From 4340ae5dd90ff11b5ac0838901ad9fa2f32d6f14 Mon Sep 17 00:00:00 2001 From: martinvonk Date: Wed, 13 Mar 2024 15:48:23 +0100 Subject: [PATCH] make SI class --- doc/examples/example01_indices.ipynb | 8 +- doc/examples/example02_distributions.ipynb | 1412 ++++++++++---------- src/spei/dist.py | 204 +-- src/spei/si.py | 297 +++- src/spei/utils.py | 2 +- tests/test_si.py | 8 +- 6 files changed, 1038 insertions(+), 893 deletions(-) diff --git a/doc/examples/example01_indices.ipynb b/doc/examples/example01_indices.ipynb index 63dfbef..a20b108 100644 --- a/doc/examples/example01_indices.ipynb +++ b/doc/examples/example01_indices.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -86,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -107,7 +107,7 @@ "Name: rain, Length: 13365, dtype: float64" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } diff --git a/doc/examples/example02_distributions.ipynb b/doc/examples/example02_distributions.ipynb index 4144dd7..fb8bc25 100644 --- a/doc/examples/example02_distributions.ipynb +++ b/doc/examples/example02_distributions.ipynb @@ -1,708 +1,708 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Notebook 02 - Distributions\n", - "\n", - "*Martin Vonk - 2022*\n", - "\n", - "This notebooks shows an example of choosing the right distribution of the precipitation or precipitation-excess. Note that this notebooks focusses on visually interpreting this data. There are also tests to check the validity of a distribution. However these are not currently implemented in this package.\n", - "\n", - "## Required packages" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from calendar import month_name\n", - "import spei as si # si for standardized index\n", - "import pandas as pd\n", - "import scipy.stats as scs\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load time series\n", - "\n", - "We use time series from the Netherlands. The precipitation and precipitation-excess (precipitation - potential evaporation) time series are accumulated on with a 30D rolling sum." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Notebook 02 - Distributions\n", + "\n", + "*Martin Vonk - 2022*\n", + "\n", + "This notebooks shows an example of choosing the right distribution of the precipitation or precipitation-excess. Note that this notebooks focusses on visually interpreting this data. There are also tests to check the validity of a distribution. However these are not currently implemented in this package.\n", + "\n", + "## Required packages" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from calendar import month_name\n", + "import spei as si # si for standardized index\n", + "import pandas as pd\n", + "import scipy.stats as scs\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load time series\n", + "\n", + "We use time series from the Netherlands. The precipitation and precipitation-excess (precipitation - potential evaporation) time series are accumulated on with a 30D rolling sum." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fileurl = \"https://raw.githubusercontent.com/pastas/pastas/master/doc/examples/data\"\n", + "rain = (\n", + " pd.read_csv(f\"{fileurl}/rain_nb1.csv\", index_col=0, parse_dates=True)\n", + " .squeeze()\n", + " .multiply(1e3)\n", + ") # to mm\n", + "evap = (\n", + " pd.read_csv(f\"{fileurl}/evap_nb1.csv\", index_col=0, parse_dates=True)\n", + " .squeeze()\n", + " .multiply(1e3)\n", + ") # to mm\n", + "\n", + "# accumulate time series\n", + "f = 30\n", + "prec = rain.rolling(f\"{f}D\", min_periods=f).sum().dropna()\n", + "pe = (rain - evap).dropna().rolling(f\"{f}D\", min_periods=f).sum().dropna()\n", + "pe.plot(xlabel=\"\", ylabel=\"[mm]\", title=\"Precipitation Excess\", figsize=(7, 5))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot distributions\n", + "\n", + "The internal plot.dist method can be used to plot the (cumulative) histogram and the scipy.stats distribution fit. The given distribution using a [maximum likelihood estimate](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.rv_continuous.fit.html#scipy.stats.rv_continuous.fit) where a negative log-likelihood function is minimized. It can be important to visually check if the (cumulative) density function is actually valid for the (cumulative) histogram of the data. Let's first try that for the pearson3 distribution. \n", + "\n", + "We'll reproduce some steps that are normally done internally. First we group the data per date (index) and year (columns). This way if we can easily group per given frequency on which we want to fit the distribution." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " 1980 1981 1982 1983 1984 1985 1986 1987 1988 1989 ... \\\n", + "date ... \n", + "2000-01-01 NaN 53.4 61.4 73.4 36.1 18.9 60.2 112.2 19.7 58.3 ... \n", + "2000-01-02 NaN 56.1 61.7 75.4 42.9 20.9 65.0 124.6 23.7 56.5 ... \n", + "2000-01-03 NaN 73.2 66.9 76.5 56.5 23.1 66.6 126.8 29.5 53.3 ... \n", + "2000-01-04 NaN 78.4 59.8 83.8 61.8 27.3 70.1 127.3 29.8 47.9 ... \n", + "2000-01-05 NaN 72.6 66.9 79.8 63.1 27.7 66.4 125.0 36.8 45.3 ... \n", + "... ... ... ... ... ... ... ... ... ... ... ... \n", + "2000-12-27 55.9 81.3 73.9 62.9 13.4 77.3 70.4 16.3 82.5 75.8 ... \n", + "2000-12-28 55.0 72.7 74.0 43.3 13.6 70.0 72.7 16.1 83.3 76.2 ... \n", + "2000-12-29 51.9 66.7 73.9 35.8 13.4 70.2 74.6 16.1 83.1 77.1 ... \n", + "2000-12-30 52.3 64.3 73.7 35.4 13.8 63.5 89.6 19.3 73.9 77.6 ... \n", + "2000-12-31 52.8 59.5 73.8 35.7 14.1 60.2 110.1 19.9 59.2 78.0 ... \n", + "\n", + " 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 \n", + "date \n", + "2000-01-01 58.1 61.5 23.4 77.9 55.0 109.5 124.2 81.2 81.7 34.8 \n", + "2000-01-02 66.8 49.9 19.7 76.0 52.8 115.5 126.3 82.6 83.7 38.1 \n", + "2000-01-03 61.9 38.2 19.1 72.9 52.9 112.6 122.4 85.2 84.2 41.4 \n", + "2000-01-04 59.5 37.1 14.6 68.8 44.2 118.5 118.2 86.5 94.6 56.8 \n", + "2000-01-05 60.5 39.9 17.3 60.9 41.4 125.3 118.0 83.5 94.4 57.5 \n", + "... ... ... ... ... ... ... ... ... ... ... \n", + "2000-12-27 76.1 30.8 65.0 59.3 99.8 107.7 56.4 79.6 84.2 NaN \n", + "2000-12-28 76.1 30.1 65.8 59.8 99.4 119.8 83.6 80.1 82.2 NaN \n", + "2000-12-29 76.6 29.8 58.9 59.7 100.5 122.1 84.6 81.1 79.7 NaN \n", + "2000-12-30 75.6 26.9 69.0 54.5 111.2 124.1 80.0 82.0 66.3 NaN \n", + "2000-12-31 62.5 24.0 77.4 54.5 114.2 124.0 79.9 81.9 36.9 NaN \n", + "\n", + "[366 rows x 37 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dfval = si.utils.group_yearly_df(series=pe)\n", + "dfval" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lets fit the pearson3 distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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77TaZRFE4tB9//JETJ07w4YcfMnnyZFmYWQg7J6cC67DIyEhyc3MZNmwYixcvrjVv2OPHj+fLL7+kXbt2fPbZZxWe+E4IexQREUFycjJRUVF88cUXeHt72zokIcR1SGElhBBCCGElMsZKCCGEEMJKpLASQgghhLCS2jFa2c4YDAYuX76Mt7e3LJIqLKYoCrm5uTRo0KDMNeSsTfJWWIPkrXBU1spdKayqweXLlwkPD7d1GKKWuHDhAmFhYdX+OJK3wpokb4WjqmruSmFVDUqv2rlw4QI+Pj42jqb66HQ6Nm3axF133YWzs7Otw3FoZb2WOTk5hIeH19hVYJK3orIkb2uO5K31lPdaWit3pbCqBqXd0T4+PrX+D93DwwMfHx/5Q6+i672WNXV6Q/JWVJbkbc2RvLWeG72WVc1dhy6sduzYwVtvvcXBgwdJTEzk22+/ZejQodfdZ9u2bURHR3P8+HHCw8OZMWMG48ePN2mzdOlS3nrrLZKSkmjbti3vvfcenTp1qnK8er0enU5X5ePYC51Oh5OTE0VFRSYrqzsKZ2dn4/qIonyKolBcXGzrMKxG8rZukLy1L3Upbx26sMrPz6dt27Y8/PDDFVrmIT4+nsGDB/PEE08QExNDbGwsjz76KPXr1zcu8rtmzRqio6NZvnw5nTt3ZvHixURFRfH333+bLRhcGXl5eVy8eJHaNG2YoiiEhoZy4cIFhxw0qlKpCAsLw8vLy9ah2LXLly+Tk5Nj6zCsRvK2bpC8tS91KW8durAaOHAgAwcOrHD75cuXExkZydtvvw3AzTffzK5du3jnnXeMhdWiRYuYOHEiEyZMMO6zYcMGPv30U6ZNm2ZRnHq9nosXL+Lh4UFQUJBD/lGUxWAwkJeXh5eXV41c/WNNiqKQmprKxYsXad68eZ35JlVZJSUl5OTkEBAQUGtOs0je1n6St/alruWtQxdWlRUXF0f//v1NtkVFRfHss88CoNVqOXjwINOnTzfer1ar6d+/P3FxceUet7i42KTLufRbkk6nQ6fTUVxcjMFgICAgAFdXVys+I9tSFAWtVourq6tDFosBAQHk5eVRWFhold+LoijkFJWQWaAlM19HbnEJeUUl9G0ZhJvz9d9ISk8RX32quLpPG98obwGKiopQFAVPT09cXFyqNZ6aInlrSqc3kFOoI1+rp5G/R+X2lbytMZK31lNW3pZ121J1qrBKSkoiJCTEZFtISAg5OTkUFhaSmZmJXq8vs83JkyfLPe68efOYM2eO2fZNmzbh4eGBk5MToaGh5Ofn16oxVqVyc3NtHYJFtFothYWFbN++nZKSkgrvl6+D5EJILlT9+3Pl/5laMCjmb3gzbyshwK1ix968ebPx/wUFBRWOyRI3ylugVuduXcnbwhJIKYSUIhUphSpSiyBHqyJHBzk6KNZfyVl3jcL8TpaN3ZG8rTmOmrfFxVryCgr55McdxGeV/JuP0NpPoW8D2wyRuTpvwXq5W6cKq+oyffp0oqOjjbdLL9m866678PHxoaioiAsXLuDl5YWbWwU/Yavg3LlzvPDCC6xdu5ZTp07xn//8h3Xr1rF7926WLFmCi4sL/v7+rF+/vkqPUzqZWlkT810dg7UsWbKEtWvX4u/vzxdffGHSxa/X6xk/fjyXL18mIiKC//73vzg5ObF27Vreffdd3N3dWbFihcncJEVFRbi7u9OrV6/r/l70BoX9P37I9jQvdqV7cTLXHQA1CmHuWpp4FtM1tJhwdx3+LiX4u5Tg56zHx1mPZ89JeLlqbvgNU6fTsXnzZu68806Ty9ar043yFqjR3K2LeZudnU1UVBQnTpxg9+7dJguGnz9/npYtW7J//36T7dfL25LtiziS7cHeTE8OZXlwPMeNNO3/rnoKcdUR4VFMa68SglxKCHTV4eesx9dZT72OD9CxsV+lnpvkbd3MW4Bp06YRFxdH48aN+eSTT3B2djZ9v33/TYLqh5Gj05CvV5NfDNlaFV+fVZOeryLCs5jmHlru6NyTQW1CrRZ3RZSVt2C93K1ThVVoaCjJyckm25KTk/Hx8cHd3R2NRoNGoymzTWho+b94V1fXMrs2nZ2dcXZ2Rq/Xo1KpUKvVNXJuXK1Wo1KpSExMZMyYMXz55ZdEREQwdOhQ9u3bh4uLC5mZmVWOxWAwABifW1kxWOv5pqWl8eOPP7Jr1y5WrVrFsmXLTE7Zrl+/niZNmhATE8Obb77Jd999x3333cfixYvZvn07+/fv5/XXX+e///2vWYylvycTW+eRUuxEzIUAVl/0J7k4kmBXHT0DcnksIpVW3kVEeBTjprnBNy1v90o9z6tjqe5Lqm+Ut0CN5m5dzFsvLy82bNjACy+8YPYaL1y4kO7du5ttvzZvS/QGtv2dyo9HL7P9eEuydE54O+m5zbeA0WEZNPUspolnMZGexXg5GcoPtpnlF+dI3tatvD1y5AiXL19m586dvP7666xfv57hUT1Y/PZbbPppPVv3HeOF19/j/+YvRq0CT40ef+cSSlx0rOp4lnDnbNSltWH70VaJ2RLXvvdbK3cdawRcFXXt2pXY2FiTbZs3b6Zr164AuLi40KFDB5M2BoOB2NhYYxtHkZGRwf3338/y5ctp2bIlAIWFhezevRu9Xo+fn/k30/bt2/PYY4/RtWtX3nrrrTKPO3nyZPbu3QtAbGwss2fPJjk5mTvuuIOePXvywAMPmF0K3KdPH/Ly8gB44IEHOHfuHEVFRYwZM4a+ffty77333vCbwv79++nduzcqlYoBAwbw+++/m9x/5swZ2rVrZ3weO3bs4NSpU9x88824uLjQvXt3jh49Wv4DbJ1n/MnZtIA3/wml546WfHQukP7BOXzX+RR7e//F220ucl+DLFp6F924qBKVVtfy1tnZmaCgILP94uPjUalUNGrUqNxjZ+RreXPjSbrO+YFHVx7g79NneCg8nW87n+KPvsdZ2TGe6ObJDGmQRRvfwusXVaJK6lre7t69m7vuugtyEhnQoyO/b93EsVPnCG/agnitD01v687pk8eJ8NDSyruQSA8tAS4luGkUQtx0/yuqaimH7rHKy8vj9OnTxtvx8fH88ccf+Pv706hRI6ZPn86lS5dYuXIlAE888QTvv/8+L774Ig8//DBbtmzh66+/ZsOGDcZjREdHM27cODp27EinTp1YvHgx+fn5xqsEraFQq+dMal6Vj9M0yAt3l7IHRR86dIiePXvSoUMH47aYmBjmzZvHhAkTGD9+PLNmzTLZJzMzk6lTp9K8eXP69OnDuHHjzKaYGDlyJKtXr6Zz5858/fXXjB07Fj8/PzZv3oyTkxPPPPMMW7ZsoXnz5teN/eOPP6Zv3748/PDDrFmzhg8//JDnn3+efv36mb1RLF68mMzMTGNXtK+vLxkZGSZtWrVqxcaNG7n//vv57bffyMzMNNkHuOHcL4oCay/7Me/v+hQZ1DwWkcqjEan4OssHElgvb6H83K1reVueBQsWMG3aNGbPnm12X0luKlm5eUz67ndS83Tc3zCbBxtm0NqnqELHrmskb62ft5mZmdSvXx8ADx8fLqTlcCyxAHdPbxq66fBzKUGjlODj5HjzbVmDQxdWBw4c4I477jDeLj3vPm7cOD777DMSExNJSEgw3h8ZGcmGDRt47rnnePfddwkLC+Pjjz82TrUAMGLECFJTU5k5cyZJSUm0a9eOjRs3mg1or4ozqXnc/d6uKh/npyk9uKWhb5n39e/fnwYNGjBz5kzmzp0LQMeOHfnmm2/QarUMGDCAkydPGr9dwZXTEi1atACgbdu2xMfHm/2hd+/enRdeeAGtVstff/1FmzZtSE9P56mnniIzM5PLly/Tvn17kz/0q8cDlM7jdeLECfbv38/KlSvR6XT07NkTwKxHsdTly5eNRXR2djb+/v4m9999991s27aNvn370rp1a0JDQ6lXr57JN7PrXeKbV6LmpT/D2JBcj/saZPJS80RC3Co+oL0usFbeQvm5W9fytixnzpwBICIiwmS7oihkFmi5XOBKgV7NyIbpjAy9jK9z3fzwqijJW+vnbb169cjOziZTp+FYUjGePv40C/Zga3EWAS5X3jdr+5QK1+PQhVWfPn2uO+HmZ599VuY+hw8fvu5xJ0+ezOTJk6saXrmaBnnx05QeVjnO9SxevJhhw4axYsUKJkyYwKlTp2jevDkuLi74+vqavXZ5eXmcOnWKZs2acfToUbM3drjyR9u9e3fmzJlDv379APjqq6+4++67efTRR5kyZYrZcf38/Lh48SLNmjXj+PHjALRs2ZKuXbvy0EMPAf+7zLW8b1C33347ixYtAuDXX3+le/fuZnGVzk82e/Zs+vbtS/Pmzfnrr7/QarUcOHCAW2+9tczXKTGrkMf2NONykTMftD3PoNDs676udZW18rb0WOWpS3lbliNHjnD8+HEGDBjAsWPHOP33CX7+7mtSDT7k69V4a/SEuOro3jgdN4MUVTcieWv9vO3SpStvLHiL2/oN4cDO3xjUsz23t2jM1L9PX3m/PXyEW1vffKOXs9Zy6MLKUbm7aMrtabImtVrNqlWr6N+/P2FhYbz//vukpqaiVqvp2bMnN99smvh+fn4sXryYgwcPMmzYsHJ76UaOHEmXLl2MY5b69u3LuHHj+PHHH3F3Nx+sPWnSJIYPH86tt95qPOZjjz3GY489xooVKwCYOnUqgwcPLvcbFMDgwYPp3r07fn5+xMTEAPDss88yb948srOzGTVqFGq1mn79+tGrVy/j/X369MHNzY3PP//c7Jg6vYFpa/6g2KDi+y6naeZVe5bAsDbJW+vnrbu7O4MGDeKPP/7g77//5vHHH2f8+PHGlSTGjx/PpInjuVhSDxUKTTyKcTLoiK/lY1SsSfLWink7aSKvznwZn/qN8fYL4PHhA2gS3oDXoifi7OzMs08+Sp/B9+Pm6sbnyxdX+jWsLVRKbVpjxU7k5OTg6+tLdna2cbqF+Ph4IiMja2S6BUt17NiRAwcOVLi9wWAgJycHHx8fh5sJGCAn5QIHzqTwyZ5LvHPz3wS7VsOpvzum37gNV75B/vzzzwwaNMjksvWr86i6lfV4jpC7tTlvM/O1XMwswNPJQCN3LU4qhSKtjvgLl4nM2YubwYpzRlUwV68meWs5R8xbXXYS8QUu6AxqIj2K8dBUfPxpuXlrQd5VVVl5C9bLXemxEuXavn272YDL2NjYWnHuvERv4FKRCypg4S0JBDvJeKrawuHzNicRgHStE5eKnPF31tPAXVu3LuGug+w9b/UGA/H5LpQoKpp6FuGmlj6Z8khhJYyu/fbUu3dvtm3bZptgqpGiKCRkFKBXINC1BD+tHuTCP4dVG/O2tKgKdCmhvpsOOfNX+zhM3uYkYgDOF7iiU9RSVFWAfAkSdU5yTjH5xVc+sJxU8gYh7Et2iYZLRc4ESFEl7ERikTP5JWoaexRLUVUB0mNVg3JyclAUxSEX0CyLwWBAq9VSVFRk92NVAMhLIb9ETXKRC4EuJeiLi0BRUMkwwxsqLCy0dQhWY895W6QtISEXPDWF+Kt1FGtN71cUyC3USt5WkORt1eXkG0grNhDsWoCTvoQiCy5ErWt5K4VVDXB1dcXHx4f09HTS09NtHY7VKIpCYWEh7u7uDlEsKkXZJBc5o1EpOLuWoDLo8Sm+jItSe958rc3FxQU3NzeSkpJsHYrV2GveGgwKKbnFqNGjcSnhXHmhSd7ekOStdZToDaTkFuGmNuDioierKgerQ3krhVUNUKlUNGzYkJCQkAqtRu8odDodO3bsoFevXtW+Ppg1/Hf1t3yXWI+P2p0jzEOLk6LDSdHZOiy7plarady4MVqt9saNHYQ95q2y57/MPdmAg1kefHTbeULcys9Lydsbk7ytOkVReGHdES4lp/LxbefwrOKSSHUpb6WwqkFOTk44OdWel1yj0VBSUoKbm5vdfECV5++kXN496c3zzS/RzC1LBqtXglqttttL1i1hj3m75oIrX53z4IO252nski35aQWStxbaOg+AtZf8+Ol4OJ+1P0eAOk9yshJqz6e8ENf69w0CYN7BCBp5uPJoRJoNAxLCXHJOEa/93YDhDTNk1n9hFzK1Gl47WZ9h9TPpE2SddRbrEvsauSlENdiZ5sW2NB9eap6Ii1zRIuzMnB+P46o2MKNFoq1DEQKA984Go1dU/F+Ly7YOxSFJYSVqNUWBBadC6VAvnwEhOTfeQYgatOVkMj8fS+KVlomymLKwCwkFLnyREMATkakEukpOWqJGTgVWZEX3q6lUKg4dOkTjxo2rKSJRV2xL8+bPHA9WdTyDHV0AJuq6rfPQGeC131vQI0DLvaFZto5ICADeOhWKv4ueRyJSbR2Kw6qRwiorK4vFixfj63vjhTAVRWHSpElmK24LUVmKAkvPBtPON5+u/vm2DkcIE2su+RNf4MJ7bc9L0S/swumUXH5MqscbrS7irpFhE5aqscHrI0eOJDg4uEJtp0yZUs3RiLpgX6YnB7I8+fi2ePngEnYlv0TN4tMhDGuQRWufIluHIwQAy7adJdRVy/0NM20dikOrkcLKYKjcdZq5ubnVFImoS5bFB9HSq5B+QZJPwr6sOB9ITomG6Ga1ZwJL4dguZBTw3R+XeLl5Gq5ykU+VyHQLolY6n57PtjQf3rzlgvRWCbtSoC3h0/OBjGiYQZh73ZgwUdi5rfP4+K8G+GjqMSqs9qwOYis2Lax8fHz4448/aNKkiS3DELXJv3NXffl3feo5+8mgYGF3Vu+7QHaJhsciZXCwsA+5JWrWXvLj0Yg0PJykt6qqbDrdglIHFmMUNa9Qr+Lri3482DATNxmAKeyItsTAhzvOMqR+JuHSWyXsxLeX/Sg2qBktvVVWIacCRa3zY1I9cko0/Cdc3iSEnfi3J/W7S34k54QxqY30Vgn7oCgKXyQEcFdwNqFutWctW1uyuMfqzJkzzJgxg1GjRpGSkgLAL7/8wvHjxyt8jDFjxuDj42NpCEKU6euL/vQIyKOxR+1ZgFU4PkWBz88HckdQLs28im0djhAA7I3P4FS+Gw/JF1Grsaiw2r59O23atGHv3r2sX7+evLwrawkdOXKEWbNmVfg4y5YtIzAw0JIQhCjT+QIXDmR58oBcLizszKFsD47nussHmLArMXsTaOpZJHP9WZFFhdW0adN47bXX2Lx5My4uLsbtffv2Zc+ePWbtlyxZQlFRxedqWb58eaWmXFi6dCkRERG4ubnRuXNn9u3bV27bPn36oFKpzH4GDx5sbDN+/Hiz+wcMGFDheITtrL/sh5dGz13BspitsC9fJATQyL2Y3oEy/YewDzlFOjYdT2J4w0y5etqKLCqsjh07xrBhw8y2BwcHk5aWZrb9ueeeq1Sh9OKLL5KaWrExCGvWrCE6OppZs2Zx6NAh2rZtS1RUlPH05LXWr19PYmKi8efPP/9Eo9EwfPhwk3YDBgwwaffVV19VOH5hG4qisP5yPQaFZsuswcKupBVr+DnJlzHh6ajlA0zYiY3HktDqDQypn2XrUGoViwav16tXj8TERCIjI022Hz58mIYNG5q1VxSFfv364eRUsYcrLCyscCyLFi1i4sSJTJgwAbjS27VhwwY+/fRTpk2bZtb+2nULV69ejYeHh1lh5erqSmhoaIXjELZ34HwmFwpdeavBRVuHIoSJdZf9UangQTlFLezIN4cu0r1pIPXd5ApVa7KosBo5ciQvvfQSa9euRaVSYTAY+P3333n++ecZO3asWfvKjLsCGDJkSIUWbtZqtRw8eJDp06cbt6nVavr3709cXFyFHuuTTz5h5MiReHp6mmzftm0bwcHB+Pn50bdvX1577TUCAgIq9TxEzfr28CUaumnp5CdjBYT9UBSFdZf8iArOpp6LrIEq7MPFzAL2xmfw9vC2kGPraGoXiwqrN954g6eeeorw8HD0ej2tWrVCr9czevRoZsyYYda+soVVRaWlpaHX6wkJCTHZHhISwsmTJ2+4/759+/jzzz/55JNPTLYPGDCA++67j8jISM6cOcPLL7/MwIEDiYuLQ6PRmB2nuLiY4uL/XeWTk3MlS3U6HTpd7f0mUPrc7OE56g0Kv/6ZxNCQbPSo0dvLmcAKvjZlvZbV/bpK3tbMczx6MZvT+W683CIJnWLTqQOvz4LXQ/K25lg7b789eAF3ZzX9WgSg22fDvLTB76y819Jar61KqcIsnQkJCfz555/k5eVx22230bx5c6sEVVGXL1+mYcOG7N69m65duxq3v/jii2zfvp29e/ded//HH3+cuLg4jh49et12Z8+epWnTpvz222/069fP7P7Zs2czZ84cs+2rVq3Cw8Ojgs9GVMXpbHjvhBPP3VJChLeto7GOgoICRo8eTXZ2drVMSyJ5WzPWnVVzNEPF7A76OjG+SvLWMbx5REOwu8L4myq3lm9tZq3ctaiw2rVrFz169LD4Qa1Fq9Xi4eHBunXrGDp0qHH7uHHjyMrK4vvvvy933/z8fBo0aMDcuXN55plnbvhYQUFBvPbaazz++ONm95X1DSo8PJy0tLRaPU+XTqdj8+bN3HnnnTg7O9smiJ2LAJh7sj6bk33Y3utv+/rw6hldoWZlvZY5OTkEBgZW2weU5G015+3ORWgNKrpvb8Hwhpm8eFNy9T2WNVQwV68meVtzrJm3Cb++R79dLVhyawIDQ218HtCCvKuq8l5La+WuRacC+/btS8OGDRk1ahRjxoyhVatWFgdQFS4uLnTo0IHY2FhjYWUwGIiNjWXy5MnX3Xft2rUUFxczZsyYGz7OxYsXSU9Pp379+mXe7+rqiqurq9l2Z2dn2xUcNcimz1NlwKDApmQfBoVk4aq2s29flXxdrn4tq/s1lbyt5uepMhCb5kOWzokHG2bgrLKz3LxWFV4LyduaY43nGZvijavaQL+gHNvnpQ1/Z9e+ltbKH4tOrF6+fJmpU6eyfft2brnlFtq1a8dbb73FxYs1fzVWdHQ0H330EZ9//jl//fUXTz75JPn5+carBMeOHWsyuL3UJ598wtChQ80GpOfl5fHCCy+wZ88ezp07R2xsLEOGDKFZs2ZERUXVyHMSlXM424PkYmcGhsrcVcK+/JhUj9behTSXmdaFHdmY4kuvwFw8ney82HdQFhVWgYGBTJ48md9//50zZ84wfPhwPv/8cyIiIujbt+919926datFgZZnxIgRLFy4kJkzZ9KuXTv++OMPNm7caBzQnpCQQGJiosk+f//9N7t27eKRRx4xO55Go+Ho0aPce++93HTTTTzyyCN06NCBnTt3lvktSdjexmRfglx0dKhXYOtQhDAq1KvYmurNoNAsW4cihFFSdhGHsjwZGCJfRKtLlRdhjoyMZNq0abRt25ZXXnmF7du3X7f9gAEDCAsLY8KECYwbN47w8PCqhsDkyZPLPfW3bds2s20tWrSgvKFl7u7u/Prrr1WOSdSczSk+3Bmcg8aexlaJOm97mjcFeg2D5ANM2JFNJ5JwUin0C5IVAKpLla6x/P3335k0aRL169dn9OjR3HLLLWzYsOG6+1y6dInJkyezbt06mjRpQlRUFF9//TVarSyYKyrvbL4L5wpc6RskE7EI+/Jzki83excS6SnvbcJ+/Ho8ia7+efg6y5xq1cWiwmr69OlERkbSt29fEhISePfdd0lKSuKLL7644Zp6gYGBPPfcc/zxxx/s3buXm266iUmTJtGgQQOefvppjhw5YtETEXXTllQfXNQGuvnn2ToUIYyKdHpiU32kt0rYlbziEvbFZ9BfvohWK4tOBe7YsYMXXniBBx98kMDAQIsfvH379oSGhhIQEMD8+fP59NNP+eCDD+jatSvLly+ndevWFh9b1A3b0rzp4pePh5O9zAgqBOz4J5V8vYZBckGFsCO/n05Dp1foI6cBq5VFPValpwAtLap0Oh3r1q1j0KBBNG7cmF9//ZX333+f5ORkTp8+TePGjc3W7hPiWnnFJezN8JTTgMLu/PJnEi28CmnqKVcDCvux7e9UmgR60thDTk9Xpwr3WP3www8MHDgQZ2dnfvjhh+u2vffee8u9b8qUKXz11VcoisJDDz3Em2++yS233GK839PTk4ULF9KgQYOKhibqqF2n0tApavrKty9hD7bOA6DEAFuOtWJsIyn4hf1QFIVtf6cw4JZQW4dS61W4sBo6dChJSUkEBwebzHJ+LZVKhV5f/qC4EydO8N5773HfffeVO31BYGCg1adlELXP1pMpNPEsopF8+xJ25HC2B9klTvSTnlRhR/5JziMxu4g7WgTDJVtHU7tVuLAyGAxl/r+yZs2aRbdu3XByMn3okpISdu/eTa9evXBycqJ3794WP4aoxf7tFVAU2HrsZu4Nld4qYV9iU30IdNFxq2+hrUMRwmjbz2tw14TQKeET0Ng6mtrNojFWK1euNFmrqZRWq2XlypXX3feOO+4gIyPDbHt2djZ33HGHJeGIOuifPFdSip3pHSiFlbAvW1J96BOYa19rVoo6b2uqN13983DTyIU+1c2iwmrChAlkZ5tf7ZKbm2tcSqY8iqKgUpm/46Snp+Pp6WlJOKIO2pPhhbPKQEe/fFuHIoTRhQJn/slzk9OAwq7kF5dwIMuTPvJFtEZYNN1CecXRxYsX8fX1LXOf++67D7gyBmv8+PEm46v0ej1Hjx6lW7duloQj6qA9mZ608y3EXb59CTuyJdUHZ5WBHoEyr5qwH/vPZVCiqOgeIHlZEypVWN12222oVCpUKhX9+vUzGSel1+uJj48vd4LQ0oJLURS8vb1xd3c33ufi4kKXLl2YOHGiJc9B1DEGBfZmePGf8HRbhyKEidhUHzr75+Mti9sKO7L7TDohrjqaeMj0HzWhUoVV6dWAf/zxB1FRUXh5eRnvc3FxISIigvvvv7/MfVesWAFAREQEzz//vJz2ExY7ledKhs6JLv5yGlDYj4ISFXsyPZl2U+KNGwtRg3afSaObfx5lnGgS1aBShdWsWbOAK8XRiBEjcHNzq/QDlh5DCEuVjq9qX08KK2E/9mZ6oTWo6S2nAYUdySrQcvxyDuNaS17WFIvGWI0bN65S7du3b09sbCx+fn7G04nlOXTokCUhiTpkT6YnbWV8lbAzO9O9aOCmldMtwq7sOZuBokBXWU+1xlhUWOn1et555x2+/vprEhIS0GpNJ2i8djqFIUOGGAerX29yUSFuRPl3fNVoGV8l7Mzv6V70CJDTLcK+xJ1Jo3GAB2HuOluHUmdYVFjNmTOHjz/+mKlTpzJjxgz+7//+j3PnzvHdd98xc+ZMs/ZXn/6TU4GiKk7ly/gqYX9Scor4O8+dp5qk2DoUIf5n6zx2H72JbjItTY2yaB6rmJgYPvroI6ZOnYqTkxOjRo3i448/ZubMmezZs8faMQphZBxf5StvFMJ+/H4mDYBucrpF2JGUYidO5btJXtYwi3qskpKSaNOmDQBeXl7GyULvvvtuXnnlFbP2fn5+1x1XdbWyZmUXotSejCvjqzycZHyVsB87T6XRyruQQNfy10kVoqbFpV+5cl96+GuWRYVVWFgYiYmJNGrUiKZNm7Jp0ybat2/P/v37y1xYefHixVWNUwgURWGPjK8S9uKqdSt3Hb+ZofWlV0DYl7gMT27yKiLItcTWodQpFhVWw4YNIzY2ls6dOzNlyhTGjBnDJ598QkJCAs8995xZ+8peRSiEiX8/wK7MX9VCvn0Ju3I6/8q6lT0CZLkQYV/2Z3nK1YA2YFFhNX/+fOP/R4wYQaNGjYiLi6N58+bcc889Zu1zcnLw8fEx/v96StsJcS0ZXyXs0c50L1zUBjrJAGFhRzLztZzJd2OKXFBR4ywqrK7VtWtXunbtWu79fn5+JCYmEhwcTL169cocb1W6/qBeL2MURNlkfJWwR7+ne9OxXj5uMq+asCMHz2cC0EEK/hpX4cLqhx9+qPBB7733XpPbW7Zswd/fH4CtW7dW+DhClFIUZHyVsDslhisF/yTpFRB2Zv/5DEJdtYS5yfxVNa3ChVVFJ/Ysq9epd+/eZf7fWpYuXcpbb71FUlISbdu25b333qNTp05ltv3ss8+YMGGCyTZXV1eKioqMtxVFYdasWXz00UdkZWXRvXt3li1bRvPmza0eu6gYmb9K2KPjue7k6zWSl8LuHDyXSQe/Apmw1gYqPI+VwWCo0E9FTuVlZmaycOFCHnnkER555BHefvtti6dZWLNmDdHR0cyaNYtDhw7Rtm1boqKiSEkp/xukj48PiYmJxp/z58+b3P/mm2+yZMkSli9fzt69e/H09CQqKsqk+BI1a0+GF04qRcZXCbuyL9MTd42BNj6Ftg5FCKMinZ6jF7PpKOup2oRFE4RWxY4dO4iIiGDJkiVkZmaSmZnJkiVLiIyMZMeOHZU+3qJFi5g4cSITJkygVatWLF++HA8PDz799NNy91GpVISGhhp/QkJCjPcpisLixYuZMWMGQ4YM4dZbb2XlypVcvnyZ7777zpKnLKxgb4YnbX0LZHyVsCt7M7xo75uPi1ryUtiPPy9lo9UbuN2vwNah1EkWDV6fO3fude8va1mbUk899RQjRoxg2bJlaDQa4Mrag5MmTeKpp57i2LFjFY5Dq9Vy8OBBpk+fbtymVqvp378/cXFx5e6Xl5dH48aNMRgMtG/fnjfeeIPWrVsDEB8fT1JSEv379ze29/X1pXPnzsTFxTFy5MgKxyesQ1FgT6YXI8NkfJWwHwYF9mV68EjjNFuHIsQV/05NcyA+CA9NMC29pCfVFiwqrL799luT2zqdjvj4eJycnGjatOl1C6vTp0+zbt06Y1EFoNFoiI6OZuXKlZWKIy0tDb1eb9LjBBASEsLJkyfL3KdFixZ8+umn3HrrrWRnZ7Nw4UK6devG8ePHCQsLIykpyXiMa49Zet+1iouLKS7+34r2pVNK6HQ6dLraO3Cw9LlV93M8ledOutaJjn4F6JQa72Stmgq+NmW9ltX9ukreVu05/pXrQU6JEx0cMS/LYsHrIXlbcyqUt//m4b5MT9r5FqKo1OjsvTPVBr+z8l5La+WPRYXV4cOHzbbl5OQwfvx4hg0bdt1927dvz19//UWLFi1Mtv/111+0bdvWknAq5dqpIbp168bNN9/Mf//7X1599VWLjjlv3jzmzJljtn3Tpk14eHhYHKuj2Lx5c7Uef2dSE9QqhVRNOD872hyMP/9cqeZXv5YFBdXbjS95W7W83ZEYiUalkKhu5Hh5WZZK5urVJG9rzvXztiUGBfZmaugZqvBzbssai8tiVci7qrr2tbRW7qoURbFaPXvs2DHuuecezp07Z7L96NGjxv//9ddfvPjii0yZMoUuXboAsGfPHpYuXcr8+fMZMWJEhR9Pq9Xi4eHBunXrTK5aHDduHFlZWXz//fcVOs7w4cNxcnLiq6++4uzZszRt2pTDhw/Trl07Y5vevXvTrl073n33XbP9y/oGFR4eTlpaWq2e8FSn07F582buvPNOnJ2dq+1xnn5/LcnFTqzpFF9tj1FtekZXqFlZr2VOTg6BgYFkZ2dXSx5J3lYtbye/t5Z0rRNfOWJelqWCuXo1yduaU6G83bmI03muDNzdnBUd4ukR4ACD1y3Iu6oq77W0Vu5aZYLQUtnZ2cYFma/Wrl07VCoVV9dwL774olm70aNHV6qwcnFxoUOHDsTGxhoLK4PBQGxsLJMnT67QMfR6PceOHWPQoEEAREZGEhoaSmxsrLGwysnJYe/evTz55JNlHsPV1bXMNRKdnZ2rteCwF9X5PBVFYV+mJyPD0nFWGarlMapVJV+Xq1/L6s4dyVvLn6eiKBzI8mSUo+ZlWarwO5e8rTnXfZ4qA0ey3VGjcHu9fMfITRv+zq59La2VPxYVVkuWLDG5rSgKiYmJfPHFFwwcONCsfXx89X2ji46OZty4cXTs2JFOnTqxePFi8vPzjXNVjR07loYNGzJv3pVBfXPnzqVLly40a9aMrKws3nrrLc6fP8+jjz4KXLli8Nlnn+W1116jefPmREZG8sorr9CgQYMKz+UlrOd0Sh7pWie6yOzBwo6cSb2Sl50lL4WdOZDpwc3eRXg5OUBRVUtZVFi98847JrfVajVBQUGMGzfO5Aq9Uo0bN7YsugoYMWIEqampzJw5k6SkJNq1a8fGjRuNg88TEhJQq/83sDQzM5OJEyeSlJSEn58fHTp0YPfu3bRq1crY5sUXXyQ/P5/HHnuMrKwsevTowcaNG3Fzc6u25yHKtudsOk4qhQ4yH4uwI3vjM9CoFNrXk8vZhX05kOVJn8DaMOjPcVlUWFmjB+rEiRMkJCSg1WpNtl+7HE5FTJ48udxTf9u2bTO5/c4775gVhtdSqVTMnTv3htNKiOq352yGzF8l7M6++Aza+BTgKb0Cwo6kFjtxrsCVDvXKvoJd1AyrjrGqiLNnzzJs2DCOHTtmMu6qdGFmWYRZlFIUhb3x6YwIzrN1KEIYKYrC3rMZDJFlbISdOZh15arIjjIxqE1ZVFgVFRXx3nvvsXXrVlJSUjAYTL+1HTp0qNx9n3nmGSIjI4mNjSUyMpJ9+/aRnp7O1KlTWbhwoSXhiNrm30nuzuS5kpbXgi4t5ANM2IF/8/JCgQtJOS3p1FTyUtiXA5meNHTTUl8WXrYpiwqrRx55hE2bNvHAAw/QqVMnY29TRcTFxbFlyxYCAwNRq9Wo1Wp69OjBvHnzePrpp8ucI0vUTXEZnjK+StidPZmeqFDoKAPXhT34t+AHOJDVVPLSDlhUWP3000/8/PPPdO/evdL76vV6vL29AQgMDOTy5cu0aNGCxo0b8/fff1sSjqil9mR6cauMrxJ2Zl+GJzd7F+HrLOOrhP0o1Kv4M8eD+xtk2jqUOs+iwqphw4bG4qiybrnlFo4cOUJkZCSdO3fmzTffxMXFhQ8//JAmTZpYdExR+yjKlYWXH2wobxLCvuzN9KR/UI6twxDCxJFsD0oUlYyvsgMWLXD19ttv89JLL3H+/PlK7ztjxgzjmKy5c+cSHx9Pz549+fnnn83mxxJ115l8V9K0znTxl4Hrwn5cLnTmQqErnWXgurAzBzI98XbSc5NXka1DqfMs6rHq2LEjRUVFNGnSBA8PD7PZSjMyMsrdNyoqyvj/Zs2acfLkSTIyMvDz86vUWC1Ru/1vfJV8+xL2Y1+mJwC3yzgWYWcOZHnQvl4+GvkYtTmLCqtRo0Zx6dIl3njjDUJCQiwuiC5cuABAeHi4RfuL2qt0fJXMEyTsyd5MT5p7FhHgItPCCPthUOBgliePRaTaOhSBhYXV7t27iYuLo23btpXet6SkhDlz5rBkyRLy8q6c5vHy8mLKlCnMmjWrTqz1JK5PxlcJe7Uv05MuchpQ2Jl/8tzILdHIFYF2wqLCqmXLlhQWFlr0gFOmTGH9+vW8+eabdO3aFbgyBcPs2bNJT09n2bJlFh1X1B4yvkrYo9RiJ87ku/FM02RbhyKEiQNZHjipFNr5ytAJe2BRYTV//nymTp3K66+/Tps2bcx6mXx8fMrdd9WqVaxevdpkseZbb72V8PBwRo0aJYWVkPFVwi7t/3d8lSy8LOzNgUxPWnsX4q6RqWnsgUWF1YABAwDo16+fyXZFUVCpVNddlsbV1ZWIiAiz7ZGRkbi4uFgSjqhlZHyVsEd7Mz2J8CgmxK3E1qEIYeJAlidRwdm2DkP8y6LCauvWrRY/4OTJk3n11VdZsWIFrq6uABQXF/P666+Xu5CyqDsURZHxVcIu7c3wpJP0Vgk7k1TkxMVCFzrKChV2w6LCqnfv3pVqf99995nc/u233wgLCzMOfj9y5AhardasB0zUPWdS80jTOtNZxlcJO5JVoOXvPDcejUizdShCmDiQdeUUdQeZGNRuWFRY7dix47r39+rVy+S2r6+vye3777/f5LZMtyBKxZ1Jx0ml0FHGVwk7si8+AwWVFPzC7hz49xR1sKucorYXFhVWffr0Mdt29VxW146xWrFihSUPI+qguLPptJXxVcLO7IvPoKGblnB3na1DEcLE/kxPOQ1oZywqrDIzTce/6HQ6Dh8+zCuvvMLrr79eoWOkpqYaF11u0aIFQUFBloQiaoN/V2c3KBB3shVjwqVXQNiXvfEZsoyNsA87F4HqyhfP3BI1f+W2ZmwjOUVtTywqrK49tQdw55134uLiQnR0NAcPHix33/z8fKZMmcLKlSuNawZqNBrGjh3Le++9h4eHhyUhiVrg7zw3MnVOdJXTLcKO5BTpOH45mzGtJC+FfTmc5YEBWXjZ3li0CHN5QkJCjL1Q5YmOjmb79u38+OOPZGVlkZWVxffff8/27duZOnWqNcMRDiYuwxMXtYH2Mr5K2JGD5zIxKMgVgcLuHMj0xN+5hCYexbYORVzFoh6ro0ePmtxWFIXExETmz59Pu3btrrvvN998w7p160zGaQ0aNAh3d3cefPBBmSC0Dtud7kV73wLcZJI7YS+2zmPvP6EEu/oR4aG1dTRCmNif5UlHv3wsXK5XVBOLCqt27dqhUqlQFNMPwC5duvDpp59ed9+CggJCQkLMtgcHB1NQID0VdZVegb2ZXkyURUSFndmb4Uln+fASdkZnuHIqcGrzJFuHIq5hUWEVHx9vclutVhMUFISbm9sN9+3atSuzZs1i5cqVxvaFhYXMmTPHuHagqHtO5LiTW6KR8VXCrhSUqDiW48H9DS/ZOhQhTBzPcafIoJYrAu1QpQqrLVu2MHnyZPbs2WO2HmB2djYdOnRg+fLl9OzZs9xjLF68mAEDBphNEOrm5savv/5qwVMQtcHuDC/cNQba+lq2uLcQ1eFgliclikrWBxR250CWJ25qA619imwdirhGpQavL168mIkTJ5a5yLKvry+PP/44ixYtuu4x2rRpw6lTp5g3bx7t2rWjXbt2zJ8/n1OnTtG6devKRf+vpUuXEhERgZubG507d2bfvn3ltv3oo4/o2bMnfn5++Pn50b9/f7P248ePR6VSmfyUro8oqkdcxpW5WFzUMr5K2I99mZ4EuJTQzFMGBwv7sj/Tk3a+BfKeaYcq1WN15MgRFixYUO79d911FwsXLiz3fp1OR8uWLfnpp5+YOHFiZR66XGvWrCE6Oprly5fTuXNnFi9eTFRUFH///TfBwcFm7bdt28aoUaPo1q0bbm5uLFiwgLvuuovjx4/TsGFDY7sBAwaYTGxauq6hsD6tQcX+TE+eapJi61CEMLE305NOfnkyvkrYFUW50mM1Oizd1qGIMlSqxyo5ORlnZ+dy73dyciI1tfzBx87OzhQVWbfbctGiRUycOJEJEybQqlUrli9fjoeHR7mD6GNiYpg0aRLt2rWjZcuWfPzxxxgMBmJjY03aubq6Ehoaavzx8/Ozatzifw5meZCv19ArMNfWoQhhVKTT80eWh5wGFHYnvsCFdK0THSU37VKleqwaNmzIn3/+SbNmzcq8/+jRo9SvX/+6x3jqqadYsGABH3/8MU5OFo2dN9JqtRw8eJDp06cbt6nVavr3709cXFyFjlFQUIBOp8Pf399k+7Zt2wgODsbPz4++ffvy2muvERAQUOYxiouLKS7+36mCnJwc4EoPnU5Xe5fAKH1uVX2OW1N9CHApobmXFp1i1anVbK+Cr01Zr2V1547k7fWf4/6zGWgVNe39CmtfXpbFgt+55G3NMb7WiprfM7zRqBTa+BY5fm7a4HdW3nuAtfKnUpXNoEGDeOWVVxgwYIDZFYCFhYXMmjWLu++++7rH2L9/P7GxsWzatIk2bdrg6elpcv/69esrHE9aWhp6vd5s+oaQkBBOnjxZoWO89NJLNGjQgP79+xu3DRgwgPvuu4/IyEjOnDnDyy+/zMCBA4mLi0Oj0ZgdY968ecyZM8ds+6ZNm+rETPKbN2+u0v4bUgJp4qOwMa+llSKyIz//XKnmV7+W1T39iOTt9fN2Q4IaLycVZ5QI4utCZ2olc/Vqkrc1Z3PeTXybrCbME3YW3mTrcKquCnlXVde+B1grd1XKtZNRXUdycjLt27dHo9EwefJkWrRoAcDJkydZunQper2eQ4cOlTlPVakJEyZc9zEqs2Dz5cuXadiwIbt37zaZquHFF19k+/bt7N2797r7z58/nzfffJNt27Zx6623ltvu7NmzNG3alN9++41+/fqZ3V/WN6jw8HDS0tLKHOhfW+h0OjZv3sydd9553VPEZdp55SKH1GInum1vycI2FxhSP7saorSxntEValbWa5mTk0NgYCDZ2dnVkkeSt2Xk7c7/XXzzwN4mhLlrWXzrxRqO0EYqmKtXk7ytOaWvdX/Pf+i9ozn3N8zi+ebJtg6r6izIu6oq7z3AWrlbqR6rkJAQdu/ezZNPPsn06dONE4SqVCqioqJYunTpdYsqqFzhdCOBgYFoNBqSk02TKzk5mdDQ0Ovuu3DhQubPn89vv/123aIKoEmTJgQGBnL69OkyCytXV9cyB7c7OztXvuBwQBY9z38XEY1Lv/INs09ADs7/bqtVKvm6XP1aVnfuSN6W8Tz/zcFsnZpj2e6MDkuvnXlZlir8ziVva875AmfStM5098+tHblpw9/ZtTljrfyp9MnZxo0b8/PPP5OWlsbevXvZs2cPaWlp/Pzzz0RGRpa7n8FgYMGCBXTv3p3bb7+dadOmUVhYtTmLXFxc6NChg8nA89KB6NebbPTNN9/k1VdfZePGjXTs2PGGj3Px4kXS09NvOH5MVN6OdG/a+BQQ6Kq3dShCGO3J8MKAim4BMmGtsC97MzxxVhlkYlA7ZvGoNz8/P26//XY6depUoSvmXn/9dV5++WW8vLxo2LAh7777Lk899ZSlD28UHR3NRx99xOeff85ff/3Fk08+SX5+vvGU49ixY00Gty9YsIBXXnmFTz/9lIiICJKSkkhKSiIv78obaF5eHi+88AJ79uzh3LlzxMbGMmTIEJo1a0ZUVFSV4xX/Y1BgZ5q3XA0o7M7v6V40di8m3L32DoYWjmlPhiftfAvxcJL5q+xV1S7Lq4SVK1fywQcf8PjjjwPw22+/MXjwYD7++GPUasuvahgxYgSpqanMnDmTpKQk2rVrx8aNG42nJBMSEkyOv2zZMrRaLQ888IDJcWbNmsXs2bPRaDQcPXqUzz//nKysLBo0aMBdd93Fq6++KnNZWdnhbA8ydE7cIYWVsDO/Z3jRXXqrhJ0xKFcmrX0oXOavsmc1VlglJCQwaNAg4+3+/fujUqm4fPkyYWFhVTr25MmTmTx5cpn3bdu2zeT2uXPnrnssd3d3WVqnhmxKvjLNwm31ZPFtYT8Si5w5k+/G1Ga1YGCwqFUSCyBT50QXWVPVrtVYYVVSUmI2RYOzs3OtnndEXN/mVB/6B+WgkVmthR3Zle6FCkUWBBf2Y+s8UNT8k30zrmoD7eXLqF2rscJKURTGjx9vcjqtqKiIJ554wmQuq8rMYyUc1+k8V87mu/HyTYm2DkUIE9vSvLnVpxA/F7mgQtiXE1lXFgR308j4KntWY4XVuHHjzLaNGTOmph5e2JnNKT64awz0kHEswo7oDLAjzZtHGpe/NJcQtpBfouZMjorhN8l7pr2rscLKmvNXCce3KcWHXgG58s1L2JUDWZ7klmjoFyQXVAj7sjfTE72iordc7GP3HHyRIeGILmYWcDjbkwEhtXCmdeHQtqb6EOSio7VP1ebYE8LadqR5EeCqEOGhtXUo4gaksBI17scjibipDdwZnGPrUIQwsSXVmzuCclHLBRXCjigKbE/z5uZ6CirJTbtXY6cChSj1/R+X6Becg5dTLViOQTi2rfOM/00ocOF0fkueb55kw4CEMHe2wJWLhS4MbCwXVDgC6bESNeqf5FxOJuUypH6WrUMRwsSmFB9cVHJBhbA/G5N9cFcbuMlHxqQ6AumxEjXj356B70+F4OMUIAMwhd3ZkORLr8Bc6UkVdmdjsi+9g3Jx0XjeuLGwOemxEjVGZ4C1l/y5t34Wrmr55iXsx6VCZw5ne3J3qFxQIezLhYwCjuV4ECVjUh2GFFaixsSm+pBS7MzosAxbhyKEiV+SfXFRG+gnH17Czvx6PAkXtYE+MgWIw5BTgaLGxFwIoJ1vPq18imwdihAmNiT50isgF285DSjswVUXVWzY05ReAXo5Re1ApMdK1Ihz+S7sTPfmP+HSWyXsy9l8Fw5ne3KvXFAh7MyZfFcOZ3sytEGmrUMRlSCFlagRH54LItBFxz2hWbYORQgTX1/yx9ephLvkNKCwM99c8sPHqYT+QZKbjkROBYrqcVVXdkqxE+suteSZZsmyhI2wKyWGKx9eQxtkSW4Ku6JXYP3letxb/0pu6hSZGdRRSI+VqHafnAvERa0wJjzd1qEIYWJLmg+pWmcebCinqIV92ZrqTVKxC8MbymlARyOFlahWlwud+SwhkAmN0/B1lsGXwr58fC6Q23zzaS0XVAg788n5IG7zzaetr6xb6WiksBLVauHpELyd9DwemWrrUIQwceRiNvsyvSQ3hd05keNGXIYXDzdOs3UowgJSWIlqE5fhyfrL/jzbLFkuFRb2Y+ciAP777SYiPIplMXBhd5acCSHMXcvAEJmw1hFJYSWqRUGJipf+DOP2evkyIaiwO+dyYXOKL081SUEjY4KFHfnjQhYbU3x5tmkyTvIJ7ZDkqkBhdYqiMOOvhiQXO/NZh3jU8sEl7IiiwPfnNbT0KuQ+mR9I2BGDQeG1n07Q3LOIYZKbDksKK2F1H+08y/rL/ixuk0ATT62twxHCxOqLfpzNVfF5hyTprRL2Y+s8vjgfwIHzDVl9+yXJTQcmhZWwnq3zWHY2iAWn6jMpMoWhDbJsHZEQJv5JzmXBP6F0DTbQLSDf1uEIYXQ8x435p+ozJjyNLv6Sm46sVpzBXbp0KREREbi5udG5c2f27dt33fZr166lZcuWuLm50aZNG37++WeT+xVFYebMmdSvXx93d3f69+/PqVOnqvMpOLziEj1z/qrPglP1eaZpMi80T7J1SEKYSMou4pHP9xPurmVYhFxMIezH2dQ8Hj0cQTPPIv6vRaKtwxFV5PCF1Zo1a4iOjmbWrFkcOnSItm3bEhUVRUpKSpntd+/ezahRo3jkkUc4fPgwQ4cOZejQofz555/GNm+++SZLlixh+fLl7N27F09PT6KioigqkrluTOxchEGBX9d9zMA3vufLCwHMaXmJ55olo5JubGEvts7jz+8Xc/87v6AvyGb5bQm4amwdlBBX7D2bzgPL4/DSGPj4tnO4ywoADs/hC6tFixYxceJEJkyYQKtWrVi+fDkeHh58+umnZbZ/9913GTBgAC+88AI333wzr776Ku3bt+f9998HrvRWLV68mBkzZjBkyBBuvfVWVq5cyeXLl/nuu+9q8JnZt4PnM1l4KoTXDmuYfKQRYe5afux6mnGNZXZ1YT9Op+Qx40QDhuxphq+znm86n6Ghu87WYYk6LiW3iI2rl/LYolWM+HAPzV0yWNvpDCFuJbYOTViBQ4+x0mq1HDx4kOnTpxu3qdVq+vfvT1xcXJn7xMXFER0dbbItKirKWDTFx8eTlJRE//79jff7+vrSuXNn4uLiGDlypNkxi4uLKS4uNt7Ozr4y90hGRgY6Xe18E39v41EOn3GlqW8+bzRLoGO9AgDS82wcmL1Jr1ihqdPpKCgoID09HWdnZwByc3OBK8V+dajteasoCmOXx1GQ78IT4ed4KDwd5xJI16mvvNYqLc4qOSVoVMFcvZrkbcV9susc+89lciGrkMtZRUAwEe7FzGxyirtDs9FrIf061/rolFqatxbkXVWVlbdgvdx16MIqLS0NvV5PSEiIyfaQkBBOnjxZ5j5JSUlltk9KSjLeX7qtvDbXmjdvHnPmzDHbHhkZWbEn4sCOAt/aOgi7NrvKR8jNzcXX17fqoVyjLuXtEeBFWwdh92Zb9WiStzd2Adhp6yBsbratAzBT1dx16MLKXkyfPt2kF8xgMJCRkUFAQACqWjzYKCcnh/DwcC5cuICPj4+tw3FoZb2WiqKQm5tLgwYNquUxJW8lb6tK8rbmSN5aT3mvpbVy16ELq8DAQDQaDcnJySbbk5OTCQ0NLXOf0NDQ67Yv/Tc5OZn69eubtGnXrl2Zx3R1dcXV1dVkW7169SrzVByaj4+P/KFbybWvZXV84y8leSt5ay2StzVH8tZ6ynotrZG7Dj143cXFhQ4dOhAbG2vcZjAYiI2NpWvXrmXu07VrV5P2AJs3bza2j4yMJDQ01KRNTk4Oe/fuLfeYQgghhBDg4D1WANHR0YwbN46OHTvSqVMnFi9eTH5+PhMmTABg7NixNGzYkHnz5gHwzDPP0Lt3b95++20GDx7M6tWrOXDgAB9++CEAKpWKZ599ltdee43mzZsTGRnJK6+8QoMGDRg6dKitnqYQQgghHIDDF1YjRowgNTWVmTNnkpSURLt27di4caNx8HlCQgJq9f865rp168aqVauYMWMGL7/8Ms2bN+e7777jlltuMbZ58cUXyc/P57HHHiMrK4sePXqwceNG3Nzcavz52TNXV1dmzZpl1i0vKk9ey5ojr7X1yGtZc+S1tp7qfi1VSnVdEyuEEEIIUcc49BgrIYQQQgh7IoWVEEIIIYSVSGElhBBCCGElUlgJIYQQQliJFFZCCCGEEFYihZUQQgghhJVIYSWEEEIIYSVSWAkhhBBCWIkUVkIIIYQQViKFlRBCCCGElUhhJYQQQghhJVJYCSGEEEJYiRRWQgghhBBWIoWVEEIIIYSVSGElhBBCCGElUlgJIYQQQliJFFZCCCGEEFYihZWwe+PHjyciIsJkm0qlYvbs2TaJRwghhCiPFFaiSj744ANUKhWdO3e2dShCVNhnn32GSqVCpVKxa9cus/sVRSE8PByVSsXdd99tgwiFMFWaswcOHLB1KOIGpLASVRITE0NERAT79u3j9OnT1fIYH330EX///Xe1HFvUbW5ubqxatcps+/bt27l48SKurq42iEoI4ciksBIWi4+PZ/fu3SxatIigoCBiYmKsevz8/HwAnJ2d5QNOVItBgwaxdu1aSkpKTLavWrWKDh06EBoaaqPIhBCOSgorYbGYmBj8/PwYPHgwDzzwgFlhde7cOVQqFQsXLuSdd96hcePGuLu707t3b/7880+TtuPHj8fLy4szZ84waNAgvL29+c9//mO879oxVkJYw6hRo0hPT2fz5s3GbVqtlnXr1jF69Giz9gsXLqRbt24EBATg7u5Ohw4dWLdunUmb3r1707Zt2zIfr0WLFkRFRVn3SYg6qU+fPvTp08ds+7Xvl1e/D3/44Yc0bdoUV1dXbr/9dvbv32+2/8mTJ3nggQfw9/fHzc2Njh078sMPP1TjM6l9pLASFouJieG+++7DxcWFUaNGcerUqTL/UFeuXMmSJUt46qmnmD59On/++Sd9+/YlOTnZpF1JSQlRUVEEBwezcOFC7r///pp6KqKOioiIoGvXrnz11VfGbb/88gvZ2dmMHDnSrP27777Lbbfdxty5c3njjTdwcnJi+PDhbNiwwdjmoYce4ujRo2ZfHvbv388///zDmDFjqu8JCVGOVatW8dZbb/H444/z2muvce7cOe677z50Op2xzfHjx+nSpQt//fUX06ZN4+2338bT05OhQ4fy7bff2jB6x+Jk6wCEYzp48CAnT57kvffeA6BHjx6EhYURExPD7bffbtL29OnTnDp1ioYNGwIwYMAAOnfuzIIFC1i0aJGxXXFxMcOHD2fevHk190REnTd69GimT59OYWEh7u7uxMTE0Lt3bxo0aGDW9p9//sHd3d14e/LkybRv355FixYxePBgAIYPH86UKVP48ssvmT9/vrHtl19+iaenJ/fdd1/1PykhrpGQkMCpU6fw8/MDrvSeDhkyhF9//dV4gcYzzzxDo0aN2L9/v3H4xaRJk+jRowcvvfQSw4YNs1n8jkR6rIRFYmJiCAkJ4Y477gCuTH8wYsQIVq9ejV6vN2k7dOhQY1EF0KlTJzp37szPP/9sdtwnn3yyegMX4hoPPvgghYWF/PTTT+Tm5vLTTz+VeRoQMCmqMjMzyc7OpmfPnhw6dMi43dfXlyFDhvDVV1+hKAoAer2eNWvWMHToUDw9Pav3CQlRhhEjRhiLKoCePXsCcPbsWQAyMjLYsmULDz74ILm5uaSlpZGWlkZ6ejpRUVGcOnWKS5cu2SR2RyOFlag0vV7P6tWrueOOO4iPj+f06dOcPn2azp07k5ycTGxsrEn75s2bmx3jpptu4ty5cybbnJycCAsLq87QhTATFBRE//79WbVqFevXr0ev1/PAAw+U2fann36iS5cuuLm54e/vT1BQEMuWLSM7O9uk3dixY0lISGDnzp0A/PbbbyQnJ/PQQw9V+/MRoiyNGjUyuV1aZGVmZgJXziwoisIrr7xCUFCQyc+sWbMASElJqdmgHZScChSVtmXLFhITE1m9ejWrV682uz8mJoa77rqr0sd1dXVFrZZaX9S80aNHM3HiRJKSkhg4cCD16tUza7Nz507uvfdeevXqxQcffED9+vVxdnZmxYoVZlM2REVFERISwpdffkmvXr348ssvCQ0NpX///jX0jERtp1KpjD2iV7v2jEEpjUZT5vbSYxgMBgCef/75ci+waNasmSWh1jlSWIlKi4mJITg4mKVLl5rdt379er799luWL19u3Hbq1Cmzdv/8849c6SfsxrBhw3j88cfZs2cPa9asKbPNN998g5ubG7/++qvJ9B8rVqwwa6vRaBg9ejSfffYZCxYs4LvvvmPixInlfrgJUVl+fn7G03hXO3/+vEXHa9KkCXBlehv5AlA10j0gKqWwsJD169dz991388ADD5j9TJ48mdzcXJPLc7/77juTc/P79u1j7969DBw40BZPQQgzXl5eLFu2jNmzZ3PPPfeU2Uaj0aBSqUx6BM6dO8d3331XZvuHHnqIzMxMHn/8cfLy8uRqQGFVTZs25eTJk6Smphq3HTlyhN9//92i4wUHB9OnTx/++9//kpiYaHb/1Y8jrk96rESl/PDDD+Tm5nLvvfeWeX+XLl2Mk4WWLnPTrFkzevTowZNPPklxcTGLFy8mICCAF198sSZDF+K6xo0bd937Bw8ezKJFixgwYACjR48mJSWFpUuX0qxZM44ePWrW/rbbbuOWW25h7dq13HzzzbRv3766Qhd10MMPP8yiRYuIiorikUceISUlheXLl9O6dWtycnIsOubSpUvp0aMHbdq0YeLEiTRp0oTk5GTi4uK4ePEiR44csfKzqJ2kx0pUSkxMDG5ubtx5551l3q9Wqxk8eDAbN24kPT0duDKQd8qUKbz//vu8/vrrtG7dmi1btlC/fv2aDF2IKunbty+ffPIJSUlJPPvss3z11VcsWLDgupegjx07FkAGrYsqKx0LVXo6+eabb2blypVkZ2cTHR3NDz/8wBdffFGlAr5Vq1YcOHCAwYMH89lnn/HUU0+xfPly1Go1M2fOtMrzqAtUSlmj34SwgnPnzhEZGclbb73F888/b+twhKhx7777Ls899xznzp0zuypLiMpYsmQJzzzzDKdPn6Zp06a2Dkdch/RYCSFENVAUhU8++YTevXtLUSWqbP/+/Xh6etK4cWNbhyJuQMZYCSGEFeXn5/PDDz+wdetWjh07xvfff2/rkIQD++abb9i2bRsxMTE8+uijODnJx7a9k9+QEEJYUWpqKqNHj6ZevXq8/PLL5V7oIURFPP/88+Tm5vLII4/wzjvv2DocUQEyxkoIIYQQwkpkjJUQQgghhJVIYSWEEEIIYSUyxqoaGAwGLl++jLe3NyqVytbhCAelKAq5ubk0aNCgRtZQlLwV1iB5KxyVtXJXCqtqcPnyZcLDw20dhqglLly4QFhYWLU/juStsCbJW+Goqpq7UlhVA29vb+DKL8fHx8fG0VQfnU7Hpk2buOuuu3B2drZ1OA6trNcyJyeH8PBwYz5VN8lbUVmStzVH8tZ6ynstrZW7Dl1Y7dixg7feeouDBw+SmJjIt99+y9ChQ6+7z7Zt24iOjub48eOEh4czY8YMxo8fb9Jm6dKlvPXWWyQlJdG2bVvee+89OnXqVOG4SrujfXx8av0fuoeHBz4+PvKHXkXXey1r6vSG5K2oLMnbmiN5az03ei2rmrsOXVjl5+fTtm1bHn74Ye67774bto+Pj2fw4ME88cQTxMTEEBsby6OPPkr9+vWJiooCYM2aNURHR7N8+XI6d+7M4sWLiYqK4u+//yY4OLhK8er1enQ6XZWOYU90Oh1OTk4UFRWh1+ttHU6lOTs7G9fdEuVTFIXi4mJbh2E1krd1g+StfalLeevQhdXAgQMZOHBghdsvX76cyMhI3n77beDKIpa7du3inXfeMRZWixYtYuLEiUyYMMG4z4YNG/j000+ZNm2axbHm5eVx8eJFatO0YYqiEBoayoULFxxy0KhKpSIsLAwvLy9bh2LXLl++TE5Ojq3DsBrJ27pB8ta+1KW8dejCqrLi4uLo37+/ybaoqCieffZZALRaLQcPHmT69OnG+9VqNf379ycuLs7ix9Xr9Vy8eBEPDw+CgoIc8o+iLAaDgby8PLy8vGrk6h9rUhSF1NRULl68SPPmzevMN6nKKikpIScnh4CAgFpzmkXytvaTvLUvdS1v61RhlZSUREhIiMm2kJAQcnJyKCwsJDMzE71eX2abkydPlnvc4uJiky7n0m9JOp0OnU5HcXExBoOBgIAAXF1drfiMbEtRFLRaLa6urnZdLOr0CgoKLhrTN6OAgADy8vIoLCy0+e+l9BTx1aeKq/u08Y3yFqCoqAhFUfD09MTFxaVa46kpNZ23BgW0JQZ0egM6g0KJ3kCJXkFvUDAoCgYF47/KVbcVAAVahnqhUf8vTslbyVt7fr8tz9V5i8aZjHwtGfla8rUlFGj1FBTrKdDp//1/yf/+b/wpoVCrp8SgUGK48vdT+ndUYjD8b5vJ9tK/MdO/r6FtQ+nlZp6r1srdOlVYVZd58+YxZ84cs+2bNm3Cw8MDJycnQkNDyc/Pr5ExVgkJCbzyyit8/vnnnDlzhkcffZSVK1eyb98+li9fjrOzM/7+/nz55ZdWebzc3NzrxmAty5cv59tvv8Xf35///ve/Jt9EU1JSGDNmDE5OzqjUGhYu/RC/oFCeHD+avNwcUAycOnmCc+fOGffRarUUFhayfft2SkpKrBZnVWzevNn4/4KCgmp9rBvlLVCjuVsb8lZRQGeAIj1oDVd+Pv9oOZt++hbfev7MW3IlbzUqUKvg6B8Hef2V6Tg7ORFSvz6L3luOXlvEY2P/g15fgpOTEx8sfZ/GjRoZH0PyVvL2ejFYy/XebwFmzZrFvn37aNSoEe+//75xEHhCQgK33347v8ZupXmLVpT8+zeh02pJyi5i8ns7OZttKPdxnVUKLhpw1YCLuvRfxXhbowZXQKO68qNWg1pz5e/pyt+V8r/7VKBSXZkJXaUC1b//hhRfADfTvAXr5W6dKqxCQ0NJTk422ZacnIyPjw/u7u5oNBo0Gk2ZbUJDQ8s97vTp04mOjjbeLr1k86677sLHx4eioiIuXLiAl5cXbm5u1n1SZfDy8sLJyYnc3FzjQP2WLVvy0EMPsWfPHlxcXMjMzKxyF3npZGplTcxXGoO1uuHT0tLYvHkzu3fvZtWqVXz5yXKmTZ2CgoocnRpnr3p8+s1GDCo1P3y9iq9XrSQ6eipfr/ocF7XC3kPHWPXlFybxFBUV4e7uTq9evWrk93I9Op2OzZs3c+edd5pctl6dbpS3QI3mriPnbZHOQGZ2Fjk6DTpFhRpw1xgwZKcSF/szO3/9nm+++Yatq6/kbSnPpgHs2rAad3d3Xp79Boe3fMfdA/rz9Sfv0qB+KL/+/gcf/ve/vPfee/97LMlbyduafr/98kuTMcZHjhwhLS2N33//nbmvvs63P/3CoCEPUKjTM2/Re7Tt2Jn0IvAvBie1GlcnNa7OBtxdNIzuEoHXxR0EupTg71KCl5MBD82VH3eNAacaOMup6zLFLG/BernrWCdqq6hr167ExsaabNu8eTNdu3YFwMXFhQ4dOpi0MRgMxMbGGtuUxdXV1Xip79WX/Do7Oxt/VCoVarW6xn4yMzMZPnw4y5cvp1WrVqjVagoLC9mzZw+KohAQEGC2T8eOHXniiSfo3r07b7/9dpnHffrpp9m/fz9qtZotW7Ywe/ZsUlJS6NevH7179+bBBx9EURTUarXxOfft25eCggLUajUPPvggCQkJaLVaxo4dS//+/Rk6dCh5eXnXfT4Hd26md5f2aPJTGNSzPbv27CexyJmTuW5cKHShROVEoJuBJp7F+Ogz6HVrM8LdtQS5lODrpOf7b9czYsQIs+OqVCqT35Mtf67Nmeq+pLoieVvTuetQeXv3ABITznI2OYvTqXnk6DT4Outp4lFMK59CmnoWc+HEAfr37IyXk8Ldd/Zh9979qMH40zA0BE93d9SAq4szTmo1Hm5uhNUPRQ24ubmh0WgkbyVva/b99uBBevfujUajYdCgQezevdv4GFq9wuZtu2jfrQ9/JebS8vaebN2+iwKdnpTLF/Bw0dAsMoLGAR609imklVc+Td1yaeCcRz11IWPUmxgZlkH/4Bza1yvgJq8iwty1+LuU4K4x4KyqgZ9y8tZauevQPVZ5eXmcPn3aeDs+Pp4//vgDf39/GjVqxPTp07l06RIrV64E4IknnuD999/nxRdf5OGHH2bLli18/fXXbNiwwXiM6Ohoxo0bR8eOHenUqROLFy8mPz/feJWgNRRq9ZxJzavycZoGeeHuUvYgwEOHDtGzZ086dOhg3BYTE8O8efOYMGEC48ePZ9asWSb7ZGZmMnXqVJo3b06fPn0YN26c2RQTI0eOZPXq1XTu3Jmvv/6asWPH4ufnx+bNm3FycuKZZ55hy5YtNG/e/Lqxf/zxx/Tt25eHH36YNWvW8OGHH/L888/Tr18/s0uJFy9eTGZWFj7e3mgVFdnOgVxOzyZbpyHApQQ/5xJc1Qp/HP2Tx599iazsbDZ9u9q4v8FgYOvWrSxevLgiL6soh7XyFsrPXUfJ29EPjePDTz5j0cdf8eRTTzFl9D2olGvydt4cY94C+Pr4kJGZWeZxzydcZNOWHcx44VnjNq1Wy+zZs/n444+vG5O4PslbC95vr+ph8/X1JS09ncTsQrILdWhLDFxMTqV1q1YE+bjSKiKU74vzuCnEm0WzlvDKy9OYPXs2bs5O1O4h6uVz6MLqwIED3HHHHcbbpd3D48aN47PPPiMxMZGEhATj/ZGRkWzYsIHnnnuOd999l7CwMD7++GPjVAsAI0aMIDU1lZkzZ5KUlES7du3YuHGj2YD2qjiTmsfd7+2q8nF+mtKDWxr6lnlf//79adCgATNnzmTu3LkAdOzYkW+++QatVsuAAQM4efIkLVu2NO7j5eVFixYtAGjbti3x8fFmf+jdu3fnhRdeQKvV8tdff9GmTRvS09N56qmnyMzM5PLly7Rv397kD/3qbuvS6SZOnDjB/v37WblyJTqdjp49ewKY9SiWunj6T478k8A/uW7kZqUT7F+Plt5FJl2u7W69hb1bNvD1+h+Yt+g9li9eAMDO3Xvp0qWLTKpXRdbKWyg/d+06b3NTOP7HAfYcPMKyjz5FX6Kjd7dONPUsZvtPX5f5PC8nJXP67DkAsnNy8PfzM2uTk5PLQ49P4bNl75jk6GPPvMikSZNu+KEprq/O5y2Vf7+9fPky/5w6RXpeMacvJOLi6UNGXjG+ziX4eBhoEeSOe2EKwUomF1LPE+Dtypk/4kBbQIS/K+gKIS8VCLDgVXZ8Dl1Y9enT57rzQn322Wdl7nP48OHrHnfy5MlMnjy5quGVq2mQFz9N6WGV41zP4sWLGTZsGCtWrGDChAmcOnWK5s2b4+Ligq+vr9lrl5eXx6lTp2jWrBlHjx4lIiLC7JgqlYru3bszZ84c+vXrB8BXX33F3XffzaOPPsqUKVPMjuvn58fFixdp1qwZx48fB6Bly5Z07dqVhx56CPjf1RhlfYN6a+HbBLXsxPZ3P+bZqSX8sXcjd3TtaFJUabVa49U/vj4+eHi4G+9b+92PPPjgiOu+VuLGrJW3pccqj73mrR4IjmjBA226MGHUA4S66dDrdKiAfvc8iN5g3mN1e/t2LHr/vwD8GruN7p1vN2lTUlLCyIefZNZL0bRo3sy4fc78t2kS0YgRIyRvq6qu5y1U7v124duLaNTiFl6d9yb3P/IMe3Zs5Y5ePbnZu9D4ntu9c0cWLf2QsaOGX8nrLrdz5M8THD/5NwPuG82xEyc5fTae375fY/NxgLbg0IWVo3J30ZTb02RNarWaVatW0b9/f8LCwnj//fdJTU1FrVbTs2dPbr75ZpP2fn5+LF68mIMHDzJs2LBye+lGjhxJly5dOHr0KAB9+/Zl3Lhx/Pjjj7i7u5u1nzRpEsOHD+fWW281HvOxxx7jscceY8WKFQBMnTqVwYMHm32DyivScT6jAA0Ghg3oywP3DsSvXj1iPnofgGenzWTerOkcO3GS52fMRaPR4ObqyqdLFwFXTgNu2xXH4g8+qsIrKaBu521wcAgXCl24d9QEFr78NGO+uXKF19QpjzM4qj+xP5bdYwUwOKo/3e+6t8y8Xff9BvYeOMyrby3m1bcW8+TDY+nWuSOvvrmYHl07saVPH7p27cq8efMsei1F3c7byrzf6g0K6XnFpOYVoygQNXAQjz84CH9/f2JiYlBTYMzbdrfeQkhQID0HDKVRWEOef/oJXFxcuO/eQQCMf/JZnp/yRJ0sqgBUSm2aCtxO5OTk4OvrS3Z2tvGqwPj4eCIjI+060Tp27MiBAwcq3N5gMJCTk4OPjw9qtfWvg8gs0HIxsxAvVycaOeegqcrULT71zTbZ0+9Fp9Px888/M2jQIJOrq67Oo+pW1uPZ02tUnurO2xKDgfjUfHQlJUR6anFXl3+puNVJ3t6Q5G3VKIpCdqGOy9lF6A0KAc46glxLcFZZtzQo0uqIv3CZyJy9uBmqd0qOG9H1eN4sb8F6uSs9VqJc27dvNxtwGRsbWyOz5mamp3Ch0AU/Zz0NXQrq1uWrokqsmbcGg8K5tAK0egNNarqoEnVKjb/f5iSiU1RcLHQmt0SDr5Oe+l46XKxcUNVFUlgJo2u/PfXu3Ztt27bVeBzZhTouFrrg76ynobsWx5tjWNSkasnbnEQU4GKhC0UlGpp4FEtRJazK1u+3OSUaLha6AAoRHlp8nBxvYWd7JYWVsCsFxSUkZBTgI0WVsLE0rRNZOg2N3LV4aKSoEg4oJ9FskwIkFTmTqnXBx0lPmLsOJ+mlsioprGqQDGe7Pp3ewPmMAtydNYS7FVR7USW/j4qra69VoUFNUpEzQS4l1HO2r2/yde13URXyWpnSAxcKXMgt0VDfTUegS0mNfXmtS78KKaxqQOkswKmpqQQFBTnkApplMRgMaLVaioqKqjyYUlEULmQWoC9RCPP2QFtk5fW9iorMHi81NdU4g7Uom5PTlbeI3NzcOpO3BkXhfI6CE0X4qrUUaW0QZCnJW4vUxbwtk/aqxbH/HU9Vouhp4FqIJwaKayi3FQVSs/NQ6YtxNhTfeAcHJ4VVDdBoNISFhXHx4kWTRYAdnaIoFBYW4u7uXuU3r9y8XHJ0TgS66riYXg1fbdzyzTapVCrCwsJqZDC+oypdfyw9PZ309HRbh2MVN8rbnEIduUUlBLnqOK+28ddsyVuL1MW8LVNRNgB6BdKKnTEAgS4lpNggr1X6YsIKjqPBvnqAq4MUVjXEy8uL5s2bV/tK6zVJp9OxY8cOevXqVaVvz+fS8nnxu3MMCc3iySYpVozwKjc/brbJ2dlZPpwqoEGDBgQGBtaa0yrXy9vErEKe/H4/D9RPo0dEqo0ivIrkrcXqUt6Wa+9/SS124vlj4RQZVCy85SLhHrbpgnU2FNeJogqksKpRGo2mVr0hajQaSkpKcHNzs7iwMhgUpn1/EE1JAU+Gn8fNUE1vgnY6l40jUKlUuLq62joMqykzb7demYBzweHGFBW6M6HBBdwMdjBgXfLWYnUib0ttLXsC2Sythof3hZGv1/PV7Wdp7KYFO0jr2k4KK2FT3xy6yB8Xsvi600XcNLXjm6VwTHsyPNmY4su7bRLwdJJPH+HYivQqHj0cQZrWiXWdz9DYRj1VdZHMuyhsJrdIx4KNf3NP2wZ08rPtTLyiblMUWHQ6hFt8Cri3fpatwxGiShQFXvwzjD9z3Pmk/Tmaetb+AeP2RHqshG1sncf7f4eSXxjIdN+yV1gXoqbszvBiX6YXH98WTy25iEzUYZ+cD+SHJD/eb3ue9vXkS2tNq5HCyt/fv1LtVSoVhw4donHjxtUUkbC15CInViQE8mRkKg3ca8+AfuF4FEXhndMh3OpTQL+gXFuHI0SV7E735I2/6/N4RAp3h2bbOpw6qUYKq6ysLBYvXoyv741XGFcUhUmTJqHX142rB+qqZfHBuKsNPNLYDq68EnXa/nOZHMjy5BPprRIOLq1Yw9NHG9EtII8XmifZOpw6q8ZOBY4cOZLg4OAKtZ0yZUo1RyNsKTG7kFUX/HmmWTI+zjJIWNjWp7viaepZxB3SWyUcmKLAtOPhGBQVi9pcwElGUNtMjRRWhkpetpybK29wtdmybWfwdDIwrlHtmLhPOKidi7hQqGHT8Za82ioNtfRWCQe26qI/v6X68NFt5wh2LbF1OHWa1LSiRmXma/n6wAXGN0rDSy5pFzb2WUIgPs567muQaetQhLDYhUJnXvu7AaPC0rkzOMfW4dR5Nr0q0MfHhz/++IMmTZrYMgxRE/6dwO7LM8Eo+mDGSG+VsLGCEhVfX/JnTHg67jKHmnBQiqIw80RD6jmX8H8tEm0djsDGhVVtWWpAVEyxQcXnCQHc3yCTABe5OEHY1sZkX3JLNIwOlyJfOJCdi0D1v97+DUm+bE1rzEe3nZOzAHbC4lOBZ86cYcaMGYwaNYqUlCvru/3yyy8cP37casGJ2uWHxHqkaZ15JCLN1qEIwbrLfnT3zyVcpvsQDipbp2bOXw2ICs6WU4B2xKLCavv27bRp04a9e/eyfv168vLyADhy5AizZs2q8HHGjBmDj4+PJSEIB/TlhQB6B+bILMDC5lIKYX+mJw+Gydgq4bjeOxNCvl7N7Jsv2zoUcRWLCqtp06bx2muvsXnzZlxcXIzb+/bty549eyp8nGXLlhEYGGhJCMLBnMhx40i2B6PCMmwdihDsTVXj46QnKlgmUBSO6XyBC58nBPBEZCr13aTX1Z5YVFgdO3aMYcOGmW0PDg4mLc38NM+SJUsoKiqq8PGXL19eqSkXli5dSkREBG5ubnTu3Jl9+/aV27ZPnz6oVCqzn8GDBxvbjB8/3uz+AQMGVDgeYW71RX+CXHT0C5LuamFbeoPC/hQV99TPkoW/hcNa8E8oAS4lTIyQSZbtjUWFVb169UhMNL/64PDhwzRs2NBs+3PPPVepQunFF18kNbViybJmzRqio6OZNWsWhw4dom3btkRFRRnHfV1r/fr1JCYmGn/+/PNPNBoNw4cPN2k3YMAAk3ZfffVVheMXpgq1er5N9OPBsAycZYIPYWP7z2WSrVMxRBZbFg7qQKYHPyfX4/nmyXJFqx2y6KrAkSNH8tJLL7F27VpUKhUGg4Hff/+d559/nrFjx5q1VxSFfv364eRUsYcrLCyscCyLFi1i4sSJTJgwAbjS27VhwwY+/fRTpk2bZtb+2nULV69ejYeHh1lh5erqSmhoaIXjEOXbcCyR3BINIxrKeBZhexv+TMLfVaGdb8XfZ4SwF4oCC/6pT2vvQpl/zU5ZVFi98cYbPPXUU4SHh6PX62nVqhV6vZ7Ro0czY8YMs/aVGdAOMGTIkAot3KzVajl48CDTp083blOr1fTv35+4uLgKPdYnn3zCyJEj8fT0NNm+bds2goOD8fPzo2/fvrz22msEBASUeYzi4mKKi/83IDsn58rpLp1Oh05Xe899lz63Gz3HtQcS6OqfR333EnSKjbqs7Pz3UNZrWd25U2fyduci439LDPDrHy1pH6SmBDUqe/+yb+e/B8nbmlP63Hame7M/y5OPbjuHHjV6e89hO1TeZ5e18kelVGEyqYSEBP7880/y8vK47bbbaN68uVWCqqjLly/TsGFDdu/eTdeuXY3bX3zxRbZv387evXuvu/++ffvo3Lkze/fupVOnTsbtpb1YkZGRnDlzhpdffhkvLy/i4uLQaDRmx5k9ezZz5swx275q1So8PDyq8AwdX1YxzD6kYWRTA12C5R2gMgoKChg9ejTZ2dnVcvVsXczbk1kqlv2l4fk2JYR72Tqa2knytvooCiw5rqHEANFt9LJouJVZK3ctKqx27dpFjx49LH5Qa6lqYfX4448TFxfH0aNHr9vu7NmzNG3alN9++41+/fqZ3V/WN6jw8HDS0tJq9XQSOp2OzZs3c+edd+Ls7Gx657+9BB+fC+Cd0yHs6X0Sb1suuNwz2naPXQFlvZY5OTkEBgZW2wdUncnbq3qsph9vyL4MD6LbarjL+x+cVXY+oaLkrZk6k7fX0Ol0vL/uNz44oeGj287RJyjP1iE5LF2XKWV+dlkrdy06Fdi3b18aNmzIqFGjGDNmDK1atbI4gKoIDAxEo9GQnJxssj05OfmG46Py8/NZvXo1c+fOveHjNGnShMDAQE6fPl1mYeXq6oqrq6vZdmdnZ/OCoxYq83n++4H1U2I9+gXl4O9i40VBHeT3cPVrWd25U2fy9t9c1BpUbE72ZnR4BiqVP84qg/0XVg7ye5C8taJ/l/+6lmJQs/FCa271KaB/UI70VlXFVbl6dc5YK38sGvBy+fJlpk6dyvbt27nlllto164db731FhcvXrRKUBXl4uJChw4diI2NNW4zGAzExsaa9GCVZe3atRQXFzNmzJgbPs7FixdJT0+nfv36VY65Ljmd58rxXHe5+krYhb0ZnmSXODEgRKb8EI5nX6YnZ3NVTG6aIkWVnbOosAoMDGTy5Mn8/vvvnDlzhuHDh/P5558TERFB3759rR3jdUVHR/PRRx/x+eef89dff/Hkk0+Sn59vvEpw7NixJoPbS33yyScMHTrUbEB6Xl4eL7zwAnv27OHcuXPExsYyZMgQmjVrRlRUVI08p9ri+8R6eDvpuSOo4lNtCFFdfkv1oaGblpu9Kz6nnhD24uNzAdT3UOgTKKcA7V2VF2GOjIxk2rRptG3blldeeYXt27dft/3WrVu54447qvqwRiNGjCA1NZWZM2eSlJREu3bt2LhxIyEhIcCVAfZqtWn9+Pfff7Nr1y42bdpkdjyNRsPRo0f5/PPPycrKokGDBtx11128+uqrZXY/i7IpCvyYVI+BIdm4qmXQurAtRYHfUnzoHyynUITjOZ3nyrY0H0Y3lQHrjqBKhdXvv/9OTEwM69ato6ioiCFDhjBvXtnnh0sNGDCAsLAwJkyYwLhx4wgPD69KCABMnjyZyZMnl3nftm3bzLa1aNGC8sbsu7u78+uvv1Y5prru7zw3zhW4MqulrGElbO9knhuXilzoLzP/Cwf0yflAgl11dAiUqsoRWHQqcPr06URGRtK3b18SEhJ49913SUpK4osvvrjh0i+XLl1i8uTJrFu3jiZNmhAVFcXXX3+NVqu16AkI+/Rrsg9eGj3dAqTbWtjebylX8rGzf76tQxGiUlKLnfjmsh8PhafjJCtXOASLfk07duzghRde4NKlS/z000+MGjWqwvOHBAYG8txzz/HHH3+wd+9ebrrpJiZNmkSDBg14+umnOXLkiCUhCTvza4ovfYNy5DSgsAu/pfjQOygXF8lH4WC+vBCARgUjw2WWdUdh0anA33//3SoP3r59e0JDQwkICGD+/Pl8+umnfPDBB3Tt2pXly5fTunVrqzyOqFkXMgo4kevOU03KXq9RiJqUXOTEkRwPxjc2XyBeCHumM8BXF/25r0Em9Zz1INddOIQKF1Y//PADAwcOxNnZmR9++OG6be+9997r3q/T6fj+++/59NNP2bx5Mx07duT9999n1KhRpKamMmPGDIYPH86JEycqGp6wI78eT8JFbaBPoFwNKGwvNtUHjUrhDslH4WB+S/EhpdiZMeHptg5FVEKFC6uhQ4eSlJREcHAwQ4cOLbedSqVCr9eXe/+UKVP46quvUBSFhx56iDfffJNbbrnFeL+npycLFy6kQYMGFQ1N2JlfjyfRMyAPTyc7n3xR1Anb07y5zbeAei7lvy8JYY++vBBAh3r53OxdZLt1VkWlVbiwMhgMZf6/sk6cOMF7773HfffdV+70BYGBgWzdutXixxC2k5pbzIHzmSxonW3rUISgRG9gd4YXEyNSbR2KEJVyNt+F3zO8eadNgq1DEZVk0RirlStXMmLECLPCSKvVsnr1asaOHVvuvrNmzaJbt244OZk+dElJCbt376ZXr144OTnRu3dvS0ITtvLvMgxbL/mBEkY/uaxd2MpVS4L8kelBbkkzegbIaUDhWFZdCMDPuYSBIfIl1dFY1Lc4YcIEsrPNf9m5ubnGGc/Lc8cdd5CRkWG2PTs726oThwrb2JbqTTvfAgLktIuwAzvSvfF1KuFW30JbhyJEhRXpVay95Mfwhpm4aeRKVkdjUWGlKAqqMqZ/vXjxIr6+vhbtm56ejqenpyXhCDuhM8DOdG9ZwkbYjZ1pXvQIyEMj8yoKB/Jrsi/ZJU6MDpNB646oUqcCb7vtNlQqFSqVin79+pmcztPr9cTHx5c7Qeh9990HXBncPn78eJPTiHq9nqNHj9KtWzdLnoOwEwezPMkt0cjVV8IuZOs0HMn2YETYJVuHIoS5reWvUrLush+d/PKI8JSJsx1RpQqr0qsB//jjD6KiovDy8jLe5+LiQkREBPfff3+Z+5b2ZCmKgre3N+7u7ib7dunShYkTJ1Y2fmFHtqZ6E+iio7WPnHYRtvd7uhcGVDK+SjiUy4XO7Er3YkHri7YORVioUoXVrFmzAIiIiGDEiBG4ublVeN8VK1YY933++efltF8ttC3Nm96BuajltIuwAzvSvGjqWURDd52tQxGiwr5NrIebRmFQqAxad1QWjbEaN25cpYqqq82aNUuKqlrocqEzf+e5y/gqYRcU5cp4v17SWyUciKLAN5f8GRCcjZfMA+iwLJpuQa/X88477/D111+TkJBgtoDytVf9tW/fntjYWPz8/IzjtMpz6NAhS0ISNrYtzRuNSqGnLLos7MDZAlcuFbnQM1DyUTiOw9kenC1w5dVWMi7QkVlUWM2ZM4ePP/6YqVOnMmPGDP7v//6Pc+fO8d133zFz5kyz9kOGDDEOVr/erO3CcW1N86ZDvXx8nWWaBWF7cRmeOKkUOvvl2zoUISps3SU/Grhp6eovXwgcmUWFVUxMDB999BGDBw9m9uzZjBo1iqZNm3LrrbeyZ88enn76aZP2pWOzrv2/qB2KdXo2p/gS3SzJ1qEIAUBchhe3+hbIskrCYRTpVay6GMCw+pkyTtXBWTTGKikpiTZt2gDg5eVlnCz07rvvZsOGDdaLTtivrfNg5yIADm34GIDuchpQ2AFFgb0ZnnSR3irhQHakewPwUCOZu8rRWdRjFRYWRmJiIo0aNaJp06Zs2rSJ9u3bs3///jLX//Pz87vuuKqrlTUru7BvcRme+DuXcJtvga1DEYLT+a6kaZ3ldIpwKD8m1qOlVyHt68n7qKOzqLAaNmwYsbGxdO7cmSlTpjBmzBg++eQTEhISeO6558zaL168uKpxCju2O8OLbgF50n0t7EJchhfOKgMd6kmPlXAMBSUqfkv1YXKTZFuHIqzAosJq/vz5xv+PGDGCRo0aERcXR/PmzbnnnnvM2o8bN87yCIVdKyiBY9nujAqTnkZhH/ZkeNLWtxAPJ1ljTTiG2FQfCvVq7pG5q2oFiwqra3Xt2pWuXbuWe39OTg4+Pj7G/19PaTvhGE7nqDCgorvMFyTsgMGgsCfDi9HhMk5FOI4fk+rR1reARh6yhE1tUOHC6ocffqjwQe+9916T235+fiQmJhIcHEy9evXKHG9VujizXi+X6zuSf7JUNHIvJlxmtxa2ctWaa6dyXcnQtaCrv5wGFI4hR6dmW5o3LzaXq6priwoXVhWdf6qs4mjLli34+/sDsHXr1opHJ+ze39kq+gbKh5iwD6Xjq9rL+CrhIDan+KAzqLg7NMvWoQgrqfB0CwaDoUI/ZfU49e7dGycnJ+P/r/djiaVLlxIREYGbmxudO3dm37595bb97LPPUKlUJj/XLs+jKAozZ86kfv36uLu7079/f06dOmVRbLVZYpEzKUUqusnVV8JO7Mnw4rZ6BbhrZHyVcAw/JtXjdr98Qt1KbB2KsBKL5rGqqszMTBYuXMgjjzzCI488wttvv23xNAtr1qwhOjqaWbNmcejQIdq2bUtUVBQpKSnl7uPj40NiYqLx5/z58yb3v/nmmyxZsoTly5ezd+9ePD09iYqKoqioyKIYa6vd6Z6oUOgsp12EHTAosCdT5q8SjiNTq2FXurcMWq9lLBq8Pnfu3OveX9ayNqV27NjBPffcg6+vLx07dgRgyZIlzJ07lx9//JFevXpVKpZFixYxceJEJkyYAMDy5cvZsGEDn376KdOmTStzH5VKRWhoaJn3KYrC4sWLmTFjBkOGDAFg5cqVhISE8N133zFy5MhKxVeb7c7woqEn+LvIuDhhe3/nuZGlc6KL9KAKB7EpxQeDAgNCpLCqTSwqrL799luT2zqdjvj4eJycnGjatOl1C6unnnqKESNGsGzZMjQaDXBlUedJkybx1FNPcezYsQrHodVqOXjwINOnTzduU6vV9O/fn7i4uHL3y8vLo3HjxhgMBtq3b88bb7xB69atAYiPjycpKYn+/fsb2/v6+tK5c2fi4uLKLKyKi4spLi423i698lGn06HT1c5B3YpBze50T9oGKugUm3R8Vo6d/x5K8+TqfKnu3Kk1eftv/u1K98ZZZaCNb9F1c7L0PsnbqpO8rQJFzS/JvnTwK6Cei+GG+ehQeWvnysrbsm5byqLC6vDhw2bbcnJyGD9+PMOGDbvuvqdPn2bdunXGogpAo9EQHR3NypUrKxVHWloaer2ekJAQk+0hISGcPHmyzH1atGjBp59+yq233kp2djYLFy6kW7duHD9+nLCwMJKSkozHuPaYpfdda968ecyZM8ds+6ZNm/Dw8KjUc3IUiQUtSdM6cZOvns15N9k6nBv7+WdbR1AhmzdvNv6/oKB6Z2CuPXnbEoAfUtQ09laxpaBFhfaSvLUeydvKKyppyc50Dfc2NvBzbssK7+cQeWvv/s3Xq/MWrJe7VpnHCq6MW5ozZw733HMPDz30ULnt2rdvz19//UWLFqZvfn/99Rdt27a1VjjlunbOrW7dunHzzTfz3//+l1dffdWiY06fPp3o6Gjj7ZycHMLDw7nrrrtq7bxcn335OS7qEJp4K9zp9Q/OKjtf7LZn9I3b2JBOp2Pz5s3ceeedODs7Azee862qak3e7lyEQYGZuS0Z2yiDQd7lj6+EK9/4N+fdJHlrBZK3lvvp60/QK+E8G36aBhWYrsah8tbO6bpMMctbsF7uWq2wAsjOzjYuyHy1o0ePGv//9NNP88wzz3D69Gm6dOkCwJ49e1i6dKnJjO4VERgYiEajITnZdBmA5OTkcsdQXcvZ2ZnbbruN06dPAxj3S05Opn79+ibHbNeuXZnHcHV1LXONRGdnZ5NfWm2yJ8OTDvUKcNG44awy2P8fuoP8Hq7OmerOnVqTtyoDx3PdyC5xontAboVzUfLWeiRvK++3VG/a+BTQ2KP4xo2v4hB5a++uytWrc8Za+WNRYbVkyRKT24qikJiYyBdffMHAgQPN2rdr1w6VSoWi/O8S6BdffNGs3ejRoxkxYkSF43BxcaFDhw7ExsYa59kyGAzExsYyefLkCh1Dr9dz7NgxBg0aBEBkZCShoaHExsYaC6mcnBz27t3Lk08+WeHYap2rJmHUGWBPRmueiEwF3MrfR4gaEpfhhYvaQDtZCFw4gCKdnq2p3jzV5Pq9q8IxWVRYvfPOOya31Wo1QUFBjBs3zmQgean4+HjLoquA6Ohoxo0bR8eOHenUqROLFy8mPz/feJXg2LFjadiwIfPmXSkM5s6dS5cuXWjWrBlZWVm89dZbnD9/nkcffRS4csXgs88+y2uvvUbz5s2JjIzklVdeoUGDBhWeJLW2O5LtQb5eQ7eAfC4SaOtwhDD2oLrJ/FXC3lz1pbTUrhRvCvSRRAVX72lTYRsWFVaVLZQaN25sycNUyIgRI0hNTWXmzJkkJSXRrl07Nm7caBx8npCQgFr9v6soMjMzmThxIklJSfj5+dGhQwd2795Nq1atjG1efPFF8vPzeeyxx8jKyqJHjx5s3LjRbCLRumpXuhc+TiW09inkolzZLmxMr8DeTC8ebZxq61CEqJBfU3xp6llEM6/KnQYUjsGqY6wq48SJEyQkJKDVmi46ee06gxUxefLkck/9bdu2zeT2O++8Y9bjdi2VSsXcuXNvOF9XXbX4TCjNPYvQmC/5KESN+yvXndwSDV1kolrhAEoMV5ax+Y8sFF5rWVRYFRUV8d5777F161ZSUlIwGEwH0h06dKjcfc+ePcuwYcM4duyYybir0oWZZRFm+5ZfcqX3r7NMwijsxJ4MT1zVBtrVk/FVwv7ty/QkS+fEADkNWGtZVFg98sgjbNq0iQceeIBOnToZi6KKeOaZZ4iMjCQ2NpbIyEj27dtHeno6U6dOZeHChZaEI2rQvkxPACY0lm9bwj7syfCiQ718XNUyvkrYv19TfGnopuUWn0JbhyKqiUWF1U8//cTPP/9M9+7dK71vXFwcW7ZsITAwELVajVqtpkePHsybN4+nn366zMlHhf3YneFFqKuWJh7FlNhmqUkhjPQGhb2ZnkyMkPFVwv4ZFPg12YeBIdlUoj9COBiLPhkbNmyIt7e3RQ+o1+uN+wYGBnL58mXgygD3v//+26Jjiprze7oX3QLy5E1B2IW/EnP+HV8lp6aF/TuS7U5SsQsDQuQ0YG1mUY/V22+/zUsvvcTy5csrfcXfLbfcwpEjR4iMjKRz5868+eabuLi48OGHH9KkSRNLwhE1JEOr4USuO4/I1VfClq66fH3PuUBc1aG09ZXTKsL+/Zrii79zCR395EKL2syiwqpjx44UFRXRpEkTPDw8zGYrzcjIKHffGTNmkJ9/Janmzp3L3XffTc+ePQkICGDNmjWWhCNqSFyGFwDdA6R3QNiHK/NXyfgq4Rg2p/jQPzhHrqiu5SwqrEaNGsWlS5d44403CAkJqdTg9aioKOP/mzVrxsmTJ8nIyMDPz69SxxE17/d0L5p4FhHqVmLrUIRAr1y5mOKRxmm2DkWIGzqT78qZfDem3ZRk61BENbOosNq9ezdxcXFVXjT5woULAISHh1fpOKJm7M7womdArq3DEAKAv3LdyClxkvmrhEPYnOKDm9pAD3kPrfUsGrzesmVLCgstG9NQUlLCK6+8gq+vLxEREURERODr68uMGTPQ6W68wrewjUuFzpwrcKWbDBIWdmJPhheuagNtZX1A4QA2p/jQMzAXd1l2qdazqMdq/vz5TJ06lddff502bdqYjbHy8fEpd98pU6awfv163nzzTbp27QpcmYJh9uzZpKens2zZMktCEtXs9wwvVCh0ld4BYSf2ZHjSXtYHFA4gtdiJQ1keLLjloq1DETXAosJqwIABAPTr189ku6IoqFSq686evmrVKlavXs3AgQON22699VbCw8MZNWqUFFZ2ane6F619CqnnIjPjC9szKLA/05OHZXyVcABbUr1RAf2CZJqFusCiwmrr1q0WP6CrqysRERFm2yMjI3FxcbH4uKL6KIrC7+le3Ncg09ahCAFcGV+VLeOrhIPYnOJLR798AuSLaZ1gUWHVu3dvix9w8uTJvPrqq6xYsQJXV1cAiouLef3118tdSFnYwFVzBZ3JcyVV24JuMs2CsBMyvko4ioISFTvTvXi+uVwNWFdYVFjt2LHjuvf36tXL5PZ9991ncvu3334jLCzMeFXhkSNH0Gq1ZqcWhX34Pd0LZ5WB2+tJ74CwD3syZXyVcAw70r0pNqi5U04D1hkWFVZ9+vQx23b1HFTXjrHy9fU1uX3//feb3JbpFuzb7xle3FavAA8n+RATtqdXYF+GJxNkfJVwAJtTfGjuWUSEp9bWoYgaYlFhlZlpOtZGp9Nx+PBhXnnlFV5//XWz9itWrLAsOmFzeuXK1VcyCaOwF8dz3MkucZIVAITdK9Eb2JLqw6iw8lcjEbWPRYXVtT1QAHfeeScuLi5ER0dz8ODBGx4jNTXVuOhyixYtCAoKsiQUUc2OZruTIx9iwo7sTPfCU6OnnYyvEnbu4PlMMnVO3BmcbetQRA2yaILQ8oSEhBiLpfLk5+fz8MMPU79+fXr16kWvXr1o0KABjzzyCAUF8kZpb3akeePtJB9iwn78nu5FF/98nK367iWE9W06kUywq04WCa9jLOqxOnr0qMltRVFITExk/vz5tGvX7rr7RkdHs337dn788Ue6d+8OwK5du3j66aeZOnWqzGNlZ7ane9MjIBcn+RATdqBQq+dApifTWiTaOhQhrktRFDafSKZ/UA5qWQa3TrGosGrXrh0qlQpFMR3M3KVLFz799NPr7vvNN9+wbt06kwHwgwYNwt3dnQcffFAKKzuSrdPwR5YHr7e6ZOtQhADgwPkMtIqaHnJqWti5f5LzSMgo4M4IuRqwrrGosIqPjze5rVarCQoKws3N7Yb7FhQUEBISYrY9ODhYTgXamd/TvTCgolegLBoq7MOu02kEueho7ln8/+zdd1xV9f8H8Nfdl703CAgobnKEMxeKo0zNUn8ZSKZWahmOsq+LslArQ9MiZznKlZqlqYQrlZy501BB2XvD3Z/fH8TN62V74Q7ez8eDB9xzPufc9733fQ+fc85n6DsUQv7z2Lh/VeLuO8OC50Tj/7VADbrBc/z4cbRv3x52dnbw9vZW/3h5eUEqlaJDhw74448/at1Hr169sGTJEkgkEvWyiooKREVFqecOJIbhdK4l/Cwk8DCjybGJYTiTmIu+DqXg0K0VYuDisq3R37EEIi4NU9PSNKhiFRMTg6lTp1Y7ybKNjQ2mT5+OVatW1bmPs2fPwtPTE4MHD8bgwYPh5eWFc+fOYfXq1Q2L/l/r1q2Dj48PxGIxgoODceHChRrLbtiwAf369YOdnR3s7OwQEhKiVX7y5MngcDgaP1XzI7YUjFW2r+pPV6uIPp2IVv/kH12JW+nF1EOVGLxMCR/Xis0xxJluA7ZEDapYXbt2rdYKxtChQ+scaqFTp05ITExEdHQ0goKCEBQUhOXLlyMxMREdOnRoSDgAgF27diEyMhJLlizBlStX0KVLF4SGhiI7O7va8idPnsTEiRNx4sQJJCQkwMvLC0OHDkVammY7omHDhiEjI0P98+OPPzY4NmN2r0yEDIkQzzlQxYoYhnP5lgCAvpSTxMCtuV/Z3GUgnZi2SA1qY5WVlQWBQFDzzvh85OTk1LheLpcjMDAQv/76K6ZOndqQp67RqlWrMHXqVERERAAAYmNjcejQIWzevBkffPCBVvkdO3ZoPN64cSN++uknxMfHIywsTL1cJBLB1dVVJzEao1O5VhByVQimSW6Jgfgj1wr+FhK4ihX6DoWQWl0tMgefw2BLky63SA26YuXh4YGbN2/WuP769etwc3Orcb1AINBoW/W0ZDIZLl++jJCQEPUyLpeLkJAQJCQk1Gsf5eXlkMvlsLe311h+8uRJODs7o23btnjrrbeQl5ens7iNwalcKwTblcGM5mIjBoAx4ESuFQY60RUAYtgKZDzcLRVjaTvqTd1SNeiK1YgRI7Bo0SIMGzZMqwdgRUUFlixZgueff77WfcyYMQMrVqzAxo0bwec3qlOiWm5uLpRKpVYvQxcXF9y5c6de+3j//ffh7u6uUTkbNmwYxo4dC19fX9y/fx8ffvghhg8fjoSEBPB4PK19SKVSSKX/9VIqLq68ry6XyyGXG0nD7z/+axtXquDiz/xAzGuTBTmrue5dta62MgbDwD+Hqjx5PF+aOneMIm//za1bxWJkSwXo51D61PlGeas7lLf/eiyXfsu2gYoBg5yePlcfZ1R5a+Cqy9vqHjdWg2o2CxcuxL59+9CmTRvMnDkTbdu2BQDcuXMH69atg1KpxP/+979a93Hx4kXEx8fj2LFj6NSpEywsLDTW79u3r4EvofGWL1+OnTt34uTJkxoVxQkTJqj/7tSpEzp37gw/Pz+cPHkSgwcP1tpPdHQ0oqKitJYfO3YM5ubmTRO8zgWq/7qax4GcccEzd8LhkrqnGoorbdOUgenG4cP6jqBe4uLi1H839fAjxpG3lXl5NI0DEY8hh++Fwzq6aEV5qzuUt/8dP7encdHaCrgo8weaYN5lo8hbQ/dvvj6et4DucpfDnhzlsw4PHz7EW2+9haNHj6oHCOVwOAgNDcW6devg6+tb6/ZVbaFq0pAJm2UyGczNzbF3716MHj1avTw8PByFhYX4+eefa9z2888/x7Jly/D777+je/fudT6Xk5MTli1bhunTp2utq+4MysvLC7m5udX2oDRIj12xmn/TAzeLzHC4z71aN5EzLuJK22CI5T8QcFRNHeHT6Rep7whqJZfLERcXhyFDhqjbMRYXF8PR0RFFRUVNkkdGkbf/5uXL51vDRSTH2qCUp94l5a3uUN7+6988LZZz0fNkIN5vk4lwb91OvGxUeWvg5D1naeUtoLvcbfC9OG9vbxw+fBgFBQW4d+8eGGMICAiAnZ1dvbZvSMWpLkKhEN26dUN8fLy6YqVSqRAfH4+ZM2fWuN3KlSvxySef4OjRo/WqVKWmpiIvL6/G9mMikQgikUhruUAgqLWxv0H594uqZMDJHCtM9Myv95dXwFEZ/hfdSD6Hx3OmqXPHKPKWo0KejIdrRWZY0TFPp3lGeas7LT5v/82j07nWkDMuRroWNVluGUXeGrrHcvXxnNFV/jS6kZOdnR169OhR7/IqlQqfffYZDh48CJlMhsGDB2PJkiUwMzNrbAgAKuceDA8PR/fu3fHss88iJiYGZWVl6itjYWFh8PDwQHR05ci4K1aswOLFi/HDDz/Ax8cHmZmZAABLS0tYWlqitLQUUVFReOmll+Dq6or79+9j/vz58Pf3R2ho6FPFagyuFJqjQM5HCI2/QgzEqVwrMHAwgLquEwP3W5YNgmzK4CY27LZxpGk1Wyu4Tz75BB9++CEsLS3h4eGB1atXY8aMGU+93/Hjx+Pzzz/H4sWLERQUhKtXr+LIkSPqBu2PHj1CRsZ/E7Z+8803kMlkGDduHNzc3NQ/n3/+OQCAx+Ph+vXrGDVqFNq0aYMpU6agW7du+OOPP6o9SzI1v2dbw1EoR5ANTS9EDMPxHGt0si6Hs4iGWSCGq0zBxalcK4xwKdJ3KETPnq5bXgNs3boVX3/9tbqN0u+//46RI0di48aN4HKfrn43c+bMGm/9nTx5UuNxcnJyrfsyMzPD0aNHnyoeY8UYEJdjjcFOJTQbOzEIEiUHJ3KsMN235vHxCDEEx3OsIFVxMcyFrva3dM12xerRo0cYMWKE+nFISAg4HA7S09ObKwRSh7ulYjwoE2OoM51xEcNwJs8SZUoeXQUgBu9gpi262JSjlXkTdAUkRqXZKlYKhUJr7CuBQGA44+UQHMq0gTVfgX6ONBcbMQyHs2zgbyGBv6W07sKE6EmRnIeTOVZ40a1A36EQA9BstwIZY5g8ebJGOyWJRII333xTYyyr5hzHivyHMeDXTFuEuhRDSLOxEwMgU6jwe7Y1wlu1rFkPiPE5nGkDJePgeVe6skqasWIVHh6utWzSpEnN9fSkDrdKxEgqF9E0DMRgJDzIQ7GCj+F0G5AYuJ8zbNHHoZQ6WBAAzVix0uX4VUT3fs20hZ1Agd72dBuQGIZfr6XDx1yKdla6m1+UEF3LKKrA+QILrOyYqu9QiIGgSYcIVCqG2CRntDKTQUAZQQxAhUyJwzcyMNqtABzqoUoM2K/XMiDgMoRSpx/yr2a7YkUMzIlo9Z/n8y0A+FGXdqJ//+blsXRblMlaYax7oX7jIaQWjDHsvZyKEKdiWAtoNHRSia5PEOxJs4ePuZTashCD8VO6HXrYllHXdWLQrqYU4m5WCcZ76nZeQGLc6IpVC1cs5+Jwpg1m+WXRLRdiELIkfJzJs8Sy9tSRghiYx670A8Cumx7wEFuhrwO1TSX/oStWLdyvmbaQqTh4yZ3GXyGGYWeqPUQ8hpGuhfoOhZAalSq4OJhpi5c98sGjk1LyGKpYtWCMAdtSHDDAqQSuYuomTPRPrgJ+SHXAaLcC2FCbFWLADmXaoELJxcsedFJKNFHFqgVLyLfA3yVmiGiVq+9QCAEAHMu2QZZUgDAaFJQYMMaA7SkO6O9YAg8zmj2EaKKKVQu2+aET2lpWUPsAYjC+f+SAZ+1KaewqYtAuFprjRrE5JtNJKakGVaxaqKQyIeJzrDDFO5carRODcP5BHi4UWGKKN/2zIoZtU7IT/C0k6E/zqpJqUMWqhVr7wBmOQgVGuRXqOxRCAACr4xPR3qoCQ52L9R0KITV6VC7EsWxrvE4npaQGVLFqge5ll2J/uh1mts6GmEcTLhP9O/8gD+fu5+FdGvaDGLhvkpxgL1RiDPWkJjWgilUL9OXv/8BNLMcELxrUjugfYwyfH7uL9m7WdLWKGLSUcgH2pNljuk82zOiklNSAKlYtTML9PBy6noHZ/lkQcenAQPTv56vpuJhcgA9HtKOrVcSgrX3gAluBApO8qNcqqRmNvN5SnIiGTMXBonMB6GarpAFBiUEoOrYCn5xpi5GuZeibukHf4RBSo1vpRdiTZof/tc2AOZ9OSknNqGLVgqy974ykchF+7ZUILl0ZIHrGGMOi2x6QqLhY2DZD3+EQUiOVimHxz7fgZyFFGA2xQOpAFasWIiHfAl89cEakfxaNEUQMwq6LKTiYaYc1nR/CTUyDLBLD9dOVVFx+WIAfuqdBQA1oSB0oRVqApNwyzLjqjZ72ZXi7dba+wyEEp//JwcIDN/GqVx5GuRXpOxxCapRWWIGPfr2N0UHu6O1Qpu9wiBGgK1YmLq2wAuGbL8BWqMDXXR7SZKFEv05EIyHfAm9d8UE/+zJEBabpOyJCtJ2IBgBUKDl4+6IfrMBHlH2cnoMixsIkrlitW7cOPj4+EIvFCA4OxoULF2otv2fPHgQGBkIsFqNTp044fPiwxnrGGBYvXgw3NzeYmZkhJCQEiYmJTfkSmsTNtCK89PU5qBjD992SYCdU6jsk0sLtS7dF+CVfBNmUY22XR+CbxBGImCKFCnjveiv8UyrGt0EPYSOg4yepH6M/rO3atQuRkZFYsmQJrly5gi5duiA0NBTZ2dXf8jp37hwmTpyIKVOm4K+//sLo0aMxevRo3Lx5U11m5cqVWLNmDWJjY3H+/HlYWFggNDQUEolxtE2SKVRYvWETRq/9A47Ix74ul+FFE4WS5nYiWv2TcvhzzPhyByJvtMILboXY0i0ZFnyVviMkpFplCi6m/uWD33Os8VXnh+hkU6HvkIgRMfqK1apVqzB16lRERESgffv2iI2Nhbm5OTZv3lxt+dWrV2PYsGGYN28e2rVrh48//hhdu3bF2rVrAVRerYqJicHChQvx4osvonPnzti6dSvS09Nx4MCBZnxlDZdZJMGG0w8w4LMTWPPABW/5ZmNf8H04ixT6Do20QHIVEJ9thRnXWmHwH21xsdACqzs9whedUiGkMdSIAWKM4dQ/OXghIQAXCiywuWsSQpxL9B0WMTJG3cZKJpPh8uXLWLBggXoZl8tFSEgIEhISqt0mISEBkZGRGstCQ0PVlaakpCRkZmYiJCREvd7GxgbBwcFISEjAhAkTdP9C6lAqVaC4Qg6FkkGmVKGwXIa8Mhny//15mFeG63cScafUDAKOCs+7FuGtjtloYylt9lhJy3QvuxR347ciUyJAmkSAW8VmuFncAWVKHtpaVmBem0y86plH4/8QgyCRK1FQLkOpRIESqQJ5pTJcSs7HqX9ycCezBN1sFVj/TDL86RhKGsGoK1a5ublQKpVwcXHRWO7i4oI7d+5Uu01mZma15TMzM9Xrq5bVVOZJUqkUUul/X8CiospeTvn5+ZDLn/4W3PrTSfjmdJLWcg4YbARKuIjk6GAlwUS/cvR3KIGVoPIWS14TT7wuZ1yUl5cjjyODgGPgt3XyDHukZLlcXvle5uVBIBAAAEpKKs+UGWuayogu83Z93F3svOQEEVcFV5Ec/pYlmOyWg172ZQi0lIDDASokgCHcUKG81R1jzdvVx+/hu3OPNJY5ieToYVeGGYFF6GVfBg6a/hjaEEaVtwZOnpenlbeA7nLXqCtWhiI6OhpRUVFay319fZvl+W8A+L1ZnsmYLdV3AI1WUlICGxsbne+3qfL2HoAzT7UH8p+l+g6g0Ywtb1MAXAHw7VPthRiHpbWufdrcNeqKlaOjI3g8HrKysjSWZ2VlwdXVtdptXF1day1f9TsrKwtubm4aZYKCgqrd54IFCzRuL6pUKuTn58PBwQEcE578rLi4GF5eXkhJSYG1tbW+wzFq1b2XjDGUlJTA3d29SZ6T8pby9mlR3jYfylvdqem91FXuGnXFSigUolu3boiPj8fo0aMBVH7J4uPjMXPmzGq36dWrF+Lj4zF79mz1sri4OPTq1QtA5VmPq6sr4uPj1RWp4uJinD9/Hm+99Va1+xSJRBCJRBrLbG1tn+q1GRNra2v6ouvIk+9lU5zxV6G8pbzVFcrb5kN5qzvVvZe6yF2jrlgBQGRkJMLDw9G9e3c8++yziImJQVlZGSIiIgAAYWFh8PDwQHR05YBv7777Lvr3748vvvgCI0eOxM6dO3Hp0iWsX78eAMDhcDB79mwsW7YMAQEB8PX1xaJFi+Du7q6uvBFCCCGEVMfoK1bjx49HTk4OFi9ejMzMTAQFBeHIkSPqxuePHj0Cl/vfqBK9e/fGDz/8gIULF+LDDz9EQEAADhw4gI4dO6rLzJ8/H2VlZZg2bRoKCwvRt29fHDlyBGKxuNlfHyGEEEKMB4c1VdcNYvKkUimio6OxYMECrUvzpGHovWw+9F7rDr2XzYfea91p6veSKlaEEEIIITpi9COvE0IIIYQYCqpYEUIIIYToCFWsCCGEEEJ0hCpWhBBCCCE6QhUrQgghhBAdoYoVIYQQQoiOUMWKEEIIIURHqGJFCCGEEKIjVLEihBBCCNERqlgRQgghhOgIVawIIYQQQnSEKlaEEEIIITpCFStCCCGEEB2hihUhhBBCiI5QxYoQQgghREeoYkUIIYQQoiNUsSJ6xeFwsHTpUn2HQQghpJ5OnjwJDoeDvXv36jsUg0QVK/LUvvvuO3A4HFy6dEnfoZAW7uuvvwaHw0FwcLC+Q2mUr7/+Gt99952+wyD1dOPGDYwbNw7e3t4Qi8Xw8PDAkCFD8NVXXzXZc6anp2Pp0qW4evVqkz0HeTpUsSKEmIwdO3bAx8cHFy5cwL179/QdToNRxcp4nDt3Dt27d8e1a9cwdepUrF27Fm+88Qa4XC5Wr17dZM+bnp6OqKgoqlgZML6+AyCEEF1ISkrCuXPnsG/fPkyfPh07duzAkiVL9B0WMVGffPIJbGxscPHiRdja2mqsy87O1k9QJqasrAwWFhb6DqPB6IoV0bkBAwZgwIABWssnT54MHx+fGrc7ceIEOBwO9u/fr7Xuhx9+AIfDQUJCgg4jJaZkx44dsLOzw8iRIzFu3Djs2LFDY31Vu5CTJ09qLE9OTgaHw9G6UrRnzx60b98eYrEYHTt2xP79+7VyuCH7zMzMREREBDw9PSESieDm5oYXX3wRycnJAAAfHx/cunULp06dAofDAYfDqfZ7RAzD/fv30aFDB61KFQA4OztrPN6+fTu6desGMzMz2NvbY8KECUhJSdEoM2DAAHTs2BGXL19G7969YWZmBl9fX8TGxqrLnDx5Ej169AAAREREqPPk8Tw7f/48hg0bBhsbG5ibm6N///44e/asxnMtXboUHA4H//zzDyZNmgQbGxs4OTlh0aJFYIwhJSUFL774IqytreHq6oovvvii2vdAqVTiww8/hKurKywsLDBq1Cit19XQmG7fvo3/+7//g52dHfr27Vvt8xo6qlgRgzFgwAB4eXlp/UMEKv9p+vn5oVevXnqIjBiDHTt2YOzYsRAKhZg4cSISExNx8eLFRu3r0KFDGD9+PAQCAaKjozF27FhMmTIFly9fbnR8L730Evbv34+IiAh8/fXXeOedd1BSUoJHjx4BAGJiYuDp6YnAwEBs27YN27Ztw//+979GPx9pWt7e3rh8+TJu3rxZa7lPPvkEYWFhCAgIwKpVqzB79mzEx8fjueeeQ2FhoUbZgoICjBgxAt26dcPKlSvh6emJt956C5s3bwYAtGvXDh999BEAYNq0aeo8ee655wAAx48fx3PPPYfi4mIsWbIEn376KQoLCzFo0CBcuHBBK7bx48dDpVJh+fLlCA4OxrJlyxATE4MhQ4bAw8MDK1asgL+/P+bOnYvTp09X+9oOHTqE999/H++88w7i4uIQEhKCiooKdZmGxvTyyy+jvLwcn376KaZOnVr7h2CoGCFPacuWLQwAu3jxImOMsf79+7P+/ftrlQsPD2fe3t4aywCwJUuWqB8vWLCAiUQiVlhYqF6WnZ3N+Hy+RjlCHnfp0iUGgMXFxTHGGFOpVMzT05O9++676jInTpxgANiJEyc0tk1KSmIA2JYtW9TLOnXqxDw9PVlJSYl62cmTJxkAjRyu7z4LCgoYAPbZZ5/V+jo6dOhQ7XeHGJ5jx44xHo/HeDwe69WrF5s/fz47evQok8lk6jLJycmMx+OxTz75RGPbGzduMD6fr7G8f//+DAD74osv1MukUikLCgpizs7O6v1evHhRK18Zq8z5gIAAFhoaylQqlXp5eXk58/X1ZUOGDFEvW7JkCQPApk2bpl6mUCiYp6cn43A4bPny5erlBQUFzMzMjIWHh6uXVeW9h4cHKy4uVi/fvXs3A8BWr17d6JgmTpxYwztuPOiKFTEoYWFhkEqlGt14d+3aBYVCgUmTJukxMmLIduzYARcXFwwcOBBA5TAe48ePx86dO6FUKhu0r/T0dNy4cQNhYWGwtLRUL+/fvz86derUqPjMzMwgFApx8uRJFBQUNGofxLAMGTIECQkJGDVqFK5du4aVK1ciNDQUHh4eOHjwIABg3759UKlUeOWVV5Cbm6v+cXV1RUBAAE6cOKGxTz6fj+nTp6sfC4VCTJ8+HdnZ2XVeLb169SoSExPxf//3f8jLy1M/V1lZGQYPHozTp09DpVJpbPPGG2+o/+bxeOjevTsYY5gyZYp6ua2tLdq2bYsHDx5oPWdYWBisrKzUj8eNGwc3NzccPny40TG9+eabtb5OY0CN14lBCQwMRI8ePbBjxw71l3vHjh3o2bMn/P399RwdMURKpRI7d+7EwIEDkZSUpF4eHByML774AvHx8Rg6dGi99/fw4UMAqDbf/P39ceXKlQbHKBKJsGLFCsyZMwcuLi7o2bMnnn/+eYSFhcHV1bXB+yOGoUePHti3bx9kMhmuXbuG/fv348svv8S4cePUlQrGGAICAqrdXiAQaDx2d3fXaqzdpk0bAJXt9nr27FljLImJiQCA8PDwGssUFRXBzs5O/bhVq1Ya621sbCAWi+Ho6Ki1PC8vT2t/T74uDocDf39/dbvBxsTk6+tbY1ljQRUronMcDgeMMa3l9b1yEBYWhnfffRepqamQSqX4888/sXbtWl2HSUzE8ePHkZGRgZ07d2Lnzp1a63fs2IGhQ4eCw+FUu31Dr2g9riH7nD17Nl544QUcOHAAR48exaJFixAdHY3jx4/jmWeeaXQMRP+EQiF69OiBHj16oE2bNoiIiMCePXugUqnA4XDw22+/gcfjaW33+BXRp1V15eezzz5DUFBQtWWefL7qYqpuGYBqj+lNEZOZmVmDn8fQUMWK6JydnV21l42rrgTUZcKECYiMjMSPP/6IiooKCAQCjB8/XtdhEhOxY8cOODs7Y926dVrr9u3bh/379yM2NlZ9Vvxkg+En89Lb2xsAqh0H68ll9d1nFT8/P8yZMwdz5sxBYmIigoKC8MUXX2D79u0Aaq6oEePRvXt3AEBGRgb8/PzAGIOvr6/6ylNt0tPTtYYY+OeffwBA3Ru1phzx8/MDAFhbWyMkJORpXkK9VV2RqsIYw71799C5c2e9xWQIqI0V0Tk/Pz/cuXMHOTk56mXXrl3T6l5bE0dHRwwfPhzbt2/Hjh07MGzYMK1L04QAQEVFBfbt24fnn38e48aN0/qZOXMmSkpKcPDgQXh7e4PH42n1bvr66681Hru7u6Njx47YunUrSktL1ctPnTqFGzduaJSt7z7Ly8shkUg0lvn5+cHKygpSqVS9zMLCQquSRgzTiRMnqr2KU9W+qG3bthg7dix4PB6ioqK0yjLGtG6vKRQKfPvtt+rHMpkM3377LZycnNCtWzcAUFe6nsyTbt26wc/PD59//rlG3lZ5/HisK1u3bkVJSYn68d69e5GRkYHhw4frLSZDQFesiM69/vrrWLVqFUJDQzFlyhRkZ2cjNjYWHTp0QHFxcb32ERYWhnHjxgEAPv7446YMlxixgwcPoqSkBKNGjap2fc+ePeHk5IQdO3Zg/PjxePnll/HVV1+Bw+HAz88Pv/76a7WDOX766ad48cUX0adPH0RERKCgoABr165Fx44dNf5B2NjY1Guf//zzDwYPHoxXXnkF7du3B5/Px/79+5GVlYUJEyaoy3Xr1g3ffPMNli1bBn9/fzg7O2PQoEE6ereILs2aNQvl5eUYM2YMAgMDIZPJcO7cOezatQs+Pj6IiIiAra0tli1bhgULFiA5ORmjR4+GlZUVkpKSsH//fkybNg1z585V79Pd3R0rVqxAcnIy2rRpg127duHq1atYv369uj2Wn58fbG1tERsbCysrK1hYWCA4OBi+vr7YuHEjhg8fjg4dOiAiIgIeHh5IS0vDiRMnYG1tjV9++UWn74G9vT369u2LiIgIZGVlISYmBv7+/uphErhcbrPHZBD01h+RmIzNmzczAOzKlSvqZdu3b2etW7dmQqGQBQUFsaNHj9ZruIUqUqmU2dnZMRsbG1ZRUdHEr4AYqxdeeIGJxWJWVlZWY5nJkyczgUDAcnNzWU5ODnvppZeYubk5s7OzY9OnT2c3b96stvv6zp07WWBgIBOJRKxjx47s4MGD7KWXXmKBgYEa5eqzz9zcXDZjxgwWGBjILCwsmI2NDQsODma7d+/W2FdmZiYbOXIks7KyYgBo6AUD9ttvv7HXX3+dBQYGMktLSyYUCpm/vz+bNWsWy8rK0ij7008/sb59+zILCwtmYWHBAgMD2YwZM9jdu3fVZfr37886dOjALl26xHr16sXEYjHz9vZma9eu1Xrun3/+mbVv357x+Xyt3P3rr7/Y2LFjmYODAxOJRMzb25u98sorLD4+Xl2mamiDnJwcjf2Gh4czCwsLreeriq1K1XALP/74I1uwYAFzdnZmZmZmbOTIkezhw4da2z9NTMaIw1gjWqQR8pg1a9bg3Xffxb1799T31J+WQqGAu7s7XnjhBWzatEkn+yTkaQUFBcHJyQlxcXH6DoWYmAEDBiA3N7fOAUeJ4aM2VuSpXbx4ERYWFupGv7pw4MAB5OTkICwsTGf7JKS+5HI5FAqFxrKTJ0/i2rVrNM0MIaRW1MaKNNpPP/2EkydPYseOHXjjjTfA5z99Op0/fx7Xr1/Hxx9/jGeeeQb9+/fXQaSENExaWhpCQkIwadIkuLu7486dO4iNjYWrq6tJDGBICGk6VLEijTZ37lyUlJRgypQp+PLLL3Wyz2+++Qbbt29HUFCQ1qS4hDQXOzs7dOvWDRs3bkROTg4sLCwwcuRILF++HA4ODvoOjxBiwKiNFSGEEEKIjlAbK0IIIYQQHaGKFSGEEEKIjlAbqyagUqmQnp4OKysrmqKCNBpjDCUlJXB3dweX2/TnQJS3RBcob4mx0lXuUsWqCaSnp8PLy0vfYRATkZKSAk9PzyZ/HspbokuUt8RYPW3uUsWqCVhZWQGo/HCsra31HE3TkcvlOHbsGIYOHaqeboE0TnXvZXFxMby8vNT51NQob0lDUd42H8pb3anpvdRV7lLFqglUXY62trY2+S+6ubk5rK2t6Yv+lGp7L5vr9gblLWkoytvmQ3mrO3W9l0+bu0bdeP306dN44YUX4O7uDg6HgwMHDtS5zcmTJ9G1a1eIRCL4+/tXO1bSunXr4OPjA7FYjODgYFy4cEH3wRNCCCHE5Bj1FauysjJ06dIFr7/+OsaOHVtn+aSkJIwcORJvvvkmduzYgfj4eLzxxhtwc3NDaGgoAGDXrl2IjIxEbGwsgoODERMTg9DQUNy9exfOzs5PFa9CodCaJsOYyeVy8Pl8SCQSKJVKfYfTYHw+XyejxZs6lUoFmUym7zB0hvK2ZaC8NTxCobBZOjTom1F/O4cPH47hw4fXu3xsbCx8fX3xxRdfAADatWuHM2fO4Msvv1RXrFatWoWpU6ciIiJCvc2hQ4ewefNmfPDBB42KkzGG9PR0FBcXN2p7Q8UYg6urK1JSUoy2N461tbX6iifRplKp8PDhQ0gkEn2HojOUt6aP8tYwicVieHt7m3zlyqgrVg2VkJCAkJAQjWWhoaGYPXs2AEAmk+Hy5ctYsGCBej2Xy0VISAgSEhJq3K9UKoVUKlU/rqpAyeVyyOVySKVSFBUVwcHBAZaWlkb7pXgSYwxlZWWwsLAwutfEGENpaSny8vJgY2MDkUikVUalYiiXK1EuU0KqUEKhZJArVZA/9luheuLxE8v7+DvA2968znjkcrnG7yf/bgp15W1VmYqKCri4uMDMzKxJ42kupp63zYnytvkYc94CQEVFBbKyslBeXm6QeVvd48ZqURWrzMxMuLi4aCxzcXFBcXExKioqUFBQAKVSWW2ZO3fu1Ljf6OhoREVFaS0/duwYzM3Nwefz4erqCg6H0+QHneYmFAqN5jWpGKBUAUpW+SNVcJBfUoE12/7AwyIFSuUcSJSAtOpH9bQNGBnC26gQ5FD/WaPi4uLUf5eXlz/V89elrrwFoM5dpVJpUrdVjClvGQMUrDJ/RbzKhrUVFRU4deqUwTQtoLxtHsaUt09SKpUGnbeA7nK3RVWsmsqCBQsQGRmpflzVZXPo0KGwtraGRCJBSkoKLC0tIRaLmzye5ORkzJs3D3v27EFiYiJeffVV7N27F+fOncOaNWsgFAphb2+Pffv2PdXzVA2mVt3AfI/HoCtr1qzBnj17YG9vj23btmn0AEpOTkZwcDA6dOgAxhi+2/4jLG3t8dYbr+N4/DG8/d4HeCX8Dc0dKjmQMy7kQmt4uglhbyGApYgPi8wLsOCpYMFX/ftbCRGXQcBl4HMYhP/+Fjz2W/DYbz4XEHAYOBwA/SJRH3K5HHFxcRgyZIhGt/WmVFfeAmjW3G1ReVuapV7/weJlSLhwCd6tvBD71ZeQc0WYFP46cvPyIZFKMfvDj9CtZx/wuRwEulpBIpHAzMwMzz33XLMcT2pDedvC8vZfRUVFCA0Nxe3bt3Hu3Dl07NgRAJCamooZM2agtLQU/fr1w9KlS9XbSCQSCDkKcCuykZgP3CsTIbFUhOhXn8MzXrY6i7s+qstbQHe526IqVq6ursjKytJYlpWVBWtra5iZmYHH44HH41VbxtXVtcb9ikSiai9tCgQCCAQCKJVKcDgccLncZrm3zOVyweFwkJGRgUmTJmH79u3w8fHB6NGjceHCBQiFQhQUFDx1LCqVCgDUr626GHT1enNzc/HLL7/gzJkz+OGHH/DNN9+ob9kqlCqUyhR4tndfxKzfigq5EiUASoulmP3hUvTq3RvSilJ4mcnUlSI+l0EukyNJJMU6/0sQqx47U/HXSciVGtgtuipnqv5uSnXlLYBmzd2WlrcAcOn6bSSlZWH7/sNYtepLrNt1FMNHj8OnX22ClZkA2anJeH/ObIwbtAcia0f158DhcDQ+J32jvG1ZeWtpaYlDhw5h3rx5Gu/x+++/j9jYWHh4eAAApIWZKFHwUKbgolSqQKZEgGV33SCVShBgKUVfh1LYWYj1lsdPfod0FYdptyB7Qq9evRAfH6+xLC4uDr169QJQeZm1W7duGmVUKhXi4+PVZYxFfn4+XnrpJcTGxiIwMBBA5T3uc+fOQalUws7OTmubrl27Ytq0aejVqxc+++yzavc7c+ZMnD9/HgAQHx+PpUuXIisrCwMHDkS/fv0wbtw4rR4rAwYMQGlpKQBg3LhxSE5OhkQiwaRJkzBo0CCMGjWqzjOFixcvon///uBwOBg2bBj+OHMGOSUS3Msuxe2MYqQVSHDhzwS8+uJQbPliCQIsKtDRqhx9fa3gIFTAmq+EnUAJC54KIi4Dr8HvKGkOJpm3PbuCU5KJYX2CcPbUcciKMpEj4yOxTIQDp68iqE8I5CoORgwZiPtXE9DOSoIuDiq0NpfCQl6IZzq0hRVfBSGfstZQmWTePna8PXv2rMZ6gUAAJycnjWXyvEdIvp+I2bNmoE/ffvjx5yO4WypGhkQABePASqCCg1CBXT3u49LAv/FjjweIapeOAJfmGUi2ORn1FavS0lLcu3dP/TgpKQlXr16Fvb09WrVqhQULFiAtLQ1bt24FALz55ptYu3Yt5s+fj9dffx3Hjx/H7t27cejQIfU+IiMjER4eju7du+PZZ59FTEwMysrK1L0EdaFCpsT9nNKn3o+fkyXMhNUfbK9cuYJ+/fqhW7du6mU7duxAdHQ0IiIiMHnyZCxZskRjm4KCAsyZMwcBAQEYMGAAwsPDtYaYmDBhAnbu3Ing4GDs3r0bYWFhsLOzQ1xcHPh8Pt59910cP34cAQEBtca+ceNGDBo0CK+//jp27dqF9evXY+7cuRg8eLDWgSImJgYFBQWwsrJCUbkMeRVKpGflIKtIAku+Ep5mSvj62SD56lmYm5th6qy5OPzrIbz04siGvJ2kDrrKW6Dm3DXFvLW2sgIDwDG3Q3peEe6UiMEFYCVQglOeh0Bve/hbSAEHM5QW5UPAqWyT99zwMfjn3gNsjV3dgHeWPInytpF5+++tPxsbG+Tn59e6f4VShTsZxfjrxi0s/WoLzIQCzHp9Ik7HH4UlXwkeAIlMjjKeCo4iBaCqdXdGz6grVpcuXcLAgQPVj6vuu4eHh+O7775DRkYGHj16pF7v6+uLQ4cO4b333sPq1avh6emJjRs3qodaAIDx48cjJycHixcvRmZmJoKCgnDkyBGtBu1P435OKZ7/6sxT7+fXWX3R0cOm2nUhISFwd3fH4sWL8dFHHwEAunfvjp9++gkymQzDhg3DnTt31GdXQOXl3bZt2wIAunTpgqSkJK0vep8+fTBv3jzIZDL8/fff6NSpE/Ly8jBjxgwUFBQgPT0dXbt21fiiP94egLHKfxq3b9/GxYsXsXXrVsjlcvTr1w8AtK4oApVf2lv3knE/PRcP88shLSqGi70N2llX/HflSSAEIAQAjB01An9evEwVKx3TVd4CNeeuKeUtAKSlpeFGYRnuloqRnVcAG1s7eJnJYC2o/GfjZmeFstISAEBRcQns7WzV257+bT8epaTixYkRGDp4QD3fWfIkytuG5216err6okVRURHs7e21CxVnQCWrQFZeAZBRDKnIAT4+vugd4AxLvgoWQh4sIAXPuKsZjWLUr3jAgAHqxKlOdaOqDxgwAH/99Vet+505cyZmzpz5tOHVyM/JEr/O6quT/dQmJiYGY8aMwZYtWxAREYHExEQEBARAKBTCxsZG670rLS1FYmIi/P39cf36dfj4+Gjtk8PhoE+fPoiKisLgwYMBAD/++COef/55vPHGG5g1a5bWfu3s7JCamgp/f3/cunULABAYGIhevXrhtddeA/BfN9fHz6CYUga5ioM5S5bDK6AjYtd8iQDLd7D/6FEM6NVD43ZeSUkprKwq348/zp1Hu7a1n8GRhtNV3lbtqyZGnbfK/3qgfbxsGexbtcGJs5/hzdkq3P/zKIb27gY7wX9XCHoHd8eqdesRNvFlHI0/iT49e4AxBoVCAYFAAEsLC1haWjTgnSVPoryt3/H28dfRo0cPrFq1CgBw9OhR9OnTR6OMQqlCtkSAIjkPpQoeOorkcLDiwNXRFsrSApQLBJBKZS12INuW+ar1zEzIq/FKky5xuVz88MMPCAkJgaenJ9auXYucnBxwuVz069cP7dq10yhvZ2eHmJgYXL58GWPGjKnxKt2ECRPQs2dPXL9+HQAwaNAghIeH45dffql2zJi3334bL7/8Mjp37qze57Rp0zBt2jRs2fAtAGDOrOkYGRqC+P3bwQAUynnI/PfevINQASeRAmOHD0LIsOdhZ2uLHRvWAgBmf7AY0UsW4MyfF7Dw4xUwNzeDr3crfLxwPgBgwdJPcfC3Y1Aqlbif9BBfRmt30yb1Q3n7WN5u2QIAmDNnDkaOHPnfmX9xBmQqDtIkApQoeLDiKzFm2CD83+hh1eZtUOeOcHFyRL9ho9HK0wNz33kTUqkUw156FUBlI+xPFy/Qio3UH+VtPfK2GiNHjkSfPn1gZ2eHHTt2AADeffddzF0YhWI5B29Nmoh/bt9A9sN/MD1iEia/Oh6fLv4AL0wIh0wmR9SHcxv+JpoIDqvtkg9plOLiYtjY2KCoqEg93EJSUhJ8fX313j26Nt27d8elS5fqXV6lUqG4uBjW1taN741SnKHxUM44SK2o/Kdkw1fCVSyHiNs0KSqRyZGUkg7f4vOavQJ1aWD9/inK5XIcPnwYI0aM0Oi2/ngeNbXqns8YclcveVsNxhjy83KRIRGAx2VwF8thw9fh1CPWbgAM6zOhvG08Q8nb+pLKlUgtqECZTAEHCyGcucXq9oD1UePxtp7HSF2qLm8B3eUuXbEiNTp16pRWg8v4+HjweE3TO6lQzkOaRAgOGHzMZbDW5T8l0mI0d94CgEKlQlpBBYokAtgLFXATy6nnKWkQfeRtfRWUyZBWWAE+j4PWTpawFPGB4iJ9h2WwqGJF1J48e+rfvz9OnjzZ5M+rApAhESBPxoeNQAkPsRz8BpwJkZZNX3lbRSpXIjmvHAqVCt5mMtgI6ISA1E3feVsfKsaQUViBvDIZ7ARKeJjJwJWWAdK6t23JqGJF9ErBOHhUIUSZggsPsRz2QgWMbxYs0lKVFWQhuVwEPofB31zaZLetCWluSpUKyXnlKJcp4WFnBntlPh2b64kqVs2ouLgYjDGjnECzOiqVCjKZDBKJpO57/qXZWotkjIO0CiGUTAF3sQwWUEHaTNN6MQaUVMgAxsChZoZ1qqio0HcIOtOgvK1FmVSOtCIOzHgSuInlYAoGiQ7j1CKRqKc1AWAyx5GmRHnbOHKlCqkFFVCoVPCwNYM5j0Fa8XRzFFZIDWN+wOZAFatmIBKJYG1tjby8POTl5ek7HJ1hjKGiogJmZmZ1H+QlmvfjFYyDXGll+jmKFMjWx60/lRLW0nQImekcfHVNKBRCLBYjMzNT36HoTIPytgYSuRJ5ZTKIuSrwhQqk6DjGaonL1H9aW1tDKBQ2x7MaJcrbxlOqGHKKK8AAOAoVyMrT3bFZLMuDUGX6x1uqWDUDDocDDw8PuLi4GMys3rogl8tx+vRpPPfcc3XPsXT+W/WfqeVCzLvhBQu+Cp91TIWzTD+ztfOZHHxmnDPFNxculwtvb2/IZM10KbEZNChvq3EhKR+LDt1Az9aO+J/zOQglzXRS0G46AIDP57fY8YHqi/K2cQrKZHhv91VIy4qwqlMK3MS6PT4KVRXgwvTvENC3sxmZ2gGRx+NBoVBALK7HJJr/dq/NkvAx+UIrCLlSfNf5PhwFSpOf3sDYcblcg+2y3hgNytvHnYjGjSIzvHmxNXrZl2GZ4xUIgObLXxP6DJoD5W3DlEjkeH37NeSWyrC7yz/wFcro2NxIpvNfnhi8QhkPYZd9oWLA9m5JcBRR7yliPB6VCxFxxQdtLCX4qvNDCFrUFPbElCmPR+OdKz5ILbTA3mfvwdfCdK706QNVrEizkKuAN696I1sqwJ5n78PdjG7BEeNRLlNg2l/esOCpsKlrMsz5pn87g7Qcn9x1w+k8K2zumoS2VjSWwtOiihXRrRPR1S5edtcdlwot8EOP+/C3pC8uMR6MMSzYdwMPK0Q4EJwIByFdaSWmY+/lVGx+6ISP2qWhv2OpvsMxCc1Ssap2ZuxacDgcXLlyBd7e3k0UEWlOu1Lt8P0jR3zSPhXP2jXR1DGENJGtCQ/x89V0rOmcQmfzxKTcyy7FogM38bJHPsJamU6PdX1rlopVYWEhYmJiYGNT90SYjDG8/fbbWjNuE+N0p0SMRX97YKJnHl71ytd3OIQ0yJ3MYnxy6G9M7u2DUVbX9R0OITojkSsx84cr8LAzQ1Rgmr7DMSnNditwwoQJcHZ2rlfZWbNmNXE0pDlUKDmYda0VWptLsSQwXd/hENIg0vjlmJ3gj9ZmwAKLX/QdDiG6cyIan952x4NsexzseY/aDOpYs1SsVKqG9dmsGlmYGLdld93xqEKIX3slQsyjLy4xLqsSXfCgTISfe92jqWqISTmXZ4GtKY6ICkxDoFWTzhfQIlGHYdIkTuVaYkeKAxa2TUcANVYnRubywwKsT3ZCZEAW2tE/HmJCymUKfHDLE8/aleI1alfVJPRasbK2tsaDBw/0GQJpAmUKLj685Yne9iWYRO2qiJGRK1X43/4b6Gxdgak+OfoOhxCd+uLYP8iSCrCiQyq4NN1kk9DrcAuMJr81SZ8luiJPxsePPR6A5oklxua7s8n4J6sEB3umgUf5S0zI3xnF2HI2CfMDsmgQ0CZEtwKJTl0pNMf3jxwwNyATrczpi0uMS1phBb78/R+E9fJBR2vTnyyWtByMMUT9cgs+jhZ43TtX3+GYtEZXrO7fv4+FCxdi4sSJyM7OBgD89ttvuHXrVr33MWnSJFhbWzc2BGJgVCqGxX+7o6N1BSLoi0uM0CeHbsNSxMecoW30HQohOnX4Rib+fJCPxc+3h5A6YzSpRt0KPHXqFIYPH44+ffrg9OnT+OSTT+Ds7Ixr165h06ZN2Lt3b73288033zTm6YkhOBENMC6AQOCPVQBHhT2pdrhZ7IWfnr1Ht1CIcTkRjUsF5jh8wx+rOj2CVcJFfUdEiG6ciEaFkoNPzrRFiFMFBqRv0ndEJq9RV6w++OADLFu2DHFxcRAKherlgwYNwp9//qlVfs2aNZBI6t+zJjY2tkFDLqxbtw4+Pj4Qi8UIDg7GhQsXaiw7YMAAcDgcrZ+RI0eqy0yePFlr/bBhw+odT0tULOfis0RXjHYrQDcaXZ0YGcaAZXfd0NG6HKPdCvUdDiE6teWhI3KkfCxsm6HvUFqERlWsbty4gTFjxmgtd3Z2Rm6u9i2g9957r0EVpfnz5yMnp369cXbt2oXIyEgsWbIEV65cQZcuXRAaGqq+Pfmkffv2ISMjQ/1z8+ZN8Hg8vPzyyxrlhg0bplHuxx9/rHf8LdHaBy4oU/LwfptMfYdCSIP9mmmDq0UW+LBNBvWUIialSM5FbJIT/s8rHz7UYL1ZNOpWoK2tLTIyMuDr66ux/K+//oKHh4dWecYYBg8eDD6/fk9XUVH/RqOrVq3C1KlTERERAaDyatehQ4ewefNmfPDBB1rln5y3cOfOnTA3N9eqWIlEIri6utY7jpYspVyALQ8dMMsvG25iub7DIaRBZAoVVia6IsSpGL0dyvQdDiE6tSHZCTIVFzNaV3+xgeheoypWEyZMwPvvv489e/aAw+FApVLh7NmzmDt3LsLCwrTKL1mypEH7f/HFF+s1cbNMJsPly5exYMEC9TIul4uQkBAkJCTU67k2bdqECRMmwMLCQmP5yZMn4ezsDDs7OwwaNAjLli2Dg4NDg15HS/HVA2fYCpR4w5vG/CHG56crqUitEGLjM8n6DoUQncopkWLzQ0dM9s6Fs0ih73BajEZVrD799FPMmDEDXl5eUCqVaN++PZRKJf7v//4PCxcu1Crf0IpVfeXm5kKpVMLFxUVjuYuLC+7cuVPn9hcuXMDNmzexaZNmY75hw4Zh7Nix8PX1xf379/Hhhx9i+PDhSEhIAI/H09qPVCqFVPrf6OLFxcUAALlcDrncRK/gMC7kjIvMcuDndFssCsyAgMeBnNF9FA31/Pyr8uTxfGnq3GmReQvN91qmUGHt8UQMdylGa0s55MyAR6AxwM+E8rb5VPdeV+uPVeo/195xBZdjhyk+eYab23r4zGp6L3WVP42qWAmFQmzYsAGLFi3CzZs3UVpaimeeeQYBAQE6Caq5bNq0CZ06dcKzzz6rsXzChAnqvzt16oTOnTvDz88PJ0+exODBg7X2Ex0djaioKK3lx44dg7m5ue4DNwiBAIDDKVzYigBrG2ccLqnfJNstyuHDDSoeFxen/ru8vGk7AbTMvP1PXFwczmVxkF7IRVgXCxwuCdR3SLVrYC41J8rb5vP4e129yjwukQM/pPAw2IPhnCQAMNSZmfSY10++l7rKXQ5rxPDnZ86cQd++fXUSwNOQyWQwNzfH3r17MXr0aPXy8PBwFBYW4ueff65x27KyMri7u+Ojjz7Cu+++W+dzOTk5YdmyZZg+fbrWuurOoLy8vJCbm2u643T9sQpXi8zx8vnW+KRDGl7xKNB3RIapX2S9isnlcsTFxWHIkCEQCAQAKvPI0dERRUVFTZJHLTJv8d973d/8H4w4649nbMsR0zlV32HVrZ651Jwob5tPde91tf69YrUq0RnfP3LAyX7/wE6obKYoG0EPeV3Te6mr3G3UFatBgwbBw8MDEydOxKRJk9C+fftGB/A0hEIhunXrhvj4eHXFSqVSIT4+HjNnzqx12z179kAqlWLSpEl1Pk9qairy8vLg5uZW7XqRSASRSKS1XCAQ1P4FMGYcFWIfOMJZzDDWrQACjkrfERmmBn7+j+dMU+dOi8zbxxxMt0GGRICtflnGkb8G/JlQ3jafOl8nR4USBRc7Uuwx0TMfziIDvz2qx8/syfdSV/nTqJuu6enpmDNnDk6dOoWOHTsiKCgIn332GVJTm/+sLzIyEhs2bMD333+Pv//+G2+99RbKysrUvQTDwsI0GrdX2bRpE0aPHq3VIL20tBTz5s3Dn3/+ieTkZMTHx+PFF1+Ev78/QkNDm+U1GYO7JSLE51hjsIcKfAO9dU9ITVQM2JjsiBEuRfC3lNa9ASFG5IcUB1QouXjDh2bA0IdG/Ut0dHTEzJkzcfbsWdy/fx8vv/wyvv/+e/j4+GDQoEG1bnvixIlGBVqT8ePH4/PPP8fixYsRFBSEq1ev4siRI+oG7Y8ePUJGhuagaHfv3sWZM2cwZcoUrf3xeDxcv34do0aNQps2bTBlyhR069YNf/zxR7VnSS1VbJIz3MQydHekqRGI8bmez8GjChGm+1JPVmJaJEoONiY7Yqx7IQ1/oyeNuhX4OF9fX3zwwQfo0qULFi1ahFOnTtVaftiwYfD09ERERATCw8Ph5eX1tCFg5syZNd76O3nypNaytm3boqamZWZmZjh69OhTx2TKUvLLcTDTFgvaZIDPpQbrxLgwxnA8nYtgu1J0tqGJlolpOZhhi1wZH9PopEFvnqpidfbsWezYsQN79+6FRCLBiy++iOjo6Fq3SUtLw7Zt2/D9998jKioKgwYNwpQpUzB69GiN6XGIgTih/Xmuv+0OG74tXvEswIlyqlgR43LpYSEelnLwv2foNgkxLYwxbHnkiEFOJfCzoFvc+tKoW4ELFiyAr68vBg0ahEePHmH16tXIzMzEtm3b6pxTz9HREe+99x6uXr2K8+fPo02bNnj77bfh7u6Od955B9euXWvUCyHNI0fKx+40e0R458KMR7cBifHZeCYZrmYM/R1L9R0KIU/vRLT65+L+Nfi7xAzhreikQZ8adcXq9OnTmDdvHl555RU4Ojo2+sm7du0KV1dXODg4YPny5di8eTO+/vpr9OrVC7GxsejQoUOj902axvePHMDnMIS1ytN3KIQ02L3sUhy/m4OJfiqaE5CYnO8fOqK1hQR9HeikQZ8adcXq7NmzePvttxtdqZLL5di7dy9GjBgBb29vHD16FGvXrkVWVhbu3bsHb29vrbn7iP5JlBzsSHHAyx4FsBEY8LgohNTgu3NJcLQUUqcLYnLSKwQ4km2DcK88OmnQs3pfsTp48CCGDx8OgUCAgwcP1lp21KhRNa6bNWsWfvzxRzDG8Nprr2HlypXo2LGjer2FhQU+//xzuLu71zc00kwOZtiiUM7DZLrMTIxQiUSO/VfSMLm3N/jSf/QdDiE6tSPVHmZcFV6iwZr1rt4Vq9GjRyMzMxPOzs4ao5w/icPhQKms+WrG7du38dVXX2Hs2LE1Dl/g6Oio82EZyNNhDNj8sLJRpI+FTN/hENJg+66kQaJQYUIPT1w5QxUrYjqkKg52pjpgnEcBLPlGMNitiat3xUqlUlX7d0MtWbIEvXv3Bp+v+dQKhQLnzp3Dc889Bz6fj/79+zf6OYju/VlggTulZlgYmFF3YUIMyYloMAZsO9sGQ50kcL32NarmUyPEFMRlWyNPxsckL2r7agga1cZq69atGnM1VZHJZNi6dWut2w4cOBD5+flay4uKijBw4MDGhEOawZaHjgiwkKCPPTWKJMYnId8C98rEeI3+8RATtCvVHt1ty2gWAQPRqIpVREQEioqKtJaXlJSop5KpCWMMHI52y7q8vDxYWFg0JhzSxFIrBPg92xqTvXNRzUdHiMHb+qjyxKCXfZm+QyFEp1IqBDiTZ4nxntoXLIh+NGq4hZoqR6mpqbCxsal2m7FjxwKobIM1efJkjfZVSqUS169fR+/evRsTDmliu1LtYc5TYbRbob5DIaTBMiQCxOVYY0lgeuWJAXUIJCZkT5o9LHgqjHQp1Hco5F8Nqlg988wz4HA44HA4GDx4sEY7KaVSiaSkpBoHCK2qcDHGYGVlBTMzM/U6oVCInj17YurUqY15DaQJKVTArjR7jHYvgAU1iiRGaHeqHURcFca4U28pYgL+WAVwKo/FSgbsSQvEC26FMOfTGYOhaFDFqqo34NWrVxEaGgpLS0v1OqFQCB8fH7z00kvVbrtlyxYAgI+PD+bOnUu3/YzE8VxrZEsFmEiXmYkRUqkY9qTbY6RrEazoxICYmNO5VsiQCDGBjs8GpUEVqyVLlgCorByNHz8eYrG4wU9YtQ9iHH5IsUcXm3J0sJboOxRCGuzc/TykVggx3oP+8RDTszvNDoGWFehsTZOJG5JGtbEKDw9vUPmuXbsiPj4ednZ26tuJNbly5UpjQiJNILWgHKdyrbC8Q6q+QyGkUXZdSkFrCwm62ZbrOxRCdKpAxsPv2db4oE0mdSoyMI2qWCmVSnz55ZfYvXs3Hj16BJlMc8DIJ4dTePHFF9WN1WsbXJQYlt0XU2DBU+F5V+0eoIQYusJyGY7eysSc1gX0j4eYnENZNlCBg1HUqcjgNKpiFRUVhY0bN2LOnDlYuHAh/ve//yE5ORkHDhzA4sWLtco/fvuPbgUaB4VShV2XUqjROjFaB/5Kg0rFMJYarRMTdCDdDv0cSuAkUug7FPKERo1jtWPHDmzYsAFz5swBn8/HxIkTsXHjRixevBh//vmnrmMkenD8TjayiqXUaJ0YJcYYdl1KxaBAZ/rHQ0zOo3IhLhVaYAxdrTJIjbpilZmZiU6dOgEALC0t1YOFPv/881i0aJFWeTs7u1rbVT2uulHZSTM4Ea3xcO9f3uhkLaBG68T4nIjGzSIz/J0RgLmu1/QdDSE693OGLcx5SgxxpmYahqhRFStPT09kZGSgVatW8PPzw7Fjx9C1a1dcvHix2omVY2JinjZO0owKZDycyLHCgrY0LyAxTrvS7OAikqO/Y4m+QyFEpxgD9mfYYphLMY1dZaAaVbEaM2YM4uPjERwcjFmzZmHSpEnYtGkTHj16hPfee0+rfEN7ERL9+jXz30aRroX6DoWQBpMoOTiYYYtXvfLBb1RjB0IM181iMR6UiREVmK7vUEgNGlWxWr58ufrv8ePHo1WrVkhISEBAQABeeOEFrfLFxcWwtrZW/12bqnJEfw5k2OE5hxI4ipT6DoWQBjuZa4ViBZ8arROT9HOGLZyEcvR2KNV3KKQGjapYPalXr17o1atXjevt7OyQkZEBZ2dn2NraVtveqmr+QaWS/pnr08NyIS4XWmBN54f6DoWQRtmfboeO1uUIsJTqOxRCdErJgF8zbTHGrQA8GkLEYNW7YnXw4MF673TUqFEaj48fPw57e3sAwIkTJ+q9H9L89qfbwpKnxBDn2q8sEmKICstlOJFjhfltMvUdCiE6908hB3kyHkbT1ViDVu+KVX0H9qzuqlP//v2r/VtX1q1bh88++wyZmZno0qULvvrqKzz77LPVlv3uu+8QERGhsUwkEkEi+a/3G2MMS5YswYYNG1BYWIg+ffrgm2++QUBAgM5jNySMVZ7tD3MpghmPGkUS43P4RiYUjAZNJKbpSh4HvuZSdLCi3tqGrN4VK5VKd4NEFhQUYNOmTfj7778BAO3bt0dERIT6qlZD7Nq1C5GRkYiNjUVwcDBiYmIQGhqKu3fvwtnZudptrK2tcffuXfXjJ29Nrly5EmvWrMH3338PX19fLFq0CKGhobh9+3aj5kc0FleKzPGwQoRomsKGGKkDf6Whj0MpnGnsKmIKHhsGR6bk4UZ+e0R4F9FMAgau2fvMnD59Gj4+PlizZg0KCgpQUFCANWvWwNfXF6dPn27w/latWoWpU6ciIiIC7du3R2xsLMzNzbF58+Yat+FwOHB1dVX/uLi4qNcxxhATE4OFCxfixRdfROfOnbF161akp6fjwIEDjXnJRuNAui3cxDL0tC/TdyiENFhKfjkuJOdjDN0mISYoIc8CFUoOhrvQ2FWGrlGN1z/66KNa11c3rU2VGTNmYPz48fjmm2/A4/EAVM49+Pbbb2PGjBm4ceNGveOQyWS4fPkyFixYoF7G5XIREhKChISEGrcrLS2Ft7c3VCoVunbtik8//RQdOnQAACQlJSEzMxMhISHq8jY2NggODkZCQgImTJhQ7/iMiUzFwS+ZtpjgmQ8unQ0RI3TwWjrMBDyEUvtAYoIOZ9nAWczQljplGLxGVaz279+v8VgulyMpKQl8Ph9+fn61Vqzu3buHvXv3qitVAMDj8RAZGYmtW7c2KI7c3FwolUqNK04A4OLigjt37lS7Tdu2bbF582Z07twZRUVF+Pzzz9G7d2/cunULnp6eyMzMVO/jyX1WrXuSVCqFVPpfslcNKSGXyyGXyxv0mvQlPscahXI+XnAtgpzV70JmVbn6lm+R6vn5V+XJ4/nS1LljCnlbhTGGny6nIqSdE4S82nPSaPPWAD8Tytsm9m+OylQc/J5tjZ4uDApwwTGlJrB6+Myqy9vqHjdWoypWf/31l9ay4uJiTJ48GWPGjKl1265du+Lvv/9G27ZtNZb//fff6NKlS2PCaZAnh4bo3bs32rVrh2+//RYff/xxo/YZHR2NqKgoreXHjh2Dubl5o2NtTpsfecHDnOEefHGvgYNVx5W2aZqgTMHhww0qHhcXp/67vLxc19FoMIW8rZJSCjzI5WOIYzEOlwTWaxujy9sG5lJzorxtKpW5fLuAg2IFD0EOCuPL27roMa8fz1tAd7mrk3GsgMoG4VFRUXjhhRfw2muvaay7fv26+u933nkH7777Lu7du4eePXsCAP7880+sW7dOY+DR+nB0dASPx0NWVpbG8qysLLi6utZrHwKBAM888wzu3bsHAOrtsrKy4ObmprHPoKCgavexYMECREZGqh8XFxfDy8sLQ4cONYoBT4sq5Jj7ZzzmBmRihFVevbeTMy7iSttgiOU/EHB017nBpPSLrLsMKs+U4uLiMGTIEAgEAgB1D6b7tIw9bwEAf6wCAHya7gp7gS1me96pc7R1o83beuZSc6K8bWL/5vephx7wMTeHuznP+PK2LnrI6+ryFtBd7uqsYgUARUVF6gmZHxcUFAQOhwPG/rt+OX/+fK1y//d//4fx48fX+/mEQiG6deuG+Ph49XAQKpUK8fHxmDlzZr32oVQqcePGDYwYMQIA4OvrC1dXV8THx6srUsXFxTh//jzeeuutavchEomqnSNRIBBofGiGKu6vDCgZB2PcCxr1hRVwVKb1RdelBn7+j+dMU+eOsectAICjgkIF/Jphg1FuhTDj1T8PjS5vDfgzobxtIhzVv7cBrfCqVz44HHvjy9u66PEzezJndJU/japYrVmzRuMxYwwZGRnYtm0bhg8frlU+KSmpcdHVQ2RkJMLDw9G9e3c8++yziImJQVlZmXqsqrCwMHh4eCA6urLb6kcffYSePXvC398fhYWF+Oyzz/Dw4UO88cYbACp7DM6ePRvLli1DQECAergFd3f3eo/lZWz2X0lDX+qiTozUuXxL5MgE1BuQmKSzeZYoVvAxwrUID9DwIYlI82tUxerLL7/UeMzlcuHk5ITw8HCNHnpVvL29GxddPYwfPx45OTlYvHgxMjMzERQUhCNHjqgbnz969Ahc7n/3BgoKCjB16lRkZmbCzs4O3bp1w7lz59C+fXt1mfnz56OsrAzTpk1DYWEh+vbtiyNHjpjkGFZVXdS/7ET/lIhxOpBhh9bmUnS2rtB3KITo3KFMG7Q2l6KtpRQPaHpAo9CoipUurkDdvn0bjx49gkwm01j+5HQ49TFz5swab/2dPHlS4/GXX36pVTF8EofDwUcffVTnsBKm4MBfaTAX8hDqTGOjEONTruDgSJY13vTNoUETicmRqTg4lm2NsFZ5lN9GRKdtrOrjwYMHGDNmDG7cuKHR7qpq9HOahLmJPTaSL2PA/rNtMcyxHOZ8U+q/S1qKuGwblCt5GE1T2BATVHUbcKQrnfgak0ZVrCQSCb766iucOHEC2dnZWtPdXLlypcZt3333Xfj6+iI+Ph6+vr64cOEC8vLyMGfOHHz++eeNCYc00rUiMzwoFyGqXZq+QyGkUfZn2KKbbRlamcvqLkyIkam6DRhoKYGi+SdKIY3UqIrVlClTcOzYMYwbNw7PPvus1lx7tUlISMDx48fh6OgILpcLLpeLvn37Ijo6Gu+88061Y2SRpnEgww7OIjl6O9CNe2J8ckqk+CPPik4MiEmSKVSatwHppoLRaFTF6tdff8Xhw4fRp0+fBm+rVCphZWUFoHIcqvT0dLRt2xbe3t4aEyOTpiVXAb9k2mKsewF4dO+eGIPHbmMDwK8PHcCFG0bS3GnEBJ29n1vZG5Dy2+g0qmLl4eGhrhw1VMeOHXHt2jX4+voiODgYK1euhFAoxPr169G6detG7ZM03OlcK+TJ+BjjRr0BiXE6kG6HAU4lsBNSu0xieg5dz0BrcynaWUn0HQppoEbdtP3iiy/w/vvv4+HDhw3eduHCheo2WR999BGSkpLQr18/HD58WGt8LNJ09mXYIdCyAu2t6UtLjM/9MhGuFZtTo3VikmQKFY7dysQI10LqDWiEGnXFqnv37pBIJGjdujXMzc21RivNz8+vcdvQ0FD13/7+/rhz5w7y8/NhZ2fXoLZapPGK5VzEZVtjjn9W3YUJMUA/p9vCiq/EYKemnT6FEH04ez8XxRIF3QY0Uo2qWE2cOBFpaWn49NNP4eLi0ugKUUpKCgDAy8urUduTxjmSZQO5ioNRdLZPjBBjlb0BR7gUQcyjFr3E9By6noHWjhZ0G9BINapide7cOSQkJKBLly4N3lahUCAqKgpr1qxBaWllbzRLS0vMmjULS5YsMb25ngzQvnQ79LYvhZtYru9QCGmwK4XmSKkQYbR7qr5DIUR3/u2cIVNxcOxaOxoU1Ig1qmIVGBiIiorGTR8xa9Ys7Nu3DytXrkSvXr0AVA7BsHTpUuTl5eGbb75p1H5J/aRVCPBngSU+75ii71AIaZT9GbZwE8sQbFem71AI0Tn13IB0G9BoNapitXz5csyZMweffPIJOnXqpHWVydrausZtf/jhB+zcuVNjsubOnTvDy8sLEydOpIpVEzuQYQsxV4Vh9KUlRkim4uDXTFtM8MwHl87miQk6nGUDX+oNaNQaVbEaNmwYAGDw4MEayxlj4HA4tU5LIxKJ4OPjo7Xc19cXQqGwMeGQemKMYX+6HUJdimDJV9W9ASEG5lSuFQrlNEwIMU0yFQdHs2huQGPXqIrViRMnGv2EM2fOxMcff4wtW7ZAJBIBAKRSKT755JMaJ1ImunErvRj3ysT4X9sMfYdCSN2eGBAUAA6k26KdVQXaWkn1EBAhTYtuA5qGRlWs+vfv36DyY8eO1Xj8+++/w9PTU934/dq1a5DJZFpXwIhu7buSBkehHP0cSvQdCiENViznIi7HGnP9M/UdCiFNgm4DmoZGVaxOnz5d6/rnnntO47GNjY3G45deeknjMQ230PTkShUOXkvDaLdC8GkuT2KEaJgQYsrkKuBYljUm0W1Ao9eoitWAAQO0lj0+ltWTbay2bNnSmKchjVXNLZQ/cqyQW+qLsZ2obQoxTvszKocJcRUr9B0KITp3Ns8SRQo+zX1pAhp17aKgoEDjJzs7G0eOHEGPHj1w7Nixeu0jJycHZ86cwZkzZ5CTk9OYMEgD/JROU9gQ45VeIcCf+RYY7V6o71AIaRKHsmzpNqCJaNQVqydv7QHAkCFDIBQKERkZicuXL9e4bVlZGWbNmoWtW7eq5wzk8XgICwvDV199BXNz88aERGpR9O8UNvMCqG0KMU4HM20h5DIaJoSYJLlSRbcBTYhOW9u4uLjg7t27tZaJjIzEqVOn8Msvv6CwsBCFhYX4+eefcerUKcyZM0eX4ZB/Hc60hULFwYvUNoUYIcYqZwsIcS6GFQ0TQkzQ2Xu5KKLegCajUVesrl+/rvGYMYaMjAwsX74cQUFBtW77008/Ye/evRrttEaMGAEzMzO88sorNEBoE9iXbod+jiVwFlHbFGJ8rheb4Z9SMT5sk67vUAhpEodvZMDXXIr2dBvQJDSqYhUUFAQOhwPGNCdA7dmzJzZv3lzrtuXl5XBxcdFa7uzsjPLy8saEQ2rxsFyIi4UWWN35kb5DIaRR9qTZwVUkQz/HUn2HQojOyZUqHL2VhUluhXQb0EQ0qmKVlJSk8ZjL5cLJyQlisbjObXv16oUlS5Zg69at6vIVFRWIiopSzx1IdGdfuh0seUoMdaZLzMT4SJQc/Jxhh7BWueDRPx1igs7ey0VRhZxuA5qQBlWsjh8/jpkzZ+LPP//Umg+wqKgI3bp1Q2xsLPr161fjPmJiYjBs2DCtAULFYjGOHj3aiJdAalLZNsUWI1yLYMZjdW9AiIE5mm2DEgUP49xpmBBiYv4dFufQTU/4mFvQbUAT0qDG6zExMZg6dWq1kyzb2Nhg+vTpWLVqVa376NSpExITExEdHY2goCAEBQVh+fLlSExMRIcOHRoW/b/WrVsHHx8fiMViBAcH48KFCzWW3bBhA/r16wc7OzvY2dkhJCREq/zkyZPB4XA0fqrmRzQmFwvNkVIhwhj6p0SM1J40OzxrVwpfC5m+QyFE5yRKDo5k2WAU3QY0KQ26YnXt2jWsWLGixvVDhw7F559/XuN6uVyOwMBA/Prrr5g6dWpDnrpGu3btQmRkJGJjYxEcHIyYmBiEhobi7t27cHZ21ip/8uRJTJw4Eb1794ZYLMaKFSswdOhQ3Lp1Cx4eHupyw4YN0xjYtGpeQ2OyM9UB3mZSBNuV6TsUQhosrUKAs3mWWNExVd+hENIkjudYo0TBw2iaVNykNOiKVVZWFgQCQY3r+Xx+rYN9CgQCSCS6vdy5atUqTJ06FREREWjfvj1iY2Nhbm5eYyP6HTt24O2330ZQUBACAwOxceNGqFQqxMfHa5QTiURwdXVV/9jZ2ek07qZWJOfhUKYNxnvmg0tnQsQI/ZRuBzOeikaiJibr5wxbdLYuR2u6ImtSGnTFysPDAzdv3oS/v3+1669fvw43N7da9zFjxgysWLECGzduBJ/fqLbzajKZDJcvX8aCBQvUy7hcLkJCQpCQkFCvfZSXl0Mul8Pe3l5j+cmTJ+Hs7Aw7OzsMGjQIy5Ytg4ODQ7X7kEqlkEql6sfFxcUAKq/QyeXyhr6sp8e42JduBwXjYLR7EeSsaSYHrNpvU+3fJNTz86/Kk8fzpalzx6Dy9g/NJgQqBuxOa4PhLsUQ8nSbY0abt/o4ltShxeftUyiS8XE8xwrz2mTVKxeNNm/roofPrLq8re5xYzWoZjNixAgsWrQIw4YN0+oBWFFRgSVLluD555+vdR8XL15EfHw8jh07hk6dOsHCwkJj/b59++odT25uLpRKpdbwDS4uLrhz50699vH+++/D3d0dISEh6mXDhg3D2LFj4evri/v37+PDDz/E8OHDkZCQAB6Pp7WP6OhoREVFaS0/duyYXkaSZywQGx/x0N6W4aLMH2jik6G40jZN+wTG7PDhBhWPi4tT/93Uw48YVt4Gajz6u4CD1AoexvlxcbgksIZtno7R5W0Dc6k5tdy8bbyErLZQMA7Elk44XOJU7+2MLm/rose8fjxvAd3lLoc9ORhVLbKystC1a1fweDzMnDkTbdu2BQDcuXMH69atg1KpxJUrV6odp6pKRERErc/RkAmb09PT4eHhgXPnzmkM1TB//nycOnUK58+fr3X75cuXY+XKlTh58iQ6d+5cY7kHDx7Az88Pv//+OwYPHqy1vrozKC8vL+Tm5lbb0L+p3fj1a4w9748NzyRjgFPTjf0jZ1zElbbBEMt/IODQiNjV6hdZr2JyuRxxcXEYMmSI+nZ7cXExHB0dUVRU1CR5ZFB5+8QVq+l/tUKGRICfe97XeaNeo83beuZSc2rxefsUXlu1D1wO8H335HqVN9q8rYse8rq6vAV0l7sNumLl4uKCc+fO4a233sKCBQvUA4RyOByEhoZi3bp1tVaqgIZVnOri6OgIHo+HrKwsjeVZWVlwdXWtddvPP/8cy5cvx++//15rpQoAWrduDUdHR9y7d6/aipVIJKq2cbtAIKi1TVpT2ZNmBzexDIOciptl7B8BR2VaX3RdauDn/3jONHXuGFTePpY/aRUCnMyxwrL2aRBymy6vjC5v9XAsqa8Wm7eNlFkkwfkCC6zomNrgHDS6vK2LHj+zJ3NGV/nT4Ju13t7eOHz4MHJzc3H+/Hn8+eefyM3NxeHDh+Hr61vjdiqVCitWrECfPn3Qo0cPfPDBB6ioqHiq4IVCIbp166bR8LyqIXptg42uXLkSH3/8MY4cOYLu3bvX+TypqanIy8urs/2YISiTKnAwwxYvexTQgIrEKP2Yag9znormtiQm6+eraRBwGYbRwM0mqdGtx+3s7NCjR496l//kk0+wdOlShISEwMzMDKtXr0Z2dnadU+DUJTIyEuHh4ejevTueffZZxMTEoKysTH3LMSwsDB4eHoiOrhyMbcWKFVi8eDF++OEH+Pj4IDMzEwBgaWkJS0tLlJaWIioqCi+99BJcXV1x//59zJ8/H/7+/ggNDX2qWJvD/r/SUKHkYrxHvr5DIaTBZCoOdqbaY6x7ASxowmViSv4dEJQxYPfZNgh1lsBaQDluip6uW14DbN26FV9//TWmT58OAPj9998xcuRIbNy4EVxu43s5jB8/Hjk5OVi8eDEyMzMRFBSEI0eOqG9JPnr0SGP/33zzDWQyGcaNG6exnyVLlmDp0qXg8Xi4fv06vv/+exQWFsLd3R1Dhw7Fxx9/bPBjWTHG8P25ZAxxLoaHmfH0jiGkytEsa+TKBJjUKk/foRDSJK4UmeN+mRhR7WhScVPVbBWrR48eYcSIEerHISEh4HA4SE9Ph6en51Pte+bMmZg5c2a1606ePKnxODk5udZ9mZmZGe3UOufu5yExuxQf9cjVdyiENMrmh44ItitFG0tp3YUJMUJ7Uu3gIZahtz1NKm6qmq1ipVAotIZoEAgERjXuiMH599JylS1XvNHWUoieNNI6MUKXC8zxV5EFNj6TVHdhQoxQmYKLXzJtMdUnhwZuNmHNVrFijGHy5Mkat9MkEgnefPNNjbGsGjKOFflPSrkA8TnW+KR9Gs05RYzShmQntLaQYJBTib5DIaRJHM6yQbmSi3EeNIWNKWu2ilV4eLjWskmTJjXX05u8LY8cYcVX0pxTxCgllwlxNLvyxIDO5Imp2p1qjz4OpfCkNrAmrdkqVrocv4poKpDxsDPVHlO8c2HOr/d4r4QYjM0PHWEvVGKsO50YENP0d4kYFwstsLbLQ32HQpqYiU061DJ9/8gBKsbBZG9qtE6MT3aJBLvT7PGaVy7EPDoxIKZp6yMHuIpkCKWxq0weVayMXJmCi+8eOWKCZz4chEp9h0NIg60/9QACLkOENw2xQExTYbkM+9Pt8KpXPgT0X9fkNdutQNI0dqbao1TBw1SfHH2HQkj9/dujNVvKx/ZzgZjmmwsbAZ0YENO062IKVAyY6EknDy0BVayMmETJwfpkJ7zoVkADghKjtD7JCQIuwxRvOjEgJuSxoXCUDNj2RyCedyuFo4hOHloCuihpxLY+ckCejI9ZrbP1HQohDZYhEWB7igMivHNhQ1N7EBN1ONMGqRVCRNBsAi0GVayMVLFEjq+TnPGKRz58LGT6DoeQBvss0QUWfBXdxiYmizFg3QNn9HMoQSebCn2HQ5oJVayM1MbTD1Ch5OIdvyx9h0JIg10vMsO+dHtE+mfCiiZbJibqRK4V7pSaYQbdVWhRqGJlhFILyrH+jweI8M6Fq1ih73AIaRDGGJbddUMbSwnGe+TrOxxCmgRjwNoHzuhmW4ZgmmasRaGKlRH69PDfsBYLMJPOgogR2v9XGi4UWGJh23Tw6QhETNTvOda4UmiBd/yyaJqxFoZ6BRqDx3qYnMmzxOEbrbG60yNY0i0UYmRyS6X46NfbeNGtAM85luo7HEKahEIFrPzHFX3sS/CcA+V5S0MVKyNSpuBiwS0PBNuVYpRbob7DIaR+HjsxWHqtFThySywOTNdjQIQ0rZ/S7ZBYJsaqTil0taoFooqVEfn0HzfkygTY3j2JvqzE6BxIt8WvmbaI6fSIZgkgpuWxk4dCGQ+fJbbBKNcC6gnYQlELByNxMscSO1Ic8GGbDHib0/AKxLgklQnxv9seGO1WgBfpaisxYcv/cYVUxcXCwAx9h0L0hCpWRuBRuRCzb7TCcw4leNWLBpkjxqVEwcVbV73hLFJgWfs0utpKTNaf+RbYmeaA+QEZcBZRj+2Wim4FGpLHLidXKVNwMe0vP1jzlVjT+RG49E+JGLrH8liuAt6+6os0iRA/Bd+jDhfEZBXKeIi84YVn7UrxqhcNI9KSUcXKgMlVwLvXvZBSIcT+nvdgS+1SiBFRMmD+TS8k5Fvi+25JaGMp1XdIhDQJFQPm3fJEmYKLmE4pdALcwlHFykDJVUDkjVY4lWuF9c88pH9KxKjIVcCcG144lGWLLzs9Qh/qck5MWPQ/bvg92xobnkmGu5lc3+EQPaOKlQEq/bdNyvl8C3zV5REGOpXoOyRC6i1fxsOMa964WGCBtZ0fYrhrsb5DIkS3HrvdvSHZERuS3bEkMA0hznSsJlSxMji3isV493orZEkF+K5bEno70FQIxIA90S7wTJ4l3r8ZAImKix3dHyDYnvKXmCYVA9bcd0bMfVe85ZuNCG/qWEQqmUSvwHXr1sHHxwdisRjBwcG4cOFCreX37NmDwMBAiMVidOrUCYcPH9ZYzxjD4sWL4ebmBjMzM4SEhCAxMVF3AZ+I1vqp+H05Yu45Y8yf/hBwGfYH36NKFTEaKRUCRN7wxKRLreFtLsXBnolUqSImK1/Gw7S/fBBz3xVz/TMxPyBT3yERA2L0Fatdu3YhMjISS5YswZUrV9ClSxeEhoYiO7v6efTOnTuHiRMnYsqUKfjrr78wevRojB49Gjdv3lSXWblyJdasWYPY2FicP38eFhYWCA0NhUQi0Xn8uVIevnnghAF/BOLrB86Y4pOLAz3vwZ/aVBEDxxjD+XwLRN7wxKA/2uJ0rhWi26diR/ckeFA7E2KCyqQKbDmbhAF/tMXFAnNseiYJM/2yaQgRosHobwWuWrUKU6dORUREBAAgNjYWhw4dwubNm/HBBx9olV+9ejWGDRuGefPmAQA+/vhjxMXFYe3atYiNjQVjDDExMVi4cCFefPFFAMDWrVvh4uKCAwcOYMKECU8Vb5lUgev5FrhaaI4/8izxZ74l+ByGMe6FeLt1Ng3+SYzG+z9dx+5LfvA2k2JeQCYmeeXBnM/0HRYhOlV0bAWuFFrgl0xb/JZlA4mSgwmeRZjjnwlHEfXUJtqMumIlk8lw+fJlLFiwQL2My+UiJCQECQkJ1W6TkJCAyMhIjWWhoaE4cOAAACApKQmZmZkICQlRr7exsUFwcDASEhKqrVhJpVJIpf9dYSoqKgIA5OfnQy7XPHMftS4BKQVuMOcp0cWmHAt8szDQsQR2QiWgAvKMqPOUnHFRXl6OPI4MAg6NT1StvPq1u5DL5ZXvZV4eBAIBAKCkpLIhLGNNU1lpSN5WZ3iAFQaX30JX2wpwOUCFBDCGCTyMNm/rmUvNyRjztiF2X05F9G+tAQBeZlKEuz3CSNciuIvlgBzIa8YLs0abt3XRQ15Xl7eA7nLXqCtWubm5UCqVcHFx0Vju4uKCO3fuVLtNZmZmteUzMzPV66uW1VTmSdHR0YiKitJa7uvrW2v8dwHsrrUEMX5Ln3oPJSUlsLGxefpQntDYvCX6slTfATSIqeVtCoBzABbUVZA00FJ9B6DlaXPXqCtWhmLBggUaV8FUKhXy8/Ph4OAAjgnffC8uLoaXlxdSUlJgbW2t73CMWnXvJWMMJSUlcHd3b5LnpLylvH1alLfNh/JWd2p6L3WVu0ZdsXJ0dASPx0NWVpbG8qysLLi6ula7jaura63lq35nZWXBzc1No0xQUFC1+xSJRBCJRBrLbG1tG/JSjJq1tTV90XXkyfeyKc74q1DeUt7qCuVt86G81Z3q3ktd5K5R9woUCoXo1q0b4uPj1ctUKhXi4+PRq1evarfp1auXRnkAiIuLU5f39fWFq6urRpni4mKcP3++xn0SQgghhABGfsUKACIjIxEeHo7u3bvj2WefRUxMDMrKytS9BMPCwuDh4YHo6MqBDN999130798fX3zxBUaOHImdO3fi0qVLWL9+PQCAw+Fg9uzZWLZsGQICAuDr64tFixbB3d0do0eP1tfLJIQQQogRMPqK1fjx45GTk4PFixcjMzMTQUFBOHLkiLrx+aNHj8Dl/ndhrnfv3vjhhx+wcOFCfPjhhwgICMCBAwfQsWNHdZn58+ejrKwM06ZNQ2FhIfr27YsjR45ALBY3++szZCKRCEuWLNG6LE8ajt7L5kPvte7Qe9l86L3WnaZ+LzmsqfrEEkIIIYS0MEbdxooQQgghxJBQxYoQQgghREeoYkUIIYQQoiNUsSKEEEII0RGqWBFCCCGE6AhVrAghhBBCdIQqVoQQQgghOkIVK0IIIYQQHaGKFSGEEEKIjlDFihBCCCFER6hiRQghhBCiI1SxIoQQQgjREapYEUIIIYToCFWsCCGEEEJ0hCpWhBBCCCE6QhUrQgghhBAdoYoVIYQQQoiOUMWKGKQBAwagY8eO+g6DkCaxdOlScDgc5Obm6jsUQuqNjsv1QxUrAgC4desWJk2aBA8PD4hEIri7u+PVV1/FrVu3Gryv27dvY+nSpUhOTtZ9oMSkfffdd+BwOBCLxUhLS9NaTwd2Yoiq8rbqRywWw93dHaGhoVizZg1KSkr0HSJpRlSxIti3bx+6du2K+Ph4RERE4Ouvv8aUKVNw4sQJdO3aFfv372/Q/m7fvo2oqCiqWJFGk0qlWL58ub7DIKRBPvroI2zbtg3ffPMNZs2aBQCYPXs2OnXqhOvXr+s5OtJc+PoOgOjX/fv38dprr6F169Y4ffo0nJyc1Oveffdd9OvXD6+99hquX7+O1q1b6zFS3VOpVJDJZBCLxfoOhTwhKCgIGzZswIIFC+Du7q7vcIxWeXk5zM3N9R1GizF8+HB0795d/XjBggU4fvw4nn/+eYwaNQp///03zMzM9Bih4TOF4zJdsWrhPvvsM5SXl2P9+vUalSoAcHR0xLfffouysjKsXLlSvTwtLQ1TpkyBu7s7RCIRfH198dZbb0Emk+G7777Dyy+/DAAYOHCg+tL4yZMn1dt//fXX6NChg/qW44wZM1BYWFhtfJcvX0bv3r1hZmYGX19fxMbGapWRSqVYsmQJ/P39IRKJ4OXlhfnz50MqlWqU43A4mDlzJnbs2KF+/iNHjjTynSNN6cMPP4RSqazzqpVCocDHH38MPz8/iEQi+Pj44MMPP9T47J9//vkaTwp69eql8Y8QALZv345u3brBzMwM9vb2mDBhAlJSUjTKVN2SvH79Ovr37w9zc3P4+/tj7969AIBTp04hODgYZmZmaNu2LX7//fdqnz83NxevvPIKrK2t4eDggHfffRcSiUSrXENiunz5Mp577jmYm5vjww8/rPX9I01v0KBBWLRoER4+fIjt27erl9+5cwfjxo2Dvb09xGIxunfvjoMHD2ptX1hYiPfeew8+Pj4QiUTw9PREWFiYRvu8hh4D9+zZg/bt28PMzAy9evXCjRs3AADffvst/P39IRaLMWDAgBrvOtBxuQ6MtGju7u7Mx8en1jI+Pj7M09OTMcZYWloac3d3Z+bm5mz27NksNjaWLVq0iLVr144VFBSw+/fvs3feeYcBYB9++CHbtm0b27ZtG8vMzGSMMbZkyRIGgIWEhLCvvvqKzZw5k/F4PNajRw8mk8nUz9m/f3/m7u7OnJ2d2cyZM9maNWtY3759GQC2adMmdTmlUsmGDh2qjufbb79lM2fOZHw+n7344osarwMAa9euHXNycmJRUVFs3bp17K+//tLNG0l0YsuWLQwAu3jxInv99deZWCxmaWlp6vX9+/dnHTp0UD8ODw9nANi4cePYunXrWFhYGAPARo8erS6zdetWBoBduHBB47mSk5MZAPbZZ5+ply1btoxxOBw2fvx49vXXX7OoqCjm6OjIfHx8WEFBgUYc7u7uzMvLi82bN4999dVXrH379ozH47GdO3cyV1dXtnTpUhYTE8M8PDyYjY0NKy4uVm9f9T3o1KkTe+GFF9jatWvZpEmTGAD22muvacTZkJhcXV2Zk5MTmzVrFvv222/ZgQMHGv1ZkPp7PG+rk5KSos5Txhi7efMms7GxYe3bt2crVqxga9euZc899xzjcDhs37596u1KSkpYx44dGY/HY1OnTmXffPMN+/jjj1mPHj3Ux66GHgM7d+7MvLy82PLly9ny5cuZjY0Na9WqFVu7di1r3749++KLL9jChQuZUChkAwcO1Niejsv1QxWrFqywsJAB0Er0J40aNYoBYMXFxSwsLIxxudxqDyAqlYoxxtiePXsYAHbixAmN9dnZ2UwoFLKhQ4cypVKpXr527VoGgG3evFm9rH///gwA++KLL9TLpFIpCwoKYs7OzupK2LZt2xiXy2V//PGHxnPFxsYyAOzs2bPqZQAYl8tlt27dqv2NIXrz+D+o+/fvMz6fz9555x31+scrVlevXmUA2BtvvKGxj7lz5zIA7Pjx44wxxoqKiphIJGJz5szRKLdy5UrG4XDYw4cPGWOVFS0ej8c++eQTjXI3btxgfD5fY3lVfv7www/qZXfu3FHn2J9//qlefvToUQaAbdmyRb2sqmI1atQojed6++23GQB27dq1RscUGxtb3VtLmlBdFSvGGLOxsWHPPPMMY4yxwYMHs06dOjGJRKJer1KpWO/evVlAQIB62eLFixkAjcrW4+UZa/gxUCQSsaSkJPWyb7/9lgFgrq6uGpX/BQsWMAAaZem4XD90K7AFq+qpYmVlVWu5qvXFxcU4cOAAXnjhBa3bJ0DlJd3a/P7775DJZJg9eza43P9Sb+rUqbC2tsahQ4c0yvP5fEyfPl39WCgUYvr06cjOzsbly5cBAHv27EG7du0QGBiI3Nxc9c+gQYMAACdOnNDYZ//+/dG+ffta4ySGoXXr1njttdewfv16ZGRkaK0/fPgwACAyMlJj+Zw5cwBAnU/W1tYYPnw4du/eDcaYutyuXbvQs2dPtGrVCkBlJw6VSoVXXnlFI5dcXV0REBCglUuWlpaYMGGC+nHbtm1ha2uLdu3aITg4WL286u8HDx5ovYYZM2ZoPK5q8Fz12hoak0gkQkREhNbzEP2ztLRESUkJ8vPzcfz4cbzyyisoKSlRf6Z5eXkIDQ1FYmKiukfsTz/9hC5dumDMmDFa+6s63jb0GDh48GD4+PioH1fl50svvaTxv6CmvKXjct2o8XoLVvUlqqsrcNV6hUKB4uLiRnd3f/jwIYDKf0CPEwqFaN26tXp9FXd3d1hYWGgsa9OmDQAgOTkZPXv2RGJiIv7++2+t9mFVsrOzNR77+vo2KnaiHwsXLsS2bduwfPlyrF69WmPdw4cPweVy4e/vr7Hc1dUVtra2Gvk0fvx4HDhwAAkJCejduzfu37+Py5cvIyYmRl0mMTERjDEEBARUG4tAINB47OnpqXUyYWNjAy8vL61lAFBQUKC1zyefy8/PD1wuV922paExeXh4QCgUVluW6FdpaSmcnZ1x7949MMawaNEiLFq0qNqy2dnZ8PDwwP379/HSSy/Vut+GHgOrTiSqVOVnffOWjst1o4pVC2ZjYwM3N7c6uwFfv34dHh4eBtlLQ6VSoVOnTli1alW16588WFCPHOPSunVrTJo0CevXr8cHH3xQbZm6rpQCwAsvvABzc3Ps3r0bvXv3xu7du8HlctUdLYDKXOJwOPjtt9/A4/G09mFpaanxuLoytS1//GpZTZ58LQ2NifLbMKWmpqKoqAj+/v5QqVQAgLlz5yI0NLTa8k+eLNSmocfApsjbp43J1PKWKlYt3PPPP48NGzbgzJkz6Nu3r9b6P/74A8nJyZg+fTqcnJxgbW2Nmzdv1rrPmv7ReXt7AwDu3r2r0UtLJpMhKSkJISEhGuXT09NRVlamcXb0zz//AID6Urafnx+uXbuGwYMH1+sfLDE+CxcuxPbt27FixQqN5d7e3lCpVEhMTES7du3Uy7OyslBYWKjONwCwsLDA888/jz179mDVqlXYtWsX+vXrpzGUg5+fHxhj8PX1VZ+BN7XExESNs/V79+5BpVJp5Hdzx0R0b9u2bQCA0NBQ9bFPIBBoHfOe5OfnV+fxtrmPgXRcrhu1sWrh5s2bBzMzM0yfPh15eXka6/Lz8/Hmm2/C3Nwc8+bNA5fLxejRo/HLL7/g0qVLWvuqOrOp+sI9OYRCSEgIhEIh1qxZo3EWtGnTJhQVFWHkyJEa5RUKBb799lv1Y5lMhm+//RZOTk7o1q0bAOCVV15BWloaNmzYoBVPRUUFysrKGvBuEEPk5+eHSZMm4dtvv0VmZqZ6+YgRIwBA43YeAPVZ8pP5NH78eKSnp2Pjxo24du0axo8fr7F+7Nix4PF4iIqK0jpLZ4xpfT90Yd26dRqPv/rqKwCV4yHpKyaiW8ePH8fHH38MX19fvPrqq3B2dsaAAQPw7bffVtt2MCcnR/33Sy+9hGvXrlU7SHNVPjT3MZCOy3WjK1YtXEBAAL7//nu8+uqr6NSpE6ZMmQJfX18kJydj06ZNyM3NxY8//gg/Pz8AwKeffopjx46hf//+mDZtGtq1a4eMjAzs2bMHZ86cga2tLYKCgsDj8bBixQoUFRVBJBJh0KBBcHZ2xoIFCxAVFYVhw4Zh1KhRuHv3Lr7++mv06NEDkyZN0ojN3d0dK1asQHJyMtq0aYNdu3bh6tWrWL9+vbptyWuvvYbdu3fjzTffxIkTJ9CnTx8olUrcuXMHu3fvxtGjR6ttaE+My//+9z9s27YNd+/eRYcOHQAAXbp0QXh4ONavX4/CwkL0798fFy5cwPfff4/Ro0dj4MCBGvsYMWIErKysMHfuXPB4PK22K35+fli2bBkWLFiA5ORkjB49GlZWVkhKSsL+/fsxbdo0zJ07V6evKykpCaNGjcKwYcOQkJCA7du34//+7//QpUsXvcVEGu+3337DnTt3oFAokJWVhePHjyMuLg7e3t44ePCgujnFunXr0LdvX3Tq1AlTp05F69atkZWVhYSEBKSmpuLatWsAKk989+7di5dffhmvv/46unXrhvz8fBw8eBCxsbHo0qVLsx8D6bhcD3roiUgM0PXr19nEiROZm5sbEwgEzNXVlU2cOJHduHFDq+zDhw9ZWFgYc3JyYiKRiLVu3ZrNmDGDSaVSdZkNGzaw1q1bMx6PpzX0wtq1a1lgYCATCATMxcWFvfXWWxrj8TD2X7f6S5cusV69ejGxWMy8vb3Z2rVrteKRyWRsxYoVrEOHDkwkEjE7OzvWrVs3FhUVxYqKitTlALAZM2Y8/ZtFmkxt3darxqx6fBwruVzOoqKimK+vLxMIBMzLy4stWLBAoxv741599VX1OGo1+emnn1jfvn2ZhYUFs7CwYIGBgWzGjBns7t276jJPjqdVxdvbm40cOVJr+ZO5VzXcwu3bt9m4ceOYlZUVs7OzT2RglwAAS5lJREFUYzNnzmQVFRU6jYk0vaq8rfoRCoXM1dWVDRkyhK1evVpjGIMq9+/fZ2FhYczV1ZUJBALm4eHBnn/+ebZ3716Ncnl5eWzmzJnMw8ODCYVC5unpycLDw1lubq66zNMcA5OSkrTGc2OMsRMnTjAAbM+ePepldFyuHw5jjWiZRgghhBBCtFAbK0IIIYQQHaGKFSGEEEKIjlDFihBCCCFER6hiRQghhBCiI1SxIoQQQgjREapYEUIIIYToCA0Q2gRUKhXS09NhZWXVIofzJ7rBGENJSQnc3d3B5Tb9ORDlLdEFyltirHSVu1SxagLp6elak0wS0lgpKSnw9PRs8uehvCW6RHlLjNXT5i5VrJqAlZUVgMoPx9raWs/RNB25XI5jx45h6NCh6qkMSONU914WFxfDy8tLnU9NjfKWNBTlbfOhvNWdmt5LXeWuUVesTp8+jc8++wyXL19GRkYG9u/fj9GjR9e6zcmTJxEZGYlbt27By8sLCxcuxOTJkzXKrFu3Dp999hkyMzPRpUsXfPXVV3j22WfrHVfV5Whra2uT/6Kbm5vD2tqavuhPqbb3srlub1DekoaivG0+lLe6U9d7+bS5a9QVq7KyMnTp0gWvv/46xo4dW2f5pKQkjBw5Em+++SZ27NiB+Ph4vPHGG3Bzc0NoaCgAYNeuXYiMjERsbCyCg4MRExOD0NBQ3L17F87Ozk8Vr1KphFwuf6p9GBK5XA4+nw+JRAKlUqnvcBpMIBCAx+PpOwyDxxiDVCrVdxg6Q3nbMlDeGpaWlLdGXbEaPnw4hg8fXu/ysbGx8PX1xRdffAEAaNeuHc6cOYMvv/xSXbFatWoVpk6dioiICPU2hw4dwubNm/HBBx80OtbS0lKkpqbClKZmZIzB1dUVKSkpRtlolMPhwNPTE5aWlvoOxaClp6ejuLhY32HoDOVty0B5a1haUt4adcWqoRISEhASEqKxLDQ0FLNnzwYAyGQyXL58GQsWLFCv53K5CAkJQUJCQqOfV6lUIjU1Febm5nBycjLKL0V1VCoVSktLYWlp2Sy9f3SJMYacnBykpqYiICCgxZxJNZRCoUBxcTEcHBxM5jYL5a3po7w1LC0tb1tUxSozMxMuLi4ay1xcXFBcXIyKigoUFBRAqVRWW+bOnTs17lcqlWpccq46S5LL5ZDL5ZBKpVCpVHBwcIBIJNLhK9IvxhhkMhlEIpFRVhYdHBxQWlqKiooKrc+FMYYSiQI5pTLklUlRKlWiTKpA6b8/ZVKlxt9ShRIKJYNCxSBXqqBQscrHShXk//49sK0j/jcisNpYqm4RP36ruKlvG9eVtwAgkUjAGIOFhQWEQmGTxtNcTDlva1IiUSCvTIrcUhlyS2WwMxcg2Nf+qWOhvG0+ppa3jDFklUjxT1YpskukyCuVIb+sMj/zymRwtxXj09EdmiSW6vK2useN1aIqVk0lOjoaUVFRWsuPHTsGc3Nz8Pl8uLq6oqyszKTaWFUpKSnRdwiNIpPJUFFRgZ2/nUJigRI5Eg5yJUDuv79lKu2DFwcMYh4g4gFi9Q8DnwvwOP/9iDiA+b/LuHyAJwBYbgkOH35Qa0xxcXHqv8vLy3X+mh9XV94CMOncNfa8PXXqFBQKhXo5Y0ChDHhUykFqGQc5/+ZyngQoV2rmcic7Fd4IVOksJsrb5mPMeVteUYFvDpzGuQwlEos5KJX/l5dmPAYrAf79YSiTMRw+/LBJY3o8bwHd5W6Lqli5uroiKytLY1lWVhasra1hZmYGHo8HHo9XbRlXV9ca97tgwQJERkaqH1d12Rw6dCisra0hkUiQkpICS0tLiMVi3b6oaiQnJ2PevHnYs2cPEhMT8eqrr2Lv3r04d+4c1qxZA6FQCHt7e+zbt++pnqdqMLXqBuZ7PAZdWbNmDfbs2QN7e3ts27ZN6xL/Bx98gISEBHh7e2PTpk0QCAQIDw/HkSNHsHjxYsyYMQMAUC5TokSiQJFMiQIZB1v+4SGjFPAQy9DKXIYO9lJ4m8vgJpbDSaSAvVABK74KljwlzHgMjT5Z7BdZ4yq5XI64uDgMGTJEo9t6U6orbwE0a+5S3lbmrUQiwZgxY6BQKMDn87Fp0yZ4e3ury0skEpiZmeG5555DgRQ49U8uTifm4mpKIXJKZQAAJ0shfAUFCLaVoZWZDJ5mMjiJFHAQKuAoVMBm4Dvgcp/+qgflbcvNWwD48ccfMXv2bPX/zOqOtwAgVzIUlWWjUAoceMiFLcrxmmcJOtlUINBSAhexAkLuE+2PazlePq3q8hbQXe62qIpVr169cPjwYY1lcXFx6NWrFwBAKBSiW7duiI+PVw/boFKpEB8fj5kzZ9a4X5FIVO0leYFAAIFAAKVSCQ6HAy6X2yz3xrlcLjgcDjIyMjBp0iRs374dPj4+GD16NC5cuAChUIiCgoKnjkWlqjzjrXpt1cWgq9ebm5uLX375BWfOnMEPP/yAb775RqMt3LVr15Ceno4//vgDn3zyCfbt24eJEydixYoVGDhoEPILipFSUIFSqQJKFQOfA5hBBhu+Al91foj2ZgUQ85q4Y0E9ukhX5UzV302prrwF0Ky5S3lbmbdjxozB9u3b4e7ujqNHj+KLL77A2rVr1dswVJ4cvLv7Bo4nFoDH5aBbKzu84pyCLgEV6GJdDhexoppoHiPS7e0xytuWlbdA5Xv8008/wcvLS/28K1aswODBg1FaWgoulwtVcQZypHxkSwXgKHmw4quwvdsD+IqK6g6iGYaUeDxnqh7rgnG1gHtCaWkprl69iqtXrwKoHE7h6tWrePToEYDKM5uwsDB1+TfffBMPHjzA/PnzcefOHXz99dfYvXs33nvvPXWZyMhIbNiwAd9//z3+/vtvvPXWWygrK1P3EjQW+fn5eOmllxAbG4vAwMp2PRUVFTh37hyUSiXs7Oy0tunatSumTZuGXr164bPPPqt2vzNnzsT58+cBAPHx8Vi6dCmysrIwcOBA9OvXD+PGjdPqCjxgwACUlpYCAMaNG4fk5GRIJBJMmjQJgwYNwqhRo+o8U7h48SL69+8PDoeDYcOG4ezZsxrrz507h6FDhwKAer1SpYLAyh6ZRRLklUshVajgaCmCv7Ml2llVwE0shyVfhfbWkqavVJF6obw9C7FYDHd3dwCVJ3tV/7TkShXSs3NxP6cUheVy2MnSsbrzI1wZcBO7257EvIAsDHUurrtSRXSupeUtUHm16uWXX9aozFXlLVCZrw/KRMiWCuAkUsDXQgJrgRJuZqZ1a7Y6Rn3F6tKlSxg4cKD6cdXl4fDwcHz33XfIyMhQV7IAwNfXF4cOHcJ7772H1atXw9PTExs3blQPtQAA48ePR05ODhYvXozMzEwEBQXhyJEjWg3an0aFTIn7OaVPvR8/J0uYCavvXXHlyhX069cP3bp1Uy/bsWMHoqOjERERgcmTJ2PJkiUa2xQUFGDOnDkICAjAgAEDEB4erjV214QJE7Bz504EBwdj9+7dCAsLg52dHeLi4sDn8/Huu+/i+PHjCAgIqDX2jRs3YtCgQXj99dexa9curF+/HnPnzsXgwYO1DhQxMTEoKChQX4q2sbFBfn6+Vuxubm4AACsra6Rn5eBOZglUDBBzlBALFWhj9u97Lqk1NFIDXeUtUHPutuS8fXK9TCbD0qVLsX79BmQUVSC3VAYu+LATVIArluGT9mkQq5q2PZMpoLzVfd4qlUrs3r0bBw4cUA9f9DiFUoV72aWAioPWFlJY8FSQyGoN0aQYdcVqwIABtY4L9d1331W7zV9//VXrfmfOnFnrrb+ndT+nFM9/deap9/PrrL7o6GFT7bqQkBC4u7tj8eLF+OijjwAA3bt3x08//QSZTIZhw4bhzp076rMrALC0tETbtm0BAF26dEFSUpLWF71Pnz6YN28eZDIZ/v77b3Tq1Al5eXmYMWMGCgoKkJ6ejq5du2p80R9vD1D1ed2+fRsXL17E1q1bIZfL0a9fPwCVZ2XVSU9Px7179wAARUVFsLfX7NFka2uL4uJilORn4caDVIgsrGHLl8NZpMBloQKlcroi9bR0lbdAzbnbUvO2uvXTpk1DxBvTwGxckVsqg7OVCI6sAHK5HKXG1ylMbyhvdZ+327dvxyuvvFLtrUeFUlV5EsDhoLWlFAJOyzv2GnXFylj5OVni11l9dbKf2sTExGDMmDHYsmULIiIikJiYiICAAAiFQtjY2GhVSktLS5GYmAh/f39cv34dPj4+WvvkcDjo06cPoqKiMHjwYACVl4Sff/55vPHGG5g1a5bWfu3s7JCamgp/f3/cunULABAYGIhevXrhtddeA/BfN9eazqB69OiBVatWAQCOHj2KPn36aJQJ7tkL0Ss/Q9CgUUg4FY9hfbvCQ2z6l5ybk67ytmpfNWlJedu7d2+sWrUKYWFhGuuXLl0KJ3cvdB04EkIo4GshgwjlAAegrG4Yylvd5+3t27fx119/Yfv27UhMTMQ777yDNWvWQFmcgdzicnCgQmuzshZZqQKoYqUXZkJejVeadInL5eKHH35ASEgIPD09sXbtWuTk5IDL5aJfv35o166dRnk7OzvExMTg8uXLGDNmTI23PydMmICePXvi+vXrAIBBgwYhPDwcv/zyC8zMzLTKv/3223j55ZfRuXNn9T6nTZuGadOmYcuWLQCAOXPmYOTIkTWeQQHAyJEj0adPH9jZ2WHHjh0AgNmzZ2PpR8tg5e4PK1tHTB83DK1buePTOVMBAAuWfoqDvx2DUqnE/aSH+DJau5s2qR/KW93mbXR0NIKCguDi4oJ+/fqhVatWmDt3LpKSH2LZsmV4pkdPnDt1HP2Cu2L50g8b/kYSAJS3gO7zdsWKFepy3bt3x5o1awAA7yxcgaNHj4LH5ChNv9dij7ccZkpzrBiI4uJi2NjYoKioSD3cQlJSEnx9fZtluIXG6t69Oy5dulTv8iqVCsXFxbC2ttbbSMBlBVlILheBz2HwNpdC/GSX3VpIZHIkpaTDt/h887RVGbigxlVyuRyHDx/GiBEjNLqtP55HTa265zOG3DXGvK2JXKHCg+wiKBngbS6DBU97rCmd5G0tudgQlLeNZ0p5CwBF5TI8zC9HKzMZbAXacxk2OG91lKPVqS5vAd3lLl2xIjU6deqUVoPL+Ph4g5mOoEQix8MyEcx4KnibS8GndicEhp+3NZEplHiQWwYGwM9CClEDThKI8TPWvAUq21WlFUpgzVfCpppKVUtDFSui9uTZU//+/XHy5En9BFOHEokcyXnlsOIr0cpcZtzjhpCnYkx5WxOFUoWk3MqzeD8LKYQttG1KS2IKeQsAKM5AlkQAxvjwMJODzm+pYtWs6K6rbpTLFHiYVw5LER+thOWNrlTRx1F/lLtNR1WcgYdlIihVXPhZSOqsVNFHUX+Ut01PquIgX8aHi0hea2P1lvRRUMWqGQgEAnA4HOTk5MDJyckoJ9Csjkqlgkwmg0QiaZ57/qXZkKk4eFQhgoCjgjNkkDVybBTGgJyiUnCUUghU0ro3aKH4/MpDRElJCeVtE8ksAcrkCniZycAUqlqHWaO8rR/K2+aTXsrAVUphyZHWOFZVS8tbqlg1Ax6PB09PT6SmpiI5OVnf4egMYwwVFRUwMzNrloMXkxQhR8qHinHgLJLj0VM+JUcphWf5LfBAbQJqwufzYW1tjby8POTl5ek7HJ1o7rytTblMgfwyOewECmTy6zcpMuVt3Shvm5ikckoaBeMgSyKAjUCBh3Xkb0vKW6pYNRNLS0sEBASY1Ezrcrkcp0+fxnPPPdfk84MBwKrtB3AsxwZfdX4IP8unP+sRqKQt4kv+tNzd3eHo6Ggyt1WaO29rklpQjve3XUYf2wJ80Caj3pN7U97WD+VtEzr/LQDgq/vOOJFjjR973IeojmnBWlLeUsWqGfF4PKPo4VFfPB4PCoUCYrG4yb/ov1xLx/p7VljR4SE6mRcA9Tu5JzrA4XCqnfTWWDVn3tZEdTwaH15sDblEgPnPJMGMqSpnVyY6Q3nbhFTlKJDxsPm+Jab7ZMKGU0bH5MdQxYoYphPR6j9zpTwsPtsWI1xK8YpHgR6DIkQ3dqQ44EKBJX7scR8W9bwFSIgh2ZNmByUDwlqZxq1WXTKcFnCE1GDx3x7gAPioXVq9b5cQYqhySqRY8Y8rJnrmoZd9mb7DIaTBGAN2pdkj1LkY9sKWcXuvIahiRQza0SxrHM6yxUft0+Aooi8wMX6r4v4Bj8MwPyBT36EQ0ihXCs1xv0yM8Z75+g7FIDXLrcAnZ8auC4fDwZUrV+Dt7d1EERFjIFFy8PFddwxwLMZIlyJ9h0PIU/s7oxi7Lj7C/9pkw47O9ImR2p1mDw+xDL3tS/UdikFqlopVYWEhYmJiYGNT90SYjDG8/fbbWjNuExP2WHuqx2166IhMiQDfd0uiW4DEJHx6+G/4OFjgNWqXQoyURK7Er5k2eMMnF1w6Ller2RqvT5gwAc7OzvUqO2vWrCaOhhi6bCkf6x44I8I7F34Wpj+gHDFxJ6JxucAcfyT6Y12XhxDSPIDE2Px7AnwqyxplSh+McivUbzwGrFkqVipVw3q9lJSUNFEkxFh8/cAZfA7DzNZZ+g6FEJ1Yfd8FbSwlGE63tYkR+y3LBm0tK+iEtxbUeJ0YnLQKAX5Iscd03xzYCKgrOjF+fxWa4XSeFWa1zqLbJ8RoSZQc/J5tjRF0clArvVasrK2t8eDBA32GQAzQ2gfOsOSrMJnaoRATse6BC/wtJBjhSv+QiPH6I88KpUoe5XEd9FqxMpWpBojupFcIsCfNHm/6ZtPAicQkJOeWIT7HClN9csCjq1XEiB3LtoafhQQBOphSzJTRrUBiUDY/dIQ5T4lXvWh8FGIavk9Ihq1AiRepsS8xYowBJ3OsMNiJ2kDXpdGN1+/fv48tW7bg/v37WL16NZydnfHbb7+hVatW6NChQ732MWnSJFhbWzc2BGJiiuRc/Jhqj/BWeXS1ihi3f3tQlSq42PNnO4S1yoe4jklqCTFkt0rEyJEJMMCxWN+hGLxGXbE6deoUOnXqhPPnz2Pfvn0oLa0cJOzatWtYsmRJvffzzTffwNHRsTEhEBP0Q4oD5CoOJnvn6jsUQnRib5odKlRcGreKGL1TuVaw4CnR3a5c36EYvEZVrD744AMsW7YMcXFxEAqF6uWDBg3Cn3/+qVV+zZo1kEgk9d5/bGxsg4ZcWLduHXx8fCAWixEcHIwLFy7UWHbAgAHgcDhaPyNHjlSXmTx5stb6YcOG1Tse0nByFfDdI0eMcS+Es0ih73AIeWqMAdtSHDDMuQhuYrm+wyHkqZzMsUZvh1Iag60eGlWxunHjBsaMGaO13NnZGbm52lcb3nvvvQZVlObPn4+cnJx6ld21axciIyOxZMkSXLlyBV26dEFoaCiys7OrLb9v3z5kZGSof/6/vTuPa+Lc+gD+S0ISQsImkU1BUVDrihuIpbUqirWLdnV5W5fb17ZUbL3Y2tprRe2CtV5LtV7trdXW+9ba1ntrrVIVI7iBUnHBlasWxYWwBEJYk5DM+wclNRKWhCEhw/l+PnwkM89MzgwHPJl55nkuXLgAgUCA5557zqzdpEmTzNp99913rY6fWC+1yBOFWiH+0qN1P3dCOroz5fXzqU2n+dSIkyuv0eN0uRvGyql/VWvY1MfKy8sLBQUFCAkJMVt+5swZdOvWrVF7hmEwfvx4uLi07u1qampaHcvatWsxb948zJ07F0D91a69e/diy5YteOeddxq1v3/ewh07dsDNza1RYSUWi+Hv79/qOEgrNTF9zbe3umCkVxX6utPTJoQbdt7xRqCrDqN9aD414tyOXyuBgeFhDBVWrWJTYTV9+nS8/fbb+PHHH8Hj8WA0GnH8+HG8+eabmDVrVqP21vS7AoApU6a0auJmnU6H7OxsLFmyxLSMz+cjJiYGmZmZrXqvr776CtOnT4dUKjVbnp6eDl9fX3h7e2PcuHH44IMP4OPjY3EfWq0WWu2fBYFGU9+5T6/XQ6/n7i2AhmOz6hiZxhdJ86pEOF7qjjWDbkFvYT1nNHOeLJ3L9s4dytv2O8baOgF+UXrhhSAVjODD2NHunrB07JS39mOPvG3KsatFCHHTwtfVYL+/0e14nE2dS7bOLY+xYTApnU6H+fPn4+uvv4bBYICLiwsMBgNmzpyJr7/+GgKBgJXgWnL37l1069YNGRkZiIqKMi1fvHgxDh8+jJMnTza7fVZWFiIjI3Hy5ElERESYljdcxQoJCcH169fx7rvvQiaTITMz0+KxLV++HCtWrGi0fPv27XBzc2vDEXYOu27wkVXMw4rhBgg5XFdZq7q6GjNnzkR5eXm7PD1Ledt+ThXz8K9rAiwNr0NXiaOjsS/KW+756KwAvd0ZTOvN7ae12cpdmwqrBvn5+bhw4QIqKysxdOhQhIWF2RyILdpaWL3yyivIzMxETk5Os+1+//139O7dGwcPHsT48eMbrbf0CSooKAglJSWcHk5Cr9cjNTUVEyZMgFAobN1GR9eavdQaeIg+0hfPBKrxTl9lO0TZgTyU0OQqS+dSo9FALpe3239QlLdW5G1r3JPbs0/1hM7Iw3cReeztn03N5KI1KG/tp93ytgXFFVqMXn0Ynw66hccD7DjiOks5aklT55Kt3LXpVuCxY8cQHR2N4OBgBAcH2/zmbSWXyyEQCFBYaD5Rb2FhYYv9o6qqqrBjxw6sXLmyxffp1asX5HI5rl27ZrGwEovFEIvFjZYLhUK7/gI4ilXHyTP/xLO/xBNqvQtmBqkg5HH70xBacY7uPZftnTuUtywf5x/5W6R1QWapFEkD7nTcnGb550t5az92Pc60JGQXeALogQd9Kuybz3Y4xvvPJVvn1aYbL+PGjUNISAjeffddXLp0iZVAbCESiTB8+HAoFArTMqPRCIVCYXYFy5Iff/wRWq0WL7zwQovvc/v2bahUKgQEBLQ5ZmLup7veCPesopnSCWfsK/SEgAdM8qX51IjzO1EmQy9pLQ2DYwWbCqu7d+9i0aJFOHz4MAYOHIjw8HB88sknuH37NtvxtSghIQFffvklvvnmG1y+fBlxcXGoqqoyPSU4a9Yss87tDb766itMnTq1UYf0yspKvPXWWzhx4gRu3LgBhUKBKVOmIDQ0FLGxsXY5ps5CpRPgcIk7nqKpPgiH7FF6ItqnAl4ig6NDIaTNMkuliOpS5egwnIpNhZVcLkd8fDyOHz+O69ev47nnnsM333yDnj17Yty4cc1um5aWZlOgTZk2bRrWrFmDZcuWITw8HGfPnsW+ffvg5+cHoL4fWEFBgdk2ubm5OHbsGF566aVG+xMIBMjJycGTTz6JPn364KWXXsLw4cNx9OhRi5efie32FHgBAJ6gwopwRGGtC34rk+Ixf7paRZxfkdYFv1e5YpQ3DRliDZvnCmwQEhKCd955B0OGDMF7772Hw4cPN9t+0qRJ6N69O+bOnYvZs2cjKCiorSEgPj4e8fHxFtelp6c3Wta3b1801WdfIpFg//79bY6JtOynAi88Iq9AF/pkTzgipdATLjwGE31pPjXi/LLK6ochiqQrVlZp08Ptx48fx2uvvYaAgADMnDkTAwcOxN69e5vd5s6dO4iPj8fOnTvRq1cvxMbG4ocffoBOp2tLKMTJ/F4lwtlyKZ4KLHN0KISwJkXphYfklfAU0ocF4vxOq90QJNFS/yor2VRYLVmyBCEhIRg3bhzy8/Px2WefQalU4l//+leLc+rJ5XL89a9/xdmzZ3Hy5En06dMHr732GgIDA/H666/j3LlzNh0IcS67C7zg7mLA+K70yZ5wg0onQLbaDbHUaZ1wxGm1G4Z50aTL1rLpVuCRI0fw1ltv4fnnn4dcLrf5zYcNGwZ/f3/4+Phg1apV2LJlC/7xj38gKioKmzZtwoABA2zeN+nYfi30xPiuGrgKOtqQ1ITYJq3YAwyAcV1p2g/i/Gr1BlzUSOjhIhvYVFgdP368TW+q1+vx888/Y8uWLUhNTcWIESPw+eefY8aMGSguLsbSpUvx3HPPOXQoB9J+rleJkVspQUJoYcuNCemo7pv38mBRD4R7VqMr3TYhHHDhTjn0DJ+uWNmg1YXV7t278eijj0IoFGL37t3Ntn3yySebXLdgwQJ89913YBgGL774IlavXo2BAwea1kulUqxZswaBgYGtDY04mX2FHnATGGhCT8IZtQYejqhkmN+ryNGhEMKK0/llkAiM6Ode4+hQnE6rC6upU6dCqVTC19cXU6dObbIdj8eDwdB0x81Lly5h/fr1ePrpp5scvkAul7M+LAPpOH4t9MRYeQXdBiSccaJUimqDADHUZ5BwxOmbagz2qKb5W23Q6sLKaDRa/N5aiYmJGD16NFxczN+6rq4OGRkZePjhh+Hi4oIxY8bY/B6k47pVLcQFjRteDSl2dCiEsOZgsQeCJFr0kdEMAsTJpSWBYYDT1x7AM4F0G9AWNvWx2rZtG6ZNm9boipNOp8OOHTswa9asJrcdO3YsCgoK4Ovra7a8vLwcY8eObfZqF3Ey9/VBAYBfC+UQ840YS7cBCUcwDKAo9kCsrwY8nqOjIaTt7tQKUaQVUv8qG9l0kW/u3LkoL2/8SHFFRYVpKpmmMAwDnoW/PiqVClKp1JZwiBP5tdATD8srIHXpoJPTEmKl3EpXFNSKaOgQwhnZ6vr/i4d60sCgtrDpilVTxdHt27fh6elpcZunn34aQH0frDlz5phd7TIYDMjJycHo0aNtCYc4iSKtC86US/H3gfmODoUQ1hxVySDmGzHSm/4TItxwRu2GHhIt5GK6g2QLqwqroUOHgsfjgcfjYfz48Wb9pAwGA/Ly8pocILSh4GIYBu7u7pBIJKZ1IpEIo0aNwrx582w5BuIk0ovdwQODsTTOD+GQIyXuiPSuoocxCGfkaCQY4km3AW1lVWHV8DTg2bNnERsbC5lMZlonEonQs2dPPPPMMxa33bp1KwCgZ8+eePPNN+m2XyekKPbAMK9qmhuQcEatgYesMineClM6OhRCWFFnBC5pJJjsRzMI2MqqwioxMRFAfXE0bdo0uLq6Wv2GDfsgnYvWyMNRGueHcMxvZVJojXw8TA9jEI64VuWKWiMfgzxo/Cpb2dTHavbs2Va1HzZsGBQKBby9vU23E5ty+vRpW0IiHVzWH+P80HQfhEuOqtzhJ9YjTErDLBBuyNFIwAODAVRY2cymwspgMODTTz/FDz/8gPz8fOh0OrP1paWlZq+nTJli6qze3OCihLsUxR4IdNWhn6zW0aEQwpojJTI85FNBwywQzrhQLkEvqRYyenLbZjYVVitWrMDmzZuxaNEiLF26FH/7299w48YN7Nq1C8uWLWvU/t7bf3QrsPNhGOBQsTvGdaVxfoiTu2dstiKtC65UShDXiwa7JdyRo5FgMF2tahObxrH69ttv8eWXX2LRokVwcXHBjBkzsHnzZixbtgwnTpxgO0bi5K5XiZFfI6bbgIRTjqnqH96J9qG8JtygNxhxuUKCgVRYtYlNV6yUSiUGDRoEAJDJZKbBQh9//HG89957jdp7e3s326/qXvffRiTO71CxO1z5RozuUunoUAhhzTGVDAPca+BDT7kSZ/fHldirGldojX0wmIZaaBObCqvu3bujoKAAwcHB6N27Nw4cOIBhw4bht99+szixcnJyclvjJE7sULEHRvtU0jg/hFOyymSI9aVH0gl3XPij43p/d+oL2xY2FVZPPfUUFAoFIiMjsWDBArzwwgv46quvkJ+fj7/+9a+N2lv7FCHhjuo6Hk6r3fC3vgWODoUQ1typEeJ2jYhGWyeckqORIFSqpSnH2simwmrVqlWm76dNm4bg4GBkZmYiLCwMTzzxRKP2Go0GHh4epu+b09COcMNvail0DB8P+tBtQMIdv5XVD3BMhRXhkvMaNwzypP5VbWVTYXW/qKgoREVFNbne29sbBQUF8PX1hZeXl8X+Vg3zDxoM1F+BS46p3OEv1qE3jfNDOCSrTIowaS31ryKcoTcClytcMTWgzNGhOL1WF1a7d+9u9U6ffPJJs9eHDh1Cly5dAABpaWmt3g9xfsdUMjzoU0nDLBBOySqTIrILXa0i3PHfSlfojHwaaoEFrS6sWjuwp6WrTmPGjLH4PVs2bNiATz75BEqlEkOGDMH69esRERFhse3XX3+NuXPnmi0Ti8Worf2zsx7DMEhMTMSXX34JtVqNBx98EBs3bkRYWBjrsXNZiVaAyxUSvNyTxvkh3FGiFeBalSsW0PRMhEPOa9zAB4P+VFi1WasLK6ORvc5sZWVl+Oqrr3D58mUAQP/+/TF37lzTVS1rfP/990hISMCmTZsQGRmJ5ORkxMbGIjc3F76+vha38fDwQG5urun1/bcmV69ejXXr1uGbb75BSEgI3nvvPcTGxuLSpUs2zY/YWWWU1o/zQ/2rCJecUlP/KsI9OeUShMlqIaGnt9vMpgFC2+LIkSPo2bMn1q1bh7KyMpSVlWHdunUICQnBkSNHrN7f2rVrMW/ePMydOxf9+/fHpk2b4Obmhi1btjS5DY/Hg7+/v+nLz8/PtI5hGCQnJ2Pp0qWYMmUKBg8ejG3btuHu3bvYtWuXLYfcaR1XuaOPrBa+4jpHh0IIa06WShEk0SJQond0KISw5oKGBgZli02d11euXNnsekvT2jSYP38+pk2bho0bN0IgEACon3vwtddew/z583H+/PlWx6HT6ZCdnY0lS5aYlvH5fMTExCAzM7PJ7SorK9GjRw8YjUYMGzYMH330EQYMGAAAyMvLg1KpRExMjKm9p6cnIiMjkZmZienTpzfan1arhVb7Z+fshicf9Xo99Hru/vFtODZLx8gwDI6qZJjoq4GesXv93jE1kwuWzmV75w7lrQ3HyPCRVSbDCO9q585rln6+lLf206a8bYHOIKjvuB6o7jh53Y4/y6bOJVvn1qbC6qeffmoUTF5eHlxcXNC7d+9mC6tr165h586dpqIKAAQCARISErBt2zar4igpKYHBYDC74gQAfn5+uHLlisVt+vbtiy1btmDw4MEoLy/HmjVrMHr0aFy8eBHdu3eHUqk07eP+fTasu19SUhJWrFjRaPmBAwfg5uZm1TE5o9TU1EbLimuAu7UiiNy8kVLhZf+gOqKUlBab3Hsuq6vbd/RjytvGeduSmrp+uFQhwKCuIqRUuLdDVHbSily0BuWt/diSty25VdkXeoYPjYsvUiosd6GxO5Zz1JL7zyVbuWtTYXXmzJlGyzQaDebMmYOnnnqq2W2HDRuGy5cvo2/fvmbLL1++jCFDhtgSjlXuHxpi9OjReOCBB/DFF1/g/ffft2mfS5YsQUJCgum1RqNBUFAQJk6cyOlxufR6PVJTUzFhwgQIhULg6FrTuu1qb7jwAhEXmEuzpDd4KKHJVY3OJVoe862tKG//PNetdfg//wSDnngp4Dp6SnXtFKEdNJOL1qC8tZ+25G1Ldny3FQJeIP7il9tx+lixlKOWNHUu2cpdVsaxAuo7hK9YsQJPPPEEXnzxRbN1OTk5pu9ff/11vPHGG7h27RpGjRoFADhx4gQ2bNhgNvBoa8jlcggEAhQWFpotLywshL+/f6v2IRQKMXToUFy7dg0ATNsVFhYiICDAbJ/h4eEW9yEWiy1O5SMUCln/BeiITMfJ+7OAylTJMNSzGt5C6l9l0opcuDdn2jt3KG+tP85stRu6ivQIldY69xAiLP98KW/tpz2O85LGFWHSWni4dKBx2ezws7z/XLJ1XlkrrACgvLzcNCHzvcLDw8Hj8cAwf1bCixcvbtRu5syZmDZtWqvfTyQSYfjw4VAoFKbhIIxGIxQKBeLj41u1D4PBgPPnz2Py5MkAgJCQEPj7+0OhUJgKKY1Gg5MnTyIuLq7VsXVmBgbIKJXiLz1KHB0KIazKKpMiokuVcxdVhNznvEZCI66zyKbCat26dWavGYZBQUEB/vWvf+HRRx9t1D4vL8+26FohISEBs2fPxogRIxAREYHk5GRUVVWZxqqaNWsWunXrhqSk+tm7V65ciVGjRiE0NBRqtRqffPIJbt68if/93/8FUP/E4MKFC/HBBx8gLCzMNNxCYGBgq8fy6uwuaCTQ1LkgmoZZIBxSqzcgp1yCJ/3Vjg6FENZo6wzIrXDF891oxHW22FRYffrpp2av+Xw+unbtitmzZ5s9odegR48etkXXCtOmTUNxcTGWLVsGpVKJ8PBw7Nu3z9T5PD8/H3z+n085lJWVYd68eVAqlfD29sbw4cORkZGB/v37m9osXrwYVVVVePnll6FWqxEdHY19+/bRGFatdEwlg1RgwBDP9u3ESog9ncmvf2IqgkZcJxzyX2Ul9AyfhlpgkU2FFRtXoC5duoT8/HzodOYdQO+fDqc14uPjm7z1l56ebvb6008/bVQY3o/H42HlypUtDitBLDuukmFUlyoIO8hTu4SwISuvFB4udegrq225MSFOIueOGgIeg/7uVFixhdU+Vq3x+++/46mnnsL58+fN+l01jH5OkzA7txoDD6fKpFjSt8DRoRDSdmlJpm+zTocgwpsBn/pXEQ65cKccYdJauHaUpwE5wKbCqra2FuvXr0daWhqKiooaTXdz+vTpJrd94403EBISAoVCgZCQEGRlZUGlUmHRokVYs2aNLeGQDuRUmRQ6hk/9qwin6I3A6XIpFvYubLkxIU7k/J1y6rjOMpsKq5deegkHDhzAs88+i4iIiEZz7TUnMzMThw4dglwuB5/PB5/PR3R0NJKSkvD6669bHCOLOI9jKhl8xXqESrUtNybESVzQSFBj4CPCmz4wEI5IS4LWyEPu3QF4vh8VVmyyqbDas2cPUlJS8OCDD1q9rcFggLt7/YjFcrkcd+/eRd++fdGjRw+ziZGJczqmcke0TyU9jk44JatMBonASB18Caf8t8KVOq63A5sKq27dupmKI2sNHDgQ586dQ0hICCIjI7F69WqIRCL885//RK9evWzaJ+kYSnUCXKyQ4C89ih0dCiGsyiqTYrgXPZBBuCVHI6GO6+3Apj8Tf//73/H222/j5s2bVm+7dOlSU5+slStXIi8vDw899BBSUlIajY9FnEtGqQwA8CD1ryIcYmDqC6uRXjTMAuGWCxoJdVxvBzZdsRoxYgRqa2vRq1cvuLm5NRoGvrS0tMltY2NjTd+HhobiypUrKC0thbe3t1V9tUjHc1wlQ6i0Fv6uNI0N4Y7cCldU1Alo/CrCOec1EroN2A5sKqxmzJiBO3fu4KOPPoKfn5/NBdGtW7cAAEFBQTZtTzqWYyoZxnetcHQYhLDqtzIphDwjhtKAt4RDtEYejbjeTmwqrDIyMpCZmYkhQ4ZYvW1dXR1WrFiBdevWobKy/paRTCbDggULkJiY2Ckm0eSifFU1btWIEe1z19GhEMKqrDIphnjW0O0SwinUcb392FRY9evXDzU1tv0wFixYgP/85z9YvXo1oqKiANQPwbB8+XKoVCps3LjRpv0Sxzp6rRgCHoNIul1COIRhgJNlUvpUTziHOq63H5sKq1WrVmHRokX48MMPMWjQoEZXmTw8PJrcdvv27dixY4fZZM2DBw9GUFAQZsyYQYWVkzp+rQThntVwdzG23JgQJ5FXLUKJToiR3vSBgXALdVxvPzYVVpMmTQIAjB8/3mw5wzDg8XjNTksjFovRs2fPRstDQkIgEolsCYc4mMHIIOO6CrMC6GlAwi1ZZTLwwWA4PRFIOIY6rrcfmwqrtLQ0m98wPj4e77//PrZu3QqxWAwA0Gq1+PDDD5ucSJl0bJcLKqCu1iPahzquE27JKnNDf48aeAjpSizhDm2dAbkVrngukG5xtwebCqsxY8ZY1f7pp582e33w4EF0797d1Pn93Llz0Ol0ja6AEedw/LoKbiIBwmm+KcIxWWUyTPQtd3QYhLDqv8rK+o7r9De7XdhUWB05cqTZ9Q8//LDZa09PT7PXzzzzjNlrGm7BuWVcVyEypAtEfLpXT7jjjroGt2tEiKD+VYRjzt5WU8f1dmRTYfXII480WnbvWFb397HaunWrLW9DnIDOAJzKV+PtSf0AvaOjIYQ9v+XVD3RMHdcJ15zNV+MB9xpIqON6u7BpSpuysjKzr6KiIuzbtw8jR47EgQMHWrWP4uJiHDt2DMeOHUNxMc0t56x+r+BBV2fEQ2FyR4dCCKuybpQiVFoLH1HTD+MQ4ozO3ipDOA14225sumJ1/609AJgwYQJEIhESEhKQnZ3d5LZVVVVYsGABtm3bZpozUCAQYNasWVi/fj3c3NxsCYk4SK6aBz93McJ8ZcAlR0dDCHuy8krpNiDhnPIaPa4XVyFuIN0GbC+sztXu5+eH3NzcZtskJCTg8OHD+OWXX6BWq6FWq/Hzzz/j8OHDWLRoEZvhkPaUlgQcXYvcch5Gy5Tgpa9ydESEsKakUotrRZVUWBFuSUvCuT2bAICuWLUjm65Y5eTkmL1mGAYFBQVYtWoVwsPDm9323//+N3bu3GnWT2vy5MmQSCR4/vnnaYBQJ1KiFeBONQ8P9qLxqwi3ZP3Rv4pmEiBcc7bcDR4udegl1To6FM6yqbAKDw8Hj8cDw5h3fBs1ahS2bNnS7LbV1dXw8/NrtNzX1xfV1VRBO5OMUhkAYLQP/edDuOXk7yoEd3FDgCs9kUG45Wy5G4Z41oDPa7ktsY1NhVVeXp7Zaz6fj65du8LV1bXFbaOiopCYmIht27aZ2tfU1GDFihWmuQOJcziukiHAjUFXcZ2jQyGEVSfzShEZ0sXRYRDCKoYBzqrd8EKQytGhcJpVfawOHTqE/v37w9vbGz169DB9BQUFQavVYsCAATh69Giz+0hOTsbx48fRvXt3jB8/HuPHj0dQUBAyMjLw2Wef2XQQGzZsQM+ePeHq6orIyEhkZWU12fbLL7/EQw89BG9vb3h7eyMmJqZR+zlz5oDH45l9NUzjQ+oxTH1h1deTHtclHJKWBPX+1chVahCpzXR0NISw6laNCKV6F4R70d2h9mRVYZWcnIx58+ZZnGTZ09MTr7zyCtauXdvsPgYNGoSrV68iKSkJ4eHhCA8Px6pVq3D16lUMGDDAuugBfP/990hISEBiYiJOnz6NIUOGIDY2FkVFRRbbp6enY8aMGUhLS0NmZiaCgoIwceJE3Llzx6zdpEmTUFBQYPr67rvvrI6Ny65XiVGoFaIfFVaEY7LUUjDgIbIL9R0k3HKmvP6pe+q43r6suhV47tw5fPzxx02unzhxItasWdPker1ej379+mHPnj2YN2+eNW/dpLVr12LevHmYO3cuAGDTpk3Yu3cvtmzZgnfeeadR+2+//dbs9ebNm/Hvf/8bCoUCs2bNMi0Xi8Xw9/dnJUYuOqqSQcgzorcHFVaEW06WStHNVYcgCfWvItxyWu2GHhItutDYbO3KqitWhYWFEAqFTa53cXFpdrBPoVCI2tpaa96yWTqdDtnZ2YiJiTEt4/P5iImJQWZm6y7jV1dXQ6/Xo0sX8/4U6enp8PX1Rd++fREXFweViu5J3+uYyh3DvaohEjg6EkLYlVUmpWEWCCdllUkRQU+6tjurrlh169YNFy5cQGhoqMX1OTk5CAgIaHYf8+fPx8cff4zNmzfDxcWmvvMmJSUlMBgMjZ4y9PPzw5UrV1q1j7fffhuBgYFmxdmkSZPw9NNPIyQkBNevX8e7776LRx99FJmZmRAIGlcSWq0WWu2fj65qNBoA9Vfo9HruferV6g3IUMkQ16sYgCv0DKvDoXFXM7nQkCf35kt7505ny9sGls51gwqdCy5qJJjevYzbec3Sz5fy1n6ay9vW0NTocaXCFbOCVc6R2+34s2zqXLKVP1ZVNpMnT8Z7772HSZMmNXoCsKamBomJiXj88ceb3cdvv/0GhUKBAwcOYNCgQZBKpWbr//Of/1gTUpusWrUKO3bsQHp6utnxTJ8+3fT9oEGDMHjwYPTu3Rvp6ekYP358o/0kJSVhxYoVjZYfOHCAkyPJX1HzUGMUQCj1AQCkVvZxcEROIiWlxSapqamm79t7+JHOlrf3u/dcN7hY1hdG8FAt8kNKReNhYTijFbloDcpb+7GUt61xsYwHBgJUi/yRUuEE3VxYzlFL7j+XbOUuj7l/MKpmFBYWYtiwYRAIBIiPj0ffvn0BAFeuXMGGDRtgMBhw+vRpi+NUNWjoC9UUayZs1ul0cHNzw86dOzF16lTT8tmzZ5tGdG/KmjVr8MEHH+DgwYMYMWJEi+/VtWtXfPDBB3jllVcarbP0CSooKAglJSUWO/o7u/f3XkHq2Ws4GH0NB6v6YILsvxDyjI4Oq+N7KKHJVXq9HqmpqZgwYYLpdrtGo4FcLkd5eXm75FFny9sGls51g9VffYufC7xw7OFc8Lg8zk8zuWgNylv7aS5vW+OTA//FrqyrzpPbLOWoJU2dS7Zy16orVn5+fsjIyEBcXByWLFliGiCUx+MhNjYWGzZsaLaoAqwrnFoiEokwfPhwKBQKU2FlNBqhUCgQHx/f5HarV6/Ghx9+iP3797eqqLp9+zZUKlWTtznFYjHEYnGj5UKh0KZfgI6MYRgcvlqCcV0rIOLXF1NCnpEKq9ZoRS7cmzPtnTudKW8tsXScWaVSjPKuNOU2Z7H886W8tR9bj/PUTTUivKucJ7ft8LO8/1yylT9Wd3Lq0aMHUlJSUFZWhmvXroFhGISFhcHb27vZ7YxGIz755BPs3r0bOp0O48ePR2JiIiQSic3BA/VzD86ePRsjRoxAREQEkpOTUVVVZboyNmvWLHTr1g1JSUkAgI8//hjLli3D9u3b0bNnTyiVSgCATCaDTCZDZWUlVqxYgWeeeQb+/v64fv06Fi9ejNDQUMTGxrYpVi7IK6nCTVU1lgVrHB0KIaxSV+uQo5Hgf2jwRMIlaUmoNfBw/tYATO1HHdftwebe497e3hg5cmSr23/44YdYvnw5YmJiIJFI8Nlnn6GoqKjFKXBaMm3aNBQXF2PZsmVQKpUIDw/Hvn37TFfO8vPzwef/2VFv48aN0Ol0ePbZZ832k5iYiOXLl0MgECAnJwfffPMN1Go1AgMDMXHiRLz//vsWPyV1CmlJpm8P3ZBDxPdHVJdKAM5wPZmQ1sm4rgIDHqJ9aPwqwi1nyt2gZ/j0tKudtO2xPCts27YN//jHP0x9lA4ePIjHHnsMmzdvNit8bBEfH9/krb/09HSz1zdu3Gh2XxKJBPv3729TPFyWVuyOqC6VcHNhoGeosCLccexaCXpJaxFI41cRjslQyeAtrEMfGXvDHZGm2e2Zy/z8fEyePNn0OiYmBjweD3fv3rVXCKSNKur4yCqTYqy8wtGhEMK6Y1dLEE2jrRMOOqqS4UGfSpp42U7sVljV1dU1GqJBKBRyetwRrkkrdoee4WOCL/WvItySr6pGfmk1ouVUWBFuUesEyCl3w8M+9IHYXux2K5BhGMyZM8esn1JtbS1effVVs7Gs7DmOFbHOvkJPDPaoRje6VUI45ti1Egj4PIzypsKKcEtGqQxG6jtoV3YrrGbPnt1o2QsvvGCvtydtVGvgIa3EA/G9Ch0dCiHsSkvCsbPBGOIhhIfQSR5FJ6SVjqpk6E19B+3KboUVm+NXEfs7onJHjYGPR/3KHR0KIazSG4GjKne81KPpeU4JcUYMw+Coyh0xXan7hj05wYRBpCPYV+iJPrJa9JLqHB0KIaz6rUyKijoBYnypDwrhlmtFlbhdI8IYeuDIrqiwIi3SGXk4WOSOSXS1inDQwWIP+It1GOBe4+hQCGHV/otKSAWGP8YdJPZChRVpUVqxOzR1LnjcX+3oUAhhFcMwUBR5YFzXCueYP40QKxy4VIhH5BVwFbR6SmDCArv1sSLOa1eBFwa416CPTNtyY0KcyPXiKtysESPRl8bTIxzxx0wZd2uEyLn9AF4aTP2r7I2uWJFmlVfroSjywFOBZY4OhRDWHbxcCFe+EaPpVgnhmNQiDwh5RoyVU2Flb1RYkWbtPV+AOoaHJwPUjg6FENbtybmLcV01dKuEcM6uAi9E+1TSECIOQLcCibl7JlwGgJ0neyPaxwhfcZ2DAiKkfeSVVOHCHQ3mD1E7OhRCWJVXJcKZcinWD77p6FA6JbpiRZp0QeOK02opZgapHB0KIazbe14JqUiAsV3pUXTCLT8VeMPdxUDTjzkIFVakSf+X74MAVx0NLke45ehaMAyw5+RFTPApoduAhFMMDPCfu9541K+ccttBqLAiFpXrBdhV4I2Z3UvhQllCOOZWFXC9ypX6DhLOURR74HaNCP9Ddxochv7LJBZtv9UFBgaY1r3U0aEQwrqMQj78xXo87EO3AQm3bL0pxzCvKgzxpAFvHYU6r5NGqut42HyzK57tVkad1gnnVNTxkV3Cw6shdDWWcMQfDx1drnBFZmkf6rTuYPRnhTTy3W0fqPUCxIXQpLSEe3bf9YLeCDzbjcZmI9ySfM0P3SU6mn7MwaiwImYq6vjYmNcVUwPKEOxGEy4TbqkzGPHVTTmGdGEQ4EpXYwl35JRLsL/IE3/trYSQ/md3KDr9xMyG331RWSfAotBCR4dCCOt+ybmLWzUiTOhOgyYS7jAywIorgQiT1mJqoNrR4XR61MeKmOQqK7DlhhxxvYoRKNE7OhxC2PFH/xOtkYfPjvfBI3ItukvdHBwUIezZfrsLstVSfD/yOgQ0mbjD0RUrAgDQ1RmR8MNZ9HDTIS6kyNHhEMK6zTfkuF0jwuI+dDWWcEeusgIf5gZiRncVIrtUOTocArpi1bn98UmeYYDll7oht6ALfoq8RYPKEc7JrxZhw+++mB1cgjCZFldplAXCAcUVWrz6f9noIdFiWb+7jg6H/IETV6w2bNiAnj17wtXVFZGRkcjKymq2/Y8//oh+/frB1dUVgwYNQkpKitl6hmGwbNkyBAQEQCKRICYmBlevXm3PQ3CojXldsf22Dz4acBuDaOwTwjG1Bh5eOxeMrqI6LKS+g4QjlL9+gmnJe1BVocYXQ29CQh+IOwynL6y+//57JCQkIDExEadPn8aQIUMQGxuLoiLLt7MyMjIwY8YMvPTSSzhz5gymTp2KqVOn4sKFC6Y2q1evxrp167Bp0yacPHkSUqkUsbGxqK2ttddh2YWBAT7MDcDqqwF4vXchnqfHzwlXpCUBaUnQKVYh/lwwrla6YkP4Tbi7UKd14vwyrpVg6olQ1Br4+GHkdfSgJ7g7FKe/Fbh27VrMmzcPc+fOBQBs2rQJe/fuxZYtW/DOO+80av/ZZ59h0qRJeOuttwAA77//PlJTU/H5559j06ZNYBgGycnJWLp0KaZMmQIA2LZtG/z8/LBr1y5Mnz7dfgfHpj9u+zU4rXbD+1d642y5GxL73cHcHjT9AeGWm9UiJJwPwvlyCb4YehMDPbj1wYh0LkYjg2vlwF+S/42jKneM7qLF2kG34E/DhnQ4Tl1Y6XQ6ZGdnY8mSJaZlfD4fMTExyMzMtLhNZmYmEhISzJbFxsZi165dAIC8vDwolUrExMSY1nt6eiIyMhKZmZlOWVjVGYy4VSXC9SoxLmgkOFjsgQsaN/SR1WJnxHUM9652dIiEsCYttwi/nA/C7gIv+Ir12BHxO4Z5UY4T53MmvwynFTuRrXZDZqkMZXoX9JUJ8dngfDzhrwafngDskJy6sCopKYHBYICfn5/Zcj8/P1y5csXiNkql0mJ7pVJpWt+wrKk299NqtdBqtabX5eX1o96WlpZCr3f8sAXnbpVjjiIYACBzMeBBHzXm9MnHGHkl+DxAVWnbfvUMH9XV1VDxdBDy6BZLi1RNXxXU6/X151KlglAoBABUVNT3sGaY9uk70dHz1lYf/3wa1eUM4rrdwLTupZAIGLMcp7xFs7loDcrb9vXVoUv49YIHHpDVYorPXQglXpjrfw1ivhFlXH8AkKUctcRS3gLs5a5TF1YdRVJSElasWNFoeUhIiAOiadllAJsdHUSntNymrSoqKuDp6cluKHC+vLXWUQBvOjqIDmt5u78D5S17fgew94/vlzoyELta7rB3bmvuOnVhJZfLIRAIUFho/qRPYWEh/P39LW7j7+/fbPuGfwsLCxEQEGDWJjw83OI+lyxZYnZ70Wg0orS0FD4+PuDxuHutVqPRICgoCLdu3YKHh4ejw3Fqls4lwzCoqKhAYGBgu7wn5S3lbVtR3toP5S17mjqXbOWuUxdWIpEIw4cPh0KhwNSpUwHU/5IpFArEx8db3CYqKgoKhQILFy40LUtNTUVUVBSA+k89/v7+UCgUpkJKo9Hg5MmTiIuLs7hPsVgMsVhstszLy6tNx+ZMPDw86BedJfefy/b4xN+A8pbyli2Ut/ZDecseS+eSjdx16sIKABISEjB79myMGDECERERSE5ORlVVlekpwVmzZqFbt25ISqp/Ku6NN97AmDFj8Pe//x2PPfYYduzYgVOnTuGf//wnAIDH42HhwoX44IMPEBYWhpCQELz33nsIDAw0FW+EEEIIIZY4fWE1bdo0FBcXY9myZVAqlQgPD8e+fftMnc/z8/PB5/85XNfo0aOxfft2LF26FO+++y7CwsKwa9cuDBw40NRm8eLFqKqqwssvvwy1Wo3o6Gjs27cPrq6udj8+QgghhDgPHtNej