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@mra1385
Last active January 29, 2018 19:10
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State of US Coal Since 2014
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#import modules\n",
"import pandas as pd\n",
"import numpy as np\n",
"import eia\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.ticker as tkr\n",
"import matplotlib.dates as mdates\n",
"import seaborn as sns\n",
"from datetime import datetime\n",
"%matplotlib inline\n",
"\n",
"# use fivethirtyeight plot style\n",
"plt.style.use('fivethirtyeight')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# \"Tableau 20\" colors as RGB \n",
"tableau20 = [(31, 119, 180), (174, 199, 232), (255, 127, 14), (255, 187, 120), \n",
" (44, 160, 44), (152, 223, 138), (214, 39, 40), (255, 152, 150), \n",
" (148, 103, 189), (197, 176, 213), (140, 86, 75), (196, 156, 148), \n",
" (227, 119, 194), (247, 182, 210), (127, 127, 127), (199, 199, 199), \n",
" (188, 189, 34), (219, 219, 141), (23, 190, 207), (158, 218, 229)] \n",
"\n",
"# Scale the RGB values to 0-1 scale \n",
"for i in range(len(tableau20)): \n",
" r, g, b = tableau20[i] \n",
" tableau20[i] = (r / 255., g / 255., b / 255.) "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# EIA API key (redacted)\n",
"API = 'XXXXXXXXXXXXXXXX'"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# create API instance object\n",
"EIA = eia.API(API)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['All Sectors Generation from Coal, United States, Monthly',\n",
" 'All Sectors Generation from Wind, United States, Monthly',\n",
" 'All Sectors Generation from Nuclear, United States, Monthly',\n",
" 'All Sectors Generation from Geothermal, United States, Monthly',\n",
" 'All Sectors Generation from Natural Gas, United States, Monthly',\n",
" 'All Sectors Generation from Other Gases, United States, Monthly',\n",
" 'All Sectors Generation from Wood Biomass, United States, Monthly',\n",
" 'All Sectors Generation from Waste Biomass, United States, Monthly',\n",
" 'All Sectors Generation from Petroleum Coke, United States, Monthly',\n",
" 'All Sectors Generation from Other Petroleum, United States, Monthly',\n",
" 'All Sectors Generation from Residual Fuel Oil, United States, Monthly',\n",
" 'All Sectors Generation from Large-Scale Solar, United States, Monthly',\n",
" 'All Sectors Generation from Renewable Sources, United States, Monthly',\n",
" 'All Sectors Generation from Distillate Fuel Oil, United States, Monthly',\n",
" 'All Sectors Generation from Petroleum (All Types), United States, Monthly',\n",
" 'All Sectors Generation from Conventional Hydropower, United States, Monthly',\n",
" 'All Sectors Generation from Other Nonrenewable Fuels, United States, Monthly',\n",
" 'All Sectors Generation from Pumped Storage Hydropower, United States, Monthly']"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# search relevant EIA datasets for U.S. electricity generation by fuel source\n",
"EIA.search_by_keyword(keyword='United States',\n",
" filters_to_remove=['AEO','quarterly', 'price', 'expenditures', 'btu', 'net', 'consumption', 'Total'],\n",
" filters_to_keep=['all sectors', 'monthly', 'generation'],\n",
" rows=10000,\n",
" return_list=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# load EIA data on electricity generation by fuel source\n",
"df_raw = EIA.data_by_keyword(keyword='United States',\n",
" filters_to_remove=['AEO','quarterly', 'price', 'expenditures', 'btu', 'consumption', 'Total'],\n",
" filters_to_keep=['all sectors', 'monthly', 'generation', 'net'],\n",
" rows=30000)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# load into dataframe\n",
"df = pd.DataFrame(df_raw)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# create list of columns names\n",
"df.columns = ['All Fuels', 'All Solar', 'Utility-Scale Solar', 'Coal', 'Conventional Hydro', 'Geothermal', \n",
" 'Pumped-Storage Hydro', 'Natural Gas', 'Nuclear', 'Other', 'Biomass', 'Other Gases', 'Petcoke', 'Petroleum Liquids',\n",
" 'Small-Scale Solar PV','Utility-Scale Solar PV', 'Utility-Scale Solar Thermal', 'Wind', 'Wood']"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# delete pumped-storage hydro as it is a net consumer of electricity\n",
"del df['Pumped-Storage Hydro']\n",
"del df['Utility-Scale Solar']\n",
"del df['Small-Scale Solar PV']\n",
"del df['Utility-Scale Solar PV']\n",
"del df['Utility-Scale Solar Thermal']"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# convert index into datetime format\n",
"df.index = pd.to_datetime(df.index)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# create copy of the dataframe\n",
"df_pct = df.copy()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# create list of column names to slice the dataframe \n",
"cols = [col for col in df_pct.columns if col not in ['All Fuels']]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# slice dataframe\n",
"df_pct = df_pct[cols]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# calculate total electricity generation by month\n",
"df_pct['Total'] = df_pct.sum(axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# calculate each fuel type's contribution as a percent of total generation\n",
"for col in cols:\n",
" df_pct[col] = df_pct[col] / df_pct['Total']"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# delete total column\n",
"del df_pct['Total']"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# drop all fuels column\n",
"columns_to_keep = df.columns.drop('All Fuels')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#sort columns in ascending order\n",
"df = df[df.iloc[-1].sort_values(ascending=False).index]\n",
"df_pct = df_pct[df_pct.iloc[-1].sort_values(ascending=False).index]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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ajlyIGuCwgd0KOrcaOd1NseaPRqNhyZIlzJ8/n/HjxxMUFMTixYsJDAwEIDAwkEWLFvHa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\nX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qg2G5mjRlMcH+8Y8/7bXQRNmeLBqIQQFzMkJGA88Nd5WlwviqIuXT0YUQmr1cojjzxC\nhw4dGD58OCdOnOC1115j4sSJ3H333Vf0WL/vTifui1Nlxv2C9XQd0IDQ+s6v3cf3ZRH/3VnyryB5\nK4/WS4NGq6D31uJl1OJbQ09AiBHfID2hUb4E1vJGq1Oui2uXrBY7acfySEnMI/HndCzmssmvt78X\nzXvUountoS4lqMVFVg5vT+PY3szLXrBZVbwMGpp1K3kO3v6yOiq4OLNdHqvVSn5+PnsvSgBvdPaC\nAoo2bKDgs8+cZxQvcn7mLLwaN8brllvK3a+qKrazZ8l9911M/9tc4eOYtm/HtH17mXGv1tH4PvZY\nuffxHTgA07ZtWA79dTGOmp/P+VmzCX5jXpW96KhWKzlz51H45ZdO43nL3qfm229haN++wvtePKvt\n1bLFVbXv8xs+HFt6BoXr1lV4m4JVq7Hn5qIWFmE9dQptWCjGrt1KOrwEBWHo3BnNdTILVUq1Wjk/\neYpTog3gO3iwhyISQlREd+6s07bNA5Me5UlLS6Nly5ZMmDABo9FIZGQkHTt2ZO/evVeUbJ8+dJ64\nL8sm2jUjfbjzyabltlJr0DaYBm2DMRdYOZeYS/z3KeSmm8rczifQC98gPT4BenwCvfAJ1P/544V/\nTQNGv+qTzOm8NNS+JZDatwTSqlc4R39K49CPqU4zzkV5FvZ+c5o/dqfT+q7a1GkWWKa+2WK2kXWm\nkPST+Rz5KQ1TXsXNEtxN760lJMoXo2/J78nb34u6LWrgE1B9fi9VwaWZ7QEXzZ7a7XbOnz9PXl4e\nkZGRrF271m0BepqqqhRt2EDhhm+xJSdju4KVNPWtW1Nz8XtOya0lKYn8jz/BtH17mZZ2rlICAghZ\ntPCStceqzcb5KVMp2rjRaTxo+jS8+/S5quNeqZy33qLgk1Xl7vNq1oyQFcsrTPyzJ71G0XffObb9\nnnqSgJEjryoO1Wbj/NRpFH377VXdX/HxwX/kU/gOGFCl5Sb2oiKsJ09iPXkKW/IprGfOonh5YUlM\nxJKQUOb2+o4dCJk/v8riE0K4oLiYgC/WoVxwzdP1WK+tqir79+/npZde4l//+pfLi9WdPpzDjx8l\nOV0Up2jgli5htLmrtsvLXNttKmnH88jNMKNoFPxqlPSprurey1Xt/Lkitn2YRIVlFvkAACAASURB\nVF5G+TP8igb8gg0AaDQKikYhN910VcuQG/10BNX2ITul0JGg6320+Acb8AnUo9EqWIpt6I1a/EOM\n+ATqCa7tjSnfiqqWtFE05Vuw21QURcGvpoFaDf080ravurniRW0uFBISwuTJk+nQ4cZpX6Ta7dhS\nU9GGhGDevZuct97Glpx82ftpa9fG0KE9hV/912ncb8QI/IcPozg+HtPPP5escGgr/4ICJSCAwH/+\nE9VmJf/Dj7CdPl3mNl4tWxA0bRq62rVdei6Zo0ZTvG+fY0zXuDGhH33o9tlt86+/kjl6zCVvEzRt\nKuh0WE+eAkVB36Y1+jZtQFVJvedep5Z/NRe/h6FNm6uOR1VVTD9up2DNGiyHD6MWXPnFO5qgILya\n3YI9Kwtdg4b4DRmCV9Mm5d62cMO35C1+D1tWNl5NmlDjP//Bq2ED12K128lbvISCVatQTWVnesqN\nLTSUkMXvufR3IYSoOrrkU/j+tMOxbQsIIP+e6++C9XvvvZf09HS6devG3Llz0bowsfDLV8n8vjPN\nadltRQM9n2hM3eaBboz2xlJcZOPA5hR+351e7uqKrtLoFIJr++AT4IVWr8EnUI+igE+gnrD6fo4e\n36qqkpdR0mc8IMSAovF8ic2NzqVkOyUlpcyYwWAgODjYLUF5iuXoUbL/7/UyFxheijYiHGP3Hvg/\nPRKNvz+ZL76IecdPV3xsba1a1HznbXRRUUBJcpi3eAn577/vuI1XdDQ1Y2PR+Lk+I2I9eZK0gYOc\nWgXW+M9/8Hng/iuOsSLFCQkUbfoOe34+hna3YuzTh4wRT2JNSrrixzJ06woWK+aff3aMKb6+hH+3\nCUV31VVPZaiqWjLb/c03V/8gioLPAw8QMPafTmUmxYcOkfHkU07/50pAACHvLcKrYcNKj0sTHEzI\nooWOvx0hxPXDO+5n9Mf+ei0033ILplsrLqHzlEOHDpGRkcHs2bPp1asXL7300mXv89HEX8uMdXqo\nHk1vC3VHiDc8U4GV/d+f5ffd6VfUIUWjU2jZM5wWPWu5/E2CqFpXdIFkamoqCQkJKIpCy5YtCbtO\n6s4qg+XoUTKefsa1mUSDAb9BA/F99FG0oc4vKtbkZNKfGIZaWHjZh1F8fdGGhmK4/Tb8R4xAExDg\ntF9VVfI//JCi775H36oVAc89d0WJdqmsf7+CacuWCw6s4PPA/QSMHXtNtciqqpL//nLylizBaWqj\nHIETJ6KtU5usf4694uMY+/QhePq0qw3zkiyJiZh27sSefR5tWCgaP3+sp05hPX4ce1GRS7PgXi1a\nEDRtKtrw8JKVHGfOKrfcyCs6mpAliy/5rUJ5LQsvxdjnTgKefRZdZKTL9xFCVBFVxf+r9WiK/no/\nKOjZC2tEhAeDurTvvvuOyZMns3XrVry8Ll1365RsK9CpnyTalSEn3cTvu9JJ+T233Dp2AN+gktnq\nmpG+1G8TVK1q129GLiXbdrudN954g88//9zRa1tRFPr3788LL1T/fr6WpCSyxr9wyXpsXdOm+A0d\nimI0om/VEm3NmhXe1rx3L1njX6gwcdcEBRH44gsYe/eukhpgy9GjpP9jRJnyFW1kJMEzZlRYClEe\n1WIh992FFP73v6h5eS7dx/ueewj6v9cAOD9nDoXrPnf5eJoaNQhZthRd3bou36cyWc+eJXPMc04L\n5JRLUUCvB/Olr6yvuWABhg7lz2rZsrLIeGoktjNnnMYNXbqgqx+Frm5d7Lm5WI8fR1MzBL+hQy75\ndyiE8Cz9kcN47/vNsa1qteQ+/ChcJ61G09LSOHLkCD169HCM/fHHHwwZMoTvvvuOGjVqXPL+pcm2\nl0FDp4fq0eBWeT2qbKZ8C6Z8Kxqtgs2qYi60ojdqCYrwlvKPasSlZHvZsmUsXrwYf39/bvuzf/Tu\n3bvJz8/n2WefZfjw4e6O0y1Uk4m85ctLejFXVEft40PgCy/gfd+9V1TnbD11irz3l5dc5GezgVaL\nsWtXjD16YLyzNxofn8p6Gi4p/Pprzk+bXmYGWjEYqLlgPvro6Eve33ruHMW//kr+yg8cvcBdoQkL\nI+yjD9EEltTv2YuKyHrhRUcbQ23t2hg6daI4Pr5M+Y7i50fIuwsq7OhSVWypqWQ89zy2UyVX22uC\nglD8/R3bV8KrVauS2e2Llpu35+WRMXoM1t9//2tQoyHk/ffRN292TfELIaqe7sxpfLf/6DRmiahN\nYc87PBNQOeLi4hg7dizffPONoyz0v//9L/Pnz2fTpk2Xvf+PHyZRt0UN6jQPxOBTeWV+QtxoXEq2\nH3jgAYqLi/nkk08cJ2RmZiaDBw/GaDSyfv16twda2ewFBWQ8O8o5ufmT97334vvIw9hzcvC65ZZr\nmj20paZRnHAQr+bN0Xn4q0NzXBw5894okyxrIyII/eijMiUqqtVK0ebNFHy6ptzuFxfT1KyJPTPz\nr+3gYILnzkHfqlWZx7WdPQt6PdpatRwXbJh37CBvxUosBw+irVuXoNdfRx/d6uLDeIRqMlG0dSva\nkBAMHTpgLygg6+WXKY77pcL7eN97Dz733EPmmOecxgPGj8dvYEmHH3tREab/bSZv6VJs58453c7n\nkUeo8a8Jlf9khBBupRQW4v/tNygXrZ1Q0PMOrBHXz0XMVquVJ554grCwMMaOHcvp06eZPn06w4cP\nZ+DAgZ4OT4gbhkvJdvfu3WndujULFixwGh89ejQHDhxgezl9oK/G6dOniYmJIT4+Hm9vb/r06cOo\nUaMwGAykpKQwY8YM4uPjCQ8PZ9y4cXTp0uWqj5U7f77T6oKljL16ETT5dRSD4VqeynVLNZnIiXmT\nwos+IOk7dqBmTAyKvqTNki0zk6zx47EcLfth5GKKnx/Bc+dgaNeO4gMHMG3fgbZ2BN69e5epQ3eF\n3WRC0ekq9YJId1Dtdoq+/ZaCNWuxHDkClHwTYrzjDnzuvQd9+/YoikLWSxPK9kr38kLj44M9P7/c\nb1UMnTsTPG+u4/chhKg+fH7ajtcFXaxURcHUvgPFjV0v2asqqampzJkzh7179+Lj40P//v0ZNmzY\ndbEIjBA3CpeS7aFDh3Ly5EliYmLo2LEjUPL104svvkiDBg344IMPrjkQi8XC0KFDadCgAc888wzZ\n2dlMnTqVnj17MnbsWMe+ESNGsH37dpYuXcrq1aupc5mVCMujms2k3v8A9py/loXVhISU1FH36nVT\nvMicnzO3zEIvpR80VFW9bDcRr1ua4vf442gCA/G65RZHmcjNyl5QgGoyoQkMLPMhwXr2LOkDB6Fe\npp67lL5NG4LfikXj7e2OUIUQbqRNPYffD1ucxora3kpxs+YeikgI4WkuTR0OHz6c//znPzz//POO\nMpKsrCwAHn/88UoJJCEhgeTkZJYvX46Pj48j6Y6NjaVr166cOnWKxYsX4+vrS8OGDYmLi+Orr75i\n1KhRV3ysov/9zynRVvz9CVv1yVXNwlZXgf98HktCgmNGFsD0ww+k/Pgjhg4dyk20vVpHow0JRd+i\nBb4DB6Bc5kr1m4nG1xcq6Oyiq12bGv/3f2T/5z+X7tri5YXvww/jP+pZSbSFqI5UFeNFq7pag4Mp\nburZ606EEJ7lUrLdp08fVFVl0aJFnP5zoZWIiAhGjBjh8ipTlxMVFUVsbCw+F1w4qCgK+fn5HDx4\nkKZNm+J7QTLTpk0b9l2wWMuVKLhoRtfn/vtuqkQbQDEaCX4rlvTHn8CelvbXDpvNqcc1lMy01vjP\nK9LH+Rp439kbxSeGvMVLSj7gXNCDWxsZifH22/AdMgRdeLgHoxRCXAtdyll0WZlOY6Z2HUAjK+wJ\ncTNzuSi2b9++9O3bl5ycHDQaDf7+/pUaSFBQEJ06dXJs2+121q5dS8eOHcnIyCD0on7WwcHBpF2Y\nJLqo+PBhLAmHnMZ8H3746oKu5rQ1ahA4bhzZr7xS4W0UHx+C5sxGe5kWUOLyjLffjvH221GtVlST\nGVt6GpqAAGnfJ8QNQv+H8zUuljp1sYWEeCgaIcT1wuVk+9y5cxw6dAiTyeTotV3q3nvvrfTAYmNj\nOXr0KCtWrOCTTz4p01xfr9djuehKb1cUrP3Madtw22039YIg3nf2xjZuLHnL3i+3b7bvwIGSaFcy\nRadD8dOh8XNt+XYhxPVPyc9Hd9Fqy+aWLT0UjRDieuJSsv3pp58SGxtbJslWVRVFUSo12VZVlZiY\nGD777DNmzZpFo0aNMBgMFFy0il9xcTFGo/GKHtuek0PR//7nNOb76CPXHHN15zdoEH6DBpW0Bnzr\nbayJiSg+Pvg8+AD+I/7h6fBENTd9+nSSk5NZtGiRp0MRwm30x5K48NJ6a3AwtmD51koI4WKyvXz5\ncux2Ox07dqR27dpo3FR/ZrfbmTZtGhs3bmTGjBn07NkTgNDQUP744w+n22ZlZVHzCr9+L1i3zmmF\nP21EOIZraB94ozF06kToRx9iT0tHE1RD2s6JaxYXF8f69etp166dp0MRwn3sdvQXLcpV3Kixh4IR\nQlxvXEq2rVYr0dHRzJ8/363BxMbGsmnTJmbPnk337t0d461atWLFihUUFRXh/WeXhn379tGq1ZUt\neJL33mKnbZ+HH66S5dKrE0VR0NYK83QY4gZQVFTEzJkzadOmjadDEcKtdKmpaIoKHduqVoulnlxQ\nLoQo4dIU9cCBA0lLSyM/P99tgRw4cIDVq1fz9NNP07x5czIyMhw/7dq1Izw8nMmTJ5OUlMTKlSs5\nePAg/fr1u+rjKf7+N+2FkUJUhYULF9KuXTuZ1RY3PK/jx5y2LZH1QFqjCiH+VOHM9rhx45y2s7Ky\n6NevH02aNMFwweqKiqLw5ptvXnMgW7aULAKwYMGCMitV7ty5k3nz5jFt2jSGDRtGnTp1mDNnDrVr\nX/2yt35DBqPx87ummIUQ5du/fz+bN29m1apVfPzxx54ORwj3KS7G63Sy81CDhh4KRghxPaow2d61\na1eZMYvFwt69e53GKmu1xbFjxzJ27NgK90dGRvLee+9VyrGMvXrhN2RIpTyWEMJZcXEx06dPZ/z4\n8QTcZP3rxc1Hf/IkygV98+2+vtjCpBRPCPGXCpPthQsXVmUcVUJXvz5BM6bj1aiRp0MR4oa1dOlS\nIiMj6dOnj6dDEcLtvI47r7Zb3KAhVNIklBDixqCcP3/+EutHl/Xpp5/y+++/M2nSJHfF5Db2nBw0\ngYGeDkOIG9qDDz5IZmYm2j8vPrZYLNjtdgwGA9u2bfNwdEJUHs358/hv3ODYVoG8+x9EvWC1YyGE\ncHlRm1J79uxh+/bt1TLZlkRbCPdbtGgRVqvVsb1q1SoOHz7MlClTPBiVEJXP8PtRp21rrXBJtIUQ\nZVxxsi2EEJcSERHhtO3v74/BYCDyJl6pVdx4lIICvE4499a2SImiEKIcV7w6zcWrSAohhBA3G8PR\nw04XRtr8/LDUlQ+UQoiyrrhmOzs7G5PJVGb2SgghhLgZKKYi/P/7FYrN5hgr7NgJi6waKYQoh0sz\n26NGjWLx4pLVF4OCghyJ9uTJk3n++efdF50QQghxPVFVvON+dkq07d4+WOo38GBQQojrWYU12zt3\n7iQxMRGAvXv3cv78eYxGo2O/qqr88ssv5OTkuD9KIYQQ4jqgT0rE6+xZpzFz8+bwZ/ed6ub06dPE\nxMQQHx+Pt7c3ffr0YdSoUU6L1wkhrk2FyXZYWBgvvfQSdrsdRVE4fvw47777rmN/ae12mzZt3B+l\nEEII4WFKQQHGfb85jVlr1qS4cRMPRXRtLBYLL774Ig0aNGDp0qVkZ2czdepUoOwq0kKIq3fJmu3v\nvvuOEydOsGzZMqKioujbt69jn0ajoUaNGvTu3ZugoKAqCVYIIYTwCLsd360/oEtLdQypOh15d9+D\n6ufnwcCu3r59+xg9ejT/+9//8PHxAWDjxo3ExsayceNGD0cnxI3jkq3/7rrrLgBq165NREQE7du3\nd9pfXFxMYWGh+6ITQgghPM1qxWfXT06JNoCp7a3VNtEGiIqKIjY21pFoAyiKQn5+vgejEuLG49IF\nklOnTmXNmjVlxkePHs2wYcMqPSghhBDiumCx4LNjO15nzjgNW8NqUVzNu48EBQXRqVMnx7bdbmft\n2rV07NjRg1EJceOpcGb7q6++YsuWLY7t/fv3O9Vw2e12jh49ik4n6+IIIYS48WjT0/CO+xltXp7T\nuN1opLBTZ1AUD0XmHrGxsRw9epQVK1Z4OhQhbigVZso9evTgnXfeITc3F0VRyMrKYteuXWVuV1pq\nIoQQQtwovE4cx/vn3SgXLeRmCwykoGcv1AtKL6o7VVWJiYnhs88+Y9asWTSSlTCFqFSXvEDy5MmT\nZGRkMHr0aFq3bs2oUaP+uqOiEBQURP369asiTiGEEKJKaFNT8f1hMxfPW9tqBFFwRy/UC9rgVnd2\nu51p06axceNGpk+fTq9evTwdkhA3HJdWkExJScFoNJbbdaSoqAhvb2+3BCeEEEJUKZsNv40bypSO\nmBs1xnRrO7jBSidjYmJYt24ds2bNonv37p4OR4gbkkuvGt7e3rz//vskJydjNpsdPbaLioo4fvw4\n27Ztc2uQQgghRFUwHEook2gXdumKpV6UhyJynwMHDrB69WrGjBlD8+bNycjIcOwLCQnxYGRC3Fhc\nSrZnzZrF1q1bUVUVRVEcyTZAnTp13BacEEIIUVU0uTkYDh9yGjM3bnxDJtqAownCggULWLBggdO+\nnTt3SgMEISqJS2Ukffr0wdfXlzlz5vD0008zbdo0TCYTkydPZtCgQYwZM6YqYhVCCCHcQ1Xx3bIZ\nXXqaY8huNJJ3z32g13swMCFEdedSn22z2UxkZCS33HIL0dHRnD17lr59+9K2bVu+/fZbd8cohBBC\nuJXX8eNOiTaAqV17SbSFENfMpe+IIiMjOXDgAHFxcdx6662sXbsWrVZLQkICyg3WZ1QIIcTNRTGb\nMO77zWnMEhGBJbKehyISQtxIXJrZfuaZZ7BarSQmJnLXXXdx7tw55s2bR2FhId26dXN3jEIIIYTb\nGPftQ1NsdmyrWi1F7TvecIvWCCE8w6WabShp/6fRaKhVqxYHDhxg48aNRERE0L9/fwwGg7vjFEII\nISqdNjUVvx82O42ZWrfB3KKlhyISQtxoXCojGTNmDN26daNLly4AREdHEx0d7dbAhBBCCLey2fDe\nE+c8FBiIuVlzDwUkhLgRuTSz3blzZ0dtdp06dejatSvdunWjXbt20hpICCFE9WO3471rJ/rkU07D\n+X36YgsJ9VBQQogbkUvJ9qlTp4iLi2PPnj38+uuv5ObmoigK3t7edOzYkTlz5lRFrEIIIUSlMCQk\nYDwQ7zRmbtQYU8dOHopICHGjcrlmG0BVVQ4fPszatWvZuHEjdrsdRVHYvXt3pQdWXFzME088wQsv\nvECnTiUvfikpKcyYMYP4+HjCw8MZN26co7RFCCGEcJnVit/3m9Dm5ABgCwggv89d0upPCFHpXKoB\nWbJkCfv37+fgwYMUFRWhqio1a9akbdu2tGvXrtKDMpvNTJo0iWPHjjnGVFXlpZdeokGDBqxYsYLt\n27czceJEVq9eLatYCiGEuDI6HYVdu+H33SZUvZ6CHndIoi2EcAuXku2lS5eiKAqKotCjRw+GDx9O\nixYt3BLQsWPHmDRpktOS8AB79uzh1KlTLF68GF9fXxo2bEhcXBxfffUVo0aNckssQgghblz2gEAK\nuvfAXqMGqsHo6XCEEDcol5Lt/v37Ex8fT2JiItu2bWP79u00btyYtm3bcuutt9K7d+9KC2jv3r20\nb9+e0aNH06NHD8f4wYMHadq0Kb6+vo6xNm3asG/fvko7thCicpw+fZqYmBji4+Px9vamT58+jBo1\nStqEiuuOrVa4p0MQQtzgXEq2X3rpJQDy8/M5cOAA33//Pd9++y1//PEHa9eurdSa7UcffbTc8YyM\nDEJDna8QDw4OJi0trdzbCyE8w2Kx8OKLL9KgQQOWLl1KdnY2U6dOBWDcuHEejk4IIYSoWi4l2/n5\n+ezdu5dffvmFX375hRMnTqCqKhqNhubNq6YfqclkwsvLy2lMr9djsViq5PhCCNckJCSQnJzM8uXL\n8fHxoUGDBjzzzDPExsZKsi2EEOKm41Ky3bdvX1RVRVVVAgMDueuuu+jSpQu33XYbNWrUcHeMABgM\nBgoKCpzGiouLMRqlzk6I60lUVBSxsbH4+Pg4xhRFIT8/34NRCSGEEJ7hUrLdtGlTunbtSpcuXWjZ\nsqVjgZuqFBoayh9//OE0lpWVRc2aNas8FiFExYKCghztOgHsdjtr166lY8eOHoxKCCGE8AyXku2V\nK1eiqirnz58nLS3N0SmksLCQAwcO8OCDD7o1SIBWrVqxYsUKioqK8Pb2BmDfvn20atXK7ccWQly9\n2NhYjh49yooVKzwdihBCCFHlXEq2f/75Z1599VXy8vLK3V8VyXa7du0IDw9n8uTJjBw5kh07dnDw\n4EFeffVVtx9bCHHlVFUlJiaGzz77jFmzZtGoUSNPhySEEEJUOY0rN3r77bfJzc2lYcOGqKpKixYt\nCA4ORlVV7r//fnfHCIBWq2XevHlkZ2czbNgwNmzYwJw5c6hdu3aVHF8I4Tq73c7UqVNZt24dM2bM\noGfPnp4OSQhxCcXFxQwcOJC4uDhPhyLEDcelme1Tp07RunVrlixZwgMPPMDTTz9Nq1atGDRoEOfO\nnXNbcBef9JGRkbz33ntuO54QonLExsayadMmZs+eTffu3T0djhDiEspbtVkIUXlcmtk2GAyYzWYA\n2rZtS1xcHH5+foSHh5OQkODWAIUQ1cuBAwdYvXo1Tz/9NM2bNycjI8PxI4S4vhw7dowRI0Zw+vRp\nT4cixA3LpZnttm3bsmPHDj788EM6duzIzJkz2bt3L0eOHCEsLMzdMQohqpEtW7YAsGDBAhYsWOC0\nb+fOneh0Lr3sCCGqQEWrNgshKo9y/vx59XI3ysjIYPLkyfz973+nd+/ejBw5kt9//x2tVssrr7zC\nfffdVxWxCiGEEMJNOnXqxPz5851adwohrp1LU0whISG88847ju2VK1dy9OhRQkNDCQkJcVtwQggh\nhBBCVGcuJdvffPNNuePHjh3Dy8uL4OBgWrVqJas5CiGEEEIIcQGXku0pU6ZcdtXIgIAAYmJiZJEZ\nIYQQQggh/uRSN5LnnnsOb29v6tWrx4ABAxgwYAB16tRBr9fz2GOP0adPH3Jycpg/f7674xVCCCGE\nEKLacGlm+/Dhw9SoUYMPP/wQg8EAwLPPPsvAgQMpLCxk2rRpnD17lsOHD7s1WCGEEEIIIaoTl2a2\nd+zYQUhIiCPRBvD29iY0NJTvv/8eAB8fH6xWq3uiFEIIIYQQohpyaWY7LCyMAwcOEBMTQ7du3QDY\nvn07Bw4coG7duuzYsYNff/1Vlk4XQgghqilZql0I93Ap2R43bhwvv/wya9asYc2aNQCoqopOp+P5\n558nKSkJu93Oww8/7NZghRBCCCGEqE5cWtQGICUlhXXr1pGcnIzNZiMqKooHH3yQevXq8csvv2C1\nWrn99tvdHa8QQgghhBDVhsvJthBCCCGEEOLKVFhGMm7cOFq3bs2IESMYN25chQ+gKApvvvmmW4IT\nQgghhBCiOqsw2d61axd6vd7x74pcbrEbIYQQQgghblYVlpHs3buXwMBAGjVqxN69ey/5IO3atXNL\ncEIIIYQQQlRnUrMthBBCCCGEm1yy9V9GRgZr1qxhxIgRGI1GBgwY4LS/adOmTJ061a0BCiGEEEII\nUV1VmGynpKQwcuRIMjIy6NKlC23btuXEiRNOtzl58iR33XUX3bt3d3ecQgghhBBCVDsVLte+bNky\n0tPTuf32251WhuzcuTNffvklw4cPR1VVvv766yoJVAghhBBCiOqmwmR7z549hIWFMXfuXMLCwhzj\nRqORiIgInn76acLCwti/f3+VBCqEEEIIIUR1U2GynZmZSf369dHp/qo0GT9+PPfffz8AWq2W+vXr\nk5+f7/4ohRBCCCGEqIYqrNkOCAjg+PHj2O12NJqSnHzgwIGO/VarlcTEREJCQtwfpRBCCCGEENVQ\nhTPbHTp0ICMjg9mzZ2MymZz25eXlMWXKFLKzs+natavbgxRCCCGEEKI6qrDPdmpqKkOHDiUvL4/A\nwEBuueUWAgMDycjI4MiRIxQWFlKzZk1WrlxJaGhoVccthBBCCCHEde+Si9ocO3aMKVOmcPjw4TL7\nWrVqxaRJk6hfv7474xNCCCGEEKLacmkFyd9//51Dhw6Rk5NDYGAg0dHRNGrUqCriE0IIIYQQotqq\nVsu1FxcXM2/ePDZv3oyXlxeDBw/miSee8HRYQoiLyLkqRPUg56oQ7nfJ5dqvN2+//TYHDhxg/vz5\npKWl8frrrxMeHs5dd93l6dCEEBeQc1WI6kHOVSHcr8JuJNeboqIi1q9fz/jx42nevDk9e/Zk6NCh\nrF271tOhCSEuIOeqENWDnKtCVI1qk2z/8ccfFBcX06ZNG8dY27ZtOXToEDabzYORCSEuJOeqENWD\nnKtCVI0Ky0jOnTvn8oOEh4dXSjCXkpGRQUBAAAaDwTEWHByMxWIhOzu7wsV1YmNj3R6bENXBuHHj\nquQ4V3OuynkqxF/kXBXi+ncl52mFyfaDDz6IoiiXfQBFUdi1a5fLB7xaJpMJvV7vNFa6XVxc7Pbj\nCyFcI+eqENWDnKtCVI0Kk+169eo5JdvJycnY7XZq1qyJRqMhPT0db29v2rdvXyWB6vX6Mid/6bbR\naKySGIQQlyfnqhDVg5yrQlSNCpPtCy+Q+PDDD1mxYgXz58+nefPmACQkJPDcc8851Xq5U1hYGHl5\neVgsFry8vADIzMxEr9cTEBBQ4f2q6us4IUSJqzlX5TwVourJuSpE1XDpAskPPviAZs2aORJtgJYt\nW9KsWTM++eQTtwV3oaZNm+Ll5cX+/fsdY/Hx8TRr1gydrlp1MBTihibnCQ+HvQAAIABJREFUqhDV\ng5yrQlQNl5JtjUbD/v372b59OzabDZvNxtatWzl48KC743MwGo3cc889zJkzh4SEBH788Uc++ugj\nBgwYUGUxCCEuT85VIaoHOVeFqBourSC5aNEili9fjqIoKIqCqpbcRVVVxowZU2WrTZlMJmbNmsUP\nP/yAr68vQ4YMYciQIVVybCGE6+RcFaJ6kHNVCPdzebn2L7/8ks8//5wzZ86gKApRUVEMHDiQvn37\nujtGUck6derktK3VagkMDKRnz55MmDDB8fXhgw8+SEpKChs2bKiwtaIQ4urk5OTw3nvvsWPHDrKy\nsqhRowatWrXiySefpEmTJpV2nL1796LT6WjdujVQcv7r9Xp27NhRacdwh2effZa9e/eybNkyoqOj\nPR2OuImkpKSwZMkSfv75Z7KzswkODqZr166MHDnS6b3QarXy6aefOj6cfP3110yZMoWHHnqIf//7\n326Pc+vWrXz88cckJSVht9upXbs29913H4899piUAV1nXP5t9OvXj379+rkzFlGFNBoN3bp1A8Bm\ns3Hw4EG++OIL/Pz8eP755wHo3LkzWVlZTj1YhRDXLjMzkxEjRpCSkkJgYCCtW7fm3LlzbNmyhZ9/\n/pklS5bQuHHjaz7OBx98wPz585k2bZoj2RZCVCw5OZmnnnrKkWS3bduWY8eO8cUXX7Bjxw6WLFlC\n7dq1ARgyZAhnzpzxyDcBK1euZMGCBWg0Gho2bEhgYCD79+8nNjaWxMREXnvttSqPSVTM5WQ7OTmZ\nI0eOYLFYHGUkpe69995KD0y4l06nY968eY7tQ4cOMXz4cHbs2OFItl955RVPhSfEDW3u3LmkpKTQ\ntWtXZsyYgbe3N3a7ndmzZ/PFF1+wYsUKpk2bds3HOX78eCVEK8TNY8aMGWRnZ9OjRw+mT5+OwWDA\nbDYzadIktm7dyuzZs3nrrbeAkvPr4j7lVeGPP/5g0aJFeHl58cYbb3DbbbcBcOzYMZ588km+/vpr\nhg0bRlRUVJXHJsrnUrL90UcfsWDBgjJJtqqqKIoiyfYNoLS3akREhGPs4jISk8nEwoUL+f7778nN\nzaVp06aMGTPG0Wt98uTJfPPNN0ybNo3Vq1fzxx9/0K5dO1599VXmz5/Pli1bCAsLY+LEiY5Slvj4\neN566y0SExPRarW0atWKiRMnUrduXWw2GwsWLOD7778nOzub0NBQHn30UccsQsb/s3fn4VFV9+PH\n37NPkslkJxsJ2QCBEDYNigIG3AVLBZeW1gpa7VergtqKtCLFKsoXi9BaW1R+/ap9KloKrdaicWFR\nNgUNwQBhSSD7vk5mn/v7I83IkB0ykMDn9Tx5HnPvuXfOBO89n3vuOedTXc2LL77Ivn37sFqtJCUl\n8T//8z9cccUV5/ivJ0TP1dXVsXXrVjQaDYsWLSIgIABofdv04IMPMn36dO/KTwUFBaxYsYLc3FxC\nQkKYNWsW9957rzcHQmlpKatXr+bLL7/E4/GQmZnJggULiIuLY+3atfz73/8G4Ne//jU7d+7k6aef\n9tZjy5YtrFq1ivr6eq655hqefPJJ76vnbdu28fLLL1NcXMzgwYP52c9+RlZWFvDddX7vvfeyadMm\njEYjq1at4rbbbmPKlClccsklvP3222i1WhYsWIDZbGblypVUV1czffp0Fi9ejE6nw+VysWbNGu/9\nJDIykjlz5vDjH//4nP1bCHGqiooK9u7di0aj4Re/+IX3ra7BYOCxxx5j+/bt7Ny5k8rKSn76058C\nrW1nZmYmr7zyivc8LpeLFStW8MEHHxAcHMzDDz/sHXLrdDr5wx/+wH/+8x9sNhuZmZk8/vjj3kzc\nmZmZJCcnM2bMGLKzs5k9ezY///nPfer5r3/9C7fbzS233OINtAFSUlJYvXo1JpOJxMREACwWCytW\nrGDnzp1YLBZiY2OZP38+N910EwBffPEFf/rTnzhx4gQGg4FLL72UX/7yl4SFhQFd34O6a6PFd3q0\nGslbb72Fx+Nh9OjRzJw50zuk5Pvf/74MLRmgXC4Xjz/+OI8//jgPP/wwCxcuJDw8nAceeKDTYxYt\nWsTf/vY31Go1o0aNIi8vj5///Ofk5OT4lHvmmWfQaDQYDAZ27tzJHXfcwTfffENCQgJFRUUsW7YM\ngJaWFh577DEOHjzIiBEjiIyMZPfu3axatQqADRs28NZbb6HRaLj00ktpampi9erVfPrppwCsXLmS\nTz75hOjoaDIyMjhy5Ai//OUvqays9NNfTYizd/jwYdxuN3FxcURHR/vsM5vNZGZmEhwcjN1u5+GH\nH2bfvn2MGjUKo9HIq6++yrp164DWMd/33Xcfn332GTExMcTFxbFlyxbuu+8+6uvrSUpK8p5/xIgR\nXHLJJd7PcTqd/Pa3vyUuLg632817773Hhx9+CMDRo0d54oknKC8vZ/z48dTW1vLkk0+yb98+n7qu\nW7eOxMRE0tPTvWs07969mw0bNpCQkEBtbS2//e1vWbRokbce//73v70PAG+++aY3KB8/fjw1NTX8\n/ve/59ChQ374qwvRvSNHjgCtnU6nX5vR0dHezqjDhw8zceJEoPUhecqUKYSGhnrLbt68md27dxMf\nH09FRQXPPfccVqsVgFdeeYW//e1vmEwmRowYwfbt23nkkUdwuVze4wsLC9myZQtpaWmMHDmyXT3z\n8vIAGDduXLt9GRkZpKSkeB/IV69ezX/+8x/MZjMZGRkUFxfzzDPPUFdXR11dHYsWLaKwsJAxY8YQ\nERHBJ598wjPPPAPQ7T2ouzZafKdHPdsul4tRo0bx6quv+rs+4hzxeDxs27bNZ5vBYKCkpIRhw4a1\nK5+Tk8OOHTtITEzkzTffJCAggI0bN7J8+XL+/Oc/88c//tFbdvr06SxdupQPPviApUuXAvDXv/4V\ng8HA9OnTqayspLGxEY/Hw09/+lPCw8O59tpraWho4Nprr6WoqAiAkpISAO666y5mzZrF0aNH2b9/\nP6mpqd79Go2Gp556iqFDh7J161YsFst5ea0nRE81NDQAEBIS4t22ZcsWfvnLX3p/1+v1/PKXv6Si\nooK7776bBx54AKfTyZw5c3j77beZN28eGzZsoLKykhtuuMH7APvUU0/x4YcfsmHDBu655x527tzJ\nv//9b+bOnct1113nPb+iKCxfvpzLLruM119/nT//+c98++233Hzzzbz55pu43W5eeOEFLr/8ck6c\nOMFtt93G22+/zfjx473nuP766/nNb34DtPawQ2tbsXbtWgYPHszs2bMpLi7m3nvv5b777vN+zrFj\nx4DWXA3z5s3jxz/+MSaTiZUrV/LOO+9QVFTk82AgxLnS3NwM4BM4nyo0NJTi4mIsFguLFy9m06ZN\nPkMyDx48CEBMTAxvv/02Go2G22+/nZMnT1JQUEBKSgrvvPMOsbGxrF+/Hp1Oxx//+Ef+8pe/sGPH\nDqZMmQK0Xp/PPvssl112WYf16OgeMnfuXO/DAsCDDz7IT37yEyZNmkRkZCTz589Hq9V6e+hLSkq8\nQ2QmTpzI8uXLMRqNrF+/nuTkZAA+/PDDLu9B3bXR4js96tm+9dZbqaqqora21t/1EeeIXq9nz549\n7Nmzh23btvHCCy/Q0NDAr3/96w57htvWVL/66qu9r71vvPFGn31tLr30UgCioqIASEtLw2QyodPp\nvDcHh8NBaGgoWVlZlJWVsXDhQr7//e8DrU/T0DoXICgoiOeff57rrruOdevWERoa6n09dtttt+Hx\neJg7dy7f+973vA8Dnd0ohegP2q6B6upq77bIyEimTJnibWyhdfwlwF/+8hcyMzO58sorKSsro6Gh\ngbKyMu9113YdAt5Xw93lQFCpVN7AOT4+HmhdAg6+G+f98MMPk5mZyW233QZ8F0i06WiFkEGDBpGQ\nkIBKpfKu2tDW+9Z2P2gbsnbZZZeRnp7Oyy+/zA9/+EPeeecd4LvrX4hzLTAwEKDTWKempgaAoKCg\nLs8zevRodDodarXaOzzEZrNRXFyMw+HwztfIzMzkL3/5C9Cz66tNR/eQCRMmMGXKlHbjtK+66iqS\nkpJYvnw5s2fPZvv27UDrdZiSksKECRPYvXs31157Lffffz92u93bm97dPai7Nlp8p0c92xaLBYvF\nwpw5cxg6dChGo9H7ikKlUnlf+4uByWg0kpWVRWpqKvn5+ezfv59rrrnGp0zbv3dHTt/X1rOsVqu9\n52/Ttg1ae6Z//OMfYzAYuOOOO5g3bx733nuvd/+wYcN49913yc7OZvfu3ezevZtPP/2UH/zgByxc\nuJBbbrmFUaNGkZ2dzVdffcW//vUvNm7cyP/+7/8yderUM/+DCOFHI0aMQKPRUFlZyYkTJxgyZAjp\n6ene3rG2+Qxtr5UvueQSBg0a5HMORVF8rqXe0ul0aDQa4Ltrsm1OTtvnTpw40WclolOvYwCTydTu\nvKe+VTr9+j+9vi+++CLvvPMOWVlZ3H333eTk5PDuu++e8XcS4my1LblZUVFBSUmJ90EUWturto6o\njt7+nurU6+bU66vt2goNDW23OtCpw1Y0Gk276+1Uo0ePJjc3lz179jBz5kwAHn30UQDWrl3La6+9\n5i37xBNPsH37dm655RYeeughPvjgA7Zs2YKiKGg0Gn7/+9+zfft2Pv/8c/bt28ef/vQnNm7cyDvv\nvNPtPai7Nlp8p0d367///e/egPubb75h165d7Ny50/sjBj6bzeZ9Sg4ODm63f/jw4UDr6+62sWf/\n+c9/gK6fwLvy2Wef0dzczA033MDdd9/tbfzb/O1vf+P5559n4sSJvPTSS7z55psA7NmzB6fTyYsv\nvsirr77KvHnzeO2111i0aJF3vxD9VUhICNOnT/euPtL26hpax0C2aXuVO3r0aFauXMlzzz1HdHQ0\nl112GXFxcd4Gv+06BPjggw+8x8B3Db3H4+lx/do+d9asWaxcuZIHHniAuLi4dg/gZxPsA7z33nuo\nVCqWLFnCdddd5x2KIsT5Ehsby4QJE3C73axYscLb1tlsNlauXInb7WbixInewFilUvXq2ho8eLD3\nQXfZsmWsXLmSK6+8kuHDh/sM0Tq9LTzdzJkz0Wg0fPzxx2zZssW7vby8nB07dnh/r6+vZ/v27YSH\nh7N48WKuuuoqiouLvftzc3N55plnKC0t5amnnmLjxo2MGTOGiooKCgsLu70HddVGC1896tk+dZat\nuDC0TZCE1nW2jx49Sm1tLbGxsR1Ouhg3bhzjx49n37593HbbbcTHx5OTk4NWq+W+++47ozq0vV57\n5513OHLkiPfVd0tLC/DduPJvvvmG9PR07+vtcePGodPpKCkp4fPPPyc/P5+EhARyc3O9+4XozxYu\nXMihQ4f46quvmDVrFsOHD6e8vNw7X2HYsGFcf/31/OlPf+Ldd9/l4MGD1NfXU1xczLRp07jjjju4\n9dZb2bBhA5s3b+bo0aNA6+TGmJgY5syZA3w39nTt2rXk5+fz8MMPd1u32267jY8//pglS5awYcMG\n8vPzaWxsJCEhoU//BjExMRQUFDBv3jx0Op13vGnb9S/E+bBo0SLuu+8+du7cyfe+9z1SU1MpKCig\ntraWiIgIb6cOQFhYGLW1tdxzzz1dLi7QxmQycfPNN7Np0yZuv/12YmNjyc3NJSAgwDuMsidSU1P5\n+c9/zpo1a3jiiSdITU0lNDSU/fv343A40Gq1JCcnYzKZMJlM1NbW8pOf/ISWlhbvPaalpYXY2Fi2\nbt3K5s2b2bp1K4qisH//fsLCwkhKSiIhIaHLe1BXbbTw1aOuifHjx3f6c/qrBTEwtF0k27ZtY8eO\nHTQ0NDBhwgRWrVrV4QRDtVrN7373O+68804UReHbb79l5MiR/OEPfzjjZBnTp0/n9ttvx2g0cuTI\nEa655hoyMjJoaGjg5MmTzJ07l4cffpiQkBC++uor3G43d9xxh3cd8LZMXXa7nX379hEZGckvfvGL\ndj1wQvQ3ERERrFu3jrvvvtvbSDY2NjJx4kSefvpp1q5di8lk4uWXX2bChAkcOXKEpqYmZs6c6U1W\nERkZyeuvv05WVhbl5eWUlpaSlZXF2rVrMZvNANxyyy2kpaVRWVnpnVTVnbFjx/Lss8+SmJhITk4O\ngYGB/PznP/eO3e4rS5YsIS0tjbKyMgDuueceAO9DsxDnw5AhQ/i///s/brnlFnQ6HTk5OWg0Gr73\nve/xl7/8xWdoyb333ktISAiFhYU9nmvw6KOPcvvtt+NyuTh06BDp6emsWbOm11ma586dy+rVq5k4\ncSLV1dXs37+fmJgY7rjjDt5++22mTJmCVqvlmWeeISEhgRMnThASEsIPfvADoPU6i4uLY82aNYwf\nP54jR45w/PhxLrvsMlavXk1AQEC396Du2mjxnR6lay8pKWHVqlUUFRXhcDi8Y/usViuNjY0ylEQI\nIYQQQogO9Khn+/nnn2f79u0UFhZSWlpKWVkZZWVl1NfXk56e3uWxxcXFPProo0yfPp0ZM2bw0ksv\ndfoEmJ+fz/z585k8eTJ33XWXdy3JNtnZ2dx6661MnjyZxx9/XFZHEcIPHA4Hd955Z5fj7h566CEy\nMzN9fk4dOyjXqhD+IW2qEANPj4LtAwcOkJSURHZ2NiaTiddff51169YRGBjoHUDfEafTyWOPPYZe\nr+e1115j2bJlbN26tcMx4FarlQULFpCens4bb7zB2LFjWbhwIRaLBWhdxH3ZsmXMnz+fdevWYbFY\nvGs4CyH6ht1u59e//rV3yafOFBQU8Oyzz/LBBx94fyZNmgTItSqEv0ibKsTA1KNg2+PxEB4ejtls\nZsyYMd5sQunp6e0So5zq22+/paioiCVLlpCcnMz48eO5//772bx5c7uy2dnZ3vS+ycnJLFy4EJPJ\nRHZ2NgDr168nKyuLGTNmMHToUJYuXcquXbu8g/2FEGfn+PHjzJ8/32e2ekeam5uprKxk1KhRREZG\nen/axvrLtSqEf0ibKsTA1KNgOzU1lf379/Pxxx8zbtw41q9fz5o1a/j66699UoyebsiQIbz00kve\nheKhdamcU5e6anPgwAEyMjK8y0mpVCoyMjK8k2UOHDjgM8O1LXWqTKYRom/s27ePCRMmeFPxdqag\noACDweBdTeZ0cq0K4R/SpgoxMPUo2H7kkUcICAigrq6OG264AavVyl//+lecTqc3Y1lHwsLCvAka\noLWH/N133+0wBWl1dbU3w1ib8PBw7yLyNTU17WbrnrpfCHF25syZw6OPPtplMgVoDbZNJhO/+tWv\nuPHGG7n77rv54osvvPvlWhXCP6RNFWJg6tE622PGjOG9997D4XAQEhLCW2+9xWeffUZMTAzTp0/v\n8Ye99NJLHD582Jue9FQ2mw2dTuezTa/X43Q6vftPX5JOp9N5U/8KIc6NwsJCrFYrU6ZMYd68eWzZ\nsoXHHnuM1157jfT0dLlWhThHpE0VYmDoUbANEBAQ4E1BqtPpiIuLY+TIkT06VlEUfve73/H3v/+d\n559/ntTU1HZlDAaD9ybQxuFweHvZ9Hp9u5uA0+nsthdOCNG3HnzwQebNm+fNNDps2DAOHTrExo0b\nSU9Pl2tVCD+TNlWIgaVHw0iKi4uZO3cu27dvp6KigjvvvJMnn3ySO+64g71793Z5rMfj4ZlnnmHD\nhg0899xzTJ06tcNyUVFR1NTU+GyrqakhIiKiy/29XQheCHF2NBqNN9Buk5SU5H39LNeqEP4jbaoQ\nA0+Pgu2VK1dy7Ngxqqur+cc//kFzczPXX389DoeDP/3pT10e+9JLL/Hhhx/ywgsvkJWV1Wm59PR0\n9u/f702Y05Y2dPTo0d79OTk53vIVFRWUl5d3u863EKJvLVq0iBdeeMFnW35+PklJSYBcq0L4k7Sp\nQgw8PV5ne+TIkcyePZudO3eSkpLCb37zG8aOHcuxY8c6PS43N5e3336b++67jxEjRlBdXe39gdYJ\nHDabDYBp06ZhtVpZuXIlx48fZ9WqVbS0tHDttdcCMHv2bD788EM2bdrE0aNHWbp0KZMmTSIxMfFs\n/wZCiG6ceq1OnjyZ9957j82bN3Py5EnWrl1LTk4Od9xxByDXqhD+Im2qEANTj8Zsu91uAgMDqaur\n48iRI9x6661A66L5Go2m0+M+/fRTAF5++WVefvlln307duzgpptuYsmSJcyYMQOTycSqVatYvnw5\n//znP0lLS2PVqlUEBQUBkJGRweLFi1m7di0NDQ1kZmayePHiM/rSQojeOfVavfnmm7FYLKxdu5bK\nykpSU1NZvXo1gwcPBuRaFcJfpE0VYmBS1dfXK90V+ulPf0peXh5Dhgzh+PHjrFmzhi+//JI33niD\nyZMns3LlynNRVyEueIpHoaHSSkNlCy6Hh4BgHREJJgyBuu4PFkIIIUS/0+N1toODgzl27Bg33XQT\nmZmZ1NXVERkZyUMPPeTvOgpxwfN4FGqKmzmyu4KSQ3U019qxNTupK2vh6J5KCr6porqoCY/bc76r\nKoQQQohe6FHPNrROrrBYLJhMJgBOnjxJZGSkTyYrIS429hYndosLh82Fy+5Ga9BgjgxAH9DjVTWx\nNjkoPVyPrdnZbVmVCowmHQ6bG5UKgsIMmKMCCI4wolKpzuarCCGEEMIPehRs79u3r8v948eP77MK\nCTEQOKwuSvPrsdTZO9wfGKInOsVMYIih03MoHoXSI/XUl7WcdX1MYQbiR4Sh1Xc+h0II0T+4XS6q\nCo9RX1aKWq0mZtgIzFGDzne1hBB+0qNge+LEiV32mu3atatPKyVEf2W3OKk62URDhbVH5SMGm4hO\nMaNS+14/ikeh+GAdjVXtz6NSQWhsECoVNNfYcNjcPfosnUFDdGoI5ijp5RaiN5prqmmsqqCloR5r\nYwPNNdXUFJ9EcbuJG5HOqGnXYTQFd3+iTtgtFra/8SoncvYSGBKGy2HHbmn27lepVNzz57f64qsI\nIfqhHr3rPjXYVhQFp9NJQUEBdrudG2+80a8VFKI/sLc4qTjeSFO1rVfH1RQ3Y2mwExFvIsCsx+P2\nYGtyUl/RQktD+7TIpggj8cNDv+uhHgr2FhfVJ5uor2iBLh6NnXY3xXm16AM0RCYGExIdiFotQbcY\n+NxOJ5UFR2mqrsJps+Fy2HG0WLA2NmK3Wmipq2XwqDGMuekWtDp9t+erLSmiYO9ubE1N1BSfoPLY\nkU7LVhzL5+v3/4EpPAKN3oApLJyQ6FgSRo9lcPqYTh9sXU4HR3d9QcnBXMoOH8TW1AiApa6mXdm2\ntbCFEBemHo/ZPp3FYuFnP/sZV1xxBQ888EBf10uIfqOxykrJoTo87o4vFX2AhqAwI1qdGku9vcMg\nujsanZqYVDMh0YFdNN4enDYXLocHrU6N2+2hqqCJlsbOP2/U1fG9rosQ/YW1qZGju75g/4fvYW1s\n6La8SqUiKjmNsPjBmMIjsTU1UldWgqPFgj4wCI/LSfXJQlz2jod/9VZY3GCGXjGZlEsvxxQRia25\nicJ9X1J9ooATOXt7VOc29679a5/USQjR/5xxsA3w5JNPsnfvXj766KO+rJMQ55WiKDhtbuwWJw1V\n1k6HjOgDtEQNMbULkC11dkoO1eG093D4h1FD0thI9MaeT6r01tWjUH6sgdoSS4f7JdgWA5HH4+Ho\nru3sfPsNnLbevU06XwyBQdhbOr4OOysfPXQ41YXHaWmol2BbiAtYj1r301Mzezweqqur2bFjByEh\nIX6pmBDnmqIoNFbZqD7RhM3S+cogRpOOqCHBBEd2PDY6KMxAyqVRlB6u73bYSVCogfhLwtAZz2xi\no0qtInZoKOFxQVQXNXc71EQIf3A5HVhqa3C7XKjVGsyDolGflvDM4/GgUqm6nE/QXFvDsT07OLTt\nE5qqq/xdbR86YwBBYWGEDIolInEIwVHRVBw5TOmhb2msroRuhnp0F2irVCqSxl3GiKuvwWgKJiQm\nDo1W29qeFh7vy68ihOhnejxBsjMLFy7kzjvv7NNKCXEuKYpCfXkLNUXN2FtcnRdUQUxaCOFxQT2e\ngGhtctBYZcPaaMfW7EKtUWE06TAG6wgKNRAYou/TyYwOm4uak83UlVlQFOnZFmdP8Xhorq2hpugE\npYe/pb6sFABTWARGs5nqwuOU5R9C8Xz3JscQGERgaBim8EgcNiv1ZSXYLc1o9QYGj8og5bLLiR0+\nEkNAIC0N9Rzbs4OSgwcoyz+I4ul4LXmVWkNC+hiCwsLRGgzojEYCzaG4nA4K931JbfFJHNaer+yj\nNRgYflUWkYlJRKcOwzwoutOyLocDS10NLoeDhopyju3Zwcmcvd2OtdYZjAy9cgqxQ0cwKCWNoLDw\nHtdPCHHh6FGw/f7777fbZjAYGDZsGEOGDPFLxYTwN0VRsNTbqTjW2O0a1zqjhvjhYQSFdb6UX3+i\nKAotDQ6CQgdGfYV/WepqqC0pBkUhOGoQIdGxHT7kOawttNTXgwqcNivHv9rN0V1fYG2sPw+1bqXR\n6hh1zQ2MmDKN4MjOl8dTFAVLXS11JUVUHj9KY3UlpvBIIockExgSgqOlBY1ej1qjwWW3E5WUiuG/\nqcvPREtDPce/3EnBvi+pPJbvDbxVag2XTMkicfQ4otOGoQ+QXBRCXOx6PWa7vr4elUolw0fEgGWz\nOGmqslJfacXRRU+20aQjIFiHeVAAQaEGWU5PDDjlRw6x7/2NlB484LM9KCyciIQkgiOjCI4ahM5g\n5OiuzynLP3ieatqeWqsl7fKrGHP9DEKiY893dbpkbWqk8vhR7M1NRKcNJyQ65nxXSQjRj/Q42P74\n44955ZVXKCkpASAhIYEHHniArKwsv1ZQiDPhcSsoioLL7sbe4qKlwU5TjR23043b1cX/8iowRxgZ\nlGzGEKQ7dxUW/YKiKJQe+pb8HdtorCjDEGQiOnUYl0ydTkCwuV15j8uF025HH/jdJFmHzUrxgf04\nrC1EJaUQkdC7t39upxNbcyP6wCB0BmOXZV1OB9WFBTRVV9JcU03aDncWAAAgAElEQVRTTRVN1VU0\n11TRVFPd7TjjvhQUFo7OaMRSV3tWkxpDYuIYMXU6KZdeTmBIaB/WUAghzo8eBduffvopTz75JADh\n4a1jzmpra1Gr1Tz//PNMnTrVv7UUogfcLg9N1TbqyixntPyeOSqA6BRzr1Kti4FHURQstTVYmxpo\nqa+jqbqK+vJSSvJyO52UZwgyMWr69TRUlFNVcBRbcxNqjRan1Yrb5URrMKB4FFAU3C7fIUmpmZOY\ncvf9aLRa7+e3Buk2jn+1i6qCYyiKgjE4mPrSEsoOH/SeIzgyCq3BiFqjQavTExIdS9rlVxKVlMrR\n3Z/z1aZ3fZKj+IvOYCQ0Lp7olKFED70EjVZLbclJLHW1mKNiSEgfQ2hsHAAetxtLXQ225iYaKspx\nWK1EJSUTkZhM8YFvKD6wn7Ijh6grLfaeP2pIMmmXX0X8yNGdDnERQoiBqkfB9g9/+EOKiopYuXKl\nd7Lkrl27+MUvfsGQIUN46y3JfCXOj7Zx13VlLTRVWc+oIy8wVE90ctep1UX/4fF4KM8/yMncr7E1\nNbUmG9HpWnuEm5poaWgdc2yOiiYwJBRjcDCBIWHojAHUFBVy4OPNNFaWn9M6B4WFExQWjqWuDqfN\n2quJfH0lfHAihsAgKguO4XZ2/jAaYA5pHWesUmEKj2DI2EsZNmkKWn33yWJ6Q/F4QKVCcbtRa+UB\nVwhx4erRHe7kyZOMGTPGZ1WSyy+/nNGjR5Obm+u3ygnREY/bg63ZSWOVjcZqK84epjNvo1JBgFnv\nXQ0kKEzGY/d3iqJQfeI4x3bv4PhXu1oD6gHEUleLpa72nH+uSq0mdvhIxs+4lZihwwFw2e3UlhbT\nVF1JU1UlZfkHaaquwjwomksmTyNp3KXnrG4AKgm0hRAXuB7d5SIjIzl27Bj19fWEhraOoaurq+PY\nsWNERUX5tYLiwqcoCrZmJ067G2ujA2uTE5fDjaPFhUqjIsCkRxegAQWsjY6ul+c7jVavxhCowxCk\nJcCsJzBEj06vQSVpzAcEj8tFwb497Ht/Iw3lpefkM9UaDfEjRzNs0lSKcr8hf8fWXp/DGGz2puc+\nEzpjAC67rUdpvFVqNYNHZRAaE0dwZBSmiCiCI6MIDA1Do9O1S1+uNRgYlJzKoORUAMbe9L0zrqcQ\nQoju9SjYnjlzJmvXruW2227z9m7v2bOHxsZGbr/9dr9WUFx4XA43zbV2WhrsuBweWhoduJ0dr62r\nuFqHidDDjkydUUPIoABCBgViNMkEx4Gs5OABtv/fWppra/r83CqVirD4BLR6A+GDEzCagolOG86g\n5DS0ej0aXev/O8kTMkm7/EqO7dmBtakR86BoEkePIzw+EY/iQa1Wow8Mwmm1otZqcDuduJ1OAkPD\naK6tZvsbr7VbCeS/FUAFhMUnMDh9DCqgpbEBc+QgEsdOIGJwIk6bjea6Gjwu13/HQddyaNsnlBz8\nFsXjxhQeQcplVzBi6vQul8QTQghxfvVozLbH42HFihVs2rTJp6flhhtuYMmSJWg03We/czgc3HXX\nXTz66KNkZmZ2WOahhx5i9+7dPttWrFjB1VdfDUB2djavvPIKVVVVTJw4kcWLF3snbIr+yWlz0VBl\nxd7swtbixNHiwuPu2xUSVKrWyY1hsUEEhvZtkhhx7u17bwNHd39BY2VFp2V0BiNDxk4gNDYet8uF\npb4Wl92O4vGg1esJCAlFZzBia27C1tRIXWkxdouFsPjBRKcMJe3yK89ZgNpcW0NdSRGK4iEkOg6t\nwUCguXXp1LahFL3hcjhwOewYAoPO6HhxYZA2VYiBo1frbFdUVJCXl4dKpWLYsGHExcX16Di73c5T\nTz3Fli1b+MMf/tDpjWHGjBk88sgjjBs3zrvNbDaj1+vJy8vj/vvv54knnmD48OH87ne/Q6fTsWbN\nmp5WX5wjiqJgt7ioK7NQV2rxy+pjWr0aY7Ce0OgATOFGNFoJOi4Ur903t8PtKrWaxDHjSb1sEokZ\n4/p8wp4QA4W0qUIMLL2amWIwGBg5cqS3d7u8vHVGf0xM5wv4Hz9+nKeeeqrbsYfNzc1UVlYyatQo\nIiMj2+1fv349WVlZzJgxA4ClS5cyc+ZMioqKSEhI6M3XEH7gsLmwNjqwNTtpqOz9pEW1RkVAsB59\noJbAED36AC16owa3S8Ha5GjtDVcUdMbW/RJcX1zSJl7JuBnf7/fJTYTwN2lThRh4ehRs79u3j2ef\nfdab0OZUKpWKnTt3dnnshAkTeOCBB5gyZUqn5QoKCjAYDJ0G7gcOHOBHP/qR9/fo6GhiY2PJzc2V\nG8M55nK6sTU5sbe4sNTbsTY6cDk6HnPdIRUYg3SYwo0YTTr0Rg0Gkw51B5MWtXowBMpqBRcjlVpN\naGw8426eRcqll5/v6gjRL0ibKsTA06Mo5vnnn6e4uJigoCDCwsJ6NEa7zZw5c3pUrqCgAJPJxK9+\n9Su++eYboqOj+elPf8qVV14JQE1NTbun8/DwcCorK3tcF9F7iqJgbXJia3JiabDjsLiwWZzdH3gK\nrUFDRHwQRpMOQ5AOrV4t46pFpwalpDH0ismkXHoFhqCg810dIfoVaVOFGHh6FGyXlZWRmJjIm2++\nidHYdfrgM1VYWIjVamXKlCnMmzePLVu28Nhjj/Haa6+Rnp6OzWZDf9oYTZ1Oh8PR+0yBomeaamyU\nH23AYe35UnttVCoICjNgCjcSFhuEWiPBteiZWxb95nxXQYgBT9pUIfqPHgXbU6dO5cSJE34LtAEe\nfPBB5s2bR3BwMADDhg3j0KFDbNy4kfT0dPR6fbubgNPp9GudLlb2FhflxxporrH1+Ji2RDFGk46A\nYD3BkTJpUQghzhdpU4XoPzoNtt944w3vf8fFxbF161YeeOABxo0bh8Hgm9b6rrvuOuuKaDQa702h\nTVJSEkeOHAEgKiqKmhrf9XY7eg0mzpyiKFQXNVNV0NjtCiKGIC06gwZjkA5zVECnY66FEEKce9Km\nCtF/dBpsv/zyyz7jahVFYe/evezdu9e7XVEUVCpVnwTbixYtIiwsjCeeeMK7LT8/n+TkZADS09PJ\nyclh1qxZQOsyhOXl5aSnp5/1Z4vWf8uqwiaqTjR1uD8o1EBQmIFAsx5DkBatvufj9oUQQpxb0qYK\n0X90Gmzfe++9fv/w6upqTCYTRqORyZMns3z5csaMGcPIkSPZvHkzOTk5LFq0CIDZs2fzs5/9jDFj\nxpCens6LL77IpEmTSExM9Hs9L2Qej4Klzk5lYSO2pvYTHwPMemKHhhAQLGsaXyx6kiwjPz+f559/\nniNHjpCcnMyiRYsYOXKkd78kyxDi3JM2VYj+qdNge8KECYSGhpKSkuK3D7/ppptYsmQJM2bM4Oab\nb8ZisbB27VoqKytJTU1l9erVDB48GICMjAwWL17M2rVraWhoIDMzk8WLF/utbhc6W7OT2lILjZUt\nuF3tx4yo1CrihoUSEh0gK4dcRNqSZRw/frzTMlarlQULFnDNNdfw1FNPsXHjRhYuXMg//vEPgoKC\nyMvLY9myZT7JMpYuXSrJMoTwM2lTheifOs0gOXHiRK6++mpeeOGFc10ncRYURcFpc6NSq7xL7CmK\nAgpYm51Y6u00VVmxdtCL3UalVpGYHo4pXCbKXExOTZZx9OjRTjPT/etf/+K1115j06ZNqNVqFEVh\nzpw5/PjHP2bWrFk8/fTTKIrCsmXLgNbX0zNnzmTDhg2yfq8QQoiLTperkXSXoUr0H5Z6O3WlFppr\nbd6earVGhVqj6lXCGVO4gZi0UEkkcxHqabKMAwcOkJGRgVrdutqMSqUiIyOD3NxcZs2aJckyhBBC\niFN0GVE1NTXx7bffdnuSUaNG9VmFBhKPR6G2uJnmWjuoWpe/0xo0aLRqHFYXHreC0aTDHBlAQLAO\n1Vms1tGWXKalwY7HpeDxKHhcHhw2N3aLs8OA2uNWWtOcd0OjUxMUasAcacQ8SIaNXKx6miyjurqa\nIUOG+GwLDw8nPz8fkGQZQoi+pygeWqqrcdmsoAKXzYqigDEklKCoaGm3RL/WZbD99ddfc88993R5\ngu7StQ90iqJgb3FhtzhRFHA7PahUKuwtThqrrN32Glvq7NQUNaNSqwg06zGatJgijASFGnp8c7C3\nuCg9XEdLQ98mGwgKMxAeF0RwhPGsHgTExcVms6HT6Xy26fV6nE6nd78kyxBCnAlbQz2VB3NR3C7U\nOh0o4LLZsDXW47Z3nPshNCmV+AmXS8At+q0ug+2QkBC/TpDs7+wWJyWH67A29i49eUcUj4Kl3o6l\n3k5NsQWAwBB9a+Adokdn1OKwurA2OXHaXDisLtQaNS6Hu9dBdlvgrHh8e7XberCDQvWYwo3oA2So\niOg9g8HgDazbOBwObzIMSZYhhDgTHpeLws8/xWVt6dVx9YXH0BkDiE4f66eaCXF2uoy2xowZw4oV\nK85VXfoFRVGw1DuoLWmmqbrnGRTPREuDo097qwPMegYlBRMUakBRwN7iRK1RoTNoURQFtUYlT/7i\nrHWWDCMiIqLL/ZIsQwjRldqCI70OtNtUHTpAU3kJ0aPGYoqJk7ZO9CsXfdemtclBbYmFlkYHilvB\n6XBDL+aFqtQqdEYNIVEBaLRqPB4Fl9ON4b+9xpZ6By0N9l5NUuxKUKiBwBA9Ko0KtVqFzqBBH6BF\nZ9T4pEdXwWlrY8uNR/SN9PR01q1b501qpSgK+/fv9ya3kmQZQojeUjweqg/ndVlGpVITGBmFRq9H\ncXtoKi/x2W+rr+PEF59hDA0jfsIVBITJ2v6if+g02B43bhypqannsi7nhMetgAostTbqylpoqulZ\n77XRpEMfoEGj06AoChqtmkCzHlO4AbVG3elx4fGtveUOq5uWBjsNFS1Y6nvfm60P0BCVZCZEJjCK\n8+DUZBnTpk3j5ZdfZuXKlcyePZtNmzbR0tLCtddeC0iyDCFE7zWVl7ROfjxFcOxgguPi0QUEoTUa\n0ZuC0Wi/my/SUltNwdZsFLfb5zhbfR0F2z4mYeJVBMfEnZP6C9GVTtfZvhAd/qIMl7N3PcyGIC2R\nicF9GuR63B7sFhfNdXZszU6sjQ48bgWNXk2ASYchSIdW39pLrtNrMAS1BvoSZItzJTMz02ed7czM\nTG+yDIC8vDyWL19OQUEBaWlpPPHEE4wYMcJ7/Pvvv98uWUZYWNh5+S5CiP7vxI4tNJUWe38PSxlK\n/PiJ3R7XUl1F6Td7sNXXdbg/PHU4sWMmoFJ33ikmhL9dVMH2t1tKui8EaLTq1pU64oNah2xIkCuE\nEEL4hb2pgSMfvQ+n5PZIybqBwIiez/Ow1tVQnvs1lsrydvuMoWHEjrmUoKjoPqmvEL110Y/ZhtYh\nIpGJwRhNOnQGdZfDQoQQQgjRNxRFoTz3G59A22AOISA8olfnCQiLIGnydCoOfEP1Yd/8ILb6Ogq2\nZhM5bCTRo8f1qANN8XioP1lAXcFRHJZmQEEfFIw5PoHAiEHoTcFoDYZe1VFcvC7aYFurV2MKNxIW\nG0SAWSe910IIIcQ5pCgKVQdzaSot8tk+aMToM2qTVSoVMaPHYY4dTNHu7ThPW9mkOj8Pl8NO/PiJ\nHQ4rURSFxuIT1BzLx1pX024suMtmo6Wmqu3TMEXHEBwTT8iQZLR6CbwvZIqiUHf8COGpw87o+Itq\nGIm1yYE+QItarZIkLkIIIcR5oigKJXt3UV94zGd7QFg4KdNuPOsOMKfNSnnOXhqKCtvtC0lIYnDm\nld7PsNbVUHv8CM2V5Tgtzb3+LI1OT/TosYQlpcnY8AtQY2kRlXn7sdXXkT7nR2d0josq2BZCCCHE\n+aUoCmU5X1F79LDPdrVOR+q0GzAEh/TZZ1mqKji5a3u77JNaYwAGcwiOpsZ2PeBnSqVSYwwNxRga\nTmDkIELiE1FrL9oBBOeEoii01FTRVFqE2+EgPGVYr4cgdaXyYC6V3+Z4f5dgWwghhBD93ukBDLQG\n2olXTMU0KKbPP8/e1Ejh9k9wtlh6dZxKrSEsKYWw5DQ8LhcNRSewNdZja6jH4+zZEr66IBMxo8cR\nMnjImVRddKG5oozSr/fgaG76bqNKRdy4TMJThgJgqa6k7JsvcViaMYaEYY5LICw5FY1O38lZv1N7\nLJ/Sr/f4bJNgWwghhBD9mr2pgSMfvs+p2eO0RiPJU6/t0x7t0zmamzj26WbcDnu3Zc3xiUQOG4Ex\nNBy1RtNuv+Lx0FxZTnN5KbXHj6B43B2cxdegkRlEXZIuw0z6gKJ4qDp4gMq8/Z2WCQgLR63VY6mq\n4PRMhbqAQAZPvIqgyEEdHuvxuCnfv6/dmxeQYFsIIYQQ/VzR7u00FJ3w/q7W6UmZei3GUP+vw2+t\nq+Xkrm3txmWr1GoCI6MJS0ohMHIQ+sCgHp/T1lBH5cFcWqorcdm6TpKnDQgkIDQMl92OVm9gUPpY\nAs7B9+5PbI0NNJeXgqIQmpSC1mDs1fGOFgslX+3scInH3jLHJWAMDcPRYiEochAel5OmslIsVRXt\nHqBUKjWJk6YSHBt/Rp8lwbYQQggh/M5WX8fRj//tsy1h4lWEJCSdszq4XU4aThTgcbnQm0zoTcHo\nTcGoNWc/ttpps2Krq8VSVUHdiWO47V33omv0etKunYEuIPCsP7u/UxSFym9zqDp0wLtNawwgeco1\nGMw9e6PRWFpM0e7t7VaJAUCl8lk+si+pNBoSJl6FOS7hjM9xzt5nOBwO7rzzTvbs2dNpmfz8fObP\nn8/kyZO56667yMvL89mfnZ3NrbfeyuTJk3n88cepra31d7WFEEKIfmcgtqkVeb7jtI0hYZjP8Vhm\njVZHeOowIoePxByfiDEkrE8CbQCdMYDg2HhiMsYzYuZtDLnyajRdrMXtdjgo/nInip+CxP7C43ZT\nvOdzn0AbwGWzcuyzzTSUnOz2HC01VR0G2hqDkaTJ00mfPZfU6TcSENZ+cqQh2Ezc+IlntGyfLiCQ\nlKzrzyrQhnMUbNvtdn79619z/PjxTstYrVYWLFhAeno6b7zxBmPHjmXhwoVYLK0TGvLy8li2bBnz\n589n3bp1WCwWli5dei6qL4QQQvQbA7FNbamt9knHDjBo1JgLOsdFcOxghl43k5DEpE7LWCrLqCs8\neu4qdQZs9XWc3LmV41s+ovTrL6k7cRz7qZMSuzm2cNvHPkOHTuVxOinaub3DJRrbWGtrKNz+abtA\nOzByEGnX3IQpOhZoTWyUOv1Ght98KwlXTCFuwuUkX30dadfNIDxlKHHjMkmaPB2tMaDbeqvUasKS\n00i95mYCQsN79F274vc1aY4fP85TTz3V7ZNbdnY2Wq2WBQsWoFarWbhwIV988QXZ2dnMmjWL9evX\nk5WVxYwZMwBYunQpM2fOpKioiISEs3viEEIIIQaCgdqmnr76SEBYxBmPfx1ItAYjCZlXET1qLLaG\nOhSPQvGez1E8Hm+Z8px9BMfE97vhJB63m6qDuVQd/tY7RKOluhL+uzR6YOQgQgYPITAiEmt9HS6b\nlcCIKPRBJqz1tdQePfzfCYrdUSja/TktNdVEjx7nMynV7XRStHs7HpfT54jo9LFEDh/V4cOaLiCQ\nkPjEDj/JFB1LyrQbKPt6D7aGetQaDYqioHg8uGxWQhKSiBw2Ar3J3OHk2DPl92B73759TJgwgQce\neIApU6Z0Wu7AgQNkZGSg/u9MXZVKRUZGBrm5ucyaNYsDBw7wox99Nws0Ojqa2NhYcnNzJdgWQghx\nURiIbWpTWQnNFWU+26LTx17Qvdqn0weZ0AeZAAgIu4UjH73n7an1uJyU7N3FkCuz+s3fxN7YwMmd\nW7E3NXZapqW6sjX47gVDsJkhV2bRWFZCec5eTl0ppOboIepPHG99CFOpcLZYaKmp8nkwAYgaMZqo\nS9J79bmn0gcGMeTKrHbbFUXx29/f78H2nDlzelSuurqaIUN8x26Fh4eTn58PQE1NDZGRke32V1b2\n7h9aCCGEGKgGWpvq8bgpy/nKZ1tQVDRBflhPe6DQB5mISR/n83dpLi+l6mAug0ZmnPX5PR43KlRn\ntMyg2+nAUllByb7d7RIBna2gqGgSr5iCRm8gcuglaPR6Sr7a6TOx0e10UH+yoNNzhKcMI3rUmD6t\nVxt/Puj0m9RGNpsNnU7ns02v1+N0Or379XrfRch1Oh0OR88WlhdCCCEuFv2lTa09etg36QgQM2ZC\nv+nBPV/C04bTUHyClpoq77bKvP0YQ8Mxxw3u1bkURaH+xHHqCo/hbLG0ZsRUIChqEFGXpGMMDcNl\ns6J4POgCAtuNWVYUD01lJVQdPIC1rqbDz9AaA4gakY7LasVSVeFT7+4ERg4icuglBMcl+Py7hw1J\nwWAKpmj35z1KOGQwhxCTMb7Hn9uf9Jtg22AweG8CbRwOB0Zj6xqMer2+3U3A6XR69wshhBCiVX9o\nU231dVScNlY7LDmtTyacDXQqlYrBE6/i2Mcf+CTaKdq1jcETr+p0zPHpFEWhePfnNBS3n4Boqaro\ncMy0ISSUgNBw9KZgmstLsdbVtBuqcaqQhCTixmWiOeXhzNZQR3NF2X8/o9I7ptpgDsFptaJSqwmO\njScibXiX/96BEVGkXXMTlQcPUH/ieKdJh8zxCcSNn4ha22/C1l7pN7WOioqipsb3iaqmpoaIiIgu\n95/+GkwIIYS42J3vNtVaW0PhF5/5rCCh1umITh/bJ+e/EOgDg0i4fDKF2z/xDqVQPB6Kd3+Odso1\nnWY4bKMoCmXffNlhoN0Ve0M99ob6HpUNHZJC/KWXo1L5DkkxhoRhDAkjctjI1sm6inLG2TE1egOx\nYyYQnT6W5ooyHM2NqFRq9MFmNHo9usAgdD1YQaQ/6zd5Q9PT09m/f793hrWiKOzfv5/Ro0d79+fk\nfPeEXFFRQXl5OenpZz5IXgghhLgQnc82tam8lONbP2o35jcmY0KvMwZe6EyDYogde6nPNsXj4eSO\nre2G33j3KwqW6koKt31M7bH8Pq+TwRxCWHIayVOvJf7SK9oF2qdTqc5sfPjp1BoN5rjBRA4bScTQ\nSwiOiSMwPHLAB9pwnoPt6upqbP9Nbzpt2jSsVisrV67k+PHjrFq1ipaWFq699loAZs+ezYcffsim\nTZs4evQoS5cuZdKkSSQm9uxVixBCCHEh6w9tqq2xgaKd29qtiRyeOozw5LSzOveFKiJ1OPETLvfZ\n5nbYObFjC+7TlryzNdRx/NPNFGz5qN0QEY3BwJCrpnHJzNsYcmUWgRFRqNRq1Fod+mAzBnNop3XQ\n6A2Y4xNJybqeodfNJH7C5QRFRV/0Y+v7ynkdRnLTTTexZMkSZsyYgclkYtWqVSxfvpx//vOfpKWl\nsWrVKoKCggDIyMhg8eLFrF27loaGBjIzM1m8ePH5rL4QQgjRb5zvNtXjclG0axset8tne+SwkUSP\nHndW577QhSWn4WixUHUw17vN3thAyVe7SJh4FSqViuaKMk7u3NZuzWloncCYdNU0jKFhAATHxne4\njrnLbqOh+AS1Rw/jdjoIDI8iYtiIboesiLOjqq+vv7DzhAohhBDCrxRFofjLL2g4WeizPSZjPJHD\nRp6fSg0wnU12jE4fi1qno+ybr3yWyWtjCDYz5Kpp3nW8Rf/TbyZICiGEEGJgqs7PaxdohyYmEzF0\nxPmp0ACkUqmIv/QK7E0N2E6ZwFhx4JsOy5ti4jDHJxKamNyn2Q5F3+s3EySFEEIIMfDUFxVSkfu1\nzzaDOYS48RNlzG8vqbVaEq6Yilqn77JcTMZ4hlyZRXhymgTaA4AE20IIIYToNUXxUPr1lxTv/txn\nu1qnJ/GKqQN2TeTzzWAKJvGKKR2u8KHWakm4fAqRw0bKg8wAIsG2EEIIIXrtxBdbqD12+LStKhIv\nn4wh2Hxe6nShMA2KYciVWWgMBu82bUAgKdNuJGSwrMI20MhjpxBCCCF6rbm8tN22uHGXYYqOPQ+1\nufCYomMZet0tNBQV4nE5CUtOk3XKBygJtoUQQghxVnQBgSRcPpnAiKjzXZULitZgICJt+PmuhjhL\nEmwLIYQQ4owFRkSRMPEqdIFB57sqQvRLEmwLIQBwOBysXLmSTz75BJ1Oxw9/+EPuuuuuDss+9NBD\n7N6922fbihUruPrqqwHIzs7mlVdeoaqqiokTJ7J48WLCw8P9/RWEEOeQRm8gZswEQhOTuk3pLcTF\nTJLaCCEAWLlyJXv37mXJkiVUVlaydOlSnnzySa677rp2ZWfMmMEjjzzCuHHfZYUzm83o9Xry8vK4\n//77eeKJJxg+fDi/+93v0Ol0rFmz5lx+HSGEn7kcdrR6Q/cFhbjIyaOoEAKr1co///lPFi5cyIgR\nI5g6dSo/+tGPePfdd9uVbW5uprKyklGjRhEZGen90etb14Vdv349WVlZzJgxg6FDh7J06VJ27dpF\nUVHRuf5aQgg/kkBbiJ6RYFsIwZEjR3A4HIwZM8a7bezYseTl5eF2u33KFhQUYDAYiImJ6fBcBw4c\n8Onxjo6OJjY2ltzcXP9UXgghhOjHJNgWQlBdXY3ZbMZwypqu4eHhOJ1O6urqfMoWFBRgMpn41a9+\nxY033sjdd9/NF1984d1fU1NDZGSkzzHh4eFUVlb690sIIYQQ/ZAE20IIbDabdxhIm7bfHQ6Hz/bC\nwkKsVitTpkxh9erVTJo0iccee4wDBw50ei6dTtfuPEIIIcTFQFYjEUKg1+vbBcNtvxuNvkkUHnzw\nQebNm0dwcDAAw4YN49ChQ2zcuJH09PQOz+V0OtudRwghhLgYSM+2EIJBgwbR1NSE0+n0bqupqUGv\n12M2+6Zd1mg03kC7TVJSkneYSFRUFDU1NT77OxpaIoQQQlwMJNgWQjBs2DB0Oh379+/3bsvJyeGS\nSy5Bq/V9AbZo0SJeeOEFn235+fkkJSUBkJ6eTk5OjndfRUUF5eXlpKen++8LCCGEEP2U34Nth8PB\nc889x/Tp07nhhht44403Oi370EMPkZmZ6fOzZcsW7/7s7PdRXlsAACAASURBVGxuvfVWJk+ezOOP\nP05tba2/qy/ERcFoNHLTTTexYsUKvv32W7Zt28Zbb73FHXfcAbROoLTZbABMnjyZ9957j82bN3Py\n5EnWrl1LTk6Ot+zs2bP58MMP2bRpE0ePHmXp0qVMmjSJxMTE8/b9hLhQSJsqxMDj96Q2kihDiIHB\nZrPx/PPP89lnnxEUFMTcuXOZO3cuAJmZmSxZsoQZM2YA8M477/D2229TWVlJamoqjzzyCOPHj/ee\n6/3332ft2rU0NDSQmZnJ4sWLCQsLOy/fS4gLibSpQgw8fg22rVYr1113HS+++CKZmZkAvP766+za\ntYtXX33Vp2xzczPTpk1j06ZNxMXFtTvX008/jaIoLFu2DGh9NT1z5kw2bNhAQkKCv76CEEII0S9I\nmyrEwOTXYSSSKEMIIYToG9KmCjEw+TXYlkQZQgghRN+QNlWIgcmvwbYkyhBCCCH6hrSpQgxMfk1q\nI4kyhBBCiL4hbaoQA5Nfe7YlUYYQQgjRN6RNFWJg8muwLYkyhBBCiL4hbaoQA5Nm0aJFS/11cq1W\nS0VFBRs2bGDkyJEcOnSINWvW8D//8z+kpqZSXV2NWq1Gq9Vit9t5/fXXiYuLQ6/Xs379ej766COe\nfvppzGYzERERrF69moiICLRaLcuXLyc5OdmbSEMIIYS4kEmbKsTA5PekNpIoQwghhOgb0qYKMfD4\nPdgWQgghhBDiYuXXMdtCCCGEEEJczCTYFkIIIYQQwk8k2BZCCCGEEMJPJNgWQgghhBDCTyTYFkII\nIYQQwk8k2BZCCCGEEMJPJNgWQgghhBDCTyTYFkIIIYQQwk8k2BZCCCGEEMJPJNgWQgghhBDCTyTY\nFkIIIYQQwk8k2BZCCCGEEMJPJNgWQgghhBDCTyTYFkIIIYQQwk8k2BZCCCGEEMJPJNgWQgghhBDC\nTyTYFkIIIYQQwk/8Hmw7HA6ee+45pk+fzg033MAbb7zRadn8/Hzmz5/P5MmTueuuu8jLy/PZn52d\nza233srkyZN5/PHHqa2t9Xf1hbhoyLUqRP8n16kQA4/fg+01a9aQm5vLH/7wB5588kn+3//7f3z0\n0UftylmtVhYsWEB6ejpvvPEGY8eOZeHChVgsFgDy8vJYtmwZ8+fPZ926dVgsFpYuXerv6gtx0ZBr\nVYj+T65TIQYevwbbVquVf/7znyxcuJARI0YwdepUfvSjH/Huu++2K5udnY1Wq2XBggUkJyezcOFC\nTCYT2dnZAKxfv56srCxmzJjB0KFDWbp0Kbt27aKoqMifX0GIi4Jcq0L0f3KdCjEw+TXYPnLkCA6H\ngzFjxni3jR07lry8PNxut0/ZAwcOkJGRgVrdWiWVSkVGRga5ubne/ePGjfOWj46OJjY21rtfCHHm\n5FoVov+T61SIgUnrz5NXV1djNpsxGAzebeHh4TidTurq6oiMjPQpO2TIEJ/jw8PDyc/PB6Cmpsan\nfNv+ysrKLuvw0ksvne3XEOKCsGDBgk73ne9rVa5TIb7T2bV6vq9TkGtViP/P3p3HNXHn/wN/zWRy\nQbhvEQQV5RIPKroooK5az2qtSqtuW3ut2tOu23bbetRW3fbnanXdtbWtVffbbbXr1apVUWtt0XpW\nEEFBDgXkkDtA7pnfH5SBIQlnAgE+z8eDx8PMTCafIEne+cz7837Xa+4ztSmrzmyr1WpIJBLBtvrb\nWq3W6FixWGx0rE6nM3susVhsdB6CINqOvFYJwvaR1ylBdE9WDbYlEonRC7f+tkwmE2yXSqX8m0Dj\nY+uPM3UunU5ndB6CINqOvFYJwvaR1ylBdE9WTSPx9PSEUqmETqfjv2GXlpZCIpHA0dFRcKyHhwdK\nS0sF20pLS+Hm5tbs/qaXwZpqyzQ/QfRWXf1aJa9TgmhZV79OAfJaJYj2sOrM9qBBgyAWi5GcnMxv\nS0pKQnBwMBhGGOeHh4cjOTkZHMcBADiOQ3JyMoYMGcLvT0pK4o8vKipCYWEhwsPDrfkUCKJXIK9V\ngrB95HVKEN2T6K233lpjrZMzDIOioiLs378foaGhuHXrFrZu3YqlS5diwIABKCkpAU3TYBgGvr6+\n+Oqrr1BYWAgfHx/s2rULt27dwt/+9jdIJBK4ublhy5YtcHNzA8Mw2LBhAwIDAxEfH2+t4RNEr0Fe\nqwRh+8jrlCC6J6sG2wAwcuRI3L59G//6179w6dIlPP3005g9ezYAYNy4cfDz88OgQYMgkUgQGRmJ\n/fv348svv4ROp8P777+PPn36AKgrS+Tl5YXPP/8c+/btQ2BgIFauXAm5XG7N4RNEr0FeqwRh+8jr\nlCC6H6qiooLr6kEQBEEQBEEQRE9k9XbtRPdXUFCAtWvXYvr06YiOjsaMGTOwYcMGlJSU8Mfo9Xp8\n9dVX/O0jR44gKioKGzZs6IohE0SHRUVF8T+jRo3C2LFjMWfOHBw9erRN57l27Zogx7Yj4xk7dmyH\nz2Mp9+/fR1RUFObNm2f2mPfeew9RUVEm24m3144dOxAVFYXdu3ebPWbevHmIiorC/fv3Lfa4BNES\nW3vPqLdkyRJERUWRhkVdiATbRLNyc3Px9NNP48iRIzAYDBg2bBj0ej0OHjyIp556iv8wW7hwIbZv\n397FoyUIy6JpGrGxsRgzZgz8/f2Rl5eHtWvX4urVq626/549e7BkyRIUFhZaeaS2KTg4GLGxsfD0\n9LTYOQMCAhAbGwt/f3+LnZMgLIW8ZxCmWLX0H9H9rV+/HuXl5YiNjcW6desglUqh0WiwcuVKnD17\nFh9++CG2bNmC7OxsowYJBNHdMQyDjRs38rfffvttnDp1CkePHkVkZGSL98/Ozrbm8GxefHy8xRfc\nTZ48GZMnT7boOQnCUsh7BmEKmdkmzCoqKsLVq1chEonw17/+lW8RLJVK8Ze//AUikQgXLlzAH/7w\nBwB1DROioqIE3+D1ej0++ugjjBs3DjNnzkRCQgK/T6fTYfPmzZg8eTJiY2OxYsUKwbf5qKgoxMfH\nY/369Rg/fjy2bdvWSc+cIEwbNmwYAODBgwcA6sqpffnll5g+fTpiYmKwdOlS3LlzB0BdukP95eN3\n330X7733Hp968fLLL2PFihUYP348vv32WwDAlStX8NxzzyEmJgZTpkzBpk2boFarzY4lOzsbS5cu\nxdixYzF9+nR89tlnfJm3q1evIioqCq+88gp//IYNGxAVFYUjR44AaLi0nJiYiCeeeAIxMTFYtWoV\niouLsXz5csTExGDhwoXIyMho9++raRqJXq/Hxo0bMWHCBEyZMgWHDh3CvHnz+PQYU6kpu3fvRlRU\nFHbs2MH/XhunkXAch08++QSTJ0/GxIkTsWfPHqNxHD16FPHx8fzvdv369c3+bgnCUjr6ngEA1dXV\n+OCDDzBx4kSMGzcOL774IjIzM/nHqKiowPvvv49JkyYhJiYGL730EtLT002Op6qqCnPmzEFUVBQO\nHDjAn/+9997D+PHjMWHCBKxevRpVVVXW+YX0UiTYJsyq/5D18fGBl5eXYJ+Xlxd8fHz4fwMNl8+c\nnZ35444fP46LFy/C19cXRUVFWL9+PVQqFQBg+/bt+Prrr6FQKBASEoKff/4Zr776KvR6PX//nJwc\nnD17FgMHDkRoaKhVny9BNIdlWVy4cAEA+LSI//3vf3z6VEREBJKSkvDiiy+isrISAQEB/GsjJCQE\nwcHB/LkuXbqE27dvw8/PD2FhYUhOTsbLL7+MlJQUhIaGgmEYfPPNN3jrrbdMjkWj0eCVV17BtWvX\nEBYWBplMhs8++ww7d+5s8/N655134OzsDIqicPz4cTz++OO4f/8+PD09kZGRgQ8//LDN5zTnyy+/\nxL59+8CyLAIDA/Hxxx+juLi4Q+c8fPgwdu7cidraWgQFBeHLL79Ebm4uvz8jIwNr165FSUkJIiMj\nIZfLcejQIfzzn//s6NMhiGZZ6j3jgw8+wHfffQeFQoGgoCBcvnwZr776KtRqNXQ6HV588UV8//33\ncHR0RFBQEC5duoQ///nPgtcBUBfov/vuu8jLy8Pjjz+OOXPm8Oc/evQovL29ERAQgB9++MHsew/R\nPiSNhDCruroaAATBc2POzs7Iy8vDkiVLsGrVKsHls7S0NACAt7c3vvnmG4hEIsyfPx/37t1DdnY2\n+vfvj3379sHHxwd79+6FWCzGv//9b+zatQvnz59HbGwsgLo3h3Xr1mHkyJGd8IwJQkiv12PFihUw\nGAzIy8vD3bt3IRKJ+FJre/bsgVwux9dffw1HR0ccPHgQGzZswPHjxxEfH48LFy7g6NGjWLhwISZP\nnsyvceA4Dtu3b0ffvn0BAC+99BIMBgPefvttzJ49GyqVCosWLcL58+fx22+/Yfjw4YJxnThxAkVF\nRXj66aexbNky6HQ6zJ07F9988w0WL17cpue4YMECvPDCC/jiiy/w6aefwsXFBV999RVKS0sxc+ZM\nwQxaR+3btw8AsG3bNoSHh+PChQt49dVXO5SCVj87t27dOsTFxSE1NRVPP/00v7+goAAcxyE2NhZv\nvvkmdDodvvvuO/LlnbAKS79n5Obm4syZM/D19cXevXshkUiwadMmlJSUoLi4GKmpqcjIyMCIESOw\nbds2MAzDf5bu2rULK1eu5Mf26aef4vLlyxgzZgzfCTQvLw9nzpxBREQEPvvsM1AUhXfffRcnT55E\nRkYGgoKCuuT32NOQYJswy87ODgBQVlZmcn99q197e3uz5xgyZAjfVtjb2xv37t2DWq1GXl4etFot\nCgoKMGbMGMF90tLS+GC7/hwE0RVYlsW5c+dAURRkMhkGDx6MF154AUOGDEFNTQ2KiooAABMnThTc\nLzU1tdnzurq68oE2AKSkpAAApkyZAgCQy+UYP3489uzZg5SUFKNgOysrCwD4D9TGCgoK2vQc6/NI\nPTw8ANR1FmQYhr+t0+nadD5zqqqqUFlZCXd3d75L4ahRo4w6HzZVnxpjTl5eHiiK4t9HQkND4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JcoRshh8omajdY+vu2Godav8v0+QiSMpZAukffSAeZH4GlGPrcqQ5pQ76bGVd+UVLpihIaFAS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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x22874b002e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot electricity generation by fuel source\n",
