WIRVf0cG6q/LiOq0ZAuzDUynrTNfJH8fiOTZcwwVKdORLXsmfzAAw/gjDPOwEMPPYRbbrkFZ5xxBnbs2OHF2Joaye/Dtz71Ltx8zZmuPCJdbWEMjMRxZCSeE2nJNrv3KKJqtHBwp3IJOO+hmk80059MtKdxumEQrRWEsAYAQ5hARNKqlfoL6AaUE8NYeKn9/sKKd8JQXTirw7KNQqmIz44n5bIejk5Sf83GlZc1qoYQVIH5Fs70downKruYi+shWieUdazMuVI16xSuWrWnAXJ7+lk5S3w+nyGoVIk2B6W0XTDT2RbGh95zVM69JtbeYuc1lOnB6UadVzhHBob1Da2V6EUlIqqdmftZVTXMdbhJD2UUfRVFLV6jKptqVPMiaRNxvaWDz+fDrO5WjMfT2LJ7ENO7onqNqpHannJ1T0YjgRxnk5gLQnn1yEgc0zsnp30bjgDT9xHpv+e8e5Flm5RKCikBpohqLFUw9TcaDlhqGAgnblVUfwtGVCd/rln9WdDWEsRYLI20oiIQyJYklTvXWyJB/PtXz8D//YElBV8TkPyIJxWccHSPbX/mUogahmrcGI8bpndFTdocQc8N1Y7WkF4LWkeRNrHOORXZLEbUSP0VYkqViqjarwWnLJuFj555rOEYy4opOU391YW5hsdTRSOqSqbtg2hrNJyJqLJG1QHnnXcezjvvPC/GMuUIBiQsmuMuVbCzLYSRcT2t9fOmup6soepVRLW4AZJPvgKaW6LhAFQtt4ekm8/VRRuytQu6oap72auZ+js6kcKiOc5rVAM2Gw2R8tjRGsL0zggO9E94mvoLlPdwNJp1O1T99bI9zfCYbgAUSiEMZSKqlfY6iuvhVvHX7liAKYJojqjWSEwJyDNUCzhLZve0Ym/fWEVSlCOmyJ5XGGmMRTzg4aDkOsVPtDkYGNU3tFYRRPH5ntaomjY8ToSU9M/P1HTLqh5RNZ0Ps4MsJ/JqUaM6Hk8Z30mkgr++vR8nHjcjcwz9b0Jx1ymf/4cTc1JcW0wRVU3TMDAcx2knTI6wWbX/OX3FHLyxawDn/a/JwmrhoB9Khe8xo0Y1kUYyreZmnIh2F3mbT2EIioiqWfVXqpjqryklOa9GNSD5cxw+kjTZCG0XEdW0iqAkWYowlUox0bqg5EMqDaxetaDsz8pHGEkDI4lM7bS77+P3+zB/Rht2HRxBe2sox3jzwlD94KmLsHThNFcZC5UmEipvb5iPJPkRCkqYiFcooip6chd51nR3RPDp83XFYp8vG1F1Op5IKIDDg2NIpRV02WiFiLIXABib0I3z4fEUWiOBunJIVIr6yQ0gjhDewS9//CS8yyQkINIfvTLI3PZRBbIPqVLTO4QxISJlbvqoAnrPTMHoRArtLSFDLbeaEVVF1Zy1p8ksZnZRRsnvQ3dnxEiRNitTloN5Y15ejar+Pe0eiiIVC/BmkyI2RULYZ1YBj3kwIBktCippqPZ0RHDGSfPwvpXzyj5WjqFaZxHVRXM6DIOmUGRxVsY4qWTqr5fNzSNGqrL9xiISklyn+IkawyOZiKpt6q+HaXrmze48hxFVcT1TaQWyquasSUYKelBCMCDltqcRqr+mlmtiDov7MiWrWDS7Ped1gLvezYtmd2DBrKzwkTn1dzyeRkpWLYW0xL0TMNWMdbaF8fVPnmLZ1zYcClS85ksYquNWqb+ZdbIlb0Pvn1Sjmk39rVRJbY4isul+7u6ITKr5F/eP+d5sa9FrpUcmkggEfJOi75UkENBTjd974tziL3aJiGANjMQnXSenzJup35dCTAnQr6NTEUrb8YUDWJrXu7XWiHvKTV16MaJhyegtX7kaVef7xoDkN2pUnUZ4hYAoYL8Pk0xiSqMT+v5YVTWMxdJTIvW3+b9hk/HBUxdhxTHTcx7aQNZT5Z2h6nN9vHLTOwyRgkzth2PV38wmL51WgMx5GJ1I4rgFXdnU3yq1pxE4ak8jPOI20RxJ8hkRkp7OiGeb9HzRi1KZM70V714+Gycc3VP085IpxZMaS2H4DowkMLO7BfNnWm/Gw0G/Ucfq1shwNR7Jj3+6dJUnxzJfX6uIajU2eYUISH4cNa8T2/YNFTTsFs5qzwhEeX++w6EAwqa+l94cUxgyRSKqIQma7SsmI7zyIkXQyvNtFfErF7OK99zpziKqZiVtc0ovkJ2HwYCe+ivniClNrlEVzyKz0M3C2Xq2gbkVSzkRH0NMKSkbqsJWqb/G+XXYneDiDy6B5vZCu0RESydiFqq/RkQ19xkqLoe5RrWaqb/miOpFZx6Lc/IU1MUzLJATUc3WaE/vjHgaUS1GV1sYpxw/y3MhJSBrdA2MZOui3SKeWXqNqn6/tkWDBbUqGp2wxxFVQF8DRsb1iKrnqb9Gexrnxw1IvmzGg+PU34CR0msn+BiQfIZgqEh3FjD1l9QdwYB/kpEKZOv0PFf9LUFMqVSvmdh8bHyzD4vndDhefET0UqSkaZqG0Yk0OlpD6GgNIxqWPEmpKUauemvxsYsWEHYP7mPnd2HGND0yccZJ841U5nIxPxA7ymhPEw5KuO7TpxV9XUDyIwnFswexMHxPXTaroOESDEgYyCgzNorXMVgkolqr9jSCdxzVg94jEwXP+dnvWoglC6d5EhnIR+8j7a3DKWyk/trPywvPOAay6s6CEca6cLxZtacR64SXUeJgQEI0HND7xzq8DmJDlkqreqTUQkwpnEn9VTXdSFVUU0TV1Ee1p0M3GFujQbRn6hSNiKrp+pUTuYyYIqpC1Kan0ypC6q4GeOWSmSWPySmS5Ec0HDAiqiGLPqr5jp5sRFVBQNIddRU3VAusO3pP29y5nHVYZH8v9gHDownM6Wkx1ahW3mn8w6v/V8Wc01nFaaX0iGom06G9JWQY09XYo9SK1mgQc6e3eqLjIBDXwe8rvn67RVwTN/tfye/Piik5Tv3NHt+uTaAk+SFn6vHHMj3WhVE8FVR/m/8bThFava5RLUlMSaT+lhpR1W/aWELG37noeZndZOk3bjwpQ1ZUQ1Tg5mvOLNnz6QazMeRWTKkQX7vkFOPfq5bNwqplkxucl4LZOO6swgPSKyENgTB832XRR08QDkpGRLVhDFXTdYlaqf7W2FD9xDlLbe/NgOQvWj9WKuGQ5Pnm06mY0mnL57g+tlgH7ZwlPp8Pc6e3WrbZKIeO1mzZgxOM1F9Z0SOlpiyPHDGlzHlK5NViCQeComo5htes7hZMxEcwf5ZQ4TXNbw8iqrqhqkdUe6zElIzU3/qqcmprCWJkPAVVszYIJ0dURY2qPKmPaaXa0+SKPNl/hiT54ff7cgwG4TxPyXqEPqv6W/moYSWNPvO8za8ldso7jurB3OmtOGZ+J9KZSJkXPVTrlYDkxx3f/ICnxxTXoRLO27YSU39Far7T9cas7WEnphQ0p/7GUlgwq90ofWqUvU05NP83nCKEgxICkt+zjZzYkLjro1q+mJI4zvtPcS6CYK6vArJiTOJh5VT5slzMKRiO2tP4q/fgzkfKEVOq/APSqkl8WceT/IiEJCw/pnDKcSgoGR7ORlnMRQ2yrKhG1EjcV5XwHLslGg4gWqX7KZ8zVs7D0R4bwa3RIAKSryKbnWhe6m8hJ+LP//lseH1ZzzltkStDVRgR6bSaI5IEmKOSkqmHsb4hy29PA+Ru7o6a25ljjJn/FnXYJ9sKIeijOyU1+H3AtI7J39dJn9xa0BoJYigjBmc+J2Kc+ZE6c3uagJQbJa5URNXv13tRp2S16P1hTkUWmDOrzO10qhFRrSTmZ0mpbc9mTIsahptIXW/miGolENehEs5b0ULKTQaPJPmyqr8O29NEHBqqkqmP6thECu84qttkqDb2/eSExti9kaL4fD6c/a4FOHmpN6lLJaX+Zm7qctrTAMD7Vs51ZeyKMWZz+IWhWl0PZSjgh+TXZcSdPIyFwIfTnlteYl7cq/GAFBswrx4qrdEAlh3VbevxNNcJV7JG1WtCQd1QFQ+ggOTX0/0qpZrSILynAsIoH3rPYpxwdE9FHACS34doWDJSUws5Syrx2XatO6wQ61Va1tvTWNWohoNmQzW3DUMhQ/XKC1cgrWRF7swbv3JVSaPhAGJJGfJECl3tEcu1xWkNcrVpjQbx+o4jAHKNHeG0LKT6mzRFVCttqAJ6RlVKTtkq04vx5TsDzPsAc2sns7BVI2JO1/TiudI2BVJ/K0HEMFS9n0/Z1F/n64Yk+TEe1+tHna434jtEwwHbvXYg00dVUVSMx9OYOa0F0bCEeFJpGCd8OTT/N5xCfPFjKz07llSCmFI29be0BXfO9DZ88NSF+L9WH+fqfcIgSWVEPg72TwDQvZbVxOfzGbVHTmrODDGlGkRUjdY4UmWEb/LxOqJ63adPK1oLHc6J3jTOUhcKSogl5Jy0+3DQvZgPKU57S6ioEFg5tESChqFqVaNaL5jXUEXREA6aI6oisp81NuJJoW45OaJqvu8i4QDMRRc5qb9llqnM7I5ib+8oIqGAZX2q/nnualSrxTmnLURPZwTLj+7B+0/OqoWLZ0J+pE44M5NpZdJaWqn2NID+/B+LFU+vlEw1swLzPiCQceLqBm393gdOEK1RUmnFdcsqK8IhCa3RIGZYqFaTwrRUMPVXRDfdiHEFJV+2RtWh80i0OuqyiaYCIqKqGYZwe4veejGenGiovU2pNP83JCURLCGiWm4f1WDAjy9//CTX7xOfK9om7DowgoBkLTpVaaIR3VB1ovor0kNqkc4pNpgdrSFPVVQLEfS4PsnJtTVvnKJh79UfK4VwckRNTqJwSIKs0FRtNISh6vNVp0VWqRipv7KaaU8zWb21NRrMRlSFoWqIKeXO1cKfYzZiyzsfq46fhT89tg3TOiJYsnCa5WvqNfV39aqFWL1q4aTfi3Hmb5D9/mzqbzjP+K5oRNWh2JhkkfobDPiNqI/4XqGgv+EjqoCebplKK54orvp8Pvz7V87AtCroaDQTlUz9nTmtBd//3HuwbLHzNj/mNdPpmERE1U5ISRxPUVSjrK29NYTujgh6j0zUVb/cSlFfqzepG0TqghsVYeG9LrU9TamIB6SoD9h5YBiL57TXRHhGePkc9VEVqb81GKfYOFQrPTqb9lW975oTUW2g1F+r3rThYKDmQkrEPSKFMxIKVMUhVCoho3xCgSyrOQ6llUtm4juXn4bFczosUn/ta1QLfQ5QvvDfqSfMhqrpbUKKRVTrLfW3ENn2NPmqvxlDNakgXz23ktPKSJ0uWqM6OaIKZPuCZvcTle9TWw2EkeRFRBXQdTSmQmTMS6IVTP0FgHceN8OdmJLfvaEqskrs6lPF8RRFy5a1tYSMdjYtU2DeNP83JCVh1Ki66aNagV5ZThCLSTqtQNM07DowUpF6NicYglBOUn9rKqYkDNXq1MV4nfrr5jOBRkv9FRFVk6EakqCoaqG3kDpFiOLUu+CFuC9TsmhPk713JL/PUNcW91Q8L6IayjFUC9/jXqn+AnrrrmntYQyNJS0VfwFMij7WO8IxnO9AtKpRFc+NqkRUizyjTl8xB8fO75r0+/ZoCP1DccMx+n8uW4WZmXZrjYwwtksVUyLlU8mIaimY7xGnezrhQLfroSqOnc6JqAYNsbxG2tuUSvN/Q1ISWTEl51Pk3cvnIJaQMau7ug8icx/V/qE4xmJpT/t1uUEsGkEHnjixmNVGTEn/7PYqGaqBGhiqYpMVDkk1V8t1Q8iIqJrSKTM1UaSxaIt42zasUghnnywrUFS1YKpsfuqvsYZJfvh9mNRupdDnAOWLKfn9PqxaNguPvLAP0wtEVIUYSqMYqkfP68R1nz4V71wyI+f3Yv1KyaopkqorhFdSZM1pRNUqjRnICiqJ87/8mOkejq52GBHVaH3f181MpM4MVfM4HIspZe4vZxFVFWMTWaHQWd0tCEi+hsoWK5Xm/4akJE44ugfvOXGOpeR/Ibo7Iq6FkLzA3Ed154ERAKiZoSo8rE4iqoYYRi0iqhnjuBo9VAGz6m/1vqvYFDeax1HUN0fyIqrxVH08kIlzRES13uuIxHqVjaha36fCSEoYoiHmzZnuTLEzVCW/zzBo3ZSVFOL0FXPwyAv7CrYgc2po1Qs+nw/vtujZaz7PZidCMOCvaERVXKNSHX1C8K5Rzr9TxDOlpYG0D5qNbB/V+nBCm8fhWEwpM3+c1KjKptTf9pYg/u7di7H8mOl17wT1gub/hqQkjp7XiW/+71NrPQxHZOurVOw6MAK/D1g8p6MmYzEiqk5qVIWhWoNon/D4Va9GtQapvyKFts6NhHxCFjWqnW1hKCrFlBoNUWtY73MwaFpDlbz2NDmvy+ujat6chQJ+pNKKbV2Xz+dDMChBVTVP1oJVy2bh1q+fiaMK9NetV9Vft+SkFQaqZ6iKjKpSr5WIqDZKjbBTDEOVEdWaUW+pv4E8B5ITpndF8NkLl+P9J823fZ0k+aCoeupvQNK7S/h8Pst0+2aEdxlpeLLRAAU7Dwxj3sz2mnmZRBqGE9VfyZQ2V22i4QBOXjoTJx5bnVQsw1CtgZhSI/VQBbIZAuaI05UXroCssEa10WgxUn/ru0ZV3J9pWdEjqgWMn/waVavNWTEBEidCc07x+XwFjVTAXKNa3+e/GOb0XvMmuFqpv6UawyKiWm+qy+UiyjK8ElMi7mmpY0PVaTmXz+fDBe87xtGxNQ0YHk+ivaU6nRrqicbawRFigSTpXuVUWsHe3lEc70JS3GtaXIgp1TKiKvl9+O6Vp1ft87J9W6spptSYqb8hi3EXE1sg9Ymh+lvnc1AYEmlZhaIWj6iKfoFmA0b8LVzESRcK+qu25jVjRDU/9beS57Lc1On2Zo+oNpgTtJkQQYF60Z8Q4/D7fZ5nOYhjD40mq6YrUk801+pBpizhoB/JlIKBkUTVxZzMlJL6Wy8ewUpitFSogZhSoxmqwaDueGn0zTXJ1qjWewsBv18X5kmllUmqv2bEuhbPE1My/62YAF8oKFXNcG+0GtVCmDe+1U39dab6W4i2Zq9RZUS1ZogslXpxghj7uQrcj2IvsHXfEBbMLN5Dvtmo76cnIQ4JBiT0D8ehqFrBVgXVQHj57Fo0CKQqtBeoF8QmtprCB6EGrlGNhKQpl97TjLQ2iJgSoN8vaVnUqDpL/ZUsU3+LRFQD/uoZqs0SUbWIXAPAhe8/1pXgoVvKj6hmUn8b/Pznc9KSmegfjtd9Sn8zI4SIAjXommBFJUu5RCrxRDyNVctmeX78eqfsp8V3v/tdPPfccwiFQmhpacF1112HFStWeDE2QhwTCvjRe2QCAAq2KqgGhuqvg/Y0hhJunSy0laQWYkoihbbRvN7nvHsRjlswNUQSmp3WBqlRBfR7NCWrUFStYI1VVkxJT/01r11Oa1QjoUDVnEdNk/prcZ4B4Nx3L6ro5xoR1ZJrVDPGRJNFVFccOx0rqqTvQKwRQYFAoD4cupXMkDM7Dk9ZNtPz49c7ZT8tzjjjDHzrW99CMBjE448/jmuuuQaPPvqoF2MjxDGhoISDGUO1p6t2EdXTTpiNKy9cgYWziqdnCM9bvcirVxIj9beKG8ZGbU9z7PyuKaPm1+y0NIjqL6BnPeT3R80nEpLg9/swOJIAkKf6m7nfihmqnz7/hKqtAzO7W7ByyQwsXTStKp9XKXIjqtVzepy2fDZGJ1LoKLEurjvjNBbqv4R4RVRE++vE0Z81VL3fz4m94pKFXZjWXrtATK0o++l51llnGf9euXIl+vr6oKoq/HUyecjUIBTUe/gBwPRapv6GAzj/fUc7eq1Y0OpFDKCSsD0NmYqIiGq4ASKqoYDfMqXXTDAg4ai5Hdid6VedY0BJQkzJ/ruecHSPF8N1RDgo4XtXvadqn1cprESrqsHc6W343x9+R1nv/9cvvw/HLWhsRwGpPyTJj1BQqhtHvxhHJWpmxb5p1bLZnh+7EfD0jN59990488wzaaSSqiPqogKSv2Tvb7UR6VzNlhZlhdhcVfOh0qhiSqR5mDEtio9/YAnevXxOrYdSlFBQQixhH1EFgGWLuiFa+prXLrFBawSjvNEoVKPaCBy/qHtKOGNJ9WmNBByVWVWDQAVLuTpaQ/D5gHcvn5qGatEd3EUXXYSDBw9a/u3ZZ5+FJOmTZO3atbj//vtx9913eztCQhwg0qF6OiMNI04kZMynwkM8WAOFY5F22SiOC9J8+Hw+XPqhZbUehiPmTG/Fa9v7Adj3ATx+cTceWL8bQG6kTzgL62Xj2Ez4LSLXhEx1vnbJyZg5rXZdHsyIfVwlamZPWjoTv/jnszFvRpvnx24Eihqq9957b9GDPPLII7jppptw1113Yfp0FpiT6iP6lk6vYX1qKQT8voqoxNUbR8/rwtFzO9HZVr1+oD2dUXzvqtPxjqOql2pISKNyyvGz8NymXgBFIqpHZftUmx1PQUnUqDb/elZtrNSVCZnqrFxSP8JCYi20c/KViuT3TVkjFfCgRvXxxx/Hj370I/z617/G/PnzvRgTIa4RXvyeGir+lsKFZx6LlUtm1HoYFWfZUd245etnVv1z6+lBRkg9s8qkJmnnPJvRFUVPZwQDI4mcVH5hQBWrUSXuaeTUX0KmAkbqL+9PzynbUP3mN7+JYDCIL3/5y8bv7rrrLkybxuJ5Uj2EoVpLIaVSuKxB0gIJIc1NT2dUF0o6OGobUfX5fFi2uBvPvHYwN6LK1N+KQUOVkPpGrJmBKVDKVW3KNlSff/55L8ZBSFmIh3ejRVQJIaReWLVsVsZQtTeGVi6ZiRfe6MvpDxsM+CH5fVNCHK7amGtUA1VsT0MIcUa23SDXP6+hHCZpCkS6WS17qBJCSCNz6gmz8afHtqM1at/38oOnLsSqZTPREsm+7rQTZsPvYzShEpjPKyOqhNQfIqJKsTPvoaFKmgKRdjadEVVCCCmJ4xd146avvh9Hzeu0fZ3f70NPXpnFicfOwInHNn+9fS3w+33w+wBVo6FKSD0iRJTqpa9rM8EVjzQFIqLaaKpGOrZoAAAgAElEQVS/hBBSTxy7oGtKtMxqNER/ekZsCKk/jBpV3p+ewzNKmoKZ01rQ1R5GVxXbnxBCCCHVQERqGFElpP4I1KBX/FSBqb+kKTjntEU4a9UCFrITQghpOkSUm4YqIfWHREO1YtBQJU2B3+9D2E81REIIIc2HEFTiRpiQ+kOk/rJG1Xu44hFCCCGE1DFM/SWkfhERVd6f3sMzSgghhBBSx2RTf5k5REi9EcjcnxSi8x4aqoQQQgghdYyh+suIDSF1B2tUKwfPKCGEEEJIHUMxJULqlyAN1YrBM0oIIYQQUsfQUCWkfpEoplQxuOIRQgghhNQxfhqqhNQtIpIaZETVc3hGCSGEEELqGBFRZWohIfVHNqLK+9NreEYJIYQQQuoYye9HQPLD52NqISH1RoA1qhWDZ5QQQgghpI7xSz6m/RJSp2QNVTqSvIarHiGEEEJIHSP5aagSUq+I1N8A71HP4RklhBBCCKljaKgSUr+Eg1LO/4l3BMo9wC9+8Qs8+OCDkCQJmqbhqquuwt///d97MTZCCCGEkCmPn4YqIXVLT2cU3/rUu7ByycxaD6XpKNtQvfTSS/H5z38eAHDo0CF86EMfwnvf+150dnaWPThCCCGEkKkOI6qE1Denr5hb6yE0JWWveu3t7ca/Y7EYfD4fVFUt97CEEEIIIQS66m9QYlohIWRqUXZEFQDuuece/OY3v0FfXx9++MMfYtq0aV4clhBCCCFkyrNq2SyMx9O1HgYhhFSVoobqRRddhIMHD1r+7dlnn4UkSfjEJz6BT3ziE9i6dSuuvfZanH766TRWCSGEEEI84Pz3HV3rIRBCSNUpaqjee++9jg+2dOlSzJw5Ey+88ALOPffcsgZGCCGEEEIIIWRqUnaN6s6dO41/79+/H2+++SaOPfbYcg9LCCGEEEIIIWSKUnaN6q233oodO3YgEAhAkiR8+9vfxjHHHOPF2AghhBBCCCGETEHKNlRvueUWL8ZBCCGEEEIIIYQA8CD1lxBCCCGEEEII8RIaqoQQQgghhBBC6gpP+qiWg6IoAIC+vr4aj4QQQgghhBBCiNcIW0/Yfk6ouaHa398PAPjkJz9Z45EQQgghhBBCCKkU/f39WLRokaPX+jRN0yo8HlsSiQQ2b96MGTNmQJKkWg6FEEIIIYQQQojHKIqC/v5+LF++HJFIxNF7am6oEkIIIYQQQgghZiimRAghhBBCCCGkrqChSgghhBBCCCGkrqChSgghhBBCCCGkrqChSgghhBBCCCGkrqChSgghhBBCCCGkrqChSgghhBBCCCGkrqChSgghhBBCCCGkrqChWoTdu3fj4x//OM4991x8/OMfx549e2o9JNKk3HjjjVi9ejWWLl2Kbdu2Gb+3m4Ocn8RrhoaG8NnPfhbnnnsuzj//fHzxi1/E4OAgAODVV1/FBRdcgHPPPRef+cxnMDAwYLzP7m+ElMrVV1+NCy64ABdeeCEuueQSvPnmmwC4LpLa8LOf/SznGc01kVSb1atX4+/+7u/wkY98BB/5yEfw9NNPA2jiuagRWy677DLtr3/9q6ZpmvbXv/5Vu+yyy2o8ItKsbNy4UTt48KB21llnaVu3bjV+bzcHOT+J1wwNDWnPP/+88fOPf/xj7Zvf/Kamqqr2gQ98QNu4caOmaZp22223ad/4xjc0TdNs/0ZIOYyOjhr/fuSRR7QLL7xQ0zSui6T6bN68Wbv88su1M888U9u6dSvXRFIT8veImmY/3xp9LjKiasPAwAC2bNmC8847DwBw3nnnYcuWLUZ0gRAvWbVqFebMmZPzO7s5yPlJKkFXVxdOO+004+eVK1fi4MGD2LRpE8LhMFatWgUAuPjii/HQQw8BgO3fCCmH9vZ249/j4+Pw+XxcF0nVSaVSuOGGG3D99dfD5/MBsF/3uCaSatLMczFQ6wHUM729vZg1axYkSQIASJKEmTNnore3F93d3TUeHZkK2M1BTdM4P0lFUVUV99xzD1avXo3e3l7MnTvX+Ft3dzdUVcXw8LDt37q6umoxdNJEXHfddVi/fj00TcOdd97JdZFUnVtuuQUXXHABFixYYPyOayKpFddeey00TcMpp5yCr33ta009FxlRJYQQYsn3vvc9tLS04NJLL631UMgU5gc/+AGeeOIJXHPNNfjJT35S6+GQKcYrr7yCTZs24ZJLLqn1UAjB3Xffjfvuuw9//vOfoWkabrjhhloPqaLQULVhzpw5OHToEBRFAQAoioLDhw9PSs8kpFLYzUHOT1JJbrzxRuzduxc333wz/H4/5syZg4MHDxp/HxwchM/nQ1dXl+3fCPGKCy+8EBs2bMDs2bO5LpKqsXHjRuzatQtnn302Vq9ejb6+Plx++eXYu3cv10RSdcRaFgqFcMkll+Dll19u6uczDVUbenp6sGzZMjzwwAMAgAceeADLli1j+hCpGnZzkPOTVIqbbroJmzdvxm233YZQKAQAWL58ORKJBF588UUAwO9//3t86EMfKvo3QkplYmICvb29xs/r1q1DZ2cn10VSVa688ko888wzWLduHdatW4fZs2fjV7/6Fa644gquiaSqxGIxjI2NAQA0TcODDz6IZcuWNfXz2adpmlbrQdQzO3fuxDe+8Q2Mjo6io6MDN954I44++uhaD4s0Id///vfx8MMP48iRI5g2bRq6urqwdu1a2znI+Um8Zvv27TjvvPOwePFiRCIRAMD8+fNx22234eWXX8b111+PZDKJefPm4V//9V8xffp0ALD9GyGlcOTIEVx99dWIx+Pw+/3o7OzEP//zP+OEE07gukhqxurVq3H77bdjyZIlXBNJVdm/fz++9KUvQVEUqKqKY445Bt/+9rcxc+bMpp2LNFQJIYQQQgghhNQVTP0lhBBCCCGEEFJX0FAlhBBCCCGEEFJX0FAlhBBCCCGEEFJX0FAlhJApztKlS7Fy5UrcdNNNtR4KIQ3LP/7jP2LFihX4xCc+UeuhEEJIU0BDlRBCGoTrr78et912W0WOvWbNGlxzzTUF/z48PIwvfOELWLlyJc466yzcf//9tsdz8vo9e/ZgxYoVuPbaa12N1c1Yir32sssuw4oVK3DSSSfhpJNOwrnnnluzsQjq4bzU01jKuUZuxvG73/0OH/3oR7F8+XJ84xvfKPi6Qufkt7/9Lb773e86HhshhBB7ArUeACGEEGe8/PLLuO6662ry2TfccAOCwSDWr1+PN998E1dddRWOP/54HHfccSW//oYbbsCKFSsqOhYnr/3Od76Dj33sY67HUYmxiNfVw3mpp7GUeo3cjGPmzJm4+uqr8fTTTyOZTNoes5RzQgghxB2MqBJCSB2jqip++ctfYvXq1di2bRu+9rWv4de//nVVxxCLxfDwww/jK1/5ClpbW7Fq1SqsXr0aa9asKfn1a9euRXt7O04//fSKjcXtuN1SibHU03mpp7GUgttjn3POOfjABz6Arq6ugscs9ZwQQghxDw1VQgipY+644w48+eSTuO6667B48WLcfvvt+MlPfoLe3t5Jr73qqquwatUqy/+uuuqqksewZ88e+P1+HHXUUcbvjj/+eOzYsaOk14+Pj+PWW2+1Ta/0YixOX/tv//ZvOO2003DxxRdjw4YNNRtLPZ2XehoLUNo1cjtvi1HOOSGEEOIepv4SQkidMj4+jjvuuAMPPPAAnnzySbzjHe/AiSeeiDlz5mDXrl2YM2dOzuvvuOOOiowjFouhvb0953ft7e2YmJgo6fU333wz/uEf/mHS+L0ei5PXXnvttTjmmGMQCoWwdu1afO5zn8OaNWuwcOHCqo+lns5LPY2l1Gvkdt4Wo5xzQgghxD2MqBJCSJ3y/PPPY/HixZg/fz7eeustLFu2DKqqYmRkBD09PRX73Pvuu88QrrniiivQ0tKC8fHxnNeMj4+jtbXV8v12r3/zzTfx3HPP4VOf+lTFx+Lkte985zvR1taGUCiEiy66CCeffDKefPLJqo/FzXnJH4fT79qIYwHcXSO3x3aK23lLCCGkfBhRJYSQOuXIkSPo7OwEoG+Uzz33XGzcuBHt7e1YunTppNdfccUVeOmllyyPdcopp+DOO+909LkXXHABLrjgAuPnWCwGRVGwZ88eLF68GADw1ltv4dhjj7V8/+LFiwu+fsOGDThw4ADOOuusnGNfdNFFuPfeez0di904CuHz+aBpmufnpdhY3JyX/HG4/a6NNBYr7K5RuccuhNt5SwghxAM0QgghdcmGDRu0U045Rdu3b5924oknaq+//rr24Q9/WHvggQc8/ZwlS5Zoe/bssX3NV7/6Ve2aa67RJiYmtBdffFE7+eSTtW3btrl+fSwW0w4fPmz89+Mf/1j70pe+pA0MDDger5ux2L12ZGREe+qpp7REIqGl02ltzZo12jvf+U5t586dVR9LPZ2XehpLudfIzTjS6bSWSCS0n/70p9q1115rfKabc/LnP/9Zu/jii52eJkIIITbQUCWEkDpFVVXtRz/6kbZq1Spt6dKl2jnnnKPde++9nn+OE0N1aGhI+/znP6+9853v1N7//vdr9913X87fL7/8cu0Xv/iF49cLbr31Vu3rX/+6q/G6GYvdawcGBrSPfvSj2sqVK7VTTjlF+9jHPqY988wzno2l1HOiad6fl0YdS7nXyM1cufXWW7UlS5bk/HfrrbdaHrfQOaGhSggh3uHTNAf5M4QQQmrG2rVr8Ze//AW/+tWvKnL8FStWIBQK4bLLLsNXv/rVinwGIc3Opz/9abz66qs48cQT8Zvf/KbWwyGEkIaHNaqEEFLn7N69O6fFhtds2rSpYscmZKpQ7f7GhBDS7FD1lxBC6pxKG6qEEEIIIfUGU38JIYQQQgghhNQVjKgSQgghhBBCCKkral6jmkgksHnzZsyYMQOSJNV6OIQQQgghhBBCPERRFPT392P58uWIRCKO3lNzQ3Xz5s345Cc/WethEEIIIYQQQgipIHfffTdWrVrl6LU1N1RnzJgBQB/07NmzazwaQgghhBBCCCFe0tfXh09+8pOG7eeEmhuqIt139uzZmD9/fo1HQwghhBBCCCGkErgp9aSYEiGEEEIIIYSQuoKGKiGEEEIIIYSQuoKGKiGEEEIIIYSQuoKGKiGEEEIIIYSQuoKGKiGEEEIIIYSQuoKGKiGEEEJIAxJLpPH9/9yAgZF4rYdCCCGe47mh+rOf/QxLly7Ftm3bvD40IYQQQgjJ8PbhcWx4ow/b9w/XeiiEEOI5nhqqb7zxBl599VXMnTvXy8MSQgghhJA8VE3T/69qNR4JIYR4j2eGaiqVwg033IDrr78ePp/Pq8MSQgghhBALhIGq0FAlhDQhnhmqt9xyCy644AIsWLDAq0MSQgghhJACCEOVEVVCSDPiiaH6yiuvYNOmTbjkkku8OBwhhBBCCCmCSP1lRJUQ0ox4Yqhu3LgRu3btwtlnn43Vq1ejr68Pl19+OZ555hkvDk8IIYQQQvJgRJUQ0swEvDjIlVdeiSuvvNL4efXq1bj99tuxZMkSLw5PCCGEEELyUFX9/4yoEkKaEfZRJYQQQghpQAzVX42GKiGk+fAkoprPunXrKnFYQgghhBCSwTBUFbXGIyGEEO9hRJUQQgghpAEx2tMwokoIaUJoqBJCCCGENCAUUyKENDM0VAkhhBBCGhAj9ZeGKiGkCaGhSgghhBDSgBipvzRUCSFNCA1VQgghhJAGhKm/hJBmhoYqIYQQQkgDIlJ/GVElhDQjNFQJIYQQQhoQRlQJIc0MDVVCCCGEkAZE2KeMqBJCmhEaqoQQQgghDQgjqoSQZoaGKiGEEEJIA8IaVUJIM0NDlRBCCCGkATEiqhoNVUJI80FDlRBCCCGkATH6qCpqjUdCCCHeQ0OVEEIIIaQBEZFUZv4SQpoRGqqEEEIIIQ0II6qEkGaGhiohhBBCSAMiIqmsUSWENCMBrw509dVX4+2334bf70dLSwv+5V/+BcuWLfPq8IQQQgghxIQRUWXuLyGkCfHMUL3xxhvR3t4OAHj00UfxrW99C/fee69XhyeEEEIIISaMGlUaqoSQJsSz1F9hpALA+Pg4fD6fV4cmhBBCCCF5MKJKCGlmPIuoAsB1112H9evXQ9M03HnnnV4emhBCCCGEmDD6qNJQJYQ0IZ6KKf3gBz/AE088gWuuuQY/+clPvDw0IYQQQggxwdRfQkgzUxHV3wsvvBAbNmzA0NBQJQ5PCCGEEDLlYeovIaSZ8cRQnZiYQG9vr/HzunXr0NnZia6uLi8OT0jD0j8UZ387QgghFcFoT0NDlRDShHhSoxqPx/GVr3wF8Xgcfr8fnZ2duP322ymoRKY0sUQan/vxo/jyx0/C+0+eX+vhEEIIaTJYo0oIaWY8MVSnT5+OP/7xj14cipCmYSIuIyWrGBlP1noohBBCmhBRo8rUX0JIM1KRGlVCmoH+oThu/v3LSMulpe6mFQUAIDP1lxBCSAUwIqoaDVVCSPNBQ5WQAmzaeQSPbdyPvoGJkt4vDFxZ4QaCEEKI9xhiSnSIEkKaEBqqUwBN05BKK7UeRsMhHvylRkTT6fLeTwghhNhhtKdhRJUQ0oTQUJ0CPLupF//4/zyERFKu9VAaCrlM2f9sRJWGKiGEEO9hexpCSDNDQ3UKcLB/HBMJGWOxdK2H0lDIGUOz1JSqbI0qNxCEEEK8R6HqLyGkiaGhOgVIpHSDKZlmRNUNipoxVMuMqLJ2iBBCSCXQqPpLCGliaKhOAUTKbzLFOlU3GIYmU38JIYTUIRl/KiOqhJCmhIbqFCAuDFUKKrlCKVNNkaq/hBBCKgn7qBJCmhkaqlMAI/WXEVVXiEgoI6qEEELqEZU1qoSQJoaG6hSAEdXSyIop0VAlhBBSfzCiSghpZmioTgESKdaoloKR+quWZmjKsn6+SzV0CSGEEDsYUSWENDM0VKcACUZUS0Ius8Y0xYgqIYSQCsL2NISQZoaG6hQgnmSNainIZTZSZ+ovIYSQSsL2NISQZoaGqkMO9I/jpbcO1XoYJWGk/jKi6gqh9lu+6m/x93OTQQghxC3Z1F86RAkhzQcNVYeseXInbvn9K1X7vNd39OPIcNyTY7GPqnM2bunDHx7dCgBIl636q5/vYqnDW/cO4mPffACDo4mSPocQQsjURIgpif8TQkgz4YmhOjQ0hM9+9rM499xzcf755+OLX/wiBgcHvTh03ZBIyVWNSP7w1y9gzVM7yz6OpmmIi/Y0jKgW5c+P78ADT+8GkBVBKjmiqjiLqB4ejCMtqxgcyRqqGzb34qofPcq0YUKqwKHBGEYnUrUeBiGuEYFUivYRMjWJJdL44V0vNG2wwxND1efz4YorrsDf/vY33H///ViwYAF++tOfenHouiElq0ilq2M0qKqGiYTsSQQ0LatGalAykwJMrEmmFWzdO2SKhHrTR7WYoStUhcXrAWD7/mEcPDJhtBYihFSO7//nBvz2wS21HgYhrmFElTjl//zH0/jL4ztqPQziMXt7x/Dcpl5s3TtU66FUBE8M1a6uLpx22mnGzytXrsTBgwe9OHTdkEorkBXVEC6o9GcB3ojwmA0dRlTt2bZ3CLKiIp3xTMtKeaq/TlWDhSGckrPXZyQT3aGXnJDKMx5Lod+jUgtCqolapugfmTps3z+MPz62DbFEutZDIR4ibIZUk+7xPa9RVVUV99xzD1avXu31oWtKOj056lUphEGZ9sBQTZiisqxRtWfTziMAJvc/LVWkwqmYkthgmOfWyHgy8zem/hJSaWRVw3iMqb+k8RCGqqaxRY1T1r9+EM++PjmYEk/K+MWfX2tKQ07TNMiKiol4Gg9v2Ffr4RAPEUEOGqoO+d73voeWlhZceumlXh+6poiJUA1DVRiXXnxWghFVx2zeOQAAUDXdeCw3oprKM3gLYWWoinq5Uj+b1I7nN/di697mqtFvdhRFxdhE821OSfOjmLK8mP7rjDVP7rTUANm6dxAPPrsHb+5pvvXb7DBf8+SOquxlSXVIZa5ls+7xPTVUb7zxRuzduxc333wz/P7mEhQWE8GcnlkpRDsZ2YOFJG6qS2VEtTCptIK39g4iIPkA6Iq9XtWoFouMq8IgzjFUGVFtVO564A3c+2T5QmikesiKhrEmjag+tnEfrv/lc7UeBqkQ5nIkq4iqpmn4w6NbcWgwVs1h1TVpRbU01IQOSSzefNoQ4rsdt6ALR0YS2Ns7WuMREa9IM/XXGTfddBM2b96M2267DaFQyKvD1g1iIlQl9TflXY2qiKiGglLTelu8YE/vKNKyiqWLugHoRqPsUR/VomJKmY1GWjHVqI6zRrVRScsqnUIW/Oq+zVhvkW5XDyiKiolEuinr/LbuG8LLbx02ygm85N4nduBvz+/1/LjEOWbj1Gr+Do8l8bv/ecsy1bUc7n7oLbz81mFPj1ktZLmAoZoJREw0Yeqv+L5zp7cBAEYmvF8PSG1IptWc/zcbnhiq27dvx+23347Dhw/j4osvxkc+8hF84Qtf8OLQdUOqijWqIqLqxWfFk/rC29UW4ubZhvGY/mCaMS0KQPe4irTbciOqxRwOYqMh5piiZqM7bE/TeKRltWk9m+Xw2Mb92Lilr9bDsERWNWgaMBFvvg2qyNTYfXDE82M/+crbeOa1A54flzjHbKhaRVSF0ZXw+Pl//9M78dDzezw9ZrVIy6qh7m9GrNuxRPNFVMV+ZHpXBEDWGU4an3ST16gGvDjIcccdh61bt3pxqLqlFjWqnkRUM0ZvZ1sY4024CfMKkSLd0aJnA6Rl1YiElnodHKv+Krk1quOxFEQ2VzNGeJodWaGhakVaVurSWaZpmrHBH4+l0NHaXBlBovRg98FRrFwy09NjK4pWl9d0KmGuS7V6Xgijy+v2dLKqYV/fmKfHrBayolrW84qIVDOKKYmMrZ5O3RnPvtHNgwhyNOu+o7kKSStINqJa+YmQTHqf+tvZFuaGwgZxntoyhqqsZFN/S1VSLFX11/wAKTXtmNQO3VDldcsnJat1WX5gdiSNNmGdaiUjqoqqVkW3gRSmWERVGF3l3HvJtDJpEyzLKnqPjDfk5lhWVKOTgxlR4tWUqb+Z79vVFobf7zN0MEjjI+ySeny+egENVYdkQ+uNmvobrsgkHo+nMTDS+P0HhaHa0RIEoJ97Oa+fqluEB7NojaqaW6NqriWj6m/jka5Tg6yWKIoKVdXqclNrvj9FCUAzkZazEVWvUZT6vKZTCbPenpX43oQRUS39Ov3wrhdw+19eN32mBkXVoGrA24fHSz5urSiU+pucAqm/oaAfHa0hRlSbCEPstUnXYk9Sf6cCYiJ4ocRbjMqk/lamRvWuB97AzreHcdM1Z3p+7GoSz5wbI6JqFlMqM6Iq2t1Ifp/l68TmQrx+xPQAYV+8xkLvVafVNMo0EU/jD49uw+GhGFYcMx0ffu9RNRuLwJDPr8OsDtl0jzXj5k2k/u4/NIa0rCAYkDw7tqJqOeePVB+lSOpvXERUy7j3BkcSOe83G8R7+0Zx9LzOko9dC+QCqr/id02Z+pv5bsGAREO1yUilqxdIqwWMqDpAzkQDgOq2p/EmoiojEpIQCQcgK6rnqaSDowkMjzV+CkkiKcPvA1qjmYiqohq1o6Uq75oXDbvzLuaWSM0ZzYmoNufC06yI61VLz+brO/px7xM7sGFzL+5/elfNxmFGnA+vIs2vbe/HJf/yP55sKHMjqs43b8NjyYbY0ArnqqJq2H/I2+iXoqhI1aHzYSpRrD2NiKiWI6YkK2qO0Jh5b1KpNidjsRS27RuqyLGF6q+WV6fazGJKYu8aDPjR2RqmodpEeP18rTdoqDrAvOmsansaDz4rkVIQCQcQDupedK8ncjKlNIUkdjwlIxIOICjpt0Q6J6JaXnsawN7gNMSUFIsaVUYrGop0HaTgiPXj+MXdiCfrw5BKexxR3ds3irFYyhPlSvO96aZG9bu/eh53rd1S9udXmrSsortDV/r0uk5VUbWm3Rw1CqqqIRjwG//OxxBTSpdufCmKliPGaH4u7S1TUOnxl/Zblg/d99QufOsX6ycZk+WiaZrxrM3fzyWbuUZVRFQzqb+VaFd1sH+cKuA1oB72HZWEhqoDzItZqqqpv+Uv0ImkjGgogHAoY6h67P2OJ+WmENOIJ2REQgEEMg/83D6qpV0HWVGMdF+7a5kvpjRCMaW65M/rtuNbP19v+xpxnavhvNm2bwj7D03eJIrP7mwL101kIOWx2EM8KbJOyj+e+f52U6M6VINsEk3TXG/cZUXFwtntCAb8nqu0KnVadzyVUFUNgYyD1Vr1t/zUX1nNjaianej7LNYgpySSMv79v17Guhf3T/rb6ERSd4R7vGdRM62ogMmGajb1t7x1cyKexn1P7fTcyC4Hw1CVKlej+uCze3DTf73s+XGJPSmjj2pzrsU0VB1gTuGUq5r6W/5nxZMyImGpYhHVREpXA6ynBbkUEikF0bBkeKaL9VG99Q+v4Hf/86btMdOyimhYLwO3MzizNaoWYkp1GFHdfXAEP/n/XqxKdkE9sad3FDsPDNu+RlxDVdUqnrb9H398Fb97aPIcFGOY1hZGIqXURVRepLV7temMZzaSXjjzZFPGxJiLzVsqrVT9HvjvddvxlX9/wtV70rKKcFBCWzToeaRIyYjqsEShdqha1lC1i6iWk/qrKCriSdl4jomI5OyeFhwejJWcAi/awlllj4nxej1n04o58JB7TrJiSuV95oY3evHLNZtx8MhEWcfxkrQp9bejLYSxWMrzZ0MiJSNlcvIXo1kNq2qTavI+qjRUHWBezKoRURU3b9qDTZheo1q5iGoyJUPTGr+WMp6UEQ0HsoaqabG1+m7PburFHx/bhjd3D1oeTzdUNEQyhmra1lCd3J6mNVLcwK0Vm3YewdOvHsCeXu/bXdQz8aSMRFK2dcqYDadKPzTGYykkkoWb1ne2hwFkxVRqidcR1ViFIqpjLlJ/UwWUQ2vhnOEAACAASURBVCvJzrdHcMClyqqsqAgE/IiEApbzpRyUOqjJnurkpP5arE0THrSnEevahOEg0q/7otkdAIDeEg0ysR+xej6KrAmv+7+bjeL8FjViHk/Ey4uoCiO7npy5WdVfXUxJ09zV5Lv5DHHt7BgaTeDi6x7EG7sGyvpMRdXw2rb+hg+WlENWTKk512Eaqg6oWY2qR6q/0QrWqIr2N41ep5rI1KgKz7T5mud7HWOJNCbiaWga8LP/ftVyTohrl42oFl5E1XxDdTyFaZmasnqIhuUjHu57KtDuwo7B0URNH0aJlAxVs3f2mO/ZSnuLY0nZcu4JZ1pXm26o1kP6b7YPterJnM6m/pa/7pivmVNDVdO0nIiqoqhV2SQMjiaQkt2J4qVlFcGAH5GwZGTreIW4loyM1A5V1YySFavnTNyD9jRivon0X2HstZnauTllcDSB7975PMbjadNeZ/K4Rcu4CY8NVbNRnG8gi3VKLvN+9lJnxCuyqr+6mBLgvcq5WAfiDp45R0bikBUVhwZjZX3mlt0D+PYdz+Lxl7Lp4/1Dcfz6/jemTNcEQwOiwffhhaCh6gDzIlwNQ1Us0KJXWTnEk4qe+lvBiKr5/41KIhN5Fp7phMkjmL8pPDykCz+8/6T52Nc3huc39046npgn0bB+3u2cDvmG6shE0hA/KbQh1TQNB/pLU/As19gThtCeCqk9WjE0lsBnvvcwnts0+VxXCxGNsvMWp2289V6iqhriSdkyopdK67XR7ZlWSzEH3u1KYx6nFwZdPC+yUw5ic98SCWDMYY2qrKjQtOz1/v0j2/BP//F02WMpxsBoAoC7NM60rCIoZSKqDtfpTTuPFC1tALKGarO2RWgEVE0zRABtI6plPKPFdR6Pp3J+joQCOT87Ycfbw3jxzUPYc3DEMGys7mMxx9042l7eehg33WNfIynLhbNezD+X4+BL2XyvWiGyWgKZGlXAe0NVfG8nEVWvos7is/573XZjL/Xim334yxM70D88WaSrGWFEleRGVKswEcybkGIGzl+f3JFjVE0+Vib1t4yIqqJq+MMjWyeliSiqZmo0XD8LcinEk0pO6m88WTiiejjjAfzwe49CaySAV7YennS8rKGqP8htVX8NQ1Wv9R0ZT6G7M5J5n/UG4JWt/fjcjx/DjrftayatuPO+zfjunc+7fp9A3A+7KxBRXbt+N372p1cn/X5oNAlF1bB9v/vv6xWinsruIWz2oFcyypTIpNxblSKk0ipCQQnRTPp4ufVWoxOpstPvzOP0wlnmaUQ1U6M6rT3sOKKaNEWIAeDwUAyHBipbj6ZpGgZHhKHqfBMtUn/DIcmxgfvcpl78+fEdRcdjtG1r0g1SI6BqMJ5bVhHVmMPU376BCXzr5+st73Uj9TfzNzHvI6Hijth8hPM1kVKMeWxdo+o+9feFN/qw7sX9ts7YtFI4Qy7XUC19zcuWb9XPvkicY5H6C+iCVV7ixlD1KnNQzKf9h8bxwpY+fRxNroKbj9h/N+v3paHqAPMmqxoLj3kjZ5c6sqd3FL+67w28ZGEoCRKZ2stwxvNZyiZxX98ofvfQW3h+c1/eOLOLUaPfILpBLxmpv+aFdpKhOqQbqrN7WnDicTPw6vbJ9RGuDFUlG1GNJ2XIiorudvuI6tv9utLiq9v6nX1BE/v6xtBXxqZaeGb39I54noq7cUsfXnrz0KTfi03D24e9VS11gxMPv/k6V+Ke2LTzCBJJ2RiDZepvWkEo6EeLYaiWF1G98bcbcfufX3f1nvz+yuboshcGvIgSexlR7WqPIJaQHR1TOCzNbQHiqcqKyo1OpIyxuY6oBvyIhCTH67+s6DX6do4A87rodabOVKTUuWNO/bWKqMZMwmN2c/uNXQPYtPOI5RorBP9E7aY4jnCAu1HGF0ZvIiXbGisig8VN6q9oc2MnsibbZMilZBUZof6yRJzqPvU3UxbiRXsvM8JgcpLFk/Qooioi5KGghDVP7cyMo7kjjPmYxZSasVaXhqoDzJO9EpHDex7eir89v8f42ewtt7uJjSa/NpuEeFJBJGRW/XW/aRUPuvy+W+bNUqPXKCXyxJTM18Aq9Vcs9ictmYH+ofgkdT+R6hhxUKOaVf1VDQNZeDwLpVQNDOuRlU07jjj7gibiCbnkljtA9h4Yi6UxmElF9IrB0YTlXBJz8G2XQjJeIjIXnKb+er1WTMTT+PYv1uOxjfsMw91qI5SSFYSCElrC3kRUDw/FXPfc+/f/egm3/OGVnDEJvCgTiNsY6m4Rm+SujPiUkxY1+RGTtKxWXOnZfK85iVgIZCWT+hsOOH6fmFd21yrHUG3w9d8rdr49jF/dt7mkzeJ37ngO/3n/G67fp6rZ1F+rnt+xRNowvuz2CkMZx1J+hpZiauciopuGoZqJqBbrNT48lsRbewZz3ptIKqZWfBZiSin3NariHrG7D+0E71JpBR0e1PbbpTR7hVmF2QkpWYXPB70spFKpv7Kb1F9vnI0iI+aYeZ1GtptsOBBr5ygYGU+6WqfLQQTTVM0bJfx6g4aqA8zRgEqoPD71ytt4/KW3jZ8TKQW+zIPF7iYu1uRXKNfqEVXnNar5yqbiZhvON1STzRFR1TQt08bHbKjap/7OnBaF3+/DyiUzAQCv5kW18yOqTlV/xblujeoiFYUWnYFMCuCW3QOuF/qJRDqnJYdbzNfa6/TfwdGE5RwVxlbvkYma1f04MlQrGFFNphWomr6htFO9TaVVhAJ+Yw6VG1Edj6VdZ5KMTqSw+2BWFTrlcUTVy9Rf4bSZljFUnaT/GjVocm5UIJGJqnotAAPkGqp25R5mNE1DWs6q/rqJqAK5JRD5KBXOHmhEntvci78+ubOkDer2t4dLynSxa0+jqBriScWIoNnde0Nj1vXP5us8kalRFc8lkalVbHN8/zO7cP0vn8s5Xm5EtbCYkhtHm0iNt9832aT+yqpJhM6DiGoFn1Vf/OnjWPPULsevF7XqPp8P4aCESEiqXI2qg2eOVzWqYj5FI4Fsym8dpP7+yx3PluR4KgVzSWIzOg1pqDogZbOweXN81UgnBXQvdkukuJpesZYPIvWuvTXkuEZ1aCyBT93wNzy2MaugFncQUW3kGtWUrELV9HobyW8lpjQ59XfGtBYAwJzprZjV3YJX8lJwDUM1VLzNjGqqURXnVBgZhTzVR0bi8Pv0a7DDZd1mLJEuq+1NWlaNTb3ZGCmXtKxiZDylX4+8DZdoi6CoWllpy6WiKKrx8LNLa8pR/fXYqSW8xGOxlGF8Wteo6hHVaLj81F9V1XTHhst1Ly2rGBhJGJu9dE5E1TtD1YuNoHDadLkyVHNrVMVanEgqeH3HEVx6/UPGxt8rxCYccJ76K5xgupiSc9VfxZSeWezYAA1VQdyBM8uKRErGRDzten+haXq0MyDpnu18p6oYx7RMKYnd9RwetY6omu+x/IhqxGFEVbT20t+rGb9LFoiqqapmzHGnNaqKqmEws+exW69yIqp5a3QqrRjrQH6Lmt0HR7DrgLPnnRFRlSsT3dI0DYcHYzn7xmKkZQXBzD4QADrawhjxuEZV1O47q1H1psWYuJ4t4YBhsBmpsFVuHybQNA0HDo9jb5UEJ1OyatmxolnwzFC98cYbsXr1aixduhTbtm3z6rB1gdgMhoJSRQxVWVYwMBzPqT9qbxERNbvUX3uv0b5D+k2ycFa744jq2md2YyIhG7UeABBL6g+K/HoG80Ovkb044gEaDQfg9/sQkHx5Naq516B/KI6ZGUMVAJYf04Nt+4ZyXmMYqpHiHmdzRDU5yVC1ft/gSAInHjcDAPC6y/RfvQ6vnNRfBdPaI5gxLeqp8q95Y58/p83e7Vqk/5oNA+epvx4bqpm1YDyWtk19TaUVhAISIqEAfL7s/VsKsaSco27rdqwH+ycyY3IeUd3TO2qrIqppmrH2eBNR1Y8xp6cVANA3UHzzl90IZQzWdDZK1DegR/3NNbpeUErqr7kuLRySkHRYw5Q2Rb0KYXbgNfL67yXivnQbUR/KGIluHS/CoRcMSDk/C8S6KcT5HKX+5r3GfMz89jRG6q9JbMnq3k1nnMGKqhn3WzKlZFPo8+5j83xyei5Hx5PGWEuuUU0rhhM2P6J655rN+OWaTY7GUmkxpWLZdIXeIzLGAL28qB5Uf8tNVTW3AswXuatVAGUiISMll996xymptGK0iqKhasPZZ5+Nu+++G/PmzfPqkHWD8NK0RQMV8dCk0voiPjCSMPoMtkWLG6pGHVGBiSm8OYvmdCAg+SH5fZNee3goZizIiZSMB5/dnfnc7OIhIjKTU3+bI90gbjJUAV2+XWzQApIv51wkUjKGx5OY2R01ftcaDU76/kJZMBJyIqY0uUa1JVL4fZqm4chIHEfN7cTiOR14bbtzQSVFUZFIKbbjeea1A/jhXS8U/HsqrSAY9KOnI+K6dtEO80Y8/3zGk7KRDl8bQzX74LVLa5IraKiKTc94PG2KVFrVqOqqv36/D9FwoKyIqlD6drvhEuMSwixOI6pHhuP48r89jhfeKNyGSE+v1f/tSUQ1c38vmNWOgOTDvr7izpdU3gbbiKimZE/Tks0MjLhP/RVjEKm/muZsrTbXERbC7MBrxs1RKYh7zW1LKOEYdjtnhHhSIGAdURXjEcaXvaFqrShtfv5NjqiK9jS68NblP3gET5j6WRrHMPUbTouIakouWKNqnt9ODdUB0/PDNvU3J2U931BVjTTp/GsYS6QdO4gqnfor7mE3+656M1SzYkreRFSjkQBkRc/GEo7DWu1LhzJzcXA0Ufba2DcwYbvei/IOYTM08l68EJ4ZqqtWrcKcOXO8OlxdIS58azRYkYiqWDgPD8WMdIi2qF7s7iT1t5DXaG/fGLo7IkY/xbCF6uM3f74ef3xUj4A/tnG/0UfQvAkRi87k1N/mqFEVD0shfBQM+I0NWjgo5XiU+zM9VM0R1aDkn3QN8mtU7cWUJkdUI6EAApLP8n1jMT1FbHpnBKevmIPXdxzB/kPO1HDjeelXVry2/Qg2bO4tGHlJySpCAQnBgORp4b55I54/TyfiabRFQ+juCNdE+beUiKrXzbdzUn9Nqa/510k4EgA9HaqcWishLFRK6i+QdSrktKexWSvGYiloWja6Y4X5+3gZUQ0FJcyb0YZ9Du4lcb+LXtcpI6KqeCr0ZGZwNGH0V3aa+is2ykHJj2gm+mVnfAoUkzFR7DVA8zaad4tYG9w6h5yIAFmRTe22jqgKI0/Mm1Iiqua9wES+mFJQtKfRkMykLx+2iCKJ18uKmhtRzXxW/nPOPO+cnstBp4ZqTkQ1V4tCVlS0ZDQ98g3kREpxvM+ptJiSOG9uyijSsq5dIIiGAp4I25lJuUj9LZYVo2kannhpf052nxWKkrvXSiuqsTeuhKaME8xz0U16dj6apuFrNz+JNU/vLPgacf7EPr+R9+KFYI2qA8REaIlUyFDNTKz+oZjxkBBhfLvPK5b+sbdvFItmtxs/h4NSziZR0zQMDMeNB9Rr2/sxp6cV4VBuirNZ9de8Ka61ofrbB7fgtw9uKfs4RupvKGuoigdlOCTlCA9ZGaqhoDTJYDDmjBsxJSUbUY2EJEiS3zKNSizcPZ1RfPi9RyEU8Buy7MUwaj1txjMWS0G1ibyI9ifBgN/1g+CXazbhN2utr5m5Bi//s2NJGS2RAObPbK9JRNX84LXto