24QztNqtUhKSsKSJUsaXZon1qFzaT90rtlD59J+6Fyzp73PJRVWhBBCCCEscfopbQghhBBCOgoqrAghhBBCWEKFFSGEEEIIS6iwIjbbsGEDevbsCVdXV0RGRiIrK8vRIXUoSUlJGDlyJNzd3eHr64upU6ciNzfXrE1tbS3mz58PHx8fyGQyPPPMM40GsM3Pz8djjz0GNzc3+Pr64q233kJdHU28aivK2+ZR3nZMlLfN61B5yxBigx07djAikYjZsmULc/HiRWbevHmMl5cXU1hY6OjQOozY2Fhm69atzIULF5izZ88ykydPZoKDg5nKykpTm1dffZUJCgpiFAoFc+rUKWbUqFHM6NGjTevr6uqYgQMHMjExMcyZM2eYlJQURi6XM0uWLHHEITk9ytuWUd52PJS3LetIeUuFFbFJREQEM3/+fNNrg8HABAYGMklJSQ6MqmMrKipiADCHDx9mGIZh1Go1IxQKmR9//NHU5vLlywwAJjMzk2EYhklJSWH4fD6jVCpNbTZu3Mh4eHgwWq3WvgfAAZS31qO8dTzKW+s5Mm/pViCxmk6nQ3Z2NmJiYkzL+Hw+YmJikJmZ6cDIOrby8nIAQJcuXQAA2dnZ0Ov1ZuexX79+CA4ONp3HzMxMDBo0yDTgLQDExsZCo9Hg4sWLdoze+VHe2oby1rEob23jyLylwopYraSkBAaDwSz5AMDPzw9KpdJBUXVsRqMRCxcuxIMPPmga5V+pVEIkEjWa5+ze86hUKi2e54Z1pPUob61Heet4lLfWc3TeOv2UNoQ4g/nz5+PChQs4duyYo0MhpNUob4kzcnTe0hUrYjW5XA6BQNDoaYrCwkL4+/s7KKqOKz4+Hnv27EFaWhq6d+9uWu7v7w+dTge1Wm3W/t7z6O/vb/E8N6wjrUd5ax3K246B8tY6HSFvqbAiVhOJRBg+fDgUCoVpmdFohEKhQFRUlAMj61gYhkF8fDx++uknHDp0CCEhIWbrhw8fDqFQaHYec3NzkZ+fbzqPUVFROH/+PIqKikxtUlNT4eHhgf79+9vnQDiC8rZ1KG87Fsrb1ulQectG73vS+ezYsYMRi8XM119/zVy6dIl5+eWXGS8vL7OnKTq7uLg4xtPTk0lPT2cKCgpMX9XV1aY2r776KhMcHMwcOnSIOXXqFBMVFcVERUWZ1jc8/jtx4kTm7NmzzL59+5iuXbvSY+s2orxtGeVtx0N527KOlLdUWBGbrV+/ngkODmZEIhETERHBnDhxwtEhdSgALH5t3brV1KampoZ57bXXGG9vb8bNzY156qmnmIKCArP93Lhxg3n00UcZiUTCyOVyZtGiRYxer7fz0XAH5W3zKG87Jsrb5nWkvOX9ERAhhBBCCGkj6mNFCCGEEMISKqwIIYQQQlhChRUhhBBCCEuosCKEEEIIYQkVVoQQQgghLKHCihBCCCGEJVRYEUIIIYSwhAorQgghhBCWUGFF2iw9PR08Hg88Hg9Tp051dDhNunHjBng8Hs6ePWv2msfjITw83KGxEfujvCXOiPK246PCqpOZM2eOKblFIhFCQ0OxcuVK1NXVATD/pb3/S6lUNrvv3NxcfP3113Y4iqbNnTsXS5cubVXboKAgFBQUYNGiRe0cFWkryts/Ud46D8rbP3WmvHVxdADE/iZNmoStW7dCq9UiJSUF8+fPh1AoxJIlS0xtcnNz4eHhYbadr69vs/v19fWFl5dXe4TcKgaDAXv27MHevXtb1V4gEMDf3x8ymaydIyNsoLytR3nrXChv63WmvKUrVp2QWCyGv78/evTogbi4OMTExGD37t1mbXx9feHv72/2xedbly6PPPIIFixYgIULF8Lb2xt+fn748ssvUVVVhblz58Ld3R2hoaH49ddfTds0fILbv38/hg4dColEgnHjxqGoqAi//vorHnjgAXh4eGDmzJmorq42e7+MjAwIhUKMHDkSAJCVlYWhQ4fC1dUVI0aMwJkzZ2w8Y6QjoLwlzojytvOhwopAIpFAp9O1y76/+eYbyOVyZGVlYcGCBYiLi8Nzzz2H0aNH4/Tp05g4cSJefPHFRr+0y5cvx+eff46MjAzcunULzz//PJKTk7F9+3bs3bsXBw4cwPr168222b17N5544gnweDxUVlbi8ccfR//+/ZGdnY3ly5fjzTffbJdjJI5BeUucEeVtJ8CQTmX27NnMlClTGIZhGKPRyKSmpjJisZh58803GYZhmLS0NAYAI5VKzb769+/f5D4btikrKzNbPmbMGCY6Otr0uq6ujpFKpcyLL75oWlZQUMAAYDIzM832dfDgQVObpKQkBgBz/fp107JXXnmFiY2NNXu/sLAwZs+ePQzDMMwXX3zB+Pj4MDU1Nab1GzduZAAwZ86cMdsuMTGRGTJkSJPHRxyP8pby1hlR3nbOvKU+Vp3Qnj17IJPJoNfrYTQaMXPmTCxfvtyszdGjR+Hu7m56LRQKbXqvwYMHm74XCATw8fHBoEGDTMv8/PwAAEVFRU1u5+fnBzc3N/Tq1ctsWVZWlun15cuXcffuXYwfP970evDgwXB1dTW1iYqKsukYSMdAeUucEeVt50OFVSc0duxYbNy4ESKRCIGBgXBxaZwGISEhrHSMvP8PBI/HM1vG4/EAAEajscnt7t+mYdm92+zevRsTJkww+8Um3EJ5S5wR5W3nQ32sOiGpVIrQ0FAEBwdb/CV3Rj///DOmTJliev3AAw8gJycHtbW1pmUnTpxwRGiEJZS3xBlR3nY+VFgRi4qKiqBUKs2+9Hq9o8OyqKioCKdOncLjjz9uWjZz5kzweDzMmzcPly5dQkpKCtasWePAKIk9UN4SZ0R5yy1UWBGL+vbti4CAALOv7OxsR4dl0S+//IKIiAjI5XLTMplMhl9++QXnz5/H0KFD8be//Q0ff/yxA6Mk9kB5S5wR5S238BiGYRwdBHFu6enpGDt2LMrKyhwyYN2TTz6J6OhoLF682Kbtly9fjl27dpmmXiCdA+UtcUaUtx0fXbEirOnevTtmzJhh9/eNjo626X3z8/Mhk8nw0UcftUNUxFlQ3hJnRHnbcdEVK9JmNTU1uHPnDoD6S8L+/v4Ojqh16urqcOPGDQD1oyMHBQU5NiBiV5S3xBlR3nZ8VFgRQgghhLCEbgUSQgghhLCECitCCCGEEJZQYUUIIYQQwhIqrAghhBBCWEKFFSGEEEIIS6iwIoQQQghhCRVWhBBCCCEsocKKEEIIIYQlVFgRQgghhLDk/wFwV7tEFc8GbAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "freq = \"ME\"\n", + "dist = scs.pearson3\n", + "\n", + "f, axl = plt.subplots(4, 3, figsize=(6, 8), sharey=True, sharex=True)\n", + "axsr = axl.ravel()\n", + "for date, grval in dfval.groupby(pd.Grouper(freq=freq)):\n", + " data = si.utils.get_data_series(grval).sort_values()\n", + " fd = si.dist.Dist(data=data, dist=dist)\n", + " cdf = fd.cdf()\n", + " p_value = fd.ks_test()\n", + " axsr[date.month - 1].plot(\n", + " data.values, cdf.values, color=\"C0\", linewidth=1, label=f\"KS {p_value=:0.2f}\"\n", + " )\n", + " axsr[date.month - 1].hist(\n", + " data.values,\n", + " alpha=0.5,\n", + " density=True,\n", + " cumulative=True,\n", + " bins=20,\n", + " color=\"C1\",\n", + " )\n", + " axsr[date.month - 1].set_title(month_name[date.month])\n", + " axsr[date.month - 1].grid(True)\n", + " axsr[date.month - 1].legend(loc=2, fontsize=6)\n", + "\n", + "[ax.set_ylabel(\"Cumulative\\nProbability [-]\") for ax in axl[:, 0]]\n", + "[ax.set_xlabel(\"PE [mm/d]\") for ax in axl[-1, :]]\n", + "f.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The blue plotted line is the fitted pearson3 distribution and the orange fill is the cumulative histogram. For the fitted distributions seem to describe the precipitation excess values pretty well. The legend shows the p_value of the two-sided Kolmogorov-Smirnov test for goodness of fit. The null hypothesis two-sided test is that the two distributions are identical, the alternative is that they are not identical. Say we choose a confidence level of 95%; that is, we will reject the null hypothesis in favor of the alternative if the p-value is less than 0.05. For e.g. march the p-value is lower than our threshold of 0.05, so we reject the null hypothesis in favor of the default “two-sided” alternative: the data are not distributed according to the fitted pearson3 distribution. But not finding the appropriate distribution is one of the big uncertainties of the standardized index method. However, not a perfect fit does not mean this distribution is not fit-for-purpose of calculating a drought index. That is up to the modeller to decide. \n", + "\n", + "We could try to fit another distribution, e.g. Fisk. Let's plot the probability density function instead of the cdf to get more insight." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "freq = \"ME\"\n", + "dist = scs.fisk\n", + "\n", + "f, axl = plt.subplots(4, 3, figsize=(6, 8), sharey=True, sharex=True)\n", + "axsr = axl.ravel()\n", + "for date, grval in dfval.groupby(pd.Grouper(freq=freq)):\n", + " data = si.utils.get_data_series(grval).sort_values()\n", + " fd = si.dist.Dist(data=data, dist=dist)\n", + " pdf = fd.pdf()\n", + " p_value = fd.ks_test()\n", + " axsr[date.month - 1].plot(\n", + " data.values, pdf.values, color=\"C0\", linewidth=1, label=f\"KS {p_value=:0.2f}\"\n", + " )\n", + " axsr[date.month - 1].hist(\n", + " data.values,\n", + " alpha=0.5,\n", + " density=True,\n", + " cumulative=False,\n", + " bins=20,\n", + " color=\"C1\",\n", + " )\n", + " axsr[date.month - 1].set_title(month_name[date.month])\n", + " axsr[date.month - 1].grid(True)\n", + " axsr[date.month - 1].legend(loc=2, fontsize=6)\n", + "\n", + "[ax.set_ylabel(\"Probability [-]\") for ax in axl[:, 0]]\n", + "[ax.set_xlabel(\"PE [mm/d]\") for ax in axl[-1, :]]\n", + "f.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now see more cleary that there is a discrepancy between the data and the fitted distribution. However, the p_value is only less than 0.05 for march and august for the fisk distribution. For the pearson3 this was also the case for june, october and november. So the fisk distribution seems better in for this precipitation excess series than the pearson3 distribution." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Window fitting\n", + "\n", + "When the frequency of the original time series is higher than the fit frequncy, edge effects can occor. For instance if the frequency of the series is daily, but a distribution is fitted per month jumps can occur between the last and first day a new month. To prevent this the user can choose to fit a distribution on the frequency of the time series. However, fitting distributions per day gives less data per distribution to fit, sometimes resulting in a bad fit of the distribution. An example:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "spi_d = si.spi(pe, dist=scs.gamma, freq=\"D\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = si.plot.si(spi_d, ybound=3)\n", + "ax.set_xlim(pd.Timestamp(\"2003-01-01\"), pd.Timestamp(\"2004-01-01\"));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As can be seen in the figure sharp peaks are visible in the SPI, e.g. in august. To get a better fit of the distribution on those days, one can try to take into account days as well. After all, it is quite logical to take into account the distribution of the 1st of august and 3rd of august when determining the distribution for the 2nd of august. Note that this does not mean the distribution is summed over a larger window. Just more data is taken into account to determine the distribution for the specific day / week. The window argument provides for this:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "spi_3d = si.spi(pe, dist=scs.gamma, freq=\"D\", window=3)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = si.plot.si(spi_3d, ybound=3)\n", + "ax.set_xlim(pd.Timestamp(\"2003-01-01\"), pd.Timestamp(\"2004-01-01\"));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you can see the sudden peaks are a lot less sharp but some are still visible. Therefore it might be appropriate to choose a larger window. " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "speidev", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "2279c7ae29edfb28b339b66ce2f59ffc873c6e74c684d306a7300ed42278bdc7" + } + } }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fileurl = \"https://raw.githubusercontent.com/pastas/pastas/master/doc/examples/data\"\n", - "rain = (\n", - " pd.read_csv(f\"{fileurl}/rain_nb1.csv\", index_col=0, parse_dates=True)\n", - " .squeeze()\n", - " .multiply(1e3)\n", - ") # to mm\n", - "evap = (\n", - " pd.read_csv(f\"{fileurl}/evap_nb1.csv\", index_col=0, parse_dates=True)\n", - " .squeeze()\n", - " .multiply(1e3)\n", - ") # to mm\n", - "\n", - "# accumulate time series\n", - "f = 30\n", - "prec = rain.rolling(f\"{f}D\", min_periods=f).sum().dropna()\n", - "pe = (rain - evap).dropna().rolling(f\"{f}D\", min_periods=f).sum().dropna()\n", - "pe.plot(xlabel=\"\", ylabel=\"[mm]\", title=\"Precipitation Excess\", figsize=(7, 5))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Plot distributions\n", - "\n", - "The internal plot.dist method can be used to plot the (cumulative) histogram and the scipy.stats distribution fit. The given distribution using a [maximum likelihood estimate](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.rv_continuous.fit.html#scipy.stats.rv_continuous.fit) where a negative log-likelihood function is minimized. It can be important to visually check if the (cumulative) density function is actually valid for the (cumulative) histogram of the data. Let's first try that for the pearson3 distribution. \n", - "\n", - "We'll reproduce some steps that are normally done internally. First we group the data per date (index) and year (columns). This way if we can easily group per given frequency on which we want to fit the distribution." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " 1980 1981 1982 1983 1984 1985 1986 1987 1988 1989 ... \\\n", - "date ... \n", - "2000-01-01 NaN 53.4 61.4 73.4 36.1 18.9 60.2 112.2 19.7 58.3 ... \n", - "2000-01-02 NaN 56.1 61.7 75.4 42.9 20.9 65.0 124.6 23.7 56.5 ... \n", - "2000-01-03 NaN 73.2 66.9 76.5 56.5 23.1 66.6 126.8 29.5 53.3 ... \n", - "2000-01-04 NaN 78.4 59.8 83.8 61.8 27.3 70.1 127.3 29.8 47.9 ... \n", - "2000-01-05 NaN 72.6 66.9 79.8 63.1 27.7 66.4 125.0 36.8 45.3 ... \n", - "... ... ... ... ... ... ... ... ... ... ... ... \n", - "2000-12-27 55.9 81.3 73.9 62.9 13.4 77.3 70.4 16.3 82.5 75.8 ... \n", - "2000-12-28 55.0 72.7 74.0 43.3 13.6 70.0 72.7 16.1 83.3 76.2 ... \n", - "2000-12-29 51.9 66.7 73.9 35.8 13.4 70.2 74.6 16.1 83.1 77.1 ... \n", - "2000-12-30 52.3 64.3 73.7 35.4 13.8 63.5 89.6 19.3 73.9 77.6 ... \n", - "2000-12-31 52.8 59.5 73.8 35.7 14.1 60.2 110.1 19.9 59.2 78.0 ... \n", - "\n", - " 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 \n", - "date \n", - "2000-01-01 58.1 61.5 23.4 77.9 55.0 109.5 124.2 81.2 81.7 34.8 \n", - "2000-01-02 66.8 49.9 19.7 76.0 52.8 115.5 126.3 82.6 83.7 38.1 \n", - "2000-01-03 61.9 38.2 19.1 72.9 52.9 112.6 122.4 85.2 84.2 41.4 \n", - "2000-01-04 59.5 37.1 14.6 68.8 44.2 118.5 118.2 86.5 94.6 56.8 \n", - "2000-01-05 60.5 39.9 17.3 60.9 41.4 125.3 118.0 83.5 94.4 57.5 \n", - "... ... ... ... ... ... ... ... ... ... ... \n", - "2000-12-27 76.1 30.8 65.0 59.3 99.8 107.7 56.4 79.6 84.2 NaN \n", - "2000-12-28 76.1 30.1 65.8 59.8 99.4 119.8 83.6 80.1 82.2 NaN \n", - "2000-12-29 76.6 29.8 58.9 59.7 100.5 122.1 84.6 81.1 79.7 NaN \n", - "2000-12-30 75.6 26.9 69.0 54.5 111.2 124.1 80.0 82.0 66.3 NaN \n", - "2000-12-31 62.5 24.0 77.4 54.5 114.2 124.0 79.9 81.9 36.9 NaN \n", - "\n", - "[366 rows x 37 columns]" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dfval = si.utils.group_yearly_df(series=pe)\n", - "dfval" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Lets fit the pearson3 distribution" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "freq = \"ME\"\n", - "dist = scs.pearson3\n", - "\n", - "f, axl = plt.subplots(4, 3, figsize=(6, 8), sharey=True, sharex=True)\n", - "axsr = axl.ravel()\n", - "for date, grval in dfval.groupby(pd.Grouper(freq=freq)):\n", - " data = si.utils.get_data_series(grval).sort_values()\n", - " fd = si.dist.FittedDist(data=data, dist=dist)\n", - " cdf = fd.cdf()\n", - " p_value = fd.ks_test()\n", - " axsr[date.month - 1].plot(\n", - " data.values, cdf.values, color=\"C0\", linewidth=1, label=f\"KS {p_value=:0.2f}\"\n", - " )\n", - " axsr[date.month - 1].hist(\n", - " data.values,\n", - " alpha=0.5,\n", - " density=True,\n", - " cumulative=True,\n", - " bins=20,\n", - " color=\"C1\",\n", - " )\n", - " axsr[date.month - 1].set_title(month_name[date.month])\n", - " axsr[date.month - 1].grid(True)\n", - " axsr[date.month - 1].legend(loc=2, fontsize=6)\n", - "\n", - "[ax.set_ylabel(\"Cumulative\\nProbability [-]\") for ax in axl[:, 0]]\n", - "[ax.set_xlabel(\"PE [mm/d]\") for ax in axl[-1, :]]\n", - "f.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The blue plotted line is the fitted pearson3 distribution and the orange fill is the cumulative histogram. For the fitted distributions seem to describe the precipitation excess values pretty well. The legend shows the p_value of the two-sided Kolmogorov-Smirnov test for goodness of fit. The null hypothesis two-sided test is that the two distributions are identical, the alternative is that they are not identical. Say we choose a confidence level of 95%; that is, we will reject the null hypothesis in favor of the alternative if the p-value is less than 0.05. For e.g. march the p-value is lower than our threshold of 0.05, so we reject the null hypothesis in favor of the default “two-sided” alternative: the data are not distributed according to the fitted pearson3 distribution. But not finding the appropriate distribution is one of the big uncertainties of the standardized index method. However, not a perfect fit does not mean this distribution is not fit-for-purpose of calculating a drought index. That is up to the modeller to decide. \n", - "\n", - "We could try to fit another distribution, e.g. Fisk. Let's plot the probability density function instead of the cdf to get more insight." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "freq = \"ME\"\n", - "dist = scs.fisk\n", - "\n", - "f, axl = plt.subplots(4, 3, figsize=(6, 8), sharey=True, sharex=True)\n", - "axsr = axl.ravel()\n", - "for date, grval in dfval.groupby(pd.Grouper(freq=freq)):\n", - " data = si.utils.get_data_series(grval).sort_values()\n", - " fd = si.dist.FittedDist(data=data, dist=dist)\n", - " pdf = fd.pdf()\n", - " p_value = fd.ks_test()\n", - " axsr[date.month - 1].plot(\n", - " data.values, pdf.values, color=\"C0\", linewidth=1, label=f\"KS {p_value=:0.2f}\"\n", - " )\n", - " axsr[date.month - 1].hist(\n", - " data.values,\n", - " alpha=0.5,\n", - " density=True,\n", - " cumulative=False,\n", - " bins=20,\n", - " color=\"C1\",\n", - " )\n", - " axsr[date.month - 1].set_title(month_name[date.month])\n", - " axsr[date.month - 1].grid(True)\n", - " axsr[date.month - 1].legend(loc=2, fontsize=6)\n", - "\n", - "[ax.set_ylabel(\"Probability [-]\") for ax in axl[:, 0]]\n", - "[ax.set_xlabel(\"PE [mm/d]\") for ax in axl[-1, :]]\n", - "f.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can now see more cleary that there is a discrepancy between the data and the fitted distribution. However, the p_value is only less than 0.05 for march and august for the fisk distribution. For the pearson3 this was also the case for june, october and november. So the fisk distribution seems better in for this precipitation excess series than the pearson3 distribution." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Window fitting\n", - "\n", - "When the frequency of the original time series is higher than the fit frequncy, edge effects can occor. For instance if the frequency of the series is daily, but a distribution is fitted per month jumps can occur between the last and first day a new month. To prevent this the user can choose to fit a distribution on the frequency of the time series. However, fitting distributions per day gives less data per distribution to fit, sometimes resulting in a bad fit of the distribution. An example:" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "spi_d = si.spi(pe, dist=scs.gamma, freq=\"D\")" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = si.plot.si(spi_d, ybound=3)\n", - "ax.set_xlim(pd.Timestamp(\"2003-01-01\"), pd.Timestamp(\"2004-01-01\"));" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As can be seen in the figure sharp peaks are visible in the SPI, e.g. in august. To get a better fit of the distribution on those days, one can try to take into account days as well. After all, it is quite logical to take into account the distribution of the 1st of august and 3rd of august when determining the distribution for the 2nd of august. Note that this does not mean the distribution is summed over a larger window. Just more data is taken into account to determine the distribution for the specific day / week. The window argument provides for this:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "spi_3d = si.spi(pe, dist=scs.gamma, freq=\"D\", window=3)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = si.plot.si(spi_3d, ybound=3)\n", - "ax.set_xlim(pd.Timestamp(\"2003-01-01\"), pd.Timestamp(\"2004-01-01\"));" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As you can see the sudden peaks are a lot less sharp but some are still visible. Therefore it might be appropriate to choose a larger window. " - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "speidev", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.12" - }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "2279c7ae29edfb28b339b66ce2f59ffc873c6e74c684d306a7300ed42278bdc7" - } - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/src/spei/dist.py b/src/spei/dist.py index a907e84..817ab3c 100644 --- a/src/spei/dist.py +++ b/src/spei/dist.py @@ -1,151 +1,15 @@ -import logging from dataclasses import dataclass, field from typing import List, Literal, Optional, Tuple -from numpy import ceil, linspace, nan, std -from pandas import Grouper, Series, Timedelta -from scipy.stats import kstest, norm +from numpy import std +from pandas import Series +from scipy.stats import kstest from ._typing import ContinuousDist -from .utils import daily_window_groupby_yearly_df, get_data_series, group_yearly_df - - -def compute_si_ppf( - series: Series, - dist: ContinuousDist, - freq: str, - prob_zero: bool = False, - window: int = 0, - nsf: bool = False, -) -> Series: - """Internal helper function to calculate propability point function of normal - distribution based on a cumulative density function of a fitted - distribution - - Parameters - ---------- - series : Series - Series with observations - dist : ContinuousDist - Continuous distribution from the SciPy library - index : DatetimeIndex, optional - DatetimeIndex with the date of the observations - prob_zero : bool, optional - Apply logic to observations that have value zero and calculate their - probability seperately, by default False - window : int, optional - If a window is supplied, all data within the window is fitted for the - cumulative density function so a bitter fit can be ensured. Frequency - of the data must constant like 'D' or 'W'. - nsf : bool, optional - Use the normal scores transform to calculat the cumulative density - function - - Returns - ------- - Series - Series with probability point function, ppf - """ - - if window > 0: - cdf = compute_cdf_rolling_window( - series=series, - dist=dist, - prob_zero=prob_zero, - freq=freq, - window=window, - ) - elif nsf: - cdf = compute_cdf_nsf(series=series, freq=freq) - else: - cdf = compute_cdf_groupby_freq( - series=series, - dist=dist, - prob_zero=prob_zero, - freq=freq, - ) - - return Series(norm.ppf(cdf.values, loc=0, scale=1), index=series.index, dtype=float) - - -def compute_cdf_groupby_freq( - series: Series, - dist: ContinuousDist, - prob_zero: bool, - freq: str, -) -> Series: - logging.info("Using rolling groupby frequency method") - dfval = group_yearly_df(series=series) - cdf_series = Series(nan, index=series.index, dtype=float) - for _, grval in dfval.groupby(Grouper(freq=freq)): - data = get_data_series(grval) - fd = FittedDist(data=data, dist=dist, prob_zero=prob_zero) - cdf = fd.cdf() - cdf_series.loc[cdf.index] = cdf.values - return cdf_series - - -def compute_cdf_rolling_window( - series: Series, - dist: ContinuousDist, - prob_zero: bool, - freq: str, - window: int, -) -> Series: - - if freq not in ("d", "w", "D", "W"): # TODO: ideally 14D should also work. - raise ValueError( - f"Frequency freq must be 'D' or 'W', not '{freq}', if a window is provided." - ) - logging.info("Using rolling window method") - - if window < 3: - logging.error("Window should be larger than 2. Setting the window value to 3.") - window = 3 # make sure window is at least three - elif window % 2 == 0: - logging.error(f"Window should be odd. Setting the window value to {window + 1}") - window += 1 # make sure window is odd - - period = int(ceil(window / 2)) - if freq in ("W", "w"): - period = Timedelta(value=period, unit="W").days - window = period * 2 + 1 - - dfval = group_yearly_df(series=series) - cdf_series = Series(nan, index=series.index, dtype=float) - dfval_window = daily_window_groupby_yearly_df(dfval=dfval, period=period) - for dfval_rwindow in dfval_window.rolling( - window=window, min_periods=window, closed="right" - ): - if len(dfval_rwindow) < window: - continue # min_periods ignored by Rolling.__iter__ - data = get_data_series(dfval_rwindow.iloc[[period]]) - data_window = get_data_series(dfval_rwindow) - fd = FittedDist( - data=data, dist=dist, prob_zero=prob_zero, data_window=data_window - ) - cdf = fd.cdf() - cdf_series.loc[cdf.index] = cdf.values - return cdf_series - - -def compute_cdf_nsf( - series: Series, - freq: str, -): - """Compute cumulative density function using the Normal Scores Transform""" - logging.info("Using the normal scores transform") - dfval = group_yearly_df(series=series) - cdf_series = Series(nan, index=series.index, dtype=float) - for _, grval in dfval.groupby(Grouper(freq=freq)): - data = get_data_series(grval).sort_values() - n = len(data) - cdf_series.loc[data.index] = linspace(1 / (2 * n), 1 - 1 / (2 * n), n) - return cdf_series @dataclass -class FittedDist: +class Dist: data: Series = field(init=True, repr=False) dist: ContinuousDist loc: float = field(init=False, repr=True) @@ -154,8 +18,50 @@ class FittedDist: prob_zero: bool = field(default=False, init=True, repr=False) p0: float = field(default=0.0, init=False, repr=False) data_window: Optional[Series] = field(default=None, init=True, repr=False) + """ + Represents a distribution associated with data. + + Parameters + ---------- + data : Series + The input data for fitting the distribution. + dist : ContinuousDist + The SciPy continuous distribution associated to be fitted. + prob_zero : bool, default=False + Flag indicating whether the probability of zero values in the series is + calculated by the occurence. + data_window : Optional[Series], default=None + Subset of data for fitting more data (if provided). + + Attributes + ---------- + loc : float + Location of the distribution + scale : float + Scale of the distribution + pars : Optional[List[float]] + Attribute storing additional distribution parameters (if applicable). + p0 : float + The probability of zero values in the data. Only calculated if prob_zero=True. + + Methods + ------- + __post_init__(self) -> None + Initializes the Dist class and fits the distribution. + fit_dist(data: Series, dist: ContinuousDist) -> Tuple + Fits a Scipy continuous distribution to the data. + + Notes + ----- + The `fit_dist` method uses the `dist.fit` function from Scipy to estimate + distribution parameters. If the fitted distribution requires additional + parameters beyond `loc` and `scale`, they are stored in the `pars` attribute. + """ def __post_init__(self): + """ + Post initializes the Dist class by fitting the distribution. + """ data_fit = self.data_window if self.data_window is not None else self.data pars, loc, scale = self.fit_dist(data=data_fit, dist=self.dist) self.loc = loc @@ -167,7 +73,21 @@ def __post_init__(self): @staticmethod def fit_dist(data: Series, dist: ContinuousDist) -> Tuple: - """Fit a Scipy Continuous Distribution""" + """ + Fits a Scipy continuous distribution to the data. + + Parameters + ---------- + data : Series + The input data for fitting. + dist : ContinuousDist + The continuous distribution to be fitted. + + Returns + ------- + Tuple + Tuple containing distribution parameters (pars, loc, scale). + """ fit_tuple = dist.fit(data, scale=std(data)) if len(fit_tuple) == 2: loc, scale = fit_tuple @@ -199,6 +119,8 @@ def pdf(self) -> Series: else: pdf = self.dist.pdf(self.data.values, loc=self.loc, scale=self.scale) + # TODO: check what to do if prob_zero + return Series(pdf, index=self.data.index, dtype=float) def ks_test( diff --git a/src/spei/si.py b/src/spei/si.py index 3942fab..b0bf6e6 100644 --- a/src/spei/si.py +++ b/src/spei/si.py @@ -1,14 +1,27 @@ -from typing import Optional +import logging +from dataclasses import dataclass, field +from typing import Dict, Optional -from pandas import Series +from numpy import ceil, linspace, nan +from pandas import DataFrame, Grouper, Series, Timedelta from scipy.stats import fisk, gamma, genextreme, norm from ._typing import ContinuousDist -from .dist import compute_si_ppf -from .utils import infer_frequency, validate_series +from .dist import Dist +from .utils import ( + daily_window_group_yearly_df, + get_data_series, + group_yearly_df, + infer_frequency, + validate_series, +) -def sgi(series: Series, freq: Optional[str] = None) -> Series: +def sgi( + series: Series, + timescale: int = 0, + fit_freq: Optional[str] = None, +) -> Series: """Method to compute the Standardized Groundwater Index [sgi_2013]_. Same method as in Pastas. Uses the normal scores transform to calculate the cumulative density function. @@ -29,23 +42,27 @@ def sgi(series: Series, freq: Optional[str] = None) -> Series: groundwater drought building on the standardised precipitation index approach. Hydrol. Earth Syst. Sci., 17, 4769–4787, 2013. """ - series = validate_series(series) - - if freq is None: - freq = infer_frequency(series.index) mock_dist = norm - return compute_si_ppf( - series=series, dist=mock_dist, prob_zero=False, freq=freq, window=0, nsf=True + sgi = SI( + series=series, + dist=mock_dist, + timescale=timescale, + fit_freq=fit_freq, + fit_window=0, + prob_zero=False, + normal_scores_transform=True, ) + return sgi.norm_ppf() def spi( series: Series, dist: ContinuousDist = gamma, + timescale: int = 0, + fit_freq: Optional[str] = None, + fit_window: int = 0, prob_zero: bool = True, - freq: Optional[str] = None, - window: int = 0, ) -> Series: """Method to compute the Standardized Precipitation Index [spi_2002]_. @@ -74,22 +91,26 @@ def spi( 22, 1571-1592, 2002. """ - series = validate_series(series) - - if freq is None: - freq = infer_frequency(series.index) - - return compute_si_ppf( - series=series, dist=dist, prob_zero=prob_zero, freq=freq, window=window + spi = SI( + series=series, + dist=dist, + timescale=timescale, + fit_freq=fit_freq, + fit_window=fit_window, + prob_zero=prob_zero, + normal_scores_transform=False, ) + spi.fit_distribution() + return spi.norm_ppf() def spei( series: Series, dist: ContinuousDist = fisk, - prob_zero: bool = True, - freq: Optional[str] = None, - window: int = 0, + timescale: int = 0, + fit_freq: Optional[str] = None, + fit_window: int = 0, + prob_zero: bool = False, ) -> Series: """Method to compute the Standardized Precipitation Evaporation Index [spei_2010]_. @@ -116,22 +137,27 @@ def spei( Standardized Precipitation Evapotranspiration Index. Journal of Climate, 23, 1696-1718, 2010. """ - series = validate_series(series) - - if freq is None: - freq = infer_frequency(series.index) - return compute_si_ppf( - series=series, dist=dist, prob_zero=prob_zero, freq=freq, window=window + spei = SI( + series=series, + dist=dist, + timescale=timescale, + fit_freq=fit_freq, + fit_window=fit_window, + prob_zero=prob_zero, + normal_scores_transform=False, ) + spei.fit_distribution() + return spei.norm_ppf() def ssfi( series: Series, - dist: Optional[ContinuousDist] = genextreme, + dist: ContinuousDist = genextreme, + timescale: int = 0, + fit_freq: Optional[str] = None, + fit_window: int = 0, prob_zero: bool = True, - freq: Optional[str] = None, - window: int = 0, ) -> Series: """Method to compute the Standardized StreamFlow Index [ssfi_2020]_. @@ -157,11 +183,208 @@ def ssfi( Streamflow Index: A large sample comparison for parametric and nonparametric methods. Water Resources Research, 56, 2020. """ - series = validate_series(series) + ssfi = SI( + series=series, + dist=dist, + timescale=timescale, + fit_freq=fit_freq, + fit_window=fit_window, + prob_zero=prob_zero, + normal_scores_transform=False, + ) + ssfi.fit_distribution() + return ssfi.norm_ppf() + - if freq is None: - freq = infer_frequency(series.index) +@dataclass +class SI: + """ + Standardized Index Class. + + Parameters + ---------- + series : Series + The input time series data. + dist : ContinuousDist + The SciPy continuous distribution associated with the data. + timescale : int, optional, default=0 + Rolling window timescale in days over which the series is summed. For + SI1 the user would provide timescale=30, for SI3: timescale=90, SI6: + timescale=180 etc. + fit_freq : str, optional, default=None + Frequency for fitting the distribution. Default is None in which case + the frequency of the series is inferred. If this fails a monthly + frequency is used. + fit_window : int, optional, default=0 + Window size for fitting data in fit_freq frequency's unit. Default is + zero in which case only data within the fit_freq is considered. If + larger than zero data data within the window is used to fit the + distribution for the series. fit_window must be a odd number larger + than 3 when used. + prob_zero : bool, default=False + Flag indicating whether the probability of zero values in the series is + calculated by the occurence. + normal_scores_transform : bool, default=False + Flag to use the normal scores transformation for calculating the + cumulative density function. + + Attributes + ---------- + _grouped_year : DataFrame + Dataframe with all data grouped in a one-year (2000) DataFrame with the + original years as columns + _dist_dict : Dict[int, Dist] + Dictionary of distributions used to fit the data. + + """ - return compute_si_ppf( - series=series, dist=dist, prob_zero=prob_zero, freq=freq, window=window + series: Series = field(repr=False) + dist: ContinuousDist + timescale: int = 0 + fit_freq: Optional[str] = field(default=None) + fit_window: int = field(default=0) + prob_zero: bool = field(default=True) + normal_scores_transform: bool = field(default=True) + _grouped_year: DataFrame = field(init=False, repr=False, compare=False) + _dist_dict: Dict[int, Dist] = field( + default_factory=dict, init=False, repr=False, compare=False ) + + def __post_init__(self) -> None: + """ + Post initializes the SI class and performs necessary data preprocessing and validation. + """ + self.series = validate_series(self.series) + + if self.timescale > 0: + self.series = ( + self.series.rolling(f"{self.timescale}D", min_periods=self.timescale) + .sum() + .dropna() + .copy() + ) + + if self.fit_freq is None: + self.fit_freq = infer_frequency(self.series.index) + + self._grouped_year = group_yearly_df(series=self.series) + + if self.fit_window > 0: + if self.fit_window < 3: + logging.error( + "Window should be larger than 2. Setting the window value to 3." + ) + self.fit_window = 3 # make sure window is at least three + elif self.fit_window % 2 == 0: + logging.error( + f"Window should be odd. Setting the window value to {self.fit_window + 1}" + ) + self.fit_window += 1 # make sure window is odd + + def fit_distribution(self): + """Fit distribution on the time series per fit_frequency and/or fit_window""" + if self.normal_scores_transform: + logging.info("Using normal-scores-transform. No distribution is fitted.") + + elif self.fit_window > 0: + if self.fit_freq not in ( + "d", + "w", + "D", + "W", + ): # TODO: ideally 14D should also work. + raise ValueError( + f"Frequency fit_freq must be 'D' or 'W', not '{self.fit_freq}', if a fit_window is provided." + ) + + logging.info("Using rolling window method") + window = self.fit_window + period = int(ceil(window / 2)) + if self.fit_freq in ("W", "w"): + period = Timedelta(value=period, unit="W").days + window = period * 2 + 1 + + dfval_window = daily_window_group_yearly_df( + dfval=self._grouped_year, period=period + ) + for i, dfval_rwindow in enumerate( + dfval_window.rolling(window=window, min_periods=window, closed="right") + ): + if len(dfval_rwindow) < window: + continue # min_periods ignored by Rolling.__iter__ + data = get_data_series(dfval_rwindow.iloc[[period]]) + data_window = get_data_series(dfval_rwindow) + fd = Dist( + data=data, + dist=self.dist, + prob_zero=self.prob_zero, + data_window=data_window, + ) + self._dist_dict[i] = fd + else: + logging.info("Using groupby fit by frequency method") + for i, (_, grval) in enumerate( + self._grouped_year.groupby(Grouper(freq=self.fit_freq)) + ): + data = get_data_series(grval) + fd = Dist( + data=data, + dist=self.dist, + prob_zero=self.prob_zero, + data_window=None, + ) + self._dist_dict[i] = fd + + def cdf(self): + """Compute the cumulative density function""" + if self.normal_scores_transform: + cdf = self.cdf_nsf() + else: + cdf = Series(nan, index=self.series.index, dtype=float) + for k in self._dist_dict: + cdf_k = self._dist_dict[k].cdf() + cdf.loc[cdf_k.index] = cdf_k.values + + return cdf + + def pdf(self): + """Compute the probability density function""" + if self.normal_scores_transform: + pdf = self.cdf().diff() + pdf = Series(nan, index=self.series.index, dtype=float) + for k in self._dist_dict: + pdf_k = self._dist_dict[k].pdf() + pdf.loc[pdf_k.index] = pdf_k.values + return pdf + + def cdf_nsf(self) -> Series: + """Compute the cumulative density function using the Normal Scores + Transform + + Returns + ------- + Series + """ + logging.info("Using the normal scores transform") + cdf = Series(nan, index=self.series.index, dtype=float) + for _, grval in self._grouped_year.groupby(Grouper(freq=self.fit_freq)): + data = get_data_series(grval).sort_values() + n = len(data) + cdf.loc[data.index] = linspace(1 / (2 * n), 1 - 1 / (2 * n), n) + return cdf + + def norm_ppf(self) -> Series: + """Method to calculate propability point function of normal + distribution based on a cumulative density function of a fitted + distribution + + Returns + ------- + Series + """ + + cdf = self.cdf() + ppf = Series( + norm.ppf(cdf.values, loc=0, scale=1), index=self.series.index, dtype=float + ) + return ppf diff --git a/src/spei/utils.py b/src/spei/utils.py index e20b08f..ad940b1 100644 --- a/src/spei/utils.py +++ b/src/spei/utils.py @@ -113,7 +113,7 @@ def get_data_series(group_df: DataFrame) -> Series: return Series(values, index=dt_idx, dtype=float).dropna() -def daily_window_groupby_yearly_df(dfval: DataFrame, period: int) -> DataFrame: +def daily_window_group_yearly_df(dfval: DataFrame, period: int) -> DataFrame: """Fill a period of daily values in grouped by yearly DataFrame to get cyclic rolling window. """ diff --git a/tests/test_si.py b/tests/test_si.py index 8fad224..e9ba8de 100644 --- a/tests/test_si.py +++ b/tests/test_si.py @@ -5,16 +5,16 @@ def test_spi(prec: Series) -> None: precr = prec.rolling("30D", min_periods=30).sum().dropna() - spi(precr, freq="ME", prob_zero=True) + spi(precr, fit_freq="ME", prob_zero=True) def test_spei(prec: Series, evap: Series) -> None: n = (prec - evap).rolling("30D", min_periods=30).sum().dropna() - spei(n, freq="ME") + spei(n, fit_freq="ME") def test_sgi(head: Series) -> None: - sgi(head, freq="ME") + sgi(head, fit_freq="ME") def test_sffi(prec: Series) -> None: @@ -24,4 +24,4 @@ def test_sffi(prec: Series) -> None: def test_window(prec: Series, evap: Series) -> None: n = (prec - evap).rolling("30D", min_periods=30).sum().dropna() - spei(n, freq="W", window=3) + spei(n, fit_freq="W", fit_window=3)