"plt.figure(figsize=(10,10))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.title('U.S. Electricity Production by Fuel', fontsize=14, y=0, weight='bold')\n",
"plt.tight_layout()\n",
"plt.subplots_adjust(wspace=0.22)\n",
"\n",
"def func1(x, pos): \n",
" s = '{:.0f}'.format(x/1000)\n",
" return s\n",
"\n",
"def func2(x, pos): \n",
" s = '{:.2f}'.format(x/1000)\n",
" return s\n",
"\n",
"\n",
"for x in range(14):\n",
" if df_counter > 14:\n",
" continue\n",
" else:\n",
" if sp_counter == 1:\n",
" sp_counter += 1\n",
" ax=plt.subplot(5,3, sp_counter + 1)\n",
" plt.plot(df[df.columns[df_counter]].index,\n",
" df[df.columns[df_counter]].rolling(window=12,center=False).mean(),\n",
" color=tableau20[sp_counter])\n",
" plt.title(df.columns[df_counter], fontsize=14, weight='bold')\n",
" if df[df.columns[df_counter]].mean()/1000 > 2:\n",
" y_format = tkr.FuncFormatter(func1) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" else:\n",
" y_format = tkr.FuncFormatter(func2) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" ax.grid(False)\n",
" ax.spines['bottom'].set_visible(True)\n",
" ax.spines['bottom'].set_color('grey')\n",
" plt.ylim(0)\n",
" plt.xticks(rotation=45, fontsize=14)\n",
" plt.yticks(fontsize=14)\n",
" if df.columns[df_counter] == 'Coal':\n",
" plt.yticks(np.arange(0,190000,30000))\n",
" ax.set_xlim('2001-11-01','2017-11-01')\n",
" if df.columns[df_counter] not in ['Other', 'Petcoke', 'Petroleum Liquids']:\n",
" plt.xticks([''])\n",
" try:\n",
" if df.columns[df_counter] == 'Nuclear':\n",
" plt.ylim(ymax=100000)\n",
" if df.columns[df_counter] == 'All Fuels':\n",
" plt.ylim(ymax=400000)\n",
" if df.columns[df_counter] == 'Conventional Hydro':\n",
" plt.ylim(ymax=30000)\n",
" if df.columns[df_counter] == 'Wood':\n",
" plt.ylim(ymax=4000)\n",
" if df.columns[df_counter] == 'Biomass':\n",
" plt.ylim(ymax=2000)\n",
" if df.columns[df_counter] == 'Distributed Solar PV':\n",
" plt.ylim(ymax=2.0)\n",
" if df.columns[df_counter] == 'Geothermal':\n",
" plt.ylim(ymax=1500)\n",
" if df.columns[df_counter] == 'Natural Gas':\n",
" plt.ylim(ymax=125000)\n",
" if df.columns[df_counter] == 'Other Gases':\n",
" plt.ylim(ymax=2000)\n",
" except:\n",
" continue\n",
" df_counter += 1\n",
" sp_counter +=1\n",
" \n",
"plt.text(-2.66, 2.9 , 'Thousand Gigawatt-hours per Month', ha='center', va='center', rotation='vertical', \n",
" transform=ax.transAxes, fontsize=14, weight='bold') \n",
"\n",
"plt.text(-1.85, -0.5, \"From: chart-it (MikeRAzar.com/chart-it) | Source: http://www.eia.gov/opendata\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/US electric fuel mix 2_Jan2018/gen_5_ylim0.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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YMYO1a9fS2NgIQFFREQBLly6lsLCQ//f//l9m32HDhpGfn88LL7xAJBLhr3/9\nK3/+85956qmnWpxzzJgxmKbJm2++SVFREb/+9a/Zt28fL7/8MmvWrMGyLCKRCK+++iqO42S+8QK9\n0Yscz+jRo3nhhRdobGxk7NixAJx//vlYlsXBgwe58sor23S+YcOGEYlE+M1vfkMkEuGdd97JBG/p\nGBrZlnb305/+lNtvv52//OUvzJw5kzVr1nDHHXcwbdo0brnlFu644w6WL1/OAw88gGmaPP744/Tr\n148bbriBoUOHsnjxYn73u98xfPhwampqqK2t7exLEjlp9ejRg3vuuSfz+NCUYW+99RYLFizg0ksv\nzWwrKCjgkUceIRwOM3v2bCoqKpg+fTrnnXdei3OeccYZLFiwgIaGBmbPnk0qleJf//VfycnJ4a67\n7iISiTBv3jw2b97MwIED2bp1a4ddr8jJbsSIEZkWykNhOxKJMHz4cICj9msfTWFhIQ899BCmaTJ/\n/nz8fj9nnHFG+xYtx2TU1dXpllQRERERkSzQyLaIiIiISJaoZ1tEROQ0Yds2c+bMoaqqCtM0mTVr\nFoMGDcpsX7FiBYsXL8ayLK6++mq+/e1vd16xIqcIjWyLiIicJg7dHPfMM89wxx138Itf/CKzzbZt\nHn30UZ544gmeeuopXnrpJWpqajqxWpFTg8K2iIjIaWLAgAGZGWKi0Sg+3+dfcH/yySf069eP/Px8\n/H4/5eXlrFu3rhOrFTk1qI1ERETkNJGbm0tVVRU33HAD9fX1PPLII5lt0Wi0xaqe4XCYpqamzihT\n5JSikW0REZHTxP/6X/+LCy64gN/97ne88MIL/OxnPyORSADpcB2LxTL7RqNR8vLyOqtUkVOGRrZF\npM1s2+bBBx9kz549pFIpbrvtNkpLS5k7dy4AZWVlzJgxA9P8/PO867osWLCALVu2EAgEmDVr1lFX\nQROR7MjPz8+0juTn52PbdmbRodLSUnbu3El9fT25ubmsX7+em266qTPLFTklaJ5tEWmzV199lS1b\ntjBt2jTq6+u56aabGDJkCDfeeCOjRo1i/vz5XHDBBVx88cWZY5YuXcry5cszi6U8++yzPPzww514\nFXKqqE3Usq1hG1XRKmoSNdQmavGbfnrl9qJnTk965faiV24vIv7I8U9GeonrxlQjub5cfGY6mLqe\nS028ho8bPubjho/Z1bSLwmAh5/U4j+FFwwn5QidcfzQVZVPdJj6q/YhPmz7FNExCVohJfScxvPvw\nEz7vkcSlzqbrAAAgAElEQVRiMR588EGqq6uxbZvvfe97ADQ3N3PttddmZiPxPI+rrrqKG264oV1f\nX+R0pJFtEWmzSy65hEmTJgHpYGJZFhs3bmTkyJEAjBs3jlWrVrUI2+vXr8+shjZs2DAqKys7vnDJ\nCs/z2BPbw8bajWyp30LMjuE3/fhMH92D3ekb6Uvv3N4EzACGYRC0ghQFizCNE+tkbEg28M7ed1hR\ntYIPaj6gLlnXquMi/giD8gZRmlfKgMgACgIF5AXyCFnpoByzY6zav4p39r5DTbwGy7AoySkhaAWp\nilWRcBKHnfM3m3+D3/QzpmQMl/S9hIt6XUSuP/eYddiuzaa6Tazev5pV+1fx0cGPcHEP268sv6zd\nw3Zubi7z588/6vbx48czfvz4dn1NkdOdwraItFlubjpMRKNRZs6cyZQpU3j88ccxDCOz/cs3Vn35\n5ivTNLFtu8VsCG3leR61iVp2Nu1kf3w/0VSUmJ3uOe0R6kGPUA8CVgDXc/HwiPgiFAQLKAgU4Df9\nJ/y6p5tYKpYZ6c3157I3tpdNdZvYWLeRTXWb2FS3iaZU226kC1pB+oX70Su3F3n+vPSfQPrviD+S\neZzry8XExMXlg5oPWF61nPXV63E8p83X0ZRqYsPBDWw4uKFV+zueQ1Ws6rj7pdwU7+x9h3f2vkPA\nDDCu1zgu6XsJfcN9OZg4yMH4wcyI+8cNH/PhwQ+JO/HjnjdoBVtVp4h0bQrbInJC9u3bx/Tp07n+\n+uv55je/yZNPPpnZFovFDruxKhwOE41GM489z2t10L7lr7cQsAL0CPWgOFRMY6qRnU072dm0k6gd\nPf4JvsTAoDS/lHOLzmV40XAm9JlAru/Yo5HZknSSvLvvXf6868/8ff/fSbpJcnw55Ppy6R/pz+CC\nwZTll9EzpyfFOcX0CPVoUwjzPI+oHcXAyLRENCQbaEg2kHJTmdcK+8KEfCFcz2Vr/VbW16zno9qP\n2Fy3mV3RXe1+3QknkWnJOJUk3SRv7XmLt/a89ZXPdWjEXURObgrbItJmNTU13H333fz4xz9mzJgx\nAAwZMoS1a9cyatQoVq5cyejRo1scU15ezooVK5g8eTIVFRWUlZW1+vXaO5B5eGxr2Ma2hm28sv0V\nIh9EuHLQlVw18Cr6RfphGVb7vI7nUROvYXvTdnY07mBvbC+O5+B5Hg2pBnY07mBH4w6aneYWxyWT\nSeqT9VTFqli9f/Vh5y0MFNIj1INcfy4BM5D+YwUImkFcXGJ2jJgdozpezf7m/Udsfzgay7BOaNS4\nMwXMAIPyBjEwbyDFoWK6BbuRcBLsbd5LVayKfbF97GveR8pNtfqcPsOH7dktngv7wpkPQAMjA/m0\n6VP+fuDvrRr9Pp6BkYGc0+0czio8i4AVIO7EKSto/e+IiHRdukESMKN7ccO9OrsMkZPGwoULeeON\nN1os8zxt2jQWLlxIKpWitLSU+++/H8uymD17NlOnTqWkpIQFCxawdetWPM/jgQceaHH8sVz08kXZ\nuZAj8Bk+eod70y/cj77hvum/I+m/e+f2zowOf1HKTbGjcQe7o7s5mDhIdXM1Wxu2UllbycHEwQ6r\nvTNFfBGGFA7hrMKzKMkpwXZtEm6CfbF97I7uZn/zfjw8XM+lMdlIk/3V5m8elDeICb0nMKH3BM4s\nPPO4H5Bcz2V/834+afyEbQ3bONB8gMZkI42pRhJuAjzAgAGRAVzU6yLO63Fepo0k6SbpndubfH9+\nplXqEM/z2FK/hTd3v8lfdv2Ffc37WlV/UbCI8u7lnF9yPuf3PJ/inOIT/VGISBensA0UrHmIZPdz\nifefhHecG1tEpOMdK2znWDn0j/SnT7gPef50j6/jOdTEa6hJ1GC7NpZh4eHRlGqiLlHX6hvqvszE\npChURHFOMUEziOM5xOwYOxp3HDYKeioxMekW7EbMidFsNxP2hTPBemjhUM4qPIu+4b6tvuHR8zzq\nknXsbNpJbaKWxmQjDakGmlJNNKbSAbgp1URjspFmpxnPS4f0bsFuXNDzAib0mcCAyIAsX3XbeZ7H\nh7Uf8pddf2Ft9Vo8z6MoVERRMP2ne6g7PUI9OKfbOfQN9z0suIvIqanLhu2DBw9y88038+STT2JZ\nVlbn7y1Y81D6PL5cmgd+A7toaPtejIh8JYdmuKhurqY6Xk2OLx2w+4f70z3Uvc2hpSHZwEe1H/Fe\n9Xu8vuP1Ew7f7aUwUMjFfS/mG/2+weCCwcSdOLWJWrbWb2Vrw1Z2N+1mf3w/1c3V1MRrjjhzxbEE\nrSCmYWK7Np7nkRfIoyBQQMAMZFpOYnYsc9NeYaCQET1GMLz7cM7pdg5l+WXk+HKA9AixgaGgKCLS\nSl0ybNu2zcyZM9m2bRsLFy7kiSeeyOr8vYfC9iGpbmfRPPAbeP5wu12TiHRNCSfBGzvf4I87/8j2\nxu3tHryDVpAz8s5gYN5A+kX6kWPlYBgGATNAv0g/BkUGtekDg+3a1CZqqYnXkHASJN0kCSdBwk2Q\ndJIA6VlDfLkUBgvpmdOTPH9eq87veA4JJ5GpUUREvroueYPkokWL+M53vsOzzz4L0OHz9/prN2E1\nfkp8wGRSRWfD6fCm4ySwYvsx7GYMJw4eeFYArCBe5k8AzwqC6T89fiZyWghaQa4cdCVXDroSSE8P\ntzu6m13RXexuSv+9J7qHndGd1MRrjnqe4lAxpfmllOSU0D3Ynd65vRnabSiD8gYdsc/7RPlMH8U5\nxVnp8bUMq9NmZREROVV1ubD92muvUVhYyNixYzNh2/O8rM7fG+87nuCedzC8z7+aNe1mcre9Qqrm\nQ5oHTsYLFn7VS/vqPA8zUYsZrwXPAc9N1+y54DmYqRhGsgEz2ZDe37TwzABOuBd2filuqOjzkOwk\nMeMHsWJ78dduwdewHaOVMxB4GGAF8AwTDAsME8+wwLRw/RHcUHecnGKcSG/cnBIFczmpRPwRzio8\ni7MKzzpsW9JJciB+gOp4Na7nYhomlmHRL9yPwq7wf4SIiHQ5XS5sv/LKKxiGwZo1a9i8eTNz5syh\ntrY2s7295+8FSPS5kFThmeR88jq+2N4W2/z1H+PbsINEnwtJ9BydHtXtIGa8Fiu6Byu6Fyu2Nz3y\n3IYpvDJq0gs4uL4cwEwH81YsqHA0Bh44CY4Uoa3mamjYnnnsWiGcvP64wQI8Xy5usAA7bwBeIO8I\nR4t0bQErQN9wX/qG+3Z2KSIicpLocmH7V7/6VebfU6ZM4Sc/+QmPP/541ubvPcTNLSF6zs0E9q4m\ntHtFi1Few7UJ7VpGYN9aEr0vIFk8Atrxa+EvMlJR/DUfEajZgBVr3RRSrWXazcffqZ2ZThyzbsth\nzzs5xaQKykj1OBc3p0eH1yUiIiLSEbpc2D6Se++9l3nz5mXm7500aRJAZv7eiRMnsmrVKm6//fbM\n/L0nxDBJ9r4Au/BMcrb/AV9Ty1XTzFQTOZ++SWjXMuy8AdgFZ2AXlOIGu33lVgkj2Uiw6m8EDqxv\n0c7SkZxgIW6oO54vBBgYTgLDSaZHsT/7t+EmMNyvPsWZ1XwAq/kAob3vYof7kCwuJ9X9XDDbZzER\nERERka6gS85G0iV4Hv7qDwjtXHrclgs3kE+q4AzswjOx8wcef9Tb8zCceLpNpGk3vqad+Oo+blXP\ntGcFcXJL0jcqHuqVxgTTxLOCuIF83EB+upfaczAT9fgatuNr3InxhXmAPQzcYCFuqAgn0odU4Zm4\nOcWt+9DgOuCm0vV+1i9uuA54dvqa4jVY0ar0a7ah7cX155HoNYZkcTlYgVYfJyIiItJVKWwfh5GK\nEdz7LoH977VqRNczA9j5A3ByinGDhZjJBszmGsxkffp4N4WZimK0YtlgDwMnrx92uC9OuBdObi+8\nYMGJjaK7Nobd/Nmx5mezimR5FNlzsWL7MJurMVIxzFQTVtNurGhVuu/7aKUG8mkeeBl2oZYqFhER\nkZObwnYrGakowb2r8Nd8hJn6assMH48bKCBRMpJU93NOyRsJDbsZX91WAtUV+Bo/Pep+ye5fI97v\n63iB/A6sTkRERKT9KGy3ledhNlfja9iGr/6Tz9ozWjdl3vG4gXzivceR6jHstOldNuJ1BPetIVD9\n/hG/OfAMi2SP4SR6n981pl8UERERaQOF7a/KTeFr3ImvdjP+ui2YqejxjwE805/urw51x87rh5PX\nHye3Jxjm8Q8+BRmpKMGqdwns+/tRW0zs3F7Y3YaQ6jYEN9Rd83eLiIhIh3M8hx3JrfTw9STfOv5A\nYJvDdkNDA6ZptlhERj7jeZixfVjN+7GaqzESDXiBSLp/O1SUWX3Rs4J4vhyFxSOwolXkfPI6VvOB\nY+7nhIqwC88k1W0ITriPfpYiIiKSVbaXYkviIzbHK2j2YpwRGMqY8ITjHnfcsL1582b+8z//k7Vr\n17Jt2zZcNz0tXSAQYPDgwYwePZrLLrvshOa2Fjki18FfU0Foz98wk/XH390fIVV4Jna3Idh5A06b\nFhwRERHJPtdz2Z7cQkXzGpq9WOZ5E5OrCm4kx8w95vFHDdubNm3iscceY926dZkVGXv37k04HMY0\nTRobG6mqqsK2bQzDYPTo0fzLv/wLQ4cObd8rlNOX6+Cv2UDgwAf4ortbdYhnBUnll2LnD8LJH4gb\nLNSot4iIiBxRvVPLJ4lNxNwoYTNCnlWAZfhIeSkSbjMHnWpq7H3EvSMvDHhOaATDc8Yc8zWOGrYv\nuOACysrKuPTSSxk7diyDBw8+bAl027bZtm0bq1ev5q233uLDDz/kb3/72wlersjRGckm/HVb8NVu\nxte4o9UL/zih7qS6n0Oq6BzcULcsVykiIiIngwP2Xirj69mTOvqsaMdi4aMsOJQhwXOJWMeeNe2o\nYXvjxo1tHqX++OOP1U4i2WfH8ddvS9+UWr8Nw0226rBk0dnEB1yK5w9nuUARka7r17/+NcuXL8e2\nba677jquueaazLYVK1awePFiLMvi6quv5tvf/nYnVirSvjzPY3dqBxvj71Pt7Duhc5hYnBU8l6Gh\ncoJmqFXHHHWpwy8Hbdu2sW2bUCjEli1beO+99ygvL2+xn4K2dAhfKD1a3f0cml0bX8MO/LWb8dVt\nwbRjRz0scLASX8N24gMuJVV0jtpLROS0s3btWj744AMWL15MPB7n+eefz2yzbZtHH32UX//61+Tk\n5HDHHXcwfvx4unfv3okVi7SPBqeOd6NLOegcewKGo7Gw6B84g2Gh0YSttq2Bcpx1xdM2btzIfffd\nx7Rp0xg8eDC33norjuNgGAbz589n4sSJJ1K3yFdn+rALy9KrTXqXYUX3ppenb9iB1bTzsHYT024m\nd9urpGo3Ext0Ofha96lURORU8O677zJ48GBmzJhBNBrl7rvvzmz75JNP6NevH/n56a/Ey8vLWbdu\nHZdeemlnlSvylXmex9ZkJetjf8PhyOuiFFnFDAqcSdxrpsmpxwP8hh+f4SfPKqS7VUKhVYR5gtMz\ntypsP/roo9TU1JBIJHj55ZdxHIebb76ZF198kf/4j/9Q2JauwTBxIn1wIn1I9BmHkYrhr91EYP97\nh00l6K/dRF60itgZV+Hk9e+kgkVEOlZdXR179+7lkUceYc+ePdx333383//7fzEMg2g02mJa33A4\nTFNTdldMFskWx7PZkfyYzYkN1Dk1R9ynt68/Q0PllPh6Y2Tx2+5Whe3NmzczYsQIvvWtb/G9732P\nIUOG8M///M9UVlayYcOGrBUn8lV4/lySJeeR7DGcwL41hHavaLHap5lsILLxBZycYlLdzyHZfRhe\nQPPHt8WGDRt48skn+eUvf8mmTZuYNm0a/funP7xcd911TJ48ObOv67osWLCALVu2EAgEmDVrVmZf\nEekYBQUFDBo0CL/fz8CBAwkEAtTW1lJUVEQ4HCYW+7wVLxqNkpfXtq/LRTqb7dlsTXxEZfx9EkeZ\nQaSvfyDDQqMp9HVMi1SrwrZlpect3rdvH9u3b+f73/8+ADU1NQSDwexVJ9IeTItk7wuwC88kd9sr\nWLGWN0VYzQewdi0juGcl8X5fJ1kySv3crfDcc8/xhz/8gZycHAAqKyu58cYbM/8/fNmyZctIJpMs\nWbKEiooKFi1axMMPP9yRJYuc9srLy/k//+f/cOONN1JdXU08HqegoACA0tJSdu7cSX19Pbm5uaxf\nv56bbrqpkysWaZ0mp4EdyY/Zkthw1Gn6fPgZmTuO0sCQrI5kH/66rXD22WezZs0abrvtNgzD4OKL\nL2b+/Pls27ZNvVxy0nBzutN09j8R2rWM4L41h2033BQ5n76Jv6aS5tJv4ebopqBj6devHwsWLGDO\nnDlA+t6OHTt2sGzZMvr378+0adMIhz+f+WX9+vWMHTsWgGHDhlFZWdkZZYuc1saPH8+6deu49dZb\n8TyP6dOn88Ybb9Dc3My1117LD3/4Q+655x48z+Oqq66ipKSks0sWybA9m0anDgADgya3gWp7P/vt\nPce98bGvfxDn5Vxw3Gn6sqFVYfu+++5j1qxZ7Nmzh1tvvZVhw4bx2muvUVpayj333JPtGkXaj+kj\nPuASUgVlBPeuwtewHYOWs1/6oruJfPRrYqVXYBdpkaajmTRpEnv27Mk8/trXvsY111zD2WefzZIl\nS1i8eDH33ntvZvuX+0FN08S27cPm7xeR