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Last active April 2, 2022 07:54
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Corona.ipynb
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"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/dennisheitmann/06609e383a3a4d8aa02f01dbc7ea105d/corona.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
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"metadata": {
"id": "lzSEI-jfrqga",
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"source": [
"# MIT License\n",
"# \n",
"# Copyright (c) 2020-2022 Dennis Heitmann\n",
"# \n",
"# Permission is hereby granted, free of charge, to any person obtaining a copy\n",
"# of this software and associated documentation files (the \"Software\"), to deal\n",
"# in the Software without restriction, including without limitation the rights\n",
"# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n",
"# copies of the Software, and to permit persons to whom the Software is\n",
"# furnished to do so, subject to the following conditions:\n",
"# \n",
"# The above copyright notice and this permission notice shall be included in all\n",
"# copies or substantial portions of the Software.\n",
"# \n",
"# THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n",
"# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n",
"# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n",
"# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n",
"# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n",
"# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\n",
"# SOFTWARE.\n",
"\n",
"#@title Notebook Config\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"import matplotlib.artist as martist\n",
"plt.style.use('seaborn-paper')\n",
"params = {'legend.fontsize': 'medium',\n",
" 'figure.figsize': (9, 5),\n",
" 'axes.labelsize': 'medium',\n",
" 'axes.titlesize': 'medium',\n",
" 'xtick.labelsize': 'medium',\n",
" 'ytick.labelsize': 'medium',}\n",
"plt.rcParams.update(params)\n",
"plt.rcParams['figure.dpi'] = 100\n",
"plt.rcParams['savefig.dpi'] = 100\n",
"\n",
"c = %config InlineBackend.rc\n",
"c['figure.figsize'] = (9, 5)\n",
"c['figure.dpi'] = 100\n",
"\n",
"# Import needed libraries\n",
"import pandas as pd\n",
"import numpy as np\n",
"import datetime as dt\n",
"import math\n",
"import scipy\n",
"from scipy import optimize"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Kmo2YvDFfnar",
"cellView": "form",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 49,
"referenced_widgets": [
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"outputId": "2571a824-8e0e-4839-ba9b-70e94389da97"
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"source": [
"#@title Read Input Data from CSSE at Johns Hopkins University (GitHub)\n",
"# Read aggregated data from https://github.com/CSSEGISandData (CSSE at Johns Hopkins University)\n",
"confirmed = 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv'\n",
"deaths = 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv'\n",
"recovered = 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_recovered_global.csv'\n",
"# Clear old output of cell before displaying of new plots\n",
"from IPython.display import clear_output\n",
"clear_output(wait=True) \n",
"# Create Dropdown widget for selection\n",
"import ipywidgets as widgets\n",
"wt = widgets.Dropdown(\n",
" options=['confirmed', 'deaths', 'recovered'],\n",
" value='confirmed',\n",
" description='type:',\n",
" disabled=False,\n",
")\n",
"display(wt)\n",
"df = pd.read_csv(eval(wt.value))\n",
"# Create event handler on change of dropdown selection\n",
"def wt_eventhandler(change):\n",
" global df\n",
" df = pd.read_csv(eval(wt.value))\n",
"# Start event handler\n",
"wt.observe(wt_eventhandler, type='change', names='value')"
],
"execution_count": 2,
"outputs": [
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"output_type": "display_data",
"data": {
"text/plain": [
"Dropdown(description='type:', options=('confirmed', 'deaths', 'recovered'), value='confirmed')"
],
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"cell_type": "code",
"metadata": {
"id": "BoJUqGxPqAGk",
"cellView": "form",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 959
},
"outputId": "a05b184e-8d1e-41fa-9346-85a47e2c9c3a"
},
"source": [
"#@title Combined Plot of selected Countries\n",
"def show_combined_graph(w_values):\n",
" import matplotlib.ticker as ticker\n",
" from pandas.plotting import register_matplotlib_converters\n",
" register_matplotlib_converters()\n",
" fig, ax = plt.subplots()\n",
" colors = ['b', 'g', 'r', 'k', 'm', 'y', 'c', 'w']\n",
" n = 0\n",
" for w_value in w_values:\n",
" # Calculation and Plotting\n",
" # Select country, transpose table, drop unneeded columns\n",
" df_de = df.loc[df['Country/Region'] == w_value].set_index('Country/Region').transpose().drop('Lat').drop('Long').drop('Province/State')\n",
" # sum up all provinces\n",
" df_de[w_value] = df_de.sum(axis=1)\n",
" # Copy all summed up data to sum column, delete all other columns and rename sum column to country name\n",
" df_de['sum'] = df_de.iloc[:, 0]\n",
" df_de = df_de[['sum']]\n",
" df_de = df_de.rename(columns={'sum': w_value})\n",
" # Detect datetime from index\n",
" df_de.index = pd.to_datetime(df_de.index)\n",
" # Calculate daily differences\n",
" df_de['Differences (daily)'] = df_de.diff()\n",
" # Delete empty rows (less than 100 infections)\n",
" df_de = df_de.loc[df_de[w_value] > 99]\n",
"\n",
" # Define logistic function\n",
" def func(t, a, b, c):\n",
" return a / (1 + np.exp(-(t - b) / c))\n",
"\n",
" # Make an fit to the infections using the function\n",
" # startguess = [max. infections, days to maximum, infection rate]\n",
" startguess = [500000,100,40]\n",
" maxinfections = 100e6\n",
" try:\n",
" popt, pcov = scipy.optimize.curve_fit(func, df_de.reset_index().index, df_de[w_value], bounds=(0,maxinfections), p0=startguess)\n",
" except:\n",
" popt = startguess\n",
" # Calculate values from the fitting function for plotting\n",
" a, b, c = popt\n",
" fit = []\n",
" # 21 days forecast\n",
" for t in list(range(0, len(df_de.reset_index().index)+21, 1)):\n",
" fit.append(func(t, a, b, c))\n",
" df_fit = pd.DataFrame(fit)\n",
" df_fit = df_fit.rename(columns={0: 'fit'})\n",
" df_fit.index = pd.date_range(start=df_de.index[0], freq='D', periods=len(df_fit.index))\n",
"\n",
" # Plot values, fit and daily diffs with linear y axis\n",
" plt.plot(df_de.index, w_value, data=df_de, color=colors[n], marker='.')\n",
" label_str = str(int(a)) + '/(1 + exp(-(t-' + str(round(b, 1)) + ')/' + str(round(c, 4)) + '))'\n",
" plt.plot(df_fit.index, 'fit', data=df_fit, color=colors[n], linestyle='--', alpha=0.5, label=label_str)\n",
" ax.xaxis.set_major_locator(ticker.AutoLocator())\n",
" ax.xaxis.set_minor_locator(ticker.IndexLocator(1,1))\n",
" formatter = mdates.DateFormatter(\"%Y-%m-%d\")\n",
" ax.xaxis.set_major_formatter(formatter)\n",
" plt.xticks(rotation=25)\n",
" plt.yscale('linear')\n",
" plt.legend()\n",
" ax.set_ylabel(wt.value)\n",
" \n",
" n = n + 1\n",
" \n",
" plt.show()\n",
"\n",
"# Initial display of stats for selected countries\n",
"# show_combined_graph(['US', ])\n",
"show_combined_graph(['United Kingdom', 'Spain', 'Italy', 'France', 'Germany',])\n",
"show_combined_graph(['Netherlands', 'Switzerland', 'Austria', ])"
],
"execution_count": 3,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 900x500 with 1 Axes>"
],
"image/png": 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5S1GU9YqimNfpDxgJIDnfklDKPIUQQgghRDkWGxuLr776Sl23sbHBmjVr0LFjx2K3JamOQWnRooVUSMrAA1MpURTFCsA0AHtIxhYRehLAfwF0BPAmcs9hr6Io5kx38DlyKz55i0yRIIQQQgjxCNq5cyeysrLU9REjRphVIQGAEydO4NKlS6hSpQpq1659r1J8pDwwlRLkji15AkCR86+R3EdyCckokjsBvAbgMoABxR2AZDrJlLwFwM2ySFyUf9999x1eeuklS6dx3+zYsQO1a9dGdnZ2kXEZGRl4/PHHsXfv3vuU2f2RkZGB6tWr4+DBg5ZOpVy4cuUKXF1dkZCgbVzu1q0bpkyZYqGshBDi37l48aJm/amnnjJrO5LYuXMngNznklhZPUhfp8uvB+IqKooyA8B/ALQiWaIuVSQzAUQCePxe5FYe3bx5Ex988AG8vb1hNBrRvHlzHDhwQBNz8eJF9OnTBx4eHrCzs0NQUBBOnTqliYmPj8err74KFxcXODk5oUuXLiZv4MOHD6N169aoUKECKleujP79+yM1NVUTs2PHDjRv3hyOjo5wc3PD8OHDNb9MAMCqVavQoEED2NnZwdvbG5MnTzY5r5kzZ6J27dowGo3w9/fHkiVLNK9nZmZi/PjxqFmzJgwGA+rXr48tW7YUeI369u2L0aNHAwDS0tIwZswYhISEqK8fPXoUnTp1QvXq1aEoCqZNm1bgfsqrYcOGYfTo0bC2ti4ybs6cOahRowaaN28OADh79iwURUFUVFSxxzDnPkxNTcXgwYPh6ekJo9GIgIAAzJkzRxMzYMAA1KxZE0ajES4uLujYsSNOnDhR5LGL269er0dwcDCGDx9e4Pbjxo3Dm2++CSD3YVrPPfccnJycoCgKbty4oYkNCwuDoigFLvnPNzo6Gs888wwMBgO8vLwwadKkYq9hce+dkydPolWrVqhatSoMBgN8fHwwevRoZGZmqjGLFi0yyctgMGiO06dPH5OYoKB/hvxVqVIFvXr10rxHAGD06NH47LPPkJycXOy5CCHEg2b58uWadXNn3Dp58iSSkpJQuXJlPPHEE/citUcTSYstABQAMwCcB+Bbyn1YAzgB4KtSbOsEgMnJybxbWloa09LSTMrLgy5dujAgIIA7d+7kqVOnGBISQicnJyYkJJAkc3Jy2LRpUz7zzDOMiIjgiRMn2L9/f1arVo2pqakkydTUVPr4+PDVV19ldHQ0o6Oj2bFjRzZq1IjZ2dkkyfPnz7NixYp85513eOLECUZERLB58+bs1KmTmktUVBT1ej3HjRvHU6dOMSwsjLVq1eJHH32kxmzatIk2NjacPXs24+PjuXHjRrq7u/Obb75RY2bNmkVHR0euWLGC8fHxXL58OR0cHLhhwwY1ZtiwYfTw8OAvv/zC+Ph4zpo1iwaDgYcPH9Zcn6ysLFapUoW///47SXLp0qX09/fXxERERDA4OJjLly+nm5sbp06dWuK/w8KFC9myZcsSb3evhYeH09nZmXfu3CkyLicnh76+vly+fLladubMGQJgZGRksccp7j4kyX79+rFmzZoMDQ3lmTNnOHfuXFpbW3P9+vVqzNy5c7lz506eOXOGhw4dYocOHejl5cWsrKxCj23Ofq9du0a9Xs/Y2FiT7Z988kmuXLmSJDl16lR+/vnn/PzzzwmA169f18Smp6czMTFRs7z99tusUaMGc3JySJLJycmsWrUqe/TowdjYWC5fvpxGo5Fz584t9BzMee/Ex8dzwYIFjIqK4tmzZ7l+/Xq6urpy5MiRaszChQvp5OSkyS8pKUlzrN69ezMoKEgTc+3aNU1MbGwsbW1tefXqVU15w4YNOWPGjELPozjl+bNWCFF+bdmyhQDUxWAwFPjvQUF++OEHhoSEMCoq6h5n+e8kJyfnnZ8TLfh939zF0pWSWQBuIHdqYLd8izFfzBIAn+db/wTASwB8AAQCWA7gDoCAUhz/oauU3L59m9bW1ty4caOmPDAwkKNGjSJJnjx5kgA0b77s7Gy6uLhw3rx5JMmtW7fSyspKc21u3LhBRVG4bds2krlfFl1dXdVKCklGR0cTAE+dOkWSHDlyJBs2bKjJZcOGDTQYDExJSSFJvvHGG3z99dc1MdOnT6enp6f6pa5Zs2YMDg7WxAwdOpRPP/20uu7u7m7y5ei1115jjx49NGW7du2iu7u7uu/27dub7Ds/b2/v+1YpCQ8PZ4sWLWgwGOjp6cn33ntPrSguXryY9vb2jIuLU+MHDhxIf39/3rp1S811/Pjx7NatG+3s7Ojh4WFyTQYNGmRyvQty4MABWllZqX8nkpoPcACFnp859yFJ1qlTh+PHjy8y5m5HjhwhAJ4+fbrQGHP326pVK44ePVpT9ueff1Kv15t8LoSGhhZYKblbRkYGXVxcNMefNWsWK1asyPT0dLVs+PDhJpXh/Mx57xTkww8/ZIsWLdT1hQsX0tnZucice/fuzY4dOxYZQ5I1atTg/PnzNWXjxo3THK+kyutnrRCifGvWrJnm37O7/y0oSmZmJqOiojTffx5E5a1SYunuWwORO+A8DEBivqVrvphqyH0WSZ6KAOYBOA5gE3IrFs1JHrsP+QIAPv208CV/y9/KlYXH/d0VEQAQGVl4XEllZWUhOzvbpHuG0WjE7t27AQDp6ekAoImxsrKCra2tJkZRFNja/jODssFggJWVlSZGr9dr+lIajUYA0MQUlEtaWhoOHTpUZExCQgLOnTtXZExERITaVaWwmLxc8mzYsAEdOnRQZ8rYvXs3GjZsCEuLj49HUFAQOnXqhOjoaKxcuRK7d+/G4MGDAQC9evVCu3bt0KNHD2RlZeGXX37B/PnzsWzZMtjZ2an7mTx5MurXr4/IyEiMGDEC77//PrZt26a+Hh4ebtb5hoeHw8/PT/MwqIiICADA9u3bkZiYiDVr1hS4rTn3IQA0b94cGzZswPnz50ESoaGhiIuLK3R8z61bt7Bw4ULUqFEDXl5eheZu7n4bN26M8PBwTdmGDRvU7lqlsWHDBly9ehV9+/ZVy/bt24dnn30Wer1eLWvTpg1OnjyJ69evF7gfc947dzt9+jS2bNmCli1baspTU1Ph7e0NLy8vdOzYEUePHjXZNiwsDK6urvD398fAgQNx9epVk5iCrlfjxo0RERGhfq4IIcSDLioqCvv27VPXDQYDunUrckizho2NDerXry9jScqYRa8mSaWQZVG+mOdI9sm3/iFJb5K2JN1IticZaYn8H0SOjo5o1qwZPv30U1y4cAHZ2dn4/vvvsW/fPrWvZK1atVCtWjWMHDkS169fR0ZGBiZOnIiEhAQ1pmnTprC3t8fw4cNx+/Zt3Lp1C8HBwcjOzlZjnn/+eSQlJWHy5MnIyMjA9evXMWLECAD/9Mts06YN9u7di+XLlyM7Oxvnz5/H+PHjTWLWrFmDHTt2ICcnB3Fxcerg2fwx8+fPx6FDh0ASBw8exPz585GZmYkrV66oMV999RVOnTqFnJwcbNu2DWvWrDHpI7p+/Xq8/PLLAIAbN24gOTkZHh4e9+YPUgKff/45evTogQ8++AC+vr5o3rw5pk+fjiVLliAtLQ0AMHfuXCQmJmLIkCF46623MHbsWJOBeU8//TRGjBgBPz8/vPfee3j99dcxdepU9fVz586Zdb4Fxbm4uAAAKleuDDc3N1SqVKnAbc25DwHgm2++QUBAADw9PaHX6xEUFISZM2eaPLRq1qxZcHBwgIODAzZv3oxt27ZpvuDfzdz9enh4qBXfPPnvj9L47rvv0KZNG3h6/jO5X1JSEqpWraqJy1tPSir4kUvmvHfyNG/eHAaDAb6+vnjmmWfUOADw9/fHggULsH79enz//ffIyclB8+bNNYPWg4KCsGTJEuzYsQMTJ07Ezp070bZtW5OJEAq6Xh4eHsjIyCj0PIQQ4kESGxuL/v37a8qCg4PNei5JYmIirl0r7qkVotQs3VRjyQUPYfctkjx9+jSfffZZAqC1tTUbNWrEHj16sFatWmrMwYMHWb9+fTWmTZs2bNu2LYOCgtSYrVu30sfHh4qi0Nramm+++SYDAwP5zjvvqDHLli1j1apVaW1tTb1ez+DgYFatWpVffPGFGjNlyhQ6OTnR2tqadnZ2at/8FStWkMwduzBs2DAaDAZaW1uzYsWKHDt2LAFw//79JHO7A/Xt25c2Nja0tramh4cHhw0bRgBq//hLly6xY8eOtLKyorW1Nf38/Pjuu+/SYDCouRw7doz29vbqeIoLFy4QACMiIgq9nuZ23zp37hzt7e3VxdbWllZWVpqyzz77rNDtGzZsSL1er4m3s7MjAB47dkzzdwHA5s2bmzQde3t7c9y4cZqyadOmsXr16uq6Xq/nqlWrCs07L8f+/fuzXbt2mn0VNKZk165dmu2///57kubdh5MnT6afnx83bNjAI0eO8JtvvqGDg4PaRTDPjRs3GBcXx507d7JDhw4MDAwsckyMufv99ttv6erqqq4nJydTr9fzzz//NNmnOd23/vrrL1pZWfHHH3/UlLdu3Zr9+/fXlB09etTkb3u34t47ef78808ePXqUP/zwAx977DFOnDix0H1mZGSwZs2aRXZViI+PJwBu375dU/7xxx+zcePGmrK4uLhiz6Mo5fmzVghRvsTExNDGxqZUY0lycnI4d+5cjhs3jmfPnr0P2f575a37lkWf6C7ujZo1a2Lnzp24desWUlJS4O7ujq5du8LHx0eNeeqppxAVFYXk5GRkZGTAxcUFTZo00XTreemllxAfH48rV67AxsYGFSpUgJubm2Y/3bt3R/fu3XHx4kXY29tDURR89dVXmpihQ4fiww8/RGJiIipWrIizZ89i5MiRaoyiKJg4cSImTJiApKQkuLi4YMeOHQCgxhiNRixYsABz587FxYsX4e7ujm+//RaOjo7qr/cuLi5Yt24d0tLScPXqVXh4eGDEiBGaXDZs2IDWrVur3WIqV64MRVEK7UJTEh4eHppZqdasWYOffvoJy5YtU8sKa1kAcrvYDBgwAEOGDDF5rVq1aur/79q1C9bW1khMTMStW7c03avMUaVKFc353p13Xo5VqlRBTExMsftr2LChZvu8FoDi7sM7d+7g448/xtq1a9G+fXsAQL169RAVFYUvv/wSL774orpPZ2dnODs7w9fXF02bNkXFihWxdu1avPHGGyb5lGS/165dU+8fANi8eTMCAgKK7BpWlIULF6Jy5comLS1ubm4mM9flrbu5uRW6v+LeO3ny8g0ICEB2djb69++Pjz76qMDZ1XQ6HZ588kmcPn260OP6+PigSpUqOH36NF544QW1/O7rlVcGwKRcCCEeNIsXLzaZ/dPcVpJTp07hwoULqFixoqYlXJQd6Qz3ELO3t4e7uzuuX7+OrVu3FvhAIGdnZ7i4uODUqVM4ePBggTFVqlRBhQoV8Ntvv+HSpUsFdm2pWrUqHBwcsHLlShgMBrRu3VrzuqIo8PDwgNFoxPLly+Hl5YXAwEBNjLW1NR577DHo9XosX74czZo1M/mio9Pp4OnpCWtra6xYsQL/+c9/TPp0GgwGPPbYY8jKysJPP/2kOaf169dr1vV6PQICAnDs2L8fkmRjY4PHH39cXVxdXWE0GjVlRVVKAgMDcezYMU183pLXVWnv3r2YOHEifv75Zzg4OKjjTfLbv3+/yXr+Bzs9+eSTmvO9O++8HJ988kmcOHEir1URANQ88nfrufsc764kFXYfZmZmIjMz0+TvZ21tjZycnEKvU94vKoWNYSjJfmNjY/Hkk0+q63ffHyVBEgsXLkSvXr2g0+k0rzVr1gy7du3STNW7bds2+Pv7o2LFikXu15z3Tn45OTnIzMws9BpmZ2cjJiYG7u7uBb4OAAkJCbh69apJzN3XK6/M09MTVapUKfI8hBDC0n755RfNuo2NjVljSch/nkvyzDPPFDudviglSzfVWHLBQ9p9a8uWLdy8eTP/+OMP/vrrr6xfvz6bNGnCjIwMNWbVqlUMDQ1lfHw8161bR29vb7722mua/SxYsID79u3j6dOnuXTpUlaqVIlDhw7VxHzzzTc8dOgQT548yRkzZtBoNPLrr7/WxEyaNInR0dGMjY3l+PHjqdPpuFe7RH4AACAASURBVHbtWvX1y5cvc/bs2Tx+/DgjIyM5ZMgQGgwGdcpeMnfGsKVLlzIuLo6///47u3btykqVKvHMmTNqzP79+/nTTz8xPj6eu3bt4vPPP88aNWqo3W0uXrxInU7Hy5cva/IbOnSoZhpjMnea18jISEZGRtLd3Z3BwcGMjIxUZxUzR0ln3zpy5AiNRiMHDRrEyMhIxsXFcd26dRw0aBBJMiUlhT4+PurfIDo6mra2tly9erW6D29vbzo5OXHixInq38Ta2ppbtmxRY6ZPn86nnnqq2HyuXLlCnU7HmJgYtSwzM5NGo5H/+9//mJSUxBs3bhS6vTn3YcuWLVmnTh2Ghobyjz/+4MKFC2kwGDhr1iySud2IJkyYwIMHD/LcuXPcs2cPO3TowEqVKvHixYvqfvz9/blmzRqz95v/ei1ZskQ9twoVKvDQoUOamMTEREZGRnLevHkEwF27djEyMtJkatzt27cTAI8fP25yLW7cuMGqVauyZ8+ejI2N5YoVK2hnZ6eZEnjNmjUms3EV9975/vvvuXLlSh47dozx8fFcuXIlPTw8NDPOjRs3jlu3bmV8fDwPHTrEbt260WAw8OjRoyTJmzdvMjg4mPv27eOZM2e4fft2BgYG0tfXV/MZeOvWLRqNRu7atUuTY+/evfnf//7X5JzNVZ4/a4UQ5ccXX3yh6bZlbW3NdevWmbVtXFwcQ0JCOHXq1CKno3/QlLfuWxZPwKIn/5BWSlauXEkfHx/q9Xq6ublx0KBBJl8ev/76a3p6elKn07FatWocPXq0ZrpSMnfK0qpVq1Kn09HX15dTpkxRp9HN07NnT1aqVIl6vZ716tVTv+Dl16pVKzo7O9NgMLBJkybctGmT5vXLly+zadOm6hiKF154QR1LkufYsWNs0KABjUYjnZyc2LFjR544cUITExYWxtq1a9PW1paVK1dmz549ef78efX1+fPna6YQznP06FEajUbNNcobO3H3UpJKRmmmBI6IiGDr1q3p4OBAe3t71qtXTx3j0bdvX9atW1dzX06ZMoWVKlVSn/2RN6akc+fOtLOzo5ubm0kl8erVqzQYDCbXryBdunThiBEjNGXz5s2jl5cXraysijw/c+7DxMRE9unThx4eHjQYDPT399fcZ+fPn2fbtm3p6upKnU5HT09Pdu/e3SR3AFy4cKHZ+yXJvXv3skKFCrx9+zbJ3EqFp6enyXmEhIQUeC/kPx6ZO7V18+bNC70eR44cYYsWLWhra8vHHntMM+6KzL1fcn8n+kdx750VK1YwMDBQvV8CAgI4YcIEzXibDz74gNWqVaNer2fVqlXZrl07zbN7bt++zZdeeokuLi7U6XT09vZmv379TJ5l8sMPP5hUmu7cuUNnZ2fu27ev0PMuTnn+rBVClA+rV682+Qw3dwrgnJwczps3jyEhITx48OA9zrRslbdKiUL+0zXjUaMoihOA5OTkZJPpP/O6huSfEleUby+//DJatGiBYcOGmbzWuXNnBAYGYuTIkRbIrOxUr14dH3zwAT744IMi4/7v//4PKSkpmDt3bpFx0dHRaN26NeLj4+Hg4FCWqVpc165dUb9+fXz88ccAgCFDhiArKwuzZs2ycGYPpqZNm2LIkCHo3r27WjZ79mysXbsWv/76a6n3K5+1Qoh7KTY2FvXr19d0adXpdIiMjDRrLEl8fDyWLl0KZ2dnDBkypFx13UpJSYGzszMAOJNMsXQ+xZExJeKR0aJFiwIHRgO5z/Z42L50F2XUqFHw9vYucuwGkDtAfOLEiThz5sx9yuz+yMjIQN26dfHhhx+qZU888QQGDhxowaweXFeuXMFrr71m8v7R6XT45ptvLJSVEEIUb9GiRZp/66ysrLB69WqzKiQA4O3tjbZt2+LFF18sVxWS8khaSqSlRDxEzG0pEeJBIZ+1Qoh7Ze3atejUqVNel33Y2Njgxx9/LPWEJuVNeWspkSmBhXiInD171tIpCCGEEBa3Zs0avP7668j/4/tbb71ldoWEZP4v9eI+kO5bQgghhBDiobF27VqTCglQsucpxcXF4euvv1anAhb3nlRKhBBCCCHEQ+HuLlt59Hq9Wc8kAXJbSUJDQ5GTkyMtJfeRVEqEEEIIIUS5Fxsbi86dO2sqJIqiYMCAATh8+LDZg9uPHz+OpKQkVK5cGfXq1btX6Yq7yJgSIYQQQghR7o0bNw7Z2dnqupWVFdasWVOige05OTkIDQ0FADz33HOwspLf7+8XudJCCCGEEKLcio2NRe/evfHjjz9qyvv161fimbaOHj2Ky5cvw9XV1eyWFVE2pKVECCGEEEKUS2vXrkXnzp01LSRA7vS/7733Xon2lZOTg7CwMAD/rpWEBNavB+rVA3x8SrWLR5K0lIhSGTt2LBo0aGDpNIQQQgjxiIqNjcXrr79uUiGxsrLCjz/+WOKWDpJo2LAhatasidq1a5c6r+hoICoK+Pln4K7URBGkUvIQunz5MgYOHIhq1arB1tYWbm5uaNOmDfbs2VNmxwgODsaOHTvKbH9CCCGEEOaKjY1Fhw4dNE9rB3JbSEo6jiSPtbU1mjVrhp49e0JRlFLllZYGbNuW+/9BQYA8BN580n3rIdSpUydkZGRg8eLF8PHxwcWLF7Fjxw5cvXq1zI7h4OAABweHMtufEEIIIYQ5CnowIgC0aNECc+bMKdVYkOzsbFiXQQ1i504gNRXw9QX8/P717h4p0lJyn8ReisXsA7Nx9NLRe3qcGzduIDw8HBMnTkSrVq3g7e2Nxo0bY+TIkXj55ZcB5E6PN3v2bLRt2xZGoxE+Pj4mg8OGDx8OPz8/2NnZwcfHB2PGjEFmZqb6+t3dt/r06YNXXnkFX375Jdzd3VG5cmUMGjRIs40QQgghxL8xbdq0Ap9DYmNjU+oKSVZWFmbOnIlNmzYhKyur1LldugT8/ntu60hQEFDKxpZHlrSUlJDj547IyM4o0TY5zEFWzj83uY2VDawU8+qDems9bo68afax8low1q1bh6ZNm8LW1rbAuDFjxuCLL77A119/jaVLl6Jbt26IiYlR+1A6Ojpi0aJF8PDwQExMDPr16wdHR0cMGzas0GOHhobC3d0doaGhOH36NLp27YoGDRqgX79+ZucvhBBCCFGQsWPHYty4cSblNjY2pRpDkufw4cO4du0akpKSSt1aQgKbNwM5OcAzzwCVK5dqN480aSm5D+6uzd+9XpZsbGywaNEiLF68GBUqVMDTTz+Njz/+GNHR0Zq4zp074+2334afnx8+/fRTNGzYEN988436+ujRo9G8eXNUr14dHTp0QHBwMFatWlXksStWrIgZM2agVq1a+M9//oP27dvLuBMhhBBC/CuxsbF4+eWXC6yQDBgwAFFRUaUaQwIAmZmZCA8PBwA8//zzpR5LkpGR2zLi5JRbKRElJy0lJVSSVos8Ry8dRaN5jXAn6w6MNkYc6HcAdVzv3dzXnTp1Qvv27REeHo79+/dj8+bNmDRpEubPn48+ffoAAJo1a6bZplmzZoiKilLXV65cienTpyM+Ph6pqanIysqCk5NTkcetU6eO5hcGd3d3xMTElN2JCSGEEOKRUtiUvwAwffr0Ek/7e7cDBw7g5s2bqFGjBqpXr17q/djaAj17AjdvAnr9v0rpkSUtJfdBHdc6iOgXgVntZt3zCkkeg8GA1q1bY8yYMdi7dy/69OmDkJAQs7bdt28fevTogXbt2mHjxo2IjIzEqFGjkJFRdLc1nU6nWVcUxWRWDCGEEEIIc8TGxhZYIVEUpUwqJGlpadi9ezeA3FaS0srrAJPXUiJKRyol98kTrk9gYKOB96VCUpCAgADcunVLXd+/f7/m9f3796vjSfbu3Qtvb2+MGjUKDRs2hK+vL86dO3df8xVCCCHEo23evHkFPhRx7dq1/7pCAuT+CHv79m34+/vDy8urVPu4ehWYNw84e/Zfp/PIk+5bD5mrV6+ic+fO+O9//4t69erB0dERBw8exKRJkzT9LVevXo2GDRuiRYsWWLZsGSIiIvDdd98BAHx9ffHnn39ixYoVaNSoEX755ResXbvWUqckhBBCiEfM/v37sWjRIk3Zv5nytyD29vaws7MrdStJ3uD2CxeAEyeAf9H7S0AqJQ8dBwcHNGnSBFOnTkV8fDwyMzPh5eWFfv364eOPP1bjxo0bhxUrVuDdd9+Fu7s7li9fjoCAAADAyy+/jA8//BCDBw9Geno62rdvjzFjxmDs2LEWOishhBBCPCqmTZuGDz/8UFOm1+vLtEICAI0bN0ZgYCBsbEr3dfj4ceD0acDREWjVqszSemQp93ImqAedoihOAJKTk5NNBnGnp6cDQKFT6pZniqJg7dq1eOWVVyydihDiEfcwf9YKIUpuwYIFeOutt0zKR48ejU8//bRMjkGy1LNs5UlPB2bOBFJSgNdfB554okxSK1MpKSlwdnYGAGeSKZbOpzjSUiKEEEIIISwuOjoab7/9tkm5wWBAt27dyuw4GzduhE6nQ8uWLWE0Gku1j7Cw3AqJjw9Qho03jzQZ6C6EEEIIISxu4MCBmme5KYqCAQMG4ODBg2XWbevSpUs4fPgwDh06VOA0w+a4ePGfJ7e3by9Pbi8r0lLyCHqUu+wJIYQQ4sHz22+/Ye/evZqy/v37Y86cOWV+HJJo1qwZHBwcSrUPGxugWrXcRZ7cXnakUiKEEEIIISxqwYIFmnUbG5symfY3v4SEBJw4cQJGoxHNmzcv9X4qVwZ69wbkUWxlS7pvCSGEEEIIi4mNjdU8P02n0+HHH38s05m2SGL79u0AcqcWNhgMJd5HRsY/FRFFye2+JcqOVEqEEEIIIYRFLF26FPXq1UN8fDyA3BaSVatWaZ6tVhb++OMPnD17Fo6OjmjcuHGp9rF1K/Dtt8ClS2WamvibdN8SQgghhBD3XVRUFHr16qUpy8rKQmJiYpkfKzU1FQaDAc899xx0Ol2Jt09IAA4dAnQ6QGYwvzekUiKEEEIIIe67QYMGmZQZDAY8++yzZX6s+vXrw8/PD3q9vsTb5uQAGzfm/v9zzwG5j/4QZU26bwkB4LvvvsNLL71k6TTumx07dqB27drFToeYkZGBxx9/3GRGlEfBli1b0KBBA+TISEazjBgxwmRQ6rFjx+Dp6Ylbt25ZKCshxIPq8OHDJv+2tGjRokyn/72b0WiEdSkGgkREAElJgKsr0LTpPUhMAJBKyUPp5s2b+OCDD+Dt7a3OMHHgwAFNzMWLF9GnTx94eHjAzs4OQUFBOHXqlCYmPj4er776KlxcXODk5IQuXbrg4sWLmpjDhw+jdevWqFChAipXroz+/fsjNTVVE7Njxw40b94cjo6OcHNzw/Dhw5GVlaWJWbVqFRo0aAA7Ozt4e3tj8uTJJuc1c+ZM1K5dG0ajEf7+/liyZInm9czMTIwfPx41a9aEwWBA/fr1sWXLlgKvUd++fTF69GgAQFpaGsaMGYOQkBD19aNHj6JTp06oXr06FEXBtGnTCtxPeTVs2DCMHj262A/nOXPmoEaNGuosJWfPnoWiKIiKiir2GLt27UKHDh3g4eEBRVGwbt06zeuZmZkYPnw46tatC3t7e3h4eKBXr164cOGCGnP27Fm89dZbqFGjBoxGI2rWrImQkBBkZGQUeMzTp0/D0dERFSpUKDa/4u7LoKAg6HQ6LFu2rMDta9Soge3btyMsLAwdO3aEu7s77O3t0aBBA5Nt5s2bh2eeeQYVK1ZExYoV8eKLLyIiIkIT06dPHyiKolmCgoKKPIfPP/8cjRo1gqOjI1xdXfHKK6/g5MmTmpgBAwagZs2aMBqNcHFxQceOHXHixAn19atXryIoKAgeHh6wtbWFl5cXBg8ejJQU7cN/i3v/BQcHY/Hixfjjjz/UsoCAADRt2hRfffVVkechhHj0jBkzRrNuY2ODOXPmlHmF5NChQ/j1119x586dUm1/8yYQGpr7/+3by+D2e4rkI7sAcALA5ORk3i0tLY1paWkm5eVBly5dGBAQwJ07d/LUqVMMCQmhk5MTExISSJI5OTls2rQpn3nmGUZERPDEiRPs378/q1WrxtTUVJJkamoqfXx8+OqrrzI6OprR0dHs2LEjGzVqxOzsbJLk+fPnWbFiRb7zzjs8ceIEIyIi2Lx5c3bq1EnNJSoqinq9nuPGjeOpU6cYFhbGWrVq8aOPPlJjNm3aRBsbG86ePZvx8fHcuHEj3d3d+c0336gxs2bNoqOjI1esWMH4+HguX76cDg4O3LBhgxozbNgwenh48JdffmF8fDxnzZpFg8HAw4cPa65PVlYWq1Spwt9//50kuXTpUvr7+2tiIiIiGBwczOXLl9PNzY1Tp04t8d9h4cKFbNmyZYm3u9fCw8Pp7OzMO3fuFBmXk5NDX19fLl++XC07c+YMATAyMrLY42zatImjRo3imjVrCIBr167VvH7jxg2++OKLXLlyJU+cOMF9+/axcePGfOqpp9SYzZs3s0+fPty6dSvj4+O5fv16urq6au6fPBkZGWzYsCHbtm1LZ2fnInMz574kyRkzZrBhw4Ym2x85coTOzs7MyMjgZ599xtGjR3PPnj08ffo0p02bRisrK/78889qfPfu3Tlz5kxGRkby+PHj7NOnD52dndX3JEn27t2bQUFBTExMVJdr164VeR5t2rThwoULGRsby6ioKLZr107zPibJuXPncufOnTxz5gwPHTrEDh060MvLi1lZWSTJa9eucdasWTxw4ADPnj3L7du309/fn2+88Ya6D3PefyT5+uuvMzg4WFOW937OzMws8BzK82etEKJ0jhw5QgDqYmNjw3Xr1pX5cdLS0jhx4kSGhITwjz/+KNU+Vq8mQ0LINWvKNrf7ITk5Oe8aO/EB+N5d3GLxBCx68g9hpeT27du0trbmxo0bNeWBgYEcNWoUSfLkyZMEwNjYWPX17Oxsuri4cN68eSTJrVu30srKSnNtbty4QUVRuG3bNpK5X3ZcXV3VSgpJRkdHEwBPnTpFkhw5cqTJl7oNGzbQYDAwJSWFJPnGG2/w9ddf18RMnz6dnp6ezMnJIUk2a9bM5MvO0KFD+fTTT6vr7u7unDFjhibmtddeY48ePTRlu3btoru7u7rv9u3bm+w7P29v7/tWKQkPD2eLFi1oMBjo6enJ9957T/2CuXjxYtrb2zMuLk6NHzhwIP39/Xnr1i011/Hjx7Nbt260s7Ojh4eHyTUZNGiQyfUuyIEDB2hlZaX+nUhq/hEBYPb5FVQpKUhERAQB8Ny5c4XGTJo0iTVq1DApHzZsGN98800uXLiw2EqJOfclSZ47d44AePr0aU3s+PHj2bVr10L3365dO/bt27fQ17Oysujo6MjFixerZb1792bHjh2LzLs4ly5dIgDu3Lmz0Ji8LwN3n1N+X3/9NT09PdV1c95/ZO49mn87kkxPT6etrS23b99e4LHK62etEKL0xo4dq/m3ZPTo0ffkODt27GBISAiXLVtWou2uh1/nr42iufLxIwydm8zvvyfz/dZTbpS3Sol033rIZGVlITs722T+baPRiN27dwMA0tPTAUATY2VlBVtbW02MoiiwzTfFhMFggJWVlSZGr9fDyuqf28hoNAKAJqagXNLS0nDo0KEiYxISEnDu3LkiYyIiIpCZmVlkTF4ueTZs2IAOHTpAURQ114YNG8LS4uPjERQUhE6dOiE6OhorV67E7t27MXjwYABAr1690K5dO/To0QNZWVn45ZdfMH/+fCxbtgx2dnbqfiZPnoz69esjMjISI0aMwPvvv49t27apr4eHh5t1vuHh4fDz84Ojo6NaltflaPv27UhMTMSaNWvK6vQBAMnJyVAUpcjuV8nJyahUqZKm7LfffsPq1asxc+ZMs45jzn0JANWqVUPVqlURHh6uid2wYUOR01UWlGN+t2/fRmZmpklMWFgYXF1d4e/vj4EDB+Lq1atmnU/+4wIo9Ni3bt3CwoULUaNGDXh5eRUYc+HCBaxZswYtW7ZUy8x5/wFA48aNkZCQgLNnz6pler0eDRo0MLmGQohHl5OTk/r/RqMR3bp1K/NjpKSkYN++fVAUBS+++KLZ26XGpiLy2SjoDlyF6+lryBgQiTp2qbC3L/MUxd0sXSuy5IJStpSMDxtf6HIh5YIatyJmRaFxYWfC1LjDFw4XGlcazZo1Y8uWLXn+/HlmZWVx6dKltLKyop+fH8ncbi7VqlVj586dee3aNaanp/OLL74gAL700kskc39xdXJy4vvvv89bt24xNTWVgwcPJgD279+fJBkbG0sbGxtOmjSJ6enpvHbtGjt16kQAnDBhAsl/Wlx++OEHZmVlMSEhgc888wwB8IcffiCZ2+JiZ2fH7du3Mzs7mydPnmStWrUIgHv37iWZ+8u2m5sbDx48yJycHB44cIBVq1YlAF64kHvN33jjDQYEBDAuLo7Z2dn89ddfaTQaqdfrNdfH19dXbUm6fv06AXDXrl2FXs/71VLy1ltvqdc2T3h4OK2srNSuVteuXaOnpycHDhzIqlWr8rPPPjPJNSgoSFPWtWtXtm3bVl13dnbmkiVLis3n/fff5/PPP68pK0n3rfxgRkvJnTt3GBgYyO7duxcac+rUKTo5OfHbb79Vy65cuUIvLy+1dcCclhJz7ss8Tz75JMeOHauuJyQkUK/X8/r16wXue+XKldTr9ZqWyLsNHDiQPj4+mi50y5cv5/r16xkdHc21a9eydu3abNSokdrNqjjZ2dls3769SesFSc6cOZP29vYEQH9//wJbSbp160aj0UgA7NChgyY3c95/5D+/yoWFhWn2/eqrr7JPnz4F5i0tJUI8WmJiYtiiRQsCYKtWrYr8rPw31q1bx5CQEK5fv75E20WMSmAoQjXLD90Sit/wASQtJcLili5dCpJ47LHHYGtri+nTp+ONN95QWzR0Oh3WrFmDuLg4VKpUCXZ2dggNDUXbtm3VGBcXF6xevRo///wzHBwc4OzsjBs3biAwMFCNqVOnDhYvXowpU6bAzs4Obm5uqFGjBqpWrarGvPTSS5g8eTLeeecd2Nraws/PD+3atQMANaZfv34YPHgw/vOf/0Cv16Np06bqryZ5MWPGjEHbtm3RtGlT6HQ6dOzYEb1799bEfP311/D19UWtWrWg1+sxePBg9O3bV9OSc/z4cVy4cAEvvPACAKgD30rzZNe7/fnnn3BwcFCXd955B+Hh4ZqyCRMmFLr9kSNHsGjRIk18mzZtkJOTgzNnzgAAKlasiO+++w6zZ89GzZo1MWLECJP9NGvWzGT9+PHj6vqdO3c053t33nk53h1XmLvPsbCB4UXJzMxEly5dQBKzZ88uMOb8+fMICgpC586d0a9fP7W8X79+6N69e4mmkDTnvsxjNBpx+/ZtdX3Dhg1o0aJFga05oaGh6Nu3L+bNm1foYM0vvvgCK1aswNq1azXXt1u3bnj55ZdRt25dvPLKK9i4cSMOHDiAsLAws85p0KBBiI2NxYoVK0xe69GjByIjI7Fz5074+fmhS5cuSEtL08RMnToVhw8fxvr16xEfH4+hQ4eqr5nz/su7VgA01yuv/O4yIcSjJzY2Fk899ZTag2H37t15PxKXqYsXLyIqKgo6nQ7PPfdcibb9dEMF5M8oHVYI6Fb85CmiDFi6VmTJBQ/hmJL8UlNT1V8xu3Tpwnbt2pnE3Lhxg5cuXSJJNm7cmO+++65JzOXLl9VfhatWrcpJkyaZxCQlJfHmzZtMTU2llZUVV61apXk9JyeH58+f5+3bt3ns2DECYEREhCYm7xfr9PR0btq0iQDU3PJkZGTwr7/+YlZWljr4Nv+YFjL3F/eEhATm5ORw2LBhDAgIUF/74osv+Morr6jr6enpVBSFW7duNb2AfzO3pSQzM5OnTp1Sl4kTJ7Jx48aasqtXrxa6fa1atfjee+9p4vOW9PR0NW7UqFG0trZmjRo1NOMf8nIdN26cpmzatGmsXr26uu7h4cG5c+cWmndejh9//DGbNWum2VdBLSW3b9/WbH93TmTRLSUZGRl85ZVXWK9ePV65cqXAmPPnz9PX15c9e/Y0+Xs7OzvT2tpaXaysrAiA1tbW/O677wrcXx5z7statWpx8uTJ6npQUBCnTZtmsq+wsDDa29trru3dJk+eTGdnZx44cKDIvPJUqVKFc+bMKTZu0KBB9PT0NGsgZ3p6Ou3s7ExahPILDw83aQUhi3//JSUlEYDJ+QUFBXHQoEEFHuth+KwVQphn1qxZJmMTZ82aVebHOXr0KCdMmMAdO3aUaLvx40kFOdyGUG5DKPsinv/XuRwOJvlbeWspsXgCFj35h7xSkufatWt0dnYu8stSXFwcraysivxyvmPHDiqKwhMnThQa891339HOzq7Qri0kOWbMGM3sPwXp2bOnyRfiuz377LOaGYLulpGRwZo1a3LkyJFqWbNmzbhw4UJNXJ06dYqsdNyv7lvdu3fnCy+8UGTMnj17aGNjw02bNrFu3brs1auXSa75u2qRud1y8pe1b9+e77//frH5rF69mhUrVlQnBCBzKwcAePDgQXNOSVVYpSSvQlKnTh2TCmiehIQE+vr6slu3bgXeM8eOHWNMTIy6/O9//6OjoyNjYmKKnb0qv4Luyzt37lCn06mDtG/evElbW1ueOXNGs21oaCjt7e1NJhXIb+LEiXRycuK+ffvMyuevv/6ioihFdj3IycnhoEGD6OHhoZkAoShpaWk0Go0m74P8du7cSQAm55lfQe+/7du3U6fT8fbt25pyT09Pzp8/v9B8HpbPWiFE0e6edctgMNyz7lu3bt0q0WfLgQO534orIo2hCOX32Edra/IepXdfSKWkHC0Pa6Vky5Yt3Lx5M//44w/++uuvrF+/Pps0acKMjAw1ZtWqVQwNDWV8fDzXrVtHb29vvvbaa5r9LFiwgPv27ePp06e5dOlSVqpUiUOHDtXEfPPNNzx06BBPhvzPhgAAIABJREFUnjzJGTNm0Gg08uuvv9bETJo0idHR0YyNjeX48eOp0+k0X1AvX77M2bNn8/jx44yMjOSQIUNoMBjUKXvJ3BnDli5dyri4OP7+++/s2rUrK1WqpPnStH//fv7000+Mj4/nrl27+Pzzz7NGjRpqBenixYvU6XS8fPmyJr+hQ4dqpjEmc39NjoyMZGRkJN3d3RkcHMzIyEh1VjFzlLRScuTIERqNRg4aNIiRkZGMi4vjunXr1F+YU1JS6OPjo/4NoqOjaWtry9WrV6v78Pb2ppOTEydOnKj+TaytrbllyxY1Zvr06Zppdwtz5coV6nQ6xsTEqGWZmZk0Go383//+x6SkJN64caPQ7W/evKleQwD86quvGBkZqc6slZGRwZdffpmenp6MiorSTIWb1zKUkJDAxx9/nC+88AITEhI0MYUpaEzJmjVrTKZ9Lu6+JHMrGw4ODursZqtXr2bdunU1Mb/99hvt7Ow4cuRITX75W8W++OIL6vV6/vjjj5qYmzdvqtcqODiY+/bt45kzZ7h9+3YGBgbS19dX8zn0/PPPa6bKHjhwIJ2dnRkWFqbZb16lID4+nhMmTODBgwd57tw57tmzhx06dGClSpV48eJFkuQvv/zCBQsWMCYmhmfOnOHGjRtZu3ZtzdgUc95/JBkSElLgOCRFUXj27NkC/17l+bNWCFEyy5cvJwDa2dlxwIAB96xCUhqDBuV+K/ZDMkMRymk4zHswS/F9JZWScrQ8rJWSlStX0sfHh3q9nm5ubhw0aJDJl8e8KT91Oh2rVavG0aNHa7oIkeTw4cNZtWpV6nQ6+vr6csqUKZpfzcncFo1KlSpRr9ezXr16BQ6gbtWqFZ2dnWkwGNikSRNu2rRJ8/rly5fZtGlT2tvb087Oji+88AL379+viTl27BgbNGhAo9FIJycnduzY0aTFJiwsjLVr16atrS0rV67Mnj178vz58+rr8+fPL3AQ8NGjR2k0GjXXKK+b0t1LSSoZpZkSOCIigq1bt6aDgwPt7e1Zr149dTB73759WbduXc19OWXKFFaqVEl93kVe963OnTvTzs6Obm5uJpXEq1ev0mAwFNniladLly4cMWKEpmzevHn08vKilZVVkecXGhpa4DXs3bs3ycKvMQCGhoaSzL2GhcUUpqBKSd5+8ivuviTJ/v37c8CAAer6m2++qU6tnad3797F3ive3t4FxoSEhJDM7QL30ksv0cXFhTqdjt7e3uzXrx+TkpI0x/L29la3IVnotclrBTl//v/Zu+/wKKr1gePf2dRNhYRAgqEJIQQQEBBpUqQkYAFEul5BUFGqXqQo/kC8F0FEiggiIMWLSBE0AgqhSUAkiLSlSBFEQiC0hPS27++PZSfZ9IRAAM/neeZh58w7Z8/MDps5O6dESqdOnaR8+fLi4OAg/v7+0rdvX5vPftu2bdKsWTP9XAQEBMiYMWNsnnYW5v+fiEhgYKDNvDYiIpMnT5bg4OAcsVb383etoiiF9+uvv+Z4SpL1R6+SYDKZZPPmzQXOw5XVoUMiAwaI+Ptb7opbEC3b2S5hNfZJvOn+bbolcv9VSjSRku9gdL/QNM0DiI2NjbUZng4yh83NOiSucn979tlnadmyJaNHj86xrUePHjRs2JBx48aVQslKTtWqVRk5ciQjR47MN+7tt9/m5s2bzJ8/P9+4w4cP06FDB86cOYObm1tJFvWed/XqVQIDA/ntt9+oVq0a6enpVKhQgR9//JEmTZqUdvHuOT/++CP//ve/OXz4MPb29gCkpqYSEBDA119/TYsWLXLdT33XKso/Q8eOHW2GpweYO3cur7/+eonkn56ezpw5c4iJiaFXr14EBQUVuI/JBPXrg9mcmTaIM/TjbwAMRgMNIxriVvf+/Pt38+ZNPD09ATxF5GZpl6cgavQt5R+jZcuW9OnTJ9dt06ZN+0fddL/77rtUqVIFc9Zv4lzUq1ePqVOn6qN//ZOcO3eOuXPnUq1aNQCuX7/Om2++yWOPPVbKJbs3WedAsVZIwDKy2zvvvJNnhURRlH+GI0eO5KiQODs7F2nUxILs27ePmJgYKlWqRK1atQq1z8SJthUSgAbE6q/NSWZiw2NR7g71pEQ9KVEeIIV9UqIo9wr1XasoD74JEyYwadIkfb1Tp05MmzYtz6HTiyopKYnZs2eTlJTEwIED85wcNqvVq6Fnz5zpq/gFH1IBy5OSRvsa4Vrn/pw58X57UmJfcIiiKPeLrDNpK4qiKMq94MKFC/pro9FYohUSgB07dpCUlETt2rULVSExmSC3SeRH9kvGZ3kqBjcD/iP9qdC7wn1bIbkfqeZbiqIoiqIoyh1hMplYsmQJAHZ2dnz99dclWiG5evUq+/btw87Ojg4dOhRqn88+y9lsa9YsGPnIZQDM8WYuTL/AP7k1UWlQlRJFURRFURTljtixY4fefzEjI4OoqKgSzf/KlSs4ODjQtGlTypYtW2C8yQRffJG5rmkwZAgMHQrX1l/T01V/krtPNd9SFEVRFEVR7oibNzO7MhiNxhLt3A4QFBREpUqVcHBwKFT8jh22T0latbJ0eE88Fk/CkQQ93WA0UKZVmRItq5I/VSlRFEVRFEVRSpzJZGLChAkAGAyGEm+6ZVXY0TPXrIEFCzLX7e3h5ZfB+VI8vz36G6Rb0jV7jaCvg1R/krusVJtvaZo2TtO0fZqmxWmaFq1p2neapgUWYr8emqad0DQtWdO0I5qmdb4b5VUURVEURVEKJzw8nPR0y52+2Wwu0aZbBw4cYMuWLfoIfgWZMgV69IDDhzPTunWDfv0g6ssovUICIOlCalRqiZVVKZzS7lPSGvgMaAp0AByAzZqm5Vk11TStObACWAQ8CnwHfKdpWt07X1xFURRFURSlMFq2bKm/LsmmW8nJyYSFhbFr1y4iIyMLjF+5EnKbGzk1FZKOxxM52zYPg7NqulUaSrVSIiIhIrJERI6KyCGgP1AZaJTPbiOAn0RkmogcF5H3gN+BoXe+xP8c/fv3p2vXrqVdDEVRFEVR7lPWfh4eHh6sWLGixJpu7dy5k8TERGrWrMnDDz+cb+y6dZDHvMkMGIClM3tGZlrZTmVp9Nv9OzfJ/ay0n5Rk53nr3+v5xDQDtmRL23QrPV+apjlpmuZhXQD34hXz3pa1QtGmTRs1kZ6iKIqiKHfdunXrAEtn9z59+mAymW47z+vXr7N3714MBgMdO3bMN9ZkskyQmH1k35Yt4bvvoEsXy1MRK4PRQI1pNVSFpJTcM5USTdMMwExgt4jkd9X6ApezpV2+lV6QcUBsluVC/uGKoiiKoihKcWzevFl/nZSURHh4+G3nGRYWRkZGBk2aNKFcuXL5xoaHQ3qWviKaBjNnWtK7dIF4UzwnB5+8tRHVub2U3TOVEix9S+oCucyxWWI+xPI0xrr438H3KnX9+/fn559/ZtasWWiahqZpnDt3joyMDAYOHEi1atUwGo0EBgYya9asPPNZtmwZ3t7eOTqTde3alRdffPFOH4aiKIqiKPeh69czG76URJ+Sc+fOcfz4cYxGI61bty4w/sYN2/XgYKhVK3M9NjwWSb31GEVQndtL2T1RKdE0bQ7wNNBWRAp6enEJqJAtrcKt9HyJSIqI3LQuQFyxClwcJhPMmwdHj961t5w1axbNmjXjlVdeISoqiqioKCpVqoTZbMbf35/Vq1dz7Ngx/u///o933nmHVatW5ZpPjx49yMjIIDQ0VE+Ljo5mw4YNvPzyy3frcBRFURRFuU+kpaVx/PhxNE1j3Lhx7Nu377b7lMTGxuLo6EibNm0wGo15xplM8N57llnas3J3hyefzFwv06qMfiesOWmqc3spK9V5SjRN04BPgW5AGxE5W4jd9gDtsDT1supwK/3Oc3e3DNdQFGaz7fNDe3swFLI+6OgIccWrO3l6euLo6IiLiwu+vpmt2+zs7Hj//ff19WrVqrFnzx5WrVpFz549c+RjNBrp27cvixcvpkePHgD873//o3LlyrRp06ZYZVMURVEU5cH13XffkZaWBsDMmTPp27fvbedZv359qlevnm+FZN06eP552wkSAezsYNAgyDrHojHQCHaAQK1ltVTTrVJW2k9KPgNeAPoCcZqm+d5a9KtN07RlmqZ9mGWfWUCIpmn/1jStlqZpE4HGwJy7WfAiyd7DKvt6Kfjss89o1KgRPj4+uLm58cUXX3D+/Pk841955RU2b96sD723ZMkS+vfvj6VeqSiKoiiKkmnDhg3665LqTwKWiRLt7Oxy3WYy5V4hAUt69n7x176/BmmAwB/9/yDeFF8iZVSKp7QrJa9j6duxA4jKsvTKElMZ8LOuiMgvWCoxrwKHgOeBrgV0ji85cXGQklK05dAhsNbqjUbLemH3LeZTkvx88803jBo1ioEDB7J582YOHjzIgAEDSM3nCdCjjz5K/fr1WbZsGfv37+fo0aP079+/xMumKIqiKMr9z9nZWX99u/1JwsLC2Lp1a773KQAffJB7hcTeHsaMyZl+Zd0V/bU5yWwZHlgpNaXafEtECvyZXUTa5JK2Glh9J8p0R9SpAxERluEeWrWyrN8ljo6OZGRk2KTt3r2b5s2b88Ybb+hpZ86cKTCvQYMGMXPmTCIjI2nfvj2VKlUq8fIqiqIoinL/i4mJAeC1115j2LBhxe5PcvnyZfbs2YPBYKBhw4Y4OjrmGvfFF5C9a2z9+hAQYGm29eijOfcxp2bWYAxGNWFiaSvVSsk/St26luUuq1q1Knv37uXcuXO4ubnh5eVFQEAAy5YtY9OmTVSrVo2vvvqKffv2Ua1atXzz6tu3L6NGjWLBggUsW7bsLh2BoiiKoij3m0OHDgHQuXPnYldIRIQff/wRs9lMy5YtKVu2bB7vBa+9Zptmbw/Ll+f/O3DC0QQAfAf5UmlkJdWnpJSVdvMt5Q4bNWoUdnZ21K5dGx8fH86fP89rr73Gc889R69evXj88ce5du2azVOTvHh6etK9e3fc3NzUbO+KoiiKouTqyJEjnDhxAoDevXsXe9LEY8eOce7cOTw9PXniiSdybP/9d2jfHrKPDqxpBVdI4n6PI+lYEgDRy6ORe6C/7z+delLyAFqyZIn+umbNmuzZk3NgssWLF7N48WKbtA8/zBxPIGseWUVGRtKvXz+cnJxKpKyKoiiKojxYJk6cqL+2dnKvW8TWIqmpqfrkix07dsQhy7BZJpOl/0huMxnY2UGvXnDhgqVrbl63K9GrovXX1v4kbnXdilRGpWSpSolSKDdu3GDHjh3s2LGDuXPnlnZxFEVRFEW5Bx05coS1a9fq687OzsXq5L5r1y5iY2OpVq0atWvX1tNNJkv/kKwzLWQVHGzpR1K3bt4VEgDNMbNb853qTyIiapTSIlCVEqVQHn30UW7cuMHUqVMJDAws7eIoiqIoinIPWrdunc36qFGjitWnxNnZGScnJ0JCQmxu7BcuzLtCYm8PVaqAj4/tJIm5STBZ+pN4PeNF9Q+rl3h/kpRLKVxZcwWvDl64BLqUaN4PKlUpUQrl3LlzpV0ERVEURVHucdHRmc2ijEYjvXv3LlY+zZs3p1GjRjg5OWEywYIFcPgw7NhhG2cwWEbZqlsXPD0tFZKuXS0VlLzEm+K59t01AGLCYpDJJd+f5MaWG6RdTSMlKkVVSgpJdXRXFEVRFEVRbpvJZOLzzz8HwM7Ojq+//rrIT0nMWSYacXJy4qOP4JFHYPbsnBWSli0tFZV9+6BZM/D2tqQ99FD+73F943W4VQ8xJ5f8/CRJ55JIOp2Enasdns08SzTvB5l6UqIoiqIoiqLctvDwcH1utIyMDKKiooq0f0ZGBgsWLCAwMBAvr1YMH27Hzp15x7dpYxlh6/Jly1zTvr45R+LKTcqlFP31nehP4lzJGe/O3hicDBic1O//haUqJYqiKIqiKMpta9asmf66OLO4//rrrxw+fInFiw1ERORfu3B0BGvLsAoV4I03IDnZMvpWfq6su0LkzEjLigGCvg4q8f4kmp2GRxOPEs3zn0BVShRFURRFUZTbdvbsWQB8fX3ZsmVLkZpuxcTEMHfuDlas0BDpTG49DDp2hKpVoXx5S4Uky6BcuLlZlvzEm+I52vOo3nQLM6RGpRa6jAUxp5vJiM3Awduh4GAlB1UpURRFURRFUW6LyWTSO7VfuXKlyJMRTpz4E19/nQY0AvxtthkMMHMmDBtmu8+GDSBiqaw4Ohb8HrE7YyHLyF2ag1aiTbfi98dzfdN1ynYoq/qSFINq6KYoiqIoiqLclvDwcFJTLU8dMjIyCA8PL9R+JhM8/fRJZs06AbgC7fVtmgavvWbpzJ69QnLypKWD++HDEB9fuDKmx9mOJfzwxw+XWNMtc4qZmJ9jELPgVFFNMF0cqlKiKMCiRYvo2LFjaRfjrtm6dStBQUF6h8S8pKamUqNGDX755Ze7VLJ7x7Fjx/D39ychIaG0i3JfyOt8NW3alG+//baUSqUoyt3SqlUrDAbLbaWTk1Oh+pOsWwf16qWxYcPGWykdACNg6Ruybh18/rmlM3tWCQnw/feW1yEh4OVVuDLe/OWmzbrBoeRug2N3x5KRmIFLTRecqziXWL7/JKpS8gCKi4tj5MiRVKlSBaPRSPPmzdm3b59NzOXLl+nfvz8VK1bExcWFkJAQTp06ZRNz5swZunXrho+PDx4eHvTs2ZPLly/bxPz+++906NCBMmXK4O3tzauvvkp8tp8stm7dSvPmzXF3d8fX15cxY8aQnm3mo1WrVtGgQQNcXFyoUqUK06ZNy3Fcn332GUFBQRiNRgIDA1m2bJnN9rS0NCZNmkT16tVxdnamfv36/PTTT7meowEDBjB+/HgAkpOTee+995gwYYK+/ejRo3Tv3p2qVauiaRozZ87MNZ/71ejRoxk/fjx2BfQI/Pzzz6lWrRrNmzcHLPPVaJrGwYMHC3yPnTt38swzz1CxYkU0TeO7777LEbN27Vo6duyIt7d3nvm+9tprVK9eHaPRiI+PD126dOHEiRM2Mfv27aNdu3aUKVOGsmXLEhwczKFDh/ItX0H51q5dm6ZNm/LJJ5/kun/btm1ZuHAhAMOHD9fH02/QoEGu8YW5xq12796Nvb19nnlZTZw4EU3Tciyurpm//LVp0ybXmKeeeirXPAcPHpzrNf/f//6X5s2b4+LiQpkyOZs75HW+xo8fz9ixY22G+VQU5cFTp04dypUrB8DmzZsL7E+yZg089xyIaMCjQHWgvv505NAh6NIl534iEBpqqZjUqmWZ3b2wUi7emVG30uPSubnnJpqmUbZ92RLJ859IVUoeQIMGDSIsLIyvvvqKI0eO0LFjR9q3b09kpGW0CRGha9eu/Pnnn3z//fccOHCAKlWq0L59e/1XzoSEBDp27IimaWzbto3du3eTmprKM888o99cXLx4kfbt21OjRg327t3LTz/9xNGjR+nfv79elkOHDtG5c2dCQkI4cOAAK1euJDQ0lLFjx+oxP/74I/369WPw4MGYTCbmzp3LjBkzmDNnjh4zb948xo0bx8SJEzl69Cjvv/8+Q4YM4YcfftBjxo8fz/z58/n00085duwYgwcPplu3bhw4cMDm/GRkZLB+/XqeffZZANasWYOHhwctWrTQYxITE3n44YeZMmUKvr6+xfoclixZQps2bYq17520a9cuzpw5Q/fu3fONExHmzJnDwIEDi/U+CQkJ1K9fn88++yzfmJYtWzJ16tQ8Yxo1asTixYs5fvw4mzZtQkTo2LGj/pQnPj6ekJAQKleuzN69e9m1axfu7u4EBweTlpZW7HzBUnmdN29ejkr09evX2b17N88884ye9vLLL9OrV69c36sw17hVTEwM//rXv2jXrl2eZbcaNWoUUVFRNkvt2rXp0aOHHrN27Vqb7SaTCTs7O5sYq3Xr1vHrr79SsWLFHNtSU1Pp0aMHr7/+ep7lye18derUibi4OH788ccCj0dRlPvX9evXiY6Oxt3dHW9v73xjjxyBnj2ta/ZAa+AFDAYtz6cjVr//Dn/8YenU/uyzliZehRF/JJ743yw/mmoOWomOuhWzIwZzmhm3Bm44li9E5xYldyLyj10AD0BiY2Mlu+TkZElOTs6Rfq9LTEwUOzs7Wb9+vU16w4YN5d133xURkT/++EMAMZlM+vaMjAzx8fGRBQsWiIjIpk2bxGAw2JybmJgY0TRNwsLCRERk/vz5Ur58ecnIyNBjDh8+LICcOnVKRETGjRsnjRs3tilLaGioODs7y82bN0VEpE+fPvL888/bxMyePVv8/f3FbDaLiEizZs1k1KhRNjFvvfWWtGjRQl/38/OTOXPm2MQ899xz0q9fP5u0nTt3ip+fn573U089lSPvrKpUqSIzZszIc3teFi9eLK1bty7SPuHh4dKyZUtxdnYWf39/GTZsmMTHx4uIyNKlS8XV1VVOnjypx7/++usSGBgoCQkJelknTZokvXv3FhcXF6lYsWKOczJkyJAc5zs3+/btE4PBoH9OIiJYxizRl8IeHyDr1q3Lc/vZs2cFkAMHDhSY16FDhwSQ06dP6+UE5Pz583pM9uuwMLLnKyKSkpIiTk5OsmXLFpvYZcuWyeOPP54jjwkTJkj9+vVzpBfmGrfq1auXjB8/Ps+88nPw4EEBZOfOnXnGzJgxQ9zd3fXryurChQvy0EMPiclkyveaX7x4sXh6eua6La/zNWDAAHnhhRdy3ed+/a5VFMXWl19+qf9tMBqNcuTIkTxjX35ZBMwCsWJ59iFiZyfy3Xf5v0dsrMh//iMyYYJIlj+FhXL2/bOyne36cmHuhaJlkIeUKylyduJZOfvBWUmLTSuRPEtKbGys9TPxkHvgvrugRT0pecCkp6eTkZGBs7Nte0aj0ciuXbsASEmxPL7MGmMwGHBycrKJ0TQNJ6fMzlrOzs4YDAabGEdHR70NqfV9AJuY3MqSnJzM/v378425cOECf/31V74xERER+q/hecVYy2IVGhrKM888g3br55Vdu3bRuHFjStuZM2cICQmhe/fuHD58mJUrV7Jr1y6GDh0KwL/+9S86d+5Mv379SE9PZ8OGDSxcuJDly5fj4uKi5zNt2jTq16/PgQMHGDt2LCNGjCAsLEzfHh4eXqjjDQ8Pp2bNmri7u+tpERERAGzZsoWoqCjWrl1bUodfKAkJCSxevJhq1apRqVIlAAIDA/H29mbRokWkpqaSlJTEokWLCAoKomrVqsXOF8DR0ZEGDRrk6LAZGhpKl9zaFeShMNc4wOLFi/nzzz9tmhIWxcKFC6lZsyZPPPFEnjGLFi2id+/eNk28zGYzL774Im+//XaRZ1/OKq/z1aRJk0J3elUU5f6U9e9MUlJSnv/n162DxYsBjgCfYjD8lm9zrazc3S19SFq0gICAopUv6ySGJdl0y6GsA14hXpRpUwZ7DzWo7e1QZ684Pvgg722DBoGfn+X1ypWW4SFy06pV5rSjBw7A+vW5x733XpGK5u7uTrNmzfjggw8ICgqiQoUKrFixgj179lCjRg0AatWqReXKlRk3bhzz58/H1dWVGTNmcOHCBX321aZNm+Lq6sqYMWOYPHkyIsLYsWNtZmh98skneeutt5g2bRojRowgISFBb5ZljQkODmbmzJmsWLGCnj17cunSJSZNmpQj5s0336R///60bduW06dPM336dD2matWqBAcHs3DhQrp27UrDhg3Zv38/CxcuJC0tjatXr+Ln50dwcDCffPIJrVq1onr16mzdupW1a9fm6Mz9/fffM2PGDMDSVCY2NjbX5ip324cffki/fv0YOXIkAAEBAcyePZvWrVszb948nJ2dmT9/PvXq1WP48OGsXbuWiRMn0qhRI5t8WrRooX8ONWvWZPfu3cyYMYMOHToA8NdffxXqeHOL8/HxAcDb27vYzdqKY+7cuYwePZqEhAQCAwMJCwvD8db4j+7u7uzYsYOuXbvywa3/mwEBAWzatAl7+/y/4vLL16pixYo2FYeUlBR++uknJk6cWOjyF+YaP3XqFGPHjiU8PLzAcucmOTmZ5cuX2zSNzC4iIgKTycSiRYts0qdOnYq9vT3Dhw8v8vtml/18WdP+/vtvzGazzY8YiqI8OBwcMufmyGviRJMJnn8eRJKBzUAar77qyrx5hXsPTYNsf/IKLe5gHABlQ8pS4+MaJdZ0S7PT8HhcTZRYEtRfhwfQV199hYjw0EMP4eTkxOzZs+nTp49+M+Dg4MDatWs5efIkXl5euLi4sH37djp16qTH+Pj4sHr1an744Qfc3Nzw9PQkJiaGhg0b6jF16tRh6dKlTJ8+HRcXF3x9falWrRoVKlTQYzp27Mi0adMYPHgwTk5O1KxZk86dOwPoMa+88gpDhw7l6aefxtHRkaZNm+pjnVtj3nvvPTp16kTTpk1xcHCgS5cuvPTSSzYxs2bNIiAggFq1auHo6MjQoUMZMGCAzU3Q8ePHuXjxot5ePykpCSDHr9jFcf78edzc3PRl8ODBhIeH26RNnjw5z/0PHTrEkiVLbOKDg4Mxm836hFRly5Zl0aJFzJs3j+rVq+d6A5p1Rl3r+vHjx/X1pKQkm+PNXm5rGbPH5SX7MS5fvrzAfYqqX79+HDhwgJ9//pmaNWvSs2dPkpOT9XIOHDiQFi1a8Ouvv7J7927q1q3LU089pX++xcnXymg0kpiYqK9v27aN8uXLF+mJQkHXeEZGBn379uX999+nZs2ahc43q3Xr1hEXF6f/v8jNokWLeOSRR2jSpImetn//fmbNmsWSJUv0p4e3I/v5sqaZzWb9Ka2iKA+ea9euAZaBP/bt25frd+Sbb4KlW+o2IB6DoSZDhtQqMO/ISPj77+KXLd4Uz5WVVwCI2R5T5DlUciNmIe163v0WlWIo7fZjpbnwAPYpySo+Pl4uXrwoIiI9e/aUzp0754iJiYmR6OhoERFp0qSJvPHGGzlirly5Ijdu3BCT/tgHAAAgAElEQVQRkQoVKshHH32UI+bSpUsSFxcn8fHxYjAYZNWqVTbbzWazREZGSmJiohw7dkwAiYiIsIlJT0+XCxcuSEpKimzcuFEAvWxWqamp8vfff0t6errMnTtX3N3dbfq0iIgkJSXJhQsXxGw2y+jRo6V27dr6tilTpkjXrl319ZSUFNE0TTZt2pTzBN5S2D4laWlpcurUKX2ZOnWqNGnSxCbt2rVree5fq1YtGTZsmE28dUlJSdHj3n33XbGzs5Nq1arZ9PewlvX999+3SZs5c6ZUrVpVX69YsaLMnz8/z3Jby/jOO+9Is2bNbPLKre9HYmKizf7ZyyRSsn1KUlJSxMXFRb7++msREVm4cGGOvk3WmBUrVhSYX175WoWEhMiQIUP09cGDB8vIkSNzzaOgfiB5XeM3btwQQOzs7PRF0zQ9bevWrQWW/8knn7S5trOLj48XDw8PmTlzpk36jBkzRNM0m/cGxGAwSJUqVXLkk1+fEpGc50tE5JtvvhFXV9dc4x+E71pFUUQqV64sgN7vNLsxY+RW/5FIgYkCH0j//tcLzDc5WWTWLJGJE0XOnSte2c7PPF/i/Ulu7r8pZ98/KzG/xNx2XnfK/danRDXfeoC5urri6urKjRs32LRpEx999FGOGE9Py4yjp06d4rffftObv2RlHeJv27ZtREdH66NWZVWhQgUAvvzyS5ydnfWmQlaapulNgVasWEGlSpVo2LChTYydnR0PPfSQHtOsWTO9uZCVg4MD/v6WmV6/+eYbnn766RzNQZydnXnooYdIS0vj22+/pWfmEB98//33vPrqq/q6o6MjtWvX5tixY7c9T4m9vb3eRA6gfPnyGI1Gm7T8NGzYkGPHjuUb/8svvzB16lR++OEHxowZw9ChQ1m6dKlNzK+//ppjPSgoSF9/9NFHOXbsWJ7lzho3b948RET/Bd3atClrk7iiHGNJsH55WX91T0xMxGAw2PzKb10vyjC02fO1MplMPP/883rMDz/8wP/+979ilT2va9xsNnPkyBGb2Llz57Jt2zbWrFlDtWrV8s337NmzbN++ndDQ0DxjVq9eTUpKCi+88IJN+osvvkj79u1t0oKDg3nxxRcZMGBAUQ4PsD1fWdMeLcq4nYqi3FcOHDjA+fPnAXj22WeJiIigbt26+vbx48EyyKIZ+AEQ7OxaMWpUwcPn/vQTXL8OVapAli5/RWJfNvN2tyT6k5hTzNzYdgMxixptqwSpSskDyDq8aWBgIKdPn+btt9+mVq1aNjcYq1evxsfHh8qVK3PkyBFGjBhB165dbW7MFy9eTFBQED4+PuzZs4cRI0bw5ptvEhgYqMfMmTOH5s2b4+bmRlhYGG+//TZTpkyxmcdg2rRphISEYDAYWLt2LVOmTGHVqlX6HBlXr15lzZo1tGnThuTkZBYvXszq1av5+eef9TxOnjxJREQEjz/+ODdu3OCTTz7BZDLZ3JDv3buXyMhIGjRoQGRkJBMnTsRsNjN69GgAoqOj+e2333LcuAUHB7Nr1y69LwdYhj+13rinpqYSGRnJwYMHcXNzu2M34GPGjKFp06YMHTqUQYMG4erqyrFjxwgLC2POnDnExcXx4osvMnz4cDp16oS/vz+PPfYYzzzzjM1N4O7du/noo4/o2rUrYWFhrF69mg0bNtgcb/aKTG7atm1LfHw8R48e1f+4WCtaP/30E/7+/jg7O+sV2+zi4+M5ffq0vn727FkOHjyIl5cXlStXBixDSJ4/f56LFy8C8McffwDg6+uLr68vf/75JytXrqRjx474+Phw4cIFpkyZgtFo1JsBdujQgbfffpshQ4YwbNgwzGYzU6ZMwd7enrZt2wIQGRlJu3btWLZsGU2aNClUvmCZlyUyMlK/ad+/fz+JiYm0bNnS5lhPnz5NfHw8ly5dIikpSZ9vpXbt2jg6OhZ4jRsMBps/4NZz7ezsbJM+Z84c1q1bx9atW21iv/zyS/z8/OjUqVOen+eiRYvo2rVrjqE6vb29c6Q5ODjg6+tr83/9/Pnz+ueVkZGhH2ONGjVwc3PL9XxZhYeH/6MmJ1WUf5rvrTMZktnJ3frdNX8+/Pe/1q2/A1Fomg+rVjXPc9hfK5PJ0u3WyQm6dYPidklLOGSZ7sCjmQeBCwJvuz9J7K5YMuIzcAlwwVjdeFt5KVmU9qOa0lx4QJtvrVy5Uh5++GFxdHQUX19fGTJkiMTE2D5enDVrlvj7+4uDg4NUrlxZxo8fb9NESERkzJgxUqFCBXFwcJCAgACZPn16juFLX3zxRfHy8hJHR0epV6+eLFu2LEd52rZtK56enuLs7CyPP/64bNy40Wb7lStXpGnTpuLq6iouLi7Srl07+fXXX21ijh07Jg0aNBCj0SgeHh7SpUsXOXHihE3Mjh07JCgoSJycnMTb21tefPFFiYyM1LcvXLjQZghhq6NHj4rRaLQ5R9bmRNmXogzxW5whgSMiIqRDhw7i5uYmrq6uUq9ePfnvf/8rIpZhVR955BGb63L69Oni5eUlFy5YHkVbm2/16NFDXFxcxNfXV2bNmmXzHteuXRNnZ+cc5y83PXv2lLFjx9qkLViwQCpVqiQGgyHf49u+fXuu5/Cll17SYxYvXpxrzIQJE0REJDIyUjp16iTly5cXBwcH8ff3l759++Yo++bNm6VFixbi6ekpZcuWlSeffFL27Nmjb7d+ntu3by9SvpMnT5bg4GB9ffz48TmGmBYRad26da7HcfbsWREp3DWeXW5NwSZMmJCjSVVGRob4+/vLO++8k2deJ06cEEA2b96c73ta5dZk8aWXXsr1GK3nVCTn+RKxDDXs4OAgf//9d67vdT9/1yqKYjFnzhyb4YCtUw4cPGhtsmVdUkXTtsiCBX8VmOf16yKTJ1uG/80yg0GRxR2Jk+12lmZbOxx3SNyRuOJnJiKpN1Ll7Adn5ez7ZyUlOqXgHUrR/dZ8SxO5/c4+9ytN0zyA2NjYWDw8bEdOsDbhyDokrnJ/e/bZZ2nZsqX+5CSrHj160LBhQ8aNG1cKJSs5VatWZeTIkTZPfXLz9ttvc/PmTebPn59v3OHDh+nQoQNnzpzRfw3/p0hNTSUgIICvv/5an1izXr16jB8/3qZJoGKR2/kCyxPAGzdu8MUXX+S6n/quVZT73/Tp0xk1ahQhISF8/PHHeif3pk1h797MOIMB1q4teOjfjAzLsMEXLkDDhpZJEosrcm4kp4ac0tcD5gbw0OsPFTu/K99eIf5IPB6PeeD9VP6TRJa2mzdvWlszeIrIzdIuT0HU6FvKP0bLli3p06dPrtumTZv2j7rpfvfdd6lSpUqBfS7q1avH1KlT9dG//knOnz/PO++8o99gp6am0r1793ybSP2TZT9fVuXLl8+1r5qiKA+Ok7emP+jTp49eIfn006wVkrNALK+8UnCFBCAlxVKBKVfOMi/J7dAcsvQ3vM3+JCmRKcQficfgZKBMm5KZ50TJpJ6UqCclygOksE9KFOVeob5rFeX+99hjj/Hbb7+xfPly+vbti8kE9epZGmxBIjAHgyGd8PDXad684M7tYBk6OD4ePG5jCpB4Uzz7G+1HUgU0qLO2Dj5dfQreMQ+SIdzcd9MyN8lj9/7cJPfbkxLV0V1RHiDnzp0r7SIoiqIo/yAmk4n9+/cDMGjQIOrVq8ePP9Yl8zfvzUAib75Zq8AKSVISODiAvb3lScntVEgAYsNjLRUSAIHUqNTbyk+z0/BsmvvgLsrtU823FEVRFEVRlGLZvn27dfAgfeStzIH7/sRgOMgLLzjxf//XOc88wPJUZe1aWLgQbtwombJ5tsysQGhOWrGbbpnTzKRdUxMl3mnqSYmiKIqiKIpSLFmHyTcajbRq1epWpSKNChV+4LnnYMCA9jmayWe3dy+cOgXu7pYhgEvCtfXXbNaL22UhdncsseGxeHf2xr2Re0kUTcmFelKiKIqiKIqiFIuDgwMAdevWZd++fdSpU4fr1wF+xsfnBo0aVaJx48b55hEVBWFhoGnw3HPg4nL75Yo7GMfZdzIHaZEUITY8tsj5pMWkEbsrFszg+JCaKPFOUpUSRVEURVEUpVj++usvANq0aaOPvBUdnQ4cw9XVjmeffRZN0/LcPyUF1qyxDAP8xBNQrVoJleu/f9msaw7Fa751Y/MNJF1wb+yOk68akONOUs23FEVRFEVRlGLZt28fYDuCXmysPTCYxx47j49P3qNdicAPP8C1a1CpErRuXTJlijfFc/Xbq/q6Zq9RZ3WdIs/knnQ2iYRjCdgZ7SjTVg0BfKepJyWKoiiKoihKkZlMJhYuXAjAp59+islkArjVfMuRgIAaee8MXL0KJ05Ymmv16AF2diVTrhubb1jmMb+l0thKlOtSrkh5iFm4/uN1AMo8WQY7lxIqnJIn9aREURRFURRFKbIvv/ySjIwMwDLB7MaNGzl+/DiXLnUC3PDyyn9/Hx8YOBCSk29/+N+s0q5njpRlMBqo0LtCkfOIPxhPanQqjhUcVef2u0Q9KXkA9e/fH03TciynT58u7aIpiqIoivIAMJlMfPrpp/q6k5MTSUlJHD16lDNnIgDw9s5936yDYPn5lVw/ErA03fp76t+WFQMEfR1U5GZbAG713fDq4IV3Z280Q959YpSSo56UPKBCQkJYvHixTVr2dp2pqak4OqqRJBRFURRFKZrw8HDS09P19d69eyMieHt7o2lPALlXSqzzkfj6QvPmlhG3SlJseCySfqvWYy7+hImanYZnCzVR4t2knpQ8oJycnPD19bVZ2rVrx9ChQxk5ciTlypUjODgYgE8++YRHHnkEV1dXKlWqxBtvvEF8fLye15IlSyhTpgybNm0iKCgINzc3QkJCiIqKsnnPL7/8kjp16uDk5ISfnx9Dhw7Vt8XExDBo0CB8fHzw8PDgySef5NChQ3fnZCiKoiiKUqKeeOIJ/bWzszMeHh5omkatWl04ftwyTPC1azn327cPjhyBX36BxMSSL5d748ymVgajocgjbqVeSbVp/qXcPapScpeYTCbmzZvH0aNHS7UcS5cuxdHRkd27d/P5558DYDAYmD17NkePHmXp0qVs27aN0aNH2+yXmJjIxx9/zFdffcXOnTs5f/48o0aN0rfPmzePIUOG8Oqrr3LkyBFCQ0NtJlTq0aMH0dHR/Pjjj+zfv5+GDRvSrl07rlt6wymKoiiKch+xToZoNBoZNGgQXl5epKc/TqdOlbl82RLTrRvc6vsOwMWLsGlT5nwkrkVvVVWg+AOWH1WdqjjRaF+jIjXdEhGuhV4j8rNIks4mlXzhlHyp5ltF5O7uTmpq0R4Fms1mm0ec9vb2GAyFqw86OjoSFxdXpPcDWL9+PW5ubvp6p06dAAgICOCjjz6yiR05cqT+umrVqvznP/9h8ODBzJ07V09PS0vj888/p3r16gAMHTqUSZMm6dv/85//8O9//5sRI0boaY899hgAu3btIiIigujoaH3IwI8//pjvvvuONWvW8Oqrrxb5+BRFURRFKT3r1q0DICkpic8//5yXXhrFkiXtuNXvHbDMQRIeDnXrWjqzr15tmY+kdWu4dTtRouJN8ZwacgqA1IupRZ7BPeFwAsl/J+NQ1gGnSmpOkrtNVUruguz/KYr6n6Q42rZty7x58/R1V1dX+vTpQ6NGjXLEbtmyhQ8//JATJ05w8+ZN0tPTSU5OJjExEZdb06q6uLjoFRIAPz8/oqOjAYiOjubixYu0a9cu17IcOnSI+Ph4vLM1Lk1KSuLMmTO3fayKoiiKotxd27Zt01+np6dz+bIrGRkONjHOztCqlaUfyfffw40bULVqyc1Hkl3W/iSSZpnB3a2uWwF7WWQkZXB9s6X1hleIFwZ71ZjoblOVkiIqzlOLo0eP8thjj5GUlITRaGTfvn36rKd3iqurq03zqazpWZ07d46nn36a119/nf/+9794eXmxa9cuBg4cSGpqql4pcXCw/aLRNE2vXBmNxnzLEh8fj5+fHzt27MixrUwZNRmRoiiKotzPnJ2dSUnpZpPWowdMmAB16lj6kBw/bmmu1b07FLKxSJG5N8nsT6I5FW0G9xtbb5CRkIFLoAsugS53onhKAVSl5C6oU6cOERERhIeH06pVqzteISmK/fv3YzabmT59ut6kbNWqVUXKw93dnapVq7J161batm2bY3vDhg25dOkS9vb2VK1atSSKrSiKoihKKbpw4QIA7777Lg4OfZg40fbepm1bS4UELP9eugQBAeB+B6f8SDicYLNe2JYpKZEpxO+Px+BgwKtTAZOrKHeMqpTcJXXr1qVu3bqlXYwcatSoQVpaGp9++inPPPOMTQf4opg4cSKDBw+mfPnydOrUibi4OHbv3s2wYcNo3749zZo1o2vXrnz00UfUrFmTixcvsmHDBrp160bjxo3vwJEpiqIoinInXLt2jSNHjgDg7t6FsWNtKyQODpZmW1YGA3TocOfLFb0yWn8tKYVvvhX7SywiQpnWZXAo41BgvHJnqAZz/3D169fnk08+YerUqdStW5fly5fz4YcfFjmfl156iZkzZzJ37lzq1KnD008/zalTls5mmqaxceNGWrVqxYABA6hZsya9e/fmr7/+okKFos+yqiiKoihK6TCbzXz44YekpVmGzR07tjWQOcSWwWDp0F6rFoSGwt0cZDPxZOYYw0UZDrhct3J4d/LGs5mal6Q0aXej0/W9StM0DyA2NjZWH9rOKiUlBUAfLUpRFEUpeeq7VlHuL7t27WLUqFHs3bs3S+pc4HUMBsvEiF26wMaNEBEB/v4wcGDJT5KY3Y2tNzjU3jL/meagUXtVbXy6+hSw14Pt5s2beHp6AniKyM3SLk9B1JMSRVEURVEUpUCXL19m+/btODs7Z0k1Aq2wt8+skBw+bKmQODpa1u90hQTg3H/O6a8lTQo1k3vsr7Gk3VATJd4rVKVEURRFURRFyVd6ejpr164lIyMDHx/rE4hewD6gDgMHWiogly/DDz9YtnbpAj534WHFpeWXiN0Rq68bnAtuupV0LonrP10nalEU5nTznS6iUgiqUqIoiqIoiqLk69ixY1y+fBlfX19++83aobwdYOnk7uNjmSBx5UpIS4NmzTJH37qTrqy7wokXT9ik+Y/yz3cmd8kQrm+wdHYp06qMmpPkHqFG31IURVEURVHy9cgjjwDw3XfXOXcu/FbqcKAZ9vZ16d3b8oTk+nWoUgXat7/zZYo3xXO051HI0j1ac9Co0Dv/QXRi98SSeiUVJz8n3BvfwTGKlSJRlRJFURRFURQlX5qmYTDUY+LEOWTWApLRtHDWrKlLnTrg5QVxcZaJE+3s7nyZYsNjIT1LggHqrK6T71OStOtpxOyIQdM0vJ/2RjPchQ4vSqGo51WKoiiKoihKrrZv387Zs2cBWLoURKpn2Wpk1qxWdOliWfPzgwEDwK3gqUFKhGfLLEP42kPdtXUp16VcnvEiwrX115B0wb2JO04PqVH/7iWqUqIoiqIoiqLkcPLkSX7++We++eYb9u9P5pNPIPMpSQNmz95Hr1512L0brDNM3I2RtqwSjmTO4K7ZaThXd84nGjLiM0iPScfe056yT5a908VTiqjQzbc0TTuATau9vIlIw2KXSFEURVEURSlViYmJhIaGAhAcHMzo0c6YzQAnAWjQIIRBg+qwYIGlH4mLCzz66N0t46WvLumvCzODu727PRVfr0j6jXQMTup3+XtNUfqUfJfltTPwBnAM2HMrrSmWIRjmlkzRFEVRFEVRlLtNRAgNDSU+Pp7AwEAiIh5l61brVsttn6enK2vWZHZsr1fv7pcz8XjRZ3A3OBhwLO94J4ulFFOhq4ki8r51AXyA2SLSTETeurU0B2YC+Q95oCj3oEWLFtGxY8fSLsZds3XrVoKCgsjIyMg3LjU1lRo1avDLL7/cpZLdHceOHcPf35+EhISCg5U8z1fTpk359ttvS6lUiqLcKfv37+fEiRO4ubmRnv4sr79ubZNlAtYAsHv3f9izx4SnJ/TseXc6tmd1Pew6KX+lAJYRt4K+Dsqzg3vi6UQur7hMemx6rtuVe0Nxn131AJblkv4/oHthM9E0rZWmaT9omnZR0zTRNK1rAfFtbsVlX3yLWP4HWlxcHCNHjqRKlSoYjUaaN2/Ovn37bGIuX75M//79qVixIi4uLoSEhHDq1CmbmDNnztCtWzd8fHzw8PCgZ8+eXL582Sbm999/p0OHDpQpUwZvb29effVV4uPjbWK2bt1K8+bNcXd3x9fXlzFjxpCebvvFsGrVKho0aICLiwtVqlRh2rRpOY7rs88+IygoCKPRSGBgIMuW2V6CaWlpTJo0ierVq+Ps7Ez9+vX56aefcj1HAwYMYPz48QAkJyfz3nvvMWHCBH370aNH6d69O1WrVkXTNGbOnJlrPver0aNHM378eOwK+Cvy+eefU61aNZo3bw7AuXPn0DSNgwcPFvgehbkOJ06cSK1atXB1daVs2bK0b9+evXv36tt37NiBpmm5Ltnzsrp+/TrDhg0jMDAQo9FI5cqVGT58OLGxmRNr1a5dm6ZNm/KJpYF0Dm3btmXhwoUADB8+nEaNGuHk5ESDBg3yPebTp0/j7u5OmTK2v9YV5drM6vDhwzzxxBM4OztTqVIlPvrooxwxMTExDBkyBD8/P5ycnKhZsyYbN27MNb8pU6agaRojR47U06yfaW7L6tWrgbzP1/jx4xk7dixms5p4TFEeFFeuXGHTpk0AuLh05aWXst7ohwOW/+/p6SlcuBBO797gmvdgV3dM1IIo/XV+M7ibU81cW3+NxD8SSTqTdLeKpxSHiBR5AS4B/XNJ7w9cLkI+nYD/AN2w9FfpWkB8m1txNQHfLIuhmMfhAUhsbKxkl5ycLMnJyTnS7wc9e/aU2rVry88//yynTp2SCRMmiIeHh1y4cEFERMxmszRt2lSeeOIJiYiIkBMnTsirr74qlStXlvj4eBERiY+Pl4cffli6desmhw8flsOHD0uXLl3ksccek4yMDBERiYyMlLJly8rgwYPlxIkTEhERIc2bN5fu3bvrZTl48KA4OjrK+++/L6dOnZIdO3ZIrVq15N///rces3HjRrG3t5d58+bJmTNnZP369eLn5yeffvqpHjN37lxxd3eXb775Rs6cOSMrVqwQNzc3CQ0N1WNGjx4tFStWlA0bNsiZM2dk7ty54uzsLL///rvN+UlPT5dy5crJ3r17RUTkq6++ksDAQJuYiIgIGTVqlKxYsUJ8fX1lxowZRf4cFi9eLK1bty7yfndaeHi4eHp6SlJSUr5xZrNZAgICZMWKFXra2bNnBZADBw4U+D4FXYciIsuXL5ewsDA5c+aMmEwmGThwoHh4eEh0dLSIiKSkpEhUVJTNMmjQIKlWrZqYzeZc3/fIkSPy3HPPSWhoqJw+fVq2bt0qAQEBNteliOjXWVpamk36tWvXxMHBQS5duiQiIsOGDZM5c+bIiy++KPXr18/zeFNTU6Vx48bSqVMn8fT0tNlW2Gszq9jYWKlQoYL069dPTCaTrFixQoxGo8yfP1+PSUlJkcaNG0vnzp1l165dcvbsWdmxY4ccPHgwR34RERFStWpVqVevnowYMUJPT09Pz3GO33//fXFzc5O4uLh8z1d6erpUqFBB1q9fn+dxFOR+/q5VlAfRzZs3ZenSpTJv3o9iby9i6cJuXQ7Irfswsbc3ytq1plIr595H9sp2tst2tsvPxp8l3hSfa9y1n67JnxP+lItfXszz78aDKjY21vp5eUgx7pPv9lLcSslYIAmYDbxwa/kUSADGFjPPolRKyhTzPZxuVUSsy0MPWqUkMTFR7OzsctwkNGzYUN59910REfnjjz8EEJMp88skIyNDfHx8ZMGCBSIismnTJjEYDDbnJiYmRjRNk7CwMBERmT9/vpQvX16vpIiIHD58WAA5deqUiIiMGzdOGjdubFOW0NBQcXZ2lps3b4qISJ8+feT555+3iZk9e7b4+/vrXyDNmjWTUaNG2cS89dZb0qJFC33dz89P5syZYxPz3HPPSb9+/WzSdu7cKX5+fnreTz31VI68s6pSpcpdq5SEh4dLy5YtxdnZWfz9/WXYsGF6RXHp0qXi6uoqJ0+e1ONff/11CQwMlISEBL2skyZNkt69e4uLi4tUrFgxxzkZMmRIjvOdm3379onBYNA/JxHR/xhZl7yOrzDXYW6sX6BbtmzJdXtqaqr4+PjIpEmTCix/VqtWrRJHR0ebG+qUlBRxcnLK8V7Lli2Txx9/PEceEyZMyLdSMnr0aHnhhRdk8eLFOSolhb02s5o7d66ULVtWUlJS9LQxY8bYVKDnzZsnDz/8sKSmpuaZj4hIXFycBAQESFhYmLRu3dqmUpKbBg0ayMsvv2yTltf5GjBggLzwwgv55pef+/W7VlEeZGazWebMSbepkBgMInPnnhRAvLz85IsvSq9CcmP3Db1CssNhh0Svi841LjkyWc5OPCtnPzgrKVdSco15kN1vlZJiNd8SkSnAS0CjWxWT2UBDYMCtbXfaQU3TojRNC9M0rUUR9hsHxGZZLtyR0pWi9PR0MjIycHa2HRbPaDSya9cuAFJSLG0ws8YYDAacnJxsYjRNw8kpcwxvZ2dnDAaDTYyjoyMGQ+ZlZDQaAWxicitLcnIy+/fvzzfmwoUL/PXXX/nGREREkJaWlm+MtSxWoaGhPPPMM2i3xi3ctWsXjRs3prSdOXOGkJAQunfvzuHDh1m5ciW7du1i6NChAPzrX/+ic+fO9OvXj/T0dDZs2MDChQtZvnw5Li4uej7Tpk2jfv36HDhwgLFjxzJixAjCwsL07eHh4YU63vDwcGrWrIm7e+ZstxEREQBs2bKFqKgo1q5dm+u+hbkOs0tNTeWLL77A09OT+vXr5xoTGhrKtWvXGDBgQIHlzyo2NhYPDw/s7TPH9nB0dKRBgwaEh4fbxIaGhtLFOhZpI/UAACAASURBVOh+IW3bto3Vq1fz2Wef5bq9sNdmVnv27KFVq1Y4OmZ2yAwODuaPP/7gxo0belmbNWvGkCFDqFChAnXr1mXy5Mk5+goNGTKEp556ivaFmGJ5//79HDx4kIEDB9qk53W+mjRpkiNNUZT7T3R0tP73VNM0MjJsm/fOmAEGwzYA6tevxaBBde56Ga3+nva3/jqvpluSIVwNvYqIUKZVGRzLqc7t97piz+guIquAVSVYlsKIAgYDv2F56jEI2KFp2uMi8nsh9v8QyNoo2p1iVEw++OCDPLcNGjQIPz8/AFauXMnJkydzjWvVqhWtW7cG4MCBA6xfvz7XuPfee69IZXN3d6dZs2Z88MEHBAUFUaFCBVasWMGePXuoUaMGALVq1aJy5cqMGzeO+fPn4+rqyowZM7hw4QJRUZY2mk2bNsXV1ZUxY8YwefJkRISxY8eSkZGhxzz55JO89dZbTJs2jREjRpCQkMDYsWMB9Jjg4GBmzpzJihUr6NmzJ5cuXWLSpEk5Yt5880369+9P27ZtOX36NNOnT9djqlatSnBwMAsXLqRr1640bNiQ/fv3s3DhQtLS0rh69Sp+fn4EBwfzySef0KpVK6pXr87WrVtZu3Ztjhu077//nhkzZgCW9vixsbFUrFixSOf5Tvjwww/p16+f3t4/ICCA2bNn07p1a+bNm4ezszPz58+nXr16DB8+nLVr1zJx4kQaNWpkk0+LFi30z6FmzZrs3r2bGTNm0KFDBwD++uuvQh1vbnE+Pj4AeHt74+ubd1euwlyHVuvXr6d3794kJibi5+dHWFgY5crlPvnVokWLCA4Oxt/fv8DyW129epUPPviAV199Nce2ihUr6hVfsFQefvrpJyZOnFjo/K9du0b//v353//+h4eHR64xhb02s7p06RLVqlWzSatQoYK+rWzZsvz5559s27aNfv36sXHjRk6fPs0bb7xBWlqa3kfqm2++4ffff8+zD052ixYtIigoSO9HlFX282VN+/vvvzGbzTY/UCiKcv9ISEhg2bJlGI1GBgwYgIuLC3Pm2MZERJhYtWoYYPnR6uhRE3Xr1r3rZY03xXMt9Jq+bnDOfdSt2F9iSb2UimN5RzxbeObYrtx7iv0XRNO0MpqmDdI0bbKmaV630hpqmvZQyRXPloj8ISLzRWS/iPwiIi8DvwBvFnL/FBG5aV2AuDtV1tL01VdfISI89NBDODk5MXv2bPr06aPfMDg4OLB27VpOnjyJl5cXLi4ubN++nU6dOukxPj4+rF69mh9++AE3Nzc8PT2JiYmhYcOGekydOnVYunQp06dPx8XFBV9fX6pVq0aFChX0mI4dOzJt2jQGDx6sd8Lt3LkzgB7zyiuvMHToUJ5++mkcHR1p2rQpvXv3tol577336NSpE02bNsXBwYEuXbrw0ksv2cTMmjWLgIAAatWqhaOjI0OHDmXAgAE2N0rHjx/n4sWLtGvXDoCkJEunt+y/YhfH+fPncXNz05fBgwcTHh5ukzZ58uQ89z906BBLliyxiQ8ODsZsNuuz6ZYtW5ZFixYxb948qlevrlc+smrWrFmO9ePHj+vrSUlJNsebvdzWMmaPy0v2Y1y+fDlQ8HVo1bZtWw4ePMgvv/xCSEgIPXv2JDo6Osf7XLhwgU2bNuX4BT8/N2/e5KmnnqJ27dq5VjSMRiOJiZlDSm7bto3y5ctTp07hfwF85ZVX6Nu3L61atcozpjDXZnGYzWbKly/PF198QaNGjejVqxfvvvsun3/+OQB///03I0aMYPny5YX6LJOSkvj666/zPMfZz5c1zWw2609gFUW5v4gI33//PfHx8Xh5eWE0Gpk8GbKOfePoCOfPh+tPUtLT00vtCelf//nL2tceAP9R/rmOuuXo54h9GXvKdSmHZleMGR3Dw2HKFDh69DZKqxRFsZ6UaJpWD9iCpQlUVWAhcB14DqgM/KuEylcYEUDLu/h+hX560atXr0LFPfroozxagjMOVa9enZ9//pmEhARu3ryJn58fvXr14uGHH9ZjGjVqxMGDB4mNjSU1NRUfHx8ef/xxm2Y9HTt25MyZM1y9ehV7e3vKlCmDr6+vTT59+/alb9++XL58GVdXVzRN45NPPrGJeeutt3jzzTeJioqibNmynDt3jnHjxukxmqYxdepUJk+ezKVLl/Dx8WHrrQHRrTFGo5Evv/yS+fPnc/nyZfz8/Pjiiy9wd3fXf7338fHhu+++Izk5mWvXrlGxYkXGjh1rU5bQ0FA6dOig36B5e3ujaZreHOZ2VKxY0WZUqrVr1/Ltt9/qN+kAXl5eee4fHx/Pa6+9xvDhw3Nsq1y5sv56586d2NnZERUVRUJCgk3zqsIoV66czfFmL7e1jOXKlePIkSMF5te4cWOb/a2/5hfmOgRwdXWlRo0a1KhRg6ZNmxIQEMCiRYsYN26cTdzixYvx9vbm2WefLdRxxsXFERISgru7O+vWrcPBwSFHzPXr16levbq+HhoaWuj8rbZt20ZoaCgff/wxYPkDbzabsbe354svvuDll18u1LWZna+vb47R7qzr1qdUfn5+ODg42IyiFhQUxKVLl0hNTWX//v1ER0fTsGHmfLYZGRns3LmTOXPmkJKSYrPvmjVr+H/2zjw+puv94587W2ayiZBNSAhCqIit0diKqvKthtqjaatfpa29Xy1a/VFUqVJUtSqofY+t9iWINYJgxJZILBFZyCrLJJnn98fN3MzNTCIzWWzn/Xrdl7nnPvfc5565Gee551mysrLw8cfGf8KLj5euzcrKSnDdZDAYLxfnz5/HrVu3YGNjA39/f1y7xqEwOaWAry/g7d0Rp05JodUWwMLCotQXMZXFo3WPkLQpSdjnFBycBhmvRGHZwBKq0SrzDJItW4CBA/lwmh9/BM6fB57DqtDrhrmv6eYD+IeIGgLI0WvfC6Cqn1If8G5djGJYWVnBxcUFKSkpOHDggFE/+WrVqsHBwQG3b99GeHi4UZmaNWvCzs4OR48eRWJiotFJm5OTE6ytrbFp0yYolUrBVUgHx3GoVasWVCoVNmzYgDp16ogmSgAglUrh6uoKhUKBDRs24K233hIMDh1yuRy1a9eGVCrFxo0b8f777xu8bVYqlXB1dUV+fj62bdsmuqedO3eK9hUKBZo0aYLIyMhSRrJsyGQyYXLdoEEDODo6QqVSidpKM0patmyJyMhIkbxu08UVnD59GnPmzBFWsHTxJvqcPXvWYN/Ly0vYb9Giheh+i+ut07FFixa4ceOGLkkEAAh66LsdFb/H4kZSWZ5DfYy9dScirFy5Eh9//LFR46I46enpePfdd6FQKLBr164SVwnUarXwQoCIsHv3bpPjSc6cOYOIiAhhmz59OmxsbBAREYE+ffqIZEt7Novz1ltv4cSJE8KbSQA4dOgQGjVqhOrVqwPgXfWioqJEKXlv3boFFxcXKBQKdO3aFVevXhXp17p1awwZMgQREREGKaGXL1+ODz74wODvzth4ldbGYDBeDh49eoSDBw8CAHr37g1LS0vMn8/PxXVIJPx8/LPPmsLDg3cpDQ4ONmlFuaKI+T5GtG/X1c5glSTvSdFvplkGydWrRQYJAOTk8KsmjMrHnOh48Csk9Qs/ZwDwKPzsDiDHhH6swRsVPuCzA4wv/OxWePxnAKv15McB8AfQAMAb4Is1FgDoauZ9vJIpgffv30/79u2jO3fu0MGDB6l58+bk6+srytCzefNmCgkJoejoaNqxYwe5u7vThx9+KOpnxYoVdObMGYqKiqI1a9aQvb09ff311yKZ33//nS5cuEA3b96kxYsXk0qlooULF4pkfvnlF7py5Qqp1WqaPn06yeVy2r59u3A8KSmJ/vzzT7p+/TpdunSJxowZQ0qlUkjZS8RnDFuzZg3dunWLzp07RwMHDiR7e3uKiYkRZM6ePUvbtm2j6OhoOnHiBHXp0oXq1atHKSkpRESUkJBAcrmckpKSRPp9/fXXBulic3Nz6dKlS3Tp0iVycXGhCRMm0KVLl4SsYmXB1Oxbly9fJpVKRSNHjqRLly7RrVu3aMeOHTRy5Egi4tM0enh4CN/BlStXyMLCgrZs2SL04e7uTra2tjRnzhzhO5FKpbR//35BZtGiRdSqVatn6pOcnExyuZyuXr0qtOXl5ZFKpaKZM2fSo0ePKDU1tcTzn/UcZmZm0uTJk+nMmTMUGxtL4eHhNHToULKwsBBlhiMiOnz4MAGg69evG1znwYMH1KhRI+F5SUtLI19fX2rWrBlFRUWJUt3m5+cL58XExBDHcRQbG0tEfLax6tWrG6QIvn37Nl26dIlGjBhBnp6ewnOhnxVLH2PZt571bBLxf0tdunQR9lNTU8nJyYkCAwNJrVbTxo0bydLSUpQS+N69e2RjY0OjRo2imzdv0r///kuOjo40c+bMEr+XkrJv3b59mziOo3379hk9r/h46fdnajY0fV7m31oG42UmJyeHFi1aRFOnThWyal69ymfZ0s+4NXAg0f79fEYuS0tLkkgkJf7+VSaPDz0WMm7ptqQd4v/PcxNzKWZ6DCVuTTQ//a+fH4nSjslkROrnl2msPLxs2bfMNUoSAbQgQ6OkG4D7JvTzNoqlGC3c/ik8/g+AY3ry3wKIAp+O+DGAEACdzb75V9Qo2bRpE3l4eJBCoSBnZ2caOXKkweRx4cKFVLt2bZLL5eTm5kZTpkwx+JGZOHEiOTk5kVwup4YNG9K8efMM/sgDAwPJ3t6eFAoFeXt70+rVqw306dy5M1WrVo2USiX5+vrS3r17RceTkpKobdu2ZGVlRZaWltS1a1c6e/asSCYyMpJ8fHxIpVKRra0t+fv7040bN0Qyx44dIy8vL7KwsKAaNWpQYGAgxcXFCceDgoJEKYR1XLt2jVQqlWiMdPU4im+mGBnmpAQOCwujbt26kbW1NVlZWZG3tzf99NNPRMSnXm3WrJnouZw3bx7Z29sLtT/c3d3pxx9/pP79+5OlpSU5OzsbGImPHz8mpVJpMH7GGDBgAE2aNEnUtmzZMqpTpw5JJJJS7+9Zz2F2djb16dOHatWqRQqFglxcXOiDDz6gsLAwg74GDx5Mfn5+Rq+j+65CQkKIiCgkJMTodwdAZMTOmjWLunfvLuxPmTLFaIreTp06PbMvfYwZJc96Non4lMPu7u6itsuXL1P79u3JwsKCXF1dafbs2QbXO336NPn6+pKFhQV5eHjQTz/9JDK+jN2PMaNk8uTJVKdOHVGKb32KjxcRbxDK5XK6f/9+idd7Fi/zby2D8TJz584dmjlzJgUFBQm/GWPHiufjHToQrVtHVFBAFB8fX5gO2N7gxVFVEPFuhMgguT5C/JJKW6CluGVxdGfqHXp84LF5F/n5Z/EAAEQjRlSA9s+H18UoCQKwHYC80CipBz6W5CKABc/7pky4j1fSKGEYp1evXjRnzhyjx/r160ezZs2qYo0qnrLWVJkwYQINHz78mXKXL18mR0dHURG9V4Hc3Fxyc3OjkydPCm3NmjWjTZs2PUetXlyMjRcRX5vl888/L1ff7LeWwXh+JCQkCC+Lrl4lkkqL5uIWFkSzZxPp/jxXr14tvJRRqVSiVfTKJuNqBoVwRQbJcaVhscTUU6l0Z+odur/oPhVojL9cKZGrV4n69jU0SF7iVRKil88oMTem5H/gXa8SAagAHC9cwcgA8L2ZfTIYlUr79u0xePBgo8fmzp0La2vrKtbo+fH999/D3d1dFItgDG9vb8yZM0fI/vWqcO/ePXz33Xdo144vc6TRaNC3b1/06NHjOWv2YlJ8vHQ4OjqWmiKdwWC8eOjHBDo6OqJaNT5dbkgIoJ+l/JtvgIkTAV25svnziyoqZGdnV2n2rZSDKfzUupDiGbc0yRqkHE0Bx3Go6V8TErkJ09vt2wEfH2DbNnG7RAJs3Qo8h9iZ1xWOiJ4tVdLJHNcegDd4A+UiER2uKMWqAo7jbAGk6Qqr6aMLtNUvHshgvOjUrVsX48aNE2qdMBgvOuy3lsGoOjQaDYKCgtC0aVN06NBBlCjm66/5Aok6tm8HevfmPx8+fFiUwEapVCI8PLzKgt2jJkThwTy+rJxEJUGr860Eo4S0hEcrHyHnfg6qvVUN9t1LTihjgFoNtGgB5OeL2yUSIDgYMDHxyYtGenq6zuisRnwpjBcas4snAgARnQRQckliBoNRpcTGxj5vFRgMBoPxgrJ3714kJiZCLpejfXtxNYXgYLFsvF5e082bxbWyJ0yYUGUGSaY6Ew8WFNa5lgBe671EqyTZUdnIuZ8Dub0cdl0MiyiWym+/GRokMhm/QlIegyQ3ly/uwpmR/es1xmyjhOO4NgA6A3BEsdTCRPR1OfViMBgMBoPBYFQQly9fRkREBJRKJfr37y9KCf7vv8Ddu0WySiWgX4bkyZMnwmeVSiUUOK4KUo+l8nlWAUALaOI1ouOWnpZw7O8IqY3UdLetFSvEbe3bA3/9VT6XrYwM4J9/gCZNgC5dmGFiAuYWT/wOwEwANwEkQOTpB/P9wRgMBoPBYDAYFUpSUhL+/fdfAIC/vz/s7IpWFNLT+dgRfSZMKJqXq9VqbN++HQBf12r9+vVVWqMkP61oJUOiksCuo+FqiLGK7qWiVgP9+onbZLLyGySZmcCqVcDjx8C9e3yQjqxcTkmvFeaO1FgAnxHRPxWoC4PBYDAYDAajAsnNzcWmTZuQl5cHX19fUTHd3Fzg118B/frBSiWgvxBy4sQJISlKfn4+4uOrrl51pjoTd6cVLuEUc91KO5MGhaMCqvoq0zpVq4GRIwH9RC8VEdSemcmvkCQnA25uwJAhzCAxEXNHSwvgVEUqwmAwGAwGg8GoWMLCwpCcnIzatWvj3XffLXYMOHdOLK+/SgIAnp6ewmeVSoWO+n5dlUxaaBoov9ABR891K+d+Dp+RSwLUHlcbMpsyTmeNBbZXRAyJboUkORmoU4c3SBQK8/t7TTHXKPkNwEjwFdYZDAaDwWAwGC8g7dq1g1arRYsWLURxJPwxwF4vWZVKJV4lAYDMzEwAgI+PD9auXVulrlukFUcEKFwU0Gq0SN6eDCJC9c7Vy26QAMAPPxgGtk+aVD6DJDubN0iSkniD5KOPivIoM0zCXKPkVwB7OI6LBhAJIE//IBF9WF7FGAwGg8FgMBjlQyKRoFOnTqK2/Hx+gSAyEtiyRScHrF9v6MG0b98+AECnTp2q1CABgMT1iaJ9TbwGTw4+Qd6TPCjdlKjmV63snf3zD7Bjh7hNJjO0wkzFwgJwdub/ZQZJuTC3eOIi8Jm3bgF4DCCt2MZgMBgMBoPBeA5kZmZizZo1SE5ONjh26RLw559ASgpw/HhRwUStVpwGGOCD3IOCggAAf/31F9RqdWWrLvBwxUOkny4qrSFRSqB0VyIjPAMShQQ1+9QEJyljZqtt24ChQ8VtFVUcUSIB+vQBAgOZQVJOzDVKPgHQl4h6ENGnRDRUf6tIBRnm8ejRI4wdOxYNGjSAUqmEk5MT2rVrhz///BNZWVnPWz0Gg8FgMBiVgFarxbZt2xAdHY3jx4+Ljt28CezezSeHevgQ0J8OqFTiNMCAOMg9Nze3yqq4Z17JxK1ht0RttcbWwtPIpwAA+/fsIa8uL1tn27cD/fuL28pbHDE1FVizhk//q+uPGSTlxlz3rScAoitSEUbFcefOHbRr1w52dnaYNWsWmjVrBgsLC1y9ehV///03XF1d8cEHH5jcr0ajgYIFbjEYDAaD8cJy9OhRxMTEoHr16ujZs6fQfv8+76ql1QLvvQcQAd99xx8ryXWrcePGwueqDHKPmRYjKjDByTk49nVE1s0scFIO1i2sy9aRLvUv6XVWXoPkyRM+hiQtDTh2DOjVy7x+GAaYu1IyDcCPHMdZVqAurzSZ6kzE/RmHp9eeVvq1vvrqK8hkMoSHh2PAgAHw8vKCh4cH/P39sWfPHvQq/ANKTU3FsGHD4ODgAFtbW3Tp0gWXL18W+pk2bRp8fHwQFBSEevXqQalUAgA4jsPSpUvx/vvvw9LSEl5eXjhz5gyioqLw9ttvw8rKCn5+foiOLrJbo6Oj4e/vDycnJ1hbW6NNmzY4fPiwSO+6deti1qxZ+Oyzz2BjYwM3Nzf8/fffwvEuXbpg1KhRonOSkpKgUChw5MiRCh9HBoPBYDBeJm7cuIGTJ09CJpNhwIABUKn4dLmJibzRkZ/P1wds2xYIDS2K+TbmugUAkYW5gj09PXH+/PkqiSnJVGfi8fbHwj4n49B0S1PYtrGF0xAnOPR1AFeWgoRqNb9CUjz1b3kMkuRkYOVK3iBp0IC37hgVhrkrJWMA1AeQwHFcLAwD3VuWU68XllCbUGg12mcL6kFaAvSTPchQZj9IiUKCDhkdynytx48f4+DBg5g1axasrIwXE9L9Mffv3x8qlQr79u1DtWrVsHTpUnTt2hW3bt2CfWE6jqioKGzbtg3BwcGirB0zZszA/PnzMX/+fEycOBEBAQHw8PDA5MmT4ebmhs8++wyjRo0SAuQyMzPRs2dP/PTTT7CwsMDq1avRq1cv3Lx5E25ubkK/8+bNw4wZM/Ddd99h69at+PLLL9GpUyc0atQIw4YNw6hRozBv3jxYFC6Trl27Fq6urujSpUuZx4jBYDAYjFeNpKQkochhz5494eLiAoCfP69dyyeJ8vEBunbl5bXFpjKF4gJqtRrjx48HAMTExICoampjxweJrSPXca6w78HPSTiOA6cow/xp2zbeICmu8+efm2+QJCXxKySZmYCnJzBgAKtDUsGYu1KyA8A88Fm4tgLYWWxj6FP877gS/66joqJARGjUqJGovWbNmrC2toa1tTUmTpyIkydPIiwsDFu2bEHr1q3RsGFD/Prrr7Czs8PWrVuF8zQaDVavXo0WLVrA29tbaB86dCgGDBgAT09PTJw4EbGxsRgyZAi6d+8OLy8vjB07FseOHRPkmzdvjhEjRuCNN95Aw4YNMWPGDNSvXx+7du0S6dmzZ0989dVXaNCgASZOnIiaNWsiJCQEAPDhh3xSt507ix6xf/75B59++mnZ3powGAwGg/EKQkQIDg5Gbm4uWrdujZYti94Np6YCOTn8PLpXL0D33+X69eI+iq+UhIaGIr9wKSUvL69K4kky1ZmI+yNO2OcsOEhVUjxc+hB5KXmlnKnH3LmGLlsAb0CMHm2eYgkJfPauzEzAywsYOJAZJJWAySPKcZwM/LR6BRE9qHiVXmxMWbXQ8fTaU1xocwHabC0kKglanW8lVCStKsLCwqDVajFkyBDk5ubi8uXLyMzMRI0aNURy2dnZIrcrd3d3ODg4GPSnb6A4OTkBAJo1ayZqy8nJQXp6OmxtbZGZmYlp06Zhz549iI+PR35+PrKzs3Hv3r0S++U4Ds7OzkhM5FMCKpVKBAYGYsWKFRgwYAAuXrwItVptYNgwGAwGg/E6wXEcevfujVOnTqFHjx6iY+7uwH//y9cj0Tk8hIUBp08XySiVhkHuHTt2BMdxIKIqiydJC00TeZbU/LAmIOFduKQ20pJP1PHTT8CUKYbtugKJ5rqfZWUBubnAG2/wmbakZdCFYTImGyVElM9x3DcAVleCPq8kVk2t0DKsJdJC02DX0a5SDZIGDRqA4zjcvHlT1O7h4QEAgn9pZmYmXFxcRKsZOuzs7Ip0L8EFTC4vynqhW6Uw1qbL2jFhwgQcOnQIv/76Kxo0aACVSoV+/fpBo9GU2K+uH63eGvOwYcPg4+ODBw8eYOXKlejSpQvc3d2N6shgMBgMxuuCk5OT4FFQUADExPBhD/wxseysWeL94lXcAaBGjRogIiiVSmzYsKFK4kls/WyLdhSA3E4OTsbBoZ8DJLJSnHvUat4g2bjR8NiIEfwKSXn0r1cPGDYMcHTk41IYlYK5a09HAXQCEFtxqrzaWL9hDes3ypgtohzUqFED3bp1w+LFizF69OgSjYqWLVvi0aNHkMlkqFu3bqXrderUKXz66afo06cPAN4oio2NNbmfZs2aoXXr1li2bBnWr1+PxYsXV7CmDAaDwWC8HERGRiIpKUlY1QB4r6WdO4ErV4CePYE33xSfo1bzaYF1KJXG6wcGBwcDAHJycjB48GCEhYXhjTfeqKxbAQBkXs4s2ikACAT79+yhcCgl8+fPPxelESvOokXmu2zdvg2kpwOtWvH7zs7m9cMoM+YaJfsAzOY4rhmACwBEKaWIiPnTPEeWLFmCdu3aoXXr1pg2bRq8vb0hkUhw/vx53LhxA61atcI777yDt956C71798Yvv/wCT09PPHz4EHv27EGfPn3QunXrCtWpYcOGCA4ORq9evcBxHH744QfRCogp6ALeraysBCOHwWAwGIzXiYSEBOzYsQMajQZ16tSBh4cHiIA9e3iDxNKSf8FfnAMHxEHuxlZJAODQoUPC5+zsbISGhla6USKq4F4AUC7BppWNcWG1Ghg+HDhzxvAYxwELF5pvkKjVfJYuIsDVlRkkVYS5RsmSwn+/NnKMADBnu+dI/fr1cenSJcyaNQuTJ0/GgwcPYGFhgSZNmmDChAn46quvwHEc9u7di++//x5Dhw5FUlISnJ2d0bFjRyFGpCKZP38+PvvsM/j5+aFmzZqYOHEi0tPTn32iEQYPHoxx48Zh8ODBQppiBoPBYDBeF7Kzs7Fx40ZoNBr4+voKLtpHjgDh4Xwdv48+AoyEhEI/lFOlMr5KAgAFulLvqLoaJVm3i6o5cjIOtb6sZZjIRq0Gfv2Vz4RlDF38iLlZti5cAP79lzdI3nmHGSRVCFdVKd5eRDiOswWQlpaWBltbW9Gx3NxcABBSzzJeHGJjY1G/fn2cP39elGGEwWC8fLDfWgbDNLRaLdatW4fo6GjUrVsXgYGBkEqlCA3ljRK5nDdIjIVbqtVA8+b8SolUys/de/c2fp1WrVrh4sWLmDJlCgYNGlTpMSUpx1JwuXNhrTQZ4PmnJ2oNqyVWRx//TwAAIABJREFUft483hgpae7avz8wdar58SOnTwMHD/IrLf/5D1DBXiNVTXp6OqpVqwYA1YjIvDfBVQjLZ8Z4acjLy8Pjx48xZcoUtG3blhkkDAaDwXjtOHDgAKKjo1GtWjX0798fUqkU16/zBolUymerLSn/yz//FLluFRQYL5jIHyuAWq2GRCJB3759qyTIPX6FnjL5AOXpGR7BwYaFEPWRSIAFC8x31yICQkKAEyf4vvr0AfQyijKqhjIbJRzHjQHwNxHlFH4uESJaVG7NGIxinDp1Cp07d4anp6eolgqDwWAwGK8Dt2/fxrlz56BQKBAQECAks2nQAGjUiF8F0WXcKo5azYdZ6DCWBljHgQMHhOyYfn5+lR7kTkTICMsQ9iUqCew6FmYCnT0bmDzZ+Ikcx8eVlDe7llYL3L/Pu371788PJqPKMWWlZDyAdQByCj+XBAFgRgmjwnn77berrKIsg8FgMBgvGvXr10e7du3g5uYGJycnEPHzcrmcjw0prY5waCiQr1cDpKQAdwCi+l9VEeSesCYB2Tez+R0Z4LXeC1YUA7w/iY/cN4ZUylduNzd2pHhfgwYBiYlAnTrl749hFqYYJT5ElAYARGQknwODwWAwGAwGo7KQSCTo1q0bACA6mvc2GjSID1gvzSABAL3axLCwKDnAnT9eFONV2UHuuXG5uPeLXvR9PqDZew5Y7m/cXUu3kjFoUPlWR3JzeZetzp35AbGwYAbJc8aUCjBPOI5zBACO445yHGf3rBMYDAaDwWAwGOaTnZ2N9evX4/Hjx0JbTAywYQNw9y7vllUW9u0T75fmeBAVFQUA6Nu3L86fP19pMSUF2QWI+SEGWdeKsm5JZFrYLRtt3CBZtAjYvBmYMaN8BsnTp3zA/NmzhgPDeG6YYpRkAqhR+PltAPKSRRkMBoPBYDAY5aGgoACbN2/GrVu3cPDgQQC8IbJ+Pe+K1b592RJEabXAn38W7efm8u5cxlCr1dhXOFHfs2dPpblNExEe/P4Aj1Y+ErXXzl8Lq+K1uSWS8hVC1CclBVi+HHj4kC9137Vr+ftkVAimuG8dBhDCcdz1wv3tHMdpjAkSUZdya8ZgMBgMBoPxmkJE2LdvH2JiYlC9enX4+/vj3j1g3TogLw/w8+Pn089y2wL4+JEnT4r2SwtyX7hwoWCI5OTkVFo8SVZkFlKPpIraOOTBCSFiwREjyh/IriM+nh/AzEw+RdngwfxgMF4ITDFKPgLwCYD6ADoBuAYgq9QzGAwGg8FgMBgmc+7cOYSHh8PCwgIBAQF48sQS69YBGg3g6wt061Y2g2TzZuC338RtJQW5q9VqLF++XNhXKpWVFk9i2cQSnIX+DRA8sES8SlJRqyMA7/O2cSO/TOTlBfTty2fbqgS0pEVOfg4s5ZaV0v+rSpm/DSLKBvAXAHAc1xrARCJKLf0sBoPBYDAYDIYpXL9+HQcOHIBEIkG/fv3g4OCAa9f4FZI2bYD33iubQaJW84sB+ugydRnj+PHjInetCRMmVFo8CcdxyLqiP43kIIFWd5DPX1xRBgkAZGXxFl3r1kDPnrxLWCWQkZuBbde3oUBbgE99PoVUIq2U67yKmPWNEFFnZpAwXiWWL1+Od99993mrUWUcOXIEXl5eKCgoKFVOo9GgQYMGOH36dBVpVjVERkaidu3aePr06fNW5aWgpPFq27Yttm3b9py0YjBeTfLy8oRYjp49e6Jhw4YA+JWNYcP4+XRZDBKA91TSjxeXSIAtW0r2hHJzcxM+q1QqDCotRZcZkJaQvDMZmkQNMiIykHO36P8gCXJhhyu8ktu3V6xBAhQN4H/+U2kGSWxqLJZeWIrY1FhkajKRocl49kkMAbO+FY7jpBzH/ZfjuPUcxx0uzMYlbBWtJMM0MjIyMG7cOLi7u0OlUsHPzw/nz58XySQkJODTTz9FrVq1YGlpiffeew+3b98WyURHR6NPnz5wcHCAra0tBgwYgISEBJHMxYsX0a1bN9jZ2aFGjRoYPnw4MjMzRTJHjhyBn58fbGxs4OzsjIkTJyJfP1k6gM2bN8PHxweWlpZwd3fH3LlzDe7rjz/+gJeXF1QqFRo1aoTVq1eLjufl5WH69OmoX78+lEolmjdvjv379xsdo6FDh2LKlCkAeJ/ZH374AVOnThWOX7t2DX379kXdunXBcRwWLFhgtJ+XlW+//RZTpkyBVFr6G5y//voL9erVg5+fHwAgNjYWHMchIiLimdcoy3PIcZzRTf/7130H+tvs2bNLvfbbb79tcM4XX3whHG/SpAnatm2L+fPnGz2/c+fOCAoKAgCMGTMGrVq1goWFBXx8fAxkb968ic6dO8PJyQlKpRIeHh6YMmUK8vLyjPa9ceNGcByH3r17l3oP8fHxCAgIgKenJyQSCcaNG2dUbsGCBWjUqBFUKhXq1KmD8ePHIycnRzj+888/o02bNrCxsYGjoyN69+6NmzdvGu2LiNCjRw9wHIcdO3YI7SWN15QpUzBp0iRoS6qyzGAwTEYulyMwMBDdunVDnTqtcetW0bFatcpukKjVwK+/Fu3LZHxh9NLKeqgLU3k1a9asUrJupRxKQcalDCRtS0JC4GoARTdTG5tgJbn3bCXLilYL7N8P3LhR1ObqWvYBNAEiQujdUKyKWIVMTSYa12yMEa1HwE7JEtWaBBGZvAFYDD4b1yYACwD8pr+Z0+fz2ADYAqC0tDQqTk5ODuXk5Bi0vwwMGDCAmjRpQsePH6fbt2/T1KlTydbWlh48eEBERFqtltq2bUsdOnSgsLAwunHjBg0fPpzc3NwoMzOTiIgyMzPJw8OD+vTpQ1euXKErV66Qv78/tWnThgoKCoiIKC4ujqpXr05ffPEF3bhxg8LCwsjPz4/69u0r6BIREUEKhYJ+/PFHun37Nh07dowaN25M//vf/wSZvXv3kkwmoz///JOio6Pp33//JRcXF/r9998FmSVLlpCNjQ1t3LiRoqOjacOGDWRtbU27du0SZL799luqVasW7dmzh6Kjo2nJkiWkVCrp4sWLovHJz8+nmjVr0rlz54iIaM2aNdSoUSORTFhYGE2YMIE2bNhAzs7O9Ntvv5n8PaxcuZI6depk8nmVTWhoKFWrVo2ys7NLldNqtdSwYUPasGGD0BYTE0MA6NKlS8+8zrOeQyKi+Ph40bZixQriOI6io6MFGXd3d5o+fbpITveclkSnTp3o888/F51T/O9c95zl5eWJ2h8/fkxyuZwePXpERESjR4+mxYsXU2BgIDVv3tzgWtHR0bRixQqKiIig2NhY2rlzJzk6OtLkyZMNZGNiYsjV1ZU6dOhA/v7+pd5DTEwMjRkzhlatWkU+Pj40duxYA5l169aRhYUFrVu3jmJiYujAgQPk4uJC48ePF2S6d+9OK1euJLVaTREREdSzZ0/R37o+8+fPpx49ehAA2r59+zPHKz8/n5ycnOjff/8t9V5K42X+rWUwKpL8/HzRfnw80Zw5RD/+SHT/vun9LVhAxCf+5bcpU0qXv3r1KslkMgJAcrmcrl69avpFSyHjagbdmXqHYmfGUu646XQLIykEIRSCEDqOfZTJ1SPasaNiLpabS7RhA9HUqUS//MLvVxJZmixad2UdTQ2ZSj8e+5FO3TtFWq220q5nCmlpaQS+qLktvQDz7mdt5k7mkwH0fN7Kl/vmX0GjJCsri6RSqcEkoWXLlvT9998TEdHNmzcJAKnVauF4QUEBOTg40LJly4iI6MCBAySRSERjk5qaShzH0aFDh4iIaOnSpeTo6CgYKUREV65cIQB0+/ZtIiKaPHkytW7dWqTLrl27SKlUUnp6OhERDR48mPr16yeSWbRoEdWuXVv4w37rrbdowoQJIpmvv/6a2rVrJ+y7uLjQ4sWLRTIffvghDRkyRNR24sQJcnFxEfr+z3/+Y9C3Pu7u7lVmlISGhlL79u1JqVRS7dq1afTo0cLkcdWqVWRlZUW3bt0S5L/88ktq1KgRPX36VNB1+vTpNGjQILK0tKRatWoZjMnIkSMNxtsY58+fJ4lEInxPRKT7cRO2ku6vLM+hMfz9/alLly6iNnPGv1OnTkYn8frk5uaShYUFHT58WNS+evVq8vX1NZCfOnWqUaPEGOPHj6f27duL2vLz88nPz4+CgoLok08+eaZRok9J9zNy5EiD8Sr+d1GcxMREAkDHjx8XtV+6dIlcXV0pPj7eqFFS0ngNHTqUPvroozLfS3Fe1t9aBqMiycvLo+XLl1NISAhptVqKiyOaPZufU2/dSqT332yZ6d1bbJQU+5M2YMmSJaLf9yVLlph1L8bIfZRLsTNj6c7UO5TxwwoigMLxB4UghK7hu4o1SDIyiP7+mx+8X38leviwYvotgXup9+jHYz/Sr6d+pdiU2Eq9lqm8bEaJuU51GgBRZp770hM7I7bELTc+V5BL3JRYolzq8aKQnIxLGSXKmUp+fj4KCgqgLJbiTqVS4eTJkwCA3FxeR30ZiUQCCwsLkQzHcaKqrkqlEhKJRCSjUCgg0fPNVKlUACCSMaZLTk4OLly4UKrMgwcPcPfu3VJlwsLCBDeZkmR0uujYtWsXevXqBa5wCffkyZNoXZZE75VMdHQ03nvvPfTt2xdXrlzBpk2bcPLkSYwaNQoA8PHHH6Nnz54YMmQI8vPzsWfPHgQFBWHdunWwtCzK8DF37lw0b94cly5dwqRJkzB27FgcOnRIOB4aGlqm+w0NDYWnpydsbGyEtrCwMADA4cOHER8fj+DgYKPnluU5LE5CQgL27NmD//73vwbHZs+ejRo1aqBFixaYO3eugfufMdatW4eaNWvijTfewOTJk5GVJU4WqFAo4OPjg9Biyfp37doF/3K4DkRFRWH//v3o1KmTqH369OlwdHQ0en/m4ufnhwsXLgjfy507d7B371707NmzxHPS0tIAAPb29kJbVlYWAgIC8Mcff8DZ2dnoeSWN15tvvmnQxmAwyg4RYfv27bh37x7UajViYjRYvRrIzgZ8fIA+fUwPgTh/HtDzwATAZ8Mtjfbt2wufK7KKe0F2ARI3JUKbp4VtgRrWMz5DOjyRAS8AQDI6gBYsrBiXraQkICgIiIsDHB35GBIXl/L3WwzdJBoA6lSrg35N+mFE6xFwt3Ov8Gu9TphrlMwDMJbjKsExj1EubGxs8NZbb2HGjBl4+PAhCgoKsHbtWpw5cwbxhb9IjRs3hpubGyZPnoyUlBRoNBrMmTMHDx48EGTatm0LKysrTJw4EVlZWXj69CkmTJiAgoICQaZLly549OgR5s6dC41Gg5SUFEyaNAkABJnu3bvj9OnT2LBhAwoKChAXF4fp06cbyAQHB+PIkSPQarW4desW5s2bZyATFBSECxcugIgQHh6OoKAg5OXlITk5WZCZP38+bt++Da1Wi0OHDiE4OFjoQ8fOnTvxwQcfAABSU1ORlpaGWrVqVc4XYgI///wzhgwZgnHjxqFhw4bw8/PDokWLsHr1aiFGYOnSpYiPj8eYMWPw3//+F9OmTUOrVq1E/bRr1w6TJk2Cp6cnRo8ejX79+uE3vXyQd+/eLdP9GpNzcHAAANSoUQPOzs6iia0+ZXkOi7Nq1SrY2Njgww8/FLWPGTMGGzduREhICEaMGIFZs2bh22+/LVX3gIAArF27FiEhIZg8eTLWrFmDjz76yECuVq1aguEL8Ibt/v37hefDFPz8/KBUKtGwYUN06NBBeM4B3vBdvnw5li1bZnK/pREQEIDp06ejffv2kMvlqF+/Pt5++2189913RuW1Wi3GjRuHdu3aieoOjB8/Hn5+fs80xoqPl67t/v37LK6EwTCTQ4cO4dq1a7CyskKnTkOwaZMFcnKAli35ebo5Mdn/+594Xy4vuS6JDoVCAQCwtbXFhg0bKiye5PGex8h7kgelJAn2M/sAABLwLnTxJFookSZvWf4LPXzIF0VMTQXq1wc++wyoVs3s7tSJavx5/k9cS7wman+qeYr1V9cj/GG40NbEoQmsFdZmX4tRiDnLKwC2A0gFcAfAbgDB+tvzXv4x4T5eOfctIqKoqCjq2LEjASCpVEpt2rShIUOGUOPGjQWZ8PBwat68uSDTvXt36tGjB7333nuCzIEDB8jDw4M4jiOpVEofffQRtWzZkr744gtBZt26deTk5ERSqZQUCgVNmDCBnJycaPbs2YLMvHnzyNbWlqRSKVlaWtLPP/9MAGjjxo1ExMcufPvtt6RUKkkqlVL16tVp2rRpBIDOnj1LRLw70NChQ0kmk5FUKqVatWrRt99+SwAE3//ExETy9/cniURCUqmUPD096auvviKlUinoEhkZSVZWVkI8xcOHDwkAhYWFlTieZXUfunv3LllZWQmbhYUFSSQSUdtPP/1U4vmtW7cmhUIhkre0tCQAFBkZKfpeAJCfn5/IdU6n648//ihqW7BgAdWtW1fYVygUtHnz5hL11uk4fPhw6tmzp6gvYzElJ06cEJ2/du1aIirbc6hPo0aNaNSoUSWOj47ly5eTTCYz6e/zyJEjBICioqJE7QEBATRgwABhf+/eveTh4WG0j2e5b927d4+uXbtG69evJ1dXV5ozZw4REaWnp1PdunVp7969gmxFuW+FhISQk5MTLVu2jK5cuULBwcFUp04dmj59utF+vvjiC3J3d6f7eg7qO3fupAYNGlBGRobQBiPuW0SG40VEdPDgQQJAWVlZZb4ffV7m31oGo7ycOnWKpk6dSjNnzqT79x/QihW819Hu3UTmhiX8/rvYbUsmK5tn1Jw5cwTXLZVKVWExJblJuRS/Op7y2ncTlLqCaUXxJKrjlKkuPU6wTGRnEy1ezN9ssfgcU7iacJX6bepH3DSOMA2kmqmiqwn8WNx5cod+PfUrTQ2ZSgvPLqT8AvOvUxW8bO5b5laNSS00TBgvIPXr18fx48fx9OlTpKenw8XFBQMHDoSHh4cg06pVK0RERCAtLQ0ajQYODg7w9fUVufW8++67iI6ORnJyMmQyGezs7ODs7CzqJyAgAAEBAUhISICVlRU4jsP8+fNFMl9//TXGjx+P+Ph4VK9eHbGxsZg8ebIgw3Ec5syZg1mzZuHRo0dwcHDAkSNHAECQUalUWLFiBZYuXYqEhAS4uLjg77//ho2NjfD23sHBATt27EBOTg4eP36MWrVqYdKkSSJddu3ahW7dugluRTVq1ADHcUhJSSn3uNeqVUuUlSo4OBjbtm3DunXrhLaSVhYAIDMzEyNGjMCYMWMMjumnaTxx4gSkUini4+Px9OlTkXtVWahZs6bofovrrdOxZs2auHr16jP7a926teh8JycnAGV7DnWEhobi5s2b2LRp0zOv5+vri/z8fMTGxqJRo0bPlNedA/CuVfXr1xfanzx5ItrftWuXWaskAFCnTh0AfKaqgoICDB8+HP/73/8QHR2N2NhY9OrVS5DVrSrIZDLcvHlTpIMp/PDDDwgMDMSwYcMA8Blznj59iuHDh+P7778XuVaOGjUK//77L06cOIHatWsL7UePHkV0dDTs7MRZYvr27YsOHTrg2LFjQlvx8dK1WVlZCa6bDAajbFy+fBkHDx6ERCJB//79Ubu2KwYOBC5eBNq1My9J1Nathpl0J00qm2eUvptvdnZ2hVVyV9RUwPnhKuAk338m6uIxOvAHpYDXei9YNbUyr3MiID+fXwpSKvnVEaXSpMG7mnAVC88uRMLTBCQ8TcD5h+Iskdn52TgeexxJT5Nw4u4JEAieNTzRu3FvVoOkgjHLKCGioRWtCKPisbKygpWVFVJSUnDgwAH88ssvBjLVCpc2b9++jfDwcMyYMcNApmbNmgD4yUtiYqLRSZtuIrpixQoolUp069ZNdJzjOMEVaMOGDahTpw5athQv10qlUri6ugoyb731lmBw6JDL5cKEauPGjXj//fdFEy+Aj31xdXVFXl4etm3bhgEDBgjHdu7cieHDhwv7CoUCTZo0QWRkZLnrlMhkMjRo0EDYd3R0hEqlErWVRsuWLREZGVmq/OnTpzFnzhzs3r0bEydOxKhRo7Bq1SqRzNmzZw32vby8hP0WLVogMjKyRL315f78808QkRB/o1ve169v8qx7LMtzuHz5crRq1QrNmzcvsR8dERERkEgkcHR0fKas/jkA4FLMt1itVqNfv34A+FXj3bt3Y+3atWXutyS0Wi3y8vKg1WrRuHFjA+NuypQpyMjIwMKFCwVjxhyysrIMnn9dmmcq9HcmIowePRrbt2/HsWPHUK9ePZH8pEmTBKNGR7NmzfDbb7+JDClAPF76bS1atDD7HhiM1xEiQlQUH5rbtu0H8PDwBABYWgJ6oR0moVYDAweK20orlFicjIyimhrljSnRJGjw9NpT2L1tB27bVt4yKuQJ3oQQPVAAaOI15l0kL48PnMnNBQICeD+3Z7wcUSeq8fu53xGZGAk7lR2eZD/B6Qel1+GSQIKUnBQcv3scUk6KbvW7wdfVFyyCoeIxd6UEAMBxnAMA3avKm0SUVH6VGOXlwIEDICI0atQIUVFR+Oabb9C4cWMMHVpkS27ZsgUODg5wc3PD1atXMXbsWPTu3Vs0MV+5ciW8vLzg4OCAM2fOYOzYsRg/frzo7fTixYvh5+cHa2trHDp0CN988w1mz54teus6d+5cvPfee5BIJAgODsbs2bOxefNmYfKUnJyMrVu34u2330ZOTg5WrlyJLVu24Pjx40Ift27dQlhYGHx9fZGSkoL58+dDrVaLJuTnzp1DXFwcfHx8EBcXh2nTpkGr1QrxB4mJiQgPD8euXbtE49W9e3ecPHlSVAdCo9EIE3eNRoO4uDhERETA2tq6zEaGqUycOBFt27bFqFGjMGzYMFhZWSEyMhKHDh3C4sWLkZGRgcDAQIwZMwY9evRA7dq10aZNG/Tq1Us0UTx16hR++eUX9O7dG4cOHcKWLVuwZ88e0f0WN2SM0blzZ2RmZuLatWvC2zKdobV//37Url0bSqVSMGyLU5bnEADS09OxZcsWIY5InzNnzuDcuXPo3LkzbGxscObMGYwfPx4fffQRqlevDgCIi4tD165dsXr1arz55puIjo7G+vXr0bNnT9SoUQNXrlzB+PHj0bFjR3h7ewt9x8bGIi4uDu+88w4A4MKFC8jKyhIFewL86kpmZiYePXqE7OxswcBp0qQJFAoF1q1bB7lcjmbNmsHCwgLh4eGYPHkyBg4cCLlcDrlcbvC2Uff3od8+efJkxMXFierv6K6VmZmJpKQkRERECIY0APTq1Qvz589HixYt4Ovri6ioKPzwww/o1auX8Pc1cuRIrF+/Hjt37oSNjQ0ePXoEgH8hoVKp4OzsbDS43c3NTWTAFB8vHaGhoa9V4VEGoyLgOA59+vSBra0Pzp2rjydPgAEDylfT7//+z7RCifoQEa5fvw4A+Oabb/DJJ5+YHVNS8LQACRsSkJ+aD1nSXdgEiK2iPK4671AEQKKSwK6jGbU80tOBjRv5OBIrKyAlBahRw6ioOlGNTepNuJ58Hduum17s9YvWXyBfmw97lT36NemHWjbPPwb1lcUcny8AVgBWAMgHoC3c8gAsB2D5vH3STLiPVzKmZNOmTeTh4UEKhYKcnZ1p5MiRlJqaKpJZuHAh1a5dm+RyObm5udGUKVMot1ge74kTJ5KTkxPJ5XJq2LAhzZs3zyD3dmBgINnb25NCoSBvb29avXq1gT6dO3ematWqkVKpJF9fX5FvPRFRUlIStW3bVoih6Nq1qxBLoiMyMpJ8fHxIpVKRra0t+fv7040bN0Qyx44dIy8vL7KwsKAaNWpQYGAgxcXFCceDgoKMpkq9du0aqVQq0RjpYieKb6ak+DUnJXBYWBh169aNrK2tycrKiry9vYUYj6FDh1KzZs1Ez+W8efPI3t5eqP2hiynp378/WVpakrOzMy1cuFB0jcePH5NSqTQYP2MMGDCAJk2aJGpbtmwZ1alThyQSSan3V5bnkIhPLV18/HVcuHCBfH19hefHy8uLZs2aJRoD3XcVEhJCRHxsR8eOHcne3p4sLCyoQYMG9M033xj8nc+aNYu6d+8u7E+ZMsUgfTQRH89h7FmIiYkhIqKNGzdSy5Ythe+sSZMmNGvWrFLrwBiLKfnkk08MxtPYdd3d3YXjeXl5NG3aNKpfvz4plUqqU6cOffXVV5SSklJqHwBo5cqVJeoHIzElxceLiOjBgwckl8tFMSqm8jL/1jIYppKcnCzEb125wtcgmTqV6MgR82NIiIjOnxfHkQBEI0aU/fx9+/ZVSDyJNl9LD5c/pDtT71D8qnjS/jxHpFQG50EhkqN8PIkkhBK3J5p+kbg4PtXv1KlES5YQ6f3eEREFRwZTl1VdqOOKjtRheQchNsSUTTJNQu1XtKcd13dQXkEeHY4+TDl5L9/v1MsWU8JR4RK/KXActxTAOwBGAThV2NwewCIAh4joS5M7fQ5wHGcLIC0tLQ22traiY7q0ufopcRkvNx988AHat29vNHNT//790bJlS0yePPk5aFZx1K1bF+PGjSux+reOb775Bunp6Vi6dGmpcleuXEG3bt0QHR0Na+tXJ7OIRqNBw4YNsX79erRr1w4A4O3tjSlTpojc/Rg8xsYL4Ff3UlJS8Pfff5vdN/utZbwupKenY/ny5ZBKpfDxGYqQEBsQAe++C/j5la/vtm2Bc+eK9mUyICKibKskAPDZZ59h5cqVwv6SJUvw5ZemTeWICI93PUbGpQzIa8jhMswF0h5dAT2vhwd91yJqm6uw33BJQ7h+6WqsO+Ncu8a7bOXlAY0aAR9+iO139uLvC39DJVPh9pPbUCepTdJbhwQS9G3SF7VtaqOGZQ2M9h0NWwvbZ5/4ApOenq7zZqhGROnPW59nYa77Vl8A/YjomF7bXo7jsgFsBvBSGCWM14v27dtj8ODBRo/NnTsXu3fvrmKNnh/ff/89lixZAq1WaxCToI+3tzfmzJmDmJgYNGvV7DJlAAAgAElEQVTWrAo1rFzu3buH7777TphgazQa9O3bFz169HjOmr2YFB8vHY6Ojvj666+fk1YMxstDdnY21qxZg7S0NGi1DXD4sCWkUqBXL6BYVneT+b//MzRItm4tu0ECAA8fPhQ+mxtPkn4uHRmXMiBRSuA42BHSsJMigwQAMuIsRfsKF0XZL/D4MX9jRIhpWgt/20Zg34o5uJx42SQ9JZCguXNzNLBvgOpK3g3Y0coRA5sORGZeJg7fOYw8bR5C74biP57/MalvRvkwd6UkC0ArIrperL0pgDAiMjONQtXCVkoYrxplXSlhMF4U2G8t41UnNzcXq1evRlxcHKysaiM9/WPI5Qr06QOU913P9OnA1KnitilTACM5a0pErVbD29ubT8kqk2HLli3o3bu3SXrkxuci/m++BpXTR05Q1Vfxyz9nzggy6dImuFjwh+i8sq6UqBPV2KDeAMuwCNzVJGEZnX/mOcWRQILPW32O0W+ORlNHscWWkZuBHTd2IDolGhw4+NXxQ5d6XV767Fqvy0rJGQA/chz3MRHlAADHcSoAUwuPMRiM50BsbOzzVoHBYDAYheTl5WHDhg2Ii4uDo6MjPv00ABcvKuDoCHh6lq/vmTMNDRJTsm3pOHz4sJCtLz8/v8QCt6WhcFbA7m07SJQS3iCZPVtkkEAmQ0zTBYDeogYn554Z5B4ZdQZ/7JmGJakHTdKHA4duHt1Q164uAH4lZNAbgwyMEQC4kXwDu27uQlZeFmwtbNGncR/Uq17PQI5R+ZhrlIwDsB/AA47jdI9YcwC5AFgaFgaDwWAwGK89wcHBiImJhYWFPQIDA2FpaWl2yl99Fi4EfvhB3MZxZc+2pY9+enVzXbc4joNdp0IDY+1aoFh8ZuanM5ASJC+Sl3FouqWp0fokumxZSdfOw2b3AdgVAA4tgaRSwhr1jZDSDJDi5BXkYd/tfcjKy0JTh6Z43/N9qOSs5tLzwtw6JVc5jmsIYAiAxoXNGwCsI6LsilLueSKVSqHRmJk7m8FgMBhlQqvVQiYrV3Z6BuOFxcenDfbtS4ab2xBkZtrAxFq3BqjV/Hz/338Njy1cWLYiicXR1Sfp1KkT/vjjjzKnAtbmaZG8Ixl2He2gcFIUKfjJJ2JBuRwJ2s4AiqaHdSbVQU3/miIxdaIa807Pwz8R/6BNHPBeFCAh4JojkKo0rsO7Hu/iTdc3y2yE6KDC+ltyqRwfen2I1JxUeDt5s9ojzxmz/ifgOG4ygAQiWlas/TOO4xyIaE6FaPcckUqlyMnJgUqlYg8pg8FgVBIajQZKZQkzDgbjJSY7Gzh50gPu7l+iWjUJpOUMT9i+HejXT1yLBOBXSBYuNKzkXlaOHj0KgK9NVVaDhIiQvD0ZTyOfIj8tHy7/deHnSqtWGS2WkrvVBjqjRKKSwGmQk6i/rZFbMXDLQHAFWvjfAnweAcQBhz2AU24ACqdh73q8C1sLWzzVPMWI1iPg39g0K6xAW4CT907icfZj9GncBxzHwd3OHe5wN6kfRuVgbqB7LIAAIjpdrN0XwEYieimc8UoLdAf4qtVpaWlQKpVCITIGg8FgVAwajQYSiQRWVi9FbhQG45kQEQ4cOACVyhFqdUskJQE1awKBgUAJdWbLxNatfHHF4lM2iQQIDjZvhQTgg9ybN28OrVYrFH8tXuzVGE8OPUHaqTRIraRwGeYCeXU5v0rSogWQn88LFaYBy6zfFeHNw/mKdjKg6ZamcOjtAHWiGisvrcTZB2dx+sFpWOcCg9SAazqQIwO2NgGia/AB6n5ufpjw1gSTjRB9kp4mYfuN7XiY8RASToIRrUbAydrp2Se+xLwuge7OAIxFQiUBcDFfnRcLqVSK6tWro6CgAAUFBc9bHQaDwXilsLS0ZC98GK8MRISjR4/iyJGziIy0QPPmjeDhYYWAAMDS8tnnG0OtBn75BVizxvCYLvWvuQYJwK+SaAtXNnJzcxEaGvpMoyQ9PB1pp9IgkUvgFODEGyQAn/5XZ5AAwKRJgL8/Uhbd5w0SAMgHNPEaBF8PRv/N/aFF0aqKRgooCoBEK2DjG0CapQQjSsiWZQpa0uLsg7M4GnMU+dp8OFg6oI9Xn1feIHkZMdcouQ+gHYCYYu3tADw0FH954TgOMpmM+TwzGAwGg8EwChEhJCQEJ06E4tYtGRo2HIw33rBCv36AwoRSHPps3w707w8Yeyfavj3w11+mB7UXJysrS/hcliD3rNtZeLLnCTiOQ82+NWHhqpfK+2Gx6V9hAZb81CJDRaKSINw1HP029wOBAAJkWiBfCmhkwFpvoKd3X4x08jI5TsQYT7KfYMeNHbiXdg8cOLSr0w6d63WGTMLmdC8i5n4rywAs4DhODuBoYVtXAL8AmFcRijEYDAaDwWC8DBw7dgwnTpyAXC7DDz8MRnJyXXTrBrPjSLZvB/r2NXTXAngjpyIMErVajR8KU3hxHIf169eXGlNCBYTHex6DiGD/nj2sGhdzu9y2TbwfH49MdSbuzbjH70sA+e9y9LnUBwSCIh/odROwzOONEZIAM3svwmhfM4NjjJD4NBH30u7BXmWP3o17w62aW4X1zah4zDVK5gKoAWAJAN07gBwAc4jo54pQjMFgMBgMBuNF59ixYwgOPg5HRxkGDRqEBg3ql6u/zZuBgQMN26VSYNgwPqC9vAYJAEyYMAH5he5WRIQLFy6UWjSRk3JwDnTG08insPUtFocbGgrcvFm0r1QCHTsi7UQaKL/QstICwceDQfUJDpnAgGuAQxbg6twQGmc3DO48ulwxIzqy87KFtL6NazZGn8Z94OXgBYXUzCUrRpVhbkpgAjCR47gZALzAp1S4TUS5Fakcg8FgMBgMxotKfn4B9uyJhVotxccfD0SDBg3M7kutBqZNM1xwACrOXUvH4cOHceDAgTLJavO0kMglAAB5DTnsOhgpeDhzpnh/wgSgaVNYpaQKTQXyAuy22403EoAPbgLyAsCjWUcEztyFYeXJAlAIESHiUQT2R+1Hvyb90LBGQwBAc+fm5e6bUTVIynMyEWUS0XkiUptjkHAc15HjuN0cxz3kOI44jivZRC86522O4y5yHJfLcVwUx3GfmqU8g8FgMBgMhpnk5QHBwVIolQFo3foTtG3b0Oy+tmwBvL2NGyQV5a6lT1BQkGhfJuNXeYqj1Wjx6J9HeHLwCUrM1qpWAwf1Kq4rlUJZ+VsHbwnN+dp8+Ebnom8kb5BcdJOh5Xe/ly8tWSGpOalYe2Utdt7cidyCXNxNu1vuPhlVT7mMkgrACsBlACPLIsxxXD0AewCEAPABsABAEMdx3StNQwaDwWAwGAw9zp27gqCgXERGAra2Cowb5wYvL9P7Uav5+buxdL8cB4wYAVy8WLEGCQBER0cLn+VyObZu3WoQT0IFhMTNiciNy0V2VDZIU4JRsmuXeL9wlQQAojZECc0WBRbwu+0NjZRP99v800lo6uJdrvsgIpx7cA5Lzi9BdEo0bC1sEdAsAO94vFOufhnPh+eafoCI9gHYB6CsBQq/ABBDRP8r3L/OcVx7AOMBlG0dksFgMBgMBsNM9uw5hd9/PwSlsh66dv0YH33EoXp10/tZsAD4+mvjwezlrT9SGhcvXkR4eDgA3iDZvHkz/ItdiIiQvDMZ2VHZkFWTwekjJ0gsSniPff9+0WeVSlglWXFhBWo8qCEcypHlYGfzKwirBzytpsSgNwxXZkwhNz8X666uw700PpC+da3WeMfjHShlrBjry8rzXikxlbcAHC7WdqCw/ZlwHGfBcZytbgNgU9EKMhgMBoPBePUgIhw/fhxbtx5Cbq4Evr6+GDbMPINkzhxg/HjjBolUWnkGCQCsWrVK+JyXl4f4eHHZOSJCysEUZF7JhNRSCqdAJ8hsS3iHvWkTsHRpkeLr1wNNm+JKwhWsmrMS1XJ416w8SR5m9p0J6wFt8OV7UxD+eXi50/0qpAqoZCrYq+zxSfNP8L7n+8wgecl52RI1OwNIKNaWAMCW4zgVEWU/4/zJAKZWimYMBoPBYDBeSXSFEUNDQ1GvnhTvv98fvXs3Njnlr1oNfPcdsHu34bGKzq5VErGxscJnY7VJ0k+nI+0MXxzRMcARipolZK1Sq4GAgCLLqqAAKDRwtpxahpGHBwiicq0c3zf6Hj369yiX7o8yHyFfm4/atrXBcRz8G/tDLpFDLpWXq1/Gi8HLZpSUl58BzNfbtwHw4DnpwmAwGAwG4wVHqyX8+ut+JCaeg52dLu2v6Vm2fvkFmDjR+LH+/YGpUyvXGAH42iS7Cy0imUxmUJuEiKBJ0oCTcHAY6ADl/7N35/FR1Xff/1/nTGYyyWRCNrJAgBDDIgn7IiBFZQmorRsgsdq7rRu9WqltL6/etr0rvWp/d22rFrV3F71srdUqVYxaF1oXEGQTCNtJWMKWhSQz2ZNJMpnt/P44SUjCJEwgLIHP8/HwYc46Z7CPct75fj/fT2ovIw/r10PgVEd2zGbyx8bzp6cXkvlyGINr7zh1X4vO3Dt7b8zYG1/Ax2cnPmNzyWZirDH8x7T/wGwyE2mOPOt7ikvPQAslFUBSt31JQEMIoyS0rRDWsUpYiHUsQgghhLgCeTzw4osn+eCDL7DbLTzzzFdJT0/r0z00Db7zHdi48fRjigLPPGOMjlwIzz//fMcqWj6f77SpW4qikHBrAtHXRBOeEh7sFqcUdV3hquz/PMyj/5PD3MMjGL33RRROvWON+OEIbJm27ncIyfHa47xf+D5VzVWoisqEpAny/naZGmihZCtwU7d9C9v2CyGEEEL0i/p6eO01cDhSmTz5VnJy4klPHxby9ZoGTz4JnUo4uggLgzffPH+1I6c/j8Yf/vCHjm2r1doxdavlaAvmBDNhg8JQFOXMgQROm4NWuPsTptbqJJ+8A6VTybIeppOU0/33yWfW5Gni30f/zV7HXgCG2odyy5hbSIrq+73EwHBRQ4miKFFA5zHQkYqiTAJqdF0vVhTll8BQXdf/V9vxPwIPKYrya+DPwDzgTuDmC/ncQgghhLh8HT/u58UXKwgLG0pyMnz/+5P61E4jNxeWLu06u6mzCzVdq7NNmzZ1dHAHo6N7ZmYmLcdacLzmwBRlYsi3hmCyhlAos2ULHD7VgwSrlT9kNjNoRxpfKj/1u2Of6iPuf+LOapTkg8IPyK/MJ9wUzvz0+UwbMg1VGWjrM4m+uNgjJdMweo60a6/3+CvwDSAFGN5+UNf144qi3Az8FngYox7kfl3XZTlgIYQQQpyzfft8PP74G1RXH+X227/KvfemY+mh1ru7M42OqKqxFPCFmq7V2axZpxYqDQ8PJycnB3exG+drTnSfTtSkqNACCRgFMp2UPngXa8x/4f6m+zFx6h72h+1M+fqUkJ8xoAc6gsf89Pmoikr2VdnYw2Wx1CvBxe5TsgHocWKgruvf6OGayeftoYQQQghxRXK73Wzc+Dq1tScYOzaanJzokAPJb38L//mfwZf5VRR48MHzv7JWb/Ly8rps+xw+HO86CHgDDJo9iJjrYkK7kaZ1bZhoNvNYUj5ppWncufXUiluqVSXrvqyQbun1e9lUvInD1Ye5f8r9hKlhxEXEsWTcktCeSVwWLvZIiRBCCCHEReV2g8fj4u9/f4WqqgoWL47jvvu+RmwITUj274dvfcuY0RSMyQRr11642pGevPzyyx0/R7RGcOi5Q0yfOB37NDuxC2NDKx73++H3v++SvPLvzuYv3ve5pfgWzIFTS/OmPpIa0rStY7XHeO/we9S01KAqKsX1xaTHpvfty4nLgoQSIYQQQlyxHA74y19qKS7+G4mJNaSkpHDPPfdgs/X+Qq1p8NhjRv1IMBeq78iZaJrGK6+8wrZt2wBQUFhkXkRaShpRE6OIvzk+tEBSWWl0ddy3r2NXwBpOju0DAPan7kdHR0FBCVfOWNze0NrAv4/+G82pAZAancpXRn9FCtmvYBJKhBBCCHFF0jR45x3Ytet9/P4apk0byd135xAe3vPqU2eqG4GLU8gejKZpTJ48uUuBuynMxF3/7y5GDh5Jwi0JoQWSQMDo1n7o0KkhIVXlXz//Blqz0dF9dPnoLssA68HmsbUpqCzg7YNv4/F7sIZZWZC+gKkpU2Wp3yuchBIhhBBCXFH8fvj4Y9ja1lDgnntuxWL5nMWLFxIW1vOr0VtvGYGjp1W1LmYhezB//OMfOwKJGTNevPh8Psp8ZQy+bXDoN1JVuOkmY8Wt9rARCJDlj+s45dZdp+an6a069ZvqicqKCnq7JFsSAT3A5OTJLEhfgM1ydj1MxOVFQokQQgghrhgul9EfZO/eYuLihnLbbSbGj7cDN/Z63apV8POfBz92KRSyd7d//35+//vfAzCIQSxiEfvYxwnriY7+JL06cACKi2HRImN71ChIS+s4HIiw8qTpCwCm1E/h6pNXdxxTrSoxc08Vzte769laupWF6QsxqSbiI+N5+JqHZVUt0YWEEiGEEEJcMfLzYevWPEpK3mPJkkyysu6gl4VA2b8fvvlN2LUr+PFLpZC9u5UrV6LrekcgSU9OZ87sOdzw3zeQ2VtyammBDz88VTsybhwMG2bMW/vxjwHQVYU7bnHzTvMnAMz/dH6XW7QXufsCPraWbGVj0Ua8AS8x1hhmps4EkEAiTiOhRAghhBBXBF3XcbnW4/VuZPJkyMwc2mMdg6bBE0/Aq68Gv9eyZTBmDOTkXDqjI+1eeOEFPvvss45AEkEEQ2YN4aF/PIRi6qVu49Aho1O7ywVWqzFlKzXVOLZpE7RNBVMCOikuY3eaI41Fexd13EK1qiTlJHGk5ggfFn5IdUs1CgpTU6YyIWnC+frK4jIgoUQIIYQQly2Px/jF/+TJPnbseIf9+/eTnh7GHXfcwbhx44Jec6aO7M8+e+nUjXSmaRqrV6/mxRdf7BJIStVSHvnZIz0HkpYWWLcO9u41tkePhq98BeydRjOyTvUcaQmDjSOMnxftWdSlYWLCwwm87X+bwn2FAAy1D+WmUTcxNHpov35XcfmRUCKEEEKIy5LDAW+8AeXlLbz99hqGDz+BzRbJXXfdxbBhw4Jes2aNMfoRzKVWyN5Z55W2oonmRm4knHBKlBK++8Z3yZrQSyPDY8eMQGK1wuLFMHGiUSjT2W9/e+pnHRQdri249rSGidFLozlaexSb2cb89PlMTp4sq2qJkEgoEUIIIcRlRddh92744ANjxlFY2GGSkk4QHx/H3XffTXx8/GnXaBr84hdGKOnuUixk7+6hhx7qWGnLhYsaamhVWvn+m9/n1juCFLwYfzDGz+PGwYIFMGECREeffu4HH3RpyBLhhy/np7Fw03+jonbsT30kldRpqSyvWk5aTBrhYT0vrSxEdxJKhBBCCHHZ8HjgvfdO1WnPng3z508kL8/DuHHjgjZF1DSYPLmjZKKLS7WQvZ2maXznO99h48aNHfsCBFivrOeNtW9w6+1BHryw0Kgduf12GDnSSF1z5vT8Ib/5TZdNjwrWmq9g0k9N2yKMjoaJYxLGnNN3Elcm9cynCCGEEEIMDO++awSSxsaDXHddMdnZRrCYPn160ECycycsXHh6IFEUWLHCmNV0qQaS3NxcJk6cyMaNG0kllRu5ETNmVFXljdwggaSpyWi28uqr0NBgLC12JpoGGzZ0bHpUWHonpFVM6XJa1D1R2DKl34g4ezJSIoQQQojLxg036OzduxmL5RO++MLKjBkP9Tg68vOfGzUn3amq8e5+qYYRMALJkiVL0HWdNNKYy1wUFNKVdH711q+4tfPD67oRQNatg+Zmo3YkO9sYHjqTP/yhy+YTc+CEdTwjqkac2mmBqx+5GiHOhYQSIYQQQgxYbrfRmX3uXNB1H5999i4m0z7MZpX58+cHDSRPPQWPPBL8fpd6INE0jccee4zcthqPDDKYzWwUFPaY9vCrtd0CSWurkbyOHDG2x42DG2/surJWzx8Gzz/fsdkSBmuy4IH37kXp1Ntl+A+HyyiJOGcSSoQQQggxIBUXGwGirg7cbhcnT75OaWkpERER3HnnnYwcObLL+ZoGDz8Mn34a/H5hYUa390s1kOTm5rJ06VICbWsVZ5HFVKYC4J7o5tVXXz29MaLFYoyU2O1w880wdmzInxfY+Blqp3ltv5kNgx3XMbF4Yse+9r4kQpwrCSVCCCGEGFACAfjsM9i40Xjfjo93snv3K3g8DQwePJi77rqLuLi4jvM1DZ5+Gl56yTi/O5MJ7r//0l5dq/N0LYCpTCWLLHR0todtZ+2ra08FkooK4w9pyBCjOOa228BsNqZthUDXdQprCik7sZHr2/a5LSobU4bz2BuPdRklae/eLsS5klAihBBCiAGjttZYDau01AgT8+bBhAmRvPACjBgxiiVLlmDt9PJ9pkaIy5bBqlWXbhiB0wMJQDXV+BU/ScuTWPt/2gKJx2MktS1bID7eqNQPCwttqlabssYy/n303zTv/oIVT78JQECBu+9QGFm6ADVwao0kxazIKInoNxJKhBBCCDEgtLYaJQ4tLRAXp3PbbX6GDw8Dorj33nuJjo5GVY2XZk2DJ5+Ev/41+L0u5UaI7TRN4/HHH+cf//hHl/2KorDowUU8dP9DZE3LMoZ/Dh40WtfX1xtprYdu9T2pc9fx8bGP0ZwaAHMKnJj8RpJTdZhcOJPZu+469QxhCplvZMooieg3EkqEEEIIMSCEh8O114LD4aap6S127Ahn2LA7UBSFmJgYwAgjP/0pvP128HsMhEaIAG+99RbLli3rqB+xYmUe89jPfm568Cb++Mc/GifW1hph5PBhYzstzagdGTy4T5/n9XvJd+YTbgrnSyO+xDUj4oG1ADi4jtm7HuvSKDHpviQSbk04168pRAcJJUIIIYS4ZB09avzyf0pbW4yMDAd5eWuoqanBbrfjcrmw2+1omjHy8eKLPd/rUm+E2G7NmjXk5OR0bNuxs5CF2LEzxTSFhx566NTJH3xgNEO02WDRIhg/3kheZ9DkaWJn2U7mDJ+DSTUx2DaYJeOWkB6bTqQ5kvoPVjEIcPIlDtA1kABYBlv66+sKAUgoEUIIIcQlyOOBjz6CHTuMsoiRI+HkSY133nkHr9fLiBEjWLZsGVFRUaxeDT/4QfAidhgYhexgTNd64oknePXVVzv2JZLIPOYRoUQwZu4Ybn76ZrJGjz51UXY2xMYaxTUhFLK7fW62lGxhW+k2PH4P9nA7U1KMxJeVmNVxnvdgAZVcSwE/o3uvbcUitSSi/0koEUIIIcQlpajImH5VW2usaDt/vp/t2z9m27atAMycOZOFCxdy4ICJ730PPvmk53sNhEJ2TdN49NFHef/997vsTyONOcxh5LCR3PaD25j09QzUTz+C7ZuMInZVNaZp3XTTGT/D4/ewvXQ7m0s24/a5UVCYkDSBtJi000/evBnrcSs7+W+6BBIFUh5MIXWlrLgl+p+EEiGEEEJcErxeWL/eaIao6zBihLGabWXlUT78cCtms5lbbrkFRRnP178OnQYUulBVmD3baJB4KU/V0jSNp556ipdeeum0Y2mkcR3XYVJN3P7TW5g0tgnlD78zhpCsVnA6ITk5pM8prC7knUPv4PK4ALg64WpuGHkDibbE4Bf8+c8UkwOYOnbpis743PFSRyLOGwklQgghhLgkbN9urGYbFgbz58PMmUZ5RGzsaObNm0cgMIannkrqcUUtuPRHRjRNY82aNWzdupVPehniqVAryLw2k+ylmUxs2QKf1BgHJk2CBQsgKirkzxxkHUSTp4mrYq9i3sh5DI0e2uO5Ls3F8XczqGZml/3We6wSSMR5peg9TcC8AiiKEg3U19fXEx0dfbEfRwghhLji6PqpumyfD959F+bM0Tl8eDPJyclkZGR0LO/78ss9141c6kv85ubm8utf/5rt27fT07uXGTMAty27jVWrVjGurAJl8ybjYGoq3HgjDO05UAD4Aj7yyvM4UHmAr038GqpiTL+qaq4iIbL3UFG5tpL8ZRroXQvlA6YA1+y9RqZsDTANDQ0MGjQIYJCu6w0X+3nOREZKhBBCCHFRFBfDunVw550QE2OMkCxa1MTbb79NYWEhTU12HI7v8sor5h7DyKW2xG/7SMjBgwc5efIkNpuN8vJy8vPze70uRonhvpH3Me+Wedz41I0oqgIJCbB/rzFsNGFCr6tqef1e8srz+Lz4cxo9jQAcqTnC6HijKP5MgcT5DycFywuAboEEPzEvxkogEeedhBIhhBBCXFCtrfDxx8bKWmBM21q0CIqKili7di1HjjSwc2c0O3YshbbRg2AuxhK/nUNHRUUFKSkp2Gw2iouLOXLkCMXFxX2+53033seK0Q+S0OzD2lBOoMWHyWaGpCR4+GHji/bA6/eyq3wXm4s3d4SRtJg0rhtxXfAi9iAcrzs4cNeBYHen+KGtzPv6Y33+TkL0lYQSIYQQQlwwhYXw3ntG7xGz2VjJdsYMnU2bPuf119ezZUuAPXtGAbcDkaddryiwdCmMGQM5Of03OpKbm8vzzz+P3W4nNjaWmpoaysrKiIuLIyIiAofDQVFREcXFxT1OvwqVqqosWLAAk2ri2zd8m6yTQ9ALjxJldxA/uhq1bAKMGmWc3EsgAXi/8H32VOwBjDByfdr1IYcRl+ai5KkSHC85TjtmZy/P3/Q7vvvTHrpQCtHPJJQIIYQQ4rxzu40+f/v2GdsjR8IttxgtNv7yl8/43e82sHu3iq4vBGbTfRoRhD4yEixgVFRUkJSURGRkJBUVFZSXl2Oz2TCZTJSXl3P8+PF+/87dKYrC0qVLWbVqFVePuZrqV47heicfavcSl1FL9GQryuJ74KqrerxHq6+V+tb6jpWzrhl6DfXueq5Pu54RMSNCeg6X5uL4T45T/W518OfEw6Hr1/Ddv7xNZuIlMCdOXBEklAghhBDivFNVo4bEajX6/U2ebIx65ObCffdNR9ePANnA8GWHfHYAACAASURBVC7XKQosXKjR3LyGlBQnH3wAr7xihIzk5GQiIyNxOByUlZURFRVFXV0dBw4Em4p04bSPhDQ3N5OSkkJsbCyJiYnk5OSQ2Ta00/LWFlwvHUYNC5A4s4mIO683VtZS1aD3bPI0sa10GzvKdmC32Pn29G+jKAop9hS+PunrIT2XS3NR9MsiKv9e2cMZflJ4j8Hq23w3q4RXuXIXQxIXnoQSIYQQQpwXVVVG88PoaOPfd94JdjtYrV5eemkzn3wyi1dfDQdswDXAC4ATqAHKgTjGj2/mo48+PecpU/0pWOhoH43JzMxk5cqVHeGjJxGz00n4ZAfW7ImYb5xt/AEFUeeuY0vJFvLK8/AFfIAxTcvtcxNhjjjjs7o0F841Tpr2NxkjIz38Mer4Gc9jJLCFFgX8fthUtKlLl3chzicJJUIIIYToV14vbNoEmzfD6NGwfLmxf8gQcDgc3HHHc3z88UaMmpFhQD6wNei92qd7XQiKorBw4ULS0tI6QsbZho4uAgH0vDwa3z+K6Y6bsI23Q3Iy9qe/BeHhwS/RA7x76F32OfYR0AOoisrEpIlcO/zanpsednPsp8co/kUIhfeqTmbACCQAEX64odTE3BFzQ/6KQpwrCSVCCCGE6DdHjsD770NtrTETKTYW1q7N5YUX/kRtrZd9+07gdh87788RSsBo3wZOm17VL3QdCgoI/Hs91dvA5YhCbSjE+ouJmCJMQQOJrusoioKqqDR7m1EVlWlDpjF72GxirDFn/EiX5sL5mhPnG07che6eT1QgYWkCrlQXez6+i+v3n+g45DMpPPzIWjKknkRcQBJKhBBCCHHOGhrgX/+C/HxwOjWKi9cQE1PBhx9qbNu2rV8+Q1VVlixZgq7rvYaM8xIw+kLXjXT26ad4j1bizE/Eo8Rhmp5OwoqxRiDpcrpOYU0hW0q2MH3I9I7i8sUZi7GYLERZQuveXvREEcd/fLzHKVodTJC1NouEWxPIeSOH5R+c6DjkUeHjXz7ITXMv4DrLQiChRAghhBDnSNfh17/W2LhxDTU1GgUF75x1DUh2djbR0dEXZiTjfPn4Y9i8maaqSKqKMgiMGEn4xFQGL0/EHHOq74rX72WfYx9bS7dS1VwFgEkxdYSSuIi4kD7Opbk4eP9BXNtdPZ4Tmx2LNc2KJdFCYk4itkwbbx14C239Gv5+yDjHo8DdOWH87Osrz/KLC3H2JJQIIYQQ4qz4/fDuu7k8+eSTbN269SyCiMqyZcbIR1NTEytWrODWC9kJsT/5fEZLeoDMTJo+PoLTOxGmJGOfFk3cjXGoYcbKWs3eZr44+QU7Tu6gydsEwODIwcwaNosJSRP69LGVayvJX5bf8+iIChmrM0hdmdplt+bUWP7Gcn50ANrX+7Lo8MzERxki07bERSChRAghhBB9snmzxpNPvk5BwXoOH94S4lUKsBBI4+qrYe7cRFauHCAjH72proYNG4ylxh580FjDeMgQIlbdj+WvTqJnRmOfbO9ySZ27jg0nNgCQHpvOrNRZZMRloCin92bpyZl6jcRmxxI9I7pjVKS7TUWb8Ok+RlWd2heIsDLk5pyQn0GI/iShRAghhBAh2b1b46GHHmPLltwQr1CApcAYIAeTKTOk5ocDQk0NbNxoLA8WCIDFQtOWUqyThmCymVAjzQxZMQQUOFF3gnxnPjeNuglFURhiH8K8kfMYHT+a5KjkPn902YtlHL7/cPCDPYyMdDd3xFzGOxXu1owhloBJRf37azDQQ6IYsCSUCCGEEKJHubm5/OlPz1NV1cyuXRvPcLYCXA1EAZOAlShKFkuXwpgxkJNzGbzzVlefCiO6DmYzgWnXUOseT8NHrUSeqCLxq4n4Aj72O/ezvXQ7jiYHAKPjRzMqfhTAWS2369JcHHv0GDXv1wQ9nrIihdSVqUFHRrobN3gcK3coqG3zvlR/AMrL+/xMQvQXCSVCCCGEOI2maTz66KO8//77IV4xDrgO+BLwFSAKk4nLZ2Sk3YcfGitrmc0wfTqe0dOp/LAZj6MV1aISGB3g42Mfk1eeR4uvBYBYayzXpF7D8EHDz3DznlXmttWO+IMfz3j2zKMjYNSSrNHW4N2Txy92BE4dsFphrvQlERePhBIhhBBCAEYQefbZZ9mwYQOFhYUhXJENpALhwAhgMTABk0nh/vth5crLZGSktdXo/Ahw3XWQmIg+axaNh3RqX60l4A1gSbaQuCyRteVrOVhyEICrYq9ixtAZjIofhaqovXxI71yaq8dAEj0nmuGPDCfh1oQz3kdzakz+02R8AR95v+/6Eli97MvED/j/WGIgk1AihBBCXME0TeP1119n06ZNbNx4pulZYKzVNBP4IXArEAA2AtNRVRsPPHCZhJGqKqMt/b59kJx8qoh92DAYNozqd6qo31WPo8mBfYadzCWZqGEqM00zsVvszBg6g8G2wef8GK79LvKXnx5IlDCFzDczQwoj7f6292/4Aj5+9BlMdnY9dtzcRPw5P60QZ09CiRBCCHGF0TSNNWvWsH//ft59990QlvJtXzlrGjAWKAWuaTumoijXs3QprFp1GYSRsjL4/HM4cKCjZoSRI431j9uW/K1uriYvKo/ymnIqZlUQPyqe8WHjAUiLSSMtJu2cH8OluSj6/4qofL3ytGPRc6IZ88cxIdWOtNOcGk9ve5pMBzy+vusxrwIxX19xro8sxDmRUCKEEEL0QNM0Nm3axNy5cwf80rXtQWTDhg18/vnnIV6lAg8AK4FBwHvAUYyQcgJVTb58Rka8Xnj9dTh61Ni2WGD6dJg1C6Ki8LZ4Kdi4lz1xezhedxxMoNymkD44nWtSr0HX9T4t6dsbl+Zi55Sd4A1yMIw+BxKA9cfX4wv4+NZO6NxP3q8qlP/5GTKkg7u4yCSUCCGEEG1yc3N5/vnniYiIoLm5mY8++ohAIIDVamXHjh1kZWVd7EcMSXsAcTqdVFVVUVBQwKFDh0JsbqgCE4EZGGFkJPAxkNd2PBG4hWXLUgf+yEj7n4eiGCMifj9ERsLMmUYgiYgAwF3i5vhrx9ldsBvn9U4iMiKYlDyJqUOmkhAZ+vSpUJU8XRI0kLRP2eprIAFYV7iOTAes2NlpZ1gYpjffZPhltRKBGKgklAghhLhidQ4hR48eZd++fUHPc7vdrFmzpt9DSefwAFBTU0NFRQUpKSnExsaett35nOTkZOx2O5WVlZSVlWG327FYLJSUlHDw4MGzeJrOoyLtScMJPAe0ABZmzLieBQuu4atfNQ3sMOL3g6bB5s2wcCGMMpbp5bbbwGYjEGaisLqQg0cOMqdsDo3bGrHqVlLGpDBp9iSyMrIIU8/PK5TzDSeOvzi67lQg5cHQl/vt7tPjn/LB0Q/49R4wd86ljz56mS2NJgYyCSVCCCGuGO0hoKSkhLy8PPbv39+v937uuecoKCjoEipOnjxJbGwsERERVFZW4nQ6iY6Oxu/3k5eXF+LoxfkxdGg2J0+mYYx+5HAqjLRLAAahKCN54onF/PCH0Rf6EftXayvs3g3btkFdnbFP0zpCSUOEyu6TW9hVvovW4lYSNidwIuIE8VHxxN4QS/bsbBS1f6ZodefSXJT8tgTHn7sFEhWy3srqU0F7dy/kvUCmA7637dS+QLgFNUe6t4tLh4QSIYQQlzVN03jttddYv349W7duPat7KIpCTk5Ox8iK3W4nNjYWh8PBsWPHAPo14Jw/KklJC6ivN+F2r+Dkye6/JW8BNgBTgUSys1WmTPkm99wTPrBHRhobjSCyaxe43ca+IUPgS1+CsWM5VHWInWU7OVJzBB0dS42F0Z+OZkjUEBKvSiTp9iQsgy3n7fFcmoudk3eCr9uBcwwkv9/xe17Z9woHKw/y/zZ2HSVRv/HNAT73TlxuJJQIIYS4LOXm5vLEE0/wxRdf9Ok6RVFYuHAhaWlptLS08Le//Q2r1cpXv/rVHqd3XarmzcvG7Y6mtLSCqKhM3O6VHDsW7EU0AOwC1gPNjB5dxa9//bW2mT3hF/KRz4/qamOqFhit5WfNQh8+HEU1eofsdeylsKYQi8lCVmIW06ZOw6yYsSRbiL4m+ryNjrQ7/O3D/R5IFr+ymH8d/ReZDvifT+D2w91OGHzuyxUL0Z+UizlsfLEpihIN1NfX1xMdPcCHpIUQQqBpGq+88gobNmxg+/btIV3TOYQkJiaSk5PTsdKWpmmMHz/+fD4yAKqqsmTJEnRdD7mmpKdzampqaGpq4sEHV1BaeitVVXD4sLGwVPC/8o8B6wAnU6fC8uVjuf/+RR2fN+DouvGFCwvh5puNInZdh02bcI9ORwtUsLt8N9OGTGNyymQAip3FVKyrYOyssUSPurDvA8dXHafo50Vdd55DINnv2M+979zLzvKd/Ocm+PUnRrVQF2FhsGePjJRc5hoaGhg0aBDAIF3XGy7285yJjJQIIYQY8DRN4yc/+QnvvvtuSOdnZ2cHDSHdbdq0qU/PoaoqEydOJCMjo8fA0D1knOkZ+qKmBkwmMN5DYO9eePppeO21YGe3oChvc/XVh4iPh+uuS+LeexczcuTIc36Oi8LjMb7w9u1G40OArCz0ESMoqi9i9+BqCg5vwhswlrWKqopiUvIkmg80o3yoMLhxMI2uRuwZ9n5b2vdMSp4p6bdAojk1/nvDf/PmgTfJdMA//w03HzUWb+4soKqob74pgURcciSUCCGEGLA0TWP16tW8+OKLvZ6nqioLFizAZDKxYsUKbg1xxaG5c+cSHh5Oa2trx77OIyudQ8aYMWP6LVz0VXX1qebjWVlwxx3G/r/+FV5++fTzFQWWLAln7Ng67PZI5s2bx5QpU1DV036nfumrroYdO4zf/LfXiyQmwqxZHI1s5b3tz1LrrgVAVVTGJoxlcvJkRppG4vy7k+bCZgAiMiKIvzn+ggWS4z8/TtGqcwskmlPjde11NhVtYmPxRm4tgE1bYFZp114k7QJhJtQ318qKW+KSJKFECCHEgKNpGj/60Y947733ej1PURSWLl3KqlWrziosZGZmsnPnzo5le/tzVKM/VFXBxo2wf78xQyksDKKijO3vfx8++aTz2X5gF1/72nD+9/9OJjNTpapqGVFRUVit1ov0DfrB++/DsWOgKLSmj6B2/CiSJ10LikKUy0Gtu5aEyASmpExhQtIEbGYb9ZvrKf+snIA3gCnKRNziOGyZtgsSSFz7XRz45gGadjV1PRBiINGcGmu0NRyoPMBbB99inENnuQZPHIWZZaePjHRYtgx1wDeWEZczCSVCCCEGjFBHRrKzs5kxY0a/BIisrKxLrmliU5PxLn7ggBFGzGaj19/s2fDCC7BoUeezdSAf+JTFi2vIzs4gM/MeABIS+r/x33nldhsjIomJkJ4OgG/mDMrCW9mZqpDvK8XeWs/DXIsCJEUl8R/T/oNEW2JH4NB1ndaiVnSfTvT0aGLmx2CyBhtX6H/ON5wULC8w/pN0ppw5kLxZ8Ca/3PRLdlfsNoJIPnz3GMwpDVIz0pmqwurVsHJlf3wFIc4bCSVCCCEGhNWrV/ODH/ygx74eqqoye/ZsHnnkkZCnZw1UViuUlnYNI8ePw9Kl8K9/dT7zOPARUMbixXDHHUO59tprL85Dn4uKCti506gZ8XrR09IoiQ9jn2Mf+c58WpJawAthahhD7UNp9bdiDTNGf5KikvC5fPhdfsKTw1EUhbib4wg0BQgfeuFWFiv6ZRHHf3w86LHIX0TyE/UnFLxYQEp0ClHmKIobiimpL8FislDfWs+UbSU8ngcRHphbHHx6VheqCg88YIQRGR0RA8AlEUoURfkO8F9AMrAXWKnretA1HBVF+Qbwl267W3VdH8Bjz0IIIXrz8MMP8+yzz/Z4fNmyZWc9RetSFwgYIyJbthi1IvHxRjH78uUQFwdHj8K3vgWvvNL5qmbgLeAIigL33RfH9743n3Hjxl2wmolz5vFAfr7RW6S01NinqjBuHO7J43lpz0sE9AAAaTFpTEiawLjB4zrCCIDu12n4ooG6DXWYokwM/fZQFJOCOcYMMRfma2hOja0/2UrG/2SgdJtcFVACvL3sbX7n/R16XtewfWsB/HYX+BUY1gATnb1MzepMUYx0KlO1xABz0UOJoijLgaeBbwHbge8B/1IUZYyu684eLmsAxnTavnLXNRZCiMtUe/f1zz//nA0bNpx2/HIfGfH5jIGBzZuNVbUA8vJg4ULj59pa+OlP4aWXgi31awUamDDBxo9+dD3Llk3BZLowU5T6jcMB77xDs7eZclwUpIaTfeePCI9PJAKYocwg0hzJhKQJxFhPTxjNR5qpWVeDt8pYbStyTCQBT4ADjQd4bvtzFDiNUYlYa9tSyy01VDRWdOwLtl3WWEaSLYmo8Ciqm6upcFUQFxFHpDmSOncdVc1VRIdHYw2zEnk0klFbR5FxMIPMk5ldAkmAAP+c+k/evuZtTiSeINMBD30BmQ5wmyG1AcZWhxhCMF6ClOxsmDEDcnIkjIgB6aL3KVEUZTuwQ9f1h9q2VaAEeE7X9SeCnP8NYLWu633+HYeiKOF07QJlB0qlT4kQQlxacnNzWbp0KYFAIOjxy3lkpKnJmKm0Ywe4XMa+pCSYM8d41ywoMJb57RpG6oBNwHQgGVWFxx+v5D//M5rw8Eu/+WF+6W4+e//3qCeK2D0rjYomBydqjnP9wWZK4y0citdp8DZx9eCrSYtJo7q5mjJXGfER8URZoqhpqcHR5CAmPIY4TxyJuxKxldoIN4XTEtvC7rG7ORFxApNq4ljdsfP+fdIcaTz/p+cxB8ynHdPRqUh9FtX+Nml1YArAZEcI07G6M5lg/nzj3ytWyIpa4jTSp6QPFEWxAFOBX7bv03U9oCjKx8CsXi6NUhSlCKO2Kw/4sa7r+SF85I+AVefwyEIIIc6jbdu28ZOf/IRPP/006HFFUXjmmWdYeRkX7R48COvXGz+PGGGEkYwMYybTPfd07znSgBFG8jBW12phxYo728oILn7H7vaVog5WHewy6lDhqqC0oZT01kjSjtVg1gqwtHU0/9ANJW2/dtzXXvfdNlJU0lhyxs+8Yf8NRFdFU2+uJ29YHoXJheheHbz9//2CWVCQxg/e+UXQQAIBRvEcN5S+fVb3DiigLpQREXF5utjTtxIwfjng6LbfAYzt4ZpDwL3APmAQ8AiwRVGUTF3XS8/web/EmCrWzg6c6RohhBDn2f79+3n44YdZ3/42HkRYWBhvvvnmZTVVS9fhyBFwOqG9/nzCBCgrg6lTjT6AK1caS//u2tX5ykbgc2AnRhgxoaozeOWVOdx114X9Du3Bw9l0asZ1SUMJh6oOcbzuOHqQGdbTTsK0ckhpNLZ1BY7Ewa4hcLKPExfUgIrNbaMx0rjZrvRduKwu9qbtxWP2nPX3apfpgOX5MLoKkhuhwg41ERDXbNR61IeDJwziqq7FVHsXHv1qgq2HpeAlk5+RwJbQP1xRjPl6aWmQmIgqQURcxi52KOkzXde3AlvbtxVF2QIcAFYAPz3Dta1ARwesAVPsJ4QQl7HXX3+du3p5k1ZVlQceeICVK1deNtO1vF6jXmTbNiNwqCqMHw/FxbBmDZw8adSL7N0b7Ooy4M+AD1C59tqpzJo1l298Y9AFeV/NPZDL87uexx5up9XXyj8P/zNo8OhMaZuFp7e9q4+pMgJJQzjsTYa8FKiL6OOD6DCicgRTj00loAR4d/q7XF0ZYHl+A6OrdpC8sVOAaOkWKFogwx2BJz4W3RZJmD+ApaaRqFoX3qhI9HALlsZm7LVNDK739bjkros0nNxAFbNoJgN/0CoQPym8RypvY+NEz99HVWHiRGNYLDbWWPZYQoi4glzsUFKF8SuepG77k4CKUG6g67pXUZTdQEY/P5sQQojzKDc3l1/96lds37496HGTycT9999/WYWRmhqjVmTdOmPko6oKWlshJQX+/W9jha3gpZ7NQGTbz8lAHKo6lJdfnsvdd8ee9+fWnBp/3fNXPjr2EXsdQZNSUINdMKkCJjhgXQbkt/1t/1kabB0Gx2NOBRWA8Q6FxxxjSTnZgK26gaaEQfgGRRFW10hUdQPumCgCkZFYnBZUx2i86hAIM2HxOfh/m6NIbmjovWdHFy1wrCX4/l60B5F6xlLPNHrrEtLj6Eh2NkRHG0sdp6TAmDESQMQV71IpdP9C1/WVbdsqUAz8Llihe5DrTRhdoT7Qdf0HffzsaKBeCt2FEOLC0TSN733ve3zStd14FwO1kF3TjJEOZ9tMppoa471z8GCj23peHlRWQkPIJadVGNO09gMPYjIlcccdMGqUj69+Ney8vMO2T8c62XDS6JXRUMLh6sMhXx/hgcxKI4wMbYCkJphfaUdpbeVISjgtdivRTX4G17QQiI5GsYRjq3eTUNtCTGVjrytOeRhEHVNoYjgAYbiIJQ8bx0NeqepsVXItxdxFI8GnZ3XlIyV1H6mDN2PLMBkjHzU1xioGUpQuLhApdO+7p4G/KoqyE/gCY0lgG229SBRFeRk4qev6j9q2HwO2AUcwVhn/L2AE8D8X/tGFEEL0xRtvvMHy5ct7bIA4Z86c87rEb0+hISXl1Htjb9tVVUa9R1wc2GzGttNp/NLb6zVGP/rnd33lGAXsBwCdjIwwbrihgocfTmoLIv3713fngvS1B9aecToWBK+1SI1MJLGyBUuzm8hmH0qYmfh6DwpGvceoCg+0/WzofVSiu1qm0MxwVDzEsA87B1AJvkLbuarkWsr4MiqttDCEZjI48yK9AQanl5D29CRst/4A6NPvSoW4ol30UKLr+hpFUQYDP8cYk94DLNZ1vb34fTh0+X+cWOCFtnNrgV3AbF3XCy7cUwshhOirxx57jMcffzzoMVU1MX/+WlpabuXVV+GDD0ILDOXlxtT7qCgjIDgcxjGbzejjUVVlBAar1bj20KEL/KX77CSwAShk3DhITLRw990zyMmZSVRUVL9/mubUeGz9Y+QezO3Y1x42EpqM7fZ6DEcUtJogxQVptZBeH2y8oHt7sXMrNPdhw4+VcKoBiGUPFuqJRsPU071VFRYsgObmkNKmS0/DeXQ4zc5wPA1hhNmgpSWGlvoYQu0UEpsdS/SMaBJzErFlzjun7yzEleqiT9+6mGT6lhBCnB+aBs89Bzt2aDQ2vkBl5cfU1wf73ZFCdPRSGhpWAQNrqta5CvbuXF29F6czl2nTIrj11pnMmDGDiIi+VoB3k5sLzz8PdnuXF/JjVjf/qtlJkguGNRqrSFl9MKv0LHpm9CdVxXf9jdQ7BtPIWMwxJoYkb0dxhDCklZlJ23rIXW7p0lw41zjxOo11gb01XlpLWwn4AjTtaup7C2YVYhbEoJpUhqwYQsKtCWe+RogLbKBN35JQIqFECCFC0nnqU+d3wpgYcLuNUYvycuPc/HyA/wv8pJc7rgBWMpDDSCYay1lDQtsIQRw1JFNBBSkMSovF7q3B1lBB06AUfFGxhDUa296EFIZOjqao9hh1Dgc3jhsHMTH4q6rYdeQIk0aOxNL+su1wGEUp0dEQCBj7KishPh4iI40Claoq4z9E+3ZtrXF+YyMcDr0e5LzpvrJUD6HCN2oiDTPvo7EyjoA3gKIqRE2JIm5hHGp473UcnYOHt8aLp9xDWEwYPpePho0NfQ8ewSgweOlg0lalYcu09cMNhTh/JJQMIBJKhBDilO6ho6zMeK81m+HECdi/P6S7AK8Ca4HCXs57FiOQXBzZ2Ubrh+7vxlftz+VLB54nEGXvEiJa7InokZFENFZiayijxTwICx7GNOxA7ePbbj2wHWPucSvGBKHvYTTeGnCCDfdA1z/YEFaW0gM6NetqaMxrRPfpKIqCbYKNmOtjMMeag450eE56MEWbQAH3cTcth/pWnxISBWIXxmJNs2JJtLRNz5IwIgaGgRZKLnpNiRBCiAuv84yeiAhjZKNrc76+0jBerXteUcugAqsJFkhC/GX6OW0nVGh8L2UNY2Lbah88FdBYBP5I2Ft9alShrtvDNXbb7uP7rw6UYISRAxiFkgowBpgNXIq/FtOB/LlXAxBb34o1Mprw1JHYAiqKw9HjVKmzoagKvjofnnIPnkoPAXeAmo9rqHi1An+jn7qP6vpnpKMnJoiZH0OgOYAlxYI51iwhRIgLTEKJEEJc5trrOwoKjJGP0lLYt69f7gy8hlGY3XuX6qFDs7HbZxARkUNGRuZpoeG8tGloT17YocUKR/bDnj39+AF98w5QjfEX7xRgJnChKhF8wEfpcCK2ayPBWit8yZLOYEcTPpOCqppIikpCsdlQZs9G+V83kpo+iUHW/h3Hqd1Yy8nnToIC5lgznmoPTfuacBe6+/VzTqNCwpIE0MFT4cGSYsE2xibhQ4hLgIQSIYS4DOXmwh/+YLz4n9sISHcaI0e+Rm3tJ9TVBW962JmqqqxevZqVK8/zVK3OyctuN1qi90/yCo2qwpIlxnrAFRXUxsezw+tlgqqSXFeHkpLCdYEArupqJre2EpGaenbDPXDavpKi/dQdP0BDnI1StQnq6rp0L6+0wZosKEgEBYXrh19HSWMpg6yDuCZ5GhnvHaFyjA+b2UZ00nAS5txC2PgJMGQImcq5d/9waS5KnyulKb+JsJgwPGUemnY3nfN9exKbHYsp2tQROsyxZgAZ+RDiEiehRAghLgPtgwJhYXD0KBw4cPb36t5sOjYW9u/PJT///9LQsIvjx888jyY7O5sZM2aQk5NzfhogtoeQffvA54OdO/vt1gEUPNctxDomDWpqaDlRgTo0hfCkHkJCYiLk5KCPG8fRo0f54osvKCwsRNd1WiZP7ui5MqEfnk1zajy3/TkKnBUMimjmRG0B+UPyYRacPufsFJMfxtSovDT2UaZXRvN0ViM+u4302HSGz5/I0KgUbJOmw5Ah0Mcg0r3eQ0fHW+HFXeJG9+o0a83n8I27CTLSYY41463xEmgKyEpYZq30awAAIABJREFUQgxgEkqEEGKAai9M//RT2NL77KmgFAUWLjxV8N252bSmaaxZs4bDhw+zeXM++cZyWr1SVZXZs2f3f/PD9i968CAUFRlLfYVWdd+z7Gz8w9NoLK7Bc6ICpzmFlvBYmmyJHJ2Ww7UPZjJ2rHHqmRbkbWxsZPfu3eQ98wx1dUYwCA8PZ9KkSUyfPr3Xa3MP5PL8ruexh9uJtcZS01JDRWMFKdEpxFpjqWquoqShhJjwGFweF1tPbg35K1q9cIN3KBNqLFxVo/PltGxSHGYqD9i4Pnc61tTBWOIseGq8HKrwYEmpxRzrMorIu73weyo8mJPMhNnCaK1opbWslTBbGAF3gKa9/Tzq0bbcbuf6DpCRDiEud7L6lqy+JYQYYDQNHnvMGB0JVfci8rZf7p9Ww6FpGk8//TQvvfRSj13Xu+v3UZHOIeTQIWP7bP+u6iV5vfoqFLYtEBYWZtS1TJwIV10FphAbdbg0F/nP5bN/235qWmowe81E+6LxD/FDLCh1CmHVYXjiPbRGtaLUKYTXhNMc20x9eD3UQHxTPDWRNTRHNBPVHEVsUyz1tnqaw5uxtdiM7ch6mq3NKLqCzW1jUPMgGiIbaDG3ENUaRXRzNI0RjbjNbmytNuwtdgajYwtTMPkiUbwRmKPN6Fhxl57dH+V50W3kw5ZpI3VlqgQPIfqBrL4lhBDivNA0ePxx+Mc/Qju//X18xozei8g1TeM3v/kNGzdu5MSJE2e8r6qqLFiwAJPJxIoVK/pnVETT4JlnYONGIymcTQjpIXn5x2Zy9KjxEVlZMHq0cXpmpvExWVkwdqzR9V1zavzsszU4m5wMKhrE8LeHYyuy4U3wwiBQKhQsZRbcFjeRkZEMLRyKikoGGV2fpfuL/5Fu28f7/vXOlr/t376L+Uqigm2ijYiMCBn5EEIEJSMlMlIihBgAfvlL+PGPez+n86BATyMhYISQ5557Dk3TaGpqYu/evSE9g6IoLF26lFWrVvXPiEh7IUxDw9nNP+scQrot3+X3w/HjxlLH6/M18jxrqOIggcgKJow0pkbp6DhdTnwHfUzLm0Z4Qzgeh4chdUNAh6ucV6HSe8M+0VXEuAhMkSYUi4Lu17EOt8rqVkJcJDJSIoQQot/s2QPf+Ab0lhuys0MbDVmzZg07d+5k3bp1IX++qqosWbKEMWPG9M/0LE2D116DdesgLy/067o36esWQowC8Gcp2FZAhD+F2ooY6gJl1HCYGo6A0vYLuBZoXZ/GDfk3kFCfwJSKKYx2jL7ywkenpoA91ZCEsu2r8+Gr9mGymYieHU3CVxKImhyFKTLE+W9CCNFGQokQQlyCNM0YGfnnP4MfV1WYPRseecQoTD/9eiOEOJ1OSkpKWLduXcg1IucliPS1Ir9zCGlr0perHm4rCodYq5Oa/J9RtLmU5mYf+fVBVt9qW0QqzWGEkJEVI0mrTGNo7dB+DyE+fGwat4mkyCQi6iJOTfdqqynpadveYiexKRElUaExopHWqlYsNRZ8g1rITEzFX+7CU+7FPTwMS3oiNosNf3EtnhMuLMMjMafG4G08fSWq3rbPdtqU7tdpPtyMalGJuMoo/2853kL95/VEz4gmYlQEinruSwgLIa5MEkqEEOIS88or8LWv9Xx82TJYtarnqVnPPPMML774YsghBIwgMnHiRGbMmMHKlSv7b3rWr34FX3wRUo1IQFUoT0+kMCOWDV/OIn8wlDW6GGQtpnrLvXxR9kXIH53mSOP2L27n6pKrz2kalh8/5anlNKc2Bw0VHp+HSmslLTe28PVlXyczsfc/txZvCxFm44Xe5XHx1JanOMQhAAY56kkuqia5Vie5xcRQ+1DME4z6C665Bm6cdlbf4Vx5a7w05jXi2uPC7/ITnhreEUoiRkYQMfJM65MJIcSZSSgRQohLxJlW1VJVWL0auvch1DSNZ599lo0bN3Lo0KGQPqs9hGRkZPT/iEhFBezY0fucszZ+4Itxg9DSIngmrYL8RAfggKqDUNW3j7+24Fq+vOvLRDdHM7Z8bJ+CiI7OwaSDtFpbGWIeQurVqaRMTDmnWoiAHsDZ5KS4vpiS+hKK64vxBrz81+z/QtF1oqoaSPVFEp6YwvBBwxndeJLEpgOo4SrERxnLgF11FaSnQ1TUWT3D2Qr4AjQfbMa1y0XL8ZaO/eGp4din2tF1HaUfGisKIUQ7CSVCCHEJyM2FpUshEDj9mKLAgw8aYaQ9N2iaxt///nc2bNjA1q2h965QVZUHHngg6GiI5tRYoxkrT9W01HCy8STxEfGoikp6bDrXjbiOXeW7Oo6399PIdOhc/+4+vvTR4ZBigA6sS4cdqe2dxuuB+pC/Q7v2aVkxTTEMrRrKlKIpKIT2oqwrOs6rnaCD2Wcm7PYw5t07j4yMDEyhrgfcg4bWBt499C4l9SW0+lvbPlAnsr6Z1Gov7hMvE3HSAc3N3DtrFsqERcY5VgfEjzCCSGJin5sY9idfjY/KNysBMEWYsE2wYZ9qx5JouWjPJIS4vEkoEUKIi+ypp4zakGBMJli7Fq66SuP119dQVlZGUVERn3zySUj3bq8PiY2NJTExsWNEJPdALo+88ggWkwUFhSO1R8iv7L1B4urtqzt+vrUAfpQHdjfMLoUzvcZ7gU/Swa/Cn6bBP8eG9PinUVC4y3wX12+8nqv+fRWqHtpoiK7omGeZiVQjsWXaaFncgrPVSVZWFqNGjcJi6dvLdkAPUNlUSWlDKaUNpbh9bpZnLQcg0hzJiboT+AN+kmxJjC9yc9W+EmIDFqxhNjrWA05ORomJOXXTpCTjnwvMV+/Dtd+F+5ibpHuSUFQFS6KF6GuiCR8aTuS4SNSwK2whACHEBSehRAghLqLf/AZ++MPT95tMcP/9sHixxnvv9a1GpHOh+tSFU9nl28WBygNsr93Ous3raFjfwOHqw31+1kwHLM+HLx2H60oIaUzCB7w5Dh6/HgoSQ/wgXSVTWUJEpI7XUkFGcgrplWmMXzeeEcdGEDgYMIZbznQbdFwpLhqGNHByxkmGzx1OTk5Ox/FJTArxgQyNrY1sP7md0oZSyhrL8Pg9HccUHTyVFViKTxJ24gT3J88gZvZcrGFWMO8B7W1ITDDWax450vi37eItkRvwBGg+0Ixrrwv3cXfH/7bcRe6OGpH4G+Mv2vMJIa480qdE+pQIIS6Sngraly3T8HieJD9/M0eOdO+6F1znQvXFX13Mh/UfsuPkDvY49qCH8gbfg/YgMqsI5hUR0vQsL/DWODiU0D49q+0ZURkXP5HBpgzCA7FEDTamgCVFpVB0MBZTGAyPS+SeyTksmpyJt9CFc42Thh0N1P2rLuRnrk6vpnFoI84sJ+5kN2lpaWRlZTF27FgiIyPPeL3H76HCVcHJhpP4dT9zhs8BoN5dz2+3/RYwRmyG+6O4qlYhtT5AYmUzthb/qTqLcePgzjuNn1tbweMBuz3k73A+Vf2ziqZ9TQS8xlxB1apiy7QRNTGK8GHhUisixGVC+pQIIYTolaYZIyQvv9y+Jxd4HrAybFgpb7wRZHnbHnSuEdEH6zy55UluX3/7OT3fA5ZZLP2knNFaOcMdrSEFEb8C264ZSmG8wr5542galUZNSw2D6itYSAoxvjGMaMzBVmXUsSgK/Nc3oT0j1NSAf0MlZX8qQ8/1orl20bi1MbQHViBhaQK2MTb81/n5fNvnZGRksOjqRYwePZqIiN5Xh2psbaSgsoCyxjLKXeVUNlV2BLlIcyTXDrsWxe8n2lHHl+NmkjB8LEPsQ7B8vhW09aduFBt7ahRk5MhT+8PDjX8uAj2g4z7uxjLEginCmGQXcAfQ/TqRoyOJmhhFxOgIVLNMzxJCXFwyUiIjJUKIC0jTYPJkDZ9vDVAB7AZ2hXx9TzUir+1/jbvfurtPoyIKCvdbZnLLHjdxRU4SyxtIVKOJPnEyxBu0tZDv1LnR7zemngE0Nhr1Mp0lJJxaVCp6XyWOF8tQLSrNR5tpyW85/TN6ECBA5bhKWuJb8F/n577H7zP2BwL4fL6gNSJev/f/Z+/N4+yo6rz/97n70vd23963JJ09JISELRCIQXYQFBHQiDNuKPioPM7jMKPoKL8ZR8b5OaIOOgouOPqMgAoRERAQkNUkkJXOvnSS7vS+3r77rVvn+ePUvX2701m6Q/p2J+ed131VV9WpqlPf1Kk6n/M933Noj7TTFmnDaXNyds3ZALSEW/jphp/m0rnsLuqd5cyKOKjvM5keBltbOxiGmhzmqqtUwpYWNbvl9Onqlx8fUkCkKUkcSBDdGiW2LUYmlqH8feUEzlGemnRPGuEWOIp0u6RGcyqjPSUajUajGUb+RIZPPdWNYfweGGWYrSNwpMkMGzsb+dGbP2LL2i282vzqkY/Hxm2uC7jo9WZqk07cNhdV/QYNHUk8B9eMmEPkOLwTeVPIp+ct4uBBaGqC/X+Fvj4VtC+E6q1UXw/BIMyZAzWJCPFnOkmuT9L3ZpjWMYgQUEIkUh1hsG6QQ8sOYZtlY8GCBSxYsCA3RK3NZssJkv5EP7t6dikPyGAbXbEuTKnsXl1UnRMlVb5KllefT01oGrWBWsrWbEG8+Opwu9jtSniEQkPb6uvVb5KQaEkQ3RIlui1KJpLJbXfXubF5hzwhzjJnIbKn0Wg0R0WLEo1Go3mHWb16NQ8++CCBQIBEIsEf//jHMU1kCMeezPBbr32Lu1+4+4jH37gNvrg1gKe4nHnuGoJ/+etxTWB4hMyo2dXtdrjjDpLX3MAbb0DTWjj0OGSG6r84nUqYlJZC1+ouzn+sFeEQGH0GO98IH1eA+uHXh/KPlfOM9xlKlpYwb948Lpt3GdXV1YAagndXzy46oh2Ueks5s/JMAFoHW3l699NDebM5qQ/WU+8oZcagXc0wf+gQzpYWrr70UlhwlkpYWqq6W02bpoTIjBlQWwuOyfXJNNMm0pC5blnxnXHC61RjqLvGjW+RGmnMGdIiRKPRTH4m1xtWo9FophiNjY3cf//9bNu2jeLiYpqamti2bduYzyOE4Morr6ShoWFYt6zR+PjvP85/b/7v3PqiDvj8OrWMOWFOwsustjiCQZTno2nsN2azwZIlGOcuo/UDd9IaWsSFF6pddgPeeAPSaVVPn+eMULuzE19vDHtPioMv29jTkSK2JTbmy5qY9M7qJVmSxG63c/5V51P94Wr8i/zMis3C5/NxcOAgm7s289zm52iPtBM3hjwu88rm5URJXaCOC+ouoDZQqzwgm3Zie3UD9B4cflEhYCBvnpTFi2HJkoLOE3IkMrEMsV0xYjtiJPYmCFwQoPSKUgD8i/0It8B/hl97QzQazZRDixKNRqMZI6tXr+aBBx6gv7+ftWvXjvs8Qti4+ebDu2WNes3tq3lq9b9z3it7uaC7m2tjMKsP3Aac2T1yVKyxdYvKeUJiMdLlNfRVzWfHklVsE4vo6AC5FvydEUp/34nsSwOwckcKW3cClwuim6MgYewSBBDQPbObZEmStD9N55mdeM/wUj+znpK6EtpL23k7/jbzu+ZzRsUZgPKArGlZkztFyBOiuqiaam8FDWk/bNwIra0Ut7Zy7YoVUK2Ow9imIup9vqGuV/X1UFc3PBD9BCdPfKdJ96eJbY0R2x0jeTCJNJW7SdgEZnyoG6Cr0qUnN9RoNFMWHeiuA901Gs0RyMaC7Nixg5aWFlwuF21tbezevXucZ7QBNwEhbrmlknvuOYoQaWyERx+Fzk7ean2L+KYNXNxyfEPyHj0LNrjpJpAS2d5Oau4i3H9/J127Kmn+USu7D9kxPE4c8RSegSS4bHjI4N4fPdEr5zAxqbylEv98P6U3l/KLv/yCuro64oE4A94BIrYICSMx7Jjzas/j+nnXA9Ad62Zv716qi6qpKqrCs3Y9bN8O7VYwej4XX6yC8UFF3huGCkifhF6QLGbKxEyYOIKq3XBw4yDdT3QDYHPZ8M7x4lvgwzvPi90zuQSURqOZPEy1QHctSrQo0Wg0DA9GP3ToENu2baOpaRzdnnII4EqgwVqvBFaxYsUifvxjOEyL5IkQDh2Cp58efwxILgvW6FgNDXQ11XFoz0KStbVEQ2XE21KY7UkyLju1RWlib4/Lz3FMJJK+OX1EA1EM0yDiibBn3h4Wf34x/UY/7533XuaVzUMIwXN7n+ON5jcAKPGUUOmvVD9PGdNSXkJ9cWhrg9ZWuPZa5eEA+MMfYMMG5eGorFTxH7W1UFOj1idZLMhopHvTxHfHie2OkdifwDfXR+WH1AQvRsRg4NUBvHO9eGZ49PC9Go3muJhqomTyv6k1Go3mHSQ/BqS8vBy73c6ePXvYvHnzuM+ZDUqfM2cOEGL9+kr27VsFDFceDgfDBUljIzzyCLz0kgrSOBFsNiLzrqZTXEpaFpMygyTsddjjfpIvp0nsjKsZ2JtS2Ggjfy7xd0SO2MGxzIFbuDErTLwhLxv2bqDzzE7WyDWkvClCNSFCtSGKq4ppibUA0Jfoy03Wd27NuSyqWESFvwKX3QXPPQf79kDXX4dH04MajjcrSpYvh/POmzICJEuqM0V4XZjEvgTp3nRuu7AP9+I4ihx6dnWNRnPKM3Xe3hqNRjMOsiNheTweent7eeWVV96R82YD05ctW8aqVauQchHf/S78/Oejp3c44NnvNLLokUdVV6MtW2Ac3cAksPu8mbjkexjYuxib3wZFASKpWpI7Rg4znAFU49g71lnJBmU3lhGLxeg70Ee/s582dxtbpm+hrbSNCz50AcIm+Mx5n2HWhlksr1pOXbSOlljLkOfDX0mlt5zKpANvzwDsfAHa2ynr6IBPfhLsVlxEZ6fqkuVwKK9HTc2QB6SqaihPFRXv1N2dNMy0SbI5iTTUpIWgJjEcfEsNwewIOvDO9arfLC82l/aGaDSa0wstSjQazSlHY2MjDz/8MM888wwbN248oXPZbDauuOIKYrEYNTU1h01aCPC978EXvzh6b6tFNPKjed/l/NjLeP5u35i7ZKWBxxeCO3wxtZFbcc+aSyIeHJposD+b8vjnPTkiAkJXhvA0eEj3pkm0JpBVkqQvScpMkSxOsujDi/jFX35BJpPh9erXMUwDBARKA1RUV+C3+6kpqcGUJitXrgQpmRWpxlEUVB4RKeGhh1Q3rHT68Dx0dg5NQnjFFWpOlLKySRd8fixkRpJsS5LYnyCxL0HiYAJpSFzVrpwocde5KXtPGZ5ZHpxlzpzHSKPRaE5HtCjRaDSnDI2Njdxzzz08/vjj4z7HVVddRTAYpL29nUWLFo06R8jQ9dREgc8+q9YX0ciHeJSFNDKTJmwYLGErYtfxXVsCf5oFbZ4GSjpuxJ6aSUtxnMqeWRR3lBMDYhtgzKNrZRkhOlLtKRxVDiiBQE2AylWVJGcm+cVrv6DpQBMdrR2Eu8LY7DaW3bgMgBXLVuBZ46GiogL/HD9VtVUsnLOQutI6ykwP7r6wEhavbITOZ6GrC2c8Dl/9qvJ4CAGJhOqOVVkJ1dXK65FdFhUN5deah2QqkJ28ESC+L07nw52Y6SGhKOwCT4MH72xvLq2wC4LLdDyjRqPRgBYlGo3mFKCxsZF7772Xhx9++LjS58eAhEIhent7iUaj3HHHHdxwww3HPH71anj0a40s2vooN9DJZznEGWxjNk1jHh0rDbxY34CIXsr2UAkJqjh/2/nYrDMVH8cE6yMJXRXCHrSTak/hqnGpyfPKIHFNgvCMMPvj++mJ99Ab7yWSilBTVMMHZnyA3/zxNxx8/CAv7X0JUJMNep1eyovKuXTapdSU1OBxerjrs5/F1tMD8TgsWKAuGg7Dd+8bPUPFxWrkq+xs6LfeqsTHFIr/GImZUt2xEgcSJA4ksBfZqbxFBaY7y53IjMRd78Yz3YNnlgfPdI/ukqXRaDRHYep+ETQazWlPY2MjX/7yl3nqqaeOmm4sExMeid2rG2m571H6dnVS0rmDX/PKuIbnTQMvzAJvGvYGGmg1P8DyHe/Bjp0lfWM8meX5cDe4SXQnSIVT2D5iY+DSAfrifdQH6zmzVk0kuK1rG4+8+QiDLw8y2D3IYM8gdqed8688H7/Lj9fr5cCBA9hsNq5dei3zZ89ndsNspgWDFLe0ILb2QM8+6H4CotbwwEVFQ6IkEFCxHcGg8oBUVAwt8+cAgaHuWVOMVFeKwTcHSbYkSbWncvOFANiL7DkPiCPoYPqXp2sRotFoNGNAixKNRjPlaGxs5Ctf+QpPPvnkUdNdddVVuUD0sYoQGBIiRZtf59zBl5g7zvymgc3VsKW0gZ3eS/HEpzEjPIOG5gZmjUXaCHBe4iQwO5DrbvWW/y1eO/gaaTMvPsMayThhJKiz1fHyyy+zq2kX+5r34XV68Tl8lDnLKHWX8g9LP4fo7YXdu/nU/PlUZTI4a2rg8svVSZqb4fnnh+ejqGhIcJimmvtECPjc58ZpocmFmTZJtaZINCeweWwEz1NdrMyESXidGjjA5rThafDgmeHB0+DBVecaFhOiBYlGo9GMDS1KNBrNlGL16tXcdNNNHGmOJZvNxkUXXcRdd911XF2x8smKEFvTX6ntW8+sWP+YhUi+J6Q9ADvLYYf3XVy66W+ZvW328YsQG6Tnp4nXxon748SL43Re2klsZozr5l7HWXVnAWA/YGegbwAREZiDJkbYoLaqlmuuuYZKfyXGgMH2t9+GeJwLas+idvZs6urqqOvvp2bLFsS3v527ZH32j3h8SJRUVMDKlSrYvLxcLT2eMVplcmOEDeL74qRaU4d5QVxVrpwocdW4KHtPGe56N64q12FD92o0Go1m/GhRotFopgTZyQ3vvffeIwqSW265hXvuueeYXpHV21fz4PoHMRMBug6GWLJxE59+s5ELOmJjEiHZwPSwB6oHYVslPDangbP23MiMjhkkEglmbK3mXT3TEcczKK+A8pvL8c/3s/bstewo3ZHb5Xf6CXlCzPLOIuQNsXPnTl599VVa21rxGB5swhI7vb0UtR5icdEu6FuL0dXFqv5+6gIBAsuXw2WXqXSNjbB+vep2lRUb2WX+ELsez9AxUxxpStLdaZKtSex+O765ahSsZEuS7t9359LZnDbc090qJmTakACzOWw6MF2j0WhOElqUaDSaSc9jjz3GBz/4QUzz8GFvj+YZaexs5P6197OtcxtVgSrCA7ChZQfVXVv50FaoHYBz22BJ5/HN45EvQopS8MB58KQVUtHQ0cDNb9zMVx69NhekfjyYwqRrZRfphjTLP7Oc2RfOJp1O07mnE2+Hl1QkRbw/Tm9HF7NmlXP5kiXQ1Mf2TZtoefZZbIkE1RdcQPXChdTU1FDd2EjV/v3w9tuAeskvaGiA0lIlQLLMnw933314vMcpRLo/TfJAkmRrklRbilRbKjcilm+eLydK3HVuAucEcNW4lBekUntBNBqNZqLRokSj0UxqVq9ezS233DKqd2TFihX8+Mc/HuYZaexs5Ndv/5o3D73Jn5v+fNgxN+yA3/3m+F9+2e5YGdtwEQJwq+tW7t+0nOINxdTvqT8ub4gUEnmxxJ604z7DjfdWL0svXEppUTEMDPDCr37Fa6+/jozHoaFBxWoArFlDbyAA1szzMw2D26dPp8Lnw/me98A556h0FRXQ0aFESCikli7X4RlxOo/TApMfI2KQ7kiT6lCjjXlnegGI7YjR+6feXDphE7iqXLhr3XhmDnlAHMUOyt9XPuH51mg0Gs0Q4kjdIE4HhBBBYGBgYIBgULvkNZrJRmNjI0uXLiWTyRy2z+FwsGnTJmSF5Febf8XGto20Rdpo7Go8LO2iDvjIFnj3frjgEEf1Y+THhGyrgMcumUVLg5uYESHgDuBxeJjZOZOb195M9TPVxz9noQDHSpP4dT101aXp6emhr7MTc8sWrps5k/NDIZCSNS0tvNjURKXfT+WqVVTOmkVFRQWVL79MUSKBCIXU6FVZwVFaqtan8PC6YyW+L058T5xUR4pUe4pMdOj5CJ4fpOy6MgCSrUkG3xzEVePCVevCVeXC5tQB6BqN5vQgHA5TXFwMUCylDBc6P8dCixItSjSaSUljYyM333wzO3fuPGyfzWHj0rsuZ7Ahyrr2N454jkUd8M8vwI27ji5EAAzgDwsCPPnBc3CdN59KfyVLq5eyv38/QXeQ0MEQxc8X49zthMMdMCOQpKvClNUL/F4DlyvGOvEXtht7VIzGhRcC4LTbKVu7lgvr61k6fTqUlJAJBrGVlirxsWQJ+HzHutgph5k0SXenSXWlSHenSXelCV4YzHlAep/rZeCNgVx6R9CBq8qFq9qFZ6YH7yxvobKu0Wg0k4apJkpOn6Y1jUYzJWhsbOS+++7joYceOmxf0ZnlRGZ0Y84wecHzPLSPfo5FHXDnWrhtw9Ffcgaw8+LzsC1uoP+Gq6k7czH3Fk+nJlCTSxN5O8Leu/fS99SxJxGRSDoXdnLg7LeJtbzGrYsXM69Mtdr39PoImGdSVl1N+apVlJWXU1xcjOjoUHN7eL0gBPZjXuXUIRPLYPPYEDbVRa3nqR5iu2IYA8Zhad3T3DlR4jvDhz1ox1XtwlXpwu47naym0Wg0pyZalGg0moLQ02fQ3BGhvSdKZ3+UnnCMbdve5mff/ARSHt5dCwGRld1QefTz3vlX+O6zHLVyL+12+NSncNx5p4pH2b0benpgxyAMrqH1z0n2PWMnHQZ6yo8aKyIx6QntxebxELtB4LncwzL/xZRHl1I7fz7U1kIwyHlHiuGorj76DU1xpJSkWlOke9Oke9IYvQbp3jRGj0EmnqH2jlrcNSrYPhPPYAwY2L12nBVO9StXy2waAM80z7BRsTQajUYz9dGiRKPRvKMc6O6itWeArgElNHoHo/QORumPRVm18jzetXAeAD/846u8uPdlAKKdnbRv2kT75s2jCxIb8EGOKkgWtQm+vbqCazo7jyghzEWLGKyuZqChgf6PfYyB3l76n3xw0Hc9AAAgAElEQVSS6EN/IbijmpmuesItRcR7SuB4wtZtMP3BWs7/0DL8fv+wyfNOF6SUmAkTo88SG70GxoBB2fVlCCEQQtDxfzvIxEeJCwo4MGNDQTmhK0KUXlOK3W8/LW2p0Wg0pzNalGg0mmFIKUmbaVKZFEWuIgAM0+DN5o2WyIjTG4nRH4nTH40RjsW476Mfp8RbDMA//uxJOuIHRz13U+eMnCiZVVNCU6SCdX9+mG2Pv37kDJ0D9vMhY/WoKonDgm7wJwT+puUs6DG4ofUQFw4eIkMnfUA/MGAtq4CF06bBRRexNRTise3b8W8OU/F/3saZ8uPud1PVdD0CQcdx2Cd0VUjN4F3ponJVJf5F/uMx65TGTJkY/QbSkLhrlcci3Z+m85FOjD4DM3l4tH/o8lCuW5VvoQ9McJQ6cJY51bLUedis586SU2dEMI1Go9GMDS1KNJpTmIyZIWEkiBtx4uk4cSNOwBXIxUwc7DvEi3tepz8aZyAWYyAaIxyPE08alPpC3P+RLwDQ3ye4+6GnjnidroFoTpTMLW+gJOqnxO8nVOSnLOCnLOinotjHvGnlrN76GPf/7j/oXtfFvu2tRJviRzzv+5bA0iC8GYZnyoDtlxA85GfxwVbm9jVwWfIAZ7ORV4BvA4edado0zrr+ehZ+7GNE2r2YT4RZ2t1O8day45vMMIsNghcFmX7XdMpvOLWGjpVSgkluXo5UR4rIlghGv6F+fQaZmPJyuKpd1H2mDgCbx0aqPQUoj4cj5MiJDUepA+EYsm/5e08tm2k0Go3mnUeLEo1mCtESbiGWjhFPx3NiI2EkSBgJLqi7ICc2fv/2c6w5+BbRRIp0GtJpSKXU7+JZ5/C/r34fABsb4/zihW3DriGw4cAPgSEPQDBgZ65rJQGfi1CRj1CRj7Kgl7KAlwqvYLoEmpshFuNfzwnRWFPOo9t+S1O0E/GXRro622nNOHiipYsn3+5jV8/R79Mm4JaFYKbgjV3lNDc54bmV0LOADM1E2MWl/J5z846JAz4gABQLQcnttxNc8Te4n3Kz9mMm8V29IKGE46wgCwhdGSK4LHhKeESSrWoSwUw4gxE2yAxYy3CGwHkBSq8uBSDdm2bg9YFhx9p9dhwhB67KoflO7B479XfWYy+2Y3PoYXY1Go1Gc2JoUaLRnERMaZLKpEgaSZKZJAkjQdJI4rK7mFEyA4DB5CCvHnx1VKERTyf4yrvuxm5T3WB+9JfH6Ir05YRGVmyk0xC4eg41i5UoWb8e1uxP48CDAy8OPDjx4sCLLK/L5W9WRS0rS/6GEr+XUMBHhdOkPBMh4EgQdCVgzRqIx3ElEvxkhR9WrlAHDgzAgw9CLMb2zm38tm09brsbt8NNZ7STOxceIgGQguXPQkuLmjH94DEGJHQFwD8LXIvhuYEbCL90NpmIRAWVBFjKHv6Rhwghqco77iLgYiDJTFoW3E3MewZyi5fBBwYxOHwkpyNig/KbyvHP908ZIZJoTmAMGGQGM2QimdzSCBuUXlOKb44aUjiyKUJ43eH/AcImcrOcA7hr3ZRdW4ajxPJ+FDuwuUcXHc4y3d1Ko9FoNO8MWpRoNKOQjavIiokSTwkOmyouu3p20RvvzQmMZCaZW55dfTaLKtXs4mta1vCnPX+yzgeZjBIPhgHTgjP4u0s+AUDvgMHDr6zL7csuUymQpp0vLk/id6mKZfu2uQwm4pbY8FBkCQ6HdFOcrFRiIZnkuqK5zKldiS/kweeDyo63KY624iVOcd8ueGgLxOMsjsdZfMEFsMISG+vXw5NPHmaLVCbDXkeCe/c9yI7WHZRliljx4n6SYpCoq5eYEzoi0NQFA3FIbkSNtxuFvw4ep9EbakiVLSblXQLPfgy6FgF9LGAXq3iS60qf4tzeFw7rdBWhgU4uJcpMelgBO4R18eO4sCVCnCHnpIoRMQ2T5IEkxqAxTGhk/679TG0uHqPnyR5SnalRz2P0DQkyzywP2NTs5Y6gA3uxXS2L7LkheUHtD16g523SaDQazcSiRYnmlMCUJulMmmQmicPmwOdUlfhwMsyB/gOkMqncL5lJksqkcNldXDX7KkAFcj/w1gPD9ptyqPX4s+d/lkq/Gvrplb3r2Nm1B8Mg98sKCffCaSyyRojau8vJ+rfcyLQbabixSzcOPNhx46mthEtUOqfhI3Dgemy2Ihx48aZNysN9uA2JV2ZwvrYBzAQkk9yZgY7lN+HzqTn16h//T9yZGE6ZxPOEzI2DeyFw4W23wbRpasNvd8DBrcNs1hGJEEuniQcCxDweYrEYsX37OHBoN2agH6PIpJcYrzTupq0zTlu6n/68OemelyBrUTOabwAk0AscezqPIUprITALwnfB/htg//Dd9yx5ia9vvgUbpjo3QyIkTQlJyunlQo49NaLFBIsQaUpkRuZmEU/3pInviZOJZsjEMphRM/e3I+ig+qNqeGCZlLT/6giTsACZwQy2MnVO33wf7jo39oAde5E9t8wKjiz+BX78CwovuDQajUajGQ0tSjQThpSSjMyQyqRIZ9KkzTSGaVBdNDRPw9bOrcSNeG5/Nm0qk+LC+gupKlKddl5qeoktHVtyQiNtpnPnOL/2fK6bdx0AbYNtPLb9MaQE02SYkPA5inKiRGbsrNvaTTotyWTAzDiwZXxIww2Gm/65UGnV5w5tXEhnaw12obwVJdEonrSJOyOowwuODZBKcc7uFK2dnyRaVIXTCTN6NlDT04hH9FPa3Qn3rYdEgspYii8GzyJ53QfweqGoez/Bx/+A0wl2O/DKkA2XOp1w9XUYhkEikSBu68JIJykpKQG3myiwrq2NOJB47jniHg/xeJz4wYPE+/v5+09/GrvfD14v3/vhv/Png6/Q0bSawPMBHHYHXZEu2iJtsBAoti4aACKAE+gGDgIOkC5gK3CM+JBRcZwDxteh94ac2ACw2eBri1dzXcsDzPUfomRzI5DvDZlGDys5+iwkI7CBf4mf4LIg9XfWj0uESCmRaYkZN8nEM5hxE1fV0KR9kS0REvsTan8sQyZqCY54huKLiym9UsVrJNuS9DwzusFkWg5l2WfDf4ZfiYw8oZFb5omN0OWhMd+PRqPRaDSTDS1KNIcRSUVyYsAwDdJmOicMagI1lHpVBaupr4k9vXuGiYds2tpALVfOvhKA9kg7P9/4c9KZNBJ52PXuueSe3JwEz+59lnBS9Xs3TdXlKZNRImJmcH5OlBxojdO4vw/DANMUiIwbId2IjIvqhA/mAVLSd8DPwVeXYJg+hHRRlDQIxmL4TEHIY4e6TZBKYU+mOXft5XRUn4sdF55UnHk7n8SRSWLPpKg0fgOeJKRSfHhritcu/jKugBu3G8548Yf4ol04nVDyNrnW/rkGfPbGIK5lSpTwYj/y5b0A6n7D0BWNMgikvIdIpTYSDic42NVF0mEwZ9p0Zs+cCW43W5qbeaWxkUQsRvJf/5W0YXXLkZIZ8+fzidtuAyDV18fL3/++2tfcTGe0k8bORqKpKAB/3dhMe6qdhJFg095NysvhQwkOJ0qIOIEE8CJKhIQBj7XsHO9TJYArgWXAKjAWDdt7Jo3cs+ARrnX+Gf/mtQBEehrYxyfo5yzCnMVYvCH+JX68c7yjxoaYhonRa2AmTMykqZbZX9Kk9IrSXNq2n7WR7ktjxk1kZvizW/WRKnxzlUcucSDB4IbDu4vZ3DbyH3lXlYviFcXY/Xbsfjs2n23Y3zlrCUHlh44xS6RGo9FoNKcQWpRMUvIr+FlhYJgGhmkQdAdzwqAr2kVTf1MuXX7aIlcR7254NwDxdJyHGx8eNV06k+bvLvw7Au4AAA+//TCHBg+Nmq/r5l5HaZ26dku4hdcOvp4TDlkRYZoQCdm4crY6JhG3s+9ACpt0IqQTkXFiN+zYDDsOw0ZmcTcOEzAMBv48gxZ7ANNwYss4mNG+H2dG4jYF3q49UHsA0mnmvR7hAHdguMux4WDerqcJ9Tdhy6SZXvMmvPU6GAbzemHF4OW0zn4XHg9Mj77J7H2v43CA2w38/k1AVXffW1bHwPtX4PGAJy0p+8VOHA7ULwWpRIb+RAJfreDdF+8k5XKRSqVItKRIRR2cM38+uN2YDger160j5YDkWy+TbFxLMpkk0ddHMhrljk98gsq6OvB4ePY3v2HPvn1qNvEnnhgytMOBZ/58Zl+i+nil16+ne/duAEQmg9frzf0qqqpo7Gzk0cZH2da+jT2pPYQCIQybwesDr6sJB52AAzY0bRi6xgJgG7AecAFeVBhGN8O8F+PHBtwEzAdWAUqI3MBqbucuBglQPc3FtGg39NaS3lFCMxeR4n1EmU6SWo5biIAaLevqEKVXl+KqdOUER+/zvUS3R6m8WVXy091pWn/cesTTlLy7JDeaVCaq4jiEXSgPhdeOzWtTP89Q3orOLsIz06P2W0LD5rMdNiqVq8I1TPRoNBqNRqNRaFEySXls+2Ps6N4x6r6VM1Zy2czLACUMnt799LD92aDqCl9lTpRkMtDYfHCYcJCGRBomNgPic/oJ+JW6iL3toMusQZoOZMZBRXsPrqREpGwYZx6CeVYAxZoOBrovJuGrxI6ThkPbqexrxZmR1JWHYcdPIJ0m1JNmxZ53sX/m5QCUd+/gzMZHcvm1df0wV/e8bFOQl5Z+EbsdXF7JJQdewG5X3ZgqNgMHVLq5YTDetRJR58ThMClz9OE62ErQ48LjATKC5nicuFewbFkL5llbSKfTpPftJ+Y1WThzJmWlpeB0sn7/fna3t5N0t5F68yekUilSiQQpR5yzFi/m2muuAZeLpgMHePh3vwMh4PHHh9m8qKiIc265BQAhJVvfegvTNKFveICFvbiYVHExlJQAMG3GDBwuFx6PB7fbTWuslVdbXyVshNmweS+fePoHdCfaCcpKfCJIVIbptzUTcJTitruJml0M7mkh9VYzuQhwN5ACOoB1KO9GgCHRMYASKXHG1/XqCCymimJCeEhRj+R8VlLJBQRw4uYt4FWKHJ24jQwp3kMlArPZzUFmMybxkUfxZcX45vhwVbrwzvcS3xPPza+RjyM49Kqz++y4693Y3EpY2Dw29bclNvKp/mQ1NpcN4RRHnWHcU++B+nHdgkaj0Wg0GrQoKSyZjGohN4yhPkrWMvN6Dx2uIAI3mA7qDrbjjaexGQLbtD2wMA2ZDPbtnaR65tEbrEMaDupampjWvheHKSn198Gm/4JMBkc0zeJNDWxf8F5sOCgJd7Jswy8R2BAIgjt/prroACs22ehb+vVcNi964z9wpSIATOvflOue1NAMZ5TcSiQwD6cTZnfupTLZhdMuKE4JOAQDiQThuEFdZRD/ooMIYeDuPIQID1JVEqK8JAhVTpojYZr6+miukOzc+RzNzWl6e9NslAblJWWUus/lwJpmeiufZn/HVmJmnI4ND2G3qSqvTEVJywiVy5fhMcvo7+uje8MGXGkvNc/+gTndfQRjUbzpJHGXm/MqypmXSVEaDfMcLhoNcBopfKkkMZebtMOF00hhyjSpsnIiniISg/3E+/tIuH0YLi9FRoLSZJyYx0+/x8fq//oeFfEwnd5ivDYXgWSUqmSEsDdIwh2gNBWhJjHIuod+xPMuP8HUIBXxMA6fjx6PB9OWZCDajdkDYRsk7VCZAn8S/G5wuiCdgtIR69EEeNwgXFAab+CMxKX4ZQkxIECAUkrpoYcoUYIEKaGEHnqIEKGMMkKEGGCAOHGKKKKEEsKE6aQTL17KKMPAQCDw4SNAEYIUdjI4kNgxKcWBnwgSG0mqMPBh4ocRY2VFjAVETqDIeBd4cVW6cJQ4KLmkhLLryvDNV12oUp0pUotTCLcYEhp5oiOLI+ig9lO1x3U9R5F+RWo0Go1GMxHoL24hiUTgv/5r1F1Lt8L+uf9A2qX6wp+1/gECkTYApne3wkArScOgqE1Slbka0zwL08xQFu4k1BMm5PZRYgc6OzkUDtMXT2KTaULuFmy2DG6zk05fD1XBUmpDZdjK7RxKRWhsb2ePp5c1kQ8SMQYo7Qrj2L6dmkicZZVBeiJemjeaPNnaj4inCAfuo81m5+2uCANJA7fNxhyvh9mJ81iSvpYYkohI45P7CbKaML3ERQSvLCJEgJTowbBHkEYRHmoI08MC/sRSAgQpJYwNQzRTLPuZQSkxZtMrqvBKVd0epIe4iOCz1o31PWTsERyZWpy8iyg9mESwAQ4CeCglSQ/23gitBOimlGp6KCeCIICXUpJRdYydAG5KOdSv1gUB5lFKPHdOdT4/PRhEOESAHkqJ04uDCGkC9FBGgj4yxOgiQIQQCQZIEiZKgAFCpIlhkkJiw4OfywkQJUqKFDZsFFHEYErFKxRTjBcvyVQSAwOP9S+ajpIkySxmYRun1+FEyKBCTt5xbFByRQk2u43aO2qPOpu6q9I1bHI/jUaj0Wg0Uwch5eGBxxOeCSE+B/wDUA1sBu6UUq47SvpbgG8ADcBu4EtSyqePlP4o5wkCAwMDAwSDBRiXPx6H//kfFbRgt4PDwYHeXp7evJneMPRVzQOnDSkzODoO4rcLbr9hFUUlDoqK7fzzT39KRgoy/gB2vxchQKSSkEzy6Y9+lLr6enA4ePQHP2D7n/4EsRixTJK+3lbs0Rgpn5vzSxaxsP1ybINVhB19NMswrpQfT6aUDnqIEcFNkCDlGAxgEgdsmAQIECLKIBGSFFFEkCAxYnjwMIMZiMNmlNBojoKQlN9cARJS7Sn8i/zjHi1Lo9FoNJrTnXA4THFxMUCxlPKktB2+kxRclAghPgT8EvgMsBb4O+AWYL6U8rCxfoQQF6EGSb0b+CNwK/Al4BwpZeMYr11YUTIKe/fu5eEHH8YZc4IEIVXFXkiBNxLltqATb8cmaG/nP8NJZLqa5u5WIgMlzMich48iXBkfRQQZ4BCmfRBbxk+QegyiQBoXQdwEAEkZ1djGMryqRjMmTEoqD2LGJa7iNM4iSBMk5a3HNacEZ0jNCD6ZJi7UaDQajeZUQIuSsWZAiLXAm1LKz1vrNqAZuF9K+a1R0j8K+KWU1+dtWwNsklJ+ZozXLpwoSSTgO9+BNWugrQ36+2nzevm/XUW4Oq6lgTMxyWCSwY4DBy4ypEgSJ0kcF34Mkvgowmb5MrRnQpMlQ4au4i1Md7vwxH1DgmBQkAo73rF1vD7SFbNIxTy4alw4Q07SvWnt6dBoNBqNpsBMNVFS0JgSIYQLOBf4t+w2KaUphPgzsPwIhy0H7hux7Vng/cdxPTdqbKIsgTFl+J3kzTfhn/5p2KZngB6+xDWsLEye3mFMMuwWG4g6+nFmPPjMYmK2fpL2OK6MB59ZQszeT8oex5Xx4suoddMVx5H24jVKiDv6MVxxHCkvXiNE2jWIzWsgEi4cqQBpzyC4Ukdf95kQLEak3DjCDtLFaSgCMSgm1TqAK+miOF1M1cIqyhrKchX8kRX+I61Dvtfh8gL+72s0Go1Go9EcP4UOdC9HTc3cMWJ7B2oWhdGoPkL66lHSjuRu4J6xZPCksWHDYZuagUomfsK0NGn2sY9DHCJCZNiITW6HwGWrwpv2MuhJk7LiiF0JQSDlYNCTxvT5qPTMolx4qFrooqzBmasYX6YrxhqNRqPRaDSaY1BoUTLR/BvDvSwBoKUgObniCjV7XzKZ23Qz8Fke42zOHldXLIlkh1hPUkYpYsgL4ch48Zohuj0RIh5JIBEimFAio9eX5BV7I9vj2ygurqGoKAQ0U14e5a677uCGG2545+5Zo9FoNBqNRqMZhUKLkm7UaKJVI7ZXAe1HOKZ9jOlzSCmTQE4FHG0ytJPOokXw1lvw6KOwYwe0t7OopoYfSsnDz3+P2oGLMe1xq6uT6toUcfTT6zOxZzyUJAP0uwdJuEyCqUq8Rog9Z8widP1drFqlTq/RaDQajUaj0UwFCipKpJQpIcR64HLg95ALdL8c+MERDvurtf97eduutLZPLc48U/3yNwHfLExuNBqNRqPRaDSaglBoTwmo7lT/LYR4C1iHGhLYDzwEIIT4JXBISnm3lf77wMtCiL8HngJWAecBt090xjUajUaj0Wg0Gs2JU3BRIqV8VAhRAfwLKlh9E3CNlDIbzD4dMPPSvyGEuBX4V+Be1OSJ7x/rHCUajUaj0Wg0Go1mclDweUoKyWScPFGj0Wg0Go1GozlRpto8JbZCZ0Cj0Wg0Go1Go9Gc3mhRotFoNBqNRqPRaAqKFiUajUaj0Wg0Go2moGhRotFoNBqNRqPRaAqKFiUajUaj0Wg0Go2moGhRotFoNBqNRqPRaAqKFiUajUaj0Wg0Go2moGhRotFoNBqNRqPRaAqKFiUajUaj0Wg0Go2moDgKnYHJQDg86Se51Gg0Go1Go9FojpupVr8VUspC56FgCCHqgJZC50Oj0Wg0Go1GozlJ1EspDxU6E8fidBclAqgFBguclXuBi4HX87aNZd0J3A48CKTHcfx41ifiGhOV53UM2W/ZJM3jZF4vxPN3qtl5NBsWOk/jWS9UHk6kDBcqz5PJziejDL/TeZyI9RM5R9aGW4BXp0ieJ1Me3wWcxdAzOBXyPJb1r3DyCaAa2usZXq8NAK1yClT4T+vuW9Z/0KFC50MIkQJMIJW3eazroApy6jjTvxPXO9nXmKg8Zz/C6Umcx8m8nmUin79T0c4w3IaTIU9Txa4nUoYLlefJZmd4Z8vwycjjVLSrzvPxHwNDz+BUyfNxrUspT3o/KtXODsDgiOtNmT5cp7UomUQ8C3QD6/O2jWXdB3wOeAGIjeP48axPxDUmKs/bGbJf6yTN42ReL8Tzd6rZeTQbFjpP41kvVB5OpAwXKs+Tyc4nowy/03mciPUTOUfWhn8A3pgieZ5MeRwEljL0DE6FPI/nnJqjcFp33zpVEEIEgQGgeCLU+KmGtt+Joe134mgbnhjafieGtt+Jo214Ymj7nTingg31kMCnBkngn62lZuxo+50Y2n4njrbhiaHtd2Jo+5042oYnhrbfiTPlbag9JRqNRqPRaDQajaagaE+JRqPRaDQajUajKShalGg0Go1Go9FoNJqCokWJRqPRaDQajUajKShalGg0Go1Go9FoNJqCokWJRqPRaDQajUajKShalGg0Go1Go9FoNJqCokWJRqPRaDQajUajKShalGg0Gs1pjhBCFDoPGo1Go5m6vBPfES1KNCeEEGKZEOIqIYS30HmZiggh5gshiqy/dcVwHAgh9HvsBBBClEk9i+4JIYRwFzoPUxkhhKvQeZjKCCGWCyE+K4SoLHRepir6W3xiCCGWA+Uneh79MdeMCyHEu4UQG4E/AxcBFQXO0pRCKH4AbAc+kd1cwCxNOYQQNwghVgP3CSFuK3R+phpCiOuEEOuBJ4QQPxFCnG9t18/hcWI9g68ADwkh/lFXrseGEOL9QohXgZ8KIb4ihPAVOk9TCatR8E3gWWA+UF/gLE059Lf4xBBC3CSE2Aa8BJxzoufTokQzZoQQ04BvAs8Ds4B/BloKmqmpRwlwFUrUXSKECEgpTV0hPDZCiLOEEH8GfgjsAcqAnwghvqBbrI8PIcS7gQeAp4AfAecBvxJCnKW9JseHJYR/DPwVOIB6D/5YCFFX0IxNAYQQDiHEN4HvAn8B3gQ+C/xMCDHDSqPfhUdBCOEHvgq8AcyUUn4B2FTYXE1J9Ld4HAghLhdCNKO+w48BZVLKZ0/0vFqUaMbDnUBYSvmPUspu4AJgRnanLsxHx+pu5AMagdeAWuCG7O5C5WsqIIRwAH8D7AcukVL+g5Tyb4FvA38L6JbqERyhPH4OWCel/LqU8n+A96Ns+sOJzNtUxequ+r+BB6WUX5JS3g18BFgIfLmgmZsaTANuAb4opfyalPJ+4OOoltas/XT9ZAQjyvK1wBzga1LKHiHEe4ALhRAhK6223zHQ3+LxYXmE3wsUA2dbZTgqhCjNSzMu++mHVnNEhBDOEevZ52UWsE0Ica4Q4iCqIvMXIcSPs/3TtTBRFZeRraZCCJuU0gQuBUzge0AP1ovQ2qexEEL4hBCLss+TlNJAudl/KqXca4kUUK2tcwCjMDmdnAghPPmej7wyXAJ0ZbdLKQ8AXwOWCyGun9hcTm5GK8co+5kM9xA/A/wW+LAQQnejsTiC/Zaj7Lczb9s2oAq4QwhRL6XM6O+I8ogIIa4QQgRG7DoPaAXKhBBNwL8B/w28Znk89bfEYmRdxtom9Lf4+BBCeIQQJdl1KWUKeALYDHxWCHG7EGIN8FshxK+FENPG63HXokRzGEKICquP5fNCiAutbTbLpekDIqgYkm+gWqivB/4DuBC4L3uaic/55EAIUSWE+BmwC/iNEOIRIcSZI5JVA01SyjDwHFAlhPigEOK9E53fyYgQIiiE+DHQDjwMPCWEuMba/Qsp5Rrr7+yHYyXwqpQyrisyKnhdCPFdoF0I8TFrm90qw15gH1Ar8gI7pZRvoirWn7O2ndbfhyOU48XZ3YATCGQrPFLKOKoLyEGUF+W05gj2O8vavQHlLTknr7yeD7wO7Aa+lD3NROZ5MmGJue8A3cB/oVry/ykvyS5gOkqMPAhcjPIW70fF6Jz2cZ5HqMtkG7iylWb9LT4CQohqIcRPga3A74QQ94uhwRQ2ABuBu1Bezp+hGgfPAR7J2nusnNYfHc3hWA/SE8DlqKC5S0C1GlgVlxiqhfWDQAj4iZSyzXK/3wfcKoQoOR1bGYTiKlTQYTmqoD4AnAH8kxCiOM8uFzPUSrge9XF5BPhnIUTxhGZ8cvJxlI2uBf4eJT5+JoSYa3nibDCsNetc4BVr22kdEyGEWAD8CjUAxXbgwwBWy7PNqjzvA0qtNDBU+fslql/1aVmGYdRy/DGGyvFXhRClUspWoAm4GmXHLPuAl4HzhRCeic355OAY78GvWN70Haj33b8BvxdCbEI9e08DLwBnCCFcp+szaHE5qsHvKuA64Deo78NHrP29qDrcZcATUsqI1Vjzvw89SJwAABkPSURBVFBelEUTn+XJw1HqMtLan33n6W/xCIQQNiHEB1DB6xXA51ENVjcDdwkh/FLKAeBJ4G5glZTyJ1LKbwBXAgHgeiGEfazX1qJEM5IIyiX3flSr1cq8Vv5sV5mfAynALaVM5B27CfWhHpdCPgVwoCrHzwO3SSlfkFL+EvgBqlWwHECoPr9+oEcI8TtUJcYEdgBfkVIOnM6t1EL1V/0C8IiU8nUp5fPAp1FB7ffDcNe61fq6DPWC1Kig6wMoGz4IzBBCvM/aly3DqwE7cJ0Qwplnzy5US/8ZE5jfycbIcvziiHKcbYH+FqrCc2GeSB5kqLJ4ug66cFzvQVQL66eATlSFe4GU8oeob0tcSpk6nd+DKDG8DVgjpdwtpfwmymPydSHEQtR3Yw9QhPIuYZXlg6hvyQXWttPV23TEuozVOCOtLkn6W3w4blTvg4eBv5VSPiOl/A7wU9Rzle0O9yrwM+uZy3rcm1H2O3M8XTBPR2Nrjs4O4EtSyp2olqsa4AoAKWXaeui2A/8DlAghbsw79gzUw7p9gvM8KZBSplHu329KKbvzWgkOAGeh3PBIKftQrViPoex1AXATyu1+s5XmtGwhtF5gAoihKifZF10b8HXgCiHECmt7toL9t6ig7R3W9kuFEB+e8MxPAixbxYG7rFbTl1AVm0+B6gtspdkF/AnlKflA3inmoT7SeyY255OH4yjH7Va611HeuU+jAtyzlANBYHDCMj2JOF77Af1SymellJ+WUt4rpWwTqnvwOcCAda7T7j2YVwn2oMRZWgyNKvh1VCv0jdZ35BeoSvTdkPtGn4tqcHjL2na6eo6PVpcxrWU/+lt8GNY35HHg+1LKcN63djcwF+vdJqVMWA0xWYT1rNZi6YuxPn+OYyfRnE5YgcRh6+8XhBD7UC0MT0op96IKbgr4PqrF8CEhxEzUQ3oHKtCzuSCZnyCsvvkZq3I3rMBJKddbaQRD8Q6Xo7ok5BfeDwExKeWGvPPuA+YIIeqklIdO6k1MUqzWKz/Knb5QCOGwnklQFcC1qOfsNSmlYVVilqD6UN8M3IP6yPyv0f5/TnWy9yuljFrL/UKIF4D/LYS4REr5MmqEsiSq1ascNRTwQlRl8fPAr7EE9OnKMcpxOO+5/Arw76g+1F9HdWl9D/CNU70yI4SYD+yzRMgwjmU/K03+AAwhII4SzwHUkPOnJXnPzcvAF6zvTdJ65nqFEE8CHxBCfB81pPc3gG9Y3TbXAbeiRpNaW4j8TxaOVZexxJ/kNP4WH+0bKaV8JW81+0xeBTwlpcwc4ZR24JMo79344uqklPp3mvxQLQAXAxXWuj1vnw0Qeet2a3kzKqDp9lHO50ONM/9HVNDdlwp9jyfZfnejXvqrRtlnA2zW3/l2FMCLwB0j9+Ufay2rC32PE2DDDwMrgFD+vVt/2/Oeu2+hRMiKETb6PKrynF2/AvXCTAH9wFcLfY8n2X5zRtpthP3y7Sms5SJUX/3/OcI5/z9Uq9h24MuFvseTaLusPe5ENaocVt7GUI7z7TwX1f3odVSDzN8X+l5Psh3vRlX2XrHWR35HxvQetOx3D6rbYBvwsZFpTqUfsOQo+/LfgddZZTJrM4+1PMt659XlHXcbqqvmmlO5DOfd76VAQ56t8svjmOsy+cday1P6Wwz8K/AHYOFoNsh7V+bbsQg1n9D7Rjnm88BPUB72g6guX+PLW6GNo38n94fqinEvqsK2GeXSfBvwWfsdIwp0dnuusKMqNL8GaqxtJSOuUVTo+zzJNjwfJboarcL3rrx9thH2C2S3W8szUMMMzstLc9iL9FT95b3cPo7qkrET2Gs9g7NH2iRvfT4q6PDbI7Z/BjXix0xr/T3W/8sHC32vJ9GGLuD/oIY7bh3NxiOeweIRz5lADRawA6tCBFSOOIen0Pc5QbY8w7JjCrgib/t4yrFjxPGnbEUGNR/Bd4GEVd6etspxtnyPFMTHbT/r3LcwSmPPqfJD9TD4Aqpbaj9QO2K/YHgF0IfqvvVLYOOItGcCHfnPb/Ychb7Pk2xDL6ou04MSF02oyUuzz9F46jLD3pWn8g8lKr5jPYO7gJtG7B/5DszaL1uGL0U1GtTkpXFay5WoLv3jFiPZn44pOYURQgRRAa3LUC3UF6H6PweAL4JycUo1stZSIcTvge8LIdxyaKQeE3gUNTfJbUKInzMioFhKGZm4u5pYrO4HtwPPSinPlFL+QEr5ana/lNLMs98TwGNCCK8ccsF/AdWiuEsIUSeEuA94KHvsRN/PRCOllEKNr/954F+ABagWqwHULOxnWukyWRsKIZ6Tqh/wH4FrrFFAsiwCuqSUTdZxT1v/L7+ZyPuaKIQabvYO4EbgP4Gg1U0t1/dcKrLP4B+AtUKIIjm8i+GLqBasr1lleIPIGzJUDh+w4lSmAeUl2Qncbr0jx1uOf549qXV8O6cgVhntQwWvXy+lPBMVM9KDGtUIKWVmvPaTUg5IKX8rpXxkou9tIrBiam5GleFvoUTxh/LTWGVYCiHOtrpn9aCEys+BaiHEv4ihkaAuQ82P8+bIc5zcOykc1rsqO+zxR1Gj3t0PvBv1bRlvXeaP1rFH6o50SmB1j9yLir+8RUo5T0r5WN5+MeIdmG+/bBm+E3hSqtivWiHE/4/ysiOlfEVK+REp5a9OOLOFVm/6d3J+DLVgfRQ142Z2uxPVV3VV3rZHUS/Kh4C5o5zrSiCDchm/gppJu+D3OBE2BOpQo4pdAlSiRpB5ENVf0mWl+y4Qtex3Rt7xZaix5b9qHZNC9fNdXuh7m2A73oDq1nJe3rYzUK0130C10PxHng0XW2nqUcNMm9b236BGhzplW1SPYL8bUS3JZajA1k2jpPkKKg7k51n7jdh/mfV/YKIEypWFvq8JtmH2ffgtlDi+yCqPK/P2/SdqxB5djofbzj7yu4Cq3PSR52FDTT43qO03qg0vQQ2j70DFyzRxeI+DT1pl9Gfw/9o7+2C7qvIOPy/5AEJADCBEwmBiMsAEEpNIzUQiBCSQGmpoaZUmZRQRYdrSRscWqgni2NFR22KjlVCsBUQYaCt00vRjKHUKUgYQpQIW+TC2pCihIgXpAEne/vGunbtyODf33qxzzt73nN8zs+bcvfbae9b63bX3Xh/veheLsvjV6dm+lzCzfAG4rO4y9Vi/2anuLM/iDiBcn38pi7sJeBW1ZfIyV++3G1P92Z9Y9P+7wHtznRimLUh4zfs2Q/uRvEJ0ihd2PL91C6bQoX9kTK1dQ4yq5p2Q3MRgCjFK+Fj6qByX4t9GslVvc9+N6QH+OtnUe7+FPeg3n5huX5oeylsIt4wvpgf8EGLkZVabe1a7Fu8kRmTm1V3OLmv4duCM7Lia9j2ZWFh9cDquptP/NDVW3jychindbxCdwWuBuXWXs4v6nZI+HH8AnJrFT8r+XpI+Gqel48p0YQ4wY5j7XkKY3Xyjn5/hETSs6uLNwLvS3z8ErszSzCQzKcziB+Y5Hk6/dC43L1pBmHKckMXNA44ecP2WEAvNW83XcrOYNxImNOfnuhINv+nD3PdEwoXyFwhXq7WXtYsa5t/iRSnuAOCQNmm/Q7aOkLAKec0znM4NelvmF4hBvfuITu4/EJ3gJ4ELUprFtGkLEuuRq2d4M20GvjqW/7oFVCj8B4bd6Z8Qo1Y3E24AXyS8JOQvwkVEo/pBolF9NzEF3PYFx1DDcT7DNHb6IYyg3wTCX/d/E6P6G7LrFjLkcrD1ntVHZjHwUZJjgX4NhEnWX6cX1lPAtJbzhxN7N7wvHe+bfhekF+J5w9zX2v3dbyHVs/VJo+uJ/R1eJUwtq05H9TxOITYE+2YeP8x9qwbRm2hZQ9JvYTQapnR3M9QpOYeYnbsPuHW4+jcIz/Eo66BlmqwCtrLnRduDpN9sYpR+J2Ga2laX7Jm8Cvh34IAR7tu37702ZR2xLcPui7BnkDYwHeG+assMPcM3EoNTC1L6Y4gNTP+XYRx/pN8ziBnmrj/DtQupUPgPjBHmHwFnZnHVJkCnZXEHEY1Hyyrao6SGNgOw6HqM+v0rsCwdb0gfm/Nbrr0pPfz71l2OGvXbj1iE/VeEecLzbXQ6kDA7ejiLq+rgd4DP53GDFoip9CeA1VnclST3nuk493B0eqqP1SjiwDRc9lLD1el4HrA5/X0WMUiznVi4vaDXeW5S2Is6eHSqg5Wp5cDWQcIkazUxc34qMRp9Bcm8d5hr5hCdvl+uO/9NCaNpy7B7p+QcYpB1Uq/z2sQwgn5npOPZZKaBKe5gYubkokrjOsuhhe7jn8WEacaTWdx6wm7y17O4F939Pzxqnae4R4mFw/gALLoehuH02w6sSce3ESOqR7XsTvo0YXf5ci8y2kQ8FkjfB3zaY7H5DcDatNdIleYFYsp8ZrVIO6tvWwmzhUGug7OIZ3JLFnclMTv3wbQIcUe2qdo9xIdmXTo+0sxm9yqzDWVPGl6QntsJwClm9iwxG7CJWMt0MLFHxiAz2jpYvf8OJdx/zoP+XmQ9Eh77YXwX+Iy730GYWH2AmKF8DUnLx4hOzIfNbIKZTTezt/Yqzw1lxLZM+kZU78H3A3d42ifHhjbpHFT2pN97ANz9cd99DyEI747baMh3WJ2ScUpWoZ4DjiAqIwDu/gjRaDnOzE5OcTuz825mi4npzw09y3SDGKV+c81sibvfTiz8ugR4t5lNMrOjgLcAX+5tzpuHu99VveiIhsyxxHRvzl3EIuwNZnaaBccRIzdf611um0NWB51wi7rro+ruWwgTmkMZ2nHd0rkXiPU4K83sWqIhudqGdn0eGEap4WHAmYSJwt8Smx3OdffL3f1SwsZ/jQ3tWjww7EUdrM5vIzaK/FlPMtpw3P1hd783HX6W0GxluzqVdeA+QzQkv0GMcF+QPBUOFGNoy5yS4nakQZgFwEYzm2pm64BXU7tmoBilfsdWbcHsXFUPTyKe61u6n9uRUaekwZjZ/sOdyyrUXcQ0+hnpmuoluInoAR+f4ieZ2YlmtsxiJ9hbian5O7qU/drpgH4TiRcf7n4JYdL1ZeJD/SDx8P9dN/LeFPakYUs6SyOAP2BoBHBXI9ndXyJcCj5AdELuIOrf94F/63jGG0L1wWiZYQN2DQ6Yu99N2jejJUm17mtJSr8j3Wsu4VVvH8JJwLnufkW/zth1SMNl7v4Esa7pc+6+NXvWLwb+Po149x0droPb032eJkw353Qz701gT/q1STvJ3V8hNpK7kOQyuU2644l1NvsQnbtz3f2iNODQd1i4Nm/LGNoyc7PLfolYL7GWqIvnEKaH93Q2582gQ/rlbcG3ZW3BLxKm6I90KftjQp2SBmJmx1vsN7DZzK4ys2Oyc5aPvqSX2E3E5mgQU3WkkevJxCggxMjNycTL8lhi45yL3P35rheox3RJP4iG4Eqi0f2L7r7C3bd2tzT1MBYNYcjPfjr8HOFx56Tsmonp/Bpi1HUzYed6trs/2+3y9Bozm5te+KvhteYtlX5Z/J8RvvN3NWKSiYcT68Gq644iRvqPBJa4+0nu3ogRrk7TQQ13Eg0/CC9wFdWzvtHdv9WVQtRIN+qgxX4PTqxB+WP6eFBmtPq1UFkkXEF02E5r7dSY2aHEvi3HAG9396We7RnRT5jZfDP7OnCdmX3KzN6QnRvrt3h6duvFxCz70cBZ7j7f3W/sbml6T4f1q9oyhxGDD18jXPP/qruvT53p+vEGLNBRGApEJXmcsMH/ALH48G5i0yrY3aPWuwmb3hMIF4MXt9zrfuCL2fF04Mi6yzjO9NvQq7w3JYxRw1W0cfEJ/CNhKjOVWJi9ou5y9Ui7KcSGUluIj8JfklxZ0mYxMLEHyXLCdOY5YsfiKdn524GbW66Z1q38NyH0QsN+DtKvFv1yV+iVt6cbiPVfs5K+78vSHFh3Obus4SGEafgzhOnzulS3bqKNO17G8C0mTI1OZRgX8v0QuqRf3hacQUM9kdWeAYWWf0iMMt/D0MZ8byJ6tI9maS5ML8znGfIQ9Ulix+bLiU3+ziNc1g7rsrEfg/TruYY/qzRsuce7iFHDLen3g+0+6P0WCE9jG5M+lyYdfyWdy10cX0DYkT8LrEpxv53q3FeIUcBz0/EpdZdLGo6fIP1q0W9ldY4hz4Lz0rvvJ+n394kG9SC8B1cRa2XyztpSYoDrnVmcvsXSb/ey152BQQ7E9O2+LXFXEfbNedyJxC6u56UX5jXp43FQS7rLiRHu76f0H6WP3axKv0ZqOJnYtGkrsRh2HSP44h/PoVU/st2vk053EmYxU7M0BxG+4X+njX5rCNveh9KH5uPsYS+SfgjSUPr1mX4TGGosbkv6Tel2ORqm4RJi9D6fVZ+cviGnp+PZxBrNgf8WS78s73VnYNACsY7nMqIney+xyDf3DX8VYfYyI4vbj2gEPpSOJ7TcMx+9mQ4srbuc0q+5oRsaZulmAFcD6+suZ136taT9OGH6tiKva7SMlrbUwdcDC+supzRsbpB+zdMvSz8F+EPgE3WXswYN17RJV+m1BHgMmFnFj1AH+/pbLP3aBy107yFmNouYkltFTOX+FjGi/BEzW5aSPUDYoJ5QXeexF8TfAIeb2SLf3V88nmpg+vtpd7+z64WpAelXTrc0zNI95e4Xuvsnu1yUWhhBv3ekNGZDPvOvIz4+p5vZvlVdy+tc67G7P+fuD3S9MDUhDcuQfmV0S78Kd3/J3T/m7p/obknqYw8aftjMlqY0E2A3nRakNE9V8SPUwb79Fku/4VGnpAdkjbdZxHT4b7r7jR5+zT9G+M9/c0pzHTH9u9zMDslu8wzwY5IXmeFeiP2I9CtHGpYxSv1mw66PxQ4zM3f/T8JP/CLCY8zAbvIlDcuQfmVIv3JGqeEcGHJhnl13MXCbp80OBxHpNzLqlHQJM3uLmV1qZkuAaSn6CWCdu9+fJf0RsJBYDFeNSH+VWNR0dpbuYOKF+VS3894EpF850rCMvdBvW+st0u+1hPnb6Wk26gYz6/v9HUAaliL9ypB+5ZRomDXCTyZc0V6T4o81s49Y5uK2X5F+Y8QbYEPWL4F4gb2O2Ln658RmNv9F2KNOa02bfpcQC5LmZOcOJBbW/RRYTzQM70z33a/uckq/5gZp2Az92tz3nwgPPDuIvR3eUF3fb0EaSj/pN75DpzUkHJ5sJPav2px0/AvgdXWXVfo1K9SegX4LDLltW0CYwBxP2AFeTVo4TLZAibAn3JRdX8VPThVxMzEy/efA6+sun/RrfpCG9erXcq+FSbufA58HDqu7fNKw+UH6Sb+6Q6c0JMx9txAN6VeIWacj6i6f9GtmqD0D/RaI3ZbvJuvBAr9GuGb7UJv0j9Cy0U3L+SnApLrLJf3GT5CGzdGPmHH6NLB/3eWShuMnSD/pV3folIbAEcC/EDuN9+0su/TrTNCakr3AzCaY2e+Z2Q1mttbMjstOv0yMJj9vZhMB3P1m4EngVDObkd2n2kX3ejObZGaXmNl3zezwKo2HJ4++Wtgk/cqRhmX0Sj93f8HdL3P3/+td6XqDNCxD+pUh/crpgYbT3f3H7r7M3f/IY71i3yD9Oo86JWMgVcDziQVJZxP29hcDt5nZ0SnZPwNzzOwYd99uZpNT/C3AfOCodC8DlgPfBtYSXo3WAl9y959kC5z6BulXjjQsQ/qVIw3LkH5lSL9yeqjh02bWd+1M6ddF6p6qGU8BOIRYsHQRaXdMYCKxY+b56XgmcB9wfTqenH4nAS8BK9PxVGIjnJ3A/cCqussn/ZofpKH0qztIQ+kn/cZ3kIbSr6lhsHpghbj7/wCbgFvcfaeZTXb37URFmp+SbQW+ArzHzOa4+yspfhrwHPDGdLwv8AVi19y3uvutPStITUi/cqRhGdKvHGlYhvQrQ/qVIw3LkH5dpO5e0XgPhO/yHwJnZnHTgG8C3wKWp7gPAQ/Sx14TpJ80HI9B+knDuoP0k351B2ko/ZoQNFOyF7TY+J0EbAe+V8W7+0+B84gpuq+a2YPAlYQrt2d6nN3GIf3KkYZlSL9ypGEZ0q8M6VeONCxD+nWeyj+yGCNmNsHdd5jZ1cB0dz8rO2fu7mY2lZjKm0lM871cV36bhvQrRxqWIf3KkYZlSL8ypF850rAM6ddZ1CkpwMwOBr4HvN/dbzez/YEVwEPu/oN6c9d8pF850rAM6VeONCxD+pUh/cqRhmVIv84h860y3kns2PmImX0K2EZsmCNGh/QrRxqWIf3KkYZlSL8ypF850rAM6dchJtadgfFK8i19LvAOojI+DrzX3TfVmrFxgvQrRxqWIf3KkYZlSL8ypF850rAM6ddZ1CnZS5Kd4MOEj+nL3P2BuvM0npB+5UjDMqRfOdKwDOlXhvQrRxqWIf06i9aUFGBm+7j7zrrzMV6RfuVIwzKkXznSsAzpV4b0K0caliH9Ooc6JUIIIYQQQoha0UJ3IYQQQgghRK2oUyKEEEIIIYSoFXVKhBBCCCGEELWiTokQQgghhBCiVtQpEUIIIYQQQtSKOiVCCCGEEEKIWlGnRAghhBBCCFEr6pQIIYQQQgghakWdEiGEEEIIIUStqFMihBBCCCGEqJX/BzHZILknVhdAAAAAAElFTkSuQmCC\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 900x500 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "4Gqzd7h4fnaw",
"cellView": "form",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 979,
"referenced_widgets": [
"2cd4ea546d604b6ebb1a22b70ee80fab",
"6841c23f7ab543b9bd5435a6ca3bf39b",
"1856b45cbd6440b0be84936f0698e49c"
]
},
"outputId": "ffb33a5f-6c79-497f-d986-abb637f3b71a"
},
"source": [
"#@title Select Country for Detailled Plot\n",
"def show_data_and_graphs(w_value):\n",
"\n",
" # Clear old output of cell before displaying of new plots\n",
" from IPython.display import clear_output\n",
" clear_output(wait=True)\n",
" \n",
" # Create dropdown field for country selection\n",
" display(w)\n",
" \n",
" # Calculation and Plotting\n",
" # Select country, transpose table, drop unneeded columns\n",
" df_de = df.loc[df['Country/Region'] == w_value].set_index('Country/Region').transpose().drop('Lat').drop('Long').drop('Province/State')\n",
" # sum up all provinces\n",
" df_de[w_value] = df_de.sum(axis=1)\n",
" # Copy all summed up data to sum column, delete all other columns and rename sum column to country name\n",
" df_de['sum'] = df_de.iloc[:, 0]\n",
" df_de = df_de[['sum']]\n",
" df_de = df_de.rename(columns={'sum': w_value})\n",
" # Detect datetime from index\n",
" df_de.index = pd.to_datetime(df_de.index)\n",
" # Calculate daily differences\n",
" df_de['Differences (daily)'] = df_de.diff()\n",
" # Delete empty rows (less than 100 infections)\n",
" df_de = df_de.loc[df_de[w_value] > 99]\n",
" # Delete first row (not needed due to filtering obove to 100+ cases)\n",
" # df_de = df_de[1:]\n",
" # Print infections and date of data \n",
" print('Last Listed Day: ' + str(df_de.index[-1]))\n",
" print('No. ' + str(wt.value) + ': ' + str(df_de.iloc[-1][w_value]))\n",
"\n",
" # Define logistic function\n",
" def func(t, a, b, c):\n",
" #return a * b ** t\n",
" #return a * np.exp(b * t)\n",
" return a / (1 + np.exp(-(t - b) / c))\n",
" \n",
" # Make an fit to the infections using the function\n",
" # startguess = [max. infections, days to maximum, infection rate]\n",
" startguess = [1000000,21,4]\n",
" try:\n",
" popt, pcov = scipy.optimize.curve_fit(func, df_de.reset_index().index, df_de[w_value], bounds=(0,10e7), p0=startguess)\n",
" except:\n",
" popt = startguess\n",
" # Calculate values from the fitting function for plotting\n",
" a, b, c = popt\n",
" fit = []\n",
" # 21 days forecast\n",
" for t in list(range(0, len(df_de.reset_index().index)+21, 1)):\n",
" fit.append(func(t, a, b, c))\n",
" df_fit = pd.DataFrame(fit)\n",
" df_fit = df_fit.rename(columns={0: 'fit'})\n",
" df_fit.index = pd.date_range(start=df_de.index[0], freq='D', periods=len(df_fit.index))\n",
" #df_de['fit'] = fit\n",
"\n",
" # Plot values, fit and daily diffs with linear y axis\n",
" import matplotlib.ticker as ticker\n",
" from pandas.plotting import register_matplotlib_converters\n",
" register_matplotlib_converters()\n",
" fig, ax = plt.subplots()\n",
" plt.plot(df_de.index, w_value, data=df_de, color='red', marker='.')\n",
" #label_str = str(round(a, 5)) + ' * ' + str(round(b, 5)) + ' ^ t'\n",
" #label_str = str(round(a, 5)) + ' * exp(' + str(round(b, 5)) + ' * t)'\n",
" label_str = str(int(a)) + '/(1 + exp(-(t-' + str(round(b, 1)) + ')/' + str(round(c, 4)) + '))'\n",
" ax.plot(df_fit.index, 'fit', data=df_fit, color='green', linestyle='--', alpha=0.5, label=label_str)\n",
" #plt.plot(df_de.index, 'fit2', data=df_de, color='pink', label=str(poly))\n",
" ax2 = ax.twinx()\n",
" ax2.plot(df_de.index, 'Differences (daily)', data=df_de, color='blue', linestyle='dotted', marker='o', markerfacecolor='blue', markersize=3, label='Differences (daily)')\n",
" ax2.plot(df_de[['Differences (daily)']].rolling(window=7, closed='both', center=True).mean(), color='blue', linestyle='dashed', marker='', label='Diff. rolling (7 days)')\n",
" #ax2.plot(df_de[['Differences (daily)']].ewm(halflife=3).mean(), color='green', linestyle='dashed', marker='', label='Diff. ewm (halflife=3)')\n",
" ax.xaxis.set_major_locator(ticker.AutoLocator())\n",
" ax.xaxis.set_minor_locator(ticker.IndexLocator(1,1))\n",
" formatter = mdates.DateFormatter(\"%Y-%m-%d\")\n",
" ax.xaxis.set_major_formatter(formatter)\n",
" plt.xticks(rotation=25)\n",
" plt.yscale('linear')\n",
" #plt.legend()\n",
" ax.legend(loc='upper left')\n",
" ax2.legend(loc='center right')\n",
" ax.set_ylabel(wt.value)\n",
" ax2.set_ylabel('Differences (daily)')\n",
" plt.show()\n",
"\n",
" # Plot values, fit and daily diffs with logarithmic y axis\n",
" fig, ax = plt.subplots()\n",
" plt.plot(df_de.index, w_value, data=df_de, color='red', marker='.')\n",
" plt.plot(df_fit.index, 'fit', data=df_fit, color='green', linestyle='--', alpha=0.5, label=label_str)\n",
" import matplotlib.ticker as ticker\n",
" ax.xaxis.set_major_locator(ticker.AutoLocator())\n",
" ax.xaxis.set_minor_locator(ticker.IndexLocator(1,1))\n",
" formatter = mdates.DateFormatter(\"%Y-%m-%d\")\n",
" ax.xaxis.set_major_formatter(formatter)\n",
" plt.xticks(rotation=25)\n",
" plt.yscale('log')\n",
" plt.legend()\n",
" ax.set_ylabel(wt.value)\n",
" plt.show()\n",
"\n",
"# Create Dropdown widget for country selection\n",