1pBgRkxF8Zj6ZzNW/4akZZVYwPZEg2WF1GNlxZRFefh7f6MoWoWe7DZXInrbhe1Np9/b1R/9fMq+X1YOLsDe/uKG6rm+ZmWFeM+SCTlrBPB64jqaALzZrTpn+Nwg5mb+htw/N5sRJU1qm4QThQnYjJmSjVUxSOnUETVqFEVhqrNmi4Ms8k1qhapv4aYkkj9VU1tZyZ/hlkdWzxP40m5oPKrcKYEJL/jGlWzo9Ne9dc69Vfsw4Riev66qRuqzq6PV61XBH96bBueeDkruFlK+5W0rBgp4gAQCvo9dTAJQx9wm/prPYaXtx7Gv/3Xy3jw2T22xxHvbwln9sxpxTjvtYou5hiqg/aGth3JtIKxWNpWiV44gUW5WCPrxRSChqoDUmkFwYAfoYD3NaqKoqf9AsChwbhxY7VlvCO2Napy4cVKUTXs7xvDojkdxu/yI6rJtAJF1YzfJZIyOlpDCOQZSEYrDEUzDB0gX0yp+gvCxi2HXKW9FsIwDsP6Ih6Q/MbDOhwM5Hh7hXcsJ6Ka8VLmempza1QdiSmlFcPDGQkFIPl9lu8TD+Sergg628I4+10Lse7F/Y7EW8S11FsOWEdDRbpnoYdNOpNaGpD8ru+HN3cP4o1dA5Z/y0n9zdvsxBO6oTpvZhvedhg99hLz5s0uQllJQzVtjqjaRBWTmfUK0B0l+ZvmRErGrX94xVGK63jcOqIaS9gLv4i/Hcg4FdKm/oR250X8zS510jwvS4lY9A/Fc7zcImIUkPxYNLsdhwdjRTdaZgeNLGf7jSZSSjb11+NoyuBIArO6WyD5fY5TEMX5CUh+Y31zEoVxpPprcuA1Y7pZKYjr4rYHp1jTrZwbybSCdS/ut1yvi9WoCsNSpP4WclKY66ntVH8Lt6fRjPlg9RlG6q+qGc/TnBrVvHtFnMfpXRHH59Ls6HSyNgG5Yjtiwx8M+tESCU5a55Mp2X1E1aP94sMb9uLpVw5MOr6VmF4hUhn1b0EoKHn6jDIrz7pL/Z38HRRFNRRzi2VQGam/mfUtZVqPa2W0DZn2MocG3Yk/pmUVf3hkqyGwBhTTqskNbjXjWkxD1QEiZSIYdB9BKoZ5oekfihkbYpFvbrfgZnvdTR5T38AEUrKKRbNNhmpeRFV4DMWDJZFSEA5Jel2m6XPNi445/Te3RrWyC0IqrUzyrA6MJFw1vi9Efo1qMOA3NmjhkJSzIRMLUHdH2Pid2CRYpRQJVUS7hUZsLlQtG/EUCsRW7zsynImoduh1sue/72ikZRXPvnaw6Hc1e4kLCdaI9O9CKYLJjFhPMGA9PjsURSto6NnVqE4k0miJBDGtPYKJhGwrtlOMUlKHS0v9rYyY0kQinZOWZiUIYkRUI8FJG73dB0bxyAv78J3/97miaUnCk5u/kbz21qdw90NvWr5H1MwAwIH+8UxqrGI43+zOi5PUsXIjqrf996u41dTj1YioSj4szGSgFEulT+a0LMsqQidzalS9u/6KqmF4LIGezkhGvdfZsbMRVcmoJ3QTUXXaR5URVR3hYLHKYtixf7igorRdW5V1G/fhpntetswkMWpUC6j+ivEUS/01Oznz7z0jYhUJTBJTipja0ziJqMqymhN1M6JqefexmKM9nVHHNapOU39zIqqm+1jM4XBQQmu0UETV2Tw32ld55KxKJJUcUbxSalTlvNTfsMeGqnksztrTFE79fXTjfuzrG0NHa6hoBpWiqpD8PoQyz7xUWikp4uwlg6PJzF7a71pQ6a29g/jdQ2/h1W39xp7XrnTMMFSjFFOa0qRkFcGgZFmLKDg8GMPa9btdN/o236SHzam/DsSUjM2RxcTMCimZUn/zIqpGqo+p3kGP5OUaIOboRq7nVf+95PdV/Ob4zYNbcN3P1xs/p2UFY7GUJ4ZqwhTFBHLFlMJBKWeRiCVlIy1XIKJXVm2MhPFrr/qbPddjsRR8PmQilr4Cqb8J+H3AtIyxPDeTDjjiQBjBbLQUmltjxSKqOam/LlNCVbXgcQdHEvBnwm75G6pYJqKajV6Xdt13HRjB529ch617B129T8yHUMDvKPXX7/PemyuOrWlZZwVgZahmRTOikckbruFxfUM3NJbEj2xEs4BsBCX/M44Mx7G5QGRczNmZ3S1Iyyr6h2JIyypaIgH4ffYRPSd9+Mx/Kxax2HVgBBs25wozjcVSRgo/kI0YBSQ/FmYce/uKpP+a17u0rBrRhJyIqofZN8NjCaiart4aCQdciCmJFEqfEf1ysmaKthrOa1Sbb3NUCmJuxvOcQ5qm4Zs/fwb3Feh7KYSA0hbPiS279bXKaj4JJ2ehPqoxEVEtkvo7ZPFcF4j7uaM1VLBGVU/9Lew4F/eprJpThOWCokPCSTq9M6o7ghzMr1IMVXOgQHxGKChNcvApqpbjkLJCUbKRPCNa6JWhmpJz1vFSa1SDHkZUdx0YwU33vJwjBimwWzcEdqm/D2/Yg6PnduKDpy7Ewf4JW8e06BMdMgUMSlFFdsuW3QMFxaiGMnoCM6ZFXRuqwjk8HktlNSIc1FwLXRsaqjZ8//vfxxlnnIG+vj58+tOfxoc//GGvDl1z9HYPftv2NH95Ygdu/8vrlp74ux54o2CKqnnDfXgwbiw8bQ7a09jdjHv7xuDz6UqWgmAgv/ZUvwmE1zye0o2wQCA39TeekI1C7ZyIaiYCGw5565mz4tBADG/3jxuOgMGMnL8XYgAieipS48wGWH5EVRhMZkJ2qb9hB6q/pnM9FkshnFFs1VN/rWtUu9rDxuZE8vtyvN12xEyvKeSlK5b6m8wYQqWk/ipKYUN1YDSBmdOimc/IfU08IaMlHLRMs3aDiBy4rRsRhsG0joi9oWqkfAe9b0+T59QSCIVpQUpWDO9yaySIeF57GuFsOuOkedh90D79V8yF/PmbSqvYfdC6jYy4Nkdlyg7ePjxujEm0SCmEE9VIs+Os2EbwT49twx1/zW0pkUwpOeuYuUZ1dk8rggE/9hZJi86puU0rxgY2nsxGVL10VAhDYlp7BJFQwHnqr5xNDRU1+E6MXFFH6Fz1t3Hrota/fjDH8VMqmqZlI6p55ziZ0ntkF42oWjjg3tyjG6pWvUqzqb/+zGsmR1T9PqCzVX9+F3JSiEyhns6IReqvfszOtjBSGaNR3Hfm1F/DULW4v8WaIMtZMaWESUwpf30R87sn01bHSfrvwEjc2KfYOYbFWHy+3P2X0YYwIKElkitClzRF//KdAYLfPfQW/s9/PAVN0zxN/RXHM4+nlIhhKr9GNeCHrGhFs5O+/58b8MiGvZN+//SrB7Duxf1GizrzWByl/hZoTTQ8lsT2/cM4/cQ5mD+zDbKiWgp0CRRVQ8DvMwQEU+msZoCVY2EslirbsaaoGq77xbNGl4x8Bsd0Q3VWd4trMSWxjxudSLtK/RUtLb3oU15veGaofvvb38ZTTz2FLVu2YP369Vi7dq1Xh645uniMVFA8RtM0vPTWIQDAS28dnvT3vz65Ew8/P/lGB7I36bT2MPqH48YNLtLkbFV/beoU9vWNYnZ3qxElBPSFyRz1mzBSf4V3TtbTFfyTU3/nTtd7DOYaqrphGwrabz4L8dr2fsfy6OPxNFJpxRireLB7ElGdJKZkFhzIjahOJNKIZor2BXY1qpFw8RrVHEN1Im28R5L8OUJOgoGRBHo6ozm/a40GHYlOmDdQVouf3iLH3lhIy9n7wW1qk6xoiCX+f/bePFqz66oP/H13/MY31nuvZqlKkjVYsjyCwAO2SeKV4EDThnbaK6uTdEIgJt1ZiyYr3aEXZgoBVkZIBzoMDcHBicEOBsfGtrCNbGxJtmRZQ2mqQTVXvXrzN965/zhnn7PPufd+75VUCthor6VVqlffu98dzt1n7/377d9OK5kHGzsTNcuypPo7SdBueVMT1Y89cGp3yqY87s51Djqne7KwS6KaZIKGdKNpVQCQsnWyyhBBTl8rikIi3kT9rUJUxTu3f6GjkII6ozVF6raAWMtE571YQaOmNbGyKPq4t/oTxImgnYW+t4uY0t6pv3splKxtjUvfFyc5hpNU/S7vUXWdBo4s93ZV/o1qgrLoZepR5WOrWuF1UH9lEYPmqAJ7RVQpUd0b9fdGq4f+97IsL/AL//Er+PgXq5HO67GYJTH2OzdkI+BsK4pCI6qp6Rc3diYKkakqLBL11ydEtSgjqq2mv+sc9c1+hEYDWFlol8WU5Psx2xEMnuE4UefCEdWMIaW2kU/gCe0kSlVB0k4sFfV3rqm+czfb2JlgRY6N28tYv1bomf2qClF10Gn6xncaehw1bJ6nTq/j4rUB0qzY0zzXvZqYfWyuqehFJKpViOpux8jzAl85cQVfrGgror325IUt45xaobvHHtVq5smjz15FUQBvvGMFh5YE0DKtXSfNcriuw65HI99V1/ZP/t0X8cFPVret7NUmUYo0y2uFCje2J5jvhVhZaF83okq+oj+K90j9lYjqK3NU/2Kb6FF1a6mOl9eGakg8Jaz8d7O8wJnL1RV6WlSHZOXo8rpovFbU3z2IAlQliVfWhzggk0uywHeNoFbPT9W0tWbolRKk0STRQedAJ5aTKEUYeC8qUU3SDD/+H76MTz34wp4+T5sGJcpE84nivQ2wn2bjOFV0W0DTqACxEacWutxpmYiq71f1qJqI6lTVX+aE+qNY9bV6bgN5hYNa2x5j35yVqFaIP1QZ33yrKqmk8grUJws0p/PFUH8pybF/j4QDaM2WVH8nKdqhV4leA+I9+rWPPYn7Hz439fsnKlG9vvlxFDjN9cJde1Q9z5GJ6g2m/lrry5U0aX4v0qxAXohgCxBiSpM4M571Vn+CXttXKoHTkgyuNkjBHy+Mnb64XfodOp85OY9wME6V4mRgIaq//yencOma7kHaC6JK9MqZTrArYrG2PSkVF+n7qVihe1TFPTu6v4dzNf5aXSN7tmNLYI6Cl+uhp588v4W/9ZOfqhVEU8W00BPU3z0mhoSoeq7DelT3kKhSH+Eeqb/fqIhqFKfIC7Pw82KN+18bARxYbTbchhMh0uM0ygnW02d0i0KVv6afkUhObv3+cJKg0/TQaAjqd9262exHmOkE6LT8KYhqoK4lzXJ4bgOOI/5LeQJaRf3lqr+sl7WO/qnElGRBdrdENUlzbA9iLC+IOGWaX9A9t36JGQGIOEDMGE1UbGFOOCgfuygKnL/axzgykc8b0aNKxQWeFNF5v5Q5qntJVGkCwKmLW6U465xKVLeN48x2wz32qFY/+6+cTk1atAAAIABJREFUuIr5Xojjh2ZxaFm0NU3rU82yAp7rqNggTrXqr31tUZLh/NW+Ibz1Ymw3HYLN/gQLswJR3R7Ee27VAPRaF4mqZDRVABZkVDjRGhDfmL54mr2SqO7BaC6h7zmV6CWhqN92zwE8dXrDqrCL/794bVDpEOiForEDpMRJFJZpCc406u/VjbFy2mS+jaiOU3WORVGIRDUQvbgpq+yOJilm2gG6Lb9E/W0FLkLfue4qznCcIs+LPQsl0MZPtMX1HR1YvFQaxyQS1039kdyZh4GYo0pOejRJlAw6mXKQVt8awCvO9cl0nhdKEVUkqiKgdJxqRHVjW89TJOu0fPU8p9luiqk8MalyrjRQ+8X3qFYjDpuSyn1gn3gPeOU/STMx367pw1N9KOYzJ0rd1mA6UqqTlOtNVEUgOdednqimWQ7fdRD4Tm3l/cWa/bwocKwS8aJ+nVZTrFXeM7c1iDDbDVVBhBLZR59ZLQUjvHBR5W9OTUlUZyQCM5okAlH1RQKvVMbjFL/+B09Wjl3YDVF1GqKCvNvYJzFw3fwMrQHyJVmWo9GASvyPHZzB2vZk6hrh94AnJRMmpnQ9tL/zq31s7Exw8vxW5b9TUBcGQhTpentUfY+r/u5FTEkG6H/Gqr+TOMVXTlx5WY4N6PO+9hJmHZIZI6xsRLVm9Augx43tm2uV3vETL+g+8CrqL72uivprI6qTFG3pA2wxRW6bOxPM95poVawtOqcZSR8eSsVv3npi9qiWr1GxFzILUa0VU8rgOA3MSbXi4S6JD91DUuPfrWWq0RCCheZ4Gk39nemESFmbir0f2bbVj1Qxgut43IhEVc8+z9V30/lcF6LK1OABnahOe3cp3tsexOac8yTDVQmqEKJKfnZW7pG7AQjkW8xCa46vPbuKN965AsdpYKYTYLY7XVCJiiYBAwxIM8D2/XTOL9VfTdMhEO0fGRZ6IlEFgKvX4V8GLFEdjnZHVHWPqkRU/4xmx76c9kqiugeLFaJa3aP6yDNXcXBfB+9+yzGkWY7HWT8qUQbzvMC5q308fvKasfHS8W47MgenIapJwN4Q1dhyWmSjSYL+KFYvCVngu0aizRFVSkDCwIXrNlSCVBQFxlGKVtPDbDc0EoFJlKIpEdXrrajTd+9VXp02evp+Y+bmHhCC9e0xfvVjT1Q+v0mcKuQTMBFVcn5UuR5OUrRtRLWS+pvBcx3Va2pvWEmaq2vK8lzNOByMEgNRrXJQ46jcJ2tTlepsuEuPKg/Oq5IFRY/y9Hia60G0iQJtH5sCjQMSuecbCSXgnWY99ZfOe9dE9cUiqlGKZuihVTHuhZsSdniRdPhpZq8hSgR5jypHBQBxzwCzMLDVjzDX44lqiseeW8UHfvXLSriFjNPJyRfxe1+FqGqhFQet0JOBrUBUQ99R50iBShVSMI0dMJbPItilULLVnyjKMqfe03dsD3T/revod/7YwVkAwJmKayMz1dN5cefFiSmR/6wLyPjYqmbgqn1lt0CYEk7P04jqXoROqhDVOMmMJIb8R6Px8tHNPvvV8/ipX38ImzsTFEWB3/+TU3ueq7kXI39w7Qb0qPJ1bK9fW7iQG+1lKwud0jzuZ17YUIXQSupvhZjSv/+9r+Php0SMsbY9xoLs82xaYorcyCeEFYrSvEcVEHsU0S3FdzeMsTPTENWUUYTjVFMny2JKKVqBq1gfu+1tpySqd9uRucrj2eciEDgzntO+01FJOe0T5oSD8vXxVoH1nb2Nydmr8WdG90v1wGbF1LYibkmWqwImIPwzMP3d5QKNpy7oItrF1QHyQgjmvXBpRwpNiePMdcNdW0rEdZX95NMvbGA4SfHGO1fUzw4tdXHx2vRE1XUdLWrJNAPsZ0XMxxuVqFbdO+r3np9pqsLJtetgbChEdZiUxkFVGZ1DK/T+uwib/lnYK4nqHowQ1UD2qPKNJEoyPHFqHa+/Yxl33ryIVujhkWd1nyqnjLxwaRu/9OHH8NuMH08v6YF9HbzjjUfUwnwpYkpEY1qZLyOqfNYVIQEJ2zCagSfmqDKaX5YXaIUe5nphtZjSi+jHo+/ey+9leaHOj6qVXOFvL1S2R59ZxR88cBonKpRKx5PU6OU1EFUrUR1XIKp+BcqXZLmiX3pStIDb7/7xc/jRX3xAHZuSBo6outY8W/Ed4nlQzxFZu+XtSXCCB1N8bX3hsYv46tNXlXgOUJeoUtXZqRXw2NiZ4Cd/7UF84D98GR/93Enj3+g77UDuvAzQbz44i4alDEuy/K1mvZgSIcHbuyKq4pquN1Edy6JMu+khTjV6cP5qH2cu6YQmzQS96kbPqAPKRStCVHmRKGHPB4BCU3hv8vYgwlw3VMWRSZyp+2GrIXOE3fY3rdDF6YvbpUIFH4nSkSJfgi7uIAw8A1EFzLVAAcRUMaWJKCx5rjO1kMcFcihwyVkARUWNLC/UeA8AOH5IJKqnL9Unqvyec7RnzFCi3QK1Lz9xGb/5cTErkER06gIy8nHNwEVLUn9PnFnH//RP/9tUISCOqPqe6MG9njmq/LO/9rEn8dO/8ZD6O733rdB72RBVCixHUYqL1wb49T94El96fPcxXLadPL9l7LtkdN6bO5OXjH4pfYmWXxJTouCzCm2kvWx5oYWi0Pe1KAqcubSDWw6L5KuK+qvH0+hE9TMPn8UXvi5mbq5ujFWwbKv+c9vsi566VgWtnJBcEmsZT1KkWaH6YmlKgEZKKxJVElPKcoMlpKiNFdTfZuipgv1uieozZzfgew5uOzIPoNzry40osL7FBFNsFN/FTNdKVHeh/nJtBF5EvxGIKv9u2uP5+1b37v3rDz2KD336WfX3eupv/Tny/ZSzZygxf8frDyPNcpy7sqPuJSX503x4nhfKJ/N79KWvX0LgOXjd7cvqZ4eXe1N7VBX1l66Hqf7a6De11r3UvXk8qS9GbrARhsQI4Cj7bmZSf/fQo0oiYP6L14v5826vJKp7MDVH1XOMjQQAHnryMuIkw313H4DvOTi01DGqJ3xj+MzD53BlfWQkViqoc138z3/lDnhuQwW6/N8rzyupSVRl8zb1lZKVEVXtSMghU6JKiRW9kO2mj9luYDiuKM7QCl9cj6pdGZxmnLZo96gCe5sLSMjAU2cqEtU4VQJGgNWjGmixCEAETDaaqcfTmD2E9HNPUqO4Xdscq2sQiaqn/p++swqJpfsV+uY5dPeIqNbNUf3w/c/hw/c/p2aoAjWJKtvM65LGx567hq8+fRVnLm3jg3/0tPGM1bqKBPWbnt25yztohS6W51u18347TU8FRyVElai/u2wILxpRjTO0Qlch73RvfuWjj+OXP/K4vr5UbJovt5gSoBGOalSAqL+EqDLqr4WoRrFGyp6zqKeDcVIalUXr/FVH5zEYJ6VqMU+OOi0fo0mKJBHVfPFsTTodD+q5em6dEaPA99yp1N81FjBWqWTqHtXcGDc12w2xONucnqiyAIgrafMe090S1Y989nl8Sors0XXXIap0P5rUoxqlOHlhC0maT0Ub6BzIp+11Bit/T8mubY2NpJh8Wjv0XrYqPilmciG96313AeDLT17Gh+9/ruxP5THzAi+9b036qX1zLWNNANMRVVJ0Xpoz+yujWPTaESJahZzZiGoUZ0izAlfXxUz2/ihWSurcrxZFgcdPXkOaifWzujnGkZWeQlR58YnWAhW9oiRDJumWgJg/nDGxtUrVX4ao8uISfU2aFcZ3TuSovE5zb4nqs2c3cevhOUVvn1rgl4iq7zmG/+DjaUqIKhdT2gVR3euYnL3apApRNc6n+juefmEDz7ywYXzuentUiXUy0wkUag2IxNxxGnjb6w4BEH2q1BtJydk0Hx4l5Rg4ywv86eOX8IY7VwyG26GlLrYHsVFE50bUXxWPcNVf695cWbsx1N/RFNaMTlSb6l7UaQ9UmUH9JUR1Wo9qovfbl0Mb48+DvZKo7sG06m85efzjr5zH0nwL99yyDwD1Cpo9S4CgRxGtznAyFNT5DlYW2viet92CQ0tduE5DyKdPRVQl9dd+GTfEy7hsIaqBZ1YQ+XkSutAk6q9KzMRn2kT97UdqQxlLleAXE5Tr0Ti7/x6nenFEVfVY7OEY9JkTFYnqJMoMx1iHqOZ5IYNkq0e1SkwpyVVS5VkbIiAcJW3YWWYipHQuAtk2kxNNATQRVZEQJCV06+GnruBf/c4jjLpcLfQwiVNcXhuqCrfnVs8LVYUV31XBke2sL10bwHEaeP/33YskzQ0Um1N/P/7F0/j7P3s/kjTHC1d2cHT/jBL9MOlOtAZ9dq/NZ96XAcX2IJpKRbaFdPZqVOFXiaoMGK5ujIz7lGSZrO7Wz1x+sUbrhZANSlRtkSWAiSlZ1N84yTCcpJjrhkxcR/dVPn9uUx0rkz3ktNnqzV/8efMBgTza8vtcwKctCyhiNIJjPFuFnlZQf9OsQJJm+K+fP4lHLSX1cUSIamMqorpeMWuWByi6R9VEVAFB/51G/Y0TUbgAgMGEJ6p6XU3z3Vv9CM+d39TqlPLe1iEHUZwJwTfPUcnm2pYIfqaxCOgdJ58W7rG/lfcRksVJZvgMhag2X75ElXpHozhT39F/EYmqPd+SjP/9pdJ/KXhdmG2WEFVaI1X3nmIEm0VF+x6JktljzB568nJpPA2h+1fWh+q9XFKIqkZLz1zawY/98pfwn/7oGfzBA6fguQ7+0rccRSv0DNaB+F7x/x2WqCZZrgScXMcxek/jJCuNcOGIqo0M015mjMSLUrRCMc7KdRpT2UJJmuPkhS3cftO82nOn0WHTlFF/mY+mOKqK+hvFZR/F7fzVvvK1RqI6Bdndq/E1OlZ+3Eywh+OkVMCJEy3sVBSFZPtw6u/ee1TvvW1J9aIC4noPLHZwZKWHTsvHyQtbhpgSMD1R5eACrZunz6xjsx/hLfceND67Tyo/8/vKTan+evp6qLhiX9sNQ1SjekYgjU5cmBGjxFqhp/aazX5Z3M82jagme0JUiSUZeK6MO15BVP9Cmu5RNTn969tjPPbcKt75hiNKiMceE0LVsJvkIHmguppEx/5b33UX/s2PvB2NRmNXaltc4/xXN8YIA1dRA8mox5YCeZ6obrNElVN/KcBthR6OHZxFf5TgmRdEMBvFukf1emc3Ud/hXl6qqoR6Y3uiRubsBVGl5/DM2c0yzUiO2SGzxZQAcY8ncYqiQC2imljPlTYF2shHk0Q9+yjWQV+e58b3c0TVFtDgFEBunZaPvChvDg+fuILPPXIBn5bqyuNJqkRj+GY+iTJsDSJc3RjBcRqYnwkrq//0vEJfU3/t+3nh2gArC2289rYleK6Drz13TV6nUKQFxLo6d7WPzX6E589v4uzlHdws527WIaqtKT2qfTXvc7pAF0dUpyW0g3GCp1iCHckKPyGU4yhFlhdY3x4bG0+aFooR8XL1qM71xMZNsxF5jypHBQCBdgE62af3Z64XKvRhEmeq53F1c6w2Vfqdefl9tPnTdyzMkKqveb/5SJROy8dQiSm5xrOdRv0VP0/xXz7zbGlWHSWqdZoBZNWIqv58XY8qANxyaBbnVwe1zzBOchW4j5mP3OqXv7PKHnlGjGCIk0yOFMrVOVXN2iShu0ajgVboIcsLXF4TSOo0FoG9v0zrUyTLcz1eYxLvIVENvZdNaZLaWKKEJao1yMo0o3fU3iv4832pgkrE/Nk321KMETLa76p8ahRnJkPFSlQp8OfB6ie+dAb/7DcfVr6RkkbyfZv9SLVTKESVPXsK2D/6+ZO4/+FzePvrD2O+16wcYaQQVanNEMWiyErvjCcL23xt2O9NkulxLfZ+UaXHMZEsp0ajIWKqUb1PP3NpG0ma446bF1TxdDdElajwnBlBayT0XdX/X42oVlN/bz8qaMeUUDmNckH1xRhfs6Ma6u+//72v46d+/UHj96I4UwUTu2AF6GLmdEQ1Qq/t41VH57GxM1H9l+eu9HF0fw+NRgOHl7u4sjYsJap1o1vo3ADBkiIf9aeS9vumu/Ybn6XjbQ+q3/ssE3NU6Xp4UcO+titKTOkl0vyJ+ivva38Uq7XCC+uAGD251Y+Q5wV++Bc+hz/8wumpx6b3Pk4ytZam9qiy4vQr1N+/wJakskfVN53g5x65gLwA3vmmI+qz5flbYkHfefMCAEELqlKQo2pQo9FQiYTnlpE4bgaSwhbn1Y0hlufbaDRMlIDOnxwDdyTbfUpUJVJhUb/aTQ/veP1hdFs+fv+Bk/LaMjTDF1fFUWJKe3AY5Hichgi0J1GK4SRVo0z2QmWjSnYUZ4YAzGAUY2N7bFJ/K+gxOeuTrU1U+fPIMnUcT84b/YlffRC/9rEn5TmLsQhZXiAvCqNHVvWoOmUxJVo7pR5VRZGyKvlyg//tTz6NnWGM4SRBr1Meik7U6OfPb6HX9tEOvaliSr5XT/29dG2AQ0tdNEMPdx1bwGPPCUSMJ93jKFWO/Qtfu4j+KFHFnDpEtTOlR5VTlqcJKim1xDSfGrB//Iun8WO//KdahVYWMzj1d6s/QZoVxqaXpBn8PVB/i6LABz/59HXNWEukOi0VoGbkBm5U1y1/QmIkdo+36FHVKrD8WT9/XhSiaO2UEFV57+dnqmcc8uSo0/QxUuNpTESV3ttRVI1WiPWallBGnahW+8cPfeoZfOGxiwaiqsU1mKhUTY8qABw7NCsE8K7UjxVTQi9yffY6gfFOTUuiSTQPIDVP/dmLFfTfSaz76OnP81cHxnVUGe1VivoberuKKZnvKWf/5Ebvn6b++i/LkPk4ydR6jZPsRdP2Ae3rXk5EVY9UaaIorN7CKdTfOMkQ+q5CAwmFo4R8Tr7v/LlcXR+hKLTfdhoNOA0zSH/y5BoAzaxqstFQROHuyJ77737bcQB6lrgpmiWfc1OrilIvPsARVU7dtZSDU2JK5KU9rdMq63GQUCMgqJ8vTBkXRfTWO26aV3vubnETUX9jA1HVe1un6cFxGop5w5+bnQhsDyJsD2LcIWM8Si46Lf+GzFHl7yD5SnuszrWtMZ4/v1ViQIwsBPb6e1RjzHRCHD8k9uYzl3eQpBkurw9xZEXMOO21A+yMYnUcWq/TEVWZqLYD5fu+8vRVvO72ZYPdBuhEtc7PEbpPwAAvavB2rCwv1H4bv0R/pai/8pp/6cOP4d/850cBiHVMY5sAsX9u9iNs9ifoj+Jd9/zhWAtqrk6ZoUzG27FeDm2MPw/2SqK6B4uTzEJUxeJ88MnLuP3oPA7KkRqApmCSkbDAO990BN/91uN4u2w+J+dvV7y5+d5uiGq181zdGJcUf8XxdLM5IDY1CtBoPmoYumKOKlE0KTkLfTRDD++67yY8+MRlXFkfGqq/11uhqnK4tv373/s6Pv3QWbXJryx0sD2IsCFRC0JUoykjFMgmcaYEZoj+u7Y1xo/+4hewM4zxzjfqYoMWiWjAl/cnzQoVBNjU3730qFIvkKKyJebGTegWAPX/9jxbcR3ivoWB1aNqBc1kg3GMhZkmhpMUv/8nJzGaJIrWRIFPlhcqYDt9cRvdViAC2oqKaMzoUZr6q+9/nhe4tDbEwSXxbF77qiWcubSDTZnUkY0mOlH946+K2ae7Iartpqe+01aL5nTAaQhTZCVCdXZ5bSior4yyx6m/oyhVga2BqGaF3DSnF2+ubY3xX+5/Dl9+4nLtZ2wj0QgaXTVXMZ6GPx9A08jpHm5zRJWJKU3iVARnDeC5c4LiRTTweZmolhBVibTaiCr5LM910G55GCgxJRNRjSpVf/W1UPX78vrIuMaRpN/XMU4+8eUX8KFPP2skHtWIanWPKgAcl8q/py/WJKpppoWqZHFopm36hTrfnaQ5vvbcqipIigH1eq1U0X/FCC1KVIV/IFTsRiOqij7uOZJFop97ytB7g/r7IpGjjPWp28afn0BUxXm9mERVI6pWosoKFy+Z+jsR87ipgMMDddVrZiGP4hwyhL7DkixxjhRwz1ZQfynYpWfpOg04jmMUjR4/tQbXaajzCX3dn7y2NUbgu/jA37sPP/S99yila94OQEbvvVB6b6g+WLNHNTcYOnyNZYxJQ2NsOCOIElWeXI5ZO87tN83j+fNbtejks2c3sW+uhcXZlnqnplFuueCd2aOaw2kIhLjRaGCmHVRSf+3zoB5xmtxgJqovnWnAv5t6n80e1QzDSYI8L5TgEYkVEcpfFWfuifo7FHoGVEQ+d2UH5670keeF2q9nOgEGo1j5gOuh/nbZPdoZRti/2Cl9lgqzOzWJapbl8BxHzPVtmIVTvgevbY2RZgVa4d5RxyTNKynHSvVXXvPGzgQ7MoYmhJdsvtfEZn+C1Q3hX6YhzZkciUT3gd756T2qYt26TsMY//bNZK8kqnswmgHou7o/bhKnOHVhC/fcus/4LA3MtmeK7V/o4Af+h3tUkhBZgVNVospFjerOi4y/eFc3hpWJqkJUEwoQE7WJaeqvEKyx1VmJ8vjutxxHo9HAxx44hbwQgU/ou7WBylOn15WyJTelgjjFYXzpiUt46Mkr6rOHlrvY6sdK9IJmbu6J+hul2DfXwv7FtuoVvv8r53Dx2gA//YPfjm9hdBPVe+M6cBxSts2ZsJSZJAYVvcs8UXVdkbT0R7EKFPj8OC6mBOhgoWo8Df1emforfsdGt/qjBLccnsVdxxbw6LOrGE1SleholIFvwjl6bV+MYam4r6aYkmscBwDWtyeI4gyH5Vzg171KqPd9/blrRiAzjlK15qhifHS/qNCGgdnzxhNVqgKn1nrrj2IVpNRRhMS11ieqF68NlHojCQTRd4txCZ6BqNJn+Huo56hOL97QpraXtcuP7bkN9fyqxJRs6q8aSRJZiGqvqcfTRBnGkxSz3RBH98/guXPTEVWqIs/1QjQaKNHyKPjzPQfdlo/hOBazd0uIqjincQ1V65IUvsjzQiWt9PlpiOo4SnH+ah+nLmwperKtWDzbDdTohaoe1ZWFNnptv7KnnY5TQlTbZqtFHapz+uIWRpMUd9+yKI4lB9TPdAJ4rlMpqDSRegAAFPuDqKXT1jtdN70bzaCs6mobvc/ddiDoyaqP1kJUGfWXKMzTbG1rjA996hnjc3/wwCn8g5//bOXnVxnyECeZSirrqL9FUeAf/+IDlarAdB9K1F+5Fud7oXqfJ3GKf/QvP49nLAXs3Wwkkf4qAaBhRTuQvrYcYaB7/qnAQeIxVYmq9j3iWITg8ELluSt97JvTyVsYeApJurY5xtJcE7fftIDvestx9Tu8HYCMCpqe21CFJhrxIn4u1OlNRJUX7zjTSFB/qbAKMEQ1NRFZ8k933ryANMsrZzYDwKX1IY5KdE+0TJVFCLnRCDF7CgJpkRATrdcJ1FqbJqZEfen75lpoN31Fj+20zDnPj5+8hp/9zYdL/bu7mSGmRMww67xpnyI2DO3TIznPlCuxk+1VTEnMMhUKtmcva5X7YwdFotpt++iPEsSJmH1Lz3OqmJK8pl7bVyPEItneYNtMO0CjocEU29K8gCuLC77vGuKL/NpISOno/pk9o46f/NIZvP/n/7hSlRowe98pmUxzs/A5J6m/1DM+bbwW9ZgTW5BsWs+1mEoi1u0rPap/QS2T/Z+B78L3NZrz/PktpFmBu44tGJ+3Nym7p1DT7WTQtwuiOq3HIclyVpWXVdhxguEkrU5ULeRvOE6xIBPVspiSRf2VwdG+uRbufdUSHvjaRXU9RHO0A5U8L/DLH/k6PvK5k8p5k3FxlzobRxnWtsYYSMTi4FLHoE4Qarcn6q/sMTy83FMOoz+M0W56uPsWs9hAz8J3GyqAFT2mGl2u+rwxnoYlqr7rYLMfoSh0UkgbTdW4mZbqUXVqe1SpGkqmqL82ojqK0WsHuOeWfTh9cRtZXmhElQRTrPvXbQciUZ06nsatvO5Lsrp8UCaqtJld2RiZiGokxB8okZjvhSogs6uCo0kie4rq6cb9UazWw9YUhb0o0UPP7UT1Vz7yuKLvXNsSa4S/x02u+jtJS8Ei3QvPc2rfCTI9n+86ElVJWbPFlKb1qDpOQ4rvyERVvuez3UCh8lGciiC76eHu44t48vQ6RhMt5FDqUaVersBFOyyPReI+rd30FZriS9VfEdTmBvWX7lOUaCTl8ppOTjnKqMSUKhgnnB0Qp7kqZvHecEAIzBiIqtWj6jgNvPZVy/jas6uVzzBKciV+Q8U86msDZJBag6gSckdiVHGSI04yNEMPB/Z1ahNVui82NW5rUL/eCT2i4LtqTqZt5BdonU0Y+4XP+aTEqR16KIrdFU6/+PWL+J1PP2sgFKcubGNta1wZiK1y9fwkV4WfOkR1NEnxzNlNVWjhVjVuRxxX/P3wck/RYde3Jzh9aRtfZ/PQ92LjSYp2qPvYOaWdC27ZI2qiOEPoe6y/UtxX3aNq+ussL5R/ovN3ZMuQXajkgorcD6xtjZXKMLcqRJWKpY6jhe5SJqbkOBU9qlbxUx9LMIg6LFG1VcUBWRiU65wotaSNYdtonBjH81ihvcp4MTG2inw8kZvpBJXjaewC5LbyqaFB9+00fcM/Pf78Gr78xOWS0NZuNolTOI6IRXjcxMUkyQc9e1YmqvIcBQVdq+Bev+pvpMS8btrfw9krOzhzaQdh4CrfOtMOMI5SjCapmp0N7C1R7bYkTXiSIC/KLU2AKPR3WwG2awQQM1Y0CTzNKui0fKOITAyUmw/MqD1odXM0tSC1tj3BcJKWFME1oqoLoFwck0+OmO+FGIwTVXidpqGh2YPmuzkNsKKpJICc7PGK6u9fPOM0KCUek+aq0k69p2R2lZ2CAnIKNt2Cz+6yjRBVe2C9OrckU8ESLc6r8mVcnkb9lQH0aJKoRJUcMlV2S2JKDEX81lfvV59vSepvVaDy1aev4uwVEWA+b4292G2OapYXiJMMa9tjDMcJGg0oivUXHruIdtNTdKW9iSkJRKLLVJkH1gan7pOrkVBXIaqM+tvavUc1TXMNVR3LAAAgAElEQVR2nAbWpaOzEVUK+jmiSgkELxiQKdXfsIb6W4Godts+7rl1nxoFMGP1qNrJ0kxHJKpVSZROhDj1V1/3BZmoHl7uymtw4DQIOdafG44T9Ecx7rv7AADgpgNabCwMytRfQrGnJaqHlrpTK6+AuH9Lc0JcxFb+Xd+Z4PzVPrK8UEGrTlRF4KSpv4kKFvn7SZS43cZL0XfzzXw0SfALv/3VUlGHjMYqEHJHz5ErV8YVha8mKzps9SO0QhfNQAwH9z1HUX+bgYe3ve4w4iTDg09eVvegTvU38F102kFpbACn/vL3S8xRZSNx5FqmYIqOTd9nJqoDeQ45UkmVryrk2UkAtQcQchLJz6/Mt9VYnqoeVQB4/e3L2OxHlf1xsUyoGw1dBe919LXOdILaIiOp9VLVPE4yFWwcWOxU9jDRzGrAZFPMdIKp692enVj3Xhu/I9dyt232mtE9pASV1jztDbtRzgjN5+8EFQ2rkmd6v+jYdPzBKK5EpSixq6LWaUTVXi/i74eWu6otg6736vr1iSuNogStpkZU+XkMxwmIDVhFPw4qxOn6oxiO01DBPN13MfPVFLtqNETCSBoFtFaWpJASoFsqiqLAta0x9s3pfyNTiCprp9GIqoPQ91RQ7jExJTtGMRBVvi9mYo5ql7EP7B7VoigwjjO1xy3MNLE83zJGrXDj+wOd57SWqTQTgne+65TaJkJfvys8UaVRfOJz5vOjdT3TCQx/Z1N/KUG1RxfZVhTmqB5CGluhbiuL4ky1GggxPHFsGi9mF3qrAJHAN4EL27K8QH8Uq5myN+2fwbmrfZy6uI2bD8wokISe5fq2oJPbieoH/+hp/Px//IpxbFvpmjQmqhJVAJjrBbXq5hzd9z1XFYW6rcAQGl3dHMF1GmpPiJMMv/OpZ/CPf/EL+M+febbSp9B52m0Btk8URTwSDMuN/YT2M0K77Rny3Kjd5iBDVHk8XmW8wGK3TX2z2CuJ6i6mAz9XUTzjNMOJMxu4aX/PcLiAThhGSuVPUFgcR1e0ARNRbTQ0NYsbBWL/70cfx0+xQetkSaqVJ7USsQiClio2IS6mFCUZsrzQiKohpsSov1EKp2EieG+6U9NkqUcVMCuNRVHgw/c/h+X5FhynUapyE422jh5JAefOMMZmf4J26KleuUefXcUb71hBpykCxb1w8inR6DIFweE4UfePmxJBchtwVY9qXouoNhqNUk9iInvyxHEclXxMLOpOFZWXgoUqB0W/V6X6S9dElsp+h147wO1H59UmZfeoktOlY3SJ+ls5nkYmKQzd5JvxpWsDNANXrSu6DlFxN6lrRSECxHfddxPe8YbD6t8Cz0ZUU3XP6+ao9kcJZruhDNyn96hS8GYjM/1hjHGU4czFbXWuo0mqkqMwcFVAxKm/gPYTpPa8W7WaaKf8Hp+6uI0vPHYRz5ytRg4IxXjnm47gR973evTagfQRZeovf19brN94axBhrqufDaEshFLecfM8Vhba+NSDZ/GxB07h1iNzSjWUqHkxK951m36F6q8OijosgCREFRDPoUowK04yVcGnRLXXDlSiGqv170mxOTO4oPt5SKLrKhm0qL+0BrYGUWWPKgC87vYlACiNxwHEe0ACOBR4cuqvSFSrfdv6tlBln+9pWjIllHO9sDIg47Q4XqS69cicMTKsdJ4siAP2iqhK6m9LB8KAucYBhqiysSXTjN5Lfl+uylFqkzhFlGT4b396RvnIa5tjtRbiJFNFvbyoDvaIpjktUbULGZM4g+c2sH+hjeEkFcrs8nqrCgbr22OcurBV+jlAiKqvfYSVqFLAahcKNPW3YZwrzTCm/YjuNz8vOlfHaRhjXG6WPYUcUQ0DUVAeRyk2+5PqRHVKj6rrCmqhov4aYkqmf+fvNt8f0kwktF0DUQ3U5/7D7z+Bf/WhR5HnhbHH3XHzQi3yNZqY+7jnOaWZ09ySVIwQ830RX6ke7DQzAAMTUc3Uvmm3OW0NIvTagrZP1+VK9NlIVOWz2Q1R/aUPP4afY4kdKX53Wp5B/SVRRDGSTaiwr26MsNWPzDnPcg8DNKtO/P/0Pao/jFEUejzS0f0ziOIMT7+woXr4AYGoAiL2DOTYOt9z1Pp/9oXNElBBPoV8JiVoTUt7g2y2G9a2OKRZoeK0wNf+WPU+y+vb3Ikw3ws1kyjJMBgJEOQ//dEz+PRDZ0vHpnVsK4KTj9Fjz3QhPssKYz8hRhLFwHtCVFmv7lw3mLqeRYHFlddf34b3jWyvJKq7GEeQuJjSMy9s4K5ji6XP0yZlUAY5WmYhqrEMbG2FXoDUYgucvbKDc1VV/VTTz+h45MjsPkqAiynpnoYFq0c19MvU31bTN85vab6F44eEowpDV1UheRBweW2IZ89t4nu+4xYcXenVI6o1LxUP4M9d6aPT8tVGXxTAfXcfEDM3/b0NsCdEgsSucomQViKqKlF1VAFBzFDVM2WrfscQZkiZ6q/s4aHzALQDpOfGK4mG6q/loK6H+ksJea8l5o/ecZNA/0uIqjwmbT69doBm4FYmqlRY8Nn7kKQ5Pv/oBbz/F/4YjzxzFQeXusZ68WQyxTdt6jmc7YT4h9//WrzzjUfVvwlElQV5k0Sh2FXCVUVRoD8UFGexodUnqpM4w8JME07DTFTzvMCODHS/9pxOTIaTRAVtrUCMRGmFHlY3xpViPYmspqp3oiYIqBp7QMgkR+KKolAJmxBpcDDfa+IdbzgCQAQetiAIv08AjH7jrX6k3iNAoPdRkimqXaPRwNvfcBgnzmxgfXuCH/ieuzU6nJmIqu+76Lb90sZrU3/JOKIaJ1n1IPskV1THq5sjtEIPxw/NKOpvpPyxK8XmzPtLa/avvfkY/tKbjuJ1ty8b91RTf0WQvj2ISlQtssXZFm4+MINHn9Xr4U8evSDHTPERF0SVFeftNKZTf9e2xtg329TFjDRTgn2zXREc29V9muMLmNTf2w7Ple4lt9RCVEWP6nR/Se8pXc9Ejlqh66F/p4RWI03TKWcUaPJ+YZo5GMUZnji5hl/56OP457/1FSSpoOUdXOqg0TBVf4Fq+u9wRIlAORCsRVSl4u7CrC7Y0vt+pSJR/e1PPo1/9psPV14f9agSwky+uCjEyKzF2Vb1OUjqr+r5p9ackUhU7XFifG6xov7KHlVaNzcfpERVJ6OL8hqfPLWOojDRVjLd084QVaYcram/ppiSYH5xRLWa+ptmOZKsQEsWmQETUX3q1Do+/8gFAOY6v+OmBaxvT4ziIB07TvPrQ1TTQs1RFUwwLRZWlagWhRD86rR8OI3yOt8eRJjrBca1hIEoYvHzIB83LVEBgNOXtpVWAiDevzDw0A59BYBESabeT+qRfa3Ug3j+/KaRfI6jlPlkfX2OUy6wG9clWT+zsqXhpgOiDzjPCxw7pBNVikHXtydabb7pq/W/M4pLYAIXUwI0olrVo0rnULevZxaiSt9Luh3knzf7E8zNNHUMLpHoO25aQCv0cL5CxI7Oe3WzGlHVavIMUc2rEVXyf8OKQhoZMSIWZvT+MNsLpyOqcioJINasU5FLfKPbK4nqLhYrbr9GkJ4/L8Qw7P5UQDsqNeCbiWAAVYhqZgQS3MjRbQ9ibA3MuY9FUSBNM2MIN6CrtXYfE8DFlHLlLClRHYwTBL5Afm0xparEjMSHWgxR5Q6cNpRjB2fxqqPzeP78pnH+nMJShQbwzfzclR2RqMrKnuc28IY7hVNuykB7N6NAvNvW80aHsmJtGzk913VUZSzNcuVEKu+tNTzcUP1lTmsSZ0r5kK4fEEG9FjzRqr+2mFKd6i+pGPLxNIQwEOp/jxRvoQ2OnB853WNSgr7X8tFqekizohRs81lznPr7/LlNnL86wMVrQxxa6hq/Q0k8T1SJVmrP+hXXZiKqm/2JrlS7DhynYSRzNNO01w4w1w2nq/5KClePVcsBKNVEAHjsOd2bNpok6v5QovCmO1fw4JOXsboxKtGf1TD5XaT/dyoQ1Z1heWTTI8+s4gd/7n5c3RhJGX5zE6JZok+f2cBHP3dS94/aiGqkGQpUqAAIUc0UogoAb3+9QLff+tpDuOvYIrtGCuh0dd6eG033AICBMIjPuwh9TROtmg8YJ5nqvc3zAnO9EIeXe7iwOkBR6P7TUCaqeSECxb/xf38CT5xcU5TF/Qsd/KO/8Trl36jAQkHZikSatoex7FGt3tzfcMcyTpxZxzhKsb49xr/4T4/g0w+dQ54X8hz0fSaEoxl6ooBQi6hOsDjbUs8oSUSw7fsOZruh0WZAFsVl1d9O01OIcd2atxHVZiB6p6cJutB7SgHoOEqNYojqxZKJCe0Pu4l4UO84vbu80DOOUoXAPPrsKv7Z//cQLqwOsDzfVrMBjdFFFYJK06i/dE2VSWJgqnnTGlrbHJXaWS6vDbG5U41gj2Wfd9ui/kaxYC9Rolg1y1W0UkhElVF/e+1AJ6pEYaxCVNlYO0ArqHNE9dXHhRbDZx85DwCViGor1COryBSi6jQQ+l5ZTMlxkO9RTIkmHviuo9ZxVyYUaWoqQPMCPwntcVE1oDyzEtBzXeuMz1EFzLFbgUH9DWVBO1WMhqrxH9uDWPks8ne0P5pK94nxZ51t9SNjHydEtdX0VBEmZojqpnyvqA3t0tqwxFbRcawZa06bu6l6b2USToJVAHD8oG7VofPY6k/U/eNCVEJEslrEjHzMUCWqdYjq3qi/ga97VAmpp+e12ZeIKmM70Tvb6wTG5ACyXam/EpGPk0z3kGeFoXnAC8P0u3WJJ/mwTtNX1O7ZTrjnHtXve+dt+PG/+621n/1GtRuWqJ45cwbvfe978a53vQvvfe978cILL9yoQ/+ZGiUfFBgBUCILd1YgqjYF01YyazLaAWAuMtsowN8ZCnoar8SQ5DslIfQyKsSt4oXnFXxylnO9UPXOmAmS7lFtVyRm3/mmI3j18UUc3d+rpDmu74gXe3G2iduOzKE/SvD4yTX88ke+jtEkMRxxVUBnSPtPUgNRfc1tS2pjCplAxDRTiCoTuxrW9ahWIKpZXogepNBTNG5unhWYJkaPqn6+RMcl4xVxPUJCqv465Q03ijMlrGBbt+UZ1VqFqMo18uZ7D+L4wVkVxNh9TrcengMgKnh1gggasTOpv1GSYbYb4Ie+9x58/3feZt4bWXChpLvRgBLY4QI0ZLzPYmNnglMXtg11bZvuSknfTEeskd2ov2HgGbQufgwAShUaEBVO2lRpxuBbXnsIO8MYg3Fi9BnSvaCiAVDPGNCKx0xwpQJRPXlhC4VMxigJ5ubJivgff/UcfusTJzCJhPAGX3M8UbX7smlcyTjKFOX88HIPP/n3vw3v/757Aej3gdBLKq41Gg2DSk/Gqb+8yOUzRHUSp1YwpUVCWjLRAwTt7PByF6NJis1+ZDAQ6F5cXh9iOE5w7soOKypIKhQFo0S1l+t3SQbwO4MIWV6+r2THDs4izUTPMp0jobuB7xqCMhSkivN363tUt0V/oM9Q9zTNBaLK6HzcuAoq+Yd9cy1Wra9JVEuI6u4jKVSiqqi/qdnWwER96Hp3Oyage8fp3eUU1kmcKdT/Pe+4FU+dXsdWP8LSfEv5A378qqCS6INViUAd9TeS+0Ir0P6O/GFe6IIa2eqGSF6r2k2oV1ILrskWE/lnLaKaZKbqb6apv522X0pUDeqvvCcum9sY+C5ef/sy7r5lEbccmVOfXVloY3mhjYefugKguj2I4gau+J7lopDTaJCYUmpSf92ymJJJHTaLHMRgoHXMEdUoyfDaVy3hnlv24TZ27rzlgptSeG2ZiOpe5qgq38AQfhtRBYSeAPXw+145sdvqRypRpWsh38DPQyGqUxC1oiiwPYiMQhV9d7vpGcWPGQtRpcLDJEpLGg8KUfVNPxf6Tm0xlRBAQlTbTR/LC204DVNTguKLvNAxJt9f+8NY9UaTRXGGRkMXGOjdtZliZHPdEP1RUlmAMKi/nqvFrFpmW9xWf4L5XlP35ia5KtDOSOVi2+g+2tRfWodEpafzEH+aiOo8S1SJxVBH/x6OCVzwVWw/2w323KNKyv3fbHbDEtUPfOADeN/73odPfepTeN/73ocf//Efv1GH/jM1VYnydfD57NkNLM42DVoNmS1qwwdXA/pFJEduBxLcPNdBFKfqBeLBCDmervUy0nGrKBS6J0Enve2mpzYn+h3PaSAvxMbIkRZu+xc7+Lkffgtmu6FGiXmiKntlF2aaeNXReQDAT/3ag/jEl17AU6fXMY4StbFWVeLtPp5OU/RNfsfrDuN73nqL+vle5gKK+yIQCargDWSiOg1R9dyG+v88KzCepEbPHbfAc4ykxFD9tZ7vNguy9Bw8XeGlINtxy9RfKnxUUcXbjG4jrlE7PUD0mPzb/+PtiuZGiAjd67uOLeLH/s634FtffaBy8DsgnhXNmuPU3yjO0A59fNdbjiuRKzLdo2quWaAeUU3lGIOHZFB136sPqH+3KVWUKHUZonrqwlZJBIcQudB3MdMJzUSV9b+kmaCSicAgKSU/b7hDDyWnXkjev0eqv3S/AOAjn33e6NOuUv2lCjSnNV+4KnozbRRD3QupfDsYC0T48vrQEAQBTAGd0cRc82HgqeCcv+evv31ZfU4hqkr1V/dfd1p+peqv0xAFGkNMydOKkMOJ+E6q+ZDyLwWLRJ+c64VKRO3y2tDowVXqzfLZDdizou/xVcGAKFri32fVUPrMCHRs476NvpvmJga+q9UWPZ2EkyJxVQEuywtsbE+wONtkY61E/6XvOZjpaprYyfNb+He/+5icNVoWU9o311IB8mYNomoXN4gVME1QiXqRKVCaxCaaydUtAV3AIf9/+uK2QnnIKAAX1ysprBYySM/uPe+8Db/2Y38ZP/i99+CvffsxhWJF0vcA1dRf2ien9qgmdpKYImTrbRKlxr3hgkpJmmNdag1UIbq0V7pOA63QVcEooSSEqFYly7zooRLVUYJeK1D7JN3v1c0RQz7NHlVAoKIHl7r45+9/S2l/e80t+9S9qEpUfU8gu4aYEuu5Ez2quSWmJJg/WZYrOi/fk03qbyF7whsqLiLkK5FK4IeXu/jZ97/ZSIYUSm2tW/I9rZAjqtOpv8RMUb6BsS0CrypRjdX7F/qOwZwCRI/qvJWoUuEhrUhUp4vpJEgzsU/x0SdNWWTX2h4Z2k2x1kj/YqYjNAvGkVlYMhLV0v5RRojJuJox2a2HZ3F0/4wR0/bY/OiQJarbg1iOcszExAP2PYQSkw9XYkphdaJKfrGqQGVSf/X18ba4LC+wNYhlj6r26WM5dq7XDkriinSeQAWiynwMvd+8JYIXin3PVevimFR6r6N/D8aJUuqn9TfbDXfpuc5rE/xvFrshier6+jpOnDiBd7/73QCAd7/73Thx4gQ2Nq5vDtmfRzu01MW3v+YAXnVkniFIBe46tliZLDQDUoI0x1qQ2dRfWxKdm+c6qocHMOld5Fz0y6iTDs91KhECTnUhZ9lp+mx0jkTySLwhE7NDqxJVbmFFU/769gSdlo9m4CnUld61S2tDjKMMc11zpiw3u3LaaYk+2R/9m2/A6+9YVj9vBrurWJKCcCvQDqM/jDGK0qmIqssQ1TTPMZwkaFWIL9HvmBuyfq42rZAXHHhFvIyolsWUyMFXWadl9gv2LUSVzK7cUz9SK/Rw390H4HuOCtzGUWr0RAmKokiUPZao2hR3bnRvlEiLJTpjG0/yHnryMvYvthX1Sx2P3RcKGnvtAHO9EOMoxY/82wfwq7//hHFcSlZCuQmsb4/VPaB+nANSxGBJzsQbThKVCPNq+bfeLajvRHM2EFXXMaq2WZbjtz5xAn/05Rf0ORP1lwV09Lz4e3ThmuzNjKsTVepRJerU+auDkj8hRDXLC4n6mIjqzlCIcbRqaFclilySqQSt2/KNoAowkyMucuJ7rgpqBnKmsBoOP0kUSyRgIw7meqHqTx5HGoXl1HN6n4bjVBcV5LUo8S2lzpgL9FMlYakR6NjG2SIU0F6Uwk5cCd73NJVRzXitCJa3BxGyvBCIKtM8iGXP61xXI6RfeuISPvXgWZXQ0fNxJbV831xLVetrEdWsGlGlAOyJk2slX1tCVKPUQF00opor0Ri6RwDw07/xED58/3PGMXmwTL/P/co41gliM/Aw2w3x7rccx765FkLfQSSTZZr7XTVLdWCJKW3uTFTCPJ3666r7Ioo2+jO8T3Vta6yU020WQVEUGE8S9W4JhVazJ5EQVd7/CYhiOAlzAWyO6jhGty32PaFXQAn+uOR3nEZD9abV0ScB4J5bBQus2/JLyvFkoTVrN801NV7PUS3M8TS5VOMO3JLAoT2ehvxYM3TVyBv6Nyok2maj1GQjqx8RIG2PKYhqllujzrRvCCzVX0AnqlXU3yQVbVSz8j0kfyf8U8PqUS0XUh5+6gp++5NPq7/zGG+kYkjRn07UX+oXD3xxPlSkajc9NGXh0UBUo6RyPA0wnfq7tjVGo6GpvQDw/vfci5/4gfuMz1Fxho4HiOSqP4wNlJKvCREv6JFM9D7XrV3yi1VsqYRpDHBEnJ5Fkuboy77/+V7IxD+lNkPTw0wnRH9YgagS9XdzpBDhojABHHq/lfK/1aMKaFSVxvXVJaok8NloNNBt+4KVFHrI86JWMC9KshJS/s1mN+TqLl++jJWVFbguUUddLC8v4/Llyzfi8H+m1m76+L/+1rdgrhcawUxVfyognHa76YOPtZgmpjQNUfU9x5gJuVWBqNqqv6IHrzph4H1zRL1tN/1S7xPx64mKU5eAVB2XbH17rCrInuvgh7/vXvzMD307wsBVA6NJfTROcnz2q+fx+UcvqN+nii7d8yrkE9ibiiU5mzDwVPX22tYIRYGpiarvOgpp0UF+TTDvu2XqL1GIbUR1UC44uE4Dnmeqerpuo1RJI+GNKrMT1YFK4MxrVMl3alJ/+bohJ/zlJy/j7/7MZ3Duyo4634DdHwCKCldX1VOIqgy0iLLUbnqVRRpab1v9CF9/fg3f+uoDRlHIFoCgKmuv7StKJ1AudvAk57Yjc7i0NsQP/Oz9OHl+SyWOd9ws0P+l+bYaZUTBLqn3AcBf+7ZjOLzcxW1H5tV9KYpCUeL4jLttqZ7I52PSOfPKbH9kUiPzvDDUbtMK0R9KiAg9v7w2KI26aoZCGMtWdwZEYEDBUatmbdvzHWnAOKDfS/p+wEyOQqZ4HvgOU3kU6qqUeIwmGgUI2YiD+W6o2yViTf8MWTV+SyWqGlGl95Qo9Uq8LskQ+oL25zRE4pJmRW2PamgkqrrXSVyPyxJVV53ntESVqKT7eI9qKuYcBr6rkN7tQYTVDfFZ6svjBaof/r578d1vPa6o83V09yoxJUC8G9uDCD/2K3+K3/vs8+bvWGJK4ygz2CIcUXWdhrHWAfEc7J5Z7vPo969ujNR9j6TyNCmGcqPZgFGcYb4XwnEalYgqIRvjKEFRFPjXH3oUv/ThxwAwMSXLJ0yk3yJEbhxpCrLrNJQqMWAiwDayEyUZ8gJGgcUecVWFqCqWR+Aahb88L5TqL51LlhXI5QzVQ0s9df6AaKegvWpaYZlmhlcJKZG1AreEqFLgHQYeYlU0Ez/jiKone0/relQTqQ7sOgJR5agasUaq2pbqWlGUEj8viFVoO3BLUnHumtGwC/V3ECOScZyd2BEKZ1N/hX8SM6OpH1yNp2HJ9p8+fgmf/NIZ9Xf+HhPYMZbrox16GI5NPxn6rnq3BOvMLTEgxlz119obBPXXjJ+KosBv/OFT+OjnT+LWw3OGb5zthqrgQtZoNFQyyycL7Ixi4z3la4JQYvo8vSO1Ykrd6pYIgBBVvceQ0bOIkkzt4XNMpIhYHEKzwq9kSdA5j6NMnWOSipE3dE5UtKJYLcvKc7mpRYNEzmwWEtlgnCjw6eC+LvYvtplOSvWatpkA34z2zZ2G32DjL3mV4i8ZTxg4ZQuoHk8T1FRDPNcBz1Mqqb9tM1Edy0pV5flXIaotj1HKCFHVyVmS7v4SBBUKp+vbEyyyESXvfKPoaV1ZaOPMRZH0zM3o0QN/+MXThsOmYIGolVUJJZ3zbtRfNQIm1IgqVcorx9Ow+adqjqpEl6s+D4jNkZ4BCUuoRJVRpADd+8HPzXUb6vnwgoFdSZuGXHabvrEJ9qX0ets6ZzoPPp7GdRpGEkRr4aEnRbGJVO/4Zm5Qf6cUNEi9miqOtKlVoamATg4eeuoK0ixX6CUZCQiRqYS8E+Ct9x7Ez//Dt+BNd66UEgUtROXiPe8QogODUYzPPHxWvVv0Xi/Nt1RPEAXdXBThzmML+OV/8p2YpzUsN6+iEGuBgvydYaSoWZfWRNLJFYY5cqGov3IdrW9PDOaF3ftC9yJOMlV4SrOi1PPeCoXSK92nLkMfwsBliovVfoNohVx0hOjFHXmdvEBCI3oAEcTQOxN4LpubJwQ2SOxoxFAAPotvrhcyFNBEVBX1VwZDwzFTaGbBOhc2Ipql6LcTyNG0HlWOjEdWz2nAxJQC37ESVbeyT46Sl8XZpqqCx2w8DSWe28NYzRElX8X9+jvfeARH98/A94Rg1XadmJJF/aVkaW17jCvrQxSFfsfJKLEglMruUVUUt7yQ6K6+DvpOGzHg1GRO/T0k5y3bgl7cQoliiTEuHmbawdRElUTgVjfHihaesufPjfwWZ5BQEL003zKov1cZAtwfm9+v5o3L87/l0KzsLy9KwoU8YKd7YSCqWS6p8Jp94krl+P4oRpoV2L8oCnIKUXU4olq/Xy/Pt3FoqaN666ushKiy8U0CUU0NdofrCrQ3kZ+r+n2yTKoDe5KBwJkR05IVQmpt6q8WU6rvUb2w2sfXmHK3QlTVuhX3cDBOjPVXRf0NrMRO7Q0yaTHFlPRoO0KL+XUCUkQsKh+Pf46S5HbTl1oleuZoIEcOAUBbouSceSLuEVf9rS4CcTt9cRv/9fMn8R2vP4yf+aFvxxzYZR4AACAASURBVF6MiuGc+pvnhTELm68JAnDo2dO7WxdDzLKWCG5FUQg/5FALhv59HhuT/+FiSoNRrIpLM+0Aw3FSHgcY63FpRP+ld516d6lIS7FaVUF5vtdEGLjYLxlbXKOFG9dNed+7bscv/G9vU+uork91UuM3v5nshiSqBw4cwNWrV5HJ8QVZlmF1dRUHDhzY5Te/sYxe8lboGf0TtnWbvlqI0Z4Q1XrKJDcejJBzbTd9g2ozjRrK+7WGE5HENAOdqNKfCkFJtRrlNAusawKECI5deQOEGue5qyJRJTpElGQYMTQE0JXvw8uiclyfqO4upkRJbzPw1EZC1fGpYkqOiagK6m9NEcDXwTBtzDaiurIgR2IMy9RfR/ao8r5Yj303/3zd8223fMMBDkYxOk2/JP5kV+ho9AVHLWnjP3VRoN8UGCZS9IVf126JqhisruXbe0zNrsroOE+cWoPnNtRYHXU8W0yJUZxd18FdxxYR+mUxG57kOE4Db7prPw6v9HB5bYidYYzAd9XYJU793exHcuD6FIEyKYgDiPeHEoKNnYmqkm8PYgxGsVIY7rUDY2xPf2giqheYXH6U5IaAiX0vOKJpV83boYeiEOcCoET9JZu22VGxga6VfJZGVNn83tRMqCnhESONBM1yMEowiUWfVeC7ElElNWFXneMc6ymaMEQ18Kuov4lCqHlS5/uuMUaAfHBTIkdTe1RZ9d1GHniy7HuuavFoNacgqtsSUZ1rGXMM41QrkXaaHrb7kSoOXZWIat3zme2G2Nwj9ZcCpSvrQyXKc/ZK31BT1f7LVWOqYkvRHNDUXz1WRbMKbMSgqsi6ujlSSqKTiGb5VmgrKDEl0U/a6/iV1N8hoxkOJwl2pIiL+E5TbJCMmCAti/rbDD2sLLQN4SJOVbaFV2g/IaTytiNz2BnGuLY5VglHrx0gsMapKYYA61FNspwVlTiiqn2Fml1r9KiSxsH0oPUnfuDb8IPf+5rafydUjkyMxdKIVZTowgqdmyhEis+FvqkbYc95LgpI6q9nJiuj+mSl0WgoWis3JaY0RfX3v9z/HD7wq1/GFx67CED7JyroxUmOSZRiZxhjZUEzclqhEMa6ujFUqtsB8yUAExyqRFR14YGfN6f+jiaJod9QlaiqOapyT97c0YwOKhjS9ZAeAbWCea6DUZSqeLHUOlKhYkxJ3Xe9+VipyF1nVJhV1F+Z5Bt7mIWocv9J73MdK2u2W93iQHsSgSvc12m2Ya6YiXMsUaV9uRW4qnhuv9eTOMPhFVFMo0kW9CxnuuUiLe/B5vbONx7B97/ztpKGjW3DcYKuPG/fc8V4KorXavpUR1E90++bxW5Iorq4uIg777wTH//4xwEAH//4x3HnnXdiYaGaHvuNaq7TgNMQMuB1VDHAFBixE0dX9o9SIkYiGlXGg1KnUU39FX1Smo4yYfP2bNOOOVNqvtS4DVRRfwskSV4KfG2zhWOyvMBmP1KiPdxWFtvKuRCVMk4yMa+SVRYpuSQnUYdk7o36m6nrE7MitXLiVDElj/WoZkWtAjJAKJ9GnOhnANQmv7IggsSdKkRVUhR5UYOPxuGfr0sIO03PSBj6o6TUn0rf1WjoCt0kylSgRkbnQdVaSlRplAJgUn8nUT3117cRVXlOMxVCSoBeT8+e3cTh5V7p/bB7VPujWAjYcAED3zECCjp3cW36PA8sdnBlfaTGttx8YAZvvHMFb7hjBZ2mmFtnzx7lplVlc0PtthUKWtvGTqQCC0AI8dC9pMIFrV/Vo6oSVU0VpkS4mvqbGRufzdAgf7C+JTZrm/pLVtcyAOhiA10r71EFzJ49u/hG3+fL1pBuW4wu0EiBEK3iM6sVotptMupvWkn93WZiSqNIMA64fw4YVZwzApqht+ceVXs8CiDWGPlogaiaPap5XpSq4OtbE3iug5lOYKC1CaNvzXZDbPQn2Ngm6i8hqtXPZ65XP5LJXjMznQCt0MOV9ZE6LgA8fOKK/h0K/tyGQmh40cdEVE1RNdqX7EDMSFSzXM1QVYlqLERX6opBkURUA9+p7SfjKOdglGAwjtUzIyEwPp9Z/F0kIK5UgSUxpWbgYmWhgysW9XeuRtSF3tXDsnf0Fqmg/vyFLTWqrtPySoVVVTzjqr9pwRTbaSxXQzKcxP2lgqkqdDYaILbhbujK/sWOQnerrLJHlRDVwBXrmqFYnusgz3P1OfsaTTVgvd9991uP42/+1Ts0ojqZTv9sNz2jVYL/Dg/UXUvEaEe2Xvyr33kEJ86sI8sL+K7DCiy5Qst460ij0cDNB2aUCF5Vj+rWQCdAgKX6y0aX8eSUF3Eo6aH7YlB/x2J+MSXJpI9BnwlljyogeqIbjQZaMpmnc5yfCUUyXEv9LfeoKhGlmkJylelElai/4ndJeE5cozlyh/twXaSoXrvdlii42y0OasYvIars+rjQKO3BQvXXldcp3mHRo0qJqjlbPU4yHFnWo5HOXNpWz0wjqjxRzSv3kzfeuYL3/uXb9VSQGupvf1SeREHxY5VAWC4FT/daUPhGtRtG/f2Jn/gJfPCDH8S73vUufPCDH8RP/uRP3qhD/7mxRqOB19y2hO94/aGpn2s3xZiQoigqE8cwcLGXHlWOSqwsdsxElY0J4X0GUxFVFlAMxwna8oXQPaoS+fA0ZSXaA//dHk+z1Z8gZ3PjuPGKJTl36pk1EdUMntvA/oXp1F+Sy59mXGDFcQQVcS+IKqfD5nmOcVQ9zoZ+R4mFWMIFtMnTtW/Viim5ZlFDOig+89DueebWaQlqED2HvhTjqDLX0Zv5OC6vUTvY4f2ThMy7rujz25X6K1UYqSK4K/VXHmdnGCvxAW6kdMvPze7DtenBgBkUku1fbGN1c4TNnQlmuwLx+MDfuw/HD82i3fIkojpRAaptfAyNQlQ9MbplYaZpIKqA2LgpEKDCxXgiFG9t6u/FawOjuERCTfa92B7GRouAHYzQsyQ0r/NSEdVUJ3v2OC4ASLLMKLIp6i/N2Gv7ClFtyt6r8aSe+quV0rNqMaWhRlQncVYSheLBZcQTVY6o7tajmmYKpeD/Rs8j8MT5tEIXs51QizhZa1CMpmkKMTLXQaPBEFV5f2a7Ic5c3FHPlJKlOr9O66zK7P2l0Whg/2JbIapz3RBHVrr4ylNX1WfIL4jr8UqIKq0Dmheo1ihLVO3ZulsG9TdTa3F5oa1QxvGkusgaBlL1V/bn99p+pULnYKSpm9c2hfARFX3SaYhqoAsXpIDdDDwsL7SwPdCo7OrmGIeWu5Iubyaql9YGcJ0GlqWPP3ZwBp7bwMnzWxiOU0UTb4am+F/M1jwXudOK7ZL664hElZ6NGjPEEj+FqO6iKbGbtaxzzHmPKtNHIBTLQFSlmi9Hz1JWVKdCgec6uPuWfXjb6w6r4yj6Z40GQyv0ytTfcSqZCPqa7f1hOE7wqqNzcBoNPPC1i/LcdS90nGaqcL3CElVA9BSeviQYYM3ANYpeALDVF8+J9gdTTEk/T56YmIiqZt6J40VKOXnIinfNwFXJOLWSBLJHFdCslaZEw0khu9cO9kD9Nd8JKqRWKfLXGSWqivrbJUSVJaqRpj6fvrSNg0tdhqbHCBgwYJvjNDDTCfDwU1fwAz/7GZw8vwVAo4wUY9H1OU5D+QKi/hJQQe877cOt0GOtOgxEkPdleaEN33PwG3/4FP73f/l5VdSj+IUXaTPWg11lBHSMKhDVLC+wujlSPoSMro1atbhNYtEi8M2OqN6wq7vlllvwu7/7uzfqcH9u7ad/cHfOPiGqSZojL8obB6fGTOsB5fS6xdmmwc9PJM3a9x3Zw0M9OCnmetXV0kajoYRoRpNEO9VaRDWXIh/T6xm26iONplmsqNruZy8hUX9F301uzG6jsT6HZQ/Tvrnqa2oG3q6IKv07UfM6LV/RuKZSfz2HjdDJMY6yWkQ18FyjR8s4jtzkyQGZiKoW7vBlfw+Z62o0V3++PiHkNMwF38WwBlGlcyJKcVUxhVOcHaehEAQupgQAnkwIqepb/V0CAaXgodfahfrLEi171A0g7jWvzg5GiaEkLD7jKKVXMk2z0+d5cF8HWV7g1MVt3HLI/K6O7Pnd7EdqHZbOhRVpEhbgA8DCrEgg5meE0mCa5bh4baiqn1S4mEikkIt6AII2ddOBGTx/fkuJKdmUIt9zWbU4xGY/KvmTUqJqjachm0YZJOSWzo+uoZr6WxgJNW2i9D70ZI8hVdXbTRGAxjWJqiMFe8ZRqq7fQFRlEjSaJJUq5QErWsQG9XcvPar6+doq76S6SdfWaDTwz9//FqwstPHZr54HINBD7rnWt3VLhPDHriqkaUQ1wNMvaMV86pOsez5Lcy08+ORlFEVROkeb+gsIRO3C6gBxkmFloY1XH1/Exx44pRI0TmFXiao1eguQ1F/XVP/miCo/n61BpIp5aZqroFXMHXUF9Tee3qOaZgUC30HgB3hutFn63GCcYGWhjRcu76jkPk4yZFmukv7KHlWFSslENRIFlAW5j271I0UDvueWRVzdGJUS1QurA+xf7LAxGa58dzeRpLna62yhIYP6K9d2kuaKXdFViKqDLNfK6aJNRCd+Dpujuhv1dzfbN9dSyKMrFX0dRyOqZHxOOFfztVlOtCaaod6rDfaL1aNat7/xedBko6isG2GPhRmMEtx8cAaDUYLLkuJuzrrOVdKyvGC2Kx07MKMKxWEl9TdSDBpAJ4zmXNxCJaSizaGMqNKfW/0Iy/NirVHhDbASVenvwkD7H/LHzVAjqoEvR9pEKeJUjA6yEyi755auyXMbuyLz3GidUsxKSdzF1TKi+rlHziOKM7zrW2/SiOo4qUVTyea6oRo59+Tpddx6ZE4hqr4SU5KaAZ5jaABsyhmq/DNKRDD0VPxgJKry3rcCF3cdW8D2IMbZKzv46glR1FNiShb1d9p+4spi5qACUV3bGiNJc6XoTeZVxIFkWkzsmztRvWGI6iumjdRCJxUIDv39ehDV2W6A2W5ojafRyRCvio2jekQV0MIiXMGWEgy7R1X0zxW1PbTqmAzxAFiiWtGjurKoRRxI8ZMcbxRnKnkax0I2/I6bF/D//ON3KHVV25qBa1CiuP3hF07j537rKyoZVHPb2r6itFYlqor66+gxP+SM9jKeJi0lqntAVF0HS/MtrCzqRF6JHlnUqTqKLSkaU39TfzQFUWWbeSUKJVVR57ohDix2lAO3lRF9V4jsRHE6lforlPJMMaW6ii3fsKoQVXuQetU8XN+roP5WIqqSjj2MFV2JTCDUBa5tjuoRVYYm2c99YaaJje0JtvoRFmeaWFlo4+Kqpv5S4WIcpQaVUfeoDnBkpScD0ilzVOW9OCYTbbuwRM+WqL98U2tWKD1XmUDF9RxVusZKRNVqZ+B0OEC8f1uDCHleKJGQ4VijB6Hv4u5bFvGmu1bUOdG8ZBovw9Vht5mYUpUgj+9z6m8O3qMakepvTWDBxe/oGNQrFvjmeBpAUD677UCxDrhfKooCl64NjPnbgeco30LH4HML24zOX+fXl+ZbSNK8Uvm3ii6+stDG1fUhrqyPsLLQxn5ZrKFnSCiF53FEtUL1VyYytD/wRDXNCoNSuD2IsU/O7UxSzfrwPVdRTevElDT1N1OjpXaGiSEyJ1TZEyxLRIxozbyABJj0Q6L28fm3HFFV+9POBEmaY2N7jOWFtmIEcLt4bVAqZt16eA6Pn1zDiTMbeM87bgVQnvtN/08CX5Rk0TO3VX95MUyoWYu/C+qvVP3dJeDfzV59fBGjSarU+Q3VX+bjlZgSQ3sF9ddCVDOdqEYqUW2UjrOboE4rLFN/R+OkFKR7bkNRvQGBTHZbPvbNtXBFivtw/5EkGVY3RvDchqHsDpiF0mboqqIJ2dYgwmw3VAWZVuih0/Ix1w2NubiUiC7NNdUMe0AnGpr6O8GBxQ6chikOF8qRTYAW5SPVX0AjuS3ZzkAMJ2qrSFLBxqkqttlMEdoLq8Yv1hklppr6q5M4OoyYp1rgE196AbcdmcOtR+bUM7BFR6vsPe+4Ff/rX381moGrhOZobak5v8wf85Y03r4jmHKaRtwMq6m//N7/zA+9Gb/0o+/AkZUenj+/Ka9RUn85oirHNNUlqgBUS5FtRJMmAVEytyIOJFNiYuEr1N9X7Dqt0/KNcRA20sQRVZqfV2VUaZzphJjvhpYghdzgPNeQTLfFm0rHlBXBIZv5pnpUZZBAmwidf7gLokqz9OjzREPbjfpLVeZNRlsjypGoaovzObq/XriKkpoq+u8Tp9bw8Ikr7DmYTr3RQCVCqim7eog63XuumGr8js96+OxE1TMTVU5b42IY/+A9r8E//dvfov6NvtsQU6qg6ZJ12ia6VdejCkhElYkp2QFioyEqqrffNI+ZTqBpqUxMSVyjQKviNJ9O/ZWUGEBTvuuQ/90QVVuoZlBBcabz4sGsHlPEelSZ+qWdOFNCMpFjMapsKqI608T6zkRtkoeWulaPqk5UuRgSBULbgwgLM00xR5IS1Yp+XbLj8l6VENVmPaK6V+qv6AvWiCo9o8B3jWQLgDFjERDvm8Oq+b12gHXZE0ZIAaeXBr6D++4+gB//u3peH/W98TFIvKBG37s9iIzkm+6HElOKzR7VsepRrQ7KPFewKoSYT4ZGAzggK94Bm8Vo062rqL/XtsbY7Ed41VFddAt8RyWIQUWieqvsdRT3oB5RBbTYB7eqQuiBfR3EaY6rGyOsLLZLNFJKRF1JnyuJKfHB9lIRmlShaY0AZvFiS67lBmsVAMS7TihjnXolJQeEfqoWB3ZvR5MERQFVBCBxKC5yBpjUX14YAXiiKmafq/2pP8H69hh5IaihPdljXRQFNncmyKS66UELCbntyByKArj5wAz+yn03A9AoPhnvuQZE203KxZQs6m9mJ6qxRlTdG4So3n1cKJ8/dXodQFn1l4x+Jvw7p/6ajBdaL/znvDBEvmK3ESXkJ7iJOMZOVPX88aIQ/b6UqBKTyvccJfizujnG6uYYS/PtkvAgF81UYkpGAcbUL2g0Gvi3P/J2/PW3Hjfm4lJCsW+upWifeV6o+0Hv3lY/wtxMqIp3nA12SFJlqWeWJ6p0D1qBbKOQfq4llesncVqpNRL6rsGWENcUXxftF9DrlLNVaE1T8j+JU5w4s4HzV/v4q992MwATWd+Nsv72NxzB9779VizNt5Sv4/30gEZ0fc819ubN/kQp9NN5UhxGqr+A2XvOp0WQ3X50XrEzlJjSxEJUK8SUuLWZhg23SypRtRBVxnC0jajwdSKf3yz2SqL6Mli7KRA7SsDsCueeEVVPV6dmeyEG44T1QepkiDfEj+UmW2fUYzEap/XUX+k8yLnuhqgCJi1nfXssegoqUKhW6GG2G8BzGwoB3GSzYslxCxrY7t9rD7DntjOMkaS5cmq0gVNSQ2JStmn6lqPuBdErq66JPlt6NnQc105Uy30QrqQBGoFAhYOapvrLaZh5XmC4xx5VQf0tH/Pv/PW78f3feZtEMDiiagYZuyE+ngy+KHg4vNzD//m/vAlvvvdg5edpPS7MhEbQTlZKVEeJWktkdI72vQPMYIuLK9g9s1ygoE5MSfU5JblBmQREoSZOMlxYHWCuF+LwcheXrg2w1Y8Q+K5CaUlxEhCiabFUAk6zQoxwCFx1/KoeVbLjClGtpv6ub40NShpgUX+nFLgMRNUqrnXbvgqsAYmosu946+sO4b1/+XZVoe+2fJVkhBJRHU0So0fVNqIN8l7oKr95bWtcpv4yRJWLgVGCxIVhqkxoAOTyul2VDAWsR7VK8IvuBRkFmLffNM8+52pE1VLMnO0GxrzLWuqvRBFJEIZbVXGD+v4B4ZNsH8pVy6l/uHo8TW70hnFEFbASVVmsEaJc+nOB76AVeEz1twpRdRDFghof+loRmvd5EapB94LGYuQF1PiPgCV2QDlJJDSqhKj2I9XDKBBVkag++OQV/O2f/jS+euJKJWXv3tuWMN8L8UP/42t0Ehl4hmig7ZOon38wShAwVIiovzwwJ5E6QBRdFaK6h31zmu2ba2H/YhtPnloDYKr+8iKfiagKn+U6Zeov+cVWwKm/et+le6MEdWqYOZU9qpOykIzHWCbkSzsyUdX3z0G3HeDwchfPnN3A6sbIYDrw7zwgWTfUbsARyK1BVGLbiHfK01TuLFco6r65lhw9VKj+QkAUK4uiEO9JN1TJzISxwTzXwdGVHs5fFQmNoMGbWgHN0EOcCgQ38FzZvpLihUs7OCKFy7hR4s0LujvD6LqElAA9G71qDi35sCjOlA+87x4xEcSc8by3dbs011a+LrMRVV//SeKncZpjcycy0PLAd7FFYkqyb9X3HOwMYwzGiYlms2vivpueO9/7qEd1N0R1OE7w7NkNnDizrn5+cXWAVuiVYg0+ecK2V6i/r9iLNkLdCMEIrY2D038ETW66+NFsVwfsVAWqo/7uiqhKpGk4SdBm/RTiT9lLphJV6qvYfZm0GS1nfXuChV5Y21C+stBGK/TVcfmMPfrO8WT6dZApNCCpSlTFcS/ISpWNqE4TRgKgkAJxjiKZrhMACjzdJ6yLCOL73va6w3j/992L2W6IQAYXRIdRc/AqKnD2eBpKXmqpv4SojmKMohR5gb31qNb0hr3rvptw+00LZqKamirQvuuosRB15+XJ4JSCBNdp4M33Hqz9PP385go0FZBBMXvegxrqLwADCaqi/jpOQ80ktIsQfH3UJarU9y3QpDL1FxAMg7leiINLXcRpjgefvIzZbqBnN8aZCtLmek0kacbaBnQVP6mgqHLfQYmqPU6K3qONnUmpn4veCU6FqzLeo5qkJv280wqMCnFiJUd33LSA973rDvV33k9MYkqjSVpCuOzzjGKTYm70ucnv2+pPSgld4LMe1ZSJ5wSeSnbqEFX6/Ziop76Dpbm2/DlT/bV8OBeuI3v27CZ8z8HNB/S65j1rNqK6NNcyguBp1F9gCqJqrZn9rL1gZaGt/D4FZoaYEqHd7DpSC1Gl67UT1YGFqM53Q6XYzYsSlNjUta2EvqtQDNF3J86XrzliJFCP4VWm1kv3t9v2/3/23jxOkrLK9/7Fmkvta29F7zvddEO3LLJIt0DTDrKpIzrAVQEZcBx1hvGq6EVwX+6LMsPrMjiMMzrMfefjbUDaj3cYHXndEBScl10EWml67+rqWjIr13j/iDhPPBEZERlZlVmZVX2+n48fm6qozCcjI554znN+53eQy7uLctkNHrAzJ3J7mq42E4pib1IedjJx83rTaE8bGMvYC81y2cK9Dz0DABXS3/l9bfinT16Mk5e7Pdf92Ub/NU/1/BOTXuM+kv7Km2Hy/eqpUZ2m9Bew5b/PvGx/Po/rrzz3k5mSpsKy3J69foNDkVFNaJL01x27LXlWJNffcDOlCunvZIBLquaaKU1IEup+SeFF7792SS9e+MMxHBzOCNm4n6VO+Qn1fS0U3WuI3OKD8Eh/nc820J0WTr5ydpj+O+/UM1OLw1zOe40ulUph7GeD/R4io+qsNUcn8h7p70uvHceqxa46gzAN+7uTN3SPT+RDHfnDoLWHvFak89LXZSspJvMljGXyUFVFPK/l51e1GlVioCeFI85c51cxuRlVW+ZsGhomsgWMZwseVZRpaKL2OO205qMNqM9/+zHced8TUpcAd1yyGqYzoKVNoVQWtfthkIfNXf/Pb/GtB58WP3/t8DgWDbRVSK5lUy4/WRGosvSXqRGaOKlWs9JMSZcC1XJoIEgLjK52UzSUpjpVeVFMGQMKBiIzqkalmZLr+ku7t17pb6yMatLd7Rw+HtxDlVgyvxN9XUnx0PNIf/NF8f9xivnFIitXKf2l4IoK+ulYWihXC1R1XRULWJIzhz2UqFbQsizX6Mp5nYGelJC60Bjos8mujX4oy0O7hjkpeAnCrVEtiF0+vxuueG2pRjWbCzdCsl/DlbrZPTT9GVWnB1qE23RRqlGNCojodXRNqTA3IkxdE9c/mRAFSX8Bb6AQ1J4GgNgxr8youufEX7vkGY+jaBA1qpo3UAWAnvYEzt28CKetGcTB4Qx6O5NiHNlcEaPO92VnYcsemTK9fpBEVT6XPR32e2xc3u85hgLisuWafRBJ3/UYBsn7ALunqyEtWNtT3pq9YoRKBPBek0lTE3NHPiqj6kgm81K7LPk9qP6xbFXK+clADqiU/lIQE1ajCrgtHKg++6yNC3D+liFvH1XfHB4WqK4c6vaMW5b+GpKZEmBnB0keL/dX9tOeMjx1WwT1NPVnVAd60mKjbH5fm8dVGXDldJoWXKPqminJgapWIbOlz0Uu853tCbdUQPquk6Zdh1sslQMlbPK8kjA14VYvu6fS9dfTkYSuqSKLCrgBbXvaRNlyx+83V6NAiNrTaJqKrrYEjo1N4uBwFqpi+y50pE2MTeTxhwN2j8jXDttB8UJfbVkQ/myjf/NMdwL+iWzBs/gUdaBl11ncE6gq9ZP+AsCG5f0Yy+Tx6sExb41qQEaVfpcrlFzXX09Ns2NGZOiueaDvWtY1dUpmShMB5ml2sG+/p9uP1hRzBODen2uX9mB0Io+R8VyF2ypB5Sck/ZUDu6AaWXkc9ue3PUFUxVYJ2eMueK7fbK4o1nbdHQkRzMgZVXksgD130FpArlEFbElywjGlKzm12KsDfD5En2hpQ3d0PBe6zgmDzq3s80BZ2Y60KTZoaFOZgjH5eRY/o5rCyHjOeSZ6pb9UpkZzqWloQlIrbzbL1xjdL51tJo6MZPHMy0dx4OhEoMfM4vmdQuVE507eMCuVrFgZ1f1HJvDHA2Oe5+ZrRyawaKAy6y0yqoFmSlSjOrczqnP70zUJCoCGRaAaJP0t2jUnZatix5uQpb/d7faChZx/C9KDngri/aZBQZiO1KxYsiQzJa/0l24yt0a1Nunv6EQefSEuvQDwnks3IJcvQtNseYacURV9xaoET0SY9LdctkS9E/OxhAAAIABJREFUAbX5oAc5LdbDAlXZTIncDimYDpPEBPUSDFqsJxMaxjL2uElOCIQEqr6M6qQUvATRJkl/KUj3u+G6n9HeoScJUtTmRmebiUKxjMl8CYVCyberrlZtK+CvUY0KCuj4z9x0dmhtsiz9dRci3u/SNTnyLgpVpbLpOdWp+h/ObTGkv/RehaLbtJ3uW7mPcHdnEu0pA7e/9yy8su84EqbrbDuZK4q/7e1MYu+hMU+2RwSqAXOF347/w9dsrRif3CPXn1F1ZY/R97ih2z0mLctynMqlGtSUgb2HxjCeyaM9bQZm8WS8GVVb+lsuWyJYD6ylMjWMHy+ESn8He1JC7hnk+ksZQa/rr5upi+qLTedfc9yHT17eJ7JkQUGz/N9u/WwZL+0dwc7XL6sYmwhUpfY0gL3BRRuUUdkGRVFE3VahWMb+I+NYPL9T3G9BY+vvTuHoSBb93Snx/vT8KJXKoqY45Uiug6ScpZJP+lsqe+43el36/4604QRirjGV6bTkGhkLLpMBvNcDOZkC8LinCvOhtIG2lO5xyHff3z6Xk85mhT9IJGkp9VYF7D6Ux0ZzKBTL6O1KwdBVdKRNlMoWXvjDMVF33pbUQw3XZGxDoUr5sbiOnLkykyt6NpU01XHWpYyq6m3JYsscyUxpetJfAOL6fnbPsJMhIgOxYOkvYM+vWqfdR7VYsoT5W6FYgq6p0HVF3G+6Wpk1msxXCVSTuuhEQJ89G5hRVcR8OuGY1rSlDE+Noi4C1V7xs7CM6us3LsDze4adVkr23+UK9mcLch32nx/6PlNJw5WtTxZ9GdWiWAd1tyeRTuo4OJxB1neNyuaCdh9Vyqh6kw7Hx/Po70p5NjvkbCDhaS2YMhy1XTGw5CaKRQPtuPODbxCqHsB9nna2mcJgKzNZ9GxUygZi1cyUCFKQHB3JVpgp0QYqPZ9MQ8N//d6WsG9Y4W7gyvM2fU+dbSaefvkoiiULoxN5kc2Wx6WpClad1INXD42J9/Js0jolTlHPk7aULjYpKMjNFUo4fCyDC7aeVHF8nBpVlv4yNUOZlJcd17wK11/nISn6bUZIJgF7l6qrw8moOqY+nhpV097Ndq3Mo8yUVLEooAmeFkH0//S+dDP5swVByLIcv2zJj91ux63zkms2qX4nWyV4Iuiz+tsOjGcL4qGYmSx6FnqUeQx7wCiKgjWLe7BkQSc0VYGi2Du3mqqETgj04MwXyx5ZduV4HZm1ocPQFdFeIKhGzi/58EvV/ND4xrMFd3c25IFDNaq5QgmWFe0USS69YxN5j+MrYC+sRG1RyPclXH9Fc+7qboLrl/VVBJ/+1wPch4S/RpXGWPRlVBOmViGtoUC1yx+oytLfiAe3kOb6XX+lLKz898sWdmFhf7tHDTA6kYdpaGhP2/WbcluChKG5ElXfNUUP5LakEerSqGlur8u075wmpUV6FPJmg2V5F6xnbpiPg8MZvPdzP8Lv945USH/9yAuVhOlKOWljL8i8zV7oBJspAd5FZqX0VxV1WP72NESUVIu+X/m9CbmPqufnIqNvf4979o0iXyx7apzs41RRv0bfEZkOLexrExsk1YIPqtu6/5Hf4wP/108cPwPn+aJV/u2Cvjb0d6ega6o4X3KNKp1bmu9GJ3LiWnFrVKOlvxQgil3/pCFqVGXjrGRCF/K5wBpVWR5ouG06JjwZVXfDyu+AScfRfCIMbALMlDKTdt0gfdaejqSTUXVrGOn6HcvksX3rSVi+qAtLF3bFcklNmhqykvy4QvrrKHMy2YLnc2gaOeu6jsx+6S9dw/XIqFKGbHQ85+kLGej6q1HwZmdUXSm5m6GXAwL5b8RrySqDEAUXnQ9al5TLFjK5YsUz2dBUlJ0kgNuP1vBkVGksJw12iPlnXkhGdcmCTtz+3rOcwNAN7Oy60nDZpXgGlWxH6nRSd13SnVZaRDZfEoaNckbVn3yQM6oe19+UVxkzlrGfJ3RuOtKGR/JP0LkWvded+8j/LIzDypO6PZ4fFKjaGVW7NnvM2cyUofMUV7JOpReHj7mBqi7mYV9GVbevhZOX93lqyOV7nuhwNlkBO9mSDUn8XP6GFbj8vBXiveQAMlZGVXoGT2Ttzd8DRyZgWagwZAPceyM4o1qs+Bxzkbn96ZrEooF29HUl8ZSzkxNmpuRvZ+HHrVE1xUKXgsy8+FvXMt3vbhuEqWsiiKEJlhZBNE564GVy3tqpKOSM6kS2gPaYmvmEoXl2FjMioxpP+kvBrFz3A3idde3xyTV10TWqAPDlD5wn/k0NzTvbzNDFCO1sForR36u7KWCb2gjpb8BCmSb9kpBcRgeqgJ2tGs/k3d3ZkEwg1ajSxkDU4oYyEccnco5UXVqs6KrYFQxtT6OpdgshZ0IPMrCqBZLHWZYlMiltfumv4W4cEHZrn8rPed6pQyiWyhVmE3LdT9T5MR2zHf9DM5nQ0ZbUMTFZDHQNJrfsTK6I8UwBnWnDljUXyh5rfFNXccTZzPE/AOkhFmaaRaSSOvLj+Yr7Usj+q9xrFIi4kk13HDvOXIpVJ/Xgg3f+BI8+tT+G9NddqCRMDYuc2r7f7x2BEpDxtsdJjeyLYqEjv8eAtAitNFOy68qKTj9NV/pbuegOguZXVVEqyjSE62+VjOrvnJYGa3xZDU+9t5D+JvD5952DFUPdIktcrX5roCeFl187jkef3o9iycKh4YxYmOt65f32p29cLTLYftffgpQpdaWEeduoRXK3lk2o6Lr11Kg68wLND21JXdy7coAmz2dB16E8r3gyqtmgjKpZIR+mgJnme/qcfoWKfN3QmLo7EvjjwTEoiptllBfaSxd04sLTF6NsVS4ig0iaul33WbKNuSqkv45pWSZXFGZOgJNRdf7OPk6pkP6KjGodFq0UWGZz5IqtesZJYwXcjcdcvgRNU11Tv0we7Y5Ds655A1W/4oJewzS00OcDfa5szs74kRmRf2PCXdiXPd99e8pw6mfd8hVVVbBmSS+eeOGQx7gsDDmwEzWOoZvX7hyQmSwindDFsZls0SOPnswXRZDY2WZWtDik9Utnm4n+riRGxnPQNNdsy+2jKt8rqpCErjqpJ3DtIrdwAdzuBmGmkbVAda4dadORvBcxnslXuP0HXVtRiJr8kQzmOcZwJP2l78cQpkr2f194+mLPa4jNSjlQlYLzUtkSviT+9dbpJ8/H6SfPF9+/TLEco0ZVegaTe/lrIY6/gLs2JNm/TGaygIRTpjCXmdufrkkoioJTVw8KyWZYRpUW0WGBIE3MvZ1JpJMGUgld1L0WiiVh9pMwnEVclYwb4N3Bp53EU1YN4J0XrRHF9kL6SxnVGlx/LcvZPYwIAmVM31izuaJj2x5P+kvn1i/9lbO09nFyRtXw/H81aBKIqtsQ7SgKZalGtfK80WaA3eBdFQ+rYPdhn/SXpCghElvAqRfMFjAybl8noRlVJ0NGi7Uo6Sd9bupNKH8vhq4K58LQ9jTO9Z3L2zvutfRnC4IeRp42DmHSX2kxkMsXK643+ttLz11RMa5UQnd6yYbL2AGnPq9YErVY8gKS5L9hGwbkhEk7zYahIl9072XaxXdrKf01qlrg5694H2cumWpGlSSJJO30X9vLF3WhI20Kp+1I6W/KK/1dvsied17ae1z0k/RDtX1yH1RPoCotMv3ZR7tGtSzqsESg6pF0ValRdebrijY0okY1+OcUuA0fn4SqoGIxLAe+8udZv6wPCckZupq6ZKDHrtt68dURAMDhYxk3oxowD21aPYBzNy+yP58vA1aSMgJyzZvpBC8e6a8no1ryZVTtuYV6BqZTRsWGh+GYKRGB7WlCalQnfDWq5IBPwQDNW3TvuNJfb0sQ2VyLoAVsT0cCI2OTODqSxTwnay8/BxbP70BPZzLSk0HGX6qSK5REX2BAkv5mC54FrW2m5N0Mk+8xuz2N6nmP6ZJK2PdcaEZVMlOiz2JoqpDYklO+3dlA8WVUfdJfvfrYhfmcs5lN2SR/3b2sRJL70SqKgn7ne5LP3Za1g+huT6CvM3qeB7yBXUZswFSR/jrtadJJw91kyRWQzbkbLbl8SagK2lOG44RexKHhDAxd9dwXSxd2edqDyWOQj7PNlOyfBxkp2X9Pz0knkzjuBsvThepVbemvJj5jpZ9EbRlVMmeSM6p07YsA1XlNqtM9+xRvhwEhmZbOl5sBtsdH5nRh6xr5viUKhTIsK3rjkzbM1jrqmky2IDYkg+rcdeFVUhkYZ3PFOV+fCnCg2jBOWzMo/u3fJU6ads0UPSjDsg+nrRnEJ284U8g9+rqSwklYbmvT2W7ahixOcBad/XFvurQ0ub1jx1rJHMGR/tZYo5pxWgyUrfDJ2w/J/MQiIufuNMYyUxJmAMGBKsl55Adge4yMqgw9pKPqNmihWihF16i6Dsv2LlikmZJP+lutRhVwjW1GxnJoS+qB9X4A9ZqzQnv9ytAE/uQLhwB462S89vLRphLZXLEuO39yECDXpoUdQ+QKldLNKBRFQSppRNanAvY1KG9QyA8pKgMIDVQTdmuOsYztHknu0RXSX2oV5a9Rdf67WqBK302bb/ffb+4VBmXCCs6CJkie29Vu2ln3GqS/SVNDe8rAgr42lMpWqOwv6bQwCZP+dnckxXfuz6iZhoZS2RIbb0GBSXXX37LT2iY4IK2WUaW+1f4gXP68QfdqR5sJVam+iCM5HG0aHR7JSm2yojeG3Iyq6/pLjq4iUJ3Iw9A1+zqQM6rOa9PPvW2j8uKzA/Y1SsZqJBOlOlgirD0NQQtPoLJGtUO0HbP/nzLKE745IicFifSa/vem893bmUSxZKFsQZjt0OskTC20rjEMV+7vjsEb/Lk1qnKmzpX+yq6/7t8pigLaa6mH9BdwN59LZTejGlWjmi+UoGmKMJ6jjJRt6KV57rEKZUiMrJqcUQXc68ovvRUZqJJVkU3vd7wz5PnpknOW456PXxjr2WRIgZ1oDRLSW130eS45GdWkLsY6kS2K+UhVFbuXdiYvXJNpvL9+7iBWL+7xjO2iMxbjgtOXAHC/DxqDPE+YhoaBnhRUVcGmVQOBYzR966fjjhJtKtJfP7TJ1tluCjM8+z71vrYuBZVxMHS7x/HhkazYxHfnYU0cAwAXnbkE1126IdAJHqiU/gJ2xhQADjktqcKeSfbreK8Z0Sc4QjW2enEPVg514dxT7Y3CickCRsZzjlS78jnuXs9BGdVK6ftchAPVBrFp9QAUxe5v5l/E0GRM9RNhGUtNU7Fl7Tzx3/1dKZFRtd1X7b+jWrj9R7xtWIKQA4uwQE24/tZQo5p2ZGG0K+jf5QyDJow+J/OUzRWFg2+cfnB+6QpBZhpU3C9PSHGkvzK0W9cRlVGVMniRZkqmuxNqaKrIqgdldLQpSX8NUaMaFWDZcuZyTdLfXz93EACwSpIvenpyVqm1zuVLsepTqxEYqFbUqHprBOn948qLiI604XHvDRuP7T7s9ugjejuTtnQ4JNCglhjDo5NOoGovVMUGgtPjjVxM/Qs8elBWu5bp+vcfZzgmY1Uzqk6gStdg0JzV2ZbA8fF8Vemv3MuVvo8VQ/Z9GhQAA/Y1XypbmHCkToDb1gKAp/6r0kzJfk3hTi36qMqBQPh4TUMVrr/+a1wXUrOwGlW3TUaQysTjABxwzjRVQWdbomqWjDK1vZ12wO6p36qiiNEdUzvaHCkUg6S/OaECERlVj/RX9Uh/00ldBBKeGlUpoKW5v1pG1WumRNer5nHbHJ3ICUkuLdpJDk6Z1w5Ro+o6QMvvL29wUAZbdvumjCrNh4vnddRcxuDW15KBlXdO0jUFOaeMx+v6q3pqVDW/9FfKqNarXi3pBKrFkrQhobltcPw1qvQzKnOg8hO7/3OVjCqVS0Rc50I2K7Wwk39O0OYdZVST0nxDmxf+bHTcIEnUqBZLbqCcqJJRFYGqIX2GgkgEdLcnkMuXxGaLoiiixeG+IxNYv6zX87pnbVyI6y/bAMBuidSeMkRvZE9G1dAwv68N/3LHTmxc4XWCr/g8zrxOG/y1mikFsXXdIN731k1YfVKPKHGZCGolF+O79zPQnRbmcYC7VjKE66/9/xedsQQ7zlxS8fdBm1MrFnWhtzMhsq+Hjtl9x6PucVlCDrhrtKiM6vJFXbjzQ+eLbgMT2YK9UR1SvkOvJWdUj4xkUXaeh6k53poG4EC1YXS2mVg51I2kqVfsotNNQkYw1dp1EH3dSRwdqcyokrxwnyMfiJ9RDamtEGZKVKMaI6PqvNYRZ3xxg0B67fa03WIhmyu6Reyx2tN466sIqlGlbLS8GBjoSWH5wq5Au/Yg6KEaJYcxpeApOlCValSl2rGgHTgxQZUpo1rpQuenPWViImvb7ftrQfyvXSqXxbmONFNyJtBjYzmcNK/d86CRP2NUexqgQRnVjHfHnBCSpmIZTzx/CLff8yhGJ/I1y+Le99ZNuOqiNZHHiBrIYqVC4vI3rMTNb9kU+rephO3ueOBoBiuGuiUnQbd+0F8TLEPvFebuLN4nGRyoAnYmtJrUiySJdG0HtdTqbDMxMpaLdDIH4PSs8xq5rRjqdl43+Puh48gkRIxLMpOibLF/U8D0zbfBNapVMqqOU21Yv9QwN2bKPmYmixXZbHks9t8Ef/alCzqF4VcYFJS9bv089HencOhYRsqoVr/n5P6eQdLfXL4Ew7ANfChYKksZVWo7Q/dAd3vCdf2VSk0Mzc2ouhLsygBRRg4i5Jo8khQD9sYkZXBICkdBSUaqX6XPAkgZVVIVyONw/t0tOcVSRpWu3SUhruRR0PdEz8m8L0tv6BrGM3nHpMeXUZWkv4amejaQVQV17aMKOGUJuSLKUkZVUZQKRYN872iqgs72BFTFzagWAmpUw2rtowLGsIyqX70lS24nsl5jR5L+Rik+ovBKf6tkVHU3E0ZmSqmE7pgzFuznoaqgs81WxNnlH44qQPpM65f1Bb4+YGfn7vv0m8SmdNIXqALRazFX+ks1qnkoSvXnSRwMXcPFZy2FqtotiyjJEi79jf9s7u9J4fBIRqyNXDMlryQ6jETAM2Djyn58+7aLhVfF4ZFs1THRnE1ze5TniB+RXZ8sOv14w8q0vDWq49kC3vu5/8BPntiL7OSJIf2d+5+wiVxyzjL814tHKn4uMqq+hVM1+rpSGHYWgnL/Vcr4iEA1sj2NlFEN2YmhYIIeCGF9XmVSCeodaz+A4zYgFpNp0hA7uCLLF+OBq2sqFKUyo0oNrxc5mv+kbxHy1b8+P9b4ANfoITpQdTMocTKqlJ0ggiY2Cl5F/8oY7YfaU3Yz+pGxXORCStNsg6hJkbkLvwY1TbVdCLMFrFns3d31Sn9jZFRjTODV8GZU82hL6hWBvpzRen7vsMgGb1k7iFrYvLr68XbGrSx698mLoOWLujyW/X6SCR3PvjIMAFizpAevvGY7hZMyQXaaBNx6FaLmGtWA+/KOG18f2ScWcKW/VKMaNGd1tScwPHpIHB9Fe9rERLYgvreVTkY1bC6ka8uy/M6jGoASUnJG1Z9h0b0KlkDX36gaVcdVncyvZNw2CGHS35Lz3sFO6EFBt59P3nBm1bruwZ40Lj1vOXacsQQHjk7g8EgWh51gqJp0HbCDNVpkFaV+vfK5pDmLPlPRX6Naco2WejqTruuv8/+ppOEEtHkn6K9coFbPqEqBqlTjd3w8JzY76BonlQ6ZOtECuaJGNSC7Qt8zPVsVRcrG6RouO28FztwwP+hURkKZ70PHbFlhhfRXU4QaSL5XVeqjWqysUVUVkv4qFSZL0yEp1ajKWaWEs6FM14h871B2vrM94fZ8dzbVtQjpL32WKNMwf6Aqap999zvNPZRRlefGhQNtUJSp9510lVPlqjWqhhQwZxxzSGojlpm0vThSCV3Ub5Yty+1I4IxZUbwtdKoh1+fHWVe6GVX7ujo+kUNH2oyUrk6FZEKraBNFiE2KGjZYBrpTePyZAx4XbMCdh6vdA0HSX4LWeflCqercSXNYKmmvu+JkVAm6LieyBYxN5NHRFpJRFTWq5HdgZ5L37B9FZrJQdRNzLsCBagPZvnUxtm9dXPFzMsMR0t+YWab+riTKZQsjY5PejCoFqoerS3/pBlWUcIkQPYAyIlCtPuHRxE87xXGNikxp18+u13Pdi+NIf2mHN6hGtbPNFCYX0zGYUJ3vJ6yHKuBOlLKhSKB7aULKqMryo4CFKG0Y0K5hHLOs9rTdC+3wSDa0LoXGVvKYKUVPBZ1tdmDhb68hf4bQeljn3Ezmi7Em8Gq4rYBsuVRbwO6vyHBLbthAfGfBWjB1zfne6SEV/yFPWRxVVbBqqBt7D9n3MDlAJkzdEwT5HVzj1qjS+wQdFyczZDiSZLn/pZ+uNlNIlKsZsHWkDYyMudccGSqFZVTka17+DqmWsk0yKvGrA+j8jfkzqj7JZRhkpqRpamhA6v+8srkaYKtTguoZ5Y3DsA3BOCoEVVVww2UbAdiyuCdeOISXXrVdlKM2SghaLAPe9jTyvEBOsLQ4lKW/huN8TQve7vYEXn7NzqBMTBaRSmjQVEUEtPlCWcpsR9eoejKqppvB8GRUJ/LoclxGKXAZ8GdU/dJfYWREbV0qA2aSsfZ1Jj2LX5Je1kpPRxK6pgijFtsczBvoUTmDHIDpJP0tu30j/bLD9pQRq5drXFIJHcfHMx7XX8DbSsceS2UA2tOREGZKdD0ZERuz9N9R83PaF6geG6cMnS/wkWpD/RnV804dwtBgh8dRuRZkT4yJkEDZP46c09qKxpFOGiJoSyd1sUFfKJTFZggdu2R+Z+y1FOC2IssX4/Ul9Xt8jI7n62KkVPE+0lj8gaqQ/sZY7xGdbSbyxTKyZDIouUYD1TtVBDl9E6mE7vTitapKwukeTEvKE3s81edst6euLf3t7w6ep+Waa8B9jh0cnnBq2Vn6yzQAuknogotTAwpABF1Hj08iLzW97kib0DUFB53i70jpr+4uQMK09xV9VOO0pyHpryPviFvgLdfYpUx7wpbr8+K9RnigShP/dAwmYmVUJakpNTgPyoKEZVSDvgt/jWo86a9rGBJVZ0Itd6jOp1r2utN5uAT1gQTshX5YEGqIQLXUEOlv0IOcFlFkWtaWMtCRNiI3G6YKme1QL9RaDJvoQblsYSeSCV3cn2MTebGwD+pdSNDcEac9DTD1xuAUoAgDuCDpb7t7f1Qz8GlPmZ6FSWebicHedHhGNUDSBtj1l7TpFl6j6pVTB7UmiK5RtTOqQTWqtOnovyf90l//glkc53H9rc8mykBPCsfGJvH8H49h0UB7vDZfjvs0EB6omoYmNiwAr5kS9UelTbqudlNsxE5kC2IxJVx/i6WKDQNVCd6o8Lj+CvMYQ0g/C47EsytE+jvhc/2V29MkJJfpoPY0qYRtSDcY0mOzVlRVEdJsGoucSZKVCB7XX5L+ijp4RVwvtMn51u2r8Ln3nVOXcQJSjarULxdwgwG/+SKNE7ADcnKeLzrmap5aVt9CPk6NqmuiZT+znn1lGP3dqYrWX7L0134+mJ7frV4cr+QnCPrshWIJmVwBSoTRGX2XVPdJ12VvZwLDxyeRmSx4MqrjWVf6S9+9vz41DjSv1ZRRLbo1qvWoT60Yk9x1IUT6W8tzk+bS4762bWEbh36iMqqKooi1XlXpr1B4OCZpeVozV9+sJh+XiWwBoxOF0PWlW6NKvePtz3xwOMNmSnF54IEH8OY3vxnr16/Hd77znXqMac5DNyRlTWLXqDpSpqNO6t+UdlR7OpMola1A8yYZ98YKX9j6pb9x29MAU6hRlW70VNKR/saom5RJSNkAYnQih662BHo7k9BUJbYLcRBxalQNn/Q3LDsi91GVv/eghbK/RtXfyiAIeXc5SrZCNaqUNffLJf10OBbzi33ZN/rcUbId2jG1M6r1k/5SDVJQoCpLsbO5IrrbE/jbW7bhXZesn/b7V76XinyhhOHRSfR2Jmpqv0PBGvXXpHGPZdx62iCnTYLmkqo1qiFmSnGhc06LxKBFhbwJUM3A58wN83HupkWen127cx3efO6ywOOTIZI2Q1PEpluY9JfuRcpUua6/8TKqpqGibKGihzAArF7Sgz+/YmOFWYmmqVAV2fU3eEFB37fdP7Y+cruB7hQsC/j/XjyClUPBbSn8UJ9DwBuoJgzXTMQk19/I9jT2Jh1Juy3LEo7H7nFlT9Av9/INuneCpL9tSUNIL8mPgBbYG1b24/T187FkgT1XUeaLro/DxzL4v7/3X/jNcwdDjZxoTIqiYGigXbxWPRjsSYuMaq5Q9NxLctbRU6PqSH9tB167xZc/o9qWMjC/r34ywJTj1FqRUXXOmZAeS0EsHdfdkRBmSoViZY1qmJlSVLBiKxo00Qbv6ZeOYOOKvoprRm7rNj5ZiG3sGAf6TsYzBdEbNWzDn+4NkuDT+mHhQDv2Hh4XhlnJhO70UXVbt/R3J7FxRT/OP+2kmscoVFsxEiDtKdsb5Pk9w5jMFbFn/3EMxugnW/OYIjKqbmui+N8Treeo7ytdT6au4ZSV/Vgd0o6HoGdC2CYe1YtWGxOttWl+o4RJnIwqtb8byxQwns2HmnWK7g9lyqg6gerRDLLS3DqXmfYdvG7dOtx555345je/WY/xnBAkEr4a1Zg76ZRRPTJC0l/373o7kjh8LBto3iRDN1aQsQehqQpUxTbLoBYC1agIVOPWqJruwiNpajg+kZfqJmNmVHUtsEZ1YX87DF3F7TechcULOmK9VhA06cQyU3Jcf8M2H0JrVCMyqiT5IDOgqO9XDtqiZGBUo0qGDtWkMhe8bjE2ruivGCctCqIWGLoIVOP1xq2Gv0aVzA9k6EFUKJbs901osXsd1jwew243dWw0V9Uh2A/dN1SHZAiZal7cG1FmSssWduHPr9iIrevmIYqkdJ9NBTdQDTeA65IzqlWupwvPqHRifMNpQ6HHy9eNZ2GvayJTQZ+twkxJBP9FSK+NAAAgAElEQVRe6W8ibo1qQKDk/p2CPzlneeDfGYZtMFQu272lo2pUjRAFxlQgiXGxVBZ1m9VImprYhChKZkqKYm8ETGQLMA1VmCEBlFGl2jD7sxZK9iZdW9JA2bI3OzOTBfG8EbXOBXeOTJregNUPnSNN2qSzXYXt8VJNJ7XUWDK/E5+47gyUnYUdXbMJQ4Opq/jBL16Boijo6Uhgs1QeEZRRBYBP3/T6utV9Anam9/978TAAW/prdnqlv4TXTEkV3hSaL3tUr+vGTyqhIzvpdf0F3PuBxuExUxIZVVv6a1mW0+5IjWxPE7eXZtrJ8v7x4BiOj+dxyspKN1sh/S2WMeH0p64XnW22em14dDLUyZuwXclVvHpwDABELeHQQDt+8pu9SCd19HelkDTt+yubK4rsr6Fr+OzNZ09pjGkRqFZ/1pqGhovOWILdP38FXe0JjGUKeNPrgzcLp4O8IRTm+ltLWY7IqI57y+dUVcFnbqp+3ujchAeqZqwxCemvz0wpTomToihIJw0cOpaBZbmqNT+6UNbZ8y49x0SJAJspVWf16tUAADXGDgJjI1x/s7VlVO1JUnUyqiXPBEzOv/GlCtELVk1TUQ7IIIQhB6qGrsb+O9mZLpXQceBoRtS5xa0rTZjh0l/AbhU0HdyMapwaVTujGlZ3LAJVM0agKu0MF4ol/PKpfZF1p4BXVuOXRHnG69SoZieLjhNh9GLn7E0LA3/uZlQjAlVHBpPLF6FrU6sNkpGzpX5plzsuR/pbsOtw6+WEGTgew84mDY9msXRh9XpAGRGoLrEDVfpso5mCm32PMFNSIwIlmfXL+nDKyv5YxjpB+MsBwsyUiLh193HxyD9Nb+BOi8WzNi6wHYf9zshO8P/HA6NQFPe+oA2afLEcmc30BqrxP5fhGA9N5ouwQnpL0waRv73NdBiQMiJkUlWNhKlheNSVasqLHzdQdcyUSPpbsnwZ1bLYpKN5aCJbxMRkUQSRsvSXFpt0b4YtGjWnjtTfA5xqT0fGvRlVgtQnJGnWdbtHZT5TxrU71+Jtb1ztOZ5aNSmK4lG4+DNA02WwJ43h0UkUS2WnL7C3Dlj+jISmKiiVLE+2259RrTfJhC7apwVlVAPNlJx/93QmUXRqRIuUUZU+21T6qAJu8Pz0722Tyg0BbVdkv4hMrjgtNZUfRVHQ3ZHEsbGc7eQbo60XeYcs6G8HYGdUAWDvoXGcNK8DSVMTwUdHlRKOOLhKnHhz1WXnrcBDP38F9z/yEjas6KvJvCn+mCTpb0CLNPuY+HNge8qfUa3teZOoklHtiB2oejeARUY1pjomnTJw4KhtghqWCBEZ1ZI3oype4wSQ/s79T9iCVNSoxsyoqqqC3q4kDg5ncHA4g4XOxAe4hkrVspAio1pFAqhrCgrF+NleuuGPjeVqMnSQpVwpRwIT1+CHSBjejGqhaFvH18sUgB6+cg2eH1MY/JQrst2esZLMzdTjt6cplfHLp/bj+HgeF5+5NHKsctBWvY+qVdFYvlbi1JcYmv27etWouvWnpQpXR3GMtKs+mSs2pO6GMHUNlgUcPpb19D2OwxtOG3Ike3YWTBj/TOTFz7w1mVNblJ68vC/WTnMY9D1PRLSsku+3qbZ/CMOTUZXNlCSTlrVLewMXWTTW3/3xGIYGOzwBQMLUkS/mq9aoiuNrCCgpKKOd7+Aa1XjmH7XQ1+0GqnGMlIDKGlX5fNA8bAeqCjLORmK5LEl/nYxfLl+C4biEA/b1kskWsNCRpFItqyz9dY1Nws9twtA8wXxbUhdz7agIVCvn54Rh19Qqij3ndbUnMK+vDVeev7LiWEVRkHTkeI1ksCeFsmVv6uYK/j6qUdLfMkolt/WTv0a13sjfh/x8ou+N5gSPmZLzM7mXKm3cRkt/q5sp2WPSkckV8NRLRzHQk8K8gNphOj/Hx+02P9Xq92ultzOB4dFJlMtW1Q1/XVORzRWFRwJg9z4FbMVaOqH76jenv2appUYVsNsunbNpIf7fJ1+r2LypFxSEppN6xVw7Fekv3Rujoka1tnsgqkYVQOwaVXpeTyWjCgDtSQP7j9j16mHSXyFl92VUiROhj2rVK+OKK67Avn37An/3i1/8AppWv53gEwWa6Pc77WRqkRX1dyXx2DMHkC+Wce6pbo2XCFSr3Vi6t/g7DPtGK8U2epLrwmqpCXHNlOweY9lcESNjuYoazigShltfBbiTV2edghO7D1i0SY4sRy2USqELdXr412KmVCxZ+OEv/4B5vWlsrpIdlh/KURsGoo+qY5s/VeKYYFBwZVnxJ/AoZBlqoVgOXIgoip0tI+nvvAbKY2QjrVrdJAd70h6pFT1Aszk3C2z6XEGbQWVGtXIccqBaT6kk4HP9lYLkS89bXlUNQGMtlixRC0ykEhrGMtHnNahGMg4UqGZEH9GZyagmDA3d7Qm0pfT4bcIkVUrRV7pAWSNTV+32Ms78Wiy7bUsM6bo1dE1kUIdHJ+1avhTVqGoik0jfCy2sqcVZEKavTZPsmDniyP+C5jvD0IDJopBW33b9mWhPm6EbE9OZC+NCGe/DTqDqdfUmOa934S7a05TKUu9aJ1BsVEY1RBovpL/Oz3RPRtU1UwLsXqpkphQl/Y1TowrY64yjxydx+FgWr1s/L/De10Wgam9g1DOjCtifbf/RCZi6GtmrHHBNdRb0t4mxLpDqiFNJ3TO31eLwGwZdw7VIad/z5pOxYUU/Tp2m+iwMupaCAvHpSX+djGqNik7hU1A1UK2SMde8CkXX9TduRlXH2D57/gpTblDrKblGtbs9IZQknFEFsGvXrpkYxwlFV3sC65b24rk9w9A1pSbJQ19XCs++Moy+riS2rHF7PPZ2xiv+psCz2uQtao9iZlRNXYWqKrF2GWXkBu52e5oiXtk3iqXzO2PX3piGJoJTQApU65VR1dSqryXXREbWqAa0p1EduZkf+g72HxnHUy8dwbVvWldV5pUWdXpaZHZdc2rNspPTszcXGdWoQLWKxHmq70ntD8Ie7hQoTOaKsY25poK8gK61RtWPfN3QvRFlpjRTVGRUAxaUhq4hnbR7BM6U9PccnyFTEPJY/SYbpHCIui6jalSjMHRVGH4BwRt4co1qPTlt7aAw34tD0tRFn2a5RhVwF76GoULXFdf1VzpO3jzSdVW45B4+lsGEVKMqm3LJrSRUJbo9hT9QpXOZmSxidCJnG+ZF1QA771vNbMj+rFbkMdOFaogPH8s40t/K+9vvym+XalgoBEp/GzNOOWiXg8yEaRts0fg0T42qPRhS8xwbzUk1quHPAXfDM3qeTiV0PPPyUeiaigtPr2z9B7jBPi3k655R7Uri2VeOoj1tYmF/nA1/YKHU6zKZ0NHflcSR45O26690nush/RWBag1zVV9XCjvPWjrt9w6D5uygzxdnDeGH7vXRibznWozLyqFubF03L9RsTtSoVjmH7mabfVwtfVQB7zo8ao2pq4qbUZ3IY0F/G3JO6z2uUWUagq6p+OL7z8XhY1mMZ/M1tU6hxccFpy/27Ar3dsbrFxo7oyr6UsW74WTTjVqcReU+qsmEjrIFvPjqsUhjFT/+GtW9B+2akIHu+pjnmIZatbaPJqZ8oRwZqK4a6sY1O9dh86oB/Pq5gwDCF8m0OHj5teMAEGgc4cd2ONZDZSTyaxfLFjK54BrPuLjS3wjX34japCm9p7OLSa6SYeMnkyPbxKlxyg9ZtkkbRlN+rYCekV7zoCZnVLNFqEr4NdvVlkBmslh36W8iRPobB/mc+VtTkMIh6rr09PGsKVDVkC+WRHAftCFE82stta9x+NA7Tqvp+KSpYTJfEuY3cvBBahlSgZCZkkf6KzYyijB0FX2O2/reQ+MoFMse11/ADmjdnt4KEqYemc1MmMEZ1YnJAkbGcuhqNwM3+6gWLe71mEpoKDc2ThVtcw4ezaBYKvsCVfsz+K8VWfqr+zKqjZP+BrdvqnCs9wTUTka1kzKqOeH6K5svVTj1xgxWutsTMHUVt777jMD6VHkM1TYyp0pvZxJjmYK9KV+1hMr+XAv6vRskiwbbceT4JNIJI9IRdyokA54bzYbG1BHwrNZ1FUpIa6owEk4ZQrFkTalsoqs9gduuPzP0967rbzwzJRoPbfbFrVGV18pRgaomeQOMZwro77Zl73v2j7LrbxweeughfPGLX8To6Ch+9KMf4Zvf/Cb+4R/+AStXVtaAMF4GelIe44s4DA22O7uJXtdMYaZUrbhf6lsaBT044mZUAceJMVuoSWqzedUALnjdYszrTYsH42S+hGU1tAMwDdUTqD727AF0tpmxHS+r8d/+ZL3IIoRB7QLyVVx/NU3Fn15g14HQQyxs0U8GZXsP2YF33NYDbWmzap2wpqqOG2kRAz1T7xEYS/qr1TdQpUU9mb+0hexCU9uYyXxxWn10q4+nMRlVV/or14o1N6O678g42tPBQQFg13HvPzpR94BaNj6qdQEmZ+78bUboHEctLLzS3/ifixxuKaMa1Uaplnm2ESRMu846XyzbGbCgjKruBKol28m4bLlzFy0Ws5MFIa3t605hz/5RAKjIqJYt7wbPYE9KZBqD8PcnbpOkv1G9H2vNWK9e3CPcghuFaWjo7kiIed1Tcx2ykaypiv39FEozaKZUGUADwI4zlmCFVPscNL+3JXUYuooRR/pr6G4teVQrtmr39rvffDL+9ILVFYFf0Gu95pgYzeutX8sewJU1T0wWI7snAO46aqFvvAsH2vFfLx5xpL9y2VT9Mqq1qD8aDT1/g7Lbq4a6sXFFf03u1YpiKyiOj+frvikKyK6/1cyyvKVcNWdUne9bU5XIjTpds83UAGAsm8eyRZ1QFApU536+cdqf8JJLLsEll1xSj7EwMXjj6xbjtDXzKgJcMi+onlGl4u8q0l+VaqfiTwJT6dW4cKAdH7jqVOfv3bHX4p4qmymVSmX8+rmDOP3k+XWr3VkWcywdaQPj2QIKxVKsYL1aoGo7UNo25OmkHlvKvHheR9VsMi08xjPVnQujiCPb8faLrZ/097k9wwCAkwaDWw8Zum1kUSxZDc2oetpETTNQlQMWWih6a9ga7PQSAl2rew+NY9uWcLUD9VJtROaXjI9qXYDR8SuGuisWELRIjK5RVaV/15BRdYyDyJ02aM4VDerrnFGtFbp/J3NF2803IFBNGKqQ05ecYE5kyZzrdmKyKLJp83rSeGWfrQZxa1Qrpe0A8Pm/ODcyM3LmyfMDjYYmskWMjOc8PXxl6H6Ka1h44xWnxDpuugz2pPCLp/YD8C6GDWd+9D8/6DznCq7/AQV+jWxPI95f2iBbPL/T009bvlY0aUw9Ti/VQtFyMqr2OPWA5x09j6rN051tZtXnIF0nfzw4Zmf3a5DAx0FWzVTrPy4yqn3tnp8POc6/6YTu2RCoR/a3VjOlmSCqRvX8LSfh/C2194ttS9qBaiM2b0WNakQ5AiArYjRomlp7japz/XS0hW/+Ak6pliT97UibYo6Yibr6ZjP3P+EcQ9fUwCwsta6p2qBYuOxWt1WXj48D3TBT3eGRb7hlC2vJqLrS32f3DGM8W8AZJ8+f0himQ2dbAqMTttQpznmjh3NUaydNtSeo+X1tsRckn3jPGVWPoQXFWCY/rYkujutvvTOq9J5HRrIY7E2HqhIMXRNW7o3NqJL6QJ32jrgcFAXVqNa7ljEucoBx5oYFoceR82ojammTjvFRzdJfx3F0zZKeit/RwjhqYTFd11/q9zmTNaq1Qs+NXKHk1EFK0l8po2o4C6ZS2V40+aW/mcmiCA4He1N46iW7jQgtquTrQjaQqrZAf/uFazz/TfdZZrKA0fE85i8OzpqZQvrbnA2eMHaetQyPPXsAQ4PtOEdq/UVBqD8AovOcL5SEeRGdv4ZlVKW1RJSrqtckyf13X1cK+49MiJY6utjUqLzWp2KoEz4eR4aeLeCkeR11Pz+yYV61DWn6XP4MMLWoSUsZ1SBH3KmwZnEP1i3trbrGm0mSETWqU4XmgFodf+NgK/y0iky4H9oAI0f0yVpdf53PUHXzxWlPReaQ7WkDKxZ148VXR+oubW9FWudKZqaFoii4/rINWHVStNx18bwOvO2Nq7BlXXQbDdr9rEX/Twuaqd44NGHP603XZshk2hlVy7Lw2DMHoGsqTpWMpmaKzjYToxN5uyYnxnmjY6IWyZqmoFiCaFUShzgPZmF5Xraq7gpH0YyMqvwQ2LC8L/J9xxxjrcb2UbU/e09nctrZDTnzE1Sj2jTXX90Nxk+LuLc6pX6Z9WaqtVd2E/jXY/G8ysy72xMyokZVurZr2bjr7kjg+T3Ddg9SxzHXjxmwGdEM6Nzm8iWUJMMewN14NA0Nuu5Kf4HK50S+UBLfvSzlbQvIqE6nLpeeNROTBTujGtI6zN0IaJ3sEmB7TFwQYAbkSmf9GVWnF3WhJOayZtWo+pGfN/Jxa5b04KGfvQzA3ihwFUSVr0V/V495Wn72Vgs0poKsmqnankZXkUroFdfn5tUDeNefrMcpqwbw6sExAPVpTQMAp64ZbMr6J4p00m7Ps2igvfrBMRGy2QY8EzvSJu779J9UbVUlb9RrqipakcXuo+pcP9VqkzVNRbFs940HgM60ia3r5mFrlXX8XKG527hMXfmTs5dVmIX40TQV175pfdUbg3Zta6mdcjOqUwtUKWCqJZsK2JOEZdmtYZ544RA2ruhrihyiQwpU4yzUabc1KrAkmdSCmPWpcZEXC9OR/rqN2qPqK6SMah1kOoriLnrWLwsPVE1DyqjOgJnSdGW/ABmN2P+mRZscmDXioRwHulZPXTMYmZ2mWsFGSX8VZWqvvX5ZX+BCkOaJqIWFx/W3hvlw8fwOHDqWxdHjk6GmK6I9TZNMsgi61ibzRZEBI9yaNzsrVihaovm86suoAm6gIAeqaV+NKjA9sxe3PUUe2Yg+ya70d3Ysdei8V9aoOtLffKnSTKlhNarePq5hhM3v65f1iuvE0DQx7qAMmF7XjKr7+lG1rFOlqz0hAphq6rGkqWHRYHuleZSm4i3bVyFhaOL+qme2sdUwdBX/8PGLsG0KEt8wxOZXg56JWkg3Bhmav+25URElaLXWqFaXs9sZ1VFnPVOvTY3ZAmdUmUBEHUyDa1Q9f29SoBq/PhVwFzz5QgnHRiexMcQNsNF0pu1AVdfUWJOn2GGOWCRTYBLXSCkuHmlfPdrTxJT+1iOjCtgPhmKpjA0rojOq1KqokRsXlLXprUMtlG3KZSsEKLj2tqdpjoTRrqEBzt0c3Q7m9acsxFgmX5eg3U/K1GEaWl1r8uJkVIOcmOOweJ694fb8H4ZDJYJGi2RURY1qvhTansY0bLfXYqksWiW4xj6VztTzeqWMqnD9nVp22o+uqTANTfQiD8+ohstNWxEh/fXNV3JGlZ4JwpyoQYFqypTnnajyFEn6K0ms1y3t8/zcfd5Vvhb9XT0CVfnZ24hAVVMVdHckMDyaqyr9vf6yDVXNuWien+sSznqX37SLjGrzZP00fydMr2w7bt0sybOrBapUoypnVE8kOFBlAhFujjUsJigzN9XaiHm9aaxd0oPTa6wvpTHmCiVMTBab5oLW2WZiPJNHOmnE2sGPJf1tVEY1YCE6FeJIf1VVcdorWLF3GuO8b3d7IlLaZS+qrarjmy4iUK1TcEZuxTRmVaVFntUw45RqDPak8c2PXuAJPoKY15vGtW9a35AxJEyt7i0XTlsziOHRydg1qrXIVRfPt6XGB4czFf1bxeu1TEbVMUNypGtywJH2tacB3H6B/hpVwA0U5NrxdED2Y7pOx51pA48/ewAA6ub622zoPPo3e+k85/Il8VkaLf3VNFU4bcfZTLXH6f67uyOBRQNteO3whKgTB4KD3s60CU1VptUqjZAzzPV+bhI9nUkMj+aqrjWGQoz+ZKKMhphwgureZxpaO6USurdWO2ZNPN3nVRWOmt1HmTbe690buNXhQJUJhG7+mqS/yellVJMJHV/6y/Nq/jtajBwfz6Nctpq2M9nZZqJs2S69cVwmq7n+Au4iYF4NNapxkCfV6QT2cdrTAHZQXsqX6rb72ZY0sGKoOzJwk6/dRmZUjTpKfwEnGMr6eocaqnBabRb1zurXStLXS7MebFjRH9qPkdCcjYJiqVzTfDi/r00YKoVmVFskUKVrjXbsZQnnqasHcfXOtVixqAtPv3QUACrcLT2BqvPv/u4UVMVuRUP3n5zZnG7v2A9edRp2PfJ7PPvKMJbMDy4Xoetl1mRUSfrrz6iqbkbVn8VuZMeqZMJ22o4q2ZBdfP2Kj/XL+uxAVVfFdxCkCjl70yIsW9gV29k+CioNKZbKDcmoAtSi5nhdeli6RkMcqNZCOkWO7c3LqJ65YT4+9q7XYV5vekqmkW0xa1TtvvdljDvS3xPtWuFAlQlEBKozKP2dKpR5En01mxioErEyqqJGNWIRoNnZyGrtZmpF3vmeThA32JPG0gWdWL4oWq6taypyKNWlRhUAPv6eM6pO1rJsvZE1qr2dSbz+lAXYsrY+Bha0AE36THwKxehevnOdHWcuwSmrBpry3gnDbkpfSz2gpioYGmzHK/tGQ2tUFUVBV7spGsw3C5FRnaSMqnTvJHS8/YI1zs/dgAlwN9K8gaorp+7rTmE8UwgMaKe76bBp9QA2rY6+HlolYx0Xypb6AyDRnkba7KNncyNVFqmEjtGJfOQGY5iZEmDXqT782B/t9jTOcUHSXyOgx/F0MHQFQP2fmwRtStZDvaVpKno7k1hQ583ouU57snFmSnFJmjrO2riwYhxx5fj93SmcvLwPJy/vjTxOU1WUSmWMORuJHXXY0JlNcKDKBKIJw4YapL/OxDHjgarRKoGqu9iMZabkLPqqSX8He9N1n4w9rp7TCFTbUgb+9pZtVY+jBVi9MhsnBTi4hr0n0FjXX11T8dH/dnrdXo8WoP5A1WpuQrXpbF49iM1Nem/T0IApBASL53XilX2jkSqPL//leaHS1Zki4Zf+hsw39DyYzNstd0SJiB4sjx7sScMqT0h/Xx8zpbgkZpn0N9xMSak4xt3obGygKr9XEIoSXtqxadUg0kkd8/vbxHcf1Ee13uhO8NeoIGawNwWjDu3IiL/7m20nRD/MeuK2p2mNe1sPuEerYRoaPv++c6q/tmaXMY1l8tA1paEb760I3xlMIKKvWQ0Z1XM2LYTagOxfNSoC1TrIcabCVDOq0Y6jOno667+I9ZopNX4a0GdwkULIGZtG9lGtNxQMJAx3zKahCQMbZuaxTZxq/zuqU42SCDZbUg24GznjIlAN/rAGmfoI6W9ARlVapJ22ZhB7D425vwuQCDeS2Sb9XbqwE+dvGcLJvrZbsgJG92WxG1WjCribZdWCYU1TUSqXKq6bgZ4U/vXTb4KiKBgZywGYme9C11Qs6K9fKxQ/bz5nObasmVe3IOlEk3LWg0b2UZ0KnoxqnYNnTVNQyJUwlsmjPW02zauiWcye1Rszo0wlo9rVnsDOs5Y2aETh0A5+8zOqcqBanxrV971tU0N2WjVPRrXx50s4VM7g7qe8EJ5NO5AkV0wmvG6zhWKpWUM64UmY0wtU21Kt/ailzb5qGVX6OTW2j2pPAwB/esFqz9/Xy/U3LiT/ny3S31RCx1+/c0vFz+XNTN33bG52RpXGlC8EH0eLanezsvHfxTmbF2HlUHRP+emQThpYWaVnPdNYGtlHdSrQfako9Xfi1jUVxbKF8UzhhNzUaO2nJ9M0plKj2izICOSYE6g200yJqM31N/zYan1xp8rMZ1TDe+g1CrnP4GxZqALuAl52Kk4YGiZb5IF8IjLVoGqpU3fX6u0EVFWBaWiumVJYoKq7tZL2cU7QJJ2fqE06lv5ODW8LGK8pUaPa0wCuEqWaCZ6oP41hujQT7UTee/nGhr8H01xERnUGNj7ioGnV13NTfm1VQalUxvGJXF0Mx2YbHKgygQT1x2tVWiWjmjA14fJZm5nSzMs4NCmba86QFEt+35mAgouUWd/em42Grh25rtbU1ZapxTkRmWpQNb+vDbe++3ScsrI5vZ1rIWFo2HdkHED4BiUFfDlRo6p6fg5Eb9LV00wpDrNN+huGR/qruiZKhq42VPobN6NK83rURqQbYM/u74JpDVqhj6qMEeMemCpUozoylqur6dhsgQNVJhC6+Wdi13u6uDWqdg1MPSzjp4KiKOhsM3H0+GQ8M6UGN2yPghY7qYQ+I0HcTBppiPekOusGGik1ApFRle6909YOihovZuY5ff085KfounzmhgV1Hk1jSCY07D00jv6uJDaFuCtTsDHpa08j90qODFTlPqozoNYhk6fZpKgIIiijCtifq5EbnVQyUe0ZRfN61IYAvQYHqkw9IC+SVlFL0Jq5EZvxmkYZ1Tw2r2qu8V4zmF0rOGbGEBnV2SD9dRb0I2OTIqvZLGoJVJubUbXfsx72+nFoRkaVrt1UovU3W2TcjKo77svfsLJZw2EAXLltVbOH0HDoervprZtCN/voPnbb07hzl2moyOZKLZZRnT3KoCi8NarSOdS1lqhRVWNsutr9TZWWyYAxs5uEqUFTW+d6os3/RmVUJ/NFTGQL6O7gQJVhAEg1qrNgJ5pq+YolC51tzb2kqX4gzi6fHqM9TaOg73emLPH1BspiwqBsymzLqCYMze472CI7xcyJwcnL+7FxRT9OXz8/9BgRqPpcf+3faQCiA1VNU6EqABRlRjJrQvrbIovZqeI9z97saiMFMamYNap6zGyprnEJA1MfFEVBe9pomU0okVFtUI3qMUdR1d2RrPvrtzrTXsHdfvvt+OUvfwnTNJFOp3Hrrbdi40YuZJ/tuE3FW2MSiELX7Ie1ZTWvPpWgXqq1uf7O/IPbzajOzPmixWszXH9nW3+6VEJveZdYZu7xvrduqnqMIaS/To2qFMDQ78wqc5+ua5ipaUCYKbXIYnaqhGVUG12j2tlmQikFhSAAACAASURBVFWVqiVAWkzFjKapTdmYZeYm73vrZizsb357L6Cxm/G6poo+6j2cUa2d8847Dx/72MdgGAb+8z//Ex/60IfwH//xH/UYG9NEDC3eoqMVUBT7QTqZLzWthyohMqp16qPaKJqXUZ1BMyXn2p1NrWkAW+Z71sbZUdfInFgYvhpVWXZKMttqxkWGPnPBCo13TtWoSnNob2eyoVLAbVtPwrKFXVU3NHVNidWWY6A7hYGedD2HyJzAtNJzMu5mzdRe272vWPo7BbZt2yb+vXnzZhw4cADlchlqi1hGM1ODbrbZUKMK2JnfyXypBTKq8QNVuX3KTEMLihkLVPXG7TaGQdducpZJfwd6UhjoSTV7GAxTgb9G1Z/dk/8/DGMGHaxd6e/seI6FIS9+5Tn04+8+vaEqlaSpY+3S3qrHaWo8KfeXP3DejBrqMcxMQfdlI+Ya+TU5UJ0m3/3ud3H++edzkDoHoJtuNmRUAadOdaIVpL9TyKg2sUZ1psyUjAbuNoa+J5kSzTIzJYZpVSprVCXprxbPYVfXVCRmaAN0oDuFNYt7sHKoa0ber1GEZVTbW6Q/r6apsTYhZ0MXAYaZCo2U/sr3f3c7B6oVXHHFFdi3b1/g737xi19Acx5Ou3fvxve//31897vfre8ImaYgzJRmS0bVCaibHagO9qahKEBHjKbMzQxUSUoyUxlVtz1NM6S/syujyjCtCt3HgYEqOexW2YwydHXGvA+SCR1f/sB5M/JejUQ+z61osqZralO8FhimVaB7tBH3J60V21LGrPCNqTdVV3C7du2q+iIPP/ww7rzzTvzjP/4j+vtbv7E5U53XrZ+P4dFJ9HbODocxcv5tb3Kg+rp18/B3t2zDYIw6HJLDNuMBL2pUZ7w9TTOkvyfexM4wjYDuY9dMaWrS39mi1GkVPOe5BQPVuNJfhpmriIxqAxIPdP+fiNlUoA7S3//8z//E5z73Odx7770YGhqqx5iYFmBebxrXvml9s4cRG5IUNdtMSVEULJ7fGetYXTSInvmMasLQYBoa+rpmphbSrVGdQenvDBtGMcxch+7jsUwegF/6G69n6UxmVOcKHumv3no1nq3Uz5JhmkEjzZRorXgi1qcCdQhUP/rRj8IwDPzlX/6l+Nk//uM/oqenZ7ovzTCxEYFqkzOqtUALu2aYKZmGhrv/ZtuMBapGEzKqtBiebX1UGaZVSSV0LJnfgT8cGAPgDaDofqtWLrJ17TyhgGHi0erSX437ozInOK6ZUiNqVO1760RsTQPUIVB99NFH6zEOhpkW5iwMVFU1nqV/o5jfN3P9x/Rm1Kg610SKzZQYpi5oqoIv/eV5uPehZ/DcK8Oe+TauauLqnesaOsa5iNf1t/UCQlv6yxlV5sRF54xqw+BUAzMnoB362RSoKopd19OMjOpM04wa1cGeFN59yXqcuaF1eq0xzGwnldBx81s2Vfx8rvQsbUWCJNatxJIFnS0ZQDPMTEFrm0ZsxosaVQ5UGWb2QnKzthkyB6oX65b2YtmC2d06IQ6N7DEWhqIouHLbqhl7P4Y5kSGDpGo1qkzteKW/rbexeQ1nyZkTnEZuxtP6qadjdpib1pvZtapnmBBmY40qAHzmprObPYQZgRavvOvOMHMT0YKqBQOp2Y68+OU5lGFaD6ojbcT9Sa99omZUecZj5gSzsUb1RMJoosMxwzCNJ2lqSJoaFIXv8XojtzBjaTXDtB6N7OJA9f/cnoZhZjFJx9m12e1pmGAWDrSjq91ER9ps9lAYhmkAl5yzHKesGmj2MOYkZLxnWc0z32MYJhxNa5xh5Ckr+7HzrKVYtjBe68O5BgeqzJxg+9aT0N+d5P58Lcqpawbxndt3NnsYDMM0iP7uFPq7Z6bd1YmIpiooliyRXWEYpnVoZEa1tzOJm99aaWB3osCBKjMnWNDfhgX9M9duhWEYhmFmCk1TUSyVuEaVYVoQui/5/qw/fEYZhmEYhmFaGJL88kKYYVoPDlQbB59RhmEYhmGYFoYDVYZpXdz7k2vI6w3PeAzDMAzDMC2M2/6CF8IM02q4fVQ5rKo3fEYZhmEYhmFaGDJp4Ywqw7Qe4v5kV+66wzMewzAMwzBMC0PSQs7YMEzrwRnVxsFnlGEYhmEYpoXRVBWqwn1UGaYVcc2U+P6sNxyoMgzDMAzDtDCaprDsl2FaFE1jxUOj4DPKMAzDMAzTwmiqAl3nJRvDtCIio8qKh7qjT/cFvva1r+EHP/gBNE2DZVm48cYb8aY3vakeY2MYhmEYhjnh0VRVOP8yDNNacA1545h2oHr11VfjpptuAgAcPHgQO3fuxNlnn42urq5pD45hGIZhGOZER9MUGDpnaximFenrSuHczYtw8vK+Zg9lzjHtQLWjo0P8O5PJQFEUlMvl6b4swzAMwzAMA0f6y9kahmlJDF3Fh6/Z2uxhzEmmHagCwH333Ydvf/vbOHDgAD772c+ip6enHi/LMAzDMAxzwqNpKssKGYY54agaqF5xxRXYt29f4O9+8YtfQNM0vOMd78A73vEOvPDCC7jllltw1llncbDKMAzDMAxTBzijyjDMiUjVQHXXrl2xX2zNmjUYHBzEY489hh07dkxrYAzDMAzDMAwFqlyjyjDMicW0t+deeukl8e9XX30Vzz33HFauXDndl2UYhmEYhmEAzO9rw/y+tmYPg2EYZkaZdo3qXXfdhd///vfQdR2apuHjH/84VqxYUY+xMQzDMAzDnPDc/NZNzR4CwzDMjDPtQPWrX/1qPcbBMAzDMAzDMAzDMADqIP1lGIZhGIZhGIZhmHrCgSrDMAzDMAzDMAzTUnCgyjAMwzAMwzAMw7QUHKgyDMMwDMMwDMMwLQUHqgzDMAzDMAzDMExLMW3X3+lSKpUAAAcOHGjySBiGYRiGYRiGYZh6Q7EexX5xaHqgevjwYQDAn/3ZnzV5JAzDMAzDMAzDMEyjOHz4MJYsWRLrWMWyLKvB44lkcnISTz/9NAYGBqBpWjOHwjAMwzAMwzAMw9SZUqmEw4cPY8OGDUgmk7H+pumBKsMwDMMwDMMwDMPIsJkSwzAMwzAMwzAM01JwoMowDMMwDMMwDMO0FByoMgzDMAzDMAzDMC0FB6oMwzAMwzAMwzBMS8GBKsMwDMMwDMMwDNNScKDKMAzDMAzDMAzDtBQcqDIMwzAMwzAMwzAtBQeqVXjllVfw9re/HTt27MDb3/527Nmzp9lDYuYoX/jCF7B9+3asWbMGv/vd78TPo65Bvj6ZenPs2DHccMMN2LFjB9785jfjL/7iLzA8PAwA+O1vf4tLL70UO3bswHve8x4cPXpU/F3U7xhmqtx888249NJLcfnll+Od73wnnnvuOQA8LzLN4e/+7u88z2ieE5mZZvv27bj44otx2WWX4bLLLsNPf/pTAHP4WrSYSK655hrr/vvvtyzLsu6//37rmmuuafKImLnK448/bu3bt8/atm2b9cILL4ifR12DfH0y9ebYsWPWo48+Kv7785//vPXRj37UKpfL1gUXXGA9/vjjlmVZ1t1332195CMfsSzLivwdw0yH0dFR8e+HH37Yuvzyyy3L4nmRmXmefvpp67rrrrPOP/9864UXXuA5kWkK/jWiZUVfb7P9WuSMagRHjx7Fs88+i0suuQQAcMkll+DZZ58V2QWGqSdbt27FggULPD+Lugb5+mQaQXd3N8444wzx35s3b8a+ffvw1FNPIZFIYOvWrQCAq666Cj/84Q8BIPJ3DDMdOjo6xL/Hx8ehKArPi8yMk8/ncccdd+C2226DoigAouc9nhOZmWQuX4t6swfQyuzfvx/z5s2DpmkAAE3TMDg4iP3796O3t7fJo2NOBKKuQcuy+PpkGkq5XMZ9992H7du3Y//+/Vi4cKH4XW9vL8rlMkZGRiJ/193d3YyhM3OIW2+9FT//+c9hWRbuuecenheZGeerX/0qLr30Upx00kniZzwnMs3illtugWVZ2LJlC/7qr/5qTl+LnFFlGIZhAvnUpz6FdDqNq6++utlDYU5gPvOZz+AnP/kJPvShD+GLX/xis4fDnGA8+eSTeOqpp/DOd76z2UNhGHz3u9/Fgw8+iO9973uwLAt33HFHs4fUUDhQjWDBggU4ePAgSqUSAKBUKuHQoUMV8kyGaRRR1yBfn0wj+cIXvoA//OEP+MpXvgJVVbFgwQLs27dP/H54eBiKoqC7uzvydwxTLy6//HL86le/wvz583leZGaMxx9/HC+//DLe+MY3Yvv27Thw4ACuu+46/OEPf+A5kZlxaC4zTRPvfOc78cQTT8zp5zMHqhH09fVh3bp1eOihhwAADz30ENatW8fyIWbGiLoG+fpkGsWdd96Jp59+GnfffTdM0wQAbNiwAZOTk/j1r38NAPjXf/1X7Ny5s+rvGGaqTExMYP/+/eK/f/zjH6Orq4vnRWZGee9734uf/exn+PGPf4wf//jHmD9/Pr71rW/h+uuv5zmRmVEymQzGxsYAAJZl4Qc/+AHWrVs3p5/PimVZVrMH0cq89NJL+MhHPoLR0VF0dnbiC1/4ApYvX97sYTFzkE9/+tP493//dxw5cgQ9PT3o7u7G7t27I69Bvj6ZevPiiy/ikksuwdKlS5FMJgEAQ0NDuPvuu/HEE0/gtttuQy6Xw6JFi/ClL30J/f39ABD5O4aZCkeOHMHNN9+MbDYLVVXR1dWF//7f/ztOPvlknheZprF9+3Z8/etfx+rVq3lOZGaUV199Fe9///tRKpVQLpexYsUKfPzjH8fg4OCcvRY5UGUYhmEYhmEYhmFaCpb+MgzDMAzDMAzDMC0FB6oMwzAMwzAMwzBMS8GBKsMwDMMwDMMwDNNScKDKMAzDMAzDMAzDtBQcqDIMM2tYs2YNNm/ejDvvvLPZQ2EYhmEazLXXXouNGzfiHe94R7OHwjBME+BAlWGYunPbbbfh7rvvbshrP/DAA/jQhz4U+vuRkRG8733vw+bNm7Ft2zZ8//vfDz32O9/5Dq688kps2LABH/nIRwKP2b17N3bu3InNmzfjggsuEL3IqlHPccQZZ73GUu3YVhrLLbfcgnPOOQennXYaduzYgX/7t39ryjiuueYabNy4EaeeeipOPfVU7NixoyHjiDo+n8/jYx/7GLZt24ZTTz0Vl19+OR555JHY46jnWIDpfTe1jqXasXv37sUNN9yA173udTj77LNxxx13oFgs1n0cQPX7g64R+t+6devwqU99qu5jqXbsSy+9hGuvvRZbtmzBhRdeiIcffjjWGBoxFmLPnj3YuHEjbrnlFvGzf/qnf8Ltt99e09gYhpk76M0eAMMwc48nnngCt956a1Pe+4477oBhGPj5z3+O5557DjfeeCPWrl2LVatWVRw7ODiIm2++GT/96U+Ry+Uqfv/zn/8cX/7yl3HnnXfilFNOweHDh5syjmq/r+dYqh3bSmO58cYb8dnPfhamaYqFNzU/n8lxAMD/+B//A29729saej6ijl+0aBEWLFiAf/7nf8bChQvxyCOP4IMf/CC+//3vY2hoaEbHsmrVqml9N7WOpdqxt99+O/r6+vCzn/0Mo6OjeM973oN/+Zd/wbXXXlv3c1Lt/njyySfFvzOZDM4++2xcfPHFM3pOisUibr75Zlx11VW499578dhjj+Gmm27Crl27sGzZshkdi/+4jRs3xnp/hmFODDijyjBMXSiXy/j7v/97bN++Hb/73e/wV3/1V7j33ntndAyZTAb//u//jg984ANoa2vD1q1bsX37djzwwAOBx1900UW44IIL0N3dHfj7v/3bv8XNN9+MzZs3Q1VVzJs3D/PmzZvxcVT7fb3GEufYVhrLqlWrYJomAEBRFCiKgj/+8Y8zPo6pUutrRx2fTqfx/ve/H0NDQ1BVFdu2bcPQ0BCeeeaZGR8LMPXvptaxxDl279692LlzJxKJBAYGBnDOOefg97//fd3PCVDb/fF//s//QW9vL7Zu3VrXsVQ79uWXX8ahQ4fwrne9C5qm4ayzzsJpp50W+5puxP2ze/dudHR04Kyzzoo1BoZhTgw4UGUYpi584xvfwCOPPIJbb70VS5cuxde//nV88YtfxP79+yuOvfHGG7F169bA/914441THsOePXugqqonK7B27dpYi1I/pVIJTz/9NI4dO4YLL7wQ5513Hu644w5MTk7O6DimSy1jafS4GzGWT37yk9i0aRN27tyJgYEBvOENb2jKOP7n//yfOOOMM3DVVVfhV7/6VdUx1DqOWo8/cuQI9uzZg5UrVzZtLFP5bmodS5xjr732WuzevRvZbBYHDx7ET3/6U5x77rl1HcdU2LVrFy6//HIoilLXsVQ71rKsir+xLAsvvvhirHHX+/sZHx/HXXfdNaVSAoZh5jYs/WUYZtqMj4/jG9/4Bh566CE88sgjWL9+PU455RQsWLAAL7/8MhYsWOA5/hvf+EZDxpHJZNDR0eH5WUdHByYmJmp+rSNHjqBQKOCHP/whvvvd70LXddx888342te+FlkjW+9xTJdaxtLocTdiLJ/85CfxiU98Ak8++SQee+wxkcWbyXHccsstWLFiBUzTxO7du/Hnf/7neOCBB7B48eK6jaOW4wuFAm655RZcccUVWLFiReQYGjmWqXw3tY4lzrGnn346/u3f/g1btmxBqVTCFVdcgQsuuKCu46iVffv24fHHH8dnPvOZWMfX85wsX74cvb29uOeee/Cud70Lv/rVr/D444/jjDPOmPGxAMBXvvIVvOUtb6l4TjAMw3BGlWGYafPoo49i6dKlGBoawvPPP49169ahXC7j+PHj6Ovrm7FxpNNpjI+Pe342Pj6Otra2ml8rmUwCsI1yBgcH0dvbi3e/+92xDGrqOY5aePDBB4VJy/XXX1/zWOo57pkci6Zp2Lp1Kw4cOID77ruv6tjqPY5Nmzahvb0dpmniiiuuwGmnndaQ6yTO8eVyGR/+8IdhGAY+8YlPhL63//tpxFiA2r+bWl47zrHlchnXXXcdLrzwQvz2t7/Fo48+iuPHj+NLX/pSxWtN95zUwv33348tW7bgpJNOinV8Pc+JYRi4++678cgjj+Ccc87Bvffei4svvjiwrKHR9/Fzzz2HX/7yl3jXu95V5QwwDHMiwhlVhmGmzZEjR9DV1QXAXnjs2LEDjz/+ODo6OrBmzZqK46+//nr85je/CXytLVu24J577pnSOJYuXYpSqYQ9e/Zg6dKlAIDnn38+tvxRpqurC/Pnz48ly2vkOGrh0ksvxaWXXjrlsdRz3M0YS6lUilUH2ehxKIoSKK+c7mtXO96yLNx66604cuQI/v7v/x6GYYS+t//7yWQydR2Ln7jfTa2vXe3YkZER7N+/H1dffTVM04RpmnjLW96Cr3zlK/jwhz9c13NSCw888ABuuOGG2MfX+5pdu3YtvvOd74j/vuqqq3D55ZdXvFaj7+Nf/epXeO2117Bt2zYA7jm/4oorsGvXrngnh2GYOQtnVBmGmTbLly/HM888g1dffRUvvvgiurq68KlPfQp/8zd/Exjo3XPPPXjyyScD/zfVIBWwd+8vvPBC3HXXXchkMvjNb36DH/3oR7jssssCjy8Wi8jlciiXyyiVSsjlcp62FVdeeSX++Z//GUePHsXx48fx7W9/G+eff/6Mj6Pa7+s1ljjHtspYjh49it27d2NiYgKlUgk//elPsXv3bpx55pkzOo7R0VHh8FosFvHggw/i17/+Nc4555y6jiPO8bfddhteeuklfP3rXxeKgLjUcyzT+W5qHUu1Y3t7ezE0NIT77rsPxWIRo6Oj2LVrV+AG2nTPCRDv/njiiSdw8ODB2G6/9T4ngB0s5nI5ZLNZfOtb38KhQ4dw5ZVXzvhY3v72t+Phhx/G/fffj/vvvx9XXXUVzj//fHzrW9+KfW4YhpnDWAzDMNOkXC5bn/vc56ytW7daa9assS666CJr165ddX+f1atXW3v27Ik85tixY9ZNN91kbdq0yXrDG95gPfjgg+J31113nfW1r31N/Pddd91lrV692vO/u+66S/w+n89bt912m7Vlyxbr9a9/vfWpT33KmpycjDXWqHH4x1JtHNV+P52x+M9JtXG3yliOHj1q/dmf/Zm1ZcsW69RTT7UuueQS63/9r/9Vl3H4x1JtHFdeeaW1efNma8uWLdbb3vY262c/+1lDxhF1/N69e63Vq1dbGzZssDZv3iz+98ADD8z4WKb73VQbS63X7LPPPmtdffXV1tatW63TTz/dev/7328dOXKkIeckzv3xiU98wrrllltin4s4Y6n1nHz+85+3tm7dam3evNm67rrrqs6rjRyLzF133WX99V//tedn3/ve96yrrrqqpvExDDM3UCwrhj6JYRgmBrt378b//t//u2G74Rs3boRpmrjmmmvwwQ9+sCHvwTAMw7QG7373u/Hb3/4Wp5xyCr797W83ezgMw8wwXKPKMEzdeOWVV2I3jJ8KTz31VMNem2EYhmktZroXN8MwrQXXqDIMUzcaHagyDMMwDMMwJwYs/WUYhmEYhmEYhmFaiqZLfycnJ/H0009jYGAAmqY1ezgMwzAMwzAMwzBMHSn9/+y9abQkZ3km+GRGRK53q71KJSEkIUBCxqItwNMe6G48PvSxjwe7p2eOZ3D3acZm3AO2GXy6+/hg+7QXvEgNlk3bbWzANrKwWI0QCCSECu1rqUpLqRaVaq+6t+5+b66xx/z44v3ii8iIyMybkffmvfU9f2q5NyMjIyO+733f53mf13EwPz+PW265pWdn+g1PVI8cOYIPfvCDG30aEhISEhISEhISEhISEkPEl770Jdx22209/e6GJ6q7du0CwE567969G3w2EhISEhISEhISEhISElni8uXL+OAHP8hzv16w4YkqyX337t2Lq6++eoPPRkJCQkJCQkJCQkJCQmIY6KfVU7r+SkhISEhISEhISEhISIwUZKIqISEhISEhISEhISEhMVKQiaqEhISEhISEhISEhITESEEmqhISEhISEhISEhISEhIjBZmoSkhISEhISEhISEhISIwUZKIqIZGAZtvCvY++Ds/zNvpUJCQkJCQkYjG90JD7lISExJaETFQlJBLw/LFZfOG+V3FpvrHRpyIhISEhIdGB6YUGfuWPH8bRM0sbfSoSEhISmUMmqhISCbBtFwDgOLJSLSEhISExeqg3TQBArWls8JlISEhIZA+ZqEpIJMBx/UTVlYmqhISEhMTowd+m+J8SEhISWwkyUZWQSAAlqI6MACQkJCQkRhCuJ/cpCQmJrQuZqEpIJMB22MbvSkZVQkJCQmIE4fKCqtynJCQkth5koiohkQAZAEhISEhIjDI4oyq9FCQkJLYgZKIqIZEA25GJqoSEhITE6EIWVCUkJLYyZKIqIZEA6vlxZaVaQkJCQmIEQYyqK3tUJSQktiBkoiohkQBHMqoSEhISEiMMyahKSEhsZchEVUIiAdL1V0JCQkJilCETVQkJia0MmahKSCTAceQcVQkJCQmJ0YU0U5KQkNjKkImqhEQCpJmShISEhMQogwQ/UvkjISGxFSETVQmJBHAzJZmoSkhISEiMIGh/StqnbMfFJ/7Hk3j19OJ6npaEhIREJlCzOtBHPvIRXLx4Efl8HpVKBb/zO7+Dm266KavDS0isO6SZkoSEhITEKMPx0vepRsvCK6cW8Nr5Zbzt+h3reWoSEhISAyOzRPX222/H+Pg4AOAHP/gBPvGJT+Cb3/xmVoeXkFh3OK60/ZeQkJCQGF14XRJV2/daoD8lJCQkNhMyk/5SkgoAjUYDuVwuq0NLSGwIaGOXJhUSEhISEqOIXqS/gFQGSUhIbE5kxqgCwG/91m/hySefhOd5+PznP5/loSUk1h3S9l9CQkJCYpTRbZ/ijKotGVUJCYnNh0zNlP7wD/8QjzzyCD7+8Y/jjjvuyPLQEhLrDlmJlpCQkJAYZfDxNAktKuReL6W/EhISmxFDcf39uZ/7OTz77LNYXl4exuEl+kSjZeLJl6c3+jQ2HRw3PQCQkJCQkJDYSHDpb0KLCjGptmxhkZCQ2ITIJFFtNpuYmZnh/z5w4AAmJycxNTWVxeElBsQjhy7iT774PFYbxkafyqYC9aaudTyN43q4855DODdTy/K0JCQkJCQkAPQu/XUkoyohIbEJkUmParvdxsc+9jG0223k83lMTk7is5/9rDRUGhG0DRsA0NQtTI4VN/hsRhuPH76E4+eX8OEP/AhsdzAzpVrDwIGDF/Cmq6dw7b6JLE9TQkJCQkKi63gay09QLZmoSkhIbEJkkqju3LkTX/3qV7M4lMQQYFgOAKCt2xt8JqOPp16ZxpFTi/jwB36ES6moB6hf2I6UDktISEhIDA+0vST2qNrSvV5CQmLzYig9qhKjBcP0E1VDJqrdsFw3eOWZM6prlv76lWzptighISEhMQTIOaoSEhJbGTJRvQJg+oyq7iesEslYqRsd81PXWol25HgbCQkJCYkhoquZkkxUJSQkNjFkonoFQEp/e8dKXQ+kUm74z37hyABBQkJCQmKIcLsxqrYsmEpISGxeZNKjKjHaMC2WKLWk9DcVpuWg6SfzruvxHtNBXH8BOWhdQkJCQmI4cLuMUbNlC4qEhMQmhmRUrwCQ9Ff2qKZjpR6M73Fct6vtfzdw6bCsZEtISEhIDAFdx9PYcjyNhITE5oVMVK8AkJmSbspENQ0rwpxZy3aDXtUBzZSk9FdCQkJCYhjoNp4m6FGVBVMJCYnNB5moXgGQPaq9Ybmm87/bjheYIa0x0aTAQAYIEhISEhLDADdT6jJHVRZMJSQkNiNkonoFwJDS356wLEh/bcflCepalbvugImuhISEhIREGrolqmSmJBNVCQmJzQiZqF4B4D2qUvqbClH6aztuBoyqb2IhAwQJCQkJiSGA8tNu0t+1jlmTkJCQ2EjIRPUKgJT+9oaw9Ncd2AwpSHRlgCAhISEhfi1vlAAAIABJREFUkT08L72gKgumEhISmxkyUR1RTM830GxbmRxLuv72hhCjKpgprXk8jewNkpCQkJAYIrq6/jrS9VdCQmLzQiaqI4rf/Msn8M1HXs/kWDJR7Q3LNVH6K5gpDTpHVQYIEhISEhJDQLdElean2nJMmoSExCaETFRHEJ7nYbVhoNYyMzmWHE/TG1YaBiolFUDYTClpkHo3cOmwlP5KSEhISAwBNJ4m0UyJlD22LJhKSEhsPshEdQRhOy5cL5uNxXY8brYge1TTsVLXsXOqDIBVobv1mC6stPHvf/cBXJitx/5czlGVkJCQkBgmAkY1fp8JvBbkPiQhIbH5IBPVEQQxoFmYH5CREjAc6e+5yzW88vpC5sddb+iGjbbh8ETVFhPVhEr1xbk6lusGzl2uxf48mKMqAwQJCQkJiezhdimoSkZVQkJiM0Mmqj3i1dOL+M4Tp9flvXQ/Uc1iY6H+1PFKAW3D5g6BWeGrP3gNf/n1lzI95kaAjJR2+YmqYQcJfpKkqtm2/T/jTa+k66+EhISExDDhel16VB3ZoyrRiccOX8R3nzqz0achIdEVMlHtEQcOXsA93z+xLu9FLKiVQaJK7OzUeAGuB5gZV1UN04GxBXpfKVElRtUwekhUdZagJiWqrrv2sQC6aeP4uaW+XychISEhceWgq+uvLRnVXtHSLXzmK4czm7gwyvjyQyfwvafObvRpSEh0RSaJ6vLyMj784Q/j/e9/P372Z38Wv/qrv4qlpa0VZJu2k0ni2AsoucxCMkqM6uRYEUD2faqW7Wae/G4EdF8WPV4pAAAMK7hOSQEAbWaNhE3N5mZK/V+fB54+h9/8iyf4eUlISEhISERBraduQg8qH0/jepkrqrYaTp5fwUPPncfRM4sbfSpDxUrdwIXZxrrFtBISgyCTRDWXy+GXf/mX8eCDD+Lb3/42rrnmGnzqU5/K4tAjA8t21z1RzYRR9RPVKUpUM058bMeFJchkNytMi13ralkDEMivgWQTCmJUkxLVYDxN/8HB7GITjuuFeowlJCQkJCREeF2kv+L+s5a96EoCqZ9qzcEnLowyXvUTcemfIbEZkEmiOjU1hXe/+93837feeiump6ezOPTIwLJc2I67LhVJGiOTxSJiRBjVrEfUWLbLk7zNDLpOVX88jRFKVNMZ1cQeVeoNWsP3uLDaTn1vCYnNBtNy1qQukJCQSEbX8TRCwVs+f+mgvXq1sTUTVYpfXz0tE1WJzYPMe1Rd18U999yD973vfVkfekNBrOF6VCSz7FGNSn9bmUt/HTiut+k3QEpMKyXGqIpMZlKySNeyu5lS/9dmcVUHIPuKJNaOZ4/M4KFnz230aXD85//+OL780GsbfRoSElsK3XpURY+ELA2VHnzmHE5eWM7seKMAirlqTWODz2Q4+I0/exSfu/cVHDnFJjVI6a/EZkDmieof/MEfoFKp4Bd/8RezPvSGgvow10Pmmqn0l5spDUf6a/HrsrkXPNP/XsdipL9uQnGiZ0Z1DcHBos+o2nL2ncQa8a3HTuPrB05u9GlwzC61MLvU3OjTiMXZmRp/5iQkNhO6mimJiWqG+/Tff+dVfPfJswMdw/M8fOmB4zifMOJtvWFvcenv2Zk67nv8NM5M15DPSUZVYnMg00T19ttvx7lz5/Bnf/ZnyOe3lqGwvY4JmT4EM6WpMWYSNKxEdbMbKnUwqqZoppTeo0p/RsF7VPu8NrbjYrlurOm1ElcOvnDfEdz76KnEny+stFFvjU7AZVnOyPZc3/EPz+Ou7x7b6NOQkOgbfDxNlzmqQPJethawfUof6Bi66eDLD53AM0cuZ3RWg8G2t26i6nkebMeFqrDY/MZrtsn4QmJTILNs8s4778SRI0fwl3/5lygUClkddmRg2tklj91AjrNZminxHtWsE1Vn/ZjmYYIS+mqZ9ajqPfSotvw5qo1WkusvuS329z0u1wxQK7TsUZVIwsFjs3jp5HzszzzPw8JqG422NRKyfM/zYNpuqPd7lNDWbSzVBgu6JSQ2AsSoJrn+iglsloV22/F4QXWtoPOJW6OW6zpeeX1hoOP3fT68R3XrSX8pHvn5f3kD/su/uw0/+uZdklGV2BTIJFE9efIkPvvZz2Jubg6/8Au/gA984AP46Ec/msWhRwbrKXHNcjzNsF1/OaO6yQ2VDMuBks+hqCn83wCgKvlEk4pGlzmqlGRadn/JpihBlBuJRBJM202siK82TFi2C89LdqVeT9B9PKqMqu16qG1RAxWJrQ2eqHrxhkpizJJl4dNxXawMyKhy74+Y87r/iTP4r597el1H6mxlRpXug7FyAe+5dT80NQ/XkwZbEqMPNYuD3HjjjThx4kQWhxpZmOuZqGZopkRJ7+SwE9VNzqgaloOCpiCfzyGXC65bUcunMKosATBtF6b/ehHcTKlPRnVBTFQTkty2YeM7T5zGv/lXN0LJ5/o6vsTWgGU5IaMUEQsrwT1Ua5r8+d8oUCFrVBlVx3GxukUNVCS2NlwhkXM9D3mE9wPbcVFQ86mFrX7BZrICKw0TjuuteQ9KY1SbugXLdmFYDkqFTELVruCuv1s4UdVUxk+RBNhyXCjK1mrVk9hakHdnj7DXU/qbaY8qO0alpEJV8kOZowqw8T2bGYbpoFhQkMvloCp5PsZH05TYRNXzPLR0i5svxfWp0ubref1VssnxF0g2Uzp0Yg53ffcYTl9agWW7+NinH8GhE3M9v4fE5kda4DkfSVQ3GlTIGlVG1XE91JrmurI3EhJZQLxl4/YZ23FR9BO9rOIX2ttc10N9gPWFkqe4aQoUu7QznlTQy/k029aWUzMlJapytq7EqEMmqj2CFs31lP5mNZ6moLEErFxUpetvAkRGVFXy/DsoaEps70/bsOF6wO7tFQDx8l8xaOhn0xPZsKREhM6vbdiot0ycnl7FqYsrPb/HqOLF1+bwwNNnN/o0NgUsy0l87qKM6kbDGnFG1XY8WLbb1/p49/eO4YcvXBjiWUlIdIe4z8Qxk7bjolxU+N+zgHicQQyV0hhVcY9bL4gKlUES8FFENFGlP6WhksSoQyaqPSIwDVo/6a/tuANX+A3LQVFjX3O5qGS66Duux3tiNrv017Rc3p/KGNV06S/NUN29rQwgvg9QNLHopw9EZFSTmFi6R3TD4d/pqLJV/eCBp8/hqw/LWZvdQOZElhP/nYuJ6ig4/9K9Oar3KBWj+knqf3joIp57dTTcSiWuXIh9qXE9qrYtMqrZsGfi+wxiqJTWo0oxRdaz39MgJm2jUODLEnStO6S/Gca0jx66iE/+7bOZHU9CApCJas+weN/o+s1R7VcyGgfTcngCljWjKl6Lzc6oigm9puZ4QK2pSqztPzGo6YxqcE36uT6Lq21US+lSLXIpbhs2l0aNKlvVD5pti382iWTYXQpnCyttbJ9gfamjEHDReY7iPcrGNrBnvJ9rZdvulpMHSmw+iD2qcfGC5XgoFRT/51kxqsH7DGKolMqoWsNjVL94/1Hc9d2jnecjnMdW61nvZFRZX3GWa9jxs0t47uhl2UIhkSlkotoDHMcFrf/rM0c1WJgHlWUYZiBpLRXUTANF8dw2e3JhWg6vOjPpL/sOCmo8o0o9qXu2pSSqTnoAkYSFVR17tlcB9JiomluHUW3oMlHtBUaXVoT5lTb27xpHQVNGIlEVe1RHLYgR2aFa08Sh43P45iOvd32d7bjr3t/10LPn8Id/JxkLiQDi/ZvUo1ou+oXPPh3okyAmvMu1QRhVfx1bZ+nvkVMLOHJqseP/tzSj6lCiGijHgGwTVba+r69cW4KRRl+47whaMV4pWwEyUe0BprB4rc8cVYGpHPD9DIuZBAGApuVDn2VQiEFylsfdCBimg4IgiRF7VGMTVT8x3ZWWqK6hR9V1PSyt6tizo+K/rov017QD6e8IslX9otW2eBIWhwMHz+PXPvXDdTyj0YTVxRl8YbWNnVMlTFQ01EaAGaAeVdf1Rs68Q3xOVxsGvvvUGXzt4ZNdX2dtAKP60skFHH4tfnauxJWJEKMaebZcvz2HYoAkc75+IT7DA0l/adZ4rJkSSX+zD75tx40t7NpO4GC8usXGVSX2qGa4htF7yER1fXHq4iruffQUXl7nucPrBZmo9gAxGFxPMyUgA0ZVMAkqaEqmbFXoumwAC+YKPbKDQrxOqprnm1iSmVKzhx5VcQPodTNo6sxtcNcUO27S988dEQ0H+jonqst1Hfc/eWYozFhTt/xkJv5zH35tHmdnapnOA9yMSBuX5bgeFld17JwqY6JaRL258VVWsYd91Jh/8V6rNU3MLDbR1K2u9zdjVNc3UV2u6zDM0WOlJTYOoR7VyH1BzGeZelQT9pO7vns01TX+4lwdc0ut4LgZmynFPUfmGqS/puVgfrnd9fdsx4uNhWzHxdT46LRMZInE8TQZxrS0tifNlpcYDug71LcAWREHmaj2gPXuxQwxqgO+n9ijWsw6URU2l41gVO+85xDuvOdQJscSmWdVyXPLf03NxybDVOXdNlGCquS7MqpxFWPCUk3HnfccgmE50A32/dDYm6SeIpImtw173c2Unnp5Bp/9p5cxs9DM9Lie5/HrmHSfXpprAFgfZcMow0xhVJdrOlzXw66pMsaro8GomgJLbpijVW2PMqqXF5pwXS81QPY85hK83o6ZxF6t5VlvbMGRGxJR6W/4+6X1gfa2pH3ovsdPpzpY//mXD+Pz9x3h/xbvo5WBzJTSGFX2s37MlL7zxGl87E+7K24sf/Z53P+XCiqqZQ21Rvhz/cXXXsRnvnK4p/PwPA+Lq90T5vWEvQ6JKh2rJRnVdQVPVLfodZeJag8Qg6z16VF1QPOzBw0sxLErmpqt9NcOMc3rX8m5OFfHzGI2yZKY0GvC8OuipsD1Ot0UKaGqljWMlbUE19/eGNVXTy/iwMELuDBb58xTuaT5r4sPLOie1I31l/7Sd31xvpHpcU076PmLC8Q9z8Ml/z37cVHeihCZiCi7Ro6/xKiOAjNgjTCjKgbJZ6ZrfI2Me6b5a/z1gNxKz0yv4smXpod4lgzLNcZeGSZz+7730VM9qUos28FH73gYX/2BdNTeakiT/tJ6WvJ7VONaiTzPg2E6IcY0Ct10+L0HBPe/ks8NxKjy+fQxBVnDCoqxvWJhVUe9ZXVV3NiOG4rrxP/X1Dwmq4WOdfPcTA3nL9d7Oo8Xjs/hlz75UOiabTQCRjVQjgHZFn25XLu9NROmUQXtr5JRvYKx3oyqaTqo+ozaoO9nDJNRDZkprX/i0NJt3vs2KAwzuE6KkuP/T0l+VFLVbFtQlTwKah7VsjZQjyr9nmk5/Pvp2fXXtNE2yKhmfTYH+t6nM05UxWsYdz+t1A1eXR+1Psf1hiiljV4LChy3T5QwUS0MPJ7mkRcu4NkjMwMdI8yojtZmKrJQJ84v87+nydd4ocD/8/4nz+Cz//TykM6Q3tPhybNhOjh4bBZfuO8Izs7Uur724LFZLNUMrkiQ2DpwXSDvV7ajRQvaP7jrb5zE1r+HZ1MSVcd1UW8FzwMdd/tkKRMzpXjX3/77HYlR6lbITOpRtWwXqpLDRLXQ4fprWm7P8djiahuO641EkZAQHU+jDclMCQBahpT+rieoADVqaqWsIBPVHrD+Zko2xsoFAFmYKbmBmZKazzShDJsprX/w2dLtzN5XZJ5VgVElg6Vohbap26iWVeRyOYz1kKimSX8dvsg4fKGv+Ixq0obLrfv19WdUKTG6NJ+t9DecqHZ+FpHB3QgJ48uvz+Nbj51a9/eNgxVSeYSvFSXz1bKG8UoBjbY1EAP9jR++ju8+dXbNrwdGm1EVE33xHmy0koMtuv/oT9NyuPv2sCCa1hiW09dz/8MXLgIAVhobLwOXyBau5/Hkw3E9vPjaHO/TtCPSX3HdJLaP1tqlmp6ojHIcL/Rs0H62c7KMRttas6IqUIakmSn1/lzRM9Ftf2CMakyPqu1CUxVMjnUqUQzLSZxbHYWR0pqxUeCMqh/fEKOaqfTX35eaG8yo6qaNg8dmN/Qc1hNb3cRKJqo9ICxxHe7CQzKcakXreO+1wDQjZkoZJpTiop0Vs9kPWrqViZTZdT2YdpDQ0wIOBIxqNNBvtS2eTFbLGh9XI8JxXF7pTis4iIwqBZ2VUrJUi34XYAuyvs49qhQEZM6oCtcw7rOIbNBGJKoPP38B//jg8XV/3ziYKSoP2qzKRRUT1QI8L13G2g0tffDeRvE5HWVGVUSjncyG2HY4UbVsF4bpwHU9nL60io/ccSBzQxGxF1A3bT7GrJuSotG28PxRFrQN4tAqMZpwXY8XVx3XxR9/8Xnc+xgbr0T3JzdT8hPCy4tN/IfffxCvnl4MzW1PMiKyXQ+NtsnbDOi4ZPq31vsqiVF1XW9NwTf9blfpr+3Ccb2O97UcF6qSx3ilU/pr2k7P8Z/ZZXzYRiAYTzN8RrW9wYzqEy9O4/c+/wyWRkh6PUyM8pzyLCAT1R6QFhRmDctmM1vH/CQok/E0EdffrBwjN5JRtWyX9TRm8L507oWYHlVNY3/v6FHVLS7PTpL+2q7Hr30ao0WbqiFIfylRTWJiKfDXjf6YlSxA3/vFjGWE3RjVSxvMqLZ0i8nNN0A9EIWojIheC7ofSn6iCsQ7WFq2i0YPsmD2mQfvlSeMGqNKzxhdK1oHepL+OuHA3bAcnLq4gguzdd4rnBXEfjfDDIzXuqlknnxpGrbj4k3XTGFVMqpbDq7n8T3LcZgJ2GqdPdcUP9CMcCrKzC234HrA/HIr9DxeTpD/uv7MYOqBo2dm+2QJANZ8X9H52ZH9VVwv+hlPQ+fXrcBvJXgh2A6T/lbKasf7mlY/iarPqPbIwK4HOlx/qUc1UzMlcv3dWGaPvrutyjBGIV1/JSLjaYZ7I9DCSYxqFj2qBT/ZKmjMzTar/r71HtsjghagLKTMdAy6TmHpr59oxpgpUR9ppaTGLsyuI8yv60H6y3pUg8BCyecSEzLqRWhtgOsvndNSTc90I+gq/RUS4zQp9bBAErRufUeXF5sDOWH2grS++bZhI5/PoaDmMZ6SqH79wEl87M5HU9/H8zy0DHvggtko96jyfrsJFnTfsH8SQDoLHZX+0vOtmzaXAGe9Ji6HGFVHYFTTr+fZ6VVUSyreedMe1FvmFW9EttXguh5POtjoIvC+dEpCykW2D9E9SbJ23XRCz2OSoRLtf/Q6Mj+qFGnszdrW4yRGVbyn18KodotxRCVE9Hw0VUG1pKFtOKF9f02J6igxqv65qBHX32zNlNixsuhRbbRMfPiPHsIjKW7UiedhBzHVlQCuPpA9qlcuQq6/Q97kadOg8SSDLCK247Jh34KZEpDdwxs2U1rfBYEqZllIf+maFzW26YYSVa2zR9VxPSys6pxRLSZIqh3X5de8FzMlwwoMHgpaHoqST9xwyWhCNzegR1W45lnKf5tCL1JcAeLSXGMoQ8p7Bd1z3RLVP7nrefzdd14d6rmkOZG3DRvlIuufTmNUz86sYrEL62dYTM46aNU91KM6YokqPX9ioprLpfeoRs2UuOuiETCdw0xUxR7Vbmsva2tQMTVehOcBqyNk8CIxOFw36FGlQLVGiSo3UyJGld3rVBTUTSd0/yQZKvFE1ZfDU6GwWEg3/esGeu/oPieub2tLVNP3W9dNYVTVHG/raftrPrVk9fpMj3SPqhp4lgABu5wFKA7KwvX33kdP4fJiC0+90r+RnzWC13+YoP1n1PbWrCAT1R6wnj2qtMCNZeD6S1XVss/80QKVlUyXV+iU3LrPUaUNybIHlzLT9SgSo6rGuP4Kier3njqDhZU23nPrfgBswY/7nmyBUU03U/I3TSFoKGoKVCWXyH7wHlWBUXVcb10SOPE9pjM0VBIZ1WgAYdkOZpeauGb3eMc5rBeIUe0mc6s1TSytDrc3Jo1R1Q0HZf++m6iwRDXO+XduuR3bpyWirWfDDoZ6VEesyk2ff9tEEQBw1a4xVEvxI6cIVLAkKaXIqBLTmbXsTxwDYpg2T4i7XU/TdqCpeUyNsc83bLZfYn0hminRXlBvUqLK7suClkcuF8QygXu03R+j6r+O7vsSMbVrXI/tBEaV9mRVyfU1k1PvJVEV579HE1Wb9aiSWqopuMy7Xu/rIO9R3QDvjiRYtoN8PgfF980I5qhmt05xA6wBGdXVhoH7HmfGhUdOLfYd49GaOGp7zbBAz9FWlTrLRLUHhEZBDDkho4V2zA8wB3m/c/7Ygmv3TAAIErGsnH9pM6iUtHVfkClp8LzuxgndwBnVQnfX3+Wajn/43jHc+uZd+Im3XwWAFQAsu3Oepet6PNFNr/D6MhU7SFQLmgJVyXc1U2obQWAsfpZhwnJcbBtnQW+Ws1TFnqBoADG33IbrAdfsYYnqRkp/VxvpjJRluWj00Ve1Fpih4ln4WrUNmxenxvwWgjh2cME3TkkrMrV6CPzi8J0nTuOhZ88F52s5fETGqFV9KZjfva0CALh69xjGKlpPrr+WL3kUK9pZJfdRrNQNjPv7giFIf7sxqpbtoqDlMSkT1S2JEKNKiWqEUdVUBUo+z//dEBhV3m5U1hIZVdclyXA4AS7FuAn3g6QeVVojJseK/HnqBfRMpMUEaWP1aI5qxScKuHKLM7+d+3wcRrVHVROMIlV/DN9aZdtzSy187eHXeBGfFcrZ3wdlVL/9+GnopoOf/5dvQr1l4vxsb/NrCfQdj1KhYJiQ42kkQk3oQ5f+CpuG+N5rwZlplqi+8SqWqHJGVQhs7n/yDI6fW1rT8encqiVt3c2U0pKafiEmh0BgppTP56AIbooAcODgBbR0G//x37wduVzOf128zbvdr/RXCBoKnFFNMFMSJFP1ZrpbbhQPPnMu1b32e0+fxcf+9JHEn1u2i2pZw65t5UznMjZSelTJSGb3duYyOeznMA69Sn9N20EzJcnJAuL1SZL+AsE9HU1mDcvho0rSnh/6zP2uQw8/fx4PPXc+dI6kEsmiyt02bDzx0qWBjwMEaolbbtiB3/vw/4Rb37wr0cmbEJgpscCVgr22Mbwe1aWajn07WTLNelR7Yw0sy4WmKLy4tNK4MpwwrxS4bmCmREldS7dhOy7fd1QlB03N8UQikP4GjOob9oxjdjmBUXXCParESnLp7xrv9aQeVVqTpsaLaBl2T8mh63p8pnja+dgpjKoVYVSpOCn+Xi9J+ShKf23bDRtFDthG8/iLl3DXd4/hgp9EWsI1GpRRPXJ6EW+9djt++p+/EQDw6unFvl7Pe1RHwPhwPSDNlHrE7bffjve97314y1vegtdeey2rw44E6GavlrThS38z7FE9M72K7RMlXkkvxPSofvH+o3jo2fOh17302nxPbqB0Lcoldd0XZLGfcWDDKTOcqHKzAUEmQxv1SsNAQVOwf9cYfz0VAKLn4fRsphSMp+HGTmoeqpJP/P4Ny+HHXm0avLDRC1v11MvTqUH+mUurODO9mhgckDxqx0QpUxfRZtviPZVGpBJKQ+V3+azXehvCkMs0gI5B8FGYljvQOJhe0K1HlXrSVCWPfD7XkcyIjrRpCouWvjZG1Xa8kFTVtBwUCyo0NZ9J1fexw5dw+10HE8dp9AP6bEo+j3/21t18NnLaGigGwq7r8cKJbg63R3Xv9iqAaI9q+vtYtgNNy2NqXDKqw4Zlu5m7PXeD6wV7kGim0mhZ/D5VlTyUfJ6vm5RwsuIoe80b9o5jpW6EFDqEqPQ3M0aVJ6oRRtUKGFUaH9cN4hpnJ4ycAsLnGtejqil53qNKxSojpTAYh5E0U3KijOpgiSoVOo+fWwYQvka9uP42Wib+nz/+AU5dXOn42YXZOq7ZM4492yvYMVnCkVPdE9Xp+QaOnWGkC13/rWCmpJt2V9UgT1Sl9DcdP/mTP4kvfelL2L9/f1aHHBnYQkI2dOlvJFEdZKE7O1PjbCogmilRfxWzshdv7uPnlvDbf/0UfvB8OHmNgyUk8Ou9ILRDjOqAiSrvUQ1LfxUlByUfHk/TbFv8uyHQ4h+t3vVupuTLNvzxNAVNQS6X882UOl9HEptJP6nzPPD+s17YqkbbTJX7tHQbnpcsCWWGE3kmec4wYWzpNmd9OhhVP+mhuX1ZOVf3fm7B/VZLkf66fp9wU7cyGwMVB5EhjRtPQ4wqwIoe0WdkXmBO0nqUWmuUsVq2G0qISH5a1JRMGFViBbOY10dBAEnhAGCsXOipR5X+TvuCMSTXX8/zsFLTsWOqDFXJQxck/92KU6Yv+SsXVRTUvJylOkQ8+MxZfOSOA+uaoLiex+9dKpIATP5L66Sq5EOtJJSAMekv+z9qq4gWfzzP488ISYp5j+qAZkq09kRfzxlVf1/rRf4rxjFprSFpJpC0t1Hht9W2On6vt0SVWgNGKFGNSH9zuRxUJbfmc6Qi9Wvnl/nxASCf621dnl1qYWahiXOXax3HrTVNXLNnDLlcDm+7fgdePb3QdT/93LeO4M+/cgiAmKiOzvVfKz5yxwF854nTqb8jGdUecdttt2Hfvn1ZHW6kQAF7NYU5nF5o4OsHTg4cnHIzpcpgjKplu7gwW8d1+4JElWaCUkJFFXnRrOCeB0/4P+t+w1NwVtkARrUVYlSzkf5SUqn4m76SZ2wUEK4o03dDoD7WaD+E4/Q4R1WY6WZaTmDqlCD9NYVqM4HYkrhqeBSNlpWaYPIqcsKiR1VnZiLV+TvnL9fwf3zifsws9Ge01GxbmBwrIpeLS1QNqEqOBy7rbaYkmhSkMar0bLl+EWhYCPeoxiSqJSFRjXGlnhOC0TS2ggKO/hlVF7oZdqYtqAqKBSWTHlWSX2eR9DoCo0oYq6SbKYkFS9uJMqrZJ6ot3YZps97wYoEl+7rRW4+qbbsoqKz4NTVe5EyIRPaYX26jbdjcHbcf/Mldz+Oe75/o+3WsR9VnVIU1p9Y0+X2pqvnQfkJqAVH6u3c7U6tE7w+RzIlVUHdKAAAgAElEQVQyqqTqsQYdTxNhQOm5psJlL1JS8bP3Lv0N/x4lc5WImVKIre1hLRxJRjWSqAJIVW11A7mHU6JKn3lirBhSvCWBrn1UPUVj6K72jRNveuN2LNUMLNWSWxZc18Pxs0sdhdVRmHk+CEzLwfxyu6tKg7vOy0T1yoVlu8jncygW1MSH+vvPnMMX7z/a1WglDoeOz+GE3ydKm8agPaoX5+qwHQ/XXTXJ/y86nqYl9KkAwLEzSzh0Ys5/3+43vOW4UPI5FAvK+o+nMbKX/tKmq4UYVUpUA8lUB6OqxTsfOq7bm/TXDaS/hs+oAsmbSGyiSoxqDwtVXZCExYE2/KSk13Y8qH6iGlexvDDXQNuw+QbWKxptC9WyBk3tZN2W6zqmxoobNp5GdCROe8bFe3EY8t9vP34ai6vt1Aq/btooFyKJauR6iqxJeo9qIP3tpwhH3w+xqqbtQsuQUeWJagYbMxm5KCFGlZkpJX1m8ZrbdtALqAtuvP0ESZbt4uCx2cSfk6Jg23gRJT/Z77VHlVx/AVbQ2kzS37mlFv7226/C9d2pP/etV7C4ur7S2n5A+1KaEVcSjp1ZxJnp1Y7/d10Pr8fII8WfR82UAJ9RFaW/Sp5LYsViJN0/O321SrQH3xWSyGakR1WU/rquh/9290EcP9u750XQ6x0dTxP0qAK9MaqhRDVV+hu8l/jseJ7H9zaS/gZmSsmFwTiMYo+qZTu8oEFQlfyaVYLEqJ67XENLt/hnnhorwjCdru05PJmPrF8X51jP69W7WXvVtnE2NizNG+LSfAONdnAOwZ+jc/3Xgma7t0Kx6JmwERMRhg2ZqPYA02IbfZpM4sIsqwKJfVm94m+/fQR/952jAMD7RaqlwRhVMlK6TpD+BhLV8GZFC/wDz5zFWFnzE6TuQSlV6DQ1v+7jaUJmShkxqoWo9DeWUTW58yaBX9fIgisyqr3Y5VPQUODMbnyiSosw9XMCwORYIfSzJHieh6aezqi2ujCqlh/4qgljeSiomFnsj1Ft6awIUNTysYzq1ESJJxPrLv0lN+6ylrphiufdzDhRrTVN/M29r+DRQ5dC172DUdV7kP6uBNLfXhLVft216b6l9dCys2VUafxGFtIuV5BHEqplDbbjpsrfCY7rhqRX7TUwqgePzeL3Pv8MNyaJgooeY5UCS/bN3hlV0wqYlKmxbPvKh42nXpnGNx95HQurbUwvNHHfY6dx6PjcRp9WImjt7PfZ9zwPtaYVe888++oMPn7no7icsJ7GjacB2DMimimJSQkl0oxRtaEqQQ9zdH0TVT0djKo/e9yyXbQMG48dvoSXX1/o+XMnmSlRgkHF2F5G1LR7lP6KiVnYJClYBwp+vEff49p7VIdXwD90fK6vHn3Ldrn/BmEQg9DVuoFt/mzm1y+u8OvCiwtdvjNquYrGLBfnGiioee7CPl5lsXDciDXCCeqTNcMFgs3OqPJxUF3iHfGe3IqsqkxUewCTTvk9eQk3/gW/CrS4hvmJhuXg9KUVOK7HH7RSUeWJ8dcPnMRff/Plvo55dqYGTc2HTH86GFU/CKWAZ6Vu4KpdVRQLSk8JMiWqhZTrkhVqTTO0UYvS34F7VCPSX26mpHSaKRHrJ4JLfztcf8U5qmk9qsSour70N2B206S/UyHpL6s6dksC2obN+yiTwOVOSdJfO2BU4zY5kmlN9zm6pulfW8YAho+7XNOxfbzEk4n1NlMi9cHenVXUUqS/w2RU6Rlr6hZMy+HyNPE7cPzkqkP6G8Oo0r2dbqYUfIZ+Ku/0u9QPaVpr61H9xoGTeOF4J9MYSH8Hl1cT+0LXAwg8ApIMlcTnxxIZ1TW6/pJ6ISmJpLaCoqagVFBZQtyr66/j8uLXZmNUl3wTNZG1HuVZgbQvxT37H7njAL739NnY1xmmw9iQmHvm/GUWW8R9bs/z4HlIZlR5oupLfwWvBYAFtabNlD9UgK1HElVxdExHj2oxKMTS+tRP4ZjWLtcLzyrv6FHt4TsXA/S05Csk/Q3No2Z/19Q8crkcKiUt1vW3r0R1iPvUH33xOT5rtBdYEddfAInF5m7wPA8rDRO33bQHAEsUOaPqJ6rd5L9JfaQXZuvYv3uMkwTBfZm8n9LkCpolv1V6VHtmVEWDsC04okYmqj2AzCi0hIfatBzM+klUmo4+CZbtom04mJ5vwDAd5HLwE2P2fodPzOHwifm+jjmz0MC+nVU+XgUQx9Owz9CKMKpN3UKlpEFTwp/TtBzc8Q8H8X9/8vv49U//kG92NHNM0+IloFni7u8dw+9+7hn+73ZI+jtYkmykMKrE4LleYM/f2aPa6frreR5c1+OsbHROnAg+nsayeUAPMCli3EYnzpgj0ObQLVGlSnqq9FcPS8KjsBwXqppDQVVgx1x7YlSn++hRpZ7GSkmLTayW6wa2TRQHdipcK6iiv29HFfWmGQqqRIjnvRb5XxqCGXWMeSF5mnj/U/JSEqS/xYREde8O5iCbFliGJPZ9XHO63ykpWiuj+k+PvI5HXrjY8f9ZSn95j6qwVo6VWXCUVGwISX+dMKO6lh5Veh6TmDj6jjQtj2JBQb0V3INd56haYenvasr9O2qgsVSWHVzjXti1jQLtqdH7hjwjzkeMYwg1PwGMe8YuLzL1Q9ya57phNUC0RzWYoxooYEzL4UoB3XRgmKw4WtAUlApKDKPaWXyLc/1dy+xKcR8S+1TpuV6r9DetkCleYzFusSPKimopGFEVTlS7rznDlv5atgvDdPpi7rPsUW0bbPzRNXvGsW9HlTGq/rWk4kKryyxx+o6j69eFuQau8ftTgUA5VuuBUaXjbhXXX86odlmvxedolAt5a0VmieonP/lJvPe978Xly5fxoQ99CD/zMz+T1aE3HKTtjyZwhOmFJjcciEtUZ5daqewKLZYnL6xA9zcN5siW5w6i/VZJ2obN5cMESoDo4aWKFzdV0m1USozJFW/8i3MNPP7iJRRUBWemazgpuLypqrIujOpKw8D8cov3jLV0i28oWfSo5nOB62es66/DKnVtw+ZBLEGNkf6KTqLd+kBoozAtN9yjKowTEEH3y9R4cB69uv4GFXEvNlj1PC9g2lPMlDijGvO56PX9mCnRa6pltYN1c1wPtYaBqXExUV1v1192fnt3VOB6yTIkMfBprsFQJQ10nzR8RpVm/YU2Kf88RemvpoWl+a7rYX6lzdUWaZu5GCCujVFl66FhUY+q2jOjyu5FK6SeIGRqphTj+lutEKMav25HGVV6ltqGzZ+bftZEOl7S7FbR8K1YUELMa/fxNKL0l437SJPR9YNvPXYKP3juXCbHigPtp6bt8LWml6Rlo0D3ajNyfaNF4SiIxYx7xi4vsXU0LlilAmqUUS2oedRbgZRYVfJ8P6HkJp9j7IthBqPOJqqFjnuD7u18PtcxR1VV8sjnfMbbf6++GNWQe3mYUc3lgiSlX+lv2v6QLP31P5N/LStllX+fYkGstx7V/pP2fkDxYNzamIToeBpg7YkqGW5NjhWwfbKE1YbZaYDVM6MaXFvdtDG/3MLVe4JENYnpJ7R0C+cu10ITA0ZhjuqhE3OxPef9oNFnjyogpb+p+O3f/m089thjOHr0KJ588kncf//9WR16w0GMqpogdRT7iuIS1f/0mcfw//7Jw3jipUux5hy2w26skxeW8dLJeW4TT4lAs231ffPphsOrnYRO6W8g/3FdFhRWS8zMRnwwKHj6dz99E/L5HJ47ehlAICUpqKyntZ8etn5h+BKlgP21MeX3ZQ7aH2taTPqUy7FAVVPJ9Vc0U/L4Bh81U6ICgBWqDgebu6rkUs0dXM6oBuNpALZhppkpTVQDRnVbr4yqUDCJOi3SOXCGd62Jqv8d1Zpmz/JX8doWIj2qtYYB12OmCirvUV1nRtV/Bvb5LGRSn6q4MTZ6mCXXD0TWzQwxqmI1lZ1npZgs/V1pGLAdF/t3U6KaJv3tn1F13WAtSGNUPc/DVx46kcgyMUmt15G8WcI6kImZkhM8qwR6xpMYi1BgIDikiwlkPww0/W7S80LfkaYy+bT4Pt3NlFyupsl6luqBgxfwwxjGOysEPc6BnG+UGYMkRpXOOencKQGMW0+JUY1rA6EtN8qo7pgqo94y+XOoKEwdZDseP7ep8ZI/nsbmscFEtdDJqPrHmKgW0GybvHVEVXKhgnrQF9jHfS/umZH5pgVN4QW3fsfTpO0PYdffzgRUExjVViyjmv75PM8buusvTWXoxlqKsGMYVU3Np46qS8Jqnd0jk2NFjJXZdYoaYHVlVC1KJoNrND3fhOcFRkoA279IRRKHM9M1eB5wyw07/eM63KBpI82s/uJrL+L2uw4OFBdTwat7j2qgmsliTxw1SOlvDyB7f/ZQd974F2fryOWAfTurWIr0qLquh5W6gUbbwu13HcRH/9sBPP3KTOh3KAh5/MVLODtTw0+96w0AgmrXWhLVtmmjJASrQOBOawoBL8CMUgzLQUtnYy1UNWwaRf15u7eVcfN12/H8UdYzRg8Hd70dYvUq6OFiD25btzDhs4hR17h+IbKYgMioimZKrmBo0l36K1aclXw6oyomhmKPqpLPxVaGyYRgolqAn1tzGXC3oFUMoNKMkNixEqS/XUy0xA0qrU91qaZzl2m6F7n0Vzgu9TluGy9yeea696jqNlQl1+GM+fffeTXUPy5W0NcyoiINnHVrW7BshwdxcdVU6h0DOqW/5CB6vW+0ljpHVRgL0SujKhZAVoQe1ajrb9uwcfcDx/HES9Px702Kj0iQKgYsWY6nEc2U6BlPShyTpFbLkdmxaXjh+Cz+8cHj/jn4vYMJDC43fFNZjyqpYfIxo5xEeJ4H23Z4H32Vu5lmk+w5vuJnWKAeVct2eTI/2olqfI9q0r1MCKS/4e/Ssh3uchxXWKQiZ5RR3T5R4q6/eb/gKsYTALBzqsTdo2nPGa8UOnrwaX+arBbgeuw9HNfjazEV8Ol+7+eZDEvow2681I8NsLX03Ex8QYvQFlRnafuDHUmIo//PGdWSwKiKrr99sFvR7zMrUDzUjww+zvWXqQT7P8eAUS2iUlL5ngQwwzagnx7V4P1nffUAFYQJ42UtMVGleINmrBvCbOAs9oe1wPM8LNcMXJpnasS1oqH3zqiO+3vWKK+Pa4VMVHsAuf4mSX/Pz9axZ3sF+3ZUOxhVelD+r/e/BR//P9+Btm7jy8KsNMdnH3I5loQVNAXvfcfVAOCP/2B9CLbj9hWc66YTkv8B8DerXIeZEvu7xeXCmhJlVAMn4nfdvBdnZ2qYW2pxF7kkM6EsQQE4MQkt3eZy18EZ1WCjBsQe1TCjSsYqHeNpuJtyp/RXyeegqbnUqlog/XVYj6oaMKpxwQmXARYUzppXSio0Nd9VIi5KGeOSYHHjS5T++ky6puRD7Bk/hm5zKVlan+r9T57B73/+mVDwRGZK4gZDz9Q2wUxpmCYVAAt0RNaq5fdvU0GAfvb0KzOhcQziPZC16y/dJy096GWOstqx0t+I6++zRy6jUlJx65t3A2BBmG7auO/xUx0bYhqj2tIt/OODxzueeytUZEh2/W220yXm3EE1kgiJjE+36rFu2F1dbsVnlUAJXVKxQbwWYoC8Iri+d0vsHzt8iQ9yF2XdcaA1jtgFwni1kBqMOa4HVzDb4QxVl2DGdtye2Brb8dDKWDlAMKygB0/sUR3VQMzzPL5+Rp/9qMN+FLS3RNmt2aUWSIQVy6hGElXDZEWJiWqBu/7SmkmJKiXROyZZYF9vmYL0t9hhWkN7EK19jbYFx/Wg5oNWGdteW4+q6RtViu8DgCuL8vkcykUV3zhwEr/6qR+mSinbPao/xGsc6lGNMKoVsUc1ZLqU/vn6NV5aC8R2rSS8fnElVCgmZaAIVe1twkMUVMyYGiuiWtbQbFs8Odw2QX3F6esHXSdx/SIiglhZwni1kGimRGsnmVwalsOT5mFJr7uhpdv8vL7y0Ik1s6pcat/l9SxR9Sc/SEb1yoTlMDYgSfp7ca6Bq3ePY9tEkZs/EOimqZQ0vO+2N+Dm63aEmCp6oK7dy9iNn3j7Pv7AqUqemWb492g/1SHdsDukvwAzVKJFVwwAKRmoEKMqfE4KWColDe96214AwHNHL3PprxaRFA8DlIBRJa9l2Hwky8A9qlFGVQ02dnE8DWdUy9HxNGGTKiAIKhSaX5eycYrSX8MK+oXUfLwsh899FaRRlVJnb2ccRBfTuHMSAyxR0ijCdliBQuUFivDvtQ0b1+2bQC6X3qfa8KVpqw2DJzRTY8UOBpCCf2amFHZhHhYeePosfuVPHubFIerfpp6p1aYJy3ZwebEZKpSIf8/a9dcWnKcp8dMi8nAKlMVEtagFz7zrenju6GX82Fv3BK7BtoMXX5vH5+490qH2aOvBOhJ9zp599TLu+f6Jjnm5YuCzUjd8J0YPBTXMqDZ560F8sEVBWDRhEhmfbvf7F+8/it/566dSf4euX9hMia3BtYSZuWHpr5CoCr/fbV2iAiTQ3UyJnrGClg+t6xPVYuq6y+WM/hpFbtDtLgWtex89hV//9COpvwOElSZZQ9xLN0OiavgtNECM9DfiBxEFZ1QjaynJfoHeelQBVswYr7BeU8txoQneC44g/d0xyZgvKpADbBRIB6PqBNJfgK3btuMGjKo/zo7Yw/56VF2u/Ar3qLoo+i01b9w3wdVTaUUn3XQ6XPpj3zNJ+isYTwE+o9ruX/rb7yibtYAzqv7auLDS7hhf9JmvHMZd3zsWOpfOHtXcwD2q1bKGlmEHBlhjvbn+GjGM6qpwXBF0P8eBrjGpYKhNDNi4HlX6HLfdtAcX5xp46WR/ZqiEflx/x/xEdVTXx0EgE9UeYFl+QhbTk+e4Hi7NN3DNnnFsnyhhqW6ETGpoQSHGrqCFXS8pQPmxt+7G/l1j+F/fcwP/mabmQ71E/ch/WaKqdvx/URj9IVbCaaxOpaR1mP+IRjf7d41h+0QRJy+sCONp1pdRdRzmeEcjWQZ2/RXMJIComZLv+ut4vLrVIf31N1Q7xKj6wW8+F5tw2o7LA1wKQJiTnx1y/Y3rbRXnvpYKKpd19eKoKgZQcYxPSPqbEMxSlZ6Cm+hxWrqFybEidkyWMb2QLP2lBXW5bnCJ3/aJEgpqOFElOeXUeBG5XM6XRA+3UnppoYlm2+Iuui3dRqWo8Q201jBwaZ6ZqIlVWzrvclEdgutvuEdVi2FUab0pJ/SovnZ+GSt1A+9+296AhfFl/wDw1MthGW7LCCT20WtOvfnRjZFXuEsqlusGl+ZrPhtoWiyg5zMKkxhVX3bc0u1Qb79YWY9LVJ98aRonL7Dk+cJcvWNkmG7YYYdQMlMSGFVFyeO6qyZw5PRi7LmJ10JMVMW1v2uiqluw/HWB96gm3DP0OTU1zKhOjaUnqiZ/HfuuKcnt1vO3uNLG7FKru9ukw7wN4rwXBsVyLdj7mFmP/yyOaCAmnlcio5pwr9M9HWW3ZoXkI878jrv+diSqGp/Lqijh/YT63ohRrTWMEKPaFNgg8T0oAWm0LDiOF5gPqpEe1b5cfx2eqDqRBJL2lzt+7T34r7/04/7/Jx+7bdicVeqlR7VSChu70T4muv62/HFu4d+L/w6n5xt46bX50DkOLVE1gn0JAD77Ty/j9rueD/1OU7d5ok3n0jGeRlnbHNXVhumruBSMlTV4XpCcjVUKyOdzXRUZcSNkVpvBcUWMx/ROE4L9xvcV0K2eHdGHBUrkf+pdb4CSz+HIqd5nCzfbFm6/63ks1/W+5qiO80R9NNfHQSAT1R5g2WwOnaYqHVLHkxeWYdkurr9qAjsmSnBdD6tixT/SM1YsKKF+B6r87NlewWd/8yfxpmum+M9UJc+lEEAy8xAFzVKM9qgCCBnViIxqkKiqHcEvOezS4rFtooRa0+QucgV1+IwqJaorDYMHmZN+hXfQ0Tim5fDPAATun0o+F/REij2qidLfGEY1n4OqdiacX3v4JH7jzx8DEN5Um3pgbJHUE033T0FTUC6pKBdV5HK53hhVMVGN2aDEnsS4Y3keY8fITAno3IyJfbxqZxUz88mMKk9UazqW6zoKmoJKSfXv0XCPaqWk8sKLoqxNrtQPaNOlRb+pW6iU2Qa6c7KEc5frPFETq7Z03tsnikOT/rYNG7phM0Y10o7QjmFUNTXP75lnjsxAyefwYzftQS6XQ0HNw7ICc6KDx2ZD33tLtzmTEv2eL86xIkT0c9I9u3OqDMt2+aZNjCrArlk3OSRJg51IoEiMj6rkY5Pcz3/rFXzjwOsAgIUVvaPAd+eXD+GOfzjI/+3EmCkBwLvethfHzizGBkiha24GhaOk34lDo8UYVXqmgGTXX8tyuTO5mKhOjBVgWG5iokj3DBW/epX+8n7QLsGm47gd309WWBJk1JYz+q6/YmAeLTh061GtJzGqSwGj2m08DfkVFH1G1XZcNFuBO77mF6CjjKppuyEzJfF8AMFMiRJV3Qoxqpo/JaDXHtW55Rb+y39/HMs1Ha4HlIURNwTDDLfj0P2bVohtGzZXo6W6/vJEVYtlVFXfTLFSYgmYbtroxfX3Sw8ex6f/8YWwk/CQpb80F32xpuP8bKNjFm2U3VUjjGpSjCHi7Eytg81crRtcCk6mfkt1na9RVb9vNQ20V4YYVeG4IiZSGVX2masxs6/jYsP/8Y2XcODg+dRz6wV3P3CMF0SjoPhhz/YK3nTNFI6cii94xuH09CqeeGkar7y+0DujKkh/pevvFQrTdqCqQWAu3jSPH74EVcnjnTfvxXZ/4RcNlSi5pCA72n8XlWaJ0FQlLHPr8QakG7VcTJD+Cq6/FPSQYQMxqlYkeaqWg8B3slrEasPgLnKa1pmoZQ1DMFOiTZ821UHlHWTcQBDNlDij6nm8Xy3KqHLpr2i1T4yqb6bkOC5W6gZfeGaXmvyaRyvlFPAmmSkFoyryKBVULufriVEVFvG4SmpTYNnjFjxxLh9VZ+MTVQ3X75/EqUuriUGxyKgu1wxsnyjyhDvEqNZ07moMsMBorWZKyzUd/+nPH8PCSjv192ij4QGBz6gCwM3X7cCrpxeDRDVUQWfnvW2ilL30V7jO9ZblM6pK1x7VosbGR3meh5dfX8DN1+3gxRZiW4kV1E0Hh32DK8sfCUIFoWhAQ58/ynDRPULGU3PLLNgmRhVAaAZg0j3bFoomYi8WJY47p0qxQbFhOZjzR1ktrrY5g0tYXNFx9MwiT+4c14WSz3HXb8K7bt4L12OmR1HEMarjwrpQLnYf2dXUAxaN7ufkOaouNH9sWVET1+KC78KaNNc3LGek+6Jb0ZObO3VJCimJycqcSUSy9Hd45k2DgK7BeEXr6G3uOp6GJ6rhZ2xmoRnySYiCpL/5XKD+KWh5jPvP7FJd58kJY1SZ9LdYUEIFV56o+sGuWJwhdRC1CpiWwxjVfCD9Fc2Uut33Zy6t4tjZJd4ywBlV4fNF23GKfvyUlgTrBotTcrkuZkp2oPgImTnxHlX2vhTzNNt2aBxYUqJ6ab6BWjMY05LPDV/6S39vtEyYlhPySIkmqrbgDEtQE3xXRPzWXz2Jv7n3ldD/rTYNvi9QgrhSM/gaNVYpdN3/OKMq3C/icUWMVTQ0WvHzn2ktpvu53hJZ5PD94nkeHn7uPF44Npd6bt1g2Q6+8tBrHa0yhBWh1/aW63fg5IXlnot5tJ/ML7eFOardE1X6Hrq1dWxGyES1B1h+w390bqfjenjipUu47abdqJY1bJtgiepyjFyXAjQKwilIikqzRKhKDuJzmdQzGEU0ORYRkv7qNnb6ybXIqHZIf9sWr5oBrH9gtWH40l8lcL0dUuO67bg8EFutGzwwrpQ1NhpnjZvBhdk6vnDfESzV9Hjpbz4X9Kj60l9i1kUwm/6o66/AqPpjAX7/C8/gC/cdAcDuC1u4j0Tw8TRKspkSq1zmUS4GTGNvParprr/EqBYLSmwwK87lizOR8jwPbcNCuajitrfuge24if0ZQaLKGNVtvpQ7Ok5lqaZzmTfAkv+1mimdv1zHifPLiZVQAikZ6PltGRYP1N52ww4s1XQ8fyxwvyZwRnW8NARGNXKfqIrfNx+8f9uwkcshdD8XNAWex56jesvE9omS8LM8H/uUy7HNnuS/0YJQdHYoGWW1Ip/TiiaqPiskMqqiUU5S8B41eyPUmibKRRXVshab5Jq2i/nlNlp6MNNUfC5I6jzrn5fteKH+VMKbrp7CtvEinnv1csfPwowqO08x8B+vFLreo2K13OqWqFqBc28x0qNKP48D3Zu0ZmkqK771YqYEdB8x0S3BHgRLm6xHlbuPbqt0XA+6l0WJrAhal6PMyexSC3t9B9S4RFUcg5b3E0dNU3DVTvaaE+eWQz2qts2M68bKWig+EOeoAuGZlfQe9Pum5cB2XSgJ0t9uBWv6+ZIfJ5V5j6qoNAsnqnwGfEoSTAaSSj7dE0JkVEOkQQyjCsAfvRIkAnHfn+d5mJ5vsJnf/rWrlrWhuf62hViwpdv8+xJbbUzL4euj47i+qVokdkkYgUfQTRu1polnj8yE4oHVhsmZzzH/Oi3XdR4LjpW1rolqfI+qGc+o+o7TcbL/qJlS2BU+/NlWGgZMe3CnciroJ8VbVOieqBbxtut3wHY8HD+zhC/ef7TD0yEKivPnV9rCHtGlBcN/Xko9kBWbETJR7QFk6x1IHdmNcPTMIpZqBt57K3PppQBQ7Ini0t8C9aiG2ceoNEtEdFHpVfobjKjoTFQ1LR8yU6I+FWKB2RzV8OLV1C1eTQSY+9+qIP3VethE4jC90OipyiQyeyuNgJWsFFVokVEm/eCxw5dw76OnML/cDgV/9D2rAqNKc1Sjsl8AyOVyjNkSzZQESRa5LV6ab2DRD74M0wmMVCIbBd0L0YIBgarNuVwO/9u/ehP+/U/fBCCdUX3y5WlcmK2j0TZ58h23QREjt328FHssWjBVNcfvz6ZshKEAACAASURBVJAdv82KCpWSipuv34FyUcXBYwEjNb/c5kwybbbLNQNLNZ27BdJ4GirmzCw0sXdHhR9DVXJrNlOiYGQlwSSHEEh//WelbXPm+m3X7wAAvH6BjXkxQ5/fN5SYKA7BTClyn6gxrr8m600X2UEum/MlvpVSpH/VdvjrfvyWfXjmyOVQHycFDuL7zCwEMrMORtX/vV3b2NpC8sVClFHV4xnVV15fYLJFPYFRbZmYqBY6mHcgmGG40jBCRl7i2kmvIQdRx3W53F9EPp/DO2/ei0Mn5jqCU9tx+WehwILMLADWU5XGVDiuF0pe6Jolz1ENAnfRTIl6ppMSVe4W7K9puVwOpaLas/S3WwJqu+mS5UGwXDNCI5iC8TROLLOy0aDvc/e2Mpq6HUosxYQ/7tpTcuN6YTZwdqmFfX7SGccS0nXI5wLX6qKm4JYbduL9P34tk3sKpkfUwlIta6E9j4+nqcYwqv5aS7OZTYtNIAi5Cffh+ku/R4x5mfeohmWrcefXTfpbLqrQ1HglEn9/oUc1TqYr9qgC7N42LCdIVGO+h5W6wfcz2t+qZW3orr8AS8xI+TDtt9o4fnGf4qtAuReR/nYxeiSPlLbhhFjIlYbBnXkrPvO8XDe4AdZ4pRBSb8WBzk1MJlcb8dJfkrXWU9owqhFGlTHa4fuFiqaDFta4G3TCvb5aN1Ats1j6put2IJcDPvO1F/H1Ayfx6OH0udO0V4UY1ZTvKChCMIWdlP5eoSBGNdqT9/iLl1AsKHjnzXsAgDNCYiU4ym7S4hudIRUv/Q1/PdEb0HZcfPH+ox0LAi1ica6/YnDXalu8T2WxRtJflbE0ETOlMKNaZIFmy2SmOmswUzItB7/+6UfwvafOdv1dsTm81jT556N+2rX2xrYNNkblV//3H8W/fd+N/P9po2Lz56hHlUmmxiudiSrgjwARzZT8hSXv97k22hZaetDrYpgOC0pixrvwOaq+VCsKURZ1yw078eO37PNfp8Zu5I7j4lN3v4AvPXAcjbaVKOUEmNSvoCmoluMXPC79TehRpWCtUmTfzTvesgsHj83ypPMzXzmMv/jaSwAijGpNx3bOqAbFnLZhY7lu4KqdwQBwtcvmmga6V9LcI1mfucnPkVhiClyu2T3O74N8jv0+fd+mzeYWTvpurFnOFo5+Zk1TYsfTRMdS0b1iWU7Hz6kVQDcclIsKfvKd16Bt2HjqlZlURvXCXFC5jzKq9Hv7d7HvjCTCnYyqL6sWnu/Li0184q+exBMvTYf6+aKMKiWq0UIX6/lkfz8mjA0Sn4sgUWVzGR3HC42mEXHLDTt89jXca23bHsr+mh4n/R2vpCeq4uexbTc0eiiOORPHVonGfKUukkiLS3+DvaDcQ6Iqul339HtDGFGzVNexZzsrUImMKtB70XY9Qd/p7m2V0L/Z34Pzjbv29ZiWDNth6x8VwOPuC7rXaVYqEBQlfuXnfwQ3vXE7f73i95IGjKoorQ0zqnHS37Ig/bUdjxc8yfWXTIa6FaxpTaQ4qdRTj2p3H4y2wWbHU6tNEsjYMNqjKra1AEECxsaBMbY2Sc4rjmEjoqJa1gb2z0iCaOA2J/Qx03nwJNBf96KOxoRujOqKsE8+/uIlLNd0PHtkhq/BQJAg1pomnwAxVtFCEtw4RGNg2nejjr9AUECJ61NNYlTjrv/cMotzu7U0dAMlukn340rDwJT/OcbKGq7bN8m/pyRTKALth3PLLb6GpBZe7CAmKxaU0L2xVSAT1R5g+k3ovEfVvzFeeX0Bb3/TTs5camoek2OFSKLaKf0FggXETKh0AeEB9Ow14Rvw7HQNXz9wEi8cD+vt6UYtx0h/WULlwnXZzDdiVEXX32iVraVbfBEAAhOjpm4zM6U1jKeZW27BMJ3Q3MEk6AIrvdIwQuNyCjFOzGl49NBFPHLoon9cG5Wiivf/+Btx3VWT/Hd4pTif5/Imx2WySZE1ERE9j4BRzUFT8pj3+/QowKI/HceF63gd4wUA8DmlUfZAZFdEMKOuzkVqeqEJ23Fx9Mwi6i2LF1RizZR0JnEtFuKTXrHqHJuo+tLhsp/UvfOmPVhc1XlSUGuZ/PmggG12qYWmbnPpfFG4n4gVu2pXMAC827ifNNDztlpPTlRF10CyuieWGGBB4c3XMVZ1/+7x0DUgiSb1MWfJqsYxqtEeI2IVwr+n8J+ZtssDToDM1VhAXCqoeNv1O7BvZxU/eO48f85IXiq+z0U/+ZwcK3SwabSpjpU1bJ8o4dwM++41TeEFr2bbEnpUO93HF1baoeBeDCx4ohqjIBADE3G+rVh0oQr+6Uur/vm6sdJfIGCRokUby3a4QV4g/WVrg5LPoRLpf4tCrOhbthtik+IMjEzb4coVSk7LRSWU+MeBpIeaoNgpF9WubSTiKKQk9GICNQiWazqXj5u203GfZwHP8/CxTz+Ch549N/Cx6H7d5Seq4neclqi6/oxu8pSgNVbseQW696jmeY8qybwV/NFHfgK/80vvBuAnlK6H5bqOsXIhLP2NMKohMyWHpL/BuswYVfZ+FC9QMtQtDqBnlCeqsYyqGx4Z56ubUntUTbb20edMgmU7vmt9PsTmiW0tQMCoMukv23PViCcA4ZIwr5TWsLEMGdWvPfwafvjCBf5vsbg3Kyaq/nnQNe6FUU07R9on33LtNjxzZAYf+oPv45N/9xxc18Mb97GRitVSZ69zL4xqNFGlfTfJTAmIT/Js20Uux/ZDJZ/j78sS1fD9QnFYLzOi08D3rkTprxlqV3rPO/bjzW+YwjV7xhNHnhFobb441whmKKf0qIpFiHJRHcki3qCQiWoPCFx/g8C80bZwca6Bt1y7LfS728ZLIROIDkY1ktQlLSBx/xcNlmixigYTgfS3M5nh5immDc9jC4qm5tHSbeRzbDOKVtmaelguKC4kmir2KnY+TJYdbvAnUGWrF5kCJd57tldQaxg4f7mOfI65FkbNZNLgeR7+/v6j+NZjpwDEB/VAwngal/Woxkl/ARaEx/eosmSX9zwKpjWAL/tz3Q45Jnv/zkHoQHjGnIiiFi/9JUZr2TdzIslOXJWOjWFRk3tURTOlSOGGXg8Exhv/7K1MbfDy66xP1fIr+oylZL97boad33ZB+ss+p8N7broxqp7n4VN3v4BDJ9JNEqjqv5LCqIZHQtlBYUS4V0j+e8N+VuAwxURVU/jmneWImigDTmuS+P+sTyv83NOaQ/dgaHSNz6i2DSZtzuVy+F/e+Qa8cmoBp31pLFW4Q4zqbAO7tpWxbbzUwbqJxYx9O6u82FBQ8/zeW6kbgutvcM9SILJc19HUA8dSkbUNGFW1I1AQA5OjoURVkP7aYemv63qh0TSha1cIFxb5Z3S8DgddKk6Uiyo0RUntnY+6b4tywrjkkPYg8ZyKBTVQHyRJf63O/aVcVDLpUXUTpK1ZgRmslQRpabgXOwvYjovT06v49hOnBz4WSeB3+5J38dkXE/mo82/LsOF6gSLLssPXnpirVOmvyKhGEjxi08kl+8JsAz/yph0dfewAWyuKBSXCqAazWlUlB9NmTs+kNqL58r32qNL3yKW/fmwkOuMz1VB4j4saUUbR1m2UCyrzhEg5B9vxoKm5Di+EDkbV38Oaus0NF5mCpfMcpkOJaiD9tTPqUX3g6bO4/8kz/N8ia0aJaqmgcEbVFBhVz/NCrJuIpPYiAu2Tv/BTb8HVu8fwgffegE/9+ntw9+/9a7z3HazlTSQx6NqNVViPappEn4oEdL/QvhuXqNLamsSoMtdr5ohOTO5YWeu4FzmjOmABmfa8NEZVZIb/7ftuxKc/9i+we1u5Y05xFLRX0f2Yy/XIqKo+oyqlv1ceHIexjyGXU8fFSb8h+s3XhBPVqbFiSFbY2aMaroDTjMFCjPRXjSyY0RuQjh2tXPHkOCYJI+mvOBuVAq5ySWP9lkrneJpqxEyJII6nsWIe2nsfPYWP3nGgoxpMMoheqj/0ufdsr8L1WL/lDVdPMUZV6136O7PQxMJKOzR8Pe4akZmCks8hnxPMlNphZlmEpoTPg89RVXIhZjxq7kJsCjnKAkFiQRXr6CJlWk7I+ZO/rhC/kVOiSqBkIdZMSbdQ8WVhccfiSYgohRcCqHYkUSW3XpJ50ngEYvXZIsxeT4yq+IxQkkN9WkB8j6puOnj08EU8/Fy67TxnVGOqmg88fRbffvx0KEjTTSf4TMJ3/1Pvvha//IFbcLOfsFLwQm0CtLFmyTRFWYJCzBxVVnyJuFL7AR8FHeEZq+z1xKgCwPtuuwZKPoe7v3ccAGLH01yYq+Oa3eOolNSORDUwJcnjqp1VbghX0JSQ4ZzIqJI0nAKRlbrBzN6m2O+LfbD1ponxBEZVvGdFZ2fDT4aph7WgKZjze4Bsx0U+gVHl0to4RrVD+suuU6moJga0hKZoaua4oSJAXKIaZ6ZULihCK0l8sEnfWaFP6S+f2Zty/4r3YzNj6a/tuFhtGtg2UeT3+DAYVfpez0zXOtbJftFsM7M9CrRF59+2MOYpeu60f9OzYfEiQfi+imVUYxPV+HuZ9qFcDnjPrftDe1/YoCs8s5LeQ8nneXJHyQE7bi7So+p0jEu6MFvHw8+ztZmbKflzckVG9fi5JZy8sOzvcZGCW0FJvM/FkXyKko+dP06gc4/2uEd7VLmZUjtgVKPrLWF6ocn3vEXB7yMrRrXZtnBupsa/C90MXIgpUb3xmm24vNjsmPtqCkWevqW/fvL4ozfuxF/85/fhQz/7Nrzl2u2hZJJmuAPB3j1WLsDzWDzx/WfP4e4HjnUcW5T82o7L77k411/eoxqTqDJTT39t1BT+PI2VC9ztnjDHlW3OmicHAMEanRR7JvXaTlQLvK0oCdE4f6JaSD1X0ZC1JKW/VyZEMwpVYJDIuevGN4QT1YmxQigINkzm0EoPUkeimtA7IP4f9ZFGpb96EqPaTfprBUYllaLGNwpaaEWWxnU9zrYQQoyqkj6ehhn4WB3jQMQFoxsomNjjG+pcnGvg7W/ayc+1182A3GcpUGB9eTHXSDCJCKS/Hppts2M0DYECfkLY9TcmURWqZo7rdowTofen3xERV22m18Uxqudn69i1rcwX+22cUY1LVH1GVYuvzPEkRKjUm5aDg8dmcec9hwT2kV2nXC7ny1MpkXPQ0i3OkO3ypX1AYEYWqA5cTM83sW28GLo+cYwqbWDHzi0hDfQdxTGq33/2HO57/FToZ7phC89KcA5jZQ0feO8NoXOlPzUtGP0wTEaVDN6ihYKkHlWq5IYTVVaQINkcwNx6P/Ghd/G5jPS8i9d8frmFPTsqqJS00Oxd8feIUQ3ON4+q31e+Utd5oup6wdpBwQozJwlaE+h+cfy+vfFKwZfuRRPI8DUiOaRYpfY84EZ/XvWZ6VV/1EY6oxotqNlO8MzScxIwqp3fSxSNaI+qcN5x1X5R7k/3XKmoduwnUcQFqKUCS1Qt28XH/vSRkNmZeE5Aeu+pGDxlLf29vNiE5wH7dlT52jqURFW4bt1MTrqhbdioltTg2W+HGVXax6PnTvc8rX907emajnNGNQi4qeASkv4q4RgjCip83nL9TuyYLKOghmevEqKJqlh0LajM6M5xvMD1Vwm7/pL3goiHnjvPvQkosA4KZ0GP6ufvPYI/+vvn4bheR6Ja0JSOGIgQjOTrhVF1felveAJDNBYrFRSoSt4fOePGFgYJMwtNTlqIPaq2E7TuXJyr4+sHTiaeVxKoTUs3HVxeZIXbtmHzcYiUqL7l2m2wbBcLK+1QAmWYgWw+6oWiqfnY74uwwk2B4u8pAhEZVEwb5wyohccOX8Rjhy91vEY8RzLAA4JCuoixSgG5HDMY+pt7XwnFk5ZQNGGMaiD9Jbd7gtjPG+cg3CsozqF9/9J8AxfnWKHL8d31p2IS1cmxYtce1WiiOVEt9sSoqqoizZSuVAQ3Qbgn78T5ZVy9e6xDCjo1VsRqMzyepii4cEalZFyaFZN40MM3OVaEks913ICkZY8GwySlE6ukBM6otoklUnkATouNmAgwMxlEGFWhmiYyqjELOC3alxfCZiS0uPZipU1BIplUAMDb37QLgG8G06NhzYs8UfUlh2YX6a9g+W/aDtqGw/vQoihEJMii668iOIpGpb+Ow8yUon2DQCD97UhUzeQeVWIqRZy/XMe1eydw83XbAYD3TqT1qJYKKme6Xr+4wn9uhxLV4Hk4/NocDhy8gFm/AFGJfB4KAiw/USD3Y1HSuy1qpuRLf6/aFfwOvXdHouov/vPL7dQZqWlmSqsNA7NLLd7HArDviT8rpc4iRXRsgmkz5ouekZWUXth+ETiE+9VrNd8hMW2bdofknwK+WEZVZfM+9YgM/l0378Wf/n//Av/x53+E9wmGEwUHlaLKGNV2ZxIHsIKP+P2SU/W28WKIUQWC56IuSn8F0xcKKiixKBWU2MJMNGHb65vxBEoGdm4k2Z5ZaDIZYwKjGiSqnQlxQWOBPiUe4/7aUCqoXQtozYj013GDHuhYRtUOzJR4j2pBSFQT1tG41pJyiSWqyzUdpy+txs4C7MXNVwyeooZag+KSb9a1f/cYV/jEtRgMCrpu+RxzgY8ygf2g5bfIkOom2qNKiWh0DmydM6q+0oUbVPmJKmdUg8//6KGL+A+//2Aws1NgVKMJHoH2tfe+Yz8A3wGay8iD14xXCiF5ojgChxRMtiswqpHxNEAn02TZDr/PeUIbGXvjOCwho/U7uscV/X76KP76my/j1z79QwAs6WXuxumBvaqyHlXXC+7jaI9qLpfDrqkyT/wKmsL6cSPPteuy0TRvvGoCmpoPJUpAsB4+fvgSvnj/0b4Zr5YfgwHg7Ri6YfP9kmKpN/ukyfRCI3Sdwolqp/SXffb49WO5YcQmXFHQZ6XvjO7ZRpt5UsQxj6bl8OKJYTmo8ZEunTGWks+hWtLwnSfO4NuPn8aLrwUj72xbSFQ1hce/VDika+F5HuaW24Gke4A1K9qj+tf/9DL+6hsvA2A+HJ4XL2GeqBZgmE6qklA3nQ5n97QeVVGyXkrwFtnskIlqF9ADXFAVPgja8hnVN0fYVIDdnOQSB7AkK85mvaNHVUl2/a2W4qWYVF2MyiHoIYhlC/3RHxSA0LHF31epyua4Qs9hEKSXCgqvnGmqktonRZvOzGI4UZ3nPar9SH9Z0Knkczzp6tVMyXU9vPL6AoBgvEFbt2OdkYMB6XkQ0UJVsKQeVTXi+kvSo3yEUWUbdTDfzHZ86W9MjypnVO2I9NdOSFRjTK0cfyzONXvGuQEQ71GNJNa246JlMIdn6nV46eQ8Pn7no7yfLxiKHk5U6fOc9Ee2iIm3pua5+yh9V/T9k0mSks/xDUpkiaYXmnwmIEFROscPiMWa4ymsKr1/vWWGghnP87BSN+B5wKunF/l566bN2a84Nj06Q9i0HGiawjf3NHfhfkGfma5T4Pob7t2LPvf0PcX2qIbMlML31P5dY/iZ//l6rjCg7972parFgopqHKMqFPeijCoQ9PG3fDM2IHjGRUa1ZdioljVUSpogE/aLcJqCYkHlwe/JC8ssWPa/B7r+VOTQeWGQ/Tnhty/QmKgk198kV13bYTOkVSXPA89Qj2ofiSqxhRTYJDGqVMyk/aQkmCl1G08TSlQLzHCDCqo0Zin0+SKGPnEYJqNK5jRX7xrjPgQ0Dg3InlG95YadmFlo8h62taCps3njUTUFuYZTwacdMbKinrrtkR5VMhDjParCenVxroF6y+JFoqQeVRF7d1QxUS3gn7/9Kv5/xYh3BgBcu3cCpy/V+H0oqoNIgSE6ZVPyFjdPmkBrF3NCD/+MFF2264YY085ENb4d5fjZJbTaFrZPlPDGfRNdzfY4o6qGnx0+ek3Yr3dtK2PeT1R5j2rk2IurOkzbxVW7xjiTqOSDIgCf/+uvQe0+zW7EIhCZEuomG5dD/eb5fA43XO0X3xZbYUbVskOEi4hAtZXMqMYxnFGQDJnuozGBUV1ajU9UDcvh5pSm5fKRcWTeF8V4tRAiUAi24/LPJcba9BzycYxtC23D5iZQAyWqnFFlx663LR7L0j4bl+DTZ0tjVduGjX07q1wNNDnWG6OqqXk2cinDSQOjApmodoF4E9AmeXG+jtWG2WGkBAT9m3SzGpHqSNSlkSfCKYzqWEVDsaB2VOIo+IpW4GnhipMTU0WUzyItBT2qVBUTe3FJ4lAtB8FtLpfDpL94ab7zaC7XGSx5nocFYlQX4xnV3qS/7HPTLM03v2Eb39wKmtJ1bhvAKpH1loXrfXdf3bRDckcRtAEr+RxyORYA0JzZpOpih+tvgvQXCC9Sli/9TetR7TRT6uzfAYI+6KgjoGW7eMOeMbzn1v34ibdfhTe/gckexc38k3/7LD519wucFaD+v0v+XLZ5v+AQqzDw5ZhAEPSGRqAIPc/0JxUwKJGYGi/yhTkw/zGwUjdCyQ67Lp2BSE0o1ohjSaKg9/e88Ew2csQFWKJaLWuoljSfUQ2KOlEERmJB4amoKSgVVe5SnRUowKINmM9R9a/F4mobqw2Dzy8liNcTiLLdZKbkhIoLIigIpvcRXbgrJbWjP1EM+MTvjgLDKZ9RbfjBJTtmuOhWb1moN42AtdXDjGqxECRpl+bq+I0/ewxPvzLD16D9u9l9dbX/J60h9PNxHiA5cFwvdo4qfUbx9QTLd+pWlRwPQCk4KxWCEV9JDF3UTMl2XL62cEm06/G1wvTvK/GcSgW1a6Ia7C+RHlXd5nvUucu12EQc6INRzYjhJFyca2BqrIixSsE362EJzmRCn+daQZ+b7tNBgte2sHaqSi7oY7OZa/iOiXjpL61D2yLSX9p7OaMqXO8GZ3T8RDXXOZ4mip/40atw1+/+6xBjFceovufWq/D/s/fm8ZJc1ZngF2vub99qL1WVSirtIBC7QLKwDBbYgG1svMN4GTyDu+222yuYsdv8Zry13d6w2z3Gw+Bxe7y22gZsGgNGYAwICSEhJLTVvrw918iMyP7jxrn3xI0bkZGvsiwo1/lHpffyZUZERtx7zvmWMwgjfPIhgbRzdpAfzwsPI22OajhM7H96skzn1AvC1L1aiT87DCP0+qFsDpuov+aCJ8LNRxfxnnfcjWsOzI1F/eXHSg0rmzWtFmYqOLfeThaqKYMekcssz1Vl4UXoK6D2HMmmGuG4rQd/BqlhTI1F8iNoVD35vbY6ffTY9e8FoWowp1x/Yx+MjOu1sT0eokrNNLpnL2x0YjOq5PuLxvhQFZMxokqzR02xOFORYEWyUB3K8+DeHbVKElGlJhRNeLiYNUuaKcn7Wo0V25SmUGlkWI5/ynH+7QYCLCCpwPQIjSo3yvqGlx/GW99w87in8xUfVwrVEUELo+8q19+HnxCJcBaiCkB2q7uBMikB0vPAirj+1sjcRqf+Zpgp9YIQFd+RdGMeMmmNj69W8WSCWmWIKiAWL6nP05J0Shg8V7itmRz5WrEJAQCcWVV0Su4EnKU5MZ3n4kwFjaon59bSsRbpID1zRnQibz4qKMOd3iBFd6SwLAt7l+oJtI+c/GamMgpVrWCm4lKn/gJJOuhgkI2oZlJ/+5GR1k0jYfgi/vQZoZvYvzKFxdkKfuK7ny+t3nln+OxaC/d9/lRM/fXkPUtmRpRMcZqJJynfCiE+eb4J27YSSQY5InP3QVmoxgkiJWn8/MkNmNNHgXhwvXZN6BnYvVBLjCXRg98rHO3k38l2u4+Zui+djyX7wICmy2KdI6quouxPvlC1EjQrnjh97HOnMBwCL2GICb0OUOera1TJBdykaafgs5XpmS2XXFTLXkz7Y2wCSQ+3UCm5UhNNzbiZRgln19oYhBHT3ycRVQCyeK6VPZm0K0TVlc/AiZgmutXsyQSNClQdUaU1iidIYRhJB1M96D5OzbCOR1y48QgpgJspqb0iqxOepP4KNkOj6sO21O8+8E9P4/t+8e8Q9MPEfeXF2kKuUc0sVPsqiaEol1wEg0iOBgujIZ6KE2AKKoryCjfeQJs0onriXFM2G5SZUigRCd05l2J9uzvW6Cq6nygZv5gCmNZOy7JQr/jy2kn33npJNDa0z6Df0zHoZkq1igvHtpLXO35vui9FoZqvUQWQYg7QOs//5uj+WSzNVfHRzwldYcTYQZL6yzWqcbOMX3e9mOPjuzIR1XCIbhDihTfuwtxUST7DFFmIak9r3I6i/g4GQzFzUjLBVBNVRxwXZytY3ewiGtJ666RosnTv1yueXANK8Sgbfu7UQB53fAg1JWYbJYaoDuL1V1y7RlXMlbZjKUISUQ1z5qgqfbApNpoFEVWN+ktNu2fi/INrgen/6bjp//nsUVP8u2+/Fb/yw7ennqH+IJS5iBFRjT+LGgqEqNJ1HQ6HePefP5ibN+ihz1EV5kzi/GjPN1F/qXjNQ1SJ+rs4U4FlCSQ5jIaZTU/uQ7BnsY7brl8pfB5fLTGxQvXJJ5/EG9/4Rtx999144xvfiKeeempSb/2sBkeQaBH7whOr8F1b3vA8dMqf0KgyRFXXqMqbzEBBJUQ1LhxSGtUMM6UsN1v+OZSY86KEXE3dBKIab5Ya2jIVnyfXBuibCKGptpWk/hLt06S7NYU0Sih7+N2fuAuvf8UR+TvftUfa4QPqehOC0+4Ocq/T7/z7r8HdLzwojtOxpNY2q7uoF8y0aHHqL41f4WZbYSQ0qr7npOfgZdBysuaoynEZLIkjJ0u+6ZsoxZ1eiOEQsR7ZlZ12ouAR0mXUqPYVojocioYHb5J48bXh50GF6tJsFa5jSdqbOH/xvl8+KdBZPkNVfHaa+kuI6vOvW8GXT2zmmMuoe4UXkeualnSqJgycekGIZqcPyzJT6el7kDMEmZZwpl6arEZ1kERUieVB5/TR+0/g8N5p7I1nu6pjzKH+ujZaXaGBMp0fBZ+tzBHVmtT7JKlYgLrPCK2itWe2UZb3y8I00SHF/2+1gsS9ON+m7wAAIABJREFUXSt7IxFVSkA6QSgLswMrYm3eu1iHbVtyraTEouyLeYu9GFHVm0kUTlyMpl1/BQrL2RKEptB4GvE6832oU38HMUJbLXtyPX/4iVW0uwM0O3302TNvWRaW56pYnqvK7zZ7jqqB+ht/z2eYsYhO/1XFkjrOBx47j48yw6HECLNJa1TPN+WaRfd40I9Qq3gyGdcjjIZ46//5P/C39z1V+HPoulEyLjwZhvjrj30ZDz5+fizNKh/jtjRXwScfOo0zq63EHmpyXO71Q9i2JbXlfDwNNQQd2zIjqlSo2oDt5FN/TaHPdwfE/XX7LXvwuS+dx2azJ4u+JPVXR1TzNap0r/T6YaqxTPcjSUj2L0/hPe/4Olx7cC7xuixEVd8PTYwb/VjceDwNP1buZEyxOKN8MbJcf/lINsl28Wz5bNIsY0JUx22G0LN14+EFXNjoYLsdiCaenyxULctCuSSYd3y9EhrVOM/Uzs+LJxyYZAr9QZgYZ5cXykxJuf4Cgq1BERjuD64j3WwGmbRfQDSzp+ul1DM0CBUjht/HdAwk1bvvwVMAgIO7xd5Aa9tTp7dw78efTMypHRU69ZckJIDK/U3XTSKqrR62WoFRGtSN89LFmSpqZU9+Z1nNlzyw63KJiZ3ZO97xDrzpTW/CBz7wAbzpTW/C29/+9km99bMatJhN1315w2w0ezi8dya1qAFK+0Q3oE79Vfq7JBXSRD3jiKpprqUcT2OYo2rSXgKQXcSN7Z7YHH1HIqn0XzUfc8gowmnTKP5a0yZCxchVe6ZjF0fxoFFiuWepXogG0wuElo10jNz4xPccORsz9z1Iu0ZzHJs9RENkXicetm3LooYjfzxS1F+GqKqEvR5/tporK8bTCMoRfTfKTInG02iIamB2/aXvj7vZHT+7jYWZSuL7o4ZLn81447TyCtMtU6FKHUAqbl1HUcv7YZTYGKtaU4MjIhREJa6UXRzcNSU3D3H+4rM/88VzmJsqpwovkwap2e6j7Du46cgCwmho1N0BSKDefJOgfxO9fKZRQskX+p9Wp49qyU1Qwvi5AZwhobSEM43SZDWq0RBurEMBEA+gF9f21PkmHju+gdtv2Zv6Ox1RNaH3gHmcFQVHVOleKfuORPG5TlWfR7hroQbbUmvcLGMlzBkQ1X3LqqlSLbsJZ+GkRlUc+9lVNeqKCo9bjy3hnd//ItxweD7BRiH0xPdsOc5JUH+zt8KyYe0dhKKLzxEYev5IowqYE0BArNl07Yn66zo2ahWlxyWaXyse58Qpnb/xo3fgdS9XrtM6tY4iiIsgvmZSYXB2rQ3HtjBd9/HYieTzIqm/rAHx3z72BP74g4/K/6fCiZodk4rtdoCtVoA9ixqiGkbwPBvljPE6vUAU9edzzNTSf6MVqt0Bzq618ft/+RB++nfuw0/+9scLF6udGFEFgLe98TkYhBF+9t33SZlLtexlFqpEKwU47VoVvo5jJRJVHdFJmikVT+tM1F9AjK+JoiH++eEzsilI42n6cdORPk8fTwOk73s6J8EOSP5On0dsYguJ8zK72veCJKLq2FYxjaomwxoMolSyz2UUJc+OHeyT703HXSm5EiH02fdJew7lOmNTf+Pv+obDwmPiiRObCPqhQFQl9Vc1yYyI6ggzJdP12tjO1lrqUWMFOn1O2Xckkw1A6pj4cQf9EJutYuhtqlBlZko8LyKm4MlzTfzor38UH/7MCexbrmPXfEzzj4tNcj0nZk6RyENU6XcmqZBiXAb41fd9Br/6vs+mXtPtCXbTN77iMH7g9TdlMusoshydL6eYSKG6urqKhx9+GPfccw8A4J577sHDDz+MtbXiUPpXauxbbuA3f+wOHDs4l3jITbRfQD3U9JDr1F+VWIgHrd+PYpv4dBLMNapm6m+MMrCOGVAMUX3s+AaWZ6uyCwcIB2D+uf0wVONGdESVUX/FeaUd+Ygue/2hebS7A1nsnF0TP9+/3ChM/c0qKGnczqigBYWoJaQ5reYk5xSObWE4VOM1TEEbOEVSoyq+W0q86N4AlOOn41hSX0FdSdMmMhwOM7W1tDDzRfyZs9vYv6wVejbpUlTi0w0GEsGoVzx5LJRk0XfHZ2QKDa9YKLkuVm9q+K6TSmTIWbdacvFLb7sd3373tYnXA0Kj9w23H0pvrradmqO61QpQr/pSN56lU+0PItn15ogq/fvGw2Ls0VTNl89cK2d+rtI5EWKgCorp+oQL1UEE11bUXz7b+R8+ewKWpRw9Tce42QriBgOjZSeQtuyNzjUgqsJMKW6OsIJGd8+8/Za9eOULDsg1bpYlI/MMUaURUPx+rcSIKhVMJkSVnKa5/q3kOXjuNUvS2VSn/vqeI9esQRgZmxAUpnmtElG1Fapk2xbecMcRvPCGXamiQ49Wpy/XIoGoCpSnXhWIan8QysSp1e3HLsNJnanj2DHia+VoVKOUZpG+57OrbUzXfVy9bzbV2AkNiCp3D+XnNlXzd+z6+8yZLfztJ55K/Iw7/gLKrGcwiOA5duYcWPpu22PQkNW+IO7Jdq8vG7/7lhv4whOrhRCw4VA41tJ+cmBlCj/1PbfhzGpbznauZiGqMevK06ii7Y4qfB3bTlB/aUZrkvo7PqJaNpgpAYrFstEMkuNpPBs9TaPqxVRbfm+kxkbJQjXZsOTHQAl+lmuxmKNqRlR5cStciEe4/nKNKpNhpRFVVahmIaodJo8ihNCkUaXvfVwzJbou1xwQCDM5/1ZKjszZGjWlj+/0kprQvPE0uYVq3FAfh/qbQDSrvpyVC6TH0QCqUO0NwszZo3roz1A/YaZEOZSa7fpMzCr7ye9+Pn7rx+5krtziPT7zxXMAzIXqJz5/Gj/12x9PTVKgxhzJNsgJGxANZVvTOlPUyh5s28Jms4dHn143SoMo3z2ydwaveO5e5VWScU9fQVQLxunTp7G8vAzHIW2dg6WlJZw+nba9/2qMAytTsKykOdE1GYUqddO3Wmbqr+tYsC2miwjTXTyKhOtvyU119TltlrueChTXXFDRQvLU6S3ZoatIRDVppjQYcOrvaERVT+ZWN7uwLEi3WTJUOrfehm1b2LNYFzPZoiHOrrUl0qqHcE7OLryLUH+DQQjLUq5rpJHNQ5EoaMGZbZSMDQVAXDNeMNN4B4fRA0mPya3/+/H5i261oHLarFMNJBeobhBKeq0eOvU3jIY4cXYb+1eShSrNNqXNiaiHr3juXvzom56L51+3jFJJFYvimAP5WnG+QgNNRkndIJTHbXKdDQZhYjOk6y/m3tmJRZ26otWyK+nXPFzXSjkvNtt9TFV9TNdL2LOYrVMNBiFmp8rxZqEaBkTRpWdipl6K6fYDtDqDzEJVdc1D+V/OwthoBqlNbqdB7oaye8108488tYbdC3XpLJo4xvj+i6Jh5oxVYAT117VlY4Oec2GmZEJU6d4Xn/vca5fwv33zLfL3s4zmTRrVbtwQiIZCT01Ri8d9pDWqrFCNmynCECttHlTy3RT11/ccyQLhNEZT8EIXEEWJdP2NqXP0PXzPPdfj+kPzhRDVGTbPmFCBWtnDdjvAM2e2U+YcWftEFiWSPl9PThWi2sJUrYQje2dw/Ox2orjgTQkqWjkyAygq2lSthHa3v6PRLn/3qWfwO3/2AKJYAvHhzxzHF58WM8oV9deRjAzPFYWqyQiF7o1xqJV0zrPM6IjuNXJR1c3CTEFj3HiT7vpD85htlPDpLwrEphrv47q+lhBVWu+V629fNoIcJ0n91cdjCESV0KyLo/7y9xiEatwZUX9NGlW6BrSO6waHZNZDGlVu6ESNE0K4sprSJh8MavTq1N8885lBnHPROT/4+AX84b1fED8fUai6hkK13RsIzbjvyEK15KUbD1KjukPq777lBlzHkkyLsm9AVMtjIqo565R0rx2jUOX3XkNzyef5IeVK9JpeL8R2K5DeJ3lR0Z4hamAB6j72PDWZ4syayDv3LTdk7lP2HbS7fbQ6fTzy1BqqZRdrW91Uk+vRp9fw+S9fSOWmXOpAsii658IwypzLbdsWpqo+njy1FTck09ed9McUec0E4EqheiW04DSvowbHXyB2xK35slPS0xBVy7ISHXoaZ2EKevhqFQ8lz0npOfmDz0fUZM0HBZLzWm88ItAj0saQs680UwqHaHX7whxH2zxIFK4QVTP1d6auTBFOr7Zx6kITH7v/JJbnqnJT7wUD/Maf3C/nUFG8/d334U/+/tFcRFVQbsORSVLQFwkbIcPjFKqOLFTNtF8gNgxiC0kU/9uxlZmS6lLzQlVcM8cR15hvuCbKR5fRjPSgcyPq77m1NoJBhH0aogoIbYpKRtV7vuLWfSj7bup6pzSqlKB7ag4nIWE6+k6bO1+Uo6H47kzzK0u+0Pq85qWHjAWiKRHZbgcySbj24By++PSa8Z4Qrrw2pmt+ykypUfWlI+BU3Ze68FY3B1GlEQeUiDHka6ZRQhQNjXMxdxJEWVuerca0W1c+q0+e2kxQZnlwB/C8QjWruQWIay61VmSmxDRSukaVUxH1mEkgqsr1l+6x+emyTNCrZQ/VkvgewmgomSgln1F/1ziiStRefl7J9RYQ65XU20XDzGMVn5WcTSddjV3VhNIL3VGFqkBU1TxjobOycXjvDB4/voEH41FagFovspAmUwJP0TfQGWnNW9vqYarmY26qhGiYHIPRHwxlokfrSTcYwIio1n1Ew50ZEW3HMwfbvQEe+NJ5/Or7Pos/+OuH4DoWluO52dToIlR5FKJq+t25tTY+8tkTqZ/T90pITqc7kEkofT6hl3nBdYoUlmXhxiMLid+Zjl3O6KTiUGpUBwxRTVJ/qTGtNKoWyA8s6z4xhdBqW6l12LFFQ70fm/3RZ9DcZW5ARvd+pzeQz62uQ5VGbIMQwSCSXhGAQsEkoppbqCafJ/4882MvRv0Vx/2+D3wRf/bhx3F+o5MyUyozOm/WeJpOV+RblmUx6i93xU9qVMctVJvdPiqxQdvyXFUaKnEzJSr8K/GelShUc+aoenmI6na+LwcPNZ5GvT9dC3kcBkSV2E2rWx1EGbNH9chHVKnxohDzM7EhJO01AOTIs889dh5RNMTXvuAAgDSqSjk3mUIBiEcbqpyAmvj0fIomTnZp1aj5+MITYn3X2QUEGvBZ6PRemRrVDKOsyykmcma7du3C2bNnEcYPZBiGOHfuHHbt2jWJt/+KCY+ZpCzNppELiulGKXM8DZDsgJsSCYrl+Spcx8bKfM1IP+sGopMHJHWqXcNMRP7ZFDccEoWq0lYpSqE4thDtrth8dCRxLqbsUUfPlCytbnYxP1PBSqwJ+KuPPI4f+Y8fRbPTx9u+5Rb5MHYD4QK8rTmhPX5iEw8/sWa8hhSeZ2M4zH6IKYS9vC0TdY7ojQpKYvM6i75ro8+c7QhRdR0Ls40yKiWHUX9VgUTfKXWrE265hk2EFmhTga0jqmSkpFN/xXGpweWm9+THYVtMo0qLItG+XIWoEgKhU38JddWT9qxxKI5t4fd+6i68idGBU8duKFQb8WZ97OAcNptBanYvoBwCp2Ojo9XNDvqDSLob7l+Zwpu+9hq85KbdKJccdGONqklvAij0lzacfj+UCb6SAXRTf9cfRHj3nz8ov6MiQQnWnc/bh3f/5F2Jrv1mM0hpeZPHKV6XKlQ59Tfj+wCSiKosVEsKUe1wRNVAoeMxY6D+doOBtOyfqvmYiZtC1bIrTd463b5Ro0o/6wYKSUi43I5AVDk6ZApdo6qeAUcmEWRKQqFrl/Vodvqy2TcYKI3qK567F2E0xJ99+DH5WlovshqaeYWqmLmsU3/V9zxdL8l7iJotw+EQYRRJwzzuMDtgunYqYChJHjXuIQwj6SJOQQVXq9OXTvQr81Vcd9U8u7Zq/aBZgWaNanah+sFPPY1fed9nDA7qih1Q8h20ewPZdFmao0J1dKNpUzp9JpPzm+JmMKA0qu0M6q9EVBntmpJhx1HU36Afyu+K7suk62/xtG5hupwoGnm4MZKtzJRsSf3lBjb0rNPcY8CAqDKNar8fSm26FWvXbduS908eG0x3j+VUfnXc+dRfYqZQk5He7ssnNlKIKqB0qqWYzqt7YvDZ1Y2KQaMq99n4/ixgIMmj3RnI/WdlvoYT58SeUYmblYCmUe0OEmN+doqoksHgWIgqN8LTmrt68QwoAzoy2DSNdNGjUk4+Q9wESyKqrmr6n1ltx6N8+OgaF61uH/c/eg61sou7btsPIF2o0lrCTaG6wQDRUElYVG4kbqQwdufPium6L+8F/br3gvQzQOhsNqIq3itvz/1qj4mc2fz8PI4dO4Z7770XAHDvvffi2LFjmJubG/GXX11BXcar989kUkCBpDZNp/4CSYdck4aI4uj+WfzXX3w1FmYqiWSLohuEMhlOF6r51N9d8zW5AFOBKhFVaeIzlEPM9bjl6kW84395oSxOTMnShc0OFqbLKHkO9i7V8fSZbdxwaB6/+m9uxw2HF2TxKeiV/dTfd3oDnFtv51J/9aHdWSHGO6QR1byRHBSUAOQt2J5rI2IFM+9Cf83z9uHdP3GXEtIzJI/O2bHFxpnoDBuov+0cRJW+c31x3ZtRqMq5mPSe7Frw+2fXQl2Np9H0h54rnFODfoil2SpmG6XUZkP63dRYgpxr36j6mbpBx+D6u90O5GZNbpEm+q9A1m3M1Et46IlVvPnnP4g//dCXsLHdw2yjBMe28G13X4v56UohRFUVJGL8TsColnS/bBpmpn30/hO49+NP4p8fPpN5DfSg5NBxbJlc8sRKH+fAwy+AqOY9C6LZoIwjgHxE1cst/NTfTdd84f7dCyWi2qj68tpVSq4yCesOjBpVCkISOH2eXqs0qsxMyXMQ9KOYqpW9FeomLsoJ3pLX39XolpL2Z0gu+gNxnAnqb5zcXLV7CvtXGthsBthDDIw4YczaJ0xsFvlZ/XQjNFGo1nxZ2NB7RNEQwyEScxmBfI0qMHpEzcc+dxJv/b8+lBinRvtWq9OXResvv+12/MIPvli+JlGoFtKomovY4TDtTtwLQuneTO9L9D+JqDJZzd9/6hn81v//QOr96RnXEaGbjizKf2dqVKWZUhJRTZgpMddffg6S+mspTdw4GtXX33k1fvmHbzf+znMsSa2lYyh5Dvr9EGEUyUaCpP4yBDg1RzVMFtn1eF6m5wh/Dte2RmpU5X3KtbCycaXuceFhkIOoxuNp6FhfdKMAVLpBKJlCPIj+m+f6S98T16jqRWB3p9Rftv+szNfk3keju4DkaKxO3LCjv+kFoUR1dVp4PqLaQ6Xk5O7TFPp4Gn5MlKNyaRSNEaPXkAHaThDVBPU3zik5or3R7GFuqpzI2WtlD+3OAE+e2sThvTPYs1iHY1uyCSCP04Co0l5He7BEVEOlUc1DVDntXfdXoQKWX3OJqGY0X7Jm5F5OMbEz+7mf+zm8973vxd133433vve9eOc73zmpt/6KiucdW8Ernpt21uRBtELqRuoPup8oVMPU4sGDfleOHSoT3cRgIDVpzQT1N0xQB5LvJ75y0uIBwq57Zb4qERm+YfJuHg/btvC8Y8vy4TcZHaxudiVi8stvux3/7//xKvzMm18gEVYqPmkECC9UyWDk3HpnpJkSvT4vgn4kkwHXsaSZUtZ10s8VGEH91fQoyTmqNmanynIR3WTIMSXQivrLNlw2Joiik1Oo2raFSsmResHjZ7cxP12W9BoeouucNMfh14I3Vw7tmcZWK5DaPHG+ykiDErmy7+IX3/oSfNvXJpFQk+tv1jkUCU9DVIfDIbbbfal32bfUQK3s4pGn1lN/2w8FfXC6XhKJkWXh/kfPxTPckpukoIwO0Gz3jdcQUN8R1+DSd0ibrm6YMBwO8Rf/8DiA/HlqepiQSr45mSjeFEUQ1VGuv5QgdeVmyjSqrEjhVKysoKZAyXek/p6021M1X3araxVPIqothqj6DFGl6PYGCeq1PK8s6q8rZkLmjacBxHUx6Tc95uitF+a6kQoPSnSoUFVmSiJpp/2FtP3r8f2TVYCYjOwo8jSqgLjW+tpFbJBpDSntBQMMwqHULHKNKpA01DLF6mYXgzBJhad9q9XpJ+YV86RSSgfia2RCJcXxZSOq9P3pxXTAZnASGkVGKdTIbTHq7wc++RT+7p+eTq1lhAbra8jKfBULMxVRuDg2qrlmSsl7pt3tG6m//Ppx6q9y/R1Do+o5mfuaJxHVCJZFEgLhCTEcKqSH7n1B/U3OrqRQ42ki9ONr3qh68pwdx5bfTSljT6bn3WTKQ+Z/QAEzpRiBW5yt4Gff8gL8yLc9FwsxwmvKxeg+EMWPY3T9lYiqRhMG1POta1WLBjfzo9wJSDb8yExJuf5GknXCEVUd6VOj6tLrx4XNjszfRsWexToO7prCIebeT/sxjSczUn/j15AGdEeFKqf+elSoOhLEAJA6j2rFQ7MjvAAO7JqC69jYtVBLI6pBGlGl+5TW720NUSXTw6yYZiN4OEMF4DKspK8Nnacp/jW4/u4sUzTE4cOH8ad/+qeTeruv2PjZt7xg5Gum6yVsNAMG42uIKivqghzqr/43w6F42BVyFmL/yhQeO76hmSlla1RpIXjONUvyZ3sW6/j9n3ql/H9OQWp1+9JZLvf4tK4+jfUgXYAJkaLrstUK5Aw1Ck7VO7/elt1tPSRtbYTzL6fAVUreeNRfw1gNPTgqUSm5iS40RclzYFlm6q9rW3jO0UVsMPTNlZ20YoUq/ZxTf7OKF0Fh0qmcZkT1wK4GPva5ITo9oVGjpAUQhRIhYZWSY6SfyjmIA2WgsN3u77hQdTSNars7QBQNZZJg2xYO7p420mr7MeL2mpddhWsPzuLCRgd/+ZEvw3FsPO9Y8vst+Y7U3plYBYDQofmuoFH3NH2kov4mC9XPPnoOT8cdWl6oRtEQ//DZ43jZLXuNa8IgSheA/HVELTeFLFTLOYjqiDmqymWcdKKuoKy7dgLFGkX9BYCZRhnb7b5y5e2F8loI6q9CVKWzcHcgUI8YActCVHXkMY/6u77dS+jtTKGPBuM0Op3+SJFHqSPN41TVh2UhbkCq93j5c/bifR94FMcOzuEfHzg1ElE1GdlRBLEBEY9EoVovpRBVSlppr6DETDZXwwgl25HPYFFElZI+nrBS0dWMEdVKyUldS991MAhDSf3VzVQo8jSqdG4pRJU5xlZjSmG720fJdyT1mY4x6Id4/MSmMKk715R6doBTf5NriGVZuPXaJak5rpTFnMvhcCiLcSqWudt+FA3jdYfMlBT1t5VVqDrkGzAZ/MGN17WIabh5I1UiqgyVq0qNqm6mNJTnSjlPveojioL4PUYjqvTzZKGabA4CYi8dPUdVvP6261YAAAd3T+PCZtdI2VyKc49sRLUvJVAJ11+2BnB/kXHH0zRZHrVrXuVBlZIr7zdC9yrxHFVyQg4GEXrBALYlTD51JqByJ08X9ufXO0ZzPlM0qj7+07+7I/EzovWuzFfxyFNruYXqWNTfuFClZ4jL5ySi6iab/jq9vVb28NDjFxAMIjVze6me1qj2KJdqin3CseV9Su8pzZSk629UCFHlpqry8wzU35Ea1YwmxOUUly9W/CzGTL2EoB8qEwxdo+qqxGJgQABMUWboI0UvGGBePizi4ZFi7Ay6xvJcFb/943fipTfvzvws3mHvdAdyEc4LP6bRURCFYimjwOTnRGNselqhS7HZDHIMFpKGBVnRY26slbIrN45xNKqzI6i/AENUGfWXgpJy02B027Hx+juuxptfc736XEbBpqAELbtQ9dDpicLt+LmmUZ8KaIhqvHFy6idd7+m6L++xrVYg9SC04XmuLVGRbGfmpEaV9Id5msi8cG0rQbPmlFGKioaCUVCSdM2BOdzz0kO44bCYuxr0wxQaktS0ZD8DnicSAnL+pYKiUfVhWyKJpWsdRUP88QcfxdxUGfuWGwla8CNPreHX/vh+fO5L54yfIzq15kJ1bqqce4yqSZNXqGavQzoCT3ONgdiYghUpXDOUFctzVbnRUyG5FY/PqZRcvPTmPXjtyw4JFIqhtkST1I8dUONp9J8nqb/CnZoKXTFWIB9RJSO7dreP73zH+/GpLwi6NrElAINJCSWAOW6ajZoP17HlsdE1W5qr4g9+5pW48/n7USu7UuOcp1F94uQG3vYrH8bnmQkTQNKStPSEYrrusxFL8Z6kFaDtbl8aPtF7Agp5naqq1+UFrTOBoVBtdfpodgLUKulEVcgLRMHkuTlmSnmIapBRqAZhgm1ADdZaWVDOLUsd42PHN+S1efpMsgm2sd2D61gpIzkAeMtrb8C73voS+RmmUS7c9XcwGEoX4RpHVEMDoiqpv0qiMg6imhfkLRAyc5iku27S9RdQ66SOqKrxNGKUnu85aFR9+bcCUc3XqMq5pzwHYlIACtOc7Sga4hf/8FP47KPn4kZa8nm/KkYCTevWLUcXccPheSzOVuC5YhQPd3Lv9AZyL6szMyWf5VGc7rsT198sRPX5163gXW99iWwQV2LjuU4wkKwTQlRNzU/VUEvvlRc2OgnX43FDIqrxMSediMX3Q8wW2aSsFitUo2io5t8aNap24l6dm9YK1YonmykHdolrt3epgdMXmokmOK3NgzCSnhe01+kaVfJKCZl+2xRTcTG+f2VKvJ7dS5KtxBHVkRrVyNiEuJziSqF6CYK6QuRGqSfwCUS1HxoF/HoQ+phEHUOhU4hpDOJnyugkK8imOyvUhhklaC15IXS3agH+x8+dgmNbCeQ29TfxOV3YEIkYPzc92ch2/Y03gxGIar+vGgJ8tMs4rr/k0mkKE/VXzBlNXmf9XpDUXwNVxGRLTtfFlBAByp7+/EYHvSDMRFS5IZEyU2LU3/hazU9VJLVvqxVI2hQ/762WWLizCh2ii1HSPsvQsp0Eba60oahCVRVqXmxupYeeuB87OCcNyXQNMr/n6jmsAqKQ0sZH94JPzqgTAAAgAElEQVRtW5iql3B6tYXvf9ff413v+RTu/fgTePTpdXzXq49hfqqcGFV0NrbRz3JP5UgAP08gX58qjjGD+usRKpKcr6qHx6m/QdKsrVrWxgXEDrZ58ebXXI+febNgp5RLohDcagWYqvmwLAvXH5rH933jjfL9AaHZI5okHRN9d/PT5dhMKUqZyZR9V6LAghKnku5eP4wTi+zjLceuv+fXO9ho9vBQ7NjosfFA47j+PnVa0Mj2LwvKGSWu/D3mpspwbAuVsicR1awC5PpD86hXfZw838KHP3M88bu+AVEliQAgilFqrFCjkbv5AoKqnNTokmmieB0xbkb5BNB9LUezMRZNq9vPpNh7ri0LA8+1USm7MZUy+XmUuPZih2ge9Jn6qBne+FAaVcGgsG0LtbKHVtwEJs27bVt4hlEBAdF8mK6bx5dVSq6kHuo+AnS8Jd+RozPIxBBAAervQB7TTuao5gU1p8IEopp2I+X3Le2t+n1Paz8vmhpVT957rq1mAWc1pdUM+nShqhfQOkJ4/Nw2PvH507j/0XPGRtpVu6ZT5yJ/t3sa73rrS1H2Xebkyxg9LEeqloQOebpWYs2qMPF974T6W4/vg+UEourAsS3ccFgZdtH9tdUKpDljLxD6/ywHfSBdBJHB4MUUqhJRXUgXqlyCQQ24RtXPRSIp6B6ja5ooVKVG1UmMvZvXC1WWP1Ezf89iHYNwKOdyA6KpQGMFqTlF7uizmkYVAKIoGtmo3bvUgOfauOGQkHbwdayTh6hmFao5Iy4vl7i8z+5ZCqJjUKGaov5yjWoYFaLq0I1LhSjpX0u+g3rFk9RfWXQUEMBnhcsWY94tzAtyAwRE9/Kj95/Ac69dSgjH0+cUF6oxojoII/kw6l3HrPORZjaGjiAPTgmkTcW2sul0PKhTXYj6K5M488iLMltIAbXRmjpwO6H+VuMZgxdic4LluQzKNDdTCtLvaccuxPMzZYlUbreDFK3Tc22p4cpDVAfMTIkKQtMs2CJB38dAFqri3m+we83PmK+rJ+61iicpfHqhys9nFKLaH0SMVqref6Zewj8+cArn1zu478HT+P2/fAg3HVnAnc/bh6m6n9Arn10V60VWwj8wdGrpuxhVqFKSp1OYfamBz/8uKIEGyCBOvb5adlOI6qiNc7pekvcmIarcEItHjSOqQSj1aJZlyfNama+JQnWQRlRpDupwOJSmaoBqGFJTKStIq0w6xFPnW/E1UeNpUiYlOUjFk6c20ah6WJgpw3Vs+Uyb1oBa2ZVIU9Y1/dZXXoP//NOvxK3XLuEBA6Jq+jv6vqdrJXm9+hJRHcrfAeK6m6jP9LqaHDOWvwbTmk5rHh/70mz30ez0JRWQBz9+ov6K40prPSlMI2DEZ6YRVUpulUZVuXzXq578m0eeWsOexZowBjydRFQ3W73C+jr9+HixTA2httTrkpmSkju0mB8Fn6O6EzOlvJCIKns+ShrFFkgWdzS/MgtR7QXCZdtzHbzhzqvxPfcIBhEvUEZNLEgUqoGpUBU0ae7n8cXYr2AjZrfoz8TBGFEdtW6ZGlCCdRbnFLaFX/u3L8drXnaI5SZR4vkZZ4xTFA0T7s9l38VcnIeY9lvK1baaQUKjuh6bBeqhZF7Jwn51s4PhEIWpv6Z4ztFFfPPXXI2brxaGYr0gxANfOo8f+qX/IYs7UUyTp8NoNBVQ50jXsT9Q+6Ji28TNSMY44kHXc4mNSaQmwLk1VqgGA1y9bxaWpQyVaD3WEVVArImcgZB1Xd77zq+TBTxn3fSY/wOFa2DW8cibHHK5xOV9ds9SkDnByZjvbipUFaJaUKPKRrkASRtrvpmaHFzHDc+JzZTCKNEtzD0+z0EUCbOdh59cxYXNLm5/Tr7plKT+bqjxHVk6o1FmSqM0qpz6SwgNzT4bFbZEVHOov6QvIlQiQ6dA51yXjnzUEU+/lpIDk5lSVmFBqMDGCGt50h+J90w7zQFiId6zWJfIiqD+DlOJI4EXWfecH7+GNuuZi0ZUkws3mRnwIsf3shFVvTFEnc2dUn8pMTOZGszUxSzVm44s4Iff+BzsW27grd90MyzLwlTNT2xy1MnVZwVSDML0PUXfRZ6REqB0a1nU31HMAjE/UCGqHD2vlr1E0dA3UOvyggrJ9e2eRO95VJhGtdcfJBAX+vfKfJVpVNPU3+FQJIx8HaC5jKPm3pFWmZgfp84342ui6Jr6+eoMCx5fPrmJQ3umYVlivq1O/eVRZffdKErnzUcWcG6tjTNsLFPW/kL3wVTdl7/vaYhqOZ7r3GJuy4BKrCSiGn8/WfctRUfTCXNfhVa3L5CjDESV/1tHVCg4o0fXsEozJZNGNW58VMuedP2lcxJspT6GwyEeeWoN1x6cw4GVqYS5CiDo/dM5TVkKKjz588Lp6kImEcrGj0RUHYaodg0aVYshqhNKWr0EoppuyEjau9a4JCkED7qn6Dv3XRvXHpiTjrv8+RlPoxqm/sZxxMg6Ts8lNHxjq2dkfOxeqMF37ZEmcMokTXzucDgUORJr5u9ZrKNSchNFLd2rJd8Zi/pLo1D4/rM8V4Pr2ObnOl4PN5q9BKK6vtU1mmbJdUrbK8mFdzFnDOOoqJY9fNerr1Puw/0Qj5/YwDNntvHFp9ZgWUmKbpFGD5Acw0cGj/ocVdoD6Pz0QpWeqwMrat8kH5Szax35s24QYrrh48DKFD786eNSGgCoPJ+zosIwEl4SOfufZVmolr1EI4OiY/ALURrV7PE0RViZX81xeZ/dsxT7VhqwbQsPx4uj0fWXa1QLuHXp1F81IsJBo+JLnaDJwXXcoEKA5hIWKlTZ8X3k/pMo+Q5ecP1K7t/oiCqgCk4qngjoyBxPEy9yJi0Yj/6AF6pxd7JgoSSocm7u6z0vmZhGIxBVSljyEFVayLgteSeekZs1uoWov6SPziquXcdK2ebrzYB3vfWl+LavvUYhqq0A/UGY2Mz5ZjnKabotO5HK+GEnoSPNTYNG1XNtI6Ia9KPUov6Sm3dj10INuzUzIl4QZc1Rpc/iiGpSAyiu/7d8zVHcddt+/PaP3ylNj8h5mJI4YmBwZOjJU5v4kf/4ETTbQTz2RUuwFus4un8GtxxdRF5kuv5mFLB6uGx+oAlR5UhVEY0qj3LJRbMd4Im4gNOj5AmKm0JU0xT15bkahkOBmJmovwCUyYik/sauvyPm3tF9cD5uJNB95boKUc2iZOvjacIwwtOntySK77ocUTUUqux7GcW8uSlGLh54TKGq5HKtB61lU1WlUaVkle5Hx7EFotvpa9TfpEaV1tOsWa4UdJ70XolCtdNHsx2gbtKo8kLIsVGRs3vzEFXN3Te+d3UdLTdTIjfhVmcgGwSCrRTg1IUWtloBjh2cx4GVBs6utROfv9EMMD3GvElKdkn7S8fgxiimov4yRJUK1XZfmvXQfi/MlOyJatXIbTkMh3K/KSWQy7RG1XNtI6JK+zOh6Pq9zGnEWU0j5fqb9ngwHdeAF6pPi1yMcg39WXMcG9/+ddfi5SOa667WgApisynT+inNsQaR1B7ONkoytykSRFXnheruxZrMH/TgiD2N4CJE1TQvt17x4HsOzq13Ej8nRtbFIKoUXFpADZgvPbMOzxV0d1WoFkRU2TlSs5rWW96EBBQDIIv6e3CXcimeny7Dti3pQDwcDuWoxx943Y04s9bCH/z1Q2h1+vBdW34n2y2+9w1HmvPp14U3M7sGxhz5UpAhmR4mZ/fLLSbm+nslVJQ8B/uXG3jixIb4f4PrL3WfTa6MptCpv/Tfku+iVvVkB8zk4DpuUGJAD2CWHpKHz7qdjx9fx3UH50Ymv5TsrrJCVUdUV+ZrOHWhNbIIGkX97THtGh1XUXq0Y1u5RkoAW4yJPheZdW/0mSXfhevYMrkyFbW0Yesa1bzvthJTfze2e7AsZFKvXUc5tXZ7A2GOox0vdVPDaAjbYogqS+r5Apl1PSmRobE5F61R1cb2bBH1l9EGaXYrD0L89cT9uqvm8Xs/eVfqc3jhno+oOrFGVXweT8JefNMuVMsubrp6IfV39N1stwLMTpVlocrv5fd/4ik8dnwDpy60jG66jaqPX/nhl2ceG0Upo1D1pHY1f6MTxbjYKHvauKjdC3V8+hGl/TIhv3lR9h2ciWnP1x9Kz94WHWhXzlHVEdVaxZNI3FYrSCVkvMkXMK06XZMwGmY2fsTfi2umJ3MuH0+TVahqzZIT55roDyIcjgtyz7Hkmm1Cc/h9N6qhuXepjtlGCQ8+fh53v/CA+Py+eX+plFzUKx4cR5m+UAHOZyWTURZ3Ku1riKpwP7YlOyQrKAlTNFzFJhBmSmbqL59Ry6m/+YWq+XdmMyW1LwT9WM9H1N+Kj7WtLUn7O7RnChc2xHN7/Ow2ju6fBQBsGcZbmYLelzsJA9Cov5E8Tm6m1GfnUK946AYK6bZjGnxeQ23cIKdvMTM1z/XXSvwNSSEoImYYsy0R1eS9TMl4lj5VfHYxM6VEI9NzsN0OcOJcE5alcg3T3vz6O67O/Gx5fppJWltDvnlwzTHdj7ONsiyEigQf2UTxra+8JrOg5rmBH7Pczm90sNUKjDmMbVvYs1jDyfNJt9tJFqrkjE/z1gHR7Gwwh2RgB4hqb5AYFQYw6m/8PRGAkEX93b+iClXHsbE4U1ESnEGEaCj2jxsOL+D1rziCP/uwGCs301CSiQSiGkWFPBoAta7xpg4HoNRxUeMl20xpFBPgqz2uFKqXKA7vnZamGXlzVAtTf/0k9TeBqFZ9uel3umZ0bJygm16NHSlQqLpKP9LqDrB7IV8zB6jxDtz5tKcV4vtXGqJQHUX9HTlH1UD9Leg6u2+5kXKNyzoOnsSZkl8quMu+oA3SfWDqwCmjg6Trb973QXP6Npu9XHMC3Uwpr2h3bAu1io+tdpBCyxKI6gjDq7Y2P3LHrr/xwi1dMNsBqmU3ca6em54tqc+AHRXlwhpVgd7KUQkuL1R348U3mR22SQO42QrQqPlYjZMD2rjCaIj7Pn8aQKztioY73pDonC8KUQ1p7RkkaGSH9kxjEEY4fnYbV+2exmAQjaWR55Rxmh2qBxVMvX6YSAp9z8FMvSQLbTIR4cGbfHwd0HVtWUHJj55geowqWNRM6YlTmwAgkeOkmVJ6vdDPNS8sy8JNRxbxwOPnjaMbku/rSgRDOqdrrr+ea6NWcdHu9BO0Wl2jKhyU7QKIatL1l4q1uakyNps9dIOwAPXXyaH+qs/X9avyM02IqtbE2WoFco+oV4X/A333y3M1uRY8fXoLR/fPotsTY5Py/BgodERV11hKRFUzzUtQf2MX2CgaSuaMbVt43SsO4yUZa81OwnVtDDpJMyXemKTiUt8PSjFT4b4HT6FccqW0gp+3znogFlde3kJ/YxpzkjR5iiUz8X366NNCn3rtgTk8ErPc6PPGDf25HuUZISQTUUL2ohtx5QVdrzpbB1bmawn3Xx78OEqeg2GkNJezBkQVEOY+jx1Pzhw/v9FBo+pdlNcJD/ID4F4GesNw2iD7MIWpUNXNlDxWsDYYa4Ti6n2zuPXaJdxydZKJtDxXlc+6jm5+x6uOYddCHc+c2cK+5Ya8H1uakWAYRvAK5cwKiNhqBXji5Aa6wQCObSWeKZNXCY9/DRrVK4XqJYoje2fwoX8+DiBboyr49SGKwPZqPE2SPiUKVTGXcjgcKmOZAjbfWaEQ1eKFqqT+9sUYh2pOYp/8OxcDg90+FdwHVqbwyYfOjKT+mvSIPLh2jc6nqI73B19/08jX6IYkYWS2KKfvsRwjqtL11/Ba4RqsmSnlzMgFIB0xz290cjuU+riRUYjaVM2Pqb9RDvU33/CKkq+l2SosK3/cT17oZkqbzbQJj+85sVW8Qvd0V95RwTfpPOMn33XQ6vTld1/UzIQS261WDxc2HKn1pWfgkSdXpda4GwxGDhLPC2mmpBeqhc2ULImodnshSvPqHA/vFUXXl09sikJ1zIKa1o59y/XMe7ZW9tDuJF1/AZHcTNcUO6MXpOeocn1/1nibUWZKgKL+UriOGtGTLlTNGtUnTm7Cd21J/3ZdW67ZRuova+YU0R5evX8GH7n/BLZawoU2yJCWfMvXHJWFoseajIAqQB3bkvpjPgeSRoHRuuTYVpyIjtCoSjOlpF5xea4qdbWmhlCWmdI4iKpy/dUowX1FYzdp0uuxRvXsWhuVkthr6xUPUzUfH/r0cXzN8/dLQ7QiiCoV4vpsWh1RbacQVVs25ghR5edoWxZmpsrSXXgSQZIGLmMpGQpCfT/wXHEv/NHfPIzF2SquPTArfy/vOSd5TxYZrWN0/TWYKVH+QoX9I0+twbYtPO/YsixUd6rp0wtVnaJter3QqDLqb2zsVoSiTfdrkVn2gKFQHap9L2u/3bNYx8cfOBkbDcZyrI0OFmeyRwuOG36c83LtOL/nAWCmMPVXUf8l+8NN3j+0Vvqek6L9AqJh8HPf96LUz5dmq/jso2I8nI5uuo4tmSpAUgNNERZw/aXg99IH/+lpvOe/P4yX3LQbZc07xTSmkMfgSqF6JXYaR/bNyH+n5qh6KnE2jVMwRTmFqCpTnamaMGxpdQdqHlWB7m5W2HGBtDVOocqov+3uIGH/nRdl3zEOMO/0BrAs5WY6ClEdZeQRDNR1pk3lYnS8WcdBCZFw/U1/r3QvlDwHrptP/RU/t1PU39xCNf7dmdWWUZMij9expeahG+TTiQFI4x/btlLmGfLcMpIMpVEV3/PuxTp+7d+8HAd3p/WIRcJ1k4Xqhc30YHKu/6BCVRWSBRHVkmps5FFZhR42lN990U2DTKo2mwGYQaW8Jz7+4Cn5s24QGsfTFA0+Q5gHzRQd9Yx7roNBKJw0e9p4mt0LdVRKDr58cgN3Yb9xTmFe0L2XhabScbd7yTmqAPC2N94CQBSAFCbXXyCm/g5CWYRwB9M8TREV8efXO7IpCFBSbqb+OrELq04/f+LkJg7unkoY0Ujq74hCNWuOKg8qhNrdAaZqPgYZ0pJrDyqKtetYsC1mBBeq5K9W9nAhHnVFoTSqSsta8tzRrr9kpjRIIqrLc1VZQIxCVF1eqBoMk2RC3Bvg8RMbsAAc3juTbabENM/8WnMzpf5AsAWW52qwLLE3fvfXX4f/9F8/hw/98zM4EOvcimhUSV8rEVWNukqFTavbhx03AABCVEnn2ZcoNEUedX2n4TnKTInM/hLUX0JZtf1A0DwHOLsmmqW8WdPK0KjSvZ/XMDOZKfX6YaJhBKQlM0+d2sK+pTpW2GiXcTT0PFKIaoFCdcBcf2enyojiObpFGpr0jOQxenjwddz3HPDSJgtR3bNURzQETl1oYXWzi4rv4vx6B0uzky1Ue6MQ1YKNa+76Kw0MJaLqYs9iDftjk6TDe2dym5B6LM9XsbbVRdAPJaKalRvZtiWfV4owHApzvgKf6bs8ZxbX5bOPnkvdSyMR1Svjaa7ETuOq3dPKgECfoxo/mN3eAGE0LNTdq1c82BYk1YcK1pLvJJCZ7XYA17F2rP8DBIXMc2xsjUP9JRpEp4/+IDJqNkyhF6DSTCkQdNRrDsxhYbosB1qn/55MibL1UYNQGB7oFK+LuUZ6qOHehKhGRpRUaVTFnK886i8AeG5yJtyoQrUqC9V2PqLKx9P0wpHoMhWqaUTVkeeTlSzRa9rdgZz3N+4Gkjh2O0n9vbDRwYKGJHia7g5QiXjRbroyvsq/l0VyHBlpaHmhnttA6lMdNk/wkw+dkRTRXjAY26QocYwZ1F9AfHcjqb/MabkbJO8X27ZwcNc0vnxiM37NmGZK8XtxiqAeWYjq/HQF89OVRIKrX3+53krqr516XREzpWAQ4fBe1YBMaFQN56snMYAYcXCA6aJcV1F/Te9BiJrrWIWeF1p3W90+wmiIaDjahMmyrIRTKz1XnmPH2uB+ElHVXuc6VjyeLHsNJmMSgJkpdQJUSo5s2ABq9iIPnoT5rp0aT0HRC0KJGnV6A/zunz2IP/jrLwBQxQ0vVIfDYcpMiUJpVMV/nzi5mUjc73r+flx31Rz+y3/7gnSBLoKoCpTaTVF/TWZKtbJCVvgc1Vas5eXX5VIUqtJMiY2nGTVH1XWFU/SZ1TYGoVgTk43WeI3UUH7aK/M0qspMiVF/B1Gi4SSOh9Yq8bln1lrYtVBL7IcXK6EgVsEo6q/vOrGZ0kAY8GQYgQGCovuLf/gp/Maf3I9PP3IWAFJa5VGha1R5Uy+rcb03Znc8c2Ybv/zez+Dn/8s/4exaCwsz+XKncYLch9udgRxLpjNbClN/4/ug0x0kmmqAeE5+9yfukhMnfuibbi7EiKOgZ/z8RicBBmWFznIRjZ1i+5/Lmh4coNE/j5697PE0V1x/r8QOgwyVfNdOJRi04NIiVKRT7jg2ZqfKUuTeSyCqKuHdagWYqvkX7fznurZEVMcxU1qPqYpF/gZQRTwJ6ynZIS3mroUa/u+33505D1R3Q+bx9OktfOrhM6kCohpTRyZZqKY0qlGG66+mUQ1yqL+AAVFlM9tMQR37QRhljqYBktRfYdCUfw8uzFRwfr1tnKNK55MVHFGdROePI6pRNMTqZie1qeq6O0CZLxV53gBF7TShPDxopAQl+kVcvAFFz99q9nBurQ3btrAyX0XQF8jl2mZHmrV0emE8RmVnz3WW6y8A/NAbbsbXv/Sq3L/nI6u6wSCVUB7eO40nT21Kw6pxEsHFmQo8104MrtejWjEjqhT8/tWTB6VRDWNTNQP1d8R4Gn6s9FyRiRBgTnwFa0E9u81OHxvNXmLmreuo8U6m75bW0aJ0dTX+pM/QhtF/67u2wfXXisezDDI0qlHMvhlN/e31Q3mefDxNreIn9HdFxtPIOaoGjSp9N+3uAGfX29JVmxd5FINwiCgaGnXaVWamBIi9dZkhcrZt4Xtfcz2anT7e/8mnARRnMdHIGzpmACjJcRpiXd5uBYminVN/m50+6mWtUJ18nZocT+OkC9Us11/PtaXOj8Y/pd47A1HNK1Rdx4ZlaWZKWuOKv1cYDjEcDnFmtY2V+VqikbDTfYieJUX9zTZTAlSxTyaIdI9R42e7HUgjo89/+QI+8fnT+Mj9J/Huv3gQgHCC91175B5EUWHXouTZSZlERiNl96LQu37wn57GdjvAdjtApxdOxEhJHYvSqB7dP5sYS0PPX1HXX8cRf9vuDeSevtMGrh6UZ55da0sDuXzddPJ3hKgWOR6Vo0SJRqAuw5L3c46Z0uXu+nulUL2Ecc2BWTQMmxfd3EojVOxrWJipyEKV8+eThWrvovSpFB4rVMeh/q5vUaE6HqJK3T4+fmeUbpKO07aQeNAp/vwfHsdv/ennZDIgUSWi/k7IKABQxQ9HJfLmqJJGlRLALLSEF5RAjKjmNAH4d5W38LuOJZPobpBvpgQAuxZqaHUHWN/uZhSq2X/Px9NMovPnMo3qZlPMxVucyUBUDaMMis4ZtCwL5dhVNi9oFM641GLXEQkIIaoL02VUSi568UzWaKhQGqJM7fT6Hdg1FaMK6XviZc/Zk0D5jMdKI6vikQA6Herwnhl0gxCnLjSFZmaM43zRjbvwBz/zytzEqFpSY1JMySy///RCVo3OovE0MQuAz4Qs4PoLiGKE5u0JRJVMZjIQVfbsEvLGxyAl0SgT9ZecMYtdT4modgasQVdEL6UQVZ781SqeSDA76UI1DIeS3VDy3FwzJe4azGm4jaqXeL5Mzxpv/IjZtaIYSlF/g4FwMrYtbLZ62NjuodNT18GykKAeKn2o+H55c5UK/hpzIdabpdfsn8XyXBVfeGIVQDFEFRDoGBXMgUb9pcJmqx0kCl+i/kbREO1uH7Wql0hOLwmi6hCiOpRr7ihElQqQIWtK0LrID1Ffg00aWD1olIlupqQXC5z6u77dQ9APsTKvIaqTov4WMVOKC5FEoRr/3Xv/9hG8/fc+kXivV7/4IM6strHVCvDY8XXBPip4vMLFW31XdD2nan5mnlkte5ibKuNzXzoP37Xx2tsPAQAWJ0z9DWKmQKPq4ZoDszLnG9f1Vxyzm9SoXoJC1TTTVA/93htEUeyLMfp55D4GvPmiMzBHaVSDfno2/OUWl/fZPcvxXa++Du80CLZp8eDDr4vEwjQrVHsG6m8zwHa7j6mCFIq8cB01C60Y9ZcQ1S4AjKFRFa8jEwg+nqbI51I3v2sYjdDu9tFs9yXlU0eVJkv9JY2qOP7+IMwwU1JU2eR4GvM94NpWao5qEeovAMzUs6k73PW32xs9K3fXgui6nlvvJBEOqS3K6TpK6u/kEVWai5fSqEodeJqyOM4xlHx3JDvA9xz0Y222ZeUnW3pM1XxsxoXq8lwtobGj31uWQoJ2uiE/79gyfu8n79px55X+jppr+vfNDZWKdpQpbNsyDqPnUasobajp+vLiVUfMOaLKE9vkSIvRZkqA+D6W4mQmgagWoP4ScrKHFaoJ/WUO9bconZxen0BUC9zvNFMWUFooN6b+AsD6Vle+VroDR0r/7Xv542n4+kyfsx3PTeXFqXk8TboxRokqj14/RNkXxcDxeJxMp6dGuEzXxQxLOj+9SDQjqup4dM2eZVl46c275XsUHQlXq3jKTEmj/pIulJhRFET97fQGGA7F98y/153KKPKCmylRIcxzFSpe9f2ANxYE9Tc5bxdI389FNKqAQuYoeoZC1bUV9ff0BWHStTJfRaPmy2L5YgtV2julmVJOoRrE42kqviOZH1QEnb7QkoZ5dD/fHDvRfvHpNTx+YhNXM7+TIkGNbN9z5H01yriQWB63HF3Cd7/6OrzltTfgtuuWx/rcvKD1od0VjtU/870vwA99880AxHdqW2baf1ZU4ukGkiU1IY3m7FQZrmPh3Fpbgh95uZHOzhkLUXVVjtLrDzLlOaM0qu1uf6Jjqb4S40qhegljquZLowUeClGNjQXGQFTPb3SloQkgEmkdUb0YIyUK/qAVofGmENXCrqL/EYEAACAASURBVL/i78iZLcHVL7jxl3yzkUe3J+iYlBSkxtNM0ExJjpKJk8ONZs/YIVSIqjBTyqP9iZ/b6AQDfPqRszHtMr+o5Ghrnose0boAsWnmUa4AYBezwzeZKeV9VwlEdQIbCu8wZs17k5phhqj2x6TmAsD+5cZItNGPEdXVzS6m66WxZohO10s4cW477pxPywHtfJMs+45saj1b89Jodi4dh971JQ35qfNN9C/C9CkrEm6WIxBVHUHkRnTC/TsbHTJFKVGolrAUzxfOG09Dv9cLVUHvzniWcsyUijYz6fWtRKFagPrrOWoGNEdU4wRoLVGoMkSVaQvzDO14UUksB5qbmihUK/kaVT5myaRRLfkOqmUXz5wVhWq7N5CfNxc3Q2ichCwSDbR4XaMKIGHGQ/HSW/YAAKbH2HPrFS9tpsQcUPsDQ6Hq2AijYWJOOr9/L1bqYwpqZnLqr+cK+q04prTjtUBU1f8H/VDuiTwn0J+XIhpVAClE1SQFoGcyDIc4uyYK1V3zNTi2JZv4k3L97fQGsK3s41auvyKfkU2z+N69sCmMe8JQvMa2LVx31RwsC/jQPz+DoB/i6v2zxvfOCumDwRDVLCMlij1xofqiG1fgew6+8eWHC7PiikTJd7DdFrr5SslFreLJ5+2u5+/HD77h5rGaLfT80701KY2mY1tYnK2KQpXMlPJ00/G9Xo8ZGGEUZfqT6KFrVA/unsJUzU/l26M0qs3YBfxyjiuF6rMQtKjp4wFGxcJMJR5ILswtSP9aKQka6Varh+1W30g3Hjc8mYBZhY6PzkkhqmNSf6lQHRNRpfcwFaqUyJBuVtciFS2EiwS5p9Lxr2/3jOYF1FEt+W5icc2k/jo2Pv7AKbzzP38S//CZ4+I9crrO/JrlaVRF534oTU5GXeuV+arqRvPE0VOa28zPokK1N5lClVN/z2cUqsoNOj1zb5wi6ud/8MX47q+/Lvc1XmyYcWGzY7TCz4upmo8nT21hEA5x5/P2SUSVz3Ar+a5sau10PM3FBiWW2/Fx6N+3mLnpGWftTiJ4MUNUTR78eEzUX8e2sNUKMAiHzMSjGCLFi/Kpuo+vfcEBfN833ADPdSQTwkz9dRIa6ZPnmlieq6ZcbOUx5MxRLa5RVa6/VHgWQlRdNXeYxhAJRFUVqmoEl9KoUoFf0goIPXhRSa9rtkWCRUlWyXcyKdT6v42FamyMVCm5WN0U+xB/lmanYhp9huNulusvhckF9fCeaexeqI1kBPCo8UJVn6PKCtVGVUNUw4g12+zEdbEvQaEqmplCc07Ph2WpfECxCazE3/DjCgaRbHxwllU2opp/n4sZrREeeOw8tlqBkfpL+0M/jHD6Qhu2pWisJH24WPd0aiS2470zq1EwVfOxttkVe6yvqL9kKkWN1k5vIHOeatnD3qUGPvnQGQDA0XER1VIaUc2bAAAA1x6YRbXs4vnXrYz1WUXD9xyZh+n0/gO7pvCqFx0c6/1koaqZKU0ilmYrOLveLmamJMEP8gYZB1GlZnoo2SA/+5YX4NvvvjbxujyNKsmETEyUyymuFKrPQujU36LJO+nwLsSOZJRAWZYlXVl1bctOgx6OosUiPbDkSlzUTIkWgdl6SRglxMkDLexF38NI/Y0TlI24eKZjXJ6r4nvvuQ4vvnFyw9EBsQluNHsIoyG2mj1joci7nTwxzVrYZqdKkv75xXhweZ5GlVOQRs1RBZSQfxTlynMdLDBtnvx5AcoW6SeiaDgR0T/vmF/Y6MJ37dQ9r8+1BZT2rqjer2jQ+51dbWN+ajwDCjruw3uncdXuaemO2JGMCUcgqp1nGVF1k2uWKaGcqvnYagZjj6cpEry7b0IvPNeW9ET9HrMsgWI+dUq4Eo9rpuTEYwgAcY67F+t47e2H488yz1EFVNFBcep8K0H71f/OSP2tqPWiSLix0QjpeYHRKBWQLKopIXIdS37+2lZXGt4ZNaq+K43hNrZ7qfWYpCrc1brZETRAPrPUeGzMDIrvS0ZE1Us7WNOeRMm6KhLjZ0yimY68b/Vjqlc8o37Wsiz82Hc+D9//uhuNx24KXqjq9GPPsdHq9BH0QyP1V+nsnUSj81JpVAFxXbk0hdB92r8sy2JabSfxXPUHkWyYJKi/WRrVkYWqi6fPbOFnfvc+/O19T5rNlOT+EOHMWgsLsVkboJq3O12fqNCVdN1ufpP36L5ZnF5t4dx6G+WSov52Yxos3cNtVqgCwNH9M4iiIWoVT8puiga9RwJRHUH9vePWfXjP2+8eSyc6TnDK9iSQWlWoKufxScX8dAWrm93UHFVT0L1OwEwYxhrVAs+jcpAWOVjJd3DtgbmEhwHANddpRLUZT+a4gqheiYmHLFQ7SUrqqCBnU1Gohgmny6maj9OrLUTRcCJmSq67s0KVtExFFyPaZGpVXybpwGjTIP09TGZKlCwRHZmO0bIsvP6Oq3MRx53EQrzAbTV7iIYwdtlp0SuXnERimpVo/NT33Ibf/6m7sDRbxWPPbADI/04SiOqI8TSAugeL0KB3x5RFvYMOjChUWaI5Eeov0yBd2OhgfqaS6mjLubaG8TTjUH+LBBVGZ9faO0JUAUF/AhC7pyYR1bLvKurvs2RD70rqLyGq6e97qqYaNZO2y+eNL1PRRsZXWb/fu1THk6e2AKTn9wGjNX5y1p+m/5fjaTJcf6moi6IhTl5oGgrV9LOUeA8yDxqjuVIru2iPOVPb9xSiKg1KXIWorm/3ZKHG56gmNKpxIvrjv/kxvO8Djyben2uue7HBTtAPE9TfzEI1A1Hlrr981Iy+Pm5mFaoa7Va8rwffU2uz49iolJyE468eR/bOSHfuIlEre2j3BoiiYeoYXNeWazL3miDqr6Rze+qeuBRFKqCudTcYJD5Dor+GJosYVURUavImEN8T/351HXkR11/x2TaeifXH5zc6CXM0Ci4NOXOhlaDaUyG2c42qg0bVl3lOu9eXTvumuOaAuC/WtnrCTIlRfwlNBUTBmyxUxd9dvW9mbFq3QlSV6+8o6q9lWRNlmOnBc9yi/iV5US256HTVHNVJ7ovz02Wsb3XR6ghPjVxZCBWqFY6oFmMUSR+NfpSY56yHY4vZzSaNKq0VJsnE5RQX/e3+1V/9FV7zmtfguuuuw3vf+95JHNNlH1KjGid9RZM6ojeejwew6yYfJ8425b8vNjxnvELViamvZHhSFFGl969XvFjnRK6/o51oKTKpv/EGuRYjquOY3Owk5mfKWN3sSIqLqYu5Ml9Drexi71IjsZhlmSk1qn5MBarj6TMi0c4bT0PW7eUR5h6yUKXCo8D3TJ1dk7lJ3ngbU6J5McENLS5sdFKOv4D6rrlGdRwq5E6PZ9xCdf9KA7WKJ+e+CQ1WlOjmckR1HP3rJIOK8W2JqJoLVaL+Txr5rY1AVMUxpSm9FHuX6hJZMyGqoxILem99bS1qprS21UUvCLFnsaa9hhfL5mOoVdzCzUxANAnb3b4s0IrMJ8zSqFJxEUXDeKSWrZBXrlGNqb/D4RDn19t4MkavKahQna6XEPRD2XipV3yFWmY0WJPrh9KTctff/iDCcCiOQ2+SbjbFGkfrMXkWUGHO76dK2U0l0o1aCStz46FaeVGreBgOBYrWC0JYljpHfq5TNXUeaeqvI6/FpaD9AgxR7YeJRg6trfxnqmHjSLSUdOtqhAuj/uqIqryPRhvXUaxv9YSZktZ45NKQM2vtRKFKzduLWZ/mpkpSsz1qXNyRfWpeeMV35T7b6YW4sKF0353eIPFeZKA0rpESoPZi7vo7ClG91MFzr4kgqrrr7wT3m/npCsJoiLNr7ZE5qK8VqmEUFR4jR89MfxBJ6m9W6GMKKWgdrV2h/ubHsWPH8Gu/9mu45557JnE8/yoipVEt2C2faZTh2Jak/upjEygRm0ihKt0Viz8AJCwnR9siQQlgvepJRDWKhugUcKJV72Gm/tLPNmJEddIFih7ClbkrNzETorowU8H/9x++Hgd3TWmOn/kL296lhpwFOOq6VEvuSLSYFva8wkMPKlSNZkq5Oo7JFqqOTESGuLDZMY418XJdfyfbsOBJ1ygtkB533LoPf/SOu+UzS2YhOqLa6ozX1Jp00Hga0sqaGhOkxwImj/yOQlQBpSU1IeZ8dimtU/44iKrvwnWsVAMub44qp6eeNIymEX/Pkv2c8RFFzZQAUdi2uwNZoBWZT+i7ag4qp9Px9b/su/A9NXInZIhqyXfi0SmCjndmtZV4f1qLp+u+KFQlEuCh7LvC9bMAokrXS1xbw6gZhqjSf6lgn01Rf9OIajXWCPL4t9/6HHzHq5K6sYsJMl5pdfrStZZQM/58JxBVov6yZhvdE5ceUQ0TiTetrabRSkKjKq7nvmVRqNJ3zZtN+vpQWKPqU3EuGtBBP5v62+r0sbHdS5hgyRnIF7E+zU2V5R7fHsH8KvsurtotzPjKJVfea91gIB3rAYE6c0T10J4ZvO4VR3DXbfvHPj5O/T20ZwZvuOMIbr12cg6+Owk/UahePKJ6qVx/AWXsefJ8cyTTjHIbKlRpDS2y/wm9t2j8ZY1do3AdS+Z/PFpsHb2c46K/3aNHj+LIkSOwM7rBVyIdUzUflZKDLz0jNIdFHzLHtjA/XVbUX61QNf17pzGuRhXgfP3if0PJZb3iySSdko6irrwlL0397Q+ULT4hnJccUZ2uoNMbyHmJZN6RFUWovxQ80R71nVTK7kitiadROQtRf/MQ1QJmSuLfk9CoimPvD0KsbnaNhSoVK3yOar9/iRBVdl/RmKWiQbMBKUjLQwVOueSi5DvSfGPS2s+iQfRt5fqb/h6nayXpqDr5QnU0okq0OhP6SOgO/71ggYjrOaoDTmPAdBpeHvW3XvWwHT9fVKjy5xhIPktZ3+13vuoYXvuyw7nHx6NaFuNPNps9eK5daA33PIWUUufese0kCuY5CZRYaFTjQjW+ppTAn1vvpOY/AwJR7fUjeV0aVR+2LQrirHnF/BrT9a9o42nkuDbPlYXD/rhQSmlUaTRMPMOa3y/CkTR5vW44vJC4fy426DypUOX7Er8fdNff4VAV156nTIsuVe9KGtIFg6RGlZ4fg8eC59qYqnmwbUsWaHKES3zermOn9rviGlWhI77t+hWsb3XR60cpBgW9Fz1zHFFdnqvK+22nMTtVltTfIqaP1xyYAwBUfAe2LSQKnd4Aq5z6G2tUqQHo2Bbe/JrrsXuhbnzPvODroOfa+J57rh85C/xSR4l9R5MYpVKreOgGodSZT3K/WYj38FPnWyl3ez30nFcaNhY8HlpPe8EgNz91nAxElQrVyxxRvXSk9CuRGa5j45ajS/jE508DGE8ztzBTwbn1Nta3e4mkh3dfJ4mojlOoKvfE4g/NzVcv4BW37sXyXE3q80YN0TZ9rk79bTNa2LpmpnSpgjTEj50QWtJRqCbf6EdROhOF6ohGwK752kgKqnRxvWhElTS3o2nG4vUXv6HQ+51f7yCKhlgwnKsaIxBiux3gmTPbl85MiZ3TuNTf1HvFx7bVVu66/Lt5tqi/ClHNp/6q10+a+lsEUY0NaQzf7x72/PB1wPccDMJBJu2Wouw7xvnUdF1MCE2j6svna3Wza5wXO2o8DQC8LB6BUjRqZQ+rmx1stnqYNhTXphCIqipUHduCbVuwYcn1tewLA59BwvVXUX8BtdZGkRgdRUUCjd6oVzz0gjCVYL3ltddLBE4PO24o8LVDICqCfWPbliw6OaK6f6WBR59ZVxTo2LCvqSOqrDh6wx1HYAAuJhqJQlVDUvg56q6/gCr4fdeRz9ilpv4OwqGR+msy1fNcGy9/7l4c3juDU/EM05ZEVJV2MuuzRiGqr37JVXjuNUs4vdrCpx4+K0bDZOhdT5yjQlUhqi+5eQ8O7pq6KH+K+eky1rd7iKIh1rd6OHZwLvf11x6YxX//+JNyjyyXXHSDEK1OH5YFQQOPjZUmMdud8oMiJmr/UpFAVCdQNNOzQSDEJJlGtIcPwmhkA1/XqPb64zWUfVeAM8EgGo2omsyUOmSmdHlrVEc+Fa973etw6tQp4+/uu+8+OM5XzsPw1RS3XbcsC9VxkveFmQo+ev9JAMC3vvKo/DlPEidipnRRiGrxhWjvUgM/+qZbAUBSf7tjFqrlkpsaNs8RVrmYXWLqL6Fpjx/fQLXsjiz++OI6auwI7+iPui4//b23jUxOKcmhha7ItV6Zr2GmUcIynwNZAFFVFJdoIhsKJU2nY3qhEVH1FKL6N/c9iT/+wKN4w51Xx8c8YepvAlG9uEKVNj6ibZZ8N0Gzfdaov/Hnnl1rA8h2/aXwJoz8jpqjyo/JVMg2qj6m6z42m0Hi977noN0djEwsbrtuJWHMRVEtibXO1Dyaqgmaa68firmYMXrIIzFiZEIUzmrZRasjqL9TBV08+XgaobHiCIgbF6quHMUEkEZVUX8BYRpDcZoZ2XSDEBXfkVpYpVEV1++u2w7kHp8+9oSuezcYoFr2EjTeqixUBaJHDq3lktCv5pkpveCGXSOv1cUG7Y9NA6LKn+9GNalRBdRYE0H9VeaAlyKy7k2F5HLaupqz6rkOrto9LUcESUQ1Pm9TY16NOcrfh248vIAbDy/g3n98AlE0RIS8QlWYLvEZ4I5tyftipzHbKCOMhjh5vontdpAySNPj2FXzsC2lE62WXGw2e+gFIVbmaji92ooR1eJyp7wo5zBLnq0oaayFi42pOMclBsckG6PT9ZKk2hfVqNK9TevQqMYnBTdPy8uhsjSqrXayCXS5xsiz+4u/+It/ieP4Vxe3HlOagXESZzKOueXoIu64dZ/8OSWJjp3WUe0kJKI6xnuph3Znn1/yHLR7A+nmWNSFrmxw/eW0MEpMLjX1lwqmk+ebkiabFwkzpRGJ8nTdR6PqYbvdH7nQF9mgdES1SPfV9xy85+13G5OW0eNtRKE6iQ2FPvOxmDpvQmJ8hqhutQOE0VBSsidNn6Xj8T3noilWvixUe/A9Mf+TX9tnazzN3qU69q80pOOmiRKVQFQnXFA7ji2f86znmNaLrPt/71IDm83VBKKjjGHyj5eaHHoc3juNX/iBF+OGQ/Op31HDcLsVYLPZw5RBK8rNmCZVcNQqwkxpK0ZUi4QoIBVSyhsN1bKHta2e8B5g1N8BG2yvu74DwJm4qQFAzmomajs1yIo+L66THMdC+1KnFxeqXKNaVogqwJo+noOF6TK+8MQqQu64+y+MPOmIasLUK36+6xUv0Sygf1NDlmidwKXTqCZp6YZnxuj6yynCsVY0plrTeZsYD9KUq+B3wV1s0zNZ40bmhRZqFS/TpGunQRTyh55YBZBka5hiea6K3/yxOyUj6cYjC/iHz57AdL2EAysNnF5tpcbTXEy86MZdCPrhV1Txopyg3UKjW0ZFIzYao2bIJBu4tm1hbrqM8+udAoVqUqM6PqJqS/lVXn6apVFtdkQ++Gwxrf6l4vI+u6/gmG2UcXS/cHQbB+k7sm8GjaqPH/qmmxOJDSWJjYJUr1GxE0S1pHWXxg2imO2E+sut+wEkHCEpLnWHkTaw4XC0HTyQTARGabwty5Ko6iQKblWoFkdUgXRStDRbxVW7p3B473Tu35lcLXcaVFRc2Oxipl7C8lx6dIQT66CCQSTvhZPnm/DdyRUEFIQQzE+VL/q9KVHbagWSdsQ7rc+aRtV18As/8GLsWayjVjYnG5waeykKalpXRrr+Znw2IR869RcY3SjKCsuycPPRReP33ojX5O12IBBVQ9GoTGgm971Wy0K/tbbVKzwXkTSqw2E8XoFdQ0IAy35xjSoAnLmgDJXavQHKJeFePBwqlLOoCYjn2gktOK1XtFdwRPU5R5fwtS84IEd8cLfnN951DZ48tYW//9TT8XxQ61985BOdc6vbT41Xoaa1fq+kqb/2JS9UefLvGJqTnAXkOnaq2ULPVkszUzI9n7SmFy1U5xiFXv8bPndyV85YoZ2GLFQfvwAA2DsCUQVEM5Xuszuftw+9IMS5tTaW56rwXRvbrUBQTSdQXO5bbuA7XnXskiHtO4mLBTH0oL3mUrnMz8ffcd40A0Dt/fRMk2lc0cLRY4hq3r2fp1G93PWpwAQK1XvvvRe333473v/+9+PXf/3Xcfvtt+Pxxx+fxLFd9vHCG3bBc+2RDwOPl968B//PO78uYRAAqI1tEvpUQD34edbrepQucjEyOZ4WCep6cfpvR6MCmwwcJh2ea0v7e5Pjrx60+VvWaNdRQKBatbI7kfOgJGSrOV6hqket4uE3fvQOXLV7VKEa6wcnsKHYsX4OEHPqsjZkQWcMJfXs1IXWJaF/03vOXSTtF1Ab+lYzkPc138Cezc7p7FQZv/S2l+E//K8vMf6eI4aXIvmndSVL0z+K8kY6b14YlAwOppMKom5utYIY3TRoXHPG2+w0CElZ3ewYUVxT+K4oIAfhEINBlECY6bqXpJkS07JqSNianKPtSmo+IBBVMgaj142DBPieTv3VClWGju5aqOF//5ZbxFppKX2s69h46S27cd1Vc/ijv3lENK6eBXokzd2UZkpcoxpfz4ZeqDrJQpW7614yjaprLlTpmtlaoaqvrfSctSWiKr4zE4PM1bTOo4IbFWYhqgASMpVJBX325798Aa5jGRuleXHs4JzUzS5MV1Apu1iNn5tJIKpfiXGxIIYeUqMaX7dJoLQ8SMZVlL1W06i/RRvKnucoVlsO7T1To9ruX/aOv8AEzJTuueeeK6Npdhive8URvPim3YXnhVLkoRmTKlR3Rv1N0iDGDdKojo2oSsv3EPV4z6D3qFWEJmnSBjpZMT9TxkazV2humUnrkxffctdRvPim3Rd1fBSUhDxxahO1ijex+yYrFKI6mcTQtS0E0VCiJubPFHo6SpR6QYjKJZgnR1S2i9WnAupe3mj25HfC14dnS6NK0aj6mRr4S0n9BUQy4HtOZqOGEv6s4uP25+zBZrOXSF65A/Ckg65Ts90XetFD2dTfSTYgKBkcDovNUAX48PkwjahWCMl24bm2pAiH4VAWtIr6K9DLQ3umcXaVUX+DENWSmge7utkdCwnQNap5iCqFZVkol8SoHmpIWJaFH3z9Tfj3v/kx3Pfg6Ysy1dlpkDyHqL8zdc5EyEdUu9L199JTfxMaVZZ4k/MubxDq3w/AEdWkRtXULKT7rWguxMeAZWlUgaQ+dVJBn02GluM+u5Zl4Y5b9+GPP/goFmYqqJY8OdZrHGDgqylobZ4UHZmovxvbvYnKJijmY2PMUQg/sZ5oLSNDuqIaVc9h1N8cwMrNRFSDy95ICbhC/X1Ww3XskUL8okEP7iSMlICLM1O6GOqvcP0VD3vRTYsof9RVByBRWXKE/ZfqnJO1eZEEiK5x0dFOK/M1PO/YZOahcR3Pod3Tl5wmNEnqL6ASm2sOZBeqvhcjqkyvPM48yqIhqb9jjqYxBSVdW62e3CS58+CzpVEtErWyJ5PmS1FQV8tuLuKyd6mOhZlKZjd7frqC77nneiM6dCmQaio2Nls9NNuBEd2UNMpJIqpsvEpR6q80HxuEMaVXXSNVqGquv1Ha9XdtqwvHtnBwZQqnV1sYDgUK0OmKud9UMK5udsdCAjxdoxrvS8SWyNKbVgy65at2T+M3f+xOvPimXXjuNUuFj2GSUat4uWZK6UJV/Fwiqo4tmwuXTKOaoP4mEXZ9bzYhqrQu/s/27jVIqvLMA/j/XPp0T8/9yswww3UQR+6CIkoCDETERS61SRCCMeUtpTG6pEgC0Yobo4kkVUGTsLG2YlY/UKZ2N6VlxEqpi6n1EpUUmoXCRSXKYobhIhguc+8++6H7PX16pqf7dPe5dff/98VxZug+NKdPv895nvd5evuHIEup/y2EhTOa8dXrO43O+ZmY+wGMfDzze7nZgdJfLaAY526u67drF07EjCn16Jxch7KgOaNanNkxca7a0fEXiM90VmVEdXu3TQj1VfGMaoY16FUzW3DPl+ca1ToDWY6n0QKycQ3LNJ5mrD2qpVD6W5y3b0pQSFPjIxTsClQTg9WtMlp159FMacA8nsbi44jGLv2mgEQ8Rn1NGY72nHctUBVZNSulv4myP/f3kpgzm2LenZM0mwNVRZYhScC09po0zykyqonzwonSX7E4tiOjKj7QhyO68SFpblzkRObPLrIsoSqs4bMLA47tUU13h/vahRPxhSsnZnXTJTFqw7mM6vHTFxHVU1e7GPMnHcioArEmbFYYzceGohgakVENJ+1RVTA0HMsARCLRFF1/+xEOBdDcUI6+gWGcuziI6oog+gZjMyI1U0A7dXz67QJm5lJXILmZEpA6owokPr9Gfr+pNoztN19p+fntVh7vPjw4svQ3/rqPvOEsbgj0Dw4b21jEOaO40PXXfN1Zu2QqrpqV3B05ZaBqNFOKHbP4t091Da6vLsOXll8y6vvp1FUFcbFvaNS/rSJLkCUgqmPUFim71FaFcKFvKOdAtaGmDI98YzGA2Ln8fydiTeqy2QZWSHKZCJFJVbmG03/vh+rA5BHxWZ6poWc4FMAXFsY6lsuylOj6a7X013RNSzueRpZSd/3tY+kvFZh7NszDxGZ7BpOLN5C7zZTUpFLNTDPVBPF75s6/fUZGNXZnzIlMWiqi82+dlWZKYqHhQfBhXphn2l9qB2OPqk0LclWRMGFcZdpzLRCQMTgcQV/8fDIfh53qqkK4d8M8LJzZnPdjmW+ohFI0U3J6xFK+KsvjgaoDgV/Xgva0GXRJkpDtmj3Vfju7aAEFQU0x5jmmKsM1Mqo2ZgXMi0Grpb/ifTE4HC/9HTGeBohnVFUZQxGxR1UflVHtGxhGc33Y+Bx66Ddv4WurZxhdf80NdrLZIrJ2ydSkYxpV+ptFRtUPjIzqiC7W4gbBmKW/AxEjAAwY42mcOcaxAtXaytCoG7HlZeqoBbP4e4kOtOK4s5kbn05tZQjHTlxIucBXFBnR4ahjgWpdwXSnmAAAGghJREFUVRDHTpzP2PHXirKgagQhxb9H1b6/X2U8UHUkoyoC1Sw6giuylHVG1fwey5hRTTlHNbvraKEqzndFicp2MHw6uWRU8x9PE3vTHu05h5rKoOU3e6KZUnKgKsuSUYLr1kKlsTZWamQluyZeYy8a5JgzJm5kVO0u/R1XF8aMFCNBzMRsSHPpr1OB3oorJ9jyOOZFlzEg3jyexudt6MUC24njvHJG/jcCRtIcbKYExDJjf4sHqqkzqvFrgMXyfyvCSaW/VsfTiD2q0fh81OTxNADic1TNXX+jo7r+ArEgbM60Rtz1j7Px7y+/j/sffwO6rhvjaYRsMgEjP9uMZkr9yRnVkUGQXwPVSS1VePGto4hE9RHNlESgmnyDQXxG9A0MG3/HgKulv+mf42urZyR9/gLJr7lqmvtq1zVYBMup+k+oioRoVEo5Y9sO4ka0HVu3zOul4g9U7QuqRNWBE9fuloZyKLJkKeEgqIqUfTMlc6CaLqOqSMaca2FoOIqBwQhLf6l0Gc2UssmoGhvmc2+mBACHj57F5BbrwZPIPPUPJpf+lgVV41icnqEqXDO7BZp6hTHDLx0RLHqTUU08t5VjzZfdgeqOuz9n4TkTzbnqqkI4c67fdwvWkZIGo8cDVHM5WMEEqj7P/ApONlMCYp1/jx4/ByD1flGj/N/G1yts2udWZXU8TbqMatmIjKqxR1Uf1fUXiF3/JUnCqqsnY/Hc8fjOL17FJycvxPeomgLVPPopBDXF6OgLxDKqqRptjVX667VVV0/Cntc/ApAc0IngM914GnXEtdTtZkqppFrQi07L4nySZSk+ZsimQDXefTfVv62qyKipDDn2vhZ/3zabMqqpvi4midJfezOqgDOfifXVZXh823Ij8WCFIstGRtVyN3PTjbV0PVkURUZkIHmShZhFzWZKVLLEmyabuzVGRrUsx4yqlugImU05qrnrr9A/EIkFqmVjdxp0QkBVcPXsVkv75Lws/RV37tvHVTpSDjvq+WwOVM0jasaiBWSc7x2ErscyGHY+v1OSS39HZ1RznffpFiczqk4Q1w6nqhoqwxpED4xUGVXjfeFAMyVVkSwvDMXrMDQUxdBwcqAqFuXV5RrUkRlV03gdcckzl6JVhjX88+2LMKmlCtPaa5LO73z2VomOvok9qsMpAxaxl9Wtru9WTWyuwpxpDQCSA61pbTW4+R8uw+WXJjd5SnT9HTa2sWgOj6dJnqOa2+s3cvyTFlBsK/0V52Wqm4+KIjvS8VfoWtCOr17faUtPEHOWsVgD1XBIxaaVl+KaOfZMLQCAqrCzN0Wb68uzWpupimx0/VWtdv21WPqryjKGR5T+XoiPteEeVSpZn583HtUVQUtNgQRjPE3OGdXE6ZhNOWowRdffWEZVMRZtfsykOTGawvJzxy+QbpT9AomMjepCUGx+zs8uxMZlTGqpwv7DJ30fqJo/rMT+mFSlgX5VqIGq6lRG1bSQTddMyc4bEAE1lvmsDAcsN5YSWa7B4Qgi0SjKlMS1eM60RuzcsgQTmquSM6qmPaqSJCEYUGJjaEYEx+PqwvjF1mUAgE9Onje+n2/JWlNtGC+9fRRRXcc7h0+lLJ0ryzBb10s3LJ6Cv3xwetSc5C92TRv1u+Izot80zsbpjOpYc1SzoQUUo5kSAKz93BRckmafeTYWzmjGsRPn0ZiivHfG5HpcOqnOludJZUJzFSY02/PZaQ5O7dzD6SeSJGHjtdNtfUxxPfXLZ7qiSEayxHIzJdMNtHSlv4oiIWJqpvS/H58xrsMs/aWSFQ4FsGhEZ79MprXVoqOtGvU57gsx3/WelEVGNbFHdXTpb9jl0t9sJPanuZ8lC2mxFvuzOxpceb6AkQVw70NFC8g4Fw9URXmzXXfznRJQY5kpXU+c1+K/kuTcotQu1SMW0X4nqh+culkk7vqXmTremolgwO7AvjwUGLXPMR3xvhgcimB4WE86HkmS0NFWY/xeqj2qQGyh1T8YSdvcw66MKgBs/9oVeGrPITz/2kdoH1eB9UtHB3h+Lf0FgAWXNeOWG2ZY+pw1l/6KwMzx0l9zRjXHGykjO/1uXHlp/gcW19pYgXs2zEv5s203X2Hb8zhNBKeqIrlS3VQsnCz9zYWiyOjtj5XjWm6mZKqqS/dnYiX0sYxqz6cX8e1fvGrsj2ZGlSgLnZPrsHPL0pz/vLijpCpyVns/xur6WxZMdCL0W+kX4HHpr6rg375/rWsLOLtLf63QVMUou6yuCKKuKpRxgLfXJCm2WBkcihjzU8X5HRvJ4+9Adcm8NiiyhFoLc4T9YMr4akzJYkxKtsRiaqygMaA4E6iGQ6qRebNCvC8Hh6IYjkbH7EIcUGN7DnVdT9qjClgbQZHcTCm/ssnWhgpsv/nKUbNIzRKlv/573yuyhPVLOyz/LhBrGjUy+HNqPI2iyMaYl1xLf8WxFsqedS+ImynFWvbrFCebKeXC3PXX6o0d8f7I1F1YUSREorEbhH/54BQA4G+nYk362PWXyEWi9HfCuMqsLj6KIkNV5FFzVKvKw8bdSj8uVIxmSh5daNNt3rebF4Gq+bnCIRXf3jwftVl08fNKMBALVMUe1YAqGpH4O0gFgJrKIFYvnuL1YfhGZbwsa6y9bCMb49hl1dWTUWOx4y9g2qM6HMHwcHTMPVbiOIeGo4hGkzOvxhztNAun5GZK9iyw0t1s83NGNRvmQFHc3BDZNyerLFRFxuBwNOebqWKPqt+3LHhJrFEYqGbHKP31ybkV6zStx7/Obo9qphvo5j2q//PhaVRXaIhGgfO9gyXRTInvDPIN8WadlMO+yZCmjBpPUxZKNFPyZaDqYUbVbcYcVRdLm8yL03AoYDRU8rtgQMZ5mEt+JYQ0pSTOk2Ij7vqn6vgLJJd+2WndkqlZ/X5ij2o01qV1jMBZLKxS7cVKdH0fe1mhORCopuPX8TTZMr/OAWMeaey/ThZZBNT8AlUjo+qTYMKPxDkaYqCaFXET0C/ZevPNJKvvF7EeMvdnSfnY8T2quq7jwIenMWdaI664rBnP/fcR43UoZnxnkG+IhU4uDX5C8f1RQv/gMMq0xHgaN/dGWuXUItWPNC8yquZAtYAWAanKgUJaooyZCkei9Dd9RtXrxVZij2o01iRpjGuSuGaJbrvmzKt4jHQZVfPIEjcyAYlA1X/X/2yY/z1GziN1NKNqVP3kGKiKJno+71buJTFOihnV7IjtFH7ph2A+x60ek+WManyP6icnL+Ds+QHM7mjA0svbsPTyttwPuID441+YCEBLfTm+en0nls1vz/rPBjUluetvf2yPqhZQ0LWgHXMvabTzUG0hPvy9Kv11kzd7VJNLfwuFCFTNC5egpjIrUYBEM6UxA1VRxunxv60I5AaHImkzqqJrt9hmYb52icVWOEPXdyPz6sLeKqP01+d70zMxv84ioyr2kDo1ngZInJcy96g6poylvznxYzMl42uL7xfNYqAq9qgeOHIaADDLpSaYfsF3BvmGLEv40vJLcvqzQU1Ff7zrbyQSxeBw1PgA2LLxctuO0U6lVfrrTNOYtM9pyqKU5TgyyQviQ8tcChbSFIAZ1YKTMaPqUDOlbIk5qIPDsUB1rMA5Ufobz6iaS38t7FGN/Z4MXVddue4Vzx7V0RlVIFY14mRGVZQm5l766/4NykITZjOlnJSH1HiFhj/WT+b3iNVjMjKqGa5PYo/qgQ9Po6E65OiMYD/iO4OKgnmPal/8v242C8qF0bWxJALV5HI1N4gFXaHt7wymLP1VMWyao0aFoaGmDFPbqnHZ5PqUPzdGVHm82BLdpodE6W+mQHVA7FFN0Uwpw00hLaC4Fpj7uZleNpK6K5uuoQFFdrj0N78RatyjmhkzqrmRJAl1lcGMFRxuMZ/jVqvkxPYkSxnVSBQfdf8d0ybU+r77v934zqCiENJUXOgbxP7DJ40Fvd8v/EZGtQQ+xOuqQlAV2dWZX2JBV0hlv0Dq0t+QpqBvoPjPk2ITDCh4NM3ILkmK7dn0w0JeU2UjozpWRkAEqn0io2oKYKyW9GoBZcyuwnarKtcgSWNntAuFuZTQXEarBWSHS3/zy6gGGahmJK7zhdRHwS++f9tVWY3hcpKjGVVFRiSq4/jpi1g8d3zuB1mg+M6gohDUFBw7OYCHf/MWIvGuM2IOpV8Ze1QLKNuXq6tmteBft69ARdi9BWPACPj8ccfVKiOjalq4dF0xAecvDnp1SOSgO9bPQuekOq8PA1pAxsBgBNGonrn0N9Ue1YDYo5p+WVGmqQi5dG2ury7Dz+5dklODPj9RU8yrBWJ7hp38/DAyqjkGmiNnvtJoqiJjfGMF2psrvT6UgjO51bkZ2Nlyeo8qEJtpPHFcYV/LcpF3oPqDH/wAf/rTn6BpGsLhMO677z7MmjXLjmMjsiykKTh1ts/4OjIYKZiMaincbVZkCY21Za4+Z+FmVGP7Bc0lfqXS3a8UrVo0yetDABArz+9NEYAm/47IqMZLf01BUktjOVobyjNez25ZM8PVwKWjvca153KKLHtT+pvvrFaxR7UUPuPy8fi25V4fAuVJ3EySJevvl4CxPSn9GsVcgTKhBG9o5L2C+/znP4/vfe97CAQCeOWVV7Blyxa8/PLLdhwbkWXB+Bu9pb4c9944D7v+8120j/P3G7qUxtN4IWAxw+M3WkBBSFNLbh8KeUsLKOjrF02SxghUleSuv+bfu2HxFKy+ZkrG5xlrvy6NzZyhMc+iXr14MmqrQo49r5pn1U+QGVUqEUoOW7mslv4qprVia2NFjkdYuPJewS1btsz4eu7cuejp6UE0Gs25nTlRLkTjmaXz2zBjSj3+5Tv+v0Mp9hrJPulaV2wSGdXCKv1dMq8NTbVhrw+DSkxVuYZPTl0AkCj5HGl06W/i9yRJAu+tOCOp66+pm/nqxZlvDOQjoOa3x5TNlKhUiPdoNl2Irc9RjT1ma2NFSd70sfVvvHv3bixdupRBKrlOBCNL5xdOiaRR+sv3iyNE11+/l4CPNKujAV9ekduYJqJcXdE5DifP9AJIk1EdUfrLAMQd5hsC5oyq0/LNqDJQpVKRy1Yu8f6wmlEtxbJfwEJGdf369eju7k75szfeeANKvBRoz549+P3vf4/du3fbe4REFly7cAImtVShtaFwyiL8MpqiWIk5qoVW+kvkhUWzWvDknkMAMgeqRkaV2xZckVz66+Is6jz3qAbFHtUxMvRExUJcC7Mq/Y3/bihTRjX+2BN9vp3NKRlXcM8880zGB3nppZewc+dOPPnkk2hoaLDlwIiyUV9dhkWz3G3Wky+x+HCyGUYpExnVQiv9JfJCa2MFJjZX4mjP+TTjaWLvKWM8DTNlrhir9Ndp+c76Nrr+8jyhIpeokLP+XqmvDmHFFRMwe1pj2t8zMqotpdfxF7Ch9PeVV17Bj3/8YzzxxBNoayucsksir8myBEWWuNhziJFRLbDSXyKvLJrVCsBC6W//6D2q5BxZliDWv5qrpb/5zfpm6S+VCmPcYBbnuqLIuPfGeRkbf9ZXh6AqEjraCr+DeS7yXsFt374dgUAA99xzj/G9J598ErW1tfk+NFHR0wIK7zY7JJFRZaBKZMXiua34j/96H/XVqatTjEA1RddfcpYsy4hGoi6X/tqUUS3BBjBUWhJ7VO2/eTe7owFPPXAdqsrdm0PvJ3mv4N588007joOoJG3dPB8Tm0uznMNpTbVluG7RJMyb3uT1oRAVhInNVdj94Koxb+6UBVVUhjV81P13ANyj6iZFkTAcSQR/blDzHKEWZEaVSkQue1StkiSpZINUwOauv0SUnSsva8a4Oo4icYKiyPjGF+egub7c60MhKhjlZYExZ/jKsoTZHQ043zsEgAGIm8TeNy8yqrn2UdCMZko8T6i4KZzi4Bi+okRERGTJnGmJhonco+oeMfbPzUA1kVHN7TmrK4KQJKC6PGjnYRH5jipzioNTuHmLiIiILJlj6lDJjKp7xALYzdJfY49qjovvptowHt+2HC2saqEip+QwR5Ws4StKRERElrQ0lKOxNtZsKddMG2XPi9LffPeoAkBrQ8WYpeRExUI0UWKgaj++okRERGSJJEmY0xHLqjrR4ZJSk+MLYDfH03S0V2Naew1nURNloCj5VR/Q2Fj6S0RERJatuHICTp7tRWUJd6J0m8hqigZFbpjd0Yif/dMS156PqFCJ9yczqvZjoEpERESWzZhSj4fvvMbrwygpigelv0RkjWJDmTylxiseERERkY+pbNZC5FsqM6qO4StKRERE5GOyLEFTZTYmIvIh7lF1DgNVIiIiIh9TZAkBF0fTEJF17PrrHL6iRERERD6mKjI07k8l8iXuUXUOr3pEREREPiYzo0rkW+z66xy+okREREQ+psgSAlwEE/mS0eyMVQ+24ytKRERE5GOqIrs6Q5WIrBMZVZb+2o9zVImIiIh8bN70JlzoHfT6MIgoBY6Pcg4DVSIiIiIfW7dkqteHQERjEGNpOJ7Gfgz9iYiIiIiIcsBmSs7hK0pERERERJQDjqdxTt6lv7/61a/wwgsvQFEU6LqOr3/967j++uvtODYiIiIiIiLf4h5V5+QdqG7evBl33nknAODEiRNYtWoVrrnmGlRXV+d9cERERERERH5ldP3lHlXb5R36V1ZWGl/39vZCkiREo9F8H5aIiIiIiMjXmFF1ji1df59++mk89dRT6OnpwY9+9CPU1tba8bBERERERES+FQ6pkCWgoizg9aEUnYyB6vr169Hd3Z3yZ2+88QYURcHGjRuxceNGHD58GFu3bsWiRYsYrBIRERERUVGrrghi55almNBcmfmXKSsZA9VnnnnG8oNNnz4dTU1NePvtt7Fy5cq8DoyIiIiIiMjvpoxnbx4n5F1MfeTIEePrY8eO4b333kNHR0e+D0tEREREREQlKu89qj//+c/x4YcfQlVVKIqC+++/H1OnTrXj2IiIiIiIiKgE5R2oPvbYY3YcBxEREREREREAG0p/iYiIiIiIiOzEQJWIiIiIiIh8xZY5qvmIRCIAgJ6eHo+PhIiIiIiIiOwmYj0R+1nheaB66tQpAMBXvvIVj4+EiIiIiIiInHLq1ClMnDjR0u9Kuq7rDh9PWv39/Th48CAaGxuhKIqXh0JEREREREQ2i0QiOHXqFGbOnIlQKGTpz3geqBIRERERERGZsZkSERERERER+QoDVSIiIiIiIvIVBqpERERERETkKwxUiYiIiIiIyFcYqBIREREREZGvMFAlIiIiIiIiX2GgSkRERERERL7CQDWDjz76CBs2bMDKlSuxYcMGfPzxx14fEhWpHTt2oKurC9OnT8f7779vfD/dOcjzk+x29uxZ3H777Vi5ciVuuOEG3H333Thz5gwA4N1338WaNWuwcuVK3HLLLfj000+NP5fuZ0S5uuuuu7BmzRqsW7cOmzZtwnvvvQeA10Xyxi9/+cukz2heE8ltXV1duO6667B27VqsXbsWr776KoAiPhd1Suumm27Sn332WV3Xdf3ZZ5/Vb7rpJo+PiIrVvn379O7ubn3ZsmX64cOHje+nOwd5fpLdzp49q7/55pvG/z/yyCP69u3b9Wg0qq9YsULft2+fruu6vmvXLn3btm26rutpf0aUj3Pnzhlfv/TSS/q6det0Xed1kdx38OBB/dZbb9WXLl2qHz58mNdE8sTINaKupz/fCv1cZEY1jU8//RSHDh3C6tWrAQCrV6/GoUOHjOwCkZ0WLFiAlpaWpO+lOwd5fpITampqsHDhQuP/586di+7ubhw4cADBYBALFiwAANx44434wx/+AABpf0aUj8rKSuPrCxcuQJIkXhfJdYODg3jwwQfxwAMPQJIkAOmve7wmkpuK+VxUvT4APzt+/DjGjRsHRVEAAIqioKmpCcePH0ddXZ3HR0elIN05qOs6z09yVDQaxdNPP42uri4cP34cra2txs/q6uoQjUbx2Wefpf1ZTU2NF4dOReS+++7D66+/Dl3X8etf/5rXRXLdY489hjVr1qC9vd34Hq+J5JWtW7dC13XMnz8f3/rWt4r6XGRGlYiIUvrhD3+IcDiMzZs3e30oVMIefvhh/PGPf8SWLVvwk5/8xOvDoRLzzjvv4MCBA9i0aZPXh0KE3bt347nnnsPvfvc76LqOBx980OtDchQD1TRaWlpw4sQJRCIRAEAkEsHJkydHlWcSOSXdOcjzk5y0Y8cOHD16FI8++ihkWUZLSwu6u7uNn585cwaSJKGmpibtz4jssm7dOrz11ltobm7mdZFcs2/fPvz1r3/F8uXL0dXVhZ6eHtx66604evQor4nkOnEt0zQNmzZtwv79+4v685mBahr19fXo7OzE888/DwB4/vnn0dnZyfIhck26c5DnJzll586dOHjwIHbt2gVN0wAAM2fORH9/P/785z8DAH77299i1apVGX9GlKuLFy/i+PHjxv/v3bsX1dXVvC6Sq+644w689tpr2Lt3L/bu3Yvm5mY88cQTuO2223hNJFf19vbi/PnzAABd1/HCCy+gs7OzqD+fJV3Xda8Pws+OHDmCbdu24dy5c6iqqsKOHTswZcoUrw+LitBDDz2EF198EadPn0ZtbS1qamqwZ8+etOcgz0+y2wcffIDVq1dj0qRJCIVCAIC2tjbs2rUL+/fvxwMPPICBgQGMHz8eP/3pT9HQ0AAAaX9GlIvTp0/jrrvuQl9fH2RZRnV1Nb773e9ixowZvC6SZ7q6uvD444/jkksu4TWRXHXs2DF885vfRCQSQTQaxdSpU3H//fejqampaM9FBqpERERERETkKyz9JSIiIiIiIl9hoEpERERERES+wkCViIiIiIiIfIWBKhEREREREfkKA1UiIiIiIiLyFQaqRERERERE5CsMVImIiIiIiMhXGKgSERERERGRr/w/y+TthaLTTDsAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def ar_process(eps, phi):\n", + " \"\"\"\n", + " Creates a AR process with a zero mean.\n", + " \"\"\"\n", + " # Reverse the order of phi and add a 1 for current eps_t\n", + " phi = np.r_[1, phi][::-1] \n", + " ar = eps.copy()\n", + " offset = len(phi)\n", + " for i in range(offset, ar.shape[0]):\n", + " ar[i - 1] = ar[i - offset: i] @ phi\n", + " return ar\n", + "\n", + "fig = plt.figure(figsize=(16, 4 * 3))\n", + "a = 310\n", + "for i in range(0, 11, 5):\n", + " a += 1\n", + " phi = np.random.normal(0, 0.1, size=i + 1)\n", + " plt.subplot(a)\n", + " plt.title(f'$\\\\phi$ = {phi.round(2)}')\n", + " plt.plot(ar_process(eps, phi))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_acf(ar_process(eps, [0.3, -0.3, 0.5]))\n", + "plot_acf(ar_process(eps, [0.5, -0.1, 0.1]))\n", + "plot_acf(ar_process(eps, [0.2, 0.5, 0.1]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Ordinary least squares\n", + "\n", + "$$y = \\beta X + \\epsilon$$\n", + "\n", + "$$\\beta = (X^T X)^{-1} X^T y$$" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "def least_squares(x, y):\n", + " return np.linalg.inv((x.T @ x)) @ (x.T @ y)\n", + "\n", + "class LinearModel:\n", + " def __init__(self, fit_intercept=True):\n", + " self.fit_intercept = fit_intercept\n", + " self.beta = None\n", + " self.intercept_ = None\n", + " self.coef_ = None\n", + " \n", + " def _prepare_features(self, x):\n", + " if self.fit_intercept:\n", + " x = np.hstack((np.ones((x.shape[0], 1)), x))\n", + " return x\n", + " \n", + " def fit(self, x, y):\n", + " x = self._prepare_features(x)\n", + " self.beta = least_squares(x, y)\n", + " if self.fit_intercept:\n", + " self.intercept_ = self.beta[0]\n", + " self.coef_ = self.beta[1:]\n", + " else:\n", + " self.coef_ = self.beta\n", + " \n", + " def predict(self, x):\n", + " x = self._prepare_features(x)\n", + " return x @ self.beta\n", + " \n", + " def fit_predict(self, x, y):\n", + " self.fit(x, y)\n", + " return self.predict(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "def pacf(x, lag=40):\n", + " \"\"\"\n", + " Partial auto correlation function.\n", + " \n", + " pacf results in:\n", + " [1, acf_lag_1, pacf_lag_2, pacf_lag_3]\n", + " :param x: (array)\n", + " :param lag: (int)\n", + " \"\"\"\n", + " y = []\n", + " \n", + " # Partial auto correlation needs intermediate terms.\n", + " # Therefore we start at index 3\n", + " for i in range(3, lag + 2):\n", + " backshifted = lag_view(x, i)[0]\n", + "\n", + " xt = backshifted[:, 0]\n", + " feat = backshifted[:, 1:-1]\n", + " xt_hat = LinearModel(fit_intercept=False).fit_predict(feat, xt)\n", + "\n", + " xt_k = backshifted[:, -1]\n", + " xt_k_hat = LinearModel(fit_intercept=False).fit_predict(feat, xt_k)\n", + "\n", + " y.append(pearson_correlation(xt - xt_hat, xt_k - xt_k_hat))\n", + " return np.array([1, acf(x, 2)[1]] + y)\n", + "\n", + "def plot_pacf(x, alpha=0.05, lag=40, title=None):\n", + " \"\"\"\n", + " :param x: (array)\n", + " :param alpha: (flt) Statistical significance for confidence interval.\n", + " :parm lag: (int)\n", + " \"\"\"\n", + " pacf_val = pacf(x, lag)\n", + " plt.figure(figsize=(16, 4))\n", + " plt.vlines(np.arange(lag + 1), 0, pacf_val)\n", + " plt.scatter(np.arange(lag + 1), pacf_val, marker='o')\n", + " plt.xlabel('lag')\n", + " plt.ylabel('autocorrelation')\n", + " \n", + " # Determine confidence interval\n", + " ci = stats.norm.ppf(1 - alpha / 2.) * bartletts_formula(pacf_val, len(x))\n", + " plt.fill_between(np.arange(1, ci.shape[0] + 1), -ci, ci, alpha=0.25)\n", + "\n", + "plot_pacf(ar_process(eps, [0.3, -0.3, 0.5]))\n", + "plot_pacf(ar_process(eps, [0.5, -0.1, 0.1]))\n", + "plot_pacf(ar_process(eps, [0.2, 0.5, 0.1]))" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 9, -1, -1, -1, -1, -1, -1, -1, -1, -1])" + ] + }, + "execution_count": 112, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def difference(x, d=1):\n", + " if d == 0:\n", + " return x\n", + " else:\n", + " x = np.r_[x[0], np.diff(x)]\n", + " return difference(x, d - 1)\n", + " \n", + "def undo_difference(x, d=1):\n", + " if d == 1:\n", + " return np.cumsum(x)\n", + " else:\n", + " x = np.cumsum(x)\n", + " return undo_difference(x, d - 1)\n", + " \n", + "difference(np.arange(10)[::-1])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def bic_score():\n", + " return (-2 * self.score(X) * X.shape[0] +\n", + " self._n_parameters() * np.log(X.shape[0]))" + ] + }, + { + "cell_type": "code", + "execution_count": 274, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "7.772423301589858" + ] + }, + "execution_count": 274, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "class AR(LinearModel):\n", + " def __init__(self, p, fit_intercept=True):\n", + " \"\"\"\n", + " An AR model.\n", + " :param p: (int)\n", + " \"\"\"\n", + " super().__init__(fit_intercept)\n", + " self.p = p\n", + " self.resid = None\n", + " self.variance = None\n", + " \n", + " def prepare_features(self, x):\n", + " features, x = lag_view(np.r_[np.zeros(self.p), x], self.p)\n", + " return features, x\n", + " \n", + " def fit_predict(self, x):\n", + " features, x = self.prepare_features(x)\n", + " super().fit(features, x)\n", + " return self.predict(x, prepared=(features, x))\n", + " \n", + " def predict(self, x, **kwargs):\n", + " \"\"\"\n", + " :param x: (array)\n", + " :kwargs:\n", + " prepared: (tpl) containing the features and x\n", + " \"\"\"\n", + " features, x = kwargs.get('prepared', self.prepare_features(x))\n", + " y = super().predict(features)\n", + " self.resid = x - y\n", + " self.variance = np.mean(self.resid**2)\n", + " return y\n", + " \n", + " @property\n", + " def bic(self):\n", + " n = len(self.resid)\n", + " return np.log(self.variance) + len(self.beta) * np.log(n) / n\n", + " \n", + " @property\n", + " def aic(self):\n", + " return np.log(self.variance) + 2 * len(self.beta) / len(self.resid)\n", + " \n", + "p = 2\n", + "m = AR(p)\n", + "pred = m.fit_predict(x)\n", + "\n", + "plt.plot(x)\n", + "plt.plot(pred)\n", + "\n", + "m.aic" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([9, 8, 7, 6, 5, 4, 3, 2, 1, 0])" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "class ARIMA(LinearModel):\n", + " def __init__(self, q, d, p, fit_intercept=True):\n", + " \"\"\"\n", + " An ARIMA model.\n", + " :param q: (int) Order of the MA model.\n", + " :param p: (int) Order of the AR model.\n", + " :param d: (int) Number of times the data needs to be differenced.\n", + " :param fit_intercept: (bool)\n", + " \"\"\"\n", + " super().__init__(fit_intercept)\n", + " self.p = p\n", + " self.d = d\n", + " self.q = q\n", + " self.m = None\n", + " self.sigma = 1\n", + " \n", + " def prepare_features(self, x):\n", + " \"\"\"\n", + " Prepare eps_t and X_t-k features for the linear model.\n", + " \"\"\"\n", + " if self.d > 0:\n", + " x = difference(x, self.d)\n", + " eps = np.random.normal(scale=self.sigma, size=len(x))\n", + "\n", + " ar_features = None\n", + " ma_features = None\n", + " if self.q > 0:\n", + " # create features by shifting the window of `order` size by one step.\n", + " ma_features = lag_view(eps, self.q + 1)[0]\n", + " # Now eps_t is not included\n", + " ma_features = ma_features[:, :-1]\n", + " if self.p > 0:\n", + " # prepend with zeros as there are no X_t-k in the first X_t\n", + " ar_features = lag_view(np.r_[np.zeros(self.p), x], self.p)[0]\n", + " \n", + " if ar_features is not None and ma_features is not None:\n", + " n = min(len(ar_features), len(ma_features)) \n", + " ar_features = ar_features[:n]\n", + " ma_features = ma_features[:n]\n", + " features = np.hstack((ma_features, ar_features))\n", + " elif ma_features is not None: \n", + " n = len(ma_features)\n", + " features = ma_features[:n]\n", + " else:\n", + " n = len(ar_features)\n", + " features = ar_features[:n]\n", + " \n", + " eps_t = eps[self.q: n + self.q]\n", + " return features, eps_t, x[:n]\n", + " \n", + " def fit_predict(self, x): \n", + " \"\"\"\n", + " Fit and transform input\n", + " :param x: (array) with time series.