7DrW+/b48eMZP358B1YjcnxJL0llfD2b4xVHvcnxSHz4\nKAuezZnBr3VKyP68jlYYNGgQL7zwQovn/tt/+28UFRV16DC8SHtxCgYRKxiEkYrir9lAaM9KDCeR\n2W64KcIfv0w8egGJvheB2TUCoZFsxNe0CyMVw/VH8IL5uIF8PF9up7e+TJw4MdPfOXHixMNaRMLh\nMNFoNPP40Mq0IiIiX+Z5HgedA+xJfcrWxEckvHirj7XwcWbwawwNDSdk5mSxytZp9Tvd/v37qays\nJB6P43ktRwK/+c1vtnthIh3B84dJ9jqfVNE55Oz4E/66rS22h/a+S6D6fZLF55EsOQ8v0IE3C3ke\nZnM1vqZdWI278DXtxEw2HHlXw0qH7kAebiAfN5iPk9sTJ9Kvwxbxueeee/jxj3/M1772NdasWXPY\nXP3l5eWsWLGCyZMnU1FRoXn5RUQESM+B/UliE7tS24l7zRgYuJ6Djd2m8xT7ejPAfwYDAmWtXnCm\nI7QqbP/2t79l4cKFh4Vsz/MwDKPdw7bjOMybN48dO3ZgGAY/+clPCAQCzJ07F0gvnjNjxgxM8/P5\nDjXTgXwVXiCP2ODrCBxYT+jTN1rMz23azYSqVhLcu4pkyUgSvcfi+XPb8cVdjGQjZqoJXAfDs7Ea\nd+E/+BFWoq5VpzA8BytRC4naw7Y5oSLsvIHYBaU4uT0xPAfPMPGChe13DcB//+//nYcffhifz0f3\n7t2ZOXMmALNnz2bq1KlMnDiRVatWcfvtt+N5Hg888EC7vr6IiJwcPM+j1qlmT+pT9qQ+bdNCM0Ej\nRI4ZxvNc/EaAIl8xPXw9Kfb1IsfsmitEH3W59i+6/PLLOXjwICNHjqRPnz4tQi7ArFmz2rWot956\nixUrVvDTn/6UtWvX8uKLL+J5HjfeeCOjRo1i/vz5XHDBBVx88cWZY5YuXcry5cuZPXs2FRUVPPvs\ns5rpQE6I1biL3I9fwkxFj7jdMwOkis7CjvTHifTFDRa0uc3EsJsJVK3CX7sJM1l/2OI72Wbn9Sc6\n9MizhoiIiLQ3x7Mz4boqtfOoM4YcjQ8fQ0PlnBUajt/wZ6nK7GhVQkilUpx77rn84he/yHY9QLrf\n86KLLgKgqqqKSCTCmjVrGDlyJADjxo1j1apVLcK2ZjqQ9uLk9aPpa7cRrFpFoPr9Fr3cAIabJFBd\nQaC6IvOc6w9/1saR7qF2/RG8QCTdS+254KbSc3y7NmainuD+tYedtzU8w8IJ98INdcdIRTGTDZjJ\nhrafy239DSYiIiInKuZG2Zr4kI8TG9vUdw3gNwL08vWjt78/ff0Du1RrSFu0Kmx/97vf5T//8z+J\nxWLk5rbj1+fH4PP5mDNnDsuWLWP+/PmsXr06czNmbm7uYataaaYDaU+eP0x8wCTifS8iUF1BsOpd\nzFTjUfc3U9H0SHi0qn3rMCzs/IE4ef2xI/1wwr2PPIpuxzGTjZnwbcZrsBp3YcX2HTbbCqRvABUR\nEcmmLYmPWBdbicvxv70t9vWmNDCEPv4BGKTznt8InPAS6V3JUZPofffd1+JxTU0N11xzDWeddVaL\nhWwMw8hau8acOXOorq7mtttuI5H4fOQuFosdtqqVZjqQrLACJHuOIlk8nMD+99Kh227bV1+t4fpy\n8QJ5eKYfz/ThWSHsgjNIdRsCvlZ8kveFcH0h3Nzils87SXyNO/HVb8PX+CmG3Yxn+nADnTcFkoiI\nnPq2J7eyNvb2Ubf78NPL35fe/gH08ffvsv3W7eGoafTttw//AaVSKdasabkYSDam/nv99dfZv38/\nt956K6FQCMMwOPvss1m7di2jRo1i5cqVjB49usUxmulAssr0k+x1PsmSUVhNu9MBtnEnZvwgRqqR\nE/ktcK0Qid5jSZaMACtLK7FaAezCMuxC/T6IiEjH2Jfaw+roW4c97zcClAaG0Nc/kB6+XliG1fHF\ndYKj3iC5evXqVp9kzJgx7VYQQHNzM3PnzqWmpgbbtrnlllsYNGgQ8+bNI5VKUVpayv33349lWZmZ\nDkpKSliwYAFbt27NzHQwaNCgdq1L5IhcByN1qIWjETPRgJFqwkw1YdhxPNMCw4dn+sBM/+2Gikh2\nP7d1o9YiIiIniWp7H8ua/kDKS2aeMzEZkXMBpcGzTrqbG9tDq2Yj+eMf/0jPnj0577zzWjz/5ptv\nEo/HufLKK7NWoIiIiIh0fdsTW1gdW3ZYj/bY8CQGBgZ3UlWd76htJLFYjFQqfRPV7NmzufDCCznj\njDMy2z3P4/nnn2fHjh0K2yIiIiKnqWY3SmX8fTYnNhy2rTxnzGkdtOEYI9u///3v+Z//838Cny9e\n82We51FcXMxrr72W3SpFREREpEtpdOrZEF/LzuS2I8448rXQSM4NjcrK/X0nk6OObF977bUsXbqU\nTz75hAMHDuD3+ykoKMhsN02TwsJCbr311o6oU0RERES6iN3JHfwt+ldsDp9K1sRiTO4EBgXP7ITK\nup5W9WzfeeednHfeefzzP/9zR9QkIiIiIl2Q7dlsin9ARfzvR9yeY+RyYWQyPXw9O7iyrqtVYVtE\nRERETj+e51HrVLM3tYu99m6q7b1HbBnJMwsYEjyX0uAQfKfhjCPH0qpVX7Zs2cIjjzzCxo0bSSaT\neN7n+dwwDN55552sFSgiIiIiaY1OAzX2PurdWhqdOnyGn+6+nhRbPfEZflJeEheXfKsQvxE4odeI\nuU3pcP1ZwE56iaPua2AwIucChgTPPe17s4+mVWH7wQcfZNOmTZnHpvn50plfDN4iIiIi0n5cz6XZ\njbLX3s0niU1UO/sO22d7csthz5mYFPt6U+LrQ46ZS8AIUO/UUm3vI+ZFyTML6OsfSImvN0kvSdRt\n5IBdRVVqFw1ubatqCxhBxoUvpZe/71e+zlNZq9pIxo8fT35+Pv/+7//OwIEDO6IuERERkVOC7aUA\nA5/hyzyusfdT61TT6NTT6NbT7MZIeSlsL4mHh2lYGBjHHFXuLGEzjz7+/gwNjSBsRjq7nC6vVSPb\n5557LqlUSkFbRERETlue59HsxQgaocxS481ujFqnGoAcI0zACFDr1FBt76POqaHeqaXZiwLpkeCg\nEaLJbcDj2GOdjudk92LawG8E6OnrQy9/P3r6+pFn5Xd2SSeVVo1sv/XWW8ydO5eLLrqICy64gFAo\n1KIv5+KLL85qkSIiIiKdxfZSbI5vYGPiA5JeAgODiJmPg0PMberwenr4etHD6kmB1Y24F+OAvZda\nuwYD8JtBbC9F1G084fMbGHS3Sujl70cvfz+KrGJMwzz+gXJErQrb559//ucHHKH5/d13323fqkRE\nREQ6ScpLsi+1m0a3nqjTyK7UduJec6fVEzJyyDUj9PL3ozQwhDyr4LjHNDh17E3tIuo2EveaSbr/\nn707D4+iyho//q3qLd2dBULYgyEsQYUkChg2QQi7wzrgMMyAOogjqCCOjhsjgvqC+CL7/MYF8yKK\noo6igoArQgRZBCIBCQmLGglryNpJp7f6/dHS0kJCI+lsnM/z5CFdt7r6dEKlTt86994yTKqZKH1j\nwtQITrlyyHH+iM1TjEkJwaKGEqaLoLG+OY31zTCqpip4Z1eHgMpIBg4cKCNMhRBCiDri7Nmz3H77\n7SxdupSWLVv6tqemprJs2TJ0Oh3Dhg1jxIgR1RdkFXJpLordBeS7z/Kz8weOO3/CTeWVcSh4c6jz\nS0fC1Aii9I2J0EUSpkZg1YVhVIzoFSMqCh7Ngwc3BsXkK1m5HOG6eoTr6pXb3tjQjHhz58t/M+Ky\nBZRsP/3008GOQwghhBBVwOVyMWfOHEwm0wXbFyxYwPLlyzGbzUycOJGePXvSoEGDaoo0eDRN46z7\nNMecP5Lj/JF899mAn6ui+s0zraJSXxeFTtFT6rHh0MqwqKFE6Rv7JdMKCnatFLunFItqJUQ1V/xC\n0sdZZwSUbAPk5OSwYsUK9u3bh6IoJCQkMH78eJo0aRLM+IQQQghRiRYtWsQf//hHXnvtNb/tR48e\nJTo6mvBw7+C3xMRE9uzZQ79+/aojzEpX4rHxQ1kmp10nOOM+iVNzXNbzdeiJC+nAdaZEFEWh0J2P\ngkKELjLgnmeLYsWiWn9P+KIWCyjZPnz4MPfccw9FRb8W22dmZvLpp5/y8ssvExsbG7QAhRA11759\n+1i6dCkvvvgi2dnZvrtgrVu35pFHHvGbk9/j8TB37lyysrIwGo1Mnz6dFi1aVFfoQlyV1q5dS716\n9ejWrdsFybbNZiM09Ndp3KxWK8XFVT/4r7K5NRcZ9r18b0/DjSvg51nVMJoaWhCqhhOqhtFQ3xST\nGvr5gTQAACAASURBVOJrb6BvFIxwRR0UULK9cOFCioqKGDduHLfeeisAH3/8MStXrmTRokUsXLgw\nqEEKIWqeFStWsH79esxm763QhQsXMmnSJDp16sScOXPYtGmT30xFmzZtwuFwkJKSQnp6OosWLWLe\nvHnVFb4QV6WPPvoIRVHYuXMnmZmZzJw5k3nz5hEVFYXVaqWkpMS3r81mIywsrBqjvXInnD+zsyQ1\noJk5rGoY4Wo9InSRRBtb0kDXSMariUoRULL93Xff0aFDB6ZMmeLbNnXqVNLS0tizZ0/QghNC1FzR\n0dHMnTuXmTNnApCRkUHHjh0B6N69O9u3b/dLttPS0ujWrRsA8fHxHDhwoMpjFuJq9/LLL/u+nzRp\nEo899hhRUVEAxMbGkp2dTUFBARaLhbS0NMaNG1ddoV4Rp+ZgT8k2jjgyyt3HqJhorG9Gc0NLmhpa\n+PVaC1GZAkq2Q0JCKCwsRNM036c8t9tNUVERISHyn1OIq1FycjI5OTm+x+f/fbBYLBfcfv7tLWpV\nVXG5XOj1AQ8dEUIEwYYNGygtLWXkyJFMmzaNqVOnomkaQ4cOpVGj2lEq4dE8HHP+yM/OoxS68yh0\nF1y0ZMSomLg+5EaaGloQrtaTnmtRJQK6yvXo0YP169czdepU+vfvD8Cnn35Kdna2r6ykMrlcLp55\n5hlycnJwOp1MmDCB2NhYqQcVogY7/3wsKSm54Paz1WrFZrP5HmuaJom2ENXoxRdfBPCb+q9nz570\n7NmzmiIKXKnHRp47F7unlGJPIUfLMn2rNJanrel6OoR0lh5sUeUCutI98MADZGRksGPHDnbu3Al4\nL5QtWrTwKy2pLOvXryciIoJZs2ZRUFDAuHHjiIuLk3pQIWqwuLg4du3aRadOndi6dSudO/vP35qY\nmEhqair9+/cnPT2d1q1bV1OkQojawqN5KPEUo1f0mBQzxZ5C9tl38aPjUMDHCFMj6GLtTZS+cRAj\nFaJ8ASXb9erVY8WKFXzyySfs378fVVWJi4tjwIABvsFRlalv374kJycD3qRep9NJPagQNdwDDzzA\n7NmzcTqdxMbG+s7hp556ismTJ9O7d2+2b9/OXXfdhaZpzJgxo5ojFkLURDZPMSedP3PC+TMnXMdw\naGUAqOjQ8PgtDFMRo2Kitek62od0RK/IXTRRfQJarr262Gw2Hn74YYYPH87ixYtZt24dADt37mTN\nmjV+i+08++yzJCcn0717dwCGDh3K6tWr5Ta1EEIIUQO5NBfFnkKK3QUUeQopchdwxnWCQk/+7zqe\nDj0xxjbEGNsQrqtHiGKWmmxRI5SbiY4aNSqgAyiKwn//+99KC+ickydP8s9//pPRo0czaNAgli5d\n6muTelAhhBCiZtI0jSJPAXZPCXbNjkOz49ZcODUXJZ5iij0FFLkLL1ljfSlhagSR+oaEKGbCdPW4\nxtAKo2q69BOFqGLlZqM///wziqKgaVXf8Z2bm8uUKVN4+OGHSUpKAqQeVAghhKjJNE3jB0cW6aU7\nKbnCRPp8BgwAOHEC3iS7vbkT1xhaoSpqRU8VokaosOtX0zQsFgsdOnQgPj6ehIQEOnToEJQ67fMt\nX76cwsJCUlJSSElJAeAf//gHL7zwgtSDCiGEEDXQp0Xvk+fOveLjKCg00DemiT6apoZo6uuiUBUV\nh6cMD25MUh4iaplya7a3bdtGWloaaWlp7N+/H4fDgaIoqKpKmzZtSEhIICEhgfj4eJo2bVrVcQsh\nhBCiBlmV9/KldzqPgoJFDSVUDSdMF0GYGk6Yrh5R+iYYFWOQohSi6gU0QNLpdPL999/7Voz87rvv\nKC0t9R5AUfjmm2+CHqgQQgghaq7zk20VHZG6KEJUM0bFhF4xoFP0v9RXRxCqhmNVw9ApumqMWIiq\nEdAIQpvNxtmzZ8nNzeXs2bPY7XZfLbfcyhFCCCHEOS0MrUg0dyFUF3bpnYW4CpSbbK9fv97Xk/3T\nTz8B3hru0NBQkpKSfCUk8fHxVRasEEIIIWqmJEsvGugbE6GrX92hCFGjlFtG0qVLFxRFwWw20759\ne19y3apVK79lmQEaNmxYJcEKIYQQQghRm1wy2dY0rcJSEanZFkIIIYQQ4uLKLSNJSEioyjiEEEII\nIYSocy57ufaCggIcDoeUjgghhBBCCHEJl7300rPPPsuwYcOCEYsQQgghhBB1yu9a57Q6lnAXQggh\nhBCitvldybYQQgghhBDi0gJa1OZ8nTp1wmKxBCMWIYQQQggh6pTLHiAphBBCCCGECEy5ZSSapvHa\na68xZswYBg0axEMPPcTu3bv99vnXv/5Fnz59gh6kEEIIIYQQtVG5ZSQpKSm8/PLLvsdff/01W7Zs\nYdy4cdx///0AlJWVUVpaGvwohRBCCCGEqIXKTbbXrFlDZGQk/+///T8iIyN57733eOWVV3jjjTco\nKCjgiSeeqMo4hRBCCHGFXC4XzzzzDDk5OTidTiZMmECvXr187ampqSxbtgydTsewYcMYMWJENUYr\nRN1QbrJdUFDAddddR2xsLAATJkygVatWPPnkk6xZs4b8/HyKi4urLFAhRO0wfvx4rFYrAM2aNWPG\njBm+NrmQC1G91q9fT0REBLNmzaKgoIBx48b5km2Xy8WCBQtYvnw5ZrOZiRMn0rNnTxo0aFDNUQtR\nu5WbbMfFxbFnzx4WL17MkCFDaNWqFb179+aFF17g0UcfJTU1tSrjFELUAmVlZWiaxosvvnhBm1zI\nhah+ffv2JTk5GfCOzdLpdL62o0ePEh0dTXh4OACJiYns2bOHfv36VUusQtQV5Q6QnDp1KlarlTff\nfJOMjAzf9qSkJF566SWaNWsW1MVt9u3bx6RJkwDIzs7m7rvv5u677+a5557D4/H47evxeJgzZw4T\nJkxg0qRJZGdnBy0uIUT5srKysNvtTJkyhcmTJ5Oenu5rO/9CbjAYfBdyIUTVsVgsWK1WbDYbjz/+\nuO86C2Cz2QgNDfU9tlqtcgdbiEpQbrLdvn17Vq1axaOPPkr79u392uLi4njrrbf45z//Sbdu3So9\nqBUrVvA///M/OBwOABYuXMikSZN45ZVX0DSNTZs2+e2/adMmHA4HKSkp3HfffSxatKjSYxJCXFpI\nSAjjxo1j8eLFPPbYY8yYMQOXywXIhVyImuLkyZNMnjyZwYMHM2jQIN92q9VKSUmJ77HNZiMsLKw6\nQhSiTqlwBcmoqChGjhxJTEzMBW0mk4nRo0ezYMGCSg8qOjqauXPn+h5nZGTQsWNHALp3787OnTv9\n9k9LS/Ml/fHx8Rw4cKDSYxJCXNo111zDoEGDUBSFmJgYIiIiyM3NBeRCLkRNkJuby5QpU7j//vsZ\nNmyYX1tsbCzZ2dkUFBTgdDpJS0sjPj6+miIVou647BUkq0JycjI5OTm+x5qmoSgK4L0F9tvesN/2\nmKmqisvlQq+vkW9PiDrro48+4vDhwzz66KOcPn0am83mq8k+/0JusVhIS0tj3Lhx1RyxEFeX5cuX\nU1hYSEpKCikpKQCMGDGC0tJSRo4cybRp05g6dSqapjF06FAaNWpUzRELUfuVm40+9NBDAR1AURTm\nzZtXaQFdjKr+2gFfUlJyQW/YufqzczRNk0RbiGowfPhwZs2axd133w3Ak08+yeeffy4XciFqiIce\neqjC63vPnj3p2bNnFUYkRN1Xbka6detW3wDIigZCnutxDqa4uDh27dpFp06d2Lp1K507d/ZrT0xM\nJDU1lf79+5Oenk7r1q2DHpMQ4kIGg4Fnn33Wb1tCQoLve7mQCyGEuNqUm2yvWrWKJ554gsOHD/PX\nv/6Vrl27VmVcfh544AFmz56N0+kkNjbWN23RU089xeTJk+nduzfbt2/nrrvuQtM0v3l9hRBCCCGE\nqC5Kfn5+ud3W+fn5jBs3DrvdzjvvvENkZGRVxiaEEEIIIUStVuFsJPXq1eOhhx4iNjaWbdu2VVVM\nQgghhBBC1AkV9mwLIYQQQgghfr8Ke7aFEEIIIYQQv58k20IIIYQQQgSJJNtCCCGEEEIEiSTbQggh\nhBBCBElAyyxu2LCh3DaDwUBkZCTt27fHaDRWWmBCCCGEEELUdgHNRtKlS5dLrhRZr1495s+fz/XX\nX19pwQkhhBBCCFGbBVRGcu+992I2m2nevDmjR49m9OjRNG3aFKPRyOjRo+nTpw95eXksWbIk2PEK\nIYQQQghRawRURpKVlUVERAQrV64kJCQE8CbgY8aMweFwMGfOHCZMmMCBAweCGqwQQgghhBC1SUA9\n25s3b6Zhw4a+RBvAYrHQpEkTPv30UwCsVitOpzM4UQohhBBCCFELBdSz3bBhQ9LT01m0aBE9e/ZE\n0zRSU1PZu3cvzZs3Z8uWLXz77bc0a9Ys2PEKIYQQQghRawSUbE+bNo3HHnuMt956i7feegsATdPQ\n6XTcf//9HDp0CI/Hw/Dhw4MarBBCCCGEELVJQLORABw7doz//ve/ZGdn43a7iYmJYfjw4cTGxrJj\nxw4cDgc333xzsOMVQgghhBCi1gg42RZCCCGEEEJcnoDKSFwuFxs2bCAjIwOn04mm/ZqfK4rC448/\nHrQAhRBCCCGEqK0C6tl++umnWbdunV+S7TuAorBt27agBCeEEEIIIURtFlDP9hdffIFOp+Mvf/kL\nMTEx6PUBPU0IIYQQQoirWkBZc7169WjWrBn33XdfsOMpl8fjYe7cuWRlZWE0Gpk+fTotWrTwtaem\nprJs2TJ0Oh3Dhg1jxIgR1RarEFcrOU+FqNnkHBWi6gW8XHtmZiY7duwIdjzl2rRpEw6Hg5SUFO67\n7z4WLVrka3O5XCxYsIAlS5bw0ksvsXr1anJzc6stViGuVnKeClGzyTkqRNULqGf7jTfewOPxMHXq\nVFRVxWg0oiiKr33jxo1BC/CctLQ0unXrBkB8fLzf0vBHjx4lOjqa8PBwABITE9mzZw/9+vUr93gL\nFy4MbsBC1DLTpk274mNU5nkq56gQF7rS81SupUIE32/P04CS7czMTN/3breb0tLSyo0qADabjdDQ\nUN9jVVVxuVzo9foL2qxWK8XFxVUeoxBXOzlPhajZ5BwVouoFlGxv3bo12HFcktVqxWaz+R5rmuYb\nqGm1WikpKfG12Ww2wsLCqjxGIa52cp4KUbPJOSpE1Ss32S4oKMBoNGI2my/5yTYiIqLSA/utxMRE\nUlNT6d+/P+np6bRu3drXFhsbS3Z2NgUFBVgsFtLS0hg3blyFx6uMW+ZCCH+VeZ7KOSpE5ZNrqRBV\nr9x5trt27cott9zC3Llz6dKli1+Ntt8BFIVvvvkmqEHCryOoDx06hKZpzJgxg4yMDEpLSxk5cqRv\nBLWmaQwdOpTbbrst6DEJIfzJeSpEzSbnqBBVr9xke8iQIXTv3p0nnniCIUOGVHiQtWvXBiU4IYQQ\nQggharOAVpAUQgghhBBCXL5ya7YzMjICPsi1115bKcEIIYQQQghRl5Tbs11RnbbfAaqoZlsIIYQQ\nQojaptye7YSEhKqMQwghhBBCiDpHaraFEEIIIYQIErW8ho0bN7Jv3z7f9xV9ieBxu9289tprjBo1\niptvvpkRI0awePFiv4UHagqn08mrr77KSy+9BMCuXbtISkrirbfeCtprvvzyyyQlJfmtcnrOpEmT\nSE5O9ts2f/58kpKSyMnJuazXeeutt0hKSmLXrl1XFK8QwaJpGqNGjSIpKYn333/fr+388yQnJ4ek\npCTmz59/0WO8+uqrDB8+nB49ejBkyBD+93//F7vdfsnXr+i4QoiKjR07lv79+6Np3v7P119/naSk\nJIYNG+bbZ8GCBSQlJZGVlVVpr5ucnMykSZMq7Xji4sotI3nsscfo3bs3c+fO5bHHHquwfnvbtm1B\nCU7Ac889x0cffcSYMWPo3Lkz3377LW+88QY///wzzz//fHWH5+f06dO89NJL/PnPfwagbdu2LF26\nlJiYmGqOTIi6b9u2bWRnZwPwzjvv8Mc//vGyj7F27Vpeeuklxo4dy0033cTevXtZvnw5er2eBx98\nsLJDFkL8olOnTrzzzjscPXqUVq1a+VbuPnHiBD/++CMxMTGkpaVRv3592rRpU83RistVbrI9cOBA\n2rdv7/s+kMGSonIdO3aMjz76iL59+/KPf/wDgF69etG8eXMiIyMB7wIF//d//8eHH35IQUEBbdu2\nZcqUKSQmJpKTk8OIESMYPXo0mZmZZGZmEh8fzzPPPMOOHTuYMWMGs2bNYvDgwdjtdgYPHsyNN97I\n/Pnz+eCDD3jttdfIz88nPj6eRx55hOjoaF5++WWWLVvGtGnTWLlyJQ6Hg9tuu42///3vTJ48GYBV\nq1ZRVFTEkCFDuP/++3nwwQcZO3YsJ0+e5IUXXmDnzp2YTCZ69OjB1KlTiYiIqPC4brebhQsX8skn\nn1BcXEyzZs144IEH6NmzZ0A/x7KyMt/3brfb9/20adPYvXs369evx2q1snr1aubMmcOiRYuIj49n\n7ty5bNmyhWbNmvn9cdu1axeTJ0+mb9++7Ny5k1tuuYXp06eX+3sQoiq8++67hISEMHToUN599112\n7NhBUlLSZR3j9OnTAISGhnLttddy8803Ex0dTb169YCK/978VmpqKkuWLOHYsWNYLBYGDBjAww8/\nzO7duy84f5588skr/wEIUYt17tyZd955h++++47GjRvz3Xff0aVLF7Zv386OHTto1KgRmZmZ9OnT\nh6KiIhYuXMjmzZt9z33wwQdp3LgxAO+//z4rV67k1KlTXHPNNdxzzz306tULgM2bN7N48WLy8/MZ\nMmSIryddBFe5ZSRPP/00Y8aM8X0/a9ascr9EcGRkZKBp2gUXsjFjxtC/f3/AW97w0ksv0aNHD2bO\nnInb7WbKlCn89NNPvv0//vhjhgwZwuDBg9m5cycffvghffv2JTIyko8++giAzz//HJvNxujRo9m9\nezezZ8/mlltu4ZFHHiE/P58nnnjCL4aNGzcybdo06tevz7Jlyzh16hQPPPAAAH369GH8+PF++2ua\nxoMPPsiuXbuYNm0aEydO5PPPP+df//rXJY+7f/9+vv76a0aPHs2cOXOw2+288sorAf0Mi4uL6dmz\np+/r3Xff9bWNHj0au93O559/DsC6deto2rQpXbp04ZVXXuGTTz5h9OjRjB8//qJ3bw4cOMBjjz3G\nn/70p4B+D0IES05ODlu3biU5OZmxY8eiKArvvPPOZR9n+PDhtGjRgldeeYVbb72V2267jezsbDp2\n7AgE9vcGvOf7W2+9RZMmTZgzZw5du3bl3Xff5fDhw759zj9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ZMzB17FgF71iI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W+io6OZN29erZU5Q+W///0vM2fOpE+fPkyePBmdTsebb77JQw89xNy5c+ndu3fIYxAnF1SyDZCR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\nkf8CshiMagxblMIAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2287500c0b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot percent contribution to electricity generation fuel mix\n",
"plt.figure(figsize=(10,10))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.title('Pct Contribution to US Electric Generation', fontsize=14, y=0, weight='bold')\n",
"plt.tight_layout()\n",
"\n",
"def func(x, pos): \n",
" s = '{:.1f}'.format(x* 100)\n",
" return s\n",
"\n",
"for x in range(4):\n",
" for y in range(4):\n",
" if df_counter > 12:\n",
" continue\n",
" else:\n",
" if sp_counter == 0 or sp_counter == 2:\n",
" sp_counter += 1\n",
" ax=plt.subplot(5,3, sp_counter + 1)\n",
" plt.plot(df_pct[df_pct.columns[df_counter]].index,\n",
" df_pct[df_pct.columns[df_counter]].rolling(window=12,center=False).mean(),\n",
" color=tableau20[sp_counter])\n",
" plt.title(df_pct.columns[df_counter], fontsize=12, weight='bold')\n",
" y_format = tkr.FuncFormatter(func) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" ax.grid(False)\n",
" ax.spines['bottom'].set_visible(True)\n",
" ax.spines['bottom'].set_color('grey')\n",
" ax.set_xlim('2012-01-01','2017-12-01')\n",
" plt.ylim(0)\n",
" plt.xticks(rotation=45)\n",
" if df_pct.columns[df_counter] not in ['Other', 'Petcoke', 'Petroleum Liquids']:\n",
" plt.xticks([''])\n",
" if df_pct.columns[df_counter] == 'Coal':\n",
" plt.ylim(ymax=0.45)\n",
" if df_pct.columns[df_counter] == 'Natural Gas':\n",
" plt.ylim(ymax=0.40)\n",
" if df_pct.columns[df_counter] == 'Other':\n",
" plt.ylim(ymax=0.004)\n",
" if df_pct.columns[df_counter] == 'Biomass':\n",
" plt.ylim(ymax=0.006)\n",
" if df_pct.columns[df_counter] == 'All Solar':\n",
" plt.ylim(ymax=0.02)\n",
" if df_pct.columns[df_counter] == 'Petcoke':\n",
" plt.ylim(ymax=0.006)\n",
" if df_pct.columns[df_counter] == 'Geothermal':\n",
" plt.ylim(ymax=0.005)\n",
" if df_pct.columns[df_counter] == 'Conventional Hydro':\n",
" plt.ylim(ymax=0.1)\n",
" if df_pct.columns[df_counter] == 'Wind':\n",
" plt.ylim(ymax=0.08)\n",
" if df_pct.columns[df_counter] == 'Petroleum Liquids':\n",
" plt.ylim(ymax=0.006)\n",
" df_counter += 1\n",
" sp_counter +=1\n",
"\n",
"plt.text(-2.65, 2.4 , 'Percent of US Electricity Generation by Fuel Type (Trailing 12-Months)', ha='center', va='center', rotation='vertical', \n",
" transform=ax.transAxes, fontsize=14, weight='bold') \n",
"\n",
"plt.text(-1.9, -0.5, \"From: chart-it (MikeRAzar.com/chart-it) | Source: http://www.eia.gov/opendata\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/US electric fuel mix 2_Jan2018/pct_3_ylim01.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\mazar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: DeprecationWarning: \n",
".ix is deprecated. Please use\n",
".loc for label based indexing or\n",
".iloc for positional indexing\n",
"\n",
"See the documentation here:\n",
"http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix\n",
" \n"
]
}
],
"source": [
"# calculate cumulative change in contribution to electircity fuel mix\n",
"df_pct_change = df_pct.rolling(window=12, center=False).sum().diff().cumsum() / df_pct.ix[0:12].mean()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"df_pct_change = df_pct.diff().cumsum().rolling(window=12).mean()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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LxYKCgoI6PUipUQroGqqEh1v5OgDtg2Ro7SNHVpEVqXnlDzberMQo4US6GZ1b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a5CumbNGiIiIvjjjz9uaL8CQXUjSRJjx44lIiKCDRs2yMbKfl6uXLlCREQE77zzjtM1Pv30U8aM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M46sRS8AIA2bdqQm5uL0WhEp7N+J9LT09Hr9Xh4eNRKlr+/v104SEVhJlVRPtZXxG/Xnp49\ne+Ln50dMTAw6nY4BAwaoObnB6mDs2rUrMTEx6r7o6GgMBgN+fn6VGtBJSUl2GU+mTJmCq6srhw8f\n5tSpU+Tn59OmTRvGjh2Lh4cHBw4c4OjRo2r5y5cvk5iY2OB51S9evMjXX39NQUEBbm5uDB48uMbh\nNo5GkxjctRn6KioqUl8eZctWNGwSGxvLwoUL+dOf/oS/v38D17plUKmHWwKnoYE1NrgVkwVJ6xhe\nfaXQZJdzXNMMqzbeqJw5c4bt27fbxQuWp7rMBp9++ilPPvkkN998MwDPPvssS5YsueENbiQJc7An\ncsJ1A0XOLEK+moc2KQOpnBNJk1WE5o/VKRXAFOpjNcAFNzRdu3ZFp9MRFxdH//79Aes3sXv37rX2\nLIeFhREbG8vEiRMBa/aLK1euEBYWVmMZ5UMORPx23WjTpg2jRo2q9Hh5g7ukpIStW7cCEB4ezu23\n3052djbnzp3Dx8eHzMxMu5zdgYGBarhPZGQkt99+O2azGY1Goxr4Q4YMISMjw8aDfvbs2QYxuE0m\nEwcOHCAhIYG8vOsj8Hl5eezevRtfX18CAgLqfZ2WRpMY3LUZ+nJycrIzrktKSuzKHT16lBdffJHI\nyEieeuqpRqh1y6AyD7cmxB3ZS4/ko0fJsL23kosWJFDy/4jdLrZgOpuLrqtjpNUzXyqw2Zb9DUjO\nYmiyKTCbzbzxxhs8++yz/Pe//62y7IkTJ5g2bZq6XTazgcFgIDU11WbkqU+fPly9epXU1NRW+TKt\nDRZfZxQJ1biWTBZ0idXHV0qALikDk9mCOcgdJJH68UbFYDAwduxY/v3vfzNnzhzS09PZsGEDr7zy\nCmD1OLu5udUoLGTSpEk8/fTT9OnTh7CwMN577z1uu+22WqWcKz/p7kbX8cYiKCiIoKCgCidMHj9+\nvEaZZQYMGGCzLUlShZ208PBwG4M7K6v+SRguXbrE5s2bqwxPOXbsGGPGjKn3tVoaTeLyLDv0VUpl\nQ1+VDW2V7S0fOHCAmTNnctttt/Haa6/ZDLm0NjRB9kNEkrsOpzutcV2aAHvPrybYxS5ndUUTKlsq\n5Zdz17Rv+RllWgsbNmzAy8uLsWPHVlu2qswGpcPLZUeeSj0qqampDVhjB0WSUJzq3onUns9Ce84+\nE4XgxqI0EcEzzzzD22+/zZNPPsldd90FwNixY9V8y9XRu3dvXnnlFVavXs0TTzyBm5sbr776aq3q\nUt7D3VpHnZsbSZK466670Gg0dTp/+PDhdukFK6P8KEV9De7z58/z+eefVxsLfvr06VaZjrBJ3Ia1\nGfoKCwtj9erVKIqiToiMi4vjkUceAaxetZdffpk77riDOXPm1PmhcxRkLz1Od7al5PA1ZG8nDGPb\nI3nq1E6GJsgF0ynbFRl1fX1BI2E8dr3jYk7OU+9pS0YpNGGMtTUkNMEi8X5TkJyczIYNG1i7dm2N\nyleV2aCoyBoCUfZ46f81nVXf6jFooajiDELGEG8sAW5okrPQXMm1CzMB0FzJw+LhhMVPdEhvVAwG\nA3Pnzq1wVcjDhw9XeM748ePVMLCa7K8pZfXaYDDg7u4YmcAcEV9fXyZOnMgvv/xCUVER165dq9GE\nwxEjRtgtL18VHh4eyLKsyi4oKKC4uNhmPl5tOHToUIX7nZycbFbNVBSFHTt2MG3atFY18bZJfklt\nhr7uuOMOlixZwrvvvsukSZPYtm0bBQUF3HXXXSiKwhtvvEFISAjPPvusTa7Rmg6dOSL6W/3Q31rx\nBBRNqDv8cNka3Ano+vigvckdxWQBjaTm7FZyjChZJUjeLXvJ7+IfrqCUTWMoOcYiRY7ImjVr+OST\nTwDrC66oqIiZM2fWeFGGqjIblL6QS0pK1BdmXTMotFYq83BbXHRYAt2ssd4h3pg7WSc8ay7loL1g\n27nWXM4TBregxeHv79/inTuOTocOHdSQH5PJxJEjRzhy5EilmaACAwMJDw+v1TVkWcbDw8PGs52d\nnU2bNm1qXd/09PQKw2CmTp1KmzZtOH36NN988426PzMzk9jYWNVJ2xposq7DrFmzePvtt3nmmWdw\ndXW1G/qaM2cO48ePx83NjQULFjB//ny2b99O586dWbBgAa6uriQlJanxROPGjbOR/8orr6gTPm4k\nNH4GDPd0wBiXgSbIBf3tVkWQtDKa9i6Yk6+HZ5gu5KNvwQa3pcCEsdzCPfoB/shuYtnrxuC+++7j\nzjvvBKzDwU8//TTLly9nxYoVgDVV08mTJzl58iQLFy60O7+qzAalw8np6enqzPnSsiJ7gRXFUInB\n7e1sG5v9x//m9p4ornp0p64P3Uv5Jda0gcK4EbQg6mKQCeqOVqtl0KBB9OjRg6SkJDw9PQkODiY6\nOpozZ85gMBi466676tQJ8vb2tjG4MzMz69S+J06csNv31FNP4eZmdah169aN8+fP26QvPHz4MGFh\nYXX2qLc0mszgrs3QV8+ePVm/fr1dudDQ0EqHyW5kdD29Kkz7p+noZmNwm5PzoE/LXYjAeCzdZhVN\nyUuPfoiYeNNYeHp62iyoUDrTvZR//vOf9O7dWw3nKk9VmQ38/f0JDAwkNjaW4OBgwBpG5u/vLyZT\n/UFlBrfiUfnHxeJlQNHJSEbrEK9kUZAKjSguIlWgoOUgDO7mwcvLy8YjPH78ePLz83F2dq5wUZ2a\nUPqNKKWiVUyrw2Qy2eUBHzNmjGpslzJkyBASExPV0dCioiJOnjypZrpydBwjT5ygTpQPxSiN426J\nWDKLKTlkO8td399XLOfeRGi1WoKDg23+nJyc8PDwUD+eRqORtLQ0dchy0qRJ7N69m23btpGYmMjc\nuXNtMhtMmjSJJUuWcOTIEY4dO8bSpUuZMmVKs/3GlkZFBrcCWNyr8OZIkv3COXlipUpBy0IY3C0H\nV1fXOhvbYD9x8sKFC7WWkZSUpM7rAWvMdufOne3KOTs7262pEhMT02oWxBHWTCtGE+QMuutDSEqe\nCSWjuIozmo/ifalgLNMZcJLR9W653vgbkbi4OMaOHatmGakus8G0adMYNWoUL7/8Mi+99BIjR460\nSSN4o6O46OziuBVPJ6gmX76l3NLwklgaXtCC0Ol0eHk51kJrgsopvxBhSkqKjfFcE06fPm2z3aNH\nj0onQ/bt29cmGUZOTg7Hjh2r1fVaKq1n+qfADkkjo2nvivnc9cTypuR89L4ta9KaYlEwJeXa7HMa\nHoRkaN0ZaFo6H330kc12//797UK6qspsoNFomDlzJjNnzmy0Ojo0koSxux+ai9lI+UZw0mK6ybva\n08p7uOXMIsydRBy3oGXg5+dXL4+qoGXh6emJr6+vOgdHURTOnz9P9+7da3S+0WgkOTnZZl+PHj0q\nLe/i4kLPnj1t8okfPHiQ7t2724WgOBpCK1o55cNKTKezKynZfFiuFkFRmZnVBg26FhxrLhA0FIqr\nHlM3f4w3t8XYqw2Kc/UThC0eTihlbGu5yIScXtiItRQIao4IJ2l9lM/bffbs2Rqfm5ycjMl0PfOY\nu7t7tfN4Bg0aZDNR0mw2qwkzTCYThYWO+b4TBncrR9vFdmEhc3IeltyWlQfZfCHPZlvbwRVJFt46\ngaBCdBq7VIDa5Cwwt444R4FjIwzu1kd5g/v8+fOVph8sT9mVKsGa/KK6bCmurq707dvXZl9MTAwH\nDhxgyZIlLF++nF27drXYOWmVIQzuVo7Gz4AcUCaERIHCTWcxX6tdDFZjYjpna3BrOjj2sJFA0NiY\n23lQ9lMjFZusK0862AdI0PoQBnfrIzAwEGfn66taFxcXk5KSUqNzf//9d5vtmq5y2alTJ5vt9PR0\nDh8+rE6gPHXqFJcuXaqRrJaCMLhvAHS9bONCLenFFKxPxJLedEa3oihYCkwoioIpOQ/j8UzM14ow\n/paF+axt/LamkzC4BYKqUEoXxymD5mo+urjUSlevFAgaG1mW7bJaCBwfWZbtDODExMRqz8vJySE7\n+3oYqyzLNV5YLSAgAJ2u6hC78rHhLR0xafIGQNffF2N8FpYrZeKeii0U70nF+b6OlZ/YQJjTiij8\n9BxKDUJZZH8Dsl/rSHIvEDQmpg5eyBmFSCXXh3bl/BL0J1MpCQ8AvXi9C5oWPz8/mwwTgtZDaGgo\np06dUrcTExMZNmxYleEh5b3bQUFB1RrRpWg0Gtq3b28XklKWw4cP069fP3VxtZaO8HDfAEhaGZdp\noWjDbT3dptPZmBvZy61YFIq++r1GxjaALtxbLAksENQErYyxpz9KuTSCUrEZ7fnrK8OhKEgFRqTs\nIqSsIjDWLPZSIKgNjz32GCNGjGjuaggaiU6dOtmk8svLy+PKlStVnlPe4C5dBK2mDBw4sFoDPSoq\nqsaTKPPz8/nf//7Hzp07OXnyJLm5udWf1IBoXn755blNekVBsyBpJLRdPDCdyUHJvz7kLOlltJ3c\nG+26prhMjDEZNSuskzGMa4+kFx4SgaBG6DSYfV2QC41IZUJJ5AIjFg8n0GvQnbqKNjkLzbV869/l\nXKRCI8hSjbKiCAQ1wWAwOHzaNkHlaDQa0tLS1PSAYF2opnShs/IoisKPP/6orhoJ1uwjHh4eFZav\nCDc3N7p27Up+fj6yLDNo0CBycnJsDOySkhKuXr1Kjx49UBSFEydOcPr0afLy8vD29lZHXHJzc9m8\neTMXLlwgLS2NpKQkjh07RnJyMm3atOHSpUskJydTXFyMh4dHozj+xJjjDYQkSehv9adox/Vep+lc\nHk7DGud6iqJQcuhajcrKAQacRrRFdhUGgEBQKwxajN390f16GbmM0a0/eRWLqw4533Z0SVJAk1aA\nJq0A400+drHgAoFAUBGhoaEkJCSo2+U92GXJzs4mL+96QgSNRkNgYGCtr+nl5WWz1oOzszM7duyw\nKXPhwgXOnTtHcnIyv/76q7r/+PHjPPDAA6SkpLB9+3Yb47+Uy5cvExUVZbOvc+fOjB8/vsGNbmFw\n32BobrL1ZluuFKIUmpCcG/5RMJ/Lw1JuZUv9bW3Q9fbGklmCJbsEbWdrb1dy04pQEoGgrsgS5nYe\nyEm2o0nlje3y6M5mYLmWj8XXGXOQu1g8RyAQVEr5kJDU1FSKi4ttcmaXUt4Yb9u2baWrS9aGLl26\n8Oijj7Jlyxby8/PV/du3b7cre/nyZZKSkvj+++8rNLYrIzExkaNHj3LLLbfUu75labIY7pKSEt56\n6y1GjBjB6NGjWbduXaVlExISePzxx4mMjOSRRx4hPj7e5nh0dDT33XcfkZGRvPjii2Rk1DBkQYDs\nqkX2t11p0nQhv5LS9cN4MtNmW9vTC6ehgcjeTmhvckffzxfZXYfsrhPGtkBQTyz+rljcaz/hWM4t\nRns+C/2xFKSClpWjXyAQtBxcXV3x8bm+KJ2iKFy8eLHCspcvX7bZrm38dlX4+Pgwbty4GpXdsWMH\nBQUFdvurm9x78ODBBl9gp8kM7kWLFnH8+HE+/PBDZs+ezZo1a/j222/tyhUWFjJz5kzCwsJYt24d\nffv2ZdasWWpPJj4+ntdff53HH3+c1atXk5+fz9y5c5vqZ7QKyqfdMyU0zuqTNllRAF2f6petFggE\ndUSWMIa1wezvandIAYxdfCkeGIypXcUxlFKxGf2vl9FczBb5vAUCQYWUj9ku7xAtJS0tzWa7LuEk\nVdG2bds6yezSpQvPP/88f/3rX/Hz86u0nNlstlleviFoEoO7sLCQ7du3M2vWLHr06MHQoUOZNm0a\nmzdvtisbHR2NVqtl5syZhISEMGvWLNzc3IiOjgbgs88+Y/jw4YwfP54uXbowd+5cDh06VGUskcAW\nbahtWIkpIQelpGFXqVNMFizptuEkmkDHSN0jEDgskoQp1Aezr1XXFKxLwRt7+mPxd7WGnnT0wtjN\nD6WSycnaC9nIVxtn1EsgEDg2oaGhNtuJiYlkZWXZ7FMUxS7yoKHzs0uSxJgxY2jTpg2yLNdolNzV\n1ZVRo0ah0WjQaDTce++99OjRg86dOzNlyhQiIyNtyh8/frxBV7NskhjuM2fOUFJSQp8+fdR9ffv2\nZfXq1ZjNZhvX/okTJ+jduzeybO0LSJJE7969OX78OBMnTuTEiRNMmzZNLR8QEEBQUBDHjx9v0CGL\n1oymoxuSmxYl748JViUWTGey7RbIqQ+Wa0WUXQpP8tQhGUT2EYGg0ZElTF19MZl9QAI09n4Vi68L\nJd7OyFfz0Z21D8nTJmdR4uMMOqGzAoHgOsHBwfj5+dl4sE+cOMHtt9+ubufk5GA0Xg9Pc3JywtXV\nfuStvnh5eTF16lQURUFRFHJyctDpdCQlJfHdd9/Zle/Xr59NmkE3NzdGjx6tbvv4+HDw4EF12fqc\nnBzy8/MbLPtOk3i409LS8PDwsAms9/HxwWg0kpmZaVfW39/fZp+Pjw9Xr14FrMt7lh8GKHtcUD2S\nLKHt5WWzz5SQU2FZxaJQ9P1l8tecoWjXJSyZxRWWK4/5qm1+b00b50pKCgSCBkeSQCtXaGyryBKW\nQDeKb26LKch21EsyWdBeaJxQM0HDIeZGCZoaSZK4+eabbfYlJibaeILLh5P4+vo26jwtSZKQZRkv\nLy9cXV3p3bs3U6ZMwdv7uhPRxcWF8PDwKuUYDAY7+7MhbcsmMbiLiorQ6/U2+0q3y88cLSoqskt0\nrtfr1d5SRbJ0Ol2tZqAKQNe9nMH9WzaKyT6sxHj4Gsafr2G5UogxJp381WewZFV/ry2ptvHbcoCh\nkpICgaBZMWgxh3hj6uBps1tOzUPKqVkHW9A8iLlRguYgNDRUjUIAyMzMJC4ujqIiq6OtbK5uoMpY\n6caibdu2PPjgg9xyyy2EhYVx3333YTBUb4e0adPGZtvhDG69Xm9nEJdul78BTk5ONkMRpWVLy1Uk\ny2g01uhGCq4jBzkjudlGFOV/eMomllspNFH8U7k82iUWjLHVez7Mv9vGgMoBwsMtELRkzG09sBiu\nvxMkQPfbNaT8P963xSbkjAKk7CIo/iMcTVHAZBGTLJsBMTdK0FwYDAa7yZPff/8969atIzMz0245\n9uYwuMFaz8jISL9ZeZQAACAASURBVO666y47z3VllDe4r12r2VoiNaFJDO42bdqQm5trY0inp6ej\n1+vtVh3y9/e36x2lp6erAfeVHW+uBnVUJElC28XWo6UUmin5xToUZErOo2BDEhTZLwNtSs6z21cW\nS54RS7mQEm37ho/fEggEDYgsYQqxncchmSzo4q6gi0lBfzQF3W9p6E9exeloCvqff0f/80WcDl9E\nF3/VanhbFDA37ARsQcVUNjcqPj5ejUEtpaq5UaXH+/Xrp5YvOzdKIKiIrl272u3Lz8/niy++ICUl\nxWZ/p06dmqhW9ae8wZ2SkoLF0jDvtCYxuLt27YpOpyMuLk7dFxsbS/fu3e0SoYeFhREXF6fGAymK\nQlxcnBp7ExYWRmxsrFo+NTWVK1euEBYW1gS/pHWh6+djt69kzxXy1yVSuOkslrSKh5MtKQUoxfaG\neCnmc7YGuRzkjOQi1lgSCFo6irczpva2ThBJAbnQRPkITMmsIFms72k5uxinwxfRH/odp58voou9\njJTVsDlsBbaIuVGC5qRbt254enra7c/JsZ0PFhgYWGG5loqvr69NuExBQQExMTENIrtJDG6DwcDY\nsWP597//zcmTJ9m7dy8bNmxgypQpgPVlUBr7c8cdd1BYWMi7777L2bNnWbBgAQUFBdx1110ATJo0\nid27d7Nt2zYSExOZO3cut912m93whqB6NAHOOE/uZLffcqnAJsOIHQqYL1Tu5TYeL7fgTbnVLQUC\nQcvFHOyJqY7LvZca5XK+EV38NeQ0kV6wsRBzowTNiVarZejQodWWq8gT3pLRarV2dd67dy/Hjh2r\nt+wmW/imNM7smWee4e233+bJJ59UjeixY8fyv//9D7CmaVmwYAFxcXE88sgjxMXFsWDBAjWlTO/e\nvXnllVdYvXo1TzzxBG5ubrz66qtN9TNaHdrOHmi7Vd371PbwRBtmO9RsPJ5lV06xKBTtuoS5XMhJ\n6fLtAoHAAZAkzCHeGEN97HJ1KxrJJs67SjGANiEdOd1+lbfGRsousobB/Pw7upjLaOOvojmXaY1B\nzy1GKiiBIpNDh7+IuVGC5iY0NJR77rmnSodn+bzdjsDgwYPtVqLcu3cvly5dqpfcJhvnNxgMzJ07\nt8KZz4cPH7bZ7tmzJ+vXr69U1vjx4xk/fnxDV/GGRRfhh+l0xSnA9Le3wSkyENPv+ZhOXPdcm85k\nY8kzIrtZvSaKRaHoywuYTtnK0XRyQ9NWLHgjEDgUkoQlwI2SNq5IOcVIxSYUgw7FXQ+ShJRTjJxZ\niFRoRJNRiAJ2ISdQanSnYe7gZV2Mx0ljTVnYWCgKcloB2qQMNdxFKjRCoRGyiuByrm1xCSzezihu\nTig6GYufi20qRYt1UqhktoDZGp+uOGmhhp2OxqTs3KhS77WYGyVoakJDQwkNDeWbb77h9OnTNse8\nvLzw8vKq5MyWi4eHByNGjCA6OtomvDk6Oprp06dXuyx8ZTT/W0PQ7Gjbu+L8YAiFn52zCSXRhnmj\nHxwAgKa9C7Kv0/XVIy3W3N36m31RiswU/jcZ8/lyYSYSOEUGNNGvEAgEDY4koXga7CLMFA8nzB7W\n2GETWA3TPz5MckYh2jPpqgEuKdaFdLTJWSiyhDnIHXMHz0YxvDUpuWiT7UffKkNSQJNRCBl/xJsn\nZWBx14NZQSoxI1WQKhXA4umEMdS3WQ3vsnOj+vfvD1Q9N2r16tUoioIkSercqEceeUQ9Hhsby8SJ\nEwExN0pQewYNGsTZs2dtRlIcabJkeXr16oWTkxNfffWVui8zM5P4+Phq83lXhubll1+e20D1Ezgw\nsrcT+sFtkAxakEA/wB+nIQFIsvWjKEkSSrHFJlxEdtMiBzhTGHUWy+VyE6ScZAzjg9GGinASgaDV\nI0kgW/8UVz2KXmP1gJcvpoCcW4yUX4LiogOd3HCGt6KgO52merbrilRiRjJaqpQjFZuR80uwtGmY\nFejqglarJTU1la1bt9KzZ09+++03Fi1axIwZMwgNDSUtLQ1ZltFqtbRr146oqCiuXLlCUFAQn3zy\nCb/99huzZ89Gr9fj6+vLwoUL8fX1RavVMn/+fEJCQtR5VgJBdTg7OxMYGEhiYiIWiwWtVsvIkSNx\ndnbclMA+Pj7k5ubapAZMTU2lT58+NhMra4qUlZUlEqgKaoTpbK7VC/4HkpceSSvZZTORPHW4TA1F\n9tSXFyEQCG4Q5PQCq6e7CsNV0WswB7hhDnCr3PhWFKR8I1Jp7m+wrpLporOGf0jWbSmvBP3xVJtT\nTcGeWLydkYqM1g5AsdkaGmKxIBeaqA8KUHJrO9DVbXi5ISgqKuLtt9/mhx9+wNXVlalTpzJ16lQA\nIiIimDNnjhp+GR8fz/z58zl37hydO3fmpZdeokePHqqsHTt2sHLlSrKzs4mIiOCVV16xWalPIKgJ\nubm5XLp0iXbt2uHu7vgJE3Jzc1mzZo1Nqs2BAwcyaNCgWssSBregxljyTeQviq+yjNzWBef7OyK7\n6qosJxAIbgCKTWgu5yJnFyPnV53xQpEArYyi1YBeRtFZ473lrEIkY9WTGyuKITd7GzD1aFNRcQDk\ny7nozmVWerxULloZNDKKVkLOt514aOzsU7mX26KA0Wz1/Gsb0JMvEAialL1793L06FGbfbNmzaq1\nHBHDLagxsqsWyU2LklexZ0jbxQPDxA5I2iZLfiMQCFoyTlrMnbwxAxSZ0J2+Zme0liIpgNFiNa5r\nmcK7IlPW4lv1ZG2LjzOUM7hNHb2wuOqthr9eY+d11yRnob10Pc+wLjED5Wzm9QqUNapNFnW3opOt\nky0tClis+csVnQbFTYciSUhmxert7+h4E8wEgtZOREQEJ06coLi44rVJaoqwjAS1orIl2mU/J2Fs\ntwLmz59PRESEzd+mTZsqLR8dHc19991HZGQkL774IhkZGeoxRVFYunQpo0aNYsSIESxcuNBuBTzB\nDYRBi7F3IMYuvpi9nVHkxvP4KrKExbua2FEnLWbf62XMXgbM7TxQvAwobnrQ22dUsXjZp8mTLIp1\nESCzgmSyXP8rW8ZoQc4rQS4wIheZkEqsMeCa1Hy0V/LQXMtHk1r1Cr4CgaB5MBgMjBw5sk5x22UR\nHm5BrdB0cMWcZJtaCwmcRrcXxnYr4OzZszz//POMHj1a3efmVvGQeXx8PK+//jovvfQS3bp14/33\n32fu3LksWrQIgI0bN/LNN98wf/58FEVhzpw5eHl58eijjzbJbxG0QCQJi78rFn9XMFvQXMlDTitA\nKiixergrQZElFA8nlD8MYMlotsZ0l3qMy5yraGVMnbxqFFttCvVFcc+zLubVxrXa8oq7E4qTxhoL\n3sAoIgxPIGixdO7cmfHjx7Njxw6GDBlSJxkihltQK5RiM0U7fsd0IR/ZXYcc4IyujzfaDs03W1/Q\ncNx555288847apqxqnj11VdRFIXXX38dsM7evvvuu9m6dSvBwcHcfffdPPHEE2qqsZ07d7JkyRJ2\n7NjRqL9B4KCYLdYwDJMFqcQMJWYkswVFr8Hi5WyNg64MiwImszXougLPdEMi5RWjuZBtDY0xmisM\nZylF0cnW31SDr6yprTvmTmKSokDQksnOzq7zUvXCwy2oFZKTBudJnZq7GoJGIC0tjZycHDp27Fij\n8idOnGDatGnqdkBAAEFBQRw/fhyDwUBqair9+vVTj/fp04erV6+SmppKQIDIzy4oh+aPyYlOoFTv\nbLZFlkDfNJ8zxc0JU88/JmOW5h8vNaj/yEWOgrWDIEtWD3x+ifWYLINGQpEk5EIjUoERpD88+G5O\nTVJ/gUBQd+pqbIMwuAUCwR+cO3cOjUbD8uXL+emnn/D09OThhx+udFXXilai8/Hx4erVq6SlpQHW\nFezKHgOEwS1oPcgSFU/ZtC2juNsb0xaDFqqLMxcIBK2GG8Lg/uCDD5q7CgJBszNz5swqj58/fx6A\nLl26MGXKFI4dO8b8+fMxGAzceeedduWLiorQ621zret0OkpKSigqKgKwOV76f9mVyMojdFUgsFKd\nvrYEhL4KBDXX1RvC4BYIBPasWbOGTz75RN3+4IMP2LVrlzpk1qVLFy5cuMDWrVsrNLj1ej0lJba5\nlY1GIwaDAScnq0evpKREXWa6tKzBYJ/pQSAQCASC1owwuAWCG5T77rvPxpD29/e3M4ZDQkL4+eef\nKzzf39+f9PR0m32lYSaloSTp6em4uLio/wN2YSgCgUAgELR2bgiD2xGG5gSCpsbT09NmAsgHH3xA\ncnIyCxYsUPedPn2aTp06VXh+WFgYsbGxahaS1NRUrly5QlhYGP7+/gQGBhIbG0twcDAAsbGx+Pv7\nVxm/LXRVIHAchL4KBDVH8/LLL89t7koIBILmR6fTsWLFCtzd3fHy8mLXrl1s2LCB2bNnExgYiNFo\nJDMzEycnJ2RZxtfXl4ULF+Lr64tWq2X+/PmEhIQwZcoUwBpCsmbNGrp160Zqair//ve/mTJlCn36\n9GnmXyoQCAQCQdMi8nALBAKV6OhoPv74Yy5evEi7du14+umnGT58OABHjx5lxowZbNu2jbZt2wKw\nY8cOVq5cSXZ2NhEREbzyyit4e1tzCZvNZhYvXsxXX32FLMvcfffdPPvss/VerUsgEAgEAkdDGNwC\ngUAgEAgEAkEjIlxNAoFAIBAIBAJBIyIM7haIoohBh9aKaNvWhWjP1oto29aHaNPWiyO0rTC460hj\nNq4kVbNyWT24cOFCo9VdURRVtiM8/JUh2rb10Vj3xVHbU+hq9Thq2zo6jtimQldrxo3etsLgrgVl\nH3xJkrBYLA0q/z//+Q+ffvppg8osy8qVK5k3b16jPZhl5Zb+31APanFxcYPKK49o29ZHY7apo7dn\nY+oqNK6+Cl1tfThymwpdrRrRtte5IfJwNwSbNm3ixIkTWCwW+vbty5QpUxo028IHH3zAN998w4oV\nKxpMZlkWLlzIxo0bMRgMJCYm0rlz5waVHxUVxalTp8jJyaFTp05Mnz4dX19fZFlGUZR6PbD79u0j\nISGBKVOm4ObmVm955RFt2/pozDZ19PZsTF2FxtVXoautD0duU6GrVSPa1hbh4a4BK1euZO3atXTs\n2BEPDw8+++wzfvnlF/V4fXuG77//Prt27WLZsmV07drVTm5DyP/qq694//33adeuHampqfWSV561\na9eyYcMGevXqxZAhQ9i7dy+zZ8/mwIEDmM1mJEmq12/49ddf2bJlCzt27CAnJ6fe8soi2rb10Zht\n6ujt2di6Co2nr0JXWx+O3KZCV6tGtK09wsNdBYqikJaWxv79+5kzZw633XYb165dIz4+HovFQlpa\nGn5+fvXqER46dIjPPvuMNWvW0L17d3V/VlYWubm5BAcH10v+vHnz+PHHH1m6dCldu3Zlx44d7N27\nl8GDB2OxWOrV21QUhfz8fH7++Wf+/Oc/c++99wIwevRonn76aRYtWkRRURHDhw9Hq639o2Y2m9Fo\nNISEhJCRkcF3332H2Wzmnnvuwd3dvV69cdG2rY/GblNHbs/G1lVoPH0Vutr6cPQ2Fbpadf1F21bM\njaXltUSSJDQaDUajkZKSEgC8vLy4ePEi77zzDpMnT2bWrFmcOnWqztfo27cvERERbNy4Ud334osv\n8txzz/Hoo4/ywgsvEB8fX6fe2uXLl4mLi2Px4sVqDzAkJIRff/0VQB2WqiuSJKHX68nJySEjIwOw\nKrKbmxvTp0/n6tWrfPvtt8TGxgK173FqNBoAzp07R//+/enbty/R0dF8+eWX5Obm1qs3LkkSWq1W\ntG0rorH11ZHbs7F1FRpPX4Wutj4c+dsqdLX6+juqvjZ224ql3avBbDYTHx9Pt27d6NChA6tWrUKj\n0fDEE08wfvx4oqOjiY2NZdiwYej1+lr3DGVZxs/Pj6NHj5Kens7nn3+OoihMnjyZiRMnEh0dTUxM\nDJGRkRgMhlrJd3d3Z9y4cQQFBWEymZBlmU6dOrFt2zZ0Oh09evSod7yW0Wjk4MGDpKamMnz4cPR6\nPQCXLl1ClmWysrKIi4tjzJgxtbqW2WxWe5IxMTF4eHjw/PPPc+7cOX766SeMRiMhISE4OTnVqTde\nOnHj5MmT9OjRg+Dg4AZtW5PJhF6vx9fXl5iYGNLS0hq8be+++24CAwPVe9XQbeuINKa+Cl2tnMbU\nV6GrrRNH/bYKXa0aR9bXxtZVYXBXwK+//kpKSgrZ2dm0bduWwYMHExISAkDHjh0ZMmQIPXr0ICgo\niFGjRrFy5Up0Oh19+vSpUWOUys/NzcXPz4/AwEAuX77MoUOHKCgoYObMmfTr14/AwEBGjRrFqlWr\nkCSJfv361Vp+YGAgYH35lA4jnT59mpSUFO6444563Z+cnBwCAwPp3bs3H330EQkJCZjNZtLS0pg9\nezYPPvggzzzzDIsWLcLf379Gkw4OHjxIcHAwsiyrL7N27drRtWtXvLy8GDRoEBcuXODgwYN1ejGU\nypckCZ1Ox8CBA7npppuAhmnbsvUH8PPz49KlS/zyyy/k5+fXu21L5YPVkyDLsnotWZbr3baOSGPq\nq9DVqmlMfRW62vpw5G+r0NWayXdEfW0qXRUGdzkWL17MsmXLOHbsGBs2bCA9PR03NzeCgoIAcHV1\nxdXVFbD2tAwGA7/99hsajYYBAwbUSv769etJT08nICCAIUOG8OWXX5KSksLDDz+Ms7OzKr9U4QYP\nHlxr+RkZGRgMBoKCgpBlGa1WS5s2bVi4cCEdO3YkNDS0zvdn/fr1XLt2jc6dO/Pggw/y9ddfc+DA\nAb7//nvuuecepk2bhkaj4cCBAwQEBBAeHl6l7KysLF599VUuX75MRESE+sC7u7vj5eWlviQGDBig\nvhjMZjMdOnTAYDBUW/fy8gFVsUwmE+7u7vVq24rka7VaunbtyrZt27h69SoPPfRQndu2ovtT1ltR\n37Z1RBpTX4WuVk1j6qvQ1daHI39bha7WTj44jr42pa6KSZNlOHnyJLt37+add96hc+fOJCQksHLl\nSq5cuUJaWhojR44EICcnB3d3d3XCQlFRETqdDqDK3mBl8pctW8ZDDz3E0qVLycjIwNvbG0CVn5+f\nT5s2beos//Llyzb179WrF4899hjr16+nQ4cOdOvWrV73Z8mSJTz88MN89NFH5OXlUVJSgo+Pj3qe\ni4uLGjNWVf11Oh1FRUXs2LGDkpIS/v73vwPXJ3hotVr1/+eff54lS5awZcsWtFotkyZNqnYyQ0Xy\nNRoNFotFvdd5eXm4urrWum2rqr+HhweLFi0iJyenzm1bVf1L74nFYqlz2zoijamvQlfr/rw3hL4K\nXW1dOPK3Vehq6/62NqWuCg93Gc6fP8/hw4f5y1/+grOzM0FBQXTr1o1Tp04RFxeHXq/npptuYuPG\njaxZs4YTJ05w4MAB9u7dy4svvoiXl1eVD01l8n/77TcOHjyIp6cn4eHhxMfHs3TpUpKTk/n+++/Z\ns2cP//jHP+osv3z9wepNOHfuHPHx8XTt2hUPD48635/Tp09z6NAhDAYD3bp1Iysri6ioKA4ePMiB\nAwfYv38/zz77LJ6enlXWX6/Xs3nzZkJDQ0lJSSEhIYHbbrvNpsdZ9v+IiAiys7MZMWIEnp6e1da/\nMvmSJGE2mzGZTGzcuJG1a9fWum2rkg9gMBjw9PTkxIkTLF++nPPnz9eqbWtyf0pfvu7u7pw9e7ZW\nbeuINKa+Cl2tWlehcfVV6GrrwpG/rUJXW/e3tSl1VWQpKUNwcDBFRUUcOHBA3delSxcee+wxPDw8\niI6OJikpiZEjR6LX60lLS6OwsJBVq1bRqVOnesn38fFh165dnD59Gq1Wy6lTpzh06BApKSmsXLmy\n3vJL6x8fHw9A9+7diYiIIDMzs0ZDRtXJ9/Ly4ttvvyUhIQF3d3dyc3O5dOkSKSkpLFu2TI2PqojS\nWb9nz55Fo9Hwl7/8hdGjRxMfH8+7774LoPY4y///5z//mXbt2lVZ75rK1+v1jBw5Ep1OV6u2rYn8\nUnQ6Xa3btqb1N5lMAHTt2rXWbeuINKa+Cl2tnMbUV6GrrRNH/rYKXa2//Jaor82hqze8h9tkMqm5\nFZ2cnEhKSiIpKYkOHTqowzfe3t60a9eOb775hvz8fO666y7uuOMORo0axe23346fn1+DyS8uLmbM\nmDHcc889TJgwgaFDh6rDIg0h32QyceuttwLWl8Ptt9+Ol5dXg8kvLCwkMjKSiIgIRo0axbBhwyqt\nf6ns0h6km5sbsbGxjBw5km7dumGxWDh06BBnzpypsDdeHbWVD+Dp6cmdd97JyJEja9y2tZHv5+fH\nxIkTueeee2rctrW5P6WxeDVpW0ekMfVV6GrlulpWfmPoq9BVoast6dsqdLVqHFlfm1NXb2iD+5NP\nPmHz5s1ERUWhKAq+vr6Eh4ezZcsWsrKy6NChgzqc4ufnh4+PDytWrGD06NG4ubkhSZL61xDyvb29\nWb58OaNGjcLDw0PNVdpQ8n18fFi2bBljxozBYDCoyt6Q92f58uU290eW5QrrX1Z2KQEBAQwbNgwX\nFxf0ej0hISEVPvwWi6XaIai6yofraZNq2ra1lV/6oq1p29b2/pS+HKpqW0ekMfVV6GrlulpefikN\npa9CV4WutqRvq9DV1vttbW5dvWEN7g0bNrBhwwbGjh2LRqPh+PHjREdHc+uttzJs2DBWr15NdnY2\nvr6+ak+suLiYmJgYxo8fj4uLC0ClD01Llj9u3Dh1xnBz3J+KZO/fvx8vLy91CKh0pnHpw3/kyBFi\nY2MZOnRotS+E+sov7eHX5t63RPmtiaZ+HoWuVi2/ofTVUXRJ6GrNacn61Jjvgtauqw0hvzn1tSXo\n6g1rcG/ZsoXBgwczffp0IiMjCQ4OJiMjg48//lgd0tq6dStJSUnk5eVhMBjYuXMnZ8+eZcKECdXG\n8Aj5lcsvL7t9+/ZkZmby6aefEhgYSEhIiDrE5eTkREhICPn5+Zw5c4YBAwaoLx0hv27yHZGmfB4d\nSZeaQ35DPo+OrktCV+1x5OfdketekXxHe94d+V1TE27ItIAmk4m0tDSbFDvh4eF4e3uj1WqZM2cO\nb7/9Nm+++SZffPEFK1euxN3dHaPRyPz586uN3xHyq45dq0y2Tqfjww8/xGAwMGjQIDQaDYqi4Orq\nyv3338/EiROrnRks5Le+LAfN9Ty2dF1qbvn1fR4dXZeErtrjyM+7I9e9OvmO8Lw78rumptxQHu6k\npCSys7PRarX4+vqyZs0aevfura4a5eHhQbt27UhPT+e7775TJ3CMHz+e4cOH88ADD1Q5a1fIr1x+\nTWS3bduWzMxMDh48SK9evdR0R4qioNfrq4ydEvKrlu+INPfz2FJ1qaXIr+vz6Oi6JHTVnpbwPIp3\ngWM+7478rqktN4zBvWzZMj755BO2b9/Ozp07kWWZnj17sm/fPm666Sa15+Pp6Ymbmxv79++nY8eO\nBAcHYzAY8PDwqHI4R8ivXH5tZLu6urJ//366dOlis9RqVQj51S+L62i0lOexpelSS5Nf2+fR0XVJ\n6Ko9Lel5FO8Cx3reHfldUxduCIN7y5YtbN68mddee42hQ4fSoUMH1q9fj7+/PxaLhePHj9uk4wkK\nCmL37t2kpaUxZMgQIb8e8h257q1BviMinsfWKd+R694U8h0RR77njlx3Ib9527autL4p0hWQmJjI\nnXfeSVhYGP369WPIkCGEh4cTGBjI6NGjyc3NZcmSJRw/flw9x8vLi6CgICG/nvIdue6tQb4jIp7H\n1infkeveFPIdEUe+545cdyG/eeteV1r9pEmz2UxKSorNhAMfHx+CgoI4dOgQM2bMwMnJif/97388\n//zz3HzzzZhMJuLi4njyySeF/HrId+S6twb5joh4HlunfEeue1PId0Qc+Z47ct2F/OZt2/rQ6kNK\nSpO5Hzx4kMjISJycnJBlmYSEBBITE5k0aRLBwcHcfPPNdOnShfz8fAIDA3nxxRe56aabhPx6yHfk\nurcG+Y6IeB5bp3xHrntTyHdEHPmeO3Ldhfzmbdv60Oo93ACjRo3i5ptvxsvLyyYQXqPRYDKZ0Gq1\nuLu7ExoayvDhw4X8BpTvyHVvDfIdEfE8tk75jlz3ppDviDjyPXfkugv5zVv3unJDxHBrtVqCgoLQ\narXqakGFhYUUFhZisVgAWLp0KZMnTyYjIwNFUYT8BpLvyHVvDfIdEfE8tk75jlz3ppDviDjyPXfk\nugv5zVv3unJDGNxlKb2xiqKg1WrR6/WsXLmSzz//nDVr1uDj41OvdDBCfuuse2uQ74iI57F1ynfk\nujeFfEfEke+5I9ddyG/euteGVh/DXRGSJBEfH09KSgrnzp3j008/ZcWKFfTs2VPIb2T5jlz31iDf\nERHPY+uU78h1bwr5jogj33NHrruQ33yya8MNZ3CX9mRMJhNr164lISGBVatW0aNHDyG/keU7ct1b\ng3xHRDyPrVO+I9e9KeQ7Io58zx257kJ+88muLTecwV2Kh4cHV69e5fXXX6dz585CfhPKd+S6twb5\njoh4HlunfEeue1PId0Qc+Z47ct2F/OaTXVOkrKys1j+zoxKMRiM6nU7Ibwb5jlz31iDfERHPY+uU\n78h1bwr5jogj33NHrruQ33yya8INbXALBAKBQCAQCASNzQ2XpUQgEAgEAoFAIGhKhMEtEAgEAoFA\nIBA0IsLgFggEAoFAIBAIGhFhcAsEAoFAIBAIBI2IMLgFAoFAIBAIBIJGRBjcAoFAIBAIBAJBIyIM\nboFAIBAIBAKBoBERBrdAIBAIBAKBQNCICINbIBAIBAKBQCBoRITBLRAIBAKBQCAQNCLC4BYIBAKB\nQCAQCBoRYXALBAKBQCAQCASNiDC4BQKBQCAQCASCRkQY3AKBQCAQCAQCQSMiDG6BQCAQCAQCgaAR\nEQa3QCAQCAQCgUDQiAiDWyAQCAQCgUAgaESEwS1waCIiInjooYeYOnWq+vfmm282d7VUXnvtNTZs\n2FAvGXl5Kb2paAAAFghJREFUecyYMaPS41OnTiU3N7facvn5+Tz33HMUFRWxcuVKIiIi+PLLL23K\nFBYWMmzYMGbNmgXAihUr+PrrrwHrvc7KyqpV3cu2z7Rp07j//vt59NFHiY+