"import ipywidgets as widgets\n",
"w = widgets.Dropdown(\n",
" options=df['Country/Region'].unique(),\n",
" value='Germany',\n",
" description='Country:',\n",
" disabled=False,\n",
")\n",
"# Create dropdown field for country selection\n",
"#display(w)\n",
"\n",
"# Create event handler on change of dropdown selection\n",
"def w_eventhandler(change):\n",
" show_data_and_graphs(w.value)\n",
"# Start event handler\n",
"w.observe(w_eventhandler, type='change', names='value')\n",
"\n",
"# Initial display of stats for Germany\n",
"show_data_and_graphs('Germany')"
],
"execution_count": 4,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"Dropdown(description='Country:', index=67, options=('Afghanistan', 'Albania', 'Algeria', 'Andorra', 'Angola', …"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "2cd4ea546d604b6ebb1a22b70ee80fab"
}
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Last Listed Day: 2022-04-01 00:00:00\n",
"No. confirmed: 21394691.0\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 900x500 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 900x500 with 1 Axes>"
],
"image/png": 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MMRSWFbI8bzkLNizgmR+fYdbSWazMX2nXSQ1PJTU8ldF1CUx66B0evGM+N3+Uz4VboNvuJidzOODmm+GXXxROTnbGmBPmAkwE5h/B7UMAU1JSYpqqqqoyVVVVpiO68sorTZ8+fcw333xjtmzZYh555BETEhJicnNzjTHGNDQ0mGHDhpkzzzzTLFu2zGzcuNFMnjzZdOnSxZSVlRljjCkrKzOpqanmkksuMWvWrDFr1qwxEyZMMKeddpqpr683xhiTl5dnwsPDzS233GI2btxoli1bZkaMGGEuu+wyuy2rV682Pj4+5k9/+pPZsmWL+frrr02vXr3Mvffea9dZvHix8fLyMi+++KJJT083H3/8sYmNjTXPPfecXeeFF14wwcHB5u233zbp6elm3rx5JigoyHz44Yd2nQceeMDExcWZRYsWmfT0dPPCCy8YPz8/s3LlSrfnp66uznTu3Nn89NNPxhhj/vnPf5qePXu61Vm2bJm57777zLx580xMTIx5+umnD/nn8Nprr5mzzjrrkG93rC1ZssSEhoaaysrKA9ZraGgw3bt3N/PmzbPLMjIyDGBWrVp10Ps52OvQGGPy8/PdLq+++qqxLMukp6fbdZKSksyjjz7qVq/xddqas846y9x0001ut9n/d7zxdVZbW+tWvmvXLuPt7W0KCgqMMcbccccd5vnnnzeTJk0yAwYMaHZf6enp5tVXXzWrV682mZmZ5t///reJiooy06ZNa1Y3IyPDxMfHmzPPPNNMmDDhgI8hIyPD3HnnnWbu3Llm4MCB5q677mpW58033zS+vr7mzTffNBkZGeazzz4zsbGxZsqUKXadxYsXm4ceesgsWLDAAGbhwoWt3ueCBQvMgAEDTFxcXLPXfFpamvH19TW7du1yKx8yZIh5/vnnWz1nR34vFZGWfZv5rfnrkr+aR756xO3y5PdPmiVZS/ZVXLvWmEmTjHHtdNL8YlnG3HyzMWlpnnswJ7CSkhKDa1G0ENMOPrO35eL5BsAo4CNg294n7+IW6twGZAJVwE/A0FbO9QFw6RG05YQKKRUVFcbpdJqPP/7YrXzw4MHmoYceMsYYs2nTJgOYtCZvCvX19SYyMtK8/PLLxhhjPvvsM+NwONyel+LiYmNZlvn888+NMcbMnj3bREVF2aHFGGPWrFljALNlyxZjjDHTpk0zQ4YMcWvLhx9+aPz8/ExpaakxxphrrrnGXH755W51/v73v5uEhATT0NBgjDFm+PDh5r777nOrc88995gzzjjDvh4bG9vsw9Kll15qrr32Wreyb7/91sTGxtrn/s1vftPs3E0lJSUdt5CyZMkSM3LkSOPn52cSEhLMHXfcYX8gnzt3rgkMDDSbN2+26//hD38wPXv2NOXl5XZbH330UXP11VebgIAAExcX1+w5ue2225o93y1Zvny5cTgc9s/JGNP4ZmdfWnt8bXkdtmTChAnm7LPPdis7nOf/rLPOavFDfVPV1dXG19fXfPHFF27lb7zxhjn99NOb1X/kkUdaDCktmTJlihk5cqRbWV1dnRkxYoSZM2eOuf766w8aUppq7fHcdtttzZ6v/X8vmjpQSMnNzTXx8fEmLS2t1ec8JSXFzJkzx63sT3/6U7PH2lRHfS8VOdntqd5j1m9fbz7d8ql56eeXzJqCNfaxH7J/MDO+mmFeWPaC+XjTx+aXgl9MUWWR/XfVGGPM00+7QkhrAcXpNOaDDzzwyE4eHTGktIfhXoHAL7iCSDOWZV0FzAL+BAzeW/czy7Ki9qsXAowAFrf1ji3L8rUsK6TxAgQf3kNon+rq6qivr8fPz31XVX9/f7777jsAqqurAdzqOBwOfH193epYloWvr69dx8/PD4fD4VbHx8cHh2PfS8rf37VOedM6LbWlqqqKFStWHLBObm4uWVlZB6yzbNkye1hNa3Ua29Loww8/ZPz48fY66t999x1DhgzB09LT0zn//PO57LLLWLNmDfPnz+e7777j9ttvB+C6667jwgsv5Nprr6Wuro5FixYxZ84c3nzzTQICAuzzPPHEEwwYMIBVq1bx4IMPctddd/H55/tGQy5ZsqRNj3fJkiX06NGD4OB9vyLLli0D4IsvviA/P58FCxa0eNu2vA73V1hYyKJFi/g//+f/NDv22GOPERERwaBBg3jiiSeaDRdsyZtvvknnzp055ZRTmDZtGhUVFW7HfXx8GDhwIEuWLHEr//DDD5kwYcJBz9+arVu38umnn3LWWWe5lT/66KNERUW1+PgO14gRI1ixYoX9c/n1119ZvHgxF1544SGdp6GhgUmTJnH//ffT9wDDLIYOHdrs+Ro6dCjLli2z31dEpOPatHMTH2z8gL//9Hee/OFJ5q+bz9LcpeTtySOrJMuuNyh2EFNHTuUPp/2B3/T4Df2j+xPmF+b6u5qWBmPHwpQpzXaKB8Cy4IorXEO7juC9Vk5MHl/dyxjzCfAJtLrhzj3Ay8aY1/bWuQX4DfB7oOlg9AnAf4wxVc1P0appwCMHrXUAf/7mz60eu3HwjcQGxwIwP20+m3dtbrHeqKRRnJXs+hCzKn8VH2/+uMV6MUEx3HTqTW1uW3BwMMOHD+fPf/4zvXv3Jjo6mnnz5rF06VK6dXOt79erVy+6dOnCtGnTmD17NoGBgTz99NPk5uaSn58PwLBhwwgMDGTq1KnMnDkTYwwPPvgg9fX1dp2zzz6be+65hyeeeIK77rqL8vJyHnzwQQC7zrhx43jmmWeYN28eV155JQUFBTz66KPN6kyZMoXf/e53jBkzhq1bt9qTcfPz80lOTmbcuHHMmTOHiy++mMGDB7NixQrmzJlDbW0tO3fuJDY2lnHjxjFr1ixGjRpF165d+fLLL1mwYEGzyeH//ve/efrppwEoLi6mpKSEuLi4Nj/Hx8pf//pXrr32WnvuQffu3fn73//OWWedxYsvvoifnx+zZ8+mf//+3HnnnSxYsIAZM2Zw6qmnup3njDPOsH8OPXr04Pvvv+fpp59m7NixAGRlZbXp8bZULzIyEoCIiAhiYlpfCLItr8P9zZ07l+DgYC699FK38jvvvJPBgwfTqVMnfvjhB6ZNm0Z+fn6r80kAJk6cSFJSEnFxcaxZs4apU6eyadOmZqEqLi7ODsLgCrqffvopM2bMaPXcrRkxYgQrV66kurqayZMn269zcAXhV155pU1zeQ7FxIkT2blzJyNHjsQYQ11dHbfccgt//OMfD+k8f/vb3/Dy8uLOO+88YL24uDhWrVrVrKympoaCggKSkpIO+TGIyPFX31DPtj3byC7JpmunrsQEud7PM4ozWF3gep8K8gkiMSSRLqFd6BLaxa4D4Ofl1/ykaWnw2GPw5pst36nTCTfeqBW75IDaQ09KqyzL8gFOBb5oLDPGNOy9Pny/6lcC8w/xLv4KhDa5JBx2Y9upf/7znxhjiI+Px9fXl7///e9cc801do+Ht7c3CxYsYPPmzXTq1ImAgAC++uorLrjgArtOZGQk7777Lh999BFBQUGEhoZSXFzM4MGD7Tp9+/Zl7ty5PPXUUwQEBBATE0NKSgrR0dF2nfPOO48nnniCW265BV9fX3r06GF/y9tY56abbuL222/nt7/9LT4+PgwbNoyrr77arc7DDz/MBRdcwLBhw/D29mbChAlcf/31bnWeffZZunfvTq9evfDx8eH222/nhhtucOvp2bBhA9u2beOcc84BoLKyEqDZN/6HIzs7m6CgIPtyyy23sGTJEreymTNntnr7X375hddff92t/rhx42hoaCAjIwOA8PBwXnnlFV588UW6du1qh5Gmhg8f3uz6hg0b7OuVlZVuj3f/dje2cf96rdn/Mb659w/UwV6H+3v11Ve59tprm93nPffcw+jRo+nfvz+33HILTz31FM8999wBv7mfPHky48aNo1+/flx77bW88cYbLFy4kPT0dLd6/v7+bj0s//3vf4mKijpgb0Jr5s+fz8qVK3nrrbdYtGgRTz75JOBaQGDSpEm8/PLLdO7c+ZDPeyBff/01M2fO5IUXXmDlypUsWLCARYsW8ec/t/5Fyv5WrFjBs88+y+uvv37QXZr3f74ay4Bm5SLSftTU1/Br0a98lfEVr69+nce+e4xXVr3C579+7vZlav/o/lzc62LuPP1O7h1+L1edchXDE4cTHxKP03GAhVYWLoQBA1oPKI09J5oULwfh8Z6Ug+gMOIHC/coLgV6NVyzLCgWGApcdysmNMdWA/enmYH+UW/LwWQ+3qd5Vp1zVpnqDYgcxKHbQIbejNV27duWbb76hvLyc0tJSYmNjueqqq0hNTbXrnHrqqaxevZqSkhJqamqIjIzk9NNPdxsGdN5555Gens7OnTvx8vIiLCyMmJgYt/NMnDiRiRMnUlhYSGBgIJZlMWvWLLc699xzD1OmTCE/P5/w8HAyMzOZNm2aXceyLP72t78xc+ZMCgoKiIyM5MsvvwSw6/j7+/Pqq68ye/ZsCgsLiY2N5aWXXiI4ONj+dj8yMpIPPviAqqoqdu3aRVxcHA8++KBbWz788EPGjh1rfxCOiIjAsiyKioqO+HmPi4tz+6Z8wYIFvP/++/aHdoBOnTq1evuysjJuvvnmFr/N7tKli/3/b7/9FqfTSX5+PuXl5W7Dsdqic+fObo93/3Y3trFz586sXbv2oOcbMmSI2+2jo6OBtr0OGy1ZsoRNmzYxf/7Bv3M4/fTTqaurIzMzk549ex60fuNtwDUUq2vXrnb57t273a5/+OGHXHTRRW065/4SExMB18ph9fX1TJ48mXvvvZf09HQyMzMZP368XbehwbU5gJeXF5s2bXJrw6F4+OGHmTRpEjfeeCMA/fr1o7y8nMmTJ/PQQw+1GgibWrJkCdu3b3d7jdXX13PvvffyzDPPkJmZaZfv3r3b/n1rWgY0KxcRz6morcBpOfH1cg3Z/mDjB6zfsd4+7rAcJIQkkBSaRGr4vvfkuOA44oLbOLIgLQ3efht+/BH2/s1uxuGAZ55x9Z6ItEF7DyltYowpAaIP9/aWZY0DxgE+R61R7UxgYCCBgYEUFRXx2Wef8fjjjzerExoaCsCWLVv4+eefW/wGtvHb3//+979s3769xQ9xjR9MX331Vfz8/OyhRY0sy7KHDs2bN4/ExEQGDx7sVsfpdBIfH2/XGT58eLMPPt7e3iQkuDq/3n77bX772982+yDm5+dHfHw8tbW1vP/++1x55ZX2sX//+99MnjzZvu7j40OfPn1Yv379Ee+T4uXl5TaUKSoqCn9//1aHN+1v8ODBrF+//oD1f/jhB/72t7/x0UcfMXXqVG6//Xbmzp3rVufHH39sdr1379729UGDBrF+/b4/Vvu3u2m9F198EWOMHeZ9fFy/Lk2H0B3sMbbldfjKK69w6qmnMmDAgFbP02j16tU4HA6ioqIOWrfpbQBiY2PdytPS0rj88ssB14IiH330Ef/617/afN7WNDQ0UFtbS0NDA7169WoW9qZPn86ePXt49tln7XBzOCoqKpq9/huXlTYtjQVvwaRJkzj33HPdysaNG8ekSZO44YYb3MrT0tIYPXp0s7KEhISj3kskIm1XUlVCVkkW2SXZZBVnsaNiB5f0uoQBMa731NTwVKrqqugS2oWk0CTiQ+LxcR7Bx5/333f1jrT2PmNZMHmyhnbJIWvvIWUnUE/zABINFBytOzHGfIZrMn4IrUzg76g+++wzjDH07NmTrVu3cv/999OrVy+3DxzvvvsukZGRdOnShbVr13LXXXdx8cUXu31Qf+211+jduzeRkZEsXbqUu+66iylTprh9e/38888zYsQIgoKC+Pzzz7n//vt57LHHCAsLs+s88cQTnH/++TgcDhYsWMBjjz3GO++8Y3+Y2rlzJ++99x6jR4+mqqqK1157jXfffZdvvvnGPsfmzZtZtmwZp59+OkVFRcyaNYu0tDS3D+g//fQTeXl5DBw4kLy8PGbMmEFDQwMPPPAAANu3b+fnn3/mww8/dHu+xo0bx3fffee2D0VNTY39Qb6mpoa8vDxWr15NUFBQm0PHoZo6dSrDhg3j9ttv58YbbyQwMJD169fz+eef8/zzz9vDhu68804uuOACEhISOO200xg/frz9QRvg+++/5/HHH+fii+QHOpEAACAASURBVC/m888/591332XRokVuj3f/YNOSMWPGUFZWxrp16zjllFOAfcHr008/JSEhAT8/Pzvo7q8tr0OA0tJS3n333RY3BVy6dCk//fQTY8aMITg4mKVLlzJlyhT+53/+h/DwcADy8vI455xzeOONNxg6dCjp6em89dZbXHjhhURERLBmzRqmTJnCqFGj6N+/v33uzMxM8vLy7A/oK1asoKKigpEjR7q1YevWrZSVlVFQUEBlZaUdePr06YOPjw9vvvkm3t7e9OvXD19fX37++WemTZvGVVddhbe3N97e3vbz16jx96Np+bRp08jLy3Pb/6fxvsrKytixYwerV6+2gzXA+PHjmTVrFoMGDeL0009n69atPPzww4wfP97+/SorK2Pr1q32OTMyMli9ejWdOnWiS5cuREREEBER4dY+b29vYmJi3H7XKyoqWLFiRbMhi0uWLDmpNkIVaU++zvyaVfmrKKl236vI38uf6vp9Q2KHxA1hSNwRLhCzcCHMng07dsDKla3XczpdIUaT4uVweHp5saYXWliCGNeSw881ue4AcoEHj8H9n1BLEBtjzPz5801qaqrx8fExMTEx5rbbbjPFxcVudZ599lmTkJBgvL29TZcuXcz06dNNdXW1W52pU6ea6Oho4+3tbbp3726eeuop9+UFjTGTJk0ynTp1Mj4+PqZ///7mjTfeaNaeMWPGmNDQUOPn52dOP/10s3jxYrfjO3bsMMOGDTOBgYEmICDAnHPOOebHH390q7N+/XozcOBA4+/vb0JCQsyECRPMxo0b3ep8/fXXpnfv3sbX19dERESYSZMmmby8PPv4nDlzWlyadd26dcbf39/tOWrcD2T/y6EsKXw4SxAvW7bMjB071gQFBZnAwEDTv39/85e//MUYY8wNN9xg+vXr5/a6fOqpp0ynTp3svUeSkpLMn/70J3PFFVeYgIAAExMTY5599lm3+9i1a5fx8/Nr9vy15MorrzQPPvigW9nLL79sEhMTjcPhOODja8vr0BjXUtb7P/+NVqxYYU4//XT79dO7d28zc+ZMt+eg8Wf11VdfGWOMyc7ONqNGjTKdOnUyvr6+plu3bub+++9v9js+c+ZMM27cOPv69OnTmy1XbYxr+d+WXgsZGRnGGGPefvttM3jwYPtn1qdPHzNz5swD7kPT0hLE119/fbPns6X7TUpKso/X1taaGTNmmK5duxo/Pz+TmJhobr31VlNUVGTX+eqrr1o8z/XXX99q+1pagvitt95qtp9QZWWlCQ0NNUuXLm31XB35vVSkPahvqDe5Jbnmh+wfzLy180x2cbZ97NMtn5pHvnrEPPXDU+a9de+Z5XnLTWFZYbO/1Ydt7Vpjpk0zZuDA1pcSbrqksPY8aVc64hLElmnjMIBjxbKsIKDx6+hVuFbz+grYbYzJ3rsE8VzgZmAZcDeuSfK9jDH7z1U53DY0He51W0lJCSEhIfbxxkm5TZfglY7toosuYuTIkXbPSlNXXHEFgwcPZtq0aR5o2dGTnJzM3Xff3eru5I3uv/9+SktLmT179gHrrVmzhrFjx5Kenk5QUNDRbKpH1dTU0L17d9566y3OOOMMAPr378/06dPdhgfKPsOGDePOO+9k4sSJdtmLL77IwoUL+c9//tPq7fReKnLocktzSd+dTnZJNjmlOdTU19jHxiSPsVcHLakqwWAI9Q09rDm2btLSYP582L7d1Vuydi006YVtlcMBN92koV3tUGlpaeNoh1BjTKmn29MW7WG41xBcoaRR41qic4HfGWPmW5YVCTwKxACrgfOPVkCBE3u4l7Rs5MiRXHPNNS0ee+KJJ/joo4+Oc4s856GHHuKFF16goaHhgJOr+/fvz9/+9jcyMjLo16/fcWzhsZWdnc0f//hHO6DU1NRw2WWXccEFF3i4Ze3Tzp07ufTSS5v9/nh7e/Pcc895qFUiJ4aquiqyS7KJD44n0CcQgB9yfrAnultYxAXH2fNJksL2LfUd6tfycNuDWrgQXnoJgoMhPBw2boRvvz20c2hJYTkGPN6T0p7sDSkl6kmRE0Fbe1JEjhe9l4q421O9xzXBfe9E98KyQgyGi3tdzMCYgQBs2LGB/LJ8uoR2ITEk0V6l65A09oxs3AgFBRAdDT4+sH69azngw2FZro0ahw6Fq69WOGnn1JMiIu1G0+ViRUTE80yTFRLnp81nw84Nbsd9nb50Ce1CoHegXdY7sje9I3vTJk2HadXXQ24ubNkCGRmtr751KBwOuOwy6NlTwUSOOYUUTo4liEVEROT4Mcawu3I3WSVZZBVnkVmcySW9LyE5LBmAcP9wgnyC3IZuRQVG4bAOYZ/tpkO1qqvho4+OThhpdN55EBLi6n3p21fDueS40nCvJlob7lVXV0dNTQ0BAQGea5yISAdXUVGBj48PXl76fkxOXGsK17B512ayirPYU7PH7djY1LGc0cU1/62uoQ6n5Tz0Se6NvSVffOHaPPFoaBy6lZwMu3dDeTncfLOWDj6BaLjXCcrpdFJVVYW/v/+Rr5ghInISMsbY76MiJwJjDIXlhWQVZ9E7sjchvq4vNzfu3GhPdA/3Cyc5LJmksCSSw5IJ89u3b5iX4xA+gqWlweOPw5IlcLhDeR0OOPdcqKiA2FjXJHmAqCgN3ZJ2SSGlDSzLIjQ0lKKiIvz8/OyN0URE5ODq6+upqqoiNPQoLI0q4iENpoGCsgJ76FZ2STaVdZUA+Hr52hPdT4s7jd6de5MUlmQHl8PSuGHi9u2watWh3bZx7ogxGqolHZZCCm2bk+J0OgkPD6e+vp76+vrj1zgRkQ7Ox8dHPdHS4dQ31GNZlj1H5I1f3iCzONOtTlRgFMlhyUQGRNplKeEph3+naWnw6qvwn//AunVtu03ToVqgnhE5YSik0PZ9UizLwsvLS+OpRURETjB1DXXkleaRWZxJVkkWOSU5TOw30Q4d8cHxVNdV20O3uoR2IcD7KMxVbZxj8t//wg8/tO02WmVLTgL6tC0iIiInrR9zf2Tjzo3kluZS11BnlzssB7sqd9kh5dzUc49eb2BjMPnlF/j447atyOVwwIABrn1JNHRLTgIKKSIiInLCq66rJqc0h8ziTE6LO83eoT2nxFXmtJz2csDJYckkhCS4bZx4RAGl6f4lBQVtXypYGybKSUwhRURERE44VXVVZBVn2fuU5Jfl02AaAIjwj2BQ7CAARiSOYEjcEBJCEvB2eh+9BjQGk7Q0+Pe/D23/kvPOUzCRk55CioiIiHR4FbUV+Dp9cTpcK3D+a82/yC3NtY/7OH1IDEkkKSyJxNBEuzw+JP7oNKAxlBQUwPr1bZ9fAuB0wjnnuP7V/iQigEIKoB3nRUREOpqK2gp7OeDM4kwKywu5fsD19hyS7p264+/lb+9TEhsUaweYI9J0l3d/fygpga1b274aV1MOB9x0k+aYiLRAIYW2r+4lIiIinvV15tds2LGBwvJCt3I/Lz+3Hd7PSj7r0E7c2BOycaOrNyQ2FkJDIT8fcnMhIMC1G/umTYff+MZVucLDtVSwyEEopIiIiEi7U1lbSVaJq6dkWMIwe7f2HeU7KCwvxM/Lj+SwZPsSFRjl2tOk6ST13bv3BY7wcNi1C/LyICIC/Pxgxw4o3Bt2Nm8+tHkjbXXeea49TBRKRA6JQoqIiIh4XNNQkrn+Bwq/WYzZuR2CgommF4O2O6CggFHxYZwZGEBUfimObW+7ejt8fKCmxhVINm/27AM57zwICYHycs0vETkCCikiIiJy7O3Xw1G5PQ+f6Hic4Z1g+3betFaRGwLU1ULeNvzqIKkYkoshadd6qHSdJtqjD2Kv/Xd5371boUTkKFNIERERkdY1DRfQfAjVgYZUBQZCZSVkZVG5fg1ZYZC591IYCJO+gNQi12l7JEFgsCuUJBdDdDk4jsHoqwNqXGWroqL1x6dhWyLHhUIKWt1LREQOwaF+aN//+oFuEx2974N+QQHExLiGMxnjqlNY6PqQHBoKxcWu650777u+Y4frenCw6/rOna7rQUGuc5SUuM7dqZOrrLTUdd7QUNfE8NJSKCpy3d7PD8rKXI/3COZqfJMEGyKh8AwwTfZD9KuDPU3+6o7KOuy7aFnjsKu2/mx69lT4EGlHFFLQ6l4iIie9llZ2CgtzhYBt21wf4r29XR9qly8/NhOsO7hKL+yekmG5EFblKt8RCAVBuA3falNPicMBAwZAt26HFv407ErkhKCQIiIiJ4f9e0Dq6yEzE7ZsgZwcBY9D1DSUNA7fauwpiSqHwfmu/4/MhjOym4SStvRwaEiVyElPIUVERE48aWnw3HOunb+jo11DmL76SkHkCFT6WPhMuAynAQoKeKt3FTkhDa45J2Vl+AaGkuQTRfLuBpKphJFdIDycGFAPh4gcMoUUERE5MSxcCLNnu+Zd/Pjjsb+/xo35jDl6c1KO5m2O8ByV4cFkO8vI9NpDRhgU9kth0rn3khqeCkCPrCX4l+bY+5TEBMW49ikRETkKFFJERKTjaewpWbUK/P1dQ7g2bjyyczoccO65B17ZqdEJPBxpSdYS1u9YT0FZAYZ9PU++Tl/2VO/b0f3MpDM90TwROUkopIiISPvWdOhWWJhr1arvvjv88zX2gDQNIX37wh13nJChozVVdVVkFbs2Tzw94XR7R/ft5dvJL8vH1+lLUliSekpExCMUUkREpH3Yb7M/tm1zDaVauvTwzrf/6lBwQveAHEx1XTXZJdlkFGeQWZxJ/p58u6ckMjCSwbGDATijyxkMTxyuUCIiHqWQgvZJERE57vZfaWvTJvjmmyM/b+NO4EOHnrRhpFFNfQ1Oy4nT4QTgzbVvkl2SbR9v2lOSFJpkl8cExRz3toqI7E8hBe2TIiJyTO0fSLZuhf/+98jPu39PyUncSwJQ11BHTkkOmcWZZBRnkFeax8R+E+naqSsA3Tp1w8fpQ3JYMilhKcQGx6qnRETaLYUUERE5eprOH4mNdU1CX7z4yJf+VSBp1bK8ZWzYsYGc0hzqGursci+HF8VVxfb1UUmjPNE8EZHDopAiIiJtt3+vCMCuXa5NEevq4Jdfjvw+9t/sr2dPBRKgwTSwbc82Mooy6Bfdz57onlOSQ0ZxBk7LSVJoEinhKSSHJZMQkoCXQ3/mRaRj0ruXiIjss3AhvPQSBAe7eix27YLsbNeqWlVVrlW1juaGiOedB8nJ2uyvBQ2mgYKyAjKKXBPds0qyqKmvASDAO4BT404FYFjCMAbFDiIxJBFvp7cnmywictQopIiInCz2DyC7d0NuLoSGgpeXqzdk3bpjd/9NNz9UIGnGGIPB2PNE3lzzJulF6fZxC4v44HiSw5KJC46zy+ND4o97W0VEjjWFFBGRE8X+Q7EKCly9IMHBrkByLANIU1r6t02MMeys2GkvCZxZnMllvS+zJ7rHh8RTXltOSphr+FZSWBJ+Xn4ebrWIyPGhkCIi0hE1DSTl5a4wcrSHYh1ISxsiav5Im6RtT2Pjzo1kFmdSVlPmdqywvNAOKWOSx3B2ytmeaKKIiMcppIiIdASNQ7V8fGDHDvjxx2MXSBr3GmmcK9IYQNQrcsiKKovILM4kNTyVUL9QADbt3ETa9jQAOgd0tpcETg5LJtAn0L6tZVkeabOISHugkCIi0h4tXAizZ4O3N+TkHJ1Vs0AB5BgrqSqx9ynJLM60lwD+bY/fMiRuCABD4obQI6IHyWHJBPsGe7K5IiLtlkKKiEh70Dh8KzfX1UuycePhn6vpBPWmIUQB5Jh6b/17dg9Jo1DfUJLDkukc0NkuSwpL2v+mIiKyH4UUERFPaQwm337ruhyOpnNDQEHkGKuorXD1lBRlkFGcwfndzqdbp24AdPLvRLBPsGv41t69SsL9wjVsS0TkMCikAJZljQPGAT6ebouInAQad2WfMwcaGtp+u6ZDtUCB5DhJ353O5l2bySzOpLC80O1YTkmOHVJGJY1iTPIYhRIRkaNAIQUwxnwGfGZZVghwm6fbIyInmKYrceXlweLFbZv03jSUKJAcF9V11WSVZBEbFGvPF/ml8BfWFK4BwN/Ln+SwZLu3JDIg0r6tdncXETl69I4qInIsLVwIl1/e9h6Txh3YFUqOi5r6GrJLsu0hXPll+TSYBn7T/TecFn8aAANjBhIbFEtKeArRgdHqKREROQ4UUkREjrbGlbl27oQVKw5ct7G3xOnUDuzH2eIti1mxbQX1pt4u83H60CW0CyG+IXZZangqqeGpnmiiiMhJSyFFRORoSUuDu++GL79sW32nE95/X8HkGKpvqCdvT5490X1U0ig7cPh5+WFZFqlhqfZeJXHBcTgdTg+3WkREFFJERI5E43yTFSvgk08OXLfpSlwaznXMFJQVsHX3VjKKMsguyaa2odY+Fh8cb4eUEYkjGJU0SnNJRETaIb0zi4gcrrbON3E64cYb4Y47FEqOMmMM28u3E+QTZO/WvjRnKb8Uuja/dFgOEkMS7SWBE0MS7dv6efl5pM0iInJwCikiIofj7bfhmmtaP94412ToUPWYHEXGGHZX7iajOIOMIteu7uW15W4T3ftG9SXQJ5CUsBS6hHbB18vXw60WEZFDpZAiInIo0tLg//5fVy9KS9RrcswsyVrC8m3LKa0udSuPDIh0m0fSI6IHPSJ6HO/miYjIUaSQIiLSFmlpMGsWvP56y3ucOBxw000KJ0dBWU2ZvSRw/+j+JIUlAVDXUEdpdSnhfuGkhKeQEpZCSngKQT5BHm6xiIgcbQopIiIHkpYGTz4Jb7zRcjixLJg8WeHkCFTWVpJVkmWvwLW9fLt9zNfL1w4pQ+KGMCh2EGF+YZ5qqoiIHCcKKSIirUlLg0GDoK6u5eMOByxYoCWED1FNfQ3GGHuuyKdbP7UnugMEeAeQEuaa6N6tUze7vHEHeBEROfEppIiI7C8tDd56yzW0q7WAoj1O2qyuoY6ckhzXEK7iDHJLc7mg2wX2RPceET2oqquyh3BFBUZpV3cRkZOcQoqISKO2DO26/HLo2VMrdrXBmsI1rMpfRU5pDnUN+8Ket8ObitoK+3rfqL70jdJzKSIi+5wQIcWyrBTgVSAaqAeGGWPKPdsqEelQDrbniYZ2tcoYQ0FZARnFGSSFJhEfEg9gLxXstJwkhSbZPSXxIfHaQFFERA7oRPkr8Tow3RizxLKsTkC1h9sjIh1FY+/J3Lmt1/HygvfeU0DZyxjDzoqdbnuVVNZVAq5d3BtDSv/o/iSGJJIYmoiP08eTTRYRkQ6mw4cUy7L6ArXGmCUAxpjdHm6SiHQEB9vvREO73DSYBhyWA4BPtn7CsrxlbsejA6NJCU+hZ0RPu6yTfyc6+Xc6ru0UEZETg8dDimVZo4D7gVOBWOASY8wH+9W5bW+dGOAX4A5jTONfyO5AmWVZHwHxwHvGmJnHq/0i0gHNn+8KHq3RpHj2VO+xe0oyijMYkTiCofFDAYgPjifCP8IevpUclkygT6CHWywiIicSj4cUIBBX8HgVWLD/QcuyrgJmAbcAPwF3A59ZltXTGLMd12M4ExgIbAc+tSxruTHm84PdsWVZvoBvkyKtbylyIktLg5kzYd68lo+f5LvFZxVnkbY9jYziDHZW7HQ7VlBWYP+/f3R/BsQMON7NExGRk4jHQ4ox5hPgE6C1JSfvAV42xry2t84twG+A3wOPAXnAz8aYnL3HF+MKLAcNKcA04JEjfAgi0hEcbGL8FVfAI4+cNOGkuq6arJIswvzCiAqMAiCjOIPl25YDEOgdSEp4CqnhqaSEpbhtoKjlgUVE5FjzeEg5EMuyfHANA/trY5kxpsGyrC+A4XuLlgNRlmWFAyXAKGB2G+/ir7h6aRoFA7lH2m4RaUfS0uDBB2HRopaPjxwJ9913wg/tqq2vJac0xx6+tW3PNhpMA8MThjOu2zgA+kT2wd/Ln5TwFCIDIhVGRETEY9p1SAE6A06gcL/yQqAXgDGmzrKsPwLfAhbwH2PMx205uTGmmiYrgekPssgJ5t134aqrWt7z5CRaUvi77O/4KuMr6k29Xebj9CEpNInY4Fi7LCowyu5VERER8aT2HlLapOmQscNhWdY4YBygNTJFThRvvw3XXNPysRNwYnyDaXDtVbK3p6RPZB8Gxw4GINgnGMuySAlNsSe7xwXH4XQ4PdxqERGRlrX3kLIT1+aM0fuVRwMFzasfHmPMZ7gm44cAtx2t84qIB6SlweOPwz//2fzYCTYxfnflbjbv2kxmcSaZxZlU1VXZx7wd3nZI6RPZhz6RffB2enuqqSIiIoekXYcUY0yNZVkrgHOADwAsy3Lsvf68J9smIu1MWho8+yy88krLw7tGjoR//KPDhhNjDLsrd+N0OO1J7GsL1/JV5lcAWFjEBsXaPSVdQrvYt1U4ERGRjsbjIcWyrCCgW5OiFMuyBgK7jTHZuCa2z7Us62dgGa4liAOB145iGzTcS6QjS0uDwYOhtrbl4z4+HTKglFSVuO1VUlpd6jbRvUdED8pry0kJSyEpLIkA7wAPt1hEROTo8HhIAYYAXzW53rja1lzgd8aY+ZZlRQKP4trMcTVwvjFm/8n0h03DvUQ6uMcfbzmgdNDhXasLVvNt1rfsrtztVh7uF46/t799PTY41m3iu4iIyInC4yHFGPM1rlW5DlTneTS8S0Ra8s9/Np9/YlkweXK7DyeVtZVklWSRUZRBYmgip0SdAriGbu2u3E2wT7A9fCsl3H2vEhERkROZx0OKiMhhSUuDJ5+EuXPdy9vx0sI19TVkl2Tbw7fy9+RjcM2fKakusUNKz849uX3o7UT4R2hpdBEROSkppKA5KSIdTloaDBoEdXXu5e0soNQ11FFbX2sP0Vqas9Se6A7g6/QlKSyJlLAUunbqapf7efnh5+V33NsrIiLSXiikoDkpIh3O1KntMqA0mAa27dlm95Rkl2QzJG4I53c7H4CunbqSXZJtD+GKDY7FYTk81l4REZH2SiFFRDqWWbNg8WL3Mg8HlPTd6fyU9xNZxVlU11fb5U7LSXXdvusJIQlMGjDJE00UERHpUBRSRKTjePlluPde97LjGFAa9yrJKM4g1DeU7hHdASivLWfzrs1YWMQHx9s9JYmhifg4NYpURETkUCmkiEjH8K9/uVbsauo4BJTS6lIyijL4tehXe68SgF6de9khpVunblxzyjUkhSVpLomIiMhRoJCCJs6LtHv//Cdcd5172TEKKMYYe0Wtn3J/4pOtn7gd7+TfiZSwFDugAAR4B9Czc8+j2g4REZGTmUIKmjgv0q699hr8/vfuZUcxoFTXVdt7lWQUZ5AclmxPdI8LjtNeJSIiIh6gkCIi7ddLL8HNNzcvv+mmIwooO8p3sHb7WjKKMsjbk0eDabCPNZ1DkhCSwD3D79FeJSIiIseZQoqItE//+lfLAcXHx7WTfBs1LgtsYREfEg9Aflk+32Z9C4C3w5vU8FRSwlJIDU8lOijavq3CiYiIiGcopIhI+7NgAUzab6ley3JNnL/jDujbt9WbGmPYXr6djOIMMooyyCzOpLq+mp4RPbmm3zUApIanMjp5NKnhqcQHx+N0OI/loxEREZFDpJCCJs6LtCtpaXDFFe5lbZyDsmHHBj7e/DHlteV2mYVFXHAcccFxdlmQTxCjk0cfzVaLiIjIUaSQgibOi7Qr990HDfvmiLQUUPZU77F7SsL9wxmVNAqAYN9gymvLiQyItCe7J4cl4+/tf7wfhYiIiBwBhRQRaR/S0uCBB+Czz9zLb7qJqt+MI2PHBjKKXfuV7KzYaR+OCoyyQ0pccBz3Dr+XYN/g49lyEREROcoUUkTE8xYsgMsvB2MAqHFCpReE1nvBHXewZdcW3t/wvl090DvQbVngRg7LoYAiIiJyAlBIERHPSkuj7srLyQsx/BoOGeGQGwLdd1tc8+f3oG9fUmrK6BnRk5Rw1wpckQGRWnlLRETkBKaQIiIek1OSw9f/7wqyRxhqmyyw5YUDxz332PNQgnyC7JW5RERE5MSnkIJW9xI51owx7KzYya9Fv+Lt9GZw7GBIS8O650bSazficEBiCaQWQUq3ISTMmoNXvwGebraIiIh4iGX2jgEX2Lu6V0lJSQkhISGebo5Ih1ZcVcyvRb+SUZRBRnEGZTVlAESW1HLbnDXw8cc0WJAeDl1KwLce8PKC1asPuA+KiIiIHJrS0lJCQ0MBQo0xpZ5uT1uoJ0VEjor6hnp7U8QNOzYwf918t+MR/hGkrttGyoOPYXaABTgMdN+9t4LDAe+9p4AiIiIiCikicniq6qrILM60e0rC/MKY2G8iAImhiYT6hu5bgSu/kpDHnoZ33mn5ZF5eroBykM0aRURE5OSgkCIibba7cjcr81eSUZTBtj3bMOwbLlpbX4sxBsuyCPIJ4u5hd2OtWwcPPglz57Z+0iuugEceUQ+KiIiI2BRSRKRF9Q315O3Jo7qumu4R3QGoqK3gu+zvAPBx+pAclmzvVRIdGO1aFjgtDebPx/ruO/j669bvYORI1+7y6j0RERGR/SikiAjgWoGroKyAjOIMMooyyCrJoqa+hsiASDukxAXHcU7KOSSHJRMXHGfPQXEFk/+F9eth4UJ7U8YWORyuzRsVTkRERKQVCikiQnZJNvPWzqOyrtIuc1gOEkISSAlLocE04LAcOCwHZyaduTeUvATbt7v+/8MPbbsjpxPef18BRURERA5IIQXtkyInj5KqEjKKM/i16FeclpMJvVxhoZN/J6rqqogOjLZ3de8S2gU/Lz/XDfcO4aKw0PX/pUvbfqdOJ1x6KfTsCVdfrbknIiIiclDaJ6UJ7ZMiJ5qquirSd6e79ispzmB35W77mI/ThwdHPojDcgBQWVuJv7f/vkCyfTvs2AHr1sGWLQcewtUShwNuugnuuEPBRERExIO0T4qIeFR1XTUl1SVEBUYBsKtiF++uf9c+HuwTbPeUpISl4Fi33g4k/gCbNx94uDnOHwAAIABJREFUsvvBnHceJCdDVJR6TUREROSwKaSIdGC19bXklObYe5Vs27ONCP8Ibht6GwCxwbH0i+pHl9AupISnEPHpt1h/fhmCg6GiAhYvPvQekqbOOw9CQqC8HG6+WXNNRERE5KhQSBHpgHaU72DxlsXklOZQ11Bnl/s4fQjbuYe6hx/Ca+NmHAUFXBbl6lVh0ybX0K3D5XDAZZe5Qo1CiYiIiBxDCiki7ZgxhsLyQjKKMqiur2Z08mgAArwDyCjOwLljJ8lrs0kpMqTsaiB+XQ7OtWlH1jvSqLGXpKDANWxLc0tERETkOFFIEWlHjDHsrtxt71WSUZxBRW0F4OolOXNPOM533iNw+3Z+n7Ga2C+X4d1wFO5YvSQiIiLSjiikiHhYTX0NPk7X6tf5Zfm8tGLv/iPr0qC8nKg6P1IKqkjZUABrH4K9nSRdDvcOLQvGjnVNcAdNchcREZF2RyFF5DirqK0gc/nnZHw6j1/LcrAM3J4bB3l5xAQFEhO6lbi1maQUQUoxBNUcxp04HHDuua7J8bGxEB7uKlcgERERkQ5AIUXkaGu6zwjA7t3s2Z7D0gT49f+3d+dhcpTl3se/90z2ZTJJ2NdMBAET2UE2A4gQPLjggmwqioIobuAKCgoeD5yjIAoqioLIq3DwIOACRtk0qJAABpmERcgCCUkgJJkkJJlJZu73j+fpmUozk8z0VtXdv8911VXV1TXVT93TS91VzzKyg6Xrl+EvvNC9+agOaH8YhnZCA3BOIa+p9iMiIiJSQ5SkiPQml2g89VQ48c/djVi+PDzedlsYORLa22HZsrBu9Gjo6GDjrMdY2AQrh8G+S8LuGgbD3w8Py8M2woSV0LICJq6ArdaCDaRsaj8iIiIiNU5JitSP/DscEJKOhQthzBgYPDiMsL5oUVjXT10Gi0fB3LEwbyw8fwRsbIAhnfDGpdDoMHIDvPNp2G5NmBr62/lWMiHRXRIRERGpE0pSADObCkwFhqRdFumH1la4+mqYM2fT9ha5uxzbbQejRsHSpfDiiyEBaW+HGTNK0zVvwvLh8OMDoD3xSWpw2KUt3CXZ2ACNnWH9/ot72UF+EqL2IyIiIiJKUgDcfRowzcyagHPTLk/dSt7pyCUc228fEo7Fi8MdjoYGePzxihbLCVW3cndKVg+Bj8wKzzWvD0nJ9qtDUtKyMiQoQzrZfAICSkJERERE+qAkRSonv53HdtvB0KHQ1gZz54Y7IxnR0QhPbW3MO3If5jW0sXLscBg+DNatgzVrWLPHgYwaszUNwPnLlzF4yUswUXdBREREREpBSYqUTy4pefJJmD0bnn665NWtCpK7w5FoCL9uh214efwwdnm5A5YsYeOk1/ObtwwNyQYwZugYJo6dSMvYFlqaWxg1dHT37gandRwiIiIiNUpJipROayvcfDM8/DA88wwkutktuYYG2Gcf2G2317ZJye+Jq5d2Hh177s7zbc93j+q+ePViBjUM4itHfIXGhkZGAIc/92fGDR9Hy9gWxg4bi9mA+uASERERkQIpSZHC5Rqwz5oVBg1sbS3NfpNjfvSWcOyxR8FVqdZ0rOHXs3/Nwgd/Q6d3dq8f2jiUCc0TWLdxHaOGjALg2NcdW5rjEREREZEBUZIiA9faCt/9Llx//cD/tq+R0JcvL+mYH13exZI1S5i3Yh7L1i7jXXuGfY4YPIKlry7FzJjYPJGW5hZaxraww+gdaLCGol9XRERERIqnJEUG5oor4Atf6P/2yaSkjGN8uDvL1i5j3sp5zFsxj/kr57Nu47ru549uOZqmoU00WANn7ncm44aPY1CD3v4iIiIiWdTvszQz+yehN9Ytcvf9Cy6RZE9rK9x0E9xxR2hrsjmNjXDMMWVPSgBe7XiVkUNGArBu4zp+OPOHeOItut2o7WhpbmHi2IkMHzS8e/02I7cpS3lEREREpDQGcin5jsTyMOCTwBzgH3HdIcAk4IelKZpkwu23w0knQWdn788nG7AX0VakP17teLX7Tsm8lfNY3b66p6H74BHsudWejBwykoljJzKheQIjBo8oSzlEREREpLz6naS4+yW5ZTP7KfB9d78ouY2ZXQLsXLriSapuv71nMMLenHQSfP3rZR0LpH1jO/fPv5+5K+by0qsvbfJc09AmVq5fyfgR4wE4efLJZSuHiIiIiFROoZXyTwIO7GX9/wMeAc4suESSDbfeCif3cdLf0ABXXRWqcpXQhs4NvLDqBRavXszhuxwOwODGwTy+5HHWbVzHiMEjmNA8IYxX0tzCuOHj1C2wiIiISA0qNElZBxwO/Dtv/eHA+qJKJOlqbYWvfhV++9vXPrfffnDCCSWr0tXZ1cmLq19k3sp5zF0xlxfaXujuFnjyNpMZM2wMDdbAu/Z8F83Dmtl25LZKSkRERETqQKFJylXAj8xsf2BGXPcmwh2Ub5aiYJKCJ54IiUhv7U+GDAmN54tITty9O8no6Ozgir9fQXtne/fzjdbY3SVwY0Nj9/o9t9qz4NcUERERkepTUJLi7peb2Vzgs8AH4uongY+4+62lKlx/mdl8YBXQBaxw96MrXYaacMYZr01QzODsswvqpcvdWb5uOXNXzGXeynksWrWIT7/p0wxqGMSQxiFsNWIrzKw7Mdm5aWcGNw4u4QGJiIiISDUqeKCImIxUPCHZjMPcfU3ahahal1wC//znpusaGuA3vxnQ4IqdXZ088dIT3T1wrWpftcnzS9YsYaemnQD46P4f1QCKIiIiIvIaBScpZtYMvA+YCHzH3ZfH6l9L3X1RqQooFXDrrfCNb2y6rp8JytoNa1m4aiGvH//68GfWwLRnp3UPpDhu+LjuOyUTmicwasionpdQgiIiIiIivSgoSTGzvYF7gDZgAvBTYDnwHmAX4EMD2NcU4IvAAcD2wLvd/Y68bc6N22wHPA582t1nJDZx4C9m1gVc5e6/LOS46lJrK5x66qbrNpOgtG9sZ0Hbgu47JUvWLAHgvEPOY8ywMZgZR004iiGNQ2gZ20LzsOZKHIWIiIiI1JBC76RcCfzc3b9kZqsT6+8CfjXAfY0kJB7XA7/Jf9LMTo6vdw7wMPA5YJqZ7eHuuYEzjnD3RWa2PXCPmT3h7v/a0gub2VBgaGLV6AGWvfp9//vQ1dXzuI8EpbOrkxsfv5GFqxbS5T3bDxs0jJbmFjZ0behe96ad3lT2YouIiIhI7So0STkI+Hgv6xcR7nb0m7vfDdwN9NW97PnAde5+Q9zmHOAEQk9il8d9LIrzxWZ2F7A/sMUkBbgA+PpAyltTbrkFrruu5/GgQXT9+lZePPoA5i2YzoK2BZwy+RQGNQyisaGRDZ0baLTG7nFKWsa2sN2o7VRtS0RERERKqtAkpR1o6mX964GXCy/OpsxsCKEa2GW5de7eZWb3AIfGbUYCDe6+2sxGAW+h/w36LyPcpckZDSwsRdkzr7UVTjsNB14aCfPGwryPvJ3545+i/bHHuzdbuGohE5onAGFE99FDRm/SPbCIiIiISKkVmqT8FrjYzN4fH7uZ7QL8N3BbSUoWbAU0Akvz1i8FcoNnbAvcHu/CNBLuuszsz87dvZ2QcAF93smpKe7OyvUrGXv55eAOwI37wtqhBpO3xzo72GH0Dt13SnYcvWP336p9iYiIiIhUQqFJyueB/wNeAoYDfyFU8/oH8NXSFK1/3H0usE8x+zCzqcBUYEhJCpUxq9tXd4/qPm/FPNra2/jcQw/QDBiw7xLYeMLxtBz9aSY0T2D44OFpF1lERERE6lihgzm2Acea2RHA3sAo4DF3v6eUhQOWAZ2EuyVJ2wJLSvUi7j6N0Bi/CTi3VPtNk7vzx2f/yHMrnmPZ2mWbPNc8bzGrli0id1/kuBeGwNnfhq33qnxBRURERETyFDxOCoC7Pwg8WKKy9Lb/DjN7FDgGuAPAzBri42vK9brVpqOzg+fbnmfeinkc3XI0gxoGYWa8sOoFlq1dxsjBI2kZ29Ld4H3sJe8JnUfnfOlLAx5NXkRERESkXIoZzPEg4GhgG2CT7p3c/fwB7GcUsFtiVYuZ7Qssd/fnCQ3bbzSzR4AZhC6IRwI3FFr2arexayOLVi0K1bdWztukW+Ddx+/e3dD9+N2OZ9igYWw9Yuue9jZPPAEPPNCzs2HD4JRTKnsAIiIiIiKbUehgjhcC/wk8TWjE7omnvdc/6tuBwP2Jx7netm4EPuzu/2tmWwOXEtq9zAKOd/f8xvQFy3qblC7v6u7m1925ZsY1rFy/svv5QQ2DmNA8gYljJ27SuH2XMbu8dmdXX73p4y98QXdRRERERCRTzH2gOQWY2VLgy+7+85KXKEWxTUpbW1sbTU299bBcGe7Oy2tf7h7Vff7K+Zxz4DndCchtc25j5fqVofrW2BZ2atqJQQ39yDdbW2HffaGzMzweNgweeURJioiIiEgNW7VqFWPGjAEY4+6r0i5PfxRa3asL+FspCyIwa8ksnlv+HPNWzmNNx5ru9YaxePXi7iTlPXu9p7Dukv/yl54EBXQXRUREREQyqdAk5buEXrA+V8KypCYr1b1mLJrBi6tfBGCrEVt1j1UyoXkCIwaP6N6u4PFcViUS5+HD1RZFRERERDKp0OpeDcAfCCPMzwE2JJ939/eUpHQVlnZ1r9kvzWZj10ZaxrbQNLTEr9/aCvvtBxs3QkMD3HYbnHhiaV9DRERERDKnnqp7fZ/Qs9f9wCsMvLG89GLSNmWsevXAAyFBAejqgsWLy/daIiIiIiJFKDRJOQN4r7v/oZSFkTJamtcZ2vbbp1MOEREREZEtaNjyJr1aDjxXyoJImd1xx6aPdSdFRERERDKq0Dsp3wAuMbOPuPvaEpYnFVlpOF82M2aENik5w4bBlCnplUdEREREZDMKTVI+A7wOWGpm83ltw/n9iyxXRbn7NGBabDh/btrlKblrr930sboeFhEREZEMKzRJuWPLm0hm/OtfPcvqelhEREREMm7ASYqZDSL05nW9uy8sfZGkpKZPh0cfDcuDB8OvfqW7KCIiIiKSaQNuOO/uG4EvUvhdGKmkyy7rWd6wQQ3mRURERCTzCk007gOOBOaXrijpqdmG862t8Mc/9jxWg3kRERERqQKFJil3A5eb2RuBR4FXk0+6+2+LLVgl1WzD+QceAE+Ms6kG8yIiIiJSBQpNUn4Y5+f38pwDjQXuV0pphx16ltVgXkRERESqREGDObp7w2YmJShZMXt2mO+7L8ycqbsoIiIiIlIVCh1xXrKutRUuvTQsz569abUvEREREZEM63d1LzP7DPATd18fl/vk7t8vumRSnOnTYePGsLxhQ3g8eXK6ZRIRERER6YeBtEk5D/glsD4u98WBqkpSarJ3r8MO61kePly9eomIiIhI1RhIkrKvu7cBuHtLmcqTiprs3csszJub4ec/V3sUEREREakaA2mTstzMtgEws/vMrLlMZZJSuPPOMF+5Ek49NbRRERERERGpAgNJUtYA4+PyUcDgkpdGSueee3qW160LbVJERERERKrAQKp73QPcb2ZPxse3m1lHbxu6+1uKLpkUZ8WKnmW1SRERERGRKjKQJOUDwBnA64AjgdnA2nIUSoq0cSM8/XRol/KVr8Dpp6tNioiIiIhUjX4nKe6+DrgWwMwOBL7s7ivLVTApwp13Qke8yXXVVXDaaemWR0RERERkAAodcf5oJSgZdscdPctqjyIiIiIiVWYg1b26mVkj8GHgGGAb8pKdamuTUnPjpOQGcQS1RxERERGRqlNQkgJ8j5Ck/AFoJQzgWLVqbpyU2bPD/Mwz4fzz1R5FRERERKpKoUnKKcD73f2uUhZGSmDWLHjiibB8881w3nnplkdEREREZIAKapMCdADPlrIgUiJqjyIiIiIiVa7QJOUK4LNmZqUsjJTA1lv3LKs9ioiIiIhUoUKrex0BHA28zcxmAxuST7r7e4otmBQo1/Xw1KlwxRVqjyIiIiIiVafQJGUlcHspCyIl8tBDYf7mNytBEREREZGqZO5V3TFXScXevdra2tpoampKuzgD19oK++wDXV0wdCg88ghMnpx2qUREREQkRatWrWLMmDEAY9x9Vdrl6Y9C26QAYGZbm9kRcdp6y38hZTV9ekhQANrb1WheRERERKpSQUmKmY00s+uBxcBf4/Simf3MzEaUsoAyAAcd1LOsRvMiIiIiUqUKvZNyJXAk8A6gOU7viuuuKE3RZMCGDAnzXXeFmTPVJkVEREREqlKhDeffC7zP3R9IrLvLzNYBtwKfKLZgUoBnnglzNZoXERERkSpWaJIyAljay/qX4nNVxcymAlOBIWmXpSi5NijNzemWQ0RERESkCAX17mVm9wKvAB9y9/Vx3XDgRmCcu7+1pKWskKru3au1FfbdFzo7Q7WvRx9Vz14iIiIiUpW9exV6J+VzwB+BhWb2eFy3D9AOHFeKgskATZ8eEhQIAzpOn64kRURERESqUkFJirs/YWa7A6cDe8bVNwO/dPd1pSqcDMDgwT3L6tlLRERERKpYQUmKmV0ALHX36/LWn2lmW7v7f5ekdNI/ra1w7rlh2Qx+9Ss1nBcRERGRqlVoF8QfB57qZf1s4JzCiyMFmT49VPECcIfFi9Mtj4iIiIhIEQpNUrYjDOSY72Vg+8KLIwWZMgUa4r9y6FBV9RIRERGRqlZokvICcHgv6w8HXiy8OFKQSZNg/PiwfM89quolIiIiIlWt0N69rgOuMrPBwH1x3THA/6AR5yuvrQ1efhlGjYKxY9MujYiIiIhIUQpNUr4NjAd+SM8AiOuB/3b3y0pRMBmA3/8+zNesgYMOghkz1P2wiIiIiFStgqp7efBlYGvgEMIYKePc/dJSFk766c9/7llet65n5HkRERERkSpU6J0UANx9DTCzRGWRQjU19SxrjBQRERERqXKFNpyXLFm/PszPOANmzlTDeRERERGpakpSasHzz4f5mWcqQRERERGRqlczSYqZjTCzBWb2nbTLUnELFoT5rrumWw4RERERkRKomSQF+CrwUNqFqDh3mDcPzGDlyrRLIyIiIiJStJpIUsxsd2BP4O60y1JxDz4I7e0hWTn0UGhtTbtEIiIiIiJFST1JMbMpZvY7M3vRzNzMTuxlm3PNbL6ZrTezh83s4LxNvgNcUJkSZ8wf/9izrO6HRURERKQGpJ6kACOBx4Fze3vSzE4GrgQuAfaP204zs23i8+8CnnH3ZypT3IzZZZeeZXU/LCIiIiI1oKhxUkrB3e8mVtMys942OR+4zt1viNucA5wAnAlcThhM8hQzOwkYBQw2s1X9GVjSzIYCQxOrRhdxKOkYMiTMjzwSfvAD9e4lIiIiIlUvC3dS+mRmQ4ADgHty69y9Kz4+ND6+wN13dvcJwBcICc0WE5ToAqAtMS0sXekrZPHiMD/2WCUoIiIiIlITMp2kAFsBjcDSvPVLge1KsP/LgDGJaacS7LOycknK9tunWw4RERERkRJJvbpXKbn7zwe4fTvQnnvcR3WzbFOSIiIiIiI1JutJyjKgE9g2b/22wJJSvYiZTQWmAkNKtc+KefbZMF+7Nt1yiIiIiIiUSKare7l7B/AocExunZk1xMf/KOHrTHP384ELS7XPimhthX/9Kyx/8IMaI0VEREREakLqSYqZjTKzfc1s37iqJT7O9a17JXCWmZ1hZnsBPyJ0W3xDGuXNlHvvDYM4gsZIEREREZGakYXqXgcC9yceXxnnNwIfdvf/NbOtgUsJjeVnAce7e35j+oJVbXWvrbbqWdYYKSIiIiJSI1JPUtz9AWCzLdbd/RrgmjKWYRphgMgm+hhUMpOeeCLMDz4Yrr9eXRCLiIiISE1IvbqXFKi1Fb7znbA8a1ZPtS8RERERkSqnJKVaTZ8OnZ1huaND7VFEREREpGakXt0rC6qyTcphh/Usqz2KiIiIiNQQJSlUaZuUYcPCfIcd4E9/UnsUEREREakZqu5Vre6+O8z33lsJioiIiIjUFCUp1ai1Fb70pbB8770axFFEREREaoqqe1GFbVKmT4cNG8Lyhg3h8eTJ6ZZJRERERKRElKRQhW1SpkyBhgbo6oKhQ9VoXkRERERqiqp7VaNJk3pGm7/3XrVJEREREZGaoiSlGq1fDy+9BE1Nm3ZFLCIiIiJSA5SkVKMFC8K8qQnmzEm3LCIiIiIiJaY2KVRhw/n77gvzhQvhoINgxgw1nBcRERGRmqE7KYSG8+5+PnBh2mXpl7/8pWd53brQu5eIiIiISI1QklKNRozoWR4+XL17iYiIiEhNUZJSjdasCfNPfAJmzlTvXiIiIiJSU5SkVKP588P8k59UgiIiIiIiNUdJSjXKJSm77ppqMUREREREykFJSrV59VV4+WUYORKefz7t0oiIiIiIlJy6IKbKuiC+554wf/VVdT8sIiIiIjVJd1Kosi6I//SnnmV1PywiIiIiNUhJSrUZO7ZnWd0Pi4iIiEgNUpJSbTo6wvz971f3wyIiIiJSk5SkVJtcz14f/KASFBERERGpSUpSqs2cOWG+cWO65RARERERKRMlKdWktRVmzw7Lp50WHouIiIiI1BglKdXk3nt7ltWzl4iIiIjUKI2TQhWNk7L77j3L6tlLRERERGqU7qRQReOkDBsW5pMnq2cvEREREalZSlKqyQsvhPkRRyhBEREREZGapSSlmixcGOY775xuOUREREREykhJSjV5/PG0SyAiIiIiUnZKUqpFayvcdltYvvRSdT8sIiIiIjVLSUq1mD4durrCcnu7uh8WERERkZqlJKVaTJkCZmFZ3Q+LiIiISA1TklItJk0KyQnAQw+pdy8RERERqVlKUqrFhg2wdi00N8Pee6ddGhERERGRslGSUi1WrAjzcePSLYeIiIiISJkNSrsAWWBmU4GpwJC0y9Kn5cvDfOzYdMshIiIiIlJmSlIAd58GTDOzJuDctMvTK91JEREREZE6oepe1SJ3J0VJioiIiIjUOCUp1UJJioiIiIjUCSUp1SJX3UttUkRERESkxilJqRZPPRXmHR3plkNEREREpMyUpFSD1la47rqw/P3vh8ciIiIiIjVKSUo1mD4dNm4Myx0d4bGIiIiISI1SklINpkwBs7A8bFh4LCIiIiJSo5SkVIM994TGRmhogIcfhkmT0i6RiIiIiEjZKEmpBgsWhOpe22wTkhURERERkRqmJKUa/OlPYb5kCRx0kBrOi4iIiEhNU5JSDe65p2d53To1nBcRERGRmqYkpRps2NCzPHy4Gs6LiIiISE2r+iTFzJrN7BEzm2VmrWZ2VtplKrkFC8L8ootg5kw1nBcRERGRmjYo7QKUwGpgiruvNbORQKuZ/cbdX0m7YCXR0QGzZ8OgQfDe9ypBEREREZGaV/V3Uty9093XxodDAYtTbfjd70LPXhs3wqGHqtG8iIiIiNS81JMUM5tiZr8zsxfNzM3sxF62OdfM5pvZejN72MwOznu+2cweBxYC33b3ZZUqf9nlevYCNZoXERERkbqQepICjAQeB87t7UkzOxm4ErgE2D9uO83Mtslt4+4r3X0foAU4zcy2LXupK2Xs2J5lNZoXERERkTqQepLi7ne7+9fc/fY+NjkfuM7db3D3OcA5wFrgzF72tZSQxLy5P69tZkPNrCk3AaMLO4oyyvXsdcopajQvIiIiInUh9SRlc8xsCHAA0D1QiLt3xceHxm22NbPRcXkMMAV4up8vcQHQlpgWlqzwpfL882H+gQ8oQRERERGRupDpJAXYCmgEluatXwpsF5d3BabHNinTgavd/Yl+7v8yYExi2qnoEpdaLknZZZd0yyEiIiIiUiFV3wWxu88A9i3wb9uB9txjswx2CqYkRURERETqTNaTlGVAJ5DfEH5bYEmpXsTMpgJTgSGl2mdJtLfDkiUwbBgsXAhjxqRdIhERERGRsst0dS937wAeBY7JrTOzhvj4HyV8nWnufj5wYan2WRL33Rfm69fDQQdpjBQRERERqQupJylmNsrM9jWzXJWtlvg4V7/pSuAsMzvDzPYCfkTotviGNMpbUdOm9SxrjBQRERERqRNZqO51IHB/4vGVcX4j8GF3/18z2xq4lNBYfhZwfOxuuCQyW91rm216ljVGioiIiIjUidSTFHd/ANhsi3V3vwa4poxlmEYYILKJPgaVTEVnZ5i/853wX/+lLohFREREpC6kXt1LNiPXs9f7368ERURERETqhpKULJs9O8xzd1REREREROpA6tW9siCTbVJaW+Ghh8Lyxz8O++8PkyenWyYRERERkQrQnRQy2gXxX/8K7mF5/Xr17CUiIiIidUNJSlbts0/Psnr2EhEREZE6oiQlq0aODPOJE2HmTDWcFxEREZG6oTYpZLRNSq5nr4MPVoIiIiIiInVFSQoZHScll6Tssku65RARERERqTBV98qqRx8N88GD0y2HiIiIiEiFKUnJotZWuOmmsPztb4fHIiIiIiJ1QklKFk2f3jOAY0eHuh8WERERkbqiNilksOH8lClgFsZJGTZM3Q+LiIiISF0xzw0YKMSG821tbW00NTWlW5gdd4QXXwx3UY44It2yiIiIiEjVWrVqFWPGjAEY4+6r0i5Pf6i6V1atXh3mhxySbjlERERERCpMSUoWbdgQkpTmZhikGnkiIiIiUl+UpGTRihVhPm5cuuUQEREREUmBkpQseuWVMFeSIiIiIiJ1SElKFi1fHubjx6dbDhERERGRFKjBAxnsgjiXpOhOioiIiIjUISUpgLtPA6bFLojPTbs83dW9dCdFREREROqQqntlUe5Oyty5MHt2umUREREREakwJSlZ9NRTYX7XXXDQQdDamm55REREREQqSElKFuWSFIB168Ko8yIiIiIidUJJShaNGNGzPHw4TJmSXllERERERCpMSUoWdXaG+Re/CDNnwqRJ6ZZHRERERKSC1LtXFuV69zrrLNh993TLIiIiIiJSYUpS0DgpIiIiIiJZYu6edhkJHqfVAAAgAElEQVQyI46T0tbW1kZTU1N6BWlqgjVrYMMGaGxMrxwiIiIiUvVWrVrFmDFjAMa4+6q0y9MfapOSNR0dsHo1NDcrQRERERGRuqQkJWtWrAhzVfUSERERkTqlJCVrcu1RNm7UaPMiIiIiUpeUpGTNzJlhvmCBRpsXERERkbqkJCVrHnywZ1mjzYuIiIhIHVKSkjVjx/Ysa7R5EREREalDSlKypr09zE87TaPNi4iIiEhdUpKSNc8/H+Yf+pASFBERERGpS0pSsmbBgjDfddd0yyEiIiIikpJBaRcgC8xsKjAVGJJ2WZg7N8xXr063HCIiIiIiKdGdFMDdp7n7+cCFqRZkxgxYuTIsH3mkuh8WERERkbqkJCVL/vCHnmV1PywiIiIidUpJSpbssEPPsrofFhEREZE6pSQlS8zC/Oij1f2wiIiIiNQtJSlZkuvZ6x3vUIIiIiIiInVLSUqW5MZIUffDIiIiIlLHlKRkyZw5Yb5hQ7rlEBERERFJkZKUrGhthX/+Myx/5CPqflhERERE6paSlKx44AFwD8vqflhERERE6piSlKzYc8+eZXU/LCIiIiJ1TElKVgwbFuZ77aXuh0VERESkrilJyYpc98OHH64ERURERETqmpKUrMglKep+WERERETqnJKUrJg1K8wbG9Mth4iIiIhIyqo+STGznc3sATObY2b/MrOT0i7TgLW2wm23heVLLlH3wyIiIiJS16o+SQE2Ap9z9zcAxwFXmdnIlMs0MNOnQ1dXWG5vV/fDIiIiIlLXqj5JcffF7j4rLi8BlgHj0i3VAE2ZErodBnU/LCIiIiJ1L/UkxcymmNnvzOxFM3MzO7GXbc41s/lmtt7MHjazg/vY1wFAo7u/UPaCl9KkSTBjBvzwh+p+WERERETq3qC0CwCMBB4Hrgd+k/+kmZ0MXAmcAzwMfA6YZmZ7uPtLie3GAb8AzurvC5vZUGBoYtXoQg6gJCZPDpOIiIiISJ1L/U6Ku9/t7l9z99v72OR84Dp3v8Hd5xCSlbXAmbkNYrJxB3C5u/99AC9/AdCWmBYWcgwiIiIiIlI6qScpm2NmQ4ADgHty69y9Kz4+NG5jwM+B+9z9pgG+xGXAmMS0U/GlFhERERGRYmQ6SQG2AhqBpXnrlwLbxeXDgZOBE81sVpze2J+du3u7u6/KTcDqUhVcREREREQKk4U2KUVx9wcpMtkys6nAVGBISQolIiIiIiIFy3qSsgzoBLbNW78tsKRUL+Lu0wiN8ZuAc0u1XxERERERGbhMV/dy9w7gUeCY3Doza4iP/5FWuUREREREpHxSv5NiZqOA3RKrWsxsX2C5uz9P6H74RjN7BJhB6IJ4JHBDCcug6l4iIiIiIhlh7p5uAcyOAu7v5akb3f3DcZtPAV8kNJafBXzG3R8uQ1magLa2tjaamppKvXsRERERkYpbtWoVY8aMARgTO4vKvNSTlCxRkiIiIiIitaYak5RMt0kREREREZH6k3qblCxQmxQRERERkexQda8EVfcSERERkVpTjdW9dCelF6tWVcX/TkRERERki6rx3FZ3UhLMbEdgYdrlEBEREREpg53cfVHahegPJSkJZmbADsDqFIvxX4nlw4G/9fF4MHA28BNgQx/bb2kfpfqban7d/sSxlo63HK9brvdiVo+3HH/TWwwrVdZaiXMuhv8CplfwdSu5j3K/bl8xLPfrpv03pXzdGfR8lg+u4OtWw/+mv/vYXAzL+bqVOt4jKb/RhIvuO7HpOe1o4EWvkpN/VfdKiP+0RWmWwcw6Eg+7gM09hnBC07GZ57e0j1L8TbW/Lmw+jrV2vOV4XSj9ezHLx1uuv9mwhW1q6Xj1unrdrPxNKV83d5FhQ4Vftxr+N/3dx+ZiWM7XrcjxVqI9SLjmDsDqvNerqjpfSlKyZ1pieRnwaB+PRwDnAvcCa/vYfkv7KNXfVPPr9ieOtXS85Xjdcr0Xs3q85fib3mJYqbLWSpxzMfwt8PcKvm4l91Hu1+0rhuV+3bT/ppSv+yQ9n+UXK/i61fC/6e8+NhfDcr5upY5X+knVvapUricyqqiXhixSHIunGBZPMSyeYlg8xbB4imHxFMPi1UoMNZhj9WoHLolzKZziWDzFsHiKYfEUw+IphsVTDIunGBavJmKoOykiIiIiIpIpupMiIiIiIiKZoiRFREREREQyRUmKiIiIiIhkipIUERERERHJFCUpIiIiIiKSKUpSREREREQkU5SkiIiIiIhIpihJERGpc2ZmaZdBRERqRyl+V5SkSEHM7GAzO87MhqddlmplZnuY2ai4rJPEApiZvsOKZGbjXaP6FsXMhqZdhmpnZkPSLkO1M7NDzeyTZrZN2mWpZvptLp6ZHQpsVex+9AMvA2JmR5nZP4F7gMOArVMuUtWx4BrgSeAjudUpFqnqmNm7zOx24Eoz+2ja5alGZnaCmT0K3Glm15nZQXG93ov9FN+HfwVuMLMv6UR74MzsRDObDvzUzC40sxFpl6naxIuGM4FpwB7ATikXqSrpt7l4ZvZeM5sD3A/sX+z+lKRIv5nZzsC3gD8DE4FLgIWpFqo6NQPHERK9I81stLt36eRwy8xsbzO7B/gB8CwwHrjOzD6rq9n9Z2ZHAT8G/gD8CDgQuMnM9tZdlf6JyfG1wD+ABYTvw2vNbMdUC1YlzGyQmX0L+C7wADAT+CTwMzPbNW6j78QtMLORwFeBvwMt7v5ZYFa6papa+m0ukJkdY2YvEH6bbwPGu/u0YverJEUG4tPAKnf/krsvA94E7Jp7Uh/kLYvVk0YArcCDwA7Au3JPp1WuamBmg4APAPOBI939i+7+QeDbwAcBXcXuRR+fy3OBGe5+sbv/EjiRENcfVLJs1SpWc/0M8BN3/7K7XwCcDrwB+EqqhaseOwMnAee7+0XufjXwYcLV11wMdY7Si7zP9NuA3YCL3P0VM/sP4BAzGxu3VQz7Qb/NhYt3kN8BjAH2i5/nV81sXGKbgmKoN6+8hpkNznuce59MBOaY2QFm9jzhhOYBM7s2V69diUpgZsPzr6iaWYO7dwFHA13AVcArxC/C+JxEZjbCzCbl3lPuvpFwG/6n7v5cTFogXIXdDdiYTkmzy8yGJe+MJD7LzcDLufXuvgC4CDjUzN5e2VJmW2+fZUL8utj0TvLdwK+BU81M1W0S+ojhoYQYPp1YNwfYFvi4me3k7p36TQnMbKSZvdXMRuc9dSDwIjDezOYBlwE3Ag/GO6P6XUnIP7+J60y/zf1nZsPMrDn32N07gDuBx4FPmtnZZvYQ8Gsz+5WZ7VzoHXolKdLNzLaO9TH/bGaHxHUN8XbnCGANoQ3KNwlXr98OfAc4BLgyt5vKlzw7zGxbM/sZ8Axwq5ndYmaT8zbbDpjn7quAPwHbmtn7zewdlS5vFplZk5ldCywBbgb+YGbHx6d/7u4PxeXcD8cUYLq7r9MJTWBm483su8ASMzsjrmuMn+XhwFxgB0s0DnX3mYQT7XPjurr+fejjs/zG3NPAYGB07qTH3dcRqok8T7jLUvf6iOHe8enHCHdT9k98bg8C/gb8G/hybjeVLHPWxATvCmAZ8EPCVf6vJTZ5BtiFkJz8BDiccGd5PqGdj9qN0uf5Te4CWO4EWr/Nm2Fm25nZT4HZwP+Z2dXW00nDY8A/gS8Q7oj+jHABcX/gllzMB6quf4SkR3wD3QkcQ2h0dySEKwjxBGYt4crr+4GxwHXuvjjeor8SOM3Mmuv1ioMFxxEaLm5F+JD+GNgL+JqZjUnE5nB6rh4+SviBuQW4xMzGVLTg2fRhQozeBnyekIz8zMx2j3frGmCTq1sHAH+N6+q+PYWZ7QncROjY4kngVIB4VbohnkzPBcbFbaDnRPAXhLrY+iz3fJbPoOez/FUzG+fuLwLzgKmEOObMBf4CHGRmwypb8uzYwvfhhfHO+1OE773LgDvMbBbh/XcXcC+wl5kNqdf3YcIxhAuCxwEnALcSfitOj88vJ5zLvQW4093XxAs5nyDcZZlU+SJny2bObzw+n/v+029zL8yswczeQ2gMvzXwKcIFrfcBXzCzke7eBvwOuAA4xd2vc/dvAscCo4G3m1njQF9bSYrkrCHcqjuRcCVrSuIOQK5azfVABzDU3dcn/nYW4Qe7oEy5RgwinCz/Gfiou9/r7r8AriFcLdwKwEI94ZHAK2b2f4QTmi7gKeBCd2+r5yvYFuq2fha4xd3/5u5/Bs4iNJK/Gja99R6vyh5M+HKUYEGcPku4srqrmb0zPpf7LN8ONAInmNngRExfJtwJ2KuC5c2a/M/yfXmf5dyV6csJJz2HJBLn1fScNNZzRw79+j4kXHX9GPAS4eR7T3f/AeF3Zp27d9Tz92F0BqEa3EPu/m93/xbhjsrFZvYGwm/Is8Aowh0o4mf6ecLvypviunq+I9Xn+U28cOOx+pJ+m3s3lFBj4Wbgg+5+t7tfAfyU8P7KVaGbDvwsvvdyd+hfIMRwciHVN+s14PJaTwFfdvenCVeztgfeCuDuG+Kb7Ungl0Czmb078bd7Ed6kT1a4zJnh7hsIt4e/5e7LElcMFgB7E27V4+4rCFe2biPE7E3Aewm35t8Xt6nLK4fxy8uAtYSTlNyX3GLgYuCtZnZEXJ872f4goQH4U3H90WZ2asULnxExXuuAL8SrqfcTTnA+BqHucNzmGeCPhDsp70ns4vWEH+pnK1vy7OjHZ3lJ3O5vhDt4ZxEazOdsBTQBqytW6IzpbwyBle4+zd3Pcvf/cvfFFqoW7w+0xX3V6/dh7vxsGCFh22A9PRheTLg6/e74m/Jzwgn1BdD9m30A4ULEI3FdPd9l3tz5TVecr0S/zb2Kvym/Ab7n7qsSv7//BnYnfte5+/p4oSbH4nt2B2K+MdD34aAtbyL1IDZKXhWX7zWzuYSrDb9z9+cIH9oO4HuEK4k3mFkL4c35cUKD0RdSKXwFxXr9nfFEb5MPm7s/GrcxetpLHEOoupD84J4MrHX3xxL7nQvsZmY7uvuish5ERsWrWSMJt9vfYGaD4vsSwsngw4T32oPuvjGezOxDqHf9PuDrhB+ZT/T2/6kHuWN291fjfL6Z3Qt8xsyOdPe/EHpBaydcBduK0PXwGwgnjp8CfkVMquvVFj7LqxLvzQuB/ybUub6YUBX2P4Bv1sMJjZntAcyNSckmthTDuE2yU4exwDpCQj2a0N193Uq8f/4CfDb+9rTH995yM/sd8B4z+x6hK/FvAt+M1T1nAKcReqp6OI3yZ8mWzm9iQujU+W/z5n433f2viYe59+ZxwB/cvbOPXTYCZxLu8hXWTs/dNdX4RLgacDiwdXzcmHiuAbDE48Y4fx+hIdTZvexvBKFv+98TGu19Oe1jrEAMLyB88Z/Sy3MNQENcTsbSgPuAj+c/l/zbON8u7WOsQAxPBY4AxiaPPS43Jt57lxOSkiPyYvQpwol07vFbCV+WHcBK4KtpH2MFYrhbfuzyYpiMqcX5JEI9/1/2sc9vEK6SPQl8Je1jLGPscvH4NOFiy2s+cwP4LCfjvDuhqtLfCBdqPp/2sVYglhcQTvr+Gh/n/6YM6PswxvDrhKqGi4Ez8reptQnYZzPPJb8PT4ifzVzchsX53vH7b8fE332UUMXzoVr+LOfF6mhgQiJeyc/mgM9vkn8b5/Xw2/yfwG+BN/QWh8R3ZzKWowhjG72zl7/5FHAd4Y7884QqYoWVLe3gaCrPRKiy8V+Ek7fHCbc7nwBGxOcH5X2Yc+u7P+iEE5tfAdvHdc15rzEq7eOsQBwPIiRirfGD9+bEcw15MRydWx/nexG6MXx9YpvXfJHW6pT4YvswoerG08Bz8X34uvyYJB7vQWi0+O289ecQeg9piY//I/5f3p/2sZY5jkOA8whdLL/YW5zz3odjknGNz38+fgfsE9dtk7ePYWkfZ4ViuVeMYwfw1sT6Qj7Lg/L+vqZPZghjIHwXWB8/d3fFz3Puc56fJPc7hnHfJ9HLRaBamgg1Ej5LqNK6Etgh73lj0xPBEYTqXr8A/pm37WRgafJ9nNtH2sdZgTgOJ5zfvEJINuYRBlbNvZ8KOb/Z5Huz1idCknFFfC8+A7w37/n878RcDHOf56MJFxS2T2wzOM6nEJoGFJyc5Ca1SalBZtZEaBh7MOHq9WGEetOjgfMh3P700HPXvmZ2B/A9MxvqPT0AdQH/Sxgb5aNmdj15jZPdfU3ljqryYjWFs4Fp7j7Z3a9x9+m55929KxHDO4HbzGy499ym/yzhSuMzZrajmV0J3JD720ofT6W5u1vo0/9TwKXAnoQrWG2EUeInx+06czE0sz95qDf8e+D42KNIziTgZXefF//urvh/ubWSx1VJFrq3/TjwbuD7QFOs2tZdZ92D3Pvwt8DDZjbKN62WeB/hitZF8bP8mCW6JvVNO8KoZRMId1GeBs6O35WFfpavz+00/v0SalT8rK4gNIZ/u7tPJrQ5eYXQWxLu3lloDN29zd1/7e63VPrYKiW2y3kf4bN8OSFZPjm5Tfwsu5ntF6tzvUJIXK4HtjOzS62nl6m3EMbpmZm/j/IeSbri91auq+UPEXrYuxo4ivBbU+j5ze/j3/ZVdalmxKqVzxHadJ7k7q9399sSz1ved2IyhrnP86eB33loR7aDmf0P4a487v5Xdz/d3W8qurBpZ3OaSjvRc1XrQ4SRP3PrBxPqtp6SWPe/hC/KG4Dde9nXsUAn4ZbyXwmjfKd+jJWKI7AjoeeyI4FtCD3T/IRQt3JI3O67wKsxhnsl/n48oT/7r8a/6SDUDT407WOrcBzfRagCc2Bi3V6EKzffJFyt+U4ihm+M2+xE6Nq6K66/ldDzVE1fae0jhu8mXGUeT2ggO6uXbS4ktCO5PhfDvOffEv8PXYSE5di0j6vCMcx9L15OSJgPi5/JKYnnvk/oBUif5dfGrzH/N4JwgrOCxF04wiB4qxXDPuN4JKEb/0GENjfzeG0NhTPjZ/VnwAGJ9afHz/gMQvXM1cAFaR9TCjHcLb6HjkusG0nodv0HiXW3ABvQ+U3+cee+726O76PhhI4EPgeckowVfZwjEnroe5Se8VA6CMny/iUvb9oB01TkPzDccvsp4WprMilJVkUYQbh6+O/4w7JXXP8mYh33Xvb74/jh/RWJ2/O1OG0mhvsQbsm/OX4gf03o+nFN/HCPJ1yJmdjLPnOjKXcRrtDsnfZxljmGhwNTE49zt4SPJDTSbo6Pc7fbvx9PWl7XVwzjdh8kJIc3ApPSPs4yx/Co+MNxIfCWxPrBieXD4o/GMfFxrnrD7sBOfez3M4QqOrfXwWe5rxjm3o+3AifE5XnAVYltWkhUQ0ysr7fPcq8xjM8lqyK9jVDd442JdXsDuyqGHEZouJ5f5S1ZfWYHQlWbM5OxJZwAbt/Hfg8idNv8PUKXrqkfa5njmPxtPiCuGwmM72Xbf5Jol0ioSfKaz3N8Tuc3IT4vE5KLZYTeHl8gjPX0sbjNIfRyjkho55z7PN9FLxfGSlb+tAOoqcB/XKin+l3ClaxbCd0MriH0tpD8IjyAcIL9OOEE+++EW8S9fsHRcxK5D32c9NTKtIUYNhL6Bn+RcNX/6sTf7U9Pl4b5+8z90BwCfJHYWUGtToQqXLfFL6uFwLi857cljBvx4fh4aJzvF78MP9THfq235Vqc4nvt4hinmwhjS2wgVNHMJSG5z+UIwqBkDyTX97Hf3InRBPLaoNTa1J8Yxu3+Tk+S8j7CHbyZwB297LPePsv9eR9aIi4nAovYfAPweovhboQr+F2Eaq29xibx2bwW+Bcwcgv7renvwF6Od4vnN2zaoHsn4uCqW9ivzm9CDHOf55sJF6/2i9vvQRhcdRV9dCwS51MJd6TL/nlOPZCaCvzHhavPC4DjE+tyAxAdk1jXRDiRtMQb7GniSTd10IC7gBj+FTg6Pr46/uCcmfe3t8QP/tC0jyPF+A0jNOj+P0IVhrZe4jSaUEVpdmJd7n34T+A7yXX1OBFutT8HnJ5YdxWxG9H4ONl70rHxPZm7slhXJzAFxPD0+Hhv4K64/A7CxZuNhEbg+1W6zFmbCngf7hrfh7kqmnX9PiRU4TqdcJf9LYSr1JcQqwb38Te7ExLB96Rd/ixN/Tm/YdMk5X2EC7GDK13WrE5biOHU+Hg3ElUK47pmwp2Vc3JxTvM41HC+eh1CqMIxN7HuYkIdy9MS69a4+1Me3m0e1z1NaISM10ED7s3oK4YbgQ/Ex3cSrrbunDdS6mJCHc32ShQ0izw0tp4JXOah8fovgfPiWCe5bVYTbqm35Bp8J95ziwhVG+r9fTiR8Nmcn1h3FeEO3lmxEWNnYnC3hwg/NBfFxzua2W6VKmxGbS6GH4uf3UbgKDNbRrhT8HtCe6hmwvgc9a6/78Pc9+BWhC5G94bab7C9JR7G4pgFXO7u9xGqZH2UcCfzNWI8/01Ias43s0Yz297MDqxUmTNsi+c38Tcj9534EeA+j+P1WM/gofVsczE8GcDdn/VNxzOC0Jvky2Tkt1lJSpVJvJFWANsR3oQAuPscwsnLXmZ2ZFzXlXjezewQwq3RqytW6IzpZwwnmdlh7n4PodHYZ4B3mdlgM9sZ2Bf4UWVLnj3u/mDuS45wQrMn4VZw0oOEBt1Xm9kxFuxFuIrz/ypX2mxJvA+d0AVr9w+ru88nVLfZip4R4S0+t5rQpuftZnYj4aTydOsZjbpu9DOGWwPHE6ow/JYw+OIkd/+6u3+F0DbgA9YzinJdKeB9mHv+ZcLglSsrUtAq4O6z3X1GfPg/hLi9vbf3ViKpu5xwQnk74cr3x2KviHVnAOc3R8V1nfECzX7Aj81slJldBGyI5zp1p58x3DN3jph4Lvd+PILwGf91+Uu7ZUpSMsjMhvf1XOKN9CDhVvvU+De5L8HfEzLhyXH9YDM7yMyOtjAy7R2E2/f3lan4mVCCGA4ifPHh7p8hVAH7EeEH+3HCB/8P5Sh7VmwuhnnbWbwq+Aw9VwW7T5jdfS2hu8LHCEnJfYT34JPAP0pe8AzJ/WDk3YUDui8amLv/nThuR94mufZjh8XtO+O+JhF672sgdDxwqrtfUqt39UoUw6Pd/TlC26hvu/uixOf9E8Dd8Up4TSrx+3Bj3M9iQpXP3ctZ9qzYXAx72Xawu3cQBrQ7m9hNcy/bTSa01WkgJHynuvs58UJETbLQrXqvBnB+MynxZ+8ktLU4j/CefB+hyuJDpS15dpQohslzxDclzhGvIVRnn1Om4g+IkpQMMbPJFsY5uMvMrjWzPRLPWfJqTPwSu4UwSBuEW3jEq9pDCFcHIVzJOZLwZbknYcCec9y9rewHlIIyxRDCSeHbCSfh/+Hub3P3ReU9mnQMJIbQ07d/fPhtQk8+RyT+ZlB8/gOEq7F3EerEvtvdl5X7eNJgZpPiF/7p8NqqMLkYJtb/kNBff/fJTKwK4oR2Zbm/25lwJ2BH4DB3P8LdM3HFq9RKGMMuwgkghJ7mcnKf9x+7+9/KchApK8f70MI4E05ow3IltX+xpl8xzJOrwXAJIYk7Jj/JMbOtCGPH7AEc7u5v9sRYFbXGzPYxs18BvzCz/zSzbRLPDfS3efvErg8h3JXfFXiHu+/j7jeX92jSUeIY5s5vtiZcmPh/hOEBTnL3i2OSnT7PQAMfTQ7hzfEsof7+RwkNGP9OGDgLNu2x612EesBvJHRh+Im8fT0CXJN4vD2wY9rHWIUxvLpSZc/KNMAYnkgvXYkC0wjVakYRGnm/Le3jqmD8RhAGtJpP+FH4ObG7THppWEwYA+U4QjWbFYRRlEcknr8HuDXvb8aVq/xZmCoRw1qfFMPUYpjshj3Xk9QvCe3IJsYYfzixzei0j7MCcRxPqF7+EqHq9EXxPXYLvXT/ywB+mwnVkt5CH13Y18pUphgmzxF3IqO9naVeAE3xHxGuQD9EzyCBEwiZ7dOJbc6OX5ht9PQ+dSlhJOmvEwYc/BChe9w+u4Ws1UkxrHgMV+ZimLePEwhXEufH+Vm9/ajX4kTozezHMUZfibF8b3wu2a3yxwj1z5cBJ8Z1n47vu58RrgyeGh8flfZxKYbVNSmGqcXw7bnn6OnFcO/4Pbg0zr9MOLmul+/EEwntbZIJ3JsJF8Demlin32bF8LXHnnYB6nEi3N4dmrfuWkK96OS6gwijyn4ofmH+NP6ANOVt93XC1e8n4/ZfpMa7dFUMMxnDIYQBoxYRGtVexBb6/6/2KT+GJEbmjrGaTqhCMyqxTROhL/rP9hLDDxDqArfGH5qvsZmxUGphUgwVwyxMZYhhIz0njS/HGI4o93GkPfUSx8MIV/aTd+GHxN+UY+Pj3QhtPvXbrBhuGou0C1AvE6H9zwWEjHYGocFwsj/6awlVZHZKrBtGOCFsjY8b8/aZvJqzPfDmtI9TMcz2VI4YJrbbCfgJcHHax5lmDPO2/Rqhutzbku838q6i5r0PxwL7p32cimG2J8UwmzFMbD8C+BbwjbSPM6U4fqCX7XIxOwz4N9CSW7+F92K9/jbXfQzVcL4CzGwi4VbdiYRbvZ8iXG3+vJkdHTd7jFBn9Y25v/MwDsVvgG3N7ADftI96PL7z4vJid59e9oNJiWJYvHLFMLHdQnc/290vLfOhpGYLMZwStzHr6af/F4Qfn2PNbGju/ZZ83+U/dvcV7v5Y2Q8mJYph8RTD4pUrhjnuvtbdv+ru3yjvkaRrM3E838zeHLdphE1itV/cZmFu/Rbei/X621z3MVSSUkaJE7mJhFvm57r7zR76Uf8qod/+18VtfkG4PXycmY1P7OYlYAmxd5q+vhBrlWJYPMWweP2M4W7Q/WPRaWbm7s8T+qU/gNALTd0ONKYYFk8xLJ5iWBr9jOPu0NN9euLvPgHc6XHwxXqlGG6ZkpQSM7N9zewrZnYYMC6ufg64yN0fSWy6ANif0Jgud7X6BkJjqHcntmsmfGEuLHfZs0IxLJ5iWLwCYvhy/i7i/EZClabThnkAAATASURBVLlj4x2rX5pZvYwtoRgWSTEsnmJYGsXEMXFCfiSh29ufxvV7mtnnLdGdbi1TDAfIM1DnrNonwhfYGMKo2q8SBtF5gVB/dVz+tnF+GKEh0+6J50YTGuYtBy4mnCROj/sdlvZxKobZnhTD7MSwl/3+idCzTydhXIltcn9fa5NiqBhmYVIMsxlHQocqPyaMp3VXjOX1wJi0j1UxzN6UegFqZaKnO7j9CNVlJhPqC/6E2AiZRMMmQr3D3yf+Prd+SHwD3kW4an0dMDbt41MMq2NSDNOPYd6+9o/xexX4DrB12senGFbHpBgqhlmZShVHQnXh+YST6g7Cnant0j4+xTC7U+oFqJWJMAr030lkssD7CV2+fbyX7eeQN8BO3vMjgMFpH5diWF2TYpitGBLuSl0GDE/7uBTD6poUQ8UwK1Op4ghsB9xPGAW9pu/KK4almdQmZQDMrNHMvmRmvzSz88xsr8TT7YQrzW1mNgjA3W8F5gJvMbOdEvvJjex7k5kNNrPPmNksM9s2t42HnkFqrkGUYlg8xbB4lYqhu6929wvcfV3ljq4yFMPiKYbFUwxLowJx3N7dl7j70e5+hYf2jzVFMSw9JSn9EN94ZxIaMr2bUFf/E8CdZrZr3OxeYHcz28PdN5rZkLj+18A+wM5xXwYcBzwKnEfoMek84AfuvjTRMKqmKIbFUwyLpxgWTzEsnmJYPMWwNCoYx8VmVpPnnIphGaV9K6caJmA8oaHTOcRROoFBhJE7z4yPW4CZwE3x8ZA4HwysBd4eH48iDMDTBTwCnJj28SmG1TEphophFibFUDHMwqQYKo5ZmRTD8k31lZEVyN1fAX4P/Nrdu8xsiLtvJLyB9ombLQJ+BpxsZru7e0dcPw5YAewQHw8FvkcYyfdAd7+jYgeSIsWweIph8RTD4imGxVMMi6cYlobiWDzFsIzSzpKqdSL0lT4POD6xbhzwAPA34Li47uPA49Rw7wuKoWJYzZNiqBhmYVIMFcOsTIqjYpiVSXdSBiCvLuARwEbgidx6d18OfIhw6+4GM3scuIrQRdxLFS5uJimGxVMMi6cYFk8xLJ5iWDzFsDQUx+IphqWX649Z+snMGt2908x+Amzv7u9IPGfu7mY2inCLr4Vw+689rfJmkWJYPMWweIph8RTD4imGxVMMS0NxLJ5iWFpKUgpgZs3AE8BH3P0eMxsOvA1odfdn0i1ddVAMi6cYFk8xLJ5iWDzFsHiKYWkojsVTDEtH1b0K81bCyKFzzOw/gZcJA/VI/ymGxVMMi6cYFk8xLJ5iWDzFsDQUx+IphiUyKO0CVJvYh/WpwBTCm/BZ4BR3/32qBasiimHxFMPiKYbFUwyLpxgWTzEsDcWxeIphaSlJGaBYn3A2oS/rC9z9sbTLVG0Uw+IphsVTDIunGBZPMSyeYlgaimPxFMPSUpuUAphZg7t3pV2OaqYYFk8xLJ5iWDzFsHiKYfEUw9JQHIunGJaOkhQREREREckUNZwXEREREZFMUZIiIiIiIiKZoiRFREREREQyRUmKiIiIiIhkipIUERERERHJFCUpIiIiIiKSKUpSREREREQkU5SkiIiIiIhIpihJERERERGRTFGSIiIiIiIimfL/AZ/HQ30WxsH2AAAAAElFTkSuQmCC\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "r9uMhIiHAodg"
},
"source": [
""
],
"execution_count": 4,
"outputs": []
}
]
}
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