\n", + " \"\"\"\n", + " # move eps_t to left side of the equation. \n", + " # This needs to be corrected when predicting\n", + " features, eps_t, x = self.prepare_features(x)\n", + " x = x - eps_t\n", + " super().fit(features, x)\n", + " return self.predict(x, prepared=(features, eps_t, x))\n", + " \n", + " def predict(self, x, **kwargs):\n", + " \"\"\"\n", + " :param x: (array)\n", + " :kwargs:\n", + " prepared: (tpl) containing the features, eps and x\n", + " \"\"\"\n", + " features, eps_t, x = kwargs.get('prepared', self.prepare_features(x))\n", + " y = super().predict(features) + eps_t\n", + " if self.d > 0:\n", + " y += undo_difference(x, self.d) \n", + " return y\n", + " \n", + "q = 0\n", + "d = 1\n", + "p = 1\n", + "\n", + "\n", + "m = ARIMA(q, d, p, 0, 1)\n", + "pred = m.fit_predict(x)\n", + "print(m.coef_)\n", + "# print(m.intercept_, m.coef_)\n", + "\n", + "# print(x.shape, pred.shape)\n", + "\n", + "a = 0\n", + "b = -1\n", + "plt.figure(figsize=(12,4))\n", + "ax = plt.subplot(111)\n", + "ax.plot(x[a:b])\n", + "ax.plot(pred[a:b])\n", + "\n", + "# results.plot_predict(ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "None [0.553 0.001]\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 229, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "class ARIMA(LinearModel):\n", + " def __init__(self, q, d, p, fit_intercept=True, sigma=1):\n", + " \"\"\"\n", + " An ARIMA model.\n", + " :param q: (int) Order of the MA model.\n", + " :param p: (int) Order of the AR model.\n", + " :param d: (int) Number of times the data needs to be differenced.\n", + " :param fit_intercept: (bool)\n", + " :param sigma: (flt) Standard deviation of the epsilon terms.\n", + " \"\"\"\n", + " super().__init__(fit_intercept)\n", + " self.p = p\n", + " self.d = d\n", + " self.q = q\n", + " self.m = None\n", + " self.sigma = sigma\n", + " \n", + " def prepare_features(self, x):\n", + " \"\"\"\n", + " Prepare eps_t and X_t-k features for the linear model.\n", + " \"\"\"\n", + " if self.d > 0:\n", + " x = difference(x, self.d)\n", + " eps = np.random.normal(scale=self.sigma, size=len(x))\n", + "\n", + " ar_features = None\n", + " ma_features = None\n", + " if self.q > 0:\n", + " # create features by shifting the window of `order` size by one step.\n", + " ma_features = lag_view(eps, self.q + 1)[0]\n", + " # Now eps_t is not included\n", + " ma_features = ma_features[:, :-1]\n", + " if self.p > 0:\n", + " # prepend with zeros as there are no X_t-k in the first X_t\n", + " ar_features = lag_view(np.r_[np.zeros(self.p), x], self.p)[0]\n", + " \n", + " if ar_features is not None and ma_features is not None:\n", + " n = min(len(ar_features), len(ma_features)) \n", + " ar_features = ar_features[:n]\n", + " ma_features = ma_features[:n]\n", + " features = np.hstack((ma_features, ar_features))\n", + " elif ma_features is not None: \n", + " n = len(ma_features)\n", + " features = ma_features[:n]\n", + " else:\n", + " n = len(ar_features)\n", + " features = ar_features[:n]\n", + " \n", + " eps_t = eps[self.q: n + self.q]\n", + " return features, eps_t, x[:n]\n", + " \n", + " def fit_predict(self, x): \n", + " \"\"\"\n", + " Fit and transform input\n", + " :param x: (array) with time series.\n", + " \"\"\"\n", + " # move eps_t to left side of the equation. \n", + " # This needs to be corrected when predicting\n", + " features, eps_t, x = self.prepare_features(x)\n", + " x = x - eps_t\n", + " super().fit(features, x)\n", + " return self.predict(x, prepared=(features, eps_t, x))\n", + " \n", + " def predict(self, x, **kwargs):\n", + " \"\"\"\n", + " :param x: (array)\n", + " :kwargs:\n", + " prepared: (tpl) containing the features, eps and x\n", + " \"\"\"\n", + " features, eps_t, x = kwargs.get('prepared', self.prepare_features(x))\n", + " y = super().predict(features) + eps_t\n", + " if self.d > 0:\n", + " y += undo_difference(x, self.d) \n", + " return y\n", + " \n", + "q = 1\n", + "d = 1\n", + "p = 1\n", + "\n", + "\n", + "m = ARIMA(q, d, p, 0, 1)\n", + "pred = m.fit_predict(x)\n", + "print(m.intercept_, m.coef_.round(3))\n", + "\n", + "# print(x.shape, pred.shape)\n", + "\n", + "a = 0\n", + "b = -1\n", + "plt.figure(figsize=(12,4))\n", + "ax = plt.subplot(111)\n", + "ax.plot(x[a:b])\n", + "ax.plot(pred[a:b])\n", + "\n", + "# results.plot_predict(ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "x = sm.datasets.get_rdataset('EuStockMarkets').data['CAC'].values" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_acf(difference(x))\n", + "plot_pacf(difference(x))" + ] + }, + { + "cell_type": "code", + "execution_count": 201, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 201, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = sm.tsa.ARIMA(x, (p, d, q))\n", + "m.k_constant" + ] + }, + { + "cell_type": "code", + "execution_count": 214, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 1.19571639 0.11652559 -0.08376277]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "q = 1\n", + "d = 1\n", + "p = 1\n", + "\n", + "results = sm.tsa.ARIMA(x, (p, d, q)).fit()\n", + "print(results.params)\n", + "\n", + "plt.figure(figsize=(16, 6))\n", + "ax = plt.subplot(111)\n", + "pred_sm = results.plot_predict(ax=ax, dynamic=True)\n", + "# m = ARIMA(q, d, p, 1)\n", + "# pred = m.fit_predict(x)\n", + "# print(m.coef_)\n", + "\n", + "# plt.figure(figsize=(12,4))\n", + "# plt.plot(x)\n", + "# plt.plot(pred)" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 157, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(undo_difference(pred_sm, 1))" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -44,7 +1038,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 72, "metadata": {}, "outputs": [], "source": [ @@ -53,7 +1047,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 73, "metadata": {}, "outputs": [], "source": [ @@ -63,62 +1057,347 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 74, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" + "
" ] }, - "execution_count": 5, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data.plot(figsize=(12, 4))\n", + "x = data.values.squeeze()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Moveing average model MA(q)\n", + "\n", + "$$ X_t = \\mu + \\epsilon_t + \\theta_1 \\epsilon_{t-1} ... + \\theta_q \\epsilon_{q} $$\n", + "\n", + "where $\\epsilon$ is white noise:\n", + "\n", + "$$\\epsilon \\sim N(0, \\alpha)$$\n", + "\n", + "$\\alpha$ is a hyperparameter\n", + "\n", + "\n", + "\n", + "# ARIMA model\n", + "\n", + "The mathematical definition of the ARIMA model is equal to that of the ARMA model.\n", + "\n", + "**ARMA(p, q)** _(AutoRegressive, Moving Average)_\n", + "\n", + "$$X_t = c + \\epsilon_t + \\sum_{i=1}^{p}{\\phi_i X_{t - i}} + \\sum_{i = 1}^q{\\theta_i \\epsilon_{t-i}} $$\n", + "\n", + "\n", + "To convert this to an ARIMA model:\n", + "\n", + "**ARIMA(p, d, q)** _(AutoRegressive Integrated Moving Average)_\n", + "\n", + "$$X^*_t = c + \\epsilon_t + \\sum_{i=1}^{p}{\\phi_i X^*_{t - i}} + \\sum_{i = 1}^q{\\theta_i \\epsilon_{t-i}} $$\n", + "\n", + "Where $X^*$ is the integrated time series $X$ $d$ times\n", + "\n", + "The term integrated implies that in order to obtain a forecast of $X$, we have to sum up (or integrate over) the values of $X^*$ because $X^*$ are the differenced values of the original series $X$.If no differencing is involved, this model is called an Autoregressive Moving Average [ARMA(p,q)] with p and q retaining their original meaning and no d.\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [], + "source": [ + "def difference(x, d=1):\n", + " if d == 0:\n", + " return x\n", + " else:\n", + " x = np.concatenate((np.zeros(1), np.diff(x)))\n", + " return difference(x, d - 1)\n", + " \n", + "def undo_difference(x, d=1):\n", + " if d == 1:\n", + " return np.cumsum(x)\n", + " else:\n", + " x = np.cumsum(x)\n", + " return undo_difference(x, d - 1)\n", + "\n", + "# print(difference(a, 2))\n", + "\n", + "# print(difference(a, 3))\n", + "# print(undo_difference(difference(a, 3), 3))" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [], + "source": [ + "# np.cumsum(difference(a, 2))" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "68.2529386667413 [-0.21150225 -0.26660066 -0.38434853 -0.36914932 -0.41741958 -0.36728083]\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 108, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "data.plot(figsize=(12, 8))" + "def init_eps(order, y, sigma=None):\n", + " sigma = y.std() / 3 if sigma is None else sigma\n", + " return np.random.normal(0, sigma, size=(y.shape[0]))\n", + "\n", + "def create_ar_features(x, order):\n", + " \"\"\"\n", + " Create the features for AR model.\n", + " \n", + " The features are [X_t-1, X_t-2 ... X_t-k] and the labels are X_t\n", + " So the features are shifted by one time step compared to the time step we want to predict.\n", + " \"\"\"\n", + " y = x.copy()\n", + " # Create features by shifting the window of `order` size by one step.\n", + " # This results in a 2D array [[t1, t2, t3], [t2, t3, t4], ... [t_k-2, t_k-1, t_k]]\n", + " x = np.array([y[-(i + order):][:order] for i in range(y.shape[0])])\n", + " \n", + " # Reverse the array as we started at the end and remove duplicates.\n", + " # Note that we truncate the features [order -1:] and the labels [order]\n", + " # This is the shifting of the features with one time step compared to the labels\n", + " x = np.stack(x)[::-1][order - 1: -1]\n", + " y = y[order:]\n", + " \n", + " return x, y\n", + "\n", + "def create_ma_features(eps, order, y=None):\n", + " eps = np.array([eps[-(i + order):][:order] for i in range(y.shape[0])])\n", + " eps = np.stack(eps)[::-1][order - 1:]\n", + " # eps_t is known when predicting x_t so the labels are in the same phase /lag\n", + " # as the features eps.\n", + " if y is not None:\n", + " y = y[order - 1:] \n", + " return eps, y\n", + " else: \n", + " return eps\n", + "\n", + "\n", + "# https://en.wikipedia.org/wiki/Autoregressive%E2%80%93moving-average_model \n", + "def ar_model(y, eps, order=2):\n", + " x, y = create_ra_features(y) \n", + " \n", + " # Move eps_t to other side of equation\n", + " add = eps[:y.shape[0]]\n", + " y -= add\n", + " \n", + " m = linear_model.LinearRegression(fit_intercept=True)\n", + " m.fit(x, y)\n", + " \n", + " return m.predict(x) + add, m\n", + "\n", + "\n", + "class ARIMA:\n", + " def __init__(self, p, d, q, sigma=None):\n", + " self.p = p\n", + " self.d = d\n", + " self.q = q\n", + " self.m = None\n", + " self.sigma = sigma\n", + " \n", + " def prepare_features(self, x):\n", + " if self.d > 0:\n", + " x = difference(x, self.d)\n", + " eps = init_eps(self.q, x)\n", + " \n", + " x_ = None\n", + " ma_features = ar_features = np.zeros((x.shape[0], 1))\n", + " if self.q > 0:\n", + " # Add features for `order` + 1. Later this will be eps_t\n", + " ma_features, x_ = create_ma_features(eps, self.q + 1, x)\n", + " if self.p > 0:\n", + " ar_features, x = create_ar_features(x, self.p)\n", + " x = x if x_ is None or len(x) < len(x_) else x_\n", + " del x_\n", + " \n", + " eps = eps[:x.shape[0]]\n", + " ma_features = ma_features[:x.shape[0]]\n", + " ar_features = ar_features[:x.shape[0]]\n", + " eps_t = ma_features[:, :1]\n", + " ma_features = ma_features[:, 1:]\n", + " return np.hstack((ma_features, ar_features)), eps_t.ravel(), x\n", + " \n", + " def fit_predict(self, x): \n", + " # move eps_t to left side of the equation\n", + " \n", + " features, eps_t, x = self.prepare_features(x)\n", + "\n", + " x = x - eps_t\n", + " model = LinearModel()\n", + " model.fit(features, x)\n", + " self.m = model\n", + " return self.predict(x, prepared=(features, eps_t, x))\n", + " \n", + " def predict(self, x, **kwargs):\n", + " \"\"\"\n", + " :param x: (array)\n", + " :kwargs:\n", + " prepared: (tpl) containing the features, eps and x\n", + " \"\"\"\n", + " features, eps_t, x = kwargs.get('prepared', self.prepare_features(x))\n", + "\n", + " x = self.m.predict(features) + eps_t\n", + " if self.d > 0:\n", + " x += undo_difference(x, self.d)\n", + " return x\n", + " \n", + " def generate(self, n, ma_w=None, ar_w=None):\n", + " \n", + " t = np.arange(n)\n", + " if self.q:\n", + " eps = np.random.normal(0, 1, size=n)\n", + " feat = create_ma_features(eps)\n", + " \n", + " \n", + " \n", + " \n", + "q = 5\n", + "d = 0\n", + "p = 1\n", + "\n", + "m = ARIMA(p, d, q, sigma=30)\n", + "pred = m.fit_predict(x)\n", + "print(m.m.intercept_, m.m.coef_)\n", + "# print(m.RA.intercept_)\n", + "# m.RA.coef_\n", + "\n", + "plt.figure(figsize=(12,4))\n", + "plt.plot(data)\n", + "plt.plot(data.index[data.shape[0] - pred.shape[0]:], pred)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 237, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/miniconda3/lib/python3.6/site-packages/statsmodels/tsa/base/tsa_model.py:171: ValueWarning: No frequency information was provided, so inferred frequency A-DEC will be used.\n", + " % freq, ValueWarning)\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "fig = plt.figure(figsize=(12, 8))\n", - "ax = fig.add_subplot(211)\n", - "fig = sm.graphics.tsa.plot_acf(data.values.squeeze(), lags=40, ax=ax)\n", - "ax = fig.add_subplot(212)\n", - "fig = sm.graphics.tsa.plot_pacf(data.values.squeeze(), lags=40, ax=ax)" + "p = 5\n", + "q = 2\n", + "d = 0\n", + "results = sm.tsa.ARIMA(data.copy(), (p, d, q)).fit()\n", + "plt.figure(figsize=(12,4))\n", + "plt.plot(data)\n", + "\n", + "pred = results.model.predict(results.params, dynamic=False)\n", + "\n", + "plt.plot(data.index[:pred.shape[0]], pred)" ] }, + { + "cell_type": "code", + "execution_count": 238, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 238, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(results.resid)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -130,25 +1409,40 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 239, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "x = data.values.squeeze()" + "fig = plt.figure(figsize=(12, 8))\n", + "ax = fig.add_subplot(211)\n", + "fig = sm.graphics.tsa.plot_acf(data.values.squeeze(), lags=40, ax=ax)\n", + "ax = fig.add_subplot(212)\n", + "fig = sm.graphics.tsa.plot_pacf(data.values.squeeze(), lags=40, ax=ax)" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 240, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.999687011702813" + "0.9996781213197145" ] }, - "execution_count": 8, + "execution_count": 240, "metadata": {}, "output_type": "execute_result" } @@ -164,24 +1458,22 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The autocorrelation is the correlation between the sequence with the current last value truncated at the end `x[:-1]` and the sequence with a certain amount of lag `x[:i]`." + "The autocorrelation is the correlation between the sequence with the current last value truncated at the end `x[:-i]` and the sequence with a certain amount of lag `x[:i]`." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 241, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -198,320 +1490,114 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Moveing average model MA(q)\n", + "# Partial autocorrelation\n", "\n", - "$$ X_t = \\mu + \\epsilon_t + \\theta_1 \\epsilon_{t-1} ... + \\theta_q \\epsilon_{q} $$\n", + "The partial correlation between $BX$ and $B^kX$ where $B$ is the backshift operator.\n", "\n", - "where $\\epsilon$ is white noise:\n", + "$$BX_t = X_{t-1} $$\n", "\n", - "$$\\epsilon \\sim N(0, \\alpha)$$\n", + "can be determined as follows.\n", "\n", - "$\\alpha$ is standard deviation of the sequence?\n" + "Let $\\hat{BX}$ and $\\hat{B^kX}$ be determined by a Linear Model conditioned on $ B^2X ... B^{k -1} $ parameterized by $\\beta$ and $\\phi$.\n", + "\n", + "$$\\hat{BX} \\sim \\beta_2 B^2X + \\beta_3 B^3X ... \\beta_{k-1} B^{k -1}X $$ \n", + "\n", + "$$\\hat{B^kX} \\sim \\phi_2 B^2X + \\phi_3 B^3X ... \\phi_{k-1} B^{k -1}X $$ \n", + "\n", + "The partial correlation is then defined by the Pearsons coefficient of the residuals of both predicted values $\\hat{BX}$ and $\\hat{B^kX}$.\n", + "\n", + "$$ pcf = corr(BX - \\hat{BX} , B^kX - \\hat{B^kX} ) $$" ] }, { "cell_type": "code", - "execution_count": 249, + "execution_count": 242, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "54.39517901679693\n", - "4833.691033366038\n" - ] - }, { "data": { - "image/png": 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\n", "text/plain": [ - "
" + "array([[ 5., 11., 16., 23.],\n", + " [11., 16., 23., 36.],\n", + " [16., 23., 36., 58.]])" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 242, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "def init_eps(order, y, sigma=None):\n", - " sigma = y.std() / 3 if sigma is None else sigma\n", - " return np.random.normal(0, sigma, size=(y.shape[0]))\n", - "\n", - "\n", - "def create_ma_features(eps, y, order):\n", - " eps = np.array([eps[-(i + order):][:order][::-1] for i in range(y.shape[0])])\n", - " y = y[:-order]\n", - " eps = eps[:-order]\n", - " eps = np.stack(eps)\n", - " return eps, y\n", - "\n", - " \n", - "\n", - "def ma_model(y, order=2, plot=False, intercept=False, eps=None):\n", - " \"\"\"\n", - " When combined with AR model intercept should be false as that model provides one.\n", - " \"\"\"\n", - " y = y.copy()\n", - " mu = 0 #y.mean()\n", - " \n", - " # create a sequence of random error values.\n", - " eps = init_eps(order, y) if eps is None else eps\n", - " \n", - " # create features by shifting the window of `order` size by one step.\n", - " eps, y = create_ma_features(eps, y, order)\n", - "\n", - " # move mu and epsilon_1 to the left side of the equation.\n", - "\n", - " # This should be added to the final regression output\n", - " add = eps[:, 0] + mu\n", - "\n", - " y -= add\n", - " eps = np.delete(eps, 0, axis=1)\n", - " m = linear_model.LinearRegression(fit_intercept=intercept)\n", - " m.fit(eps, y)\n", - " pred = m.predict(eps) + add\n", - " \n", - " if plot:\n", - " print(metrics.mean_absolute_error(y, pred))\n", - " print(metrics.mean_squared_error(y, pred))\n", - "\n", - " plt.figure(figsize=(12, 8))\n", - " plt.plot(np.arange(0, y.shape[0]), y)\n", - " plt.plot(np.arange(0, y.shape[0]), pred)\n", - "\n", - " plt.show()\n", - " return pred, m\n", - " \n", - "_ = ma_model(x, 2, True, intercept=False)\n" + "backshifted = create_ar_features(x, 4)[0]\n", + "backshifted[:3]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Autoregressive model\n", - "\n", - "$$ X_t = c + \\epsilon_t + \\theta_1 X_{t-1} ... + \\theta_p X_{q} $$\n", - "\n", - "where $\\epsilon$ is white noise:\n", - "\n", - "$$\\epsilon \\sim N(0, \\alpha)$$\n", - "\n", - "$\\alpha$ is standard deviation of the sequence?\n", - "\n", - "$$X_t = c + \\epsilon_t + \\sum_{i=1}^{p}{\\phi_i X_{t - i}} + \\sum_{i = 1}^q{\\theta_i \\epsilon_{t-i}} $$" + "Correlation of $X_{t-1}$, $X_{t-2} ... X_{t-n}$" ] }, { "cell_type": "code", - "execution_count": 355, + "execution_count": 251, + "metadata": {}, + "outputs": [], + "source": [ + "def pcaf(x, lag=40):\n", + " y = []\n", + " for i in range(3, lag):\n", + " backshifted = create_ar_features(x, i)[0]\n", + "\n", + " bx = backshifted[:, 0]\n", + " feat = backshifted[:, 1:-1]\n", + " bx_hat = LinearModel(fit_intercept=True).fit_predict(feat, bx)\n", + "\n", + " bkx = backshifted[:, -1]\n", + " bkx_hat = LinearModel(fit_intercept=True).fit_predict(feat, bkx)\n", + "\n", + " y.append(pearson_correlation(bx - bx_hat, bkx - bkx_hat))\n", + " return y\n", + "\n", + "y = pcaf(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 244, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "16.94434518547299 [-0.13025039 -0.50994881 1.30172139]\n" - ] - }, { "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 355, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "def create_ra_features(x, order):\n", - " y = x.copy()\n", - " # create features by shifting the window of `order` size by one step.\n", - " x = np.array([y[-(i + order):][:order] for i in range(y.shape[0])])\n", - " \n", - " # make sure that we end with even array so that the stack operation succeeds\n", - " x = np.stack(x)[::-1][order - 1: -1]\n", - " y = y[order:]\n", - " \n", - " return x, y\n", - "\n", - "def create_ma_features(eps, y, order):\n", - " eps = np.array([eps[-(i + order):][:order] for i in range(y.shape[0])])\n", - " eps = np.stack(eps)[::-1][order - 1:]\n", - " # eps_t is known when predicting x_t so the labels are in the same phase /lag\n", - " # as the features eps.\n", - " y = y[order - 1:] \n", - " return eps, y\n", - "\n", - "\n", - "# https://en.wikipedia.org/wiki/Autoregressive%E2%80%93moving-average_model \n", - "def ra_model(y, eps, order=2):\n", - " x, y = create_ra_features(y) \n", - " \n", - " # Move eps_t to other side of equation\n", - " add = eps[:y.shape[0]]\n", - " y -= add\n", - " \n", - " m = linear_model.LinearRegression(fit_intercept=True)\n", - " m.fit(x, y)\n", - " \n", - " return m.predict(x) + add, m\n", - "\n", - "\n", - "class ARMA:\n", - " def __init__(self, p, q, sigma=None):\n", - " self.p = p\n", - " self.q = q\n", - " self.MA = None\n", - " self.RA = None\n", - " self.m = None\n", - " self.sigma = sigma\n", - " \n", - " def prepare_features(self, x):\n", - " eps = init_eps(self.q, x)\n", - " \n", - " # create features by shifting the window of `order` size by one step.\n", - " x_ = None\n", - " ma_features = ra_features = np.zeros((x.shape[0], 1))\n", - " if self.q > 1:\n", - " ma_features, x_ = create_ma_features(eps, x, self.q + 1)\n", - " if self.p > 0:\n", - " ra_features, x = create_ra_features(x, self.p)\n", - " x = x if x_ is None or len(x) < len(x_) else x_\n", - " del x_\n", - " \n", - " eps = eps[:x.shape[0]]\n", - " ma_features = ma_features[:x.shape[0]]\n", - " ra_features = ra_features[:x.shape[0]]\n", - " eps_t = ma_features[:, :1]\n", - " ma_features = ma_features[:, 1:]\n", - " return np.hstack((ma_features, ra_features)), eps_t.ravel(), x\n", - " \n", - " def fit_predict(self, x): \n", - " # move eps_t to left side of the equation\n", - " \n", - " features, eps_t, x = self.prepare_features(x)\n", - "\n", - " x = x - eps_t\n", - " model = linear_model.LinearRegression(fit_intercept=True)\n", - " model.fit(features, x)\n", - " self.m = model\n", - " \n", - " return model.predict(features) + eps_t\n", - " \n", - " \n", - "q = 0\n", - "p = 3\n", - "\n", - "m = ARMA(p, q, sigma=1)\n", - "pred = m.fit_predict(x)\n", - "print(m.m.intercept_, m.m.coef_)\n", - "# print(m.RA.intercept_)\n", - "# m.RA.coef_\n", - "\n", - "plt.figure(figsize=(12,4))\n", - "plt.plot(data)\n", - "plt.plot(data.index[data.shape[0] - pred.shape[0]:], pred)" - ] - }, - { - "cell_type": "code", - "execution_count": 354, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/miniconda3/lib/python3.6/site-packages/statsmodels/tsa/base/tsa_model.py:171: ValueWarning: No frequency information was provided, so inferred frequency A-DEC will be used.\n", - " % freq, ValueWarning)\n", - "/opt/miniconda3/lib/python3.6/site-packages/scipy/signal/signaltools.py:1341: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " out_full[ind] += zi\n", - "/opt/miniconda3/lib/python3.6/site-packages/scipy/signal/signaltools.py:1344: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " out = out_full[ind]\n", - "/opt/miniconda3/lib/python3.6/site-packages/scipy/signal/signaltools.py:1350: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " zf = out_full[ind]\n" - ] - }, - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 354, "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, "output_type": "display_data" } ], "source": [ - "p = 3\n", - "q = 0\n", - "m = sm.tsa.ARMA(data.copy(), (p, q)).fit()\n", - "plt.figure(figsize=(12,4))\n", - "plt.plot(data)\n", - "plt.plot(data.index, m.model.predict(m.params, '1700', '2008'))" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/miniconda3/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(12,8))\n", - "ax = fig.add_subplot(111)\n", - "fig = qqplot(m.resid, line='q', ax=ax, fit=True)\n" + "def plot_autocorrelation(x, lag=40, biased=False):\n", + " y = []\n", + " for i in range(3, lag):\n", + " backshifted = create_ar_features(x, i)[0]\n", + "\n", + " bx = backshifted[:, 0]\n", + " feat = backshifted[:, 1:-1]\n", + " bx_hat = LinearModel(fit_intercept=False).fit_predict(feat, bx)\n", + "\n", + " bkx = backshifted[:, -1]\n", + " bkx_hat = LinearModel(fit_intercept=False).fit_predict(feat, bkx)\n", + "\n", + " y.append(pearson_correlation(bx - bx_hat, bkx - bkx_hat))\n", + "\n", + " plt.figure(figsize=(12, 4))\n", + " plt.ylim(-1, 1)\n", + " plt.vlines(np.arange(0, len(y)) + 2, 0, y)\n", + "plot_autocorrelation(x, 40)" ] }, { @@ -520,8 +1606,69 @@ "metadata": {}, "outputs": [], "source": [ - "m.resid" + "y = " ] + }, + { + "cell_type": "code", + "execution_count": 252, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1. , 0.823, -0.69 , -0.141, 0.056, 0.005, 0.182, 0.22 ,\n", + " 0.228, 0.263, -0.016, -0.008, -0.015, -0.001, 0.062, -0.083,\n", + " -0.079, -0.162, -0.091, 0.045, 0.002, 0.113, -0.001, -0.099,\n", + " -0.057, 0.023, -0.066, 0.097, 0.111, -0.126, 0.025, -0.048,\n", + " -0.011, 0.005, 0.009, 0.02 , -0.048, 0.069, -0.041, 0.045,\n", + " 0.048])" + ] + }, + "execution_count": 252, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12, 4))\n", + "ax = fig.add_subplot(111)\n", + "ax.set_ylim(-1, 1)\n", + "sm.graphics.tsa.plot_pacf(x, lags=40, ax=ax, method='ols')\n", + "\n", + "ax.vlines(np.arange(0, len(y)) + 2, 0, y, color='r')\n", + "\n", + "sm.tsa.pacf(data).round(3)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "| :) | AR(p) | MA(q) | ARMA(p, q) |\n", + "|------|----------------------- |------------------------|------------|\n", + "| ACF | Tails off | Cuts off after lag $q$ | Tails off |\n", + "| PACF | Cuts off after lag $p$ | Tails off | Tails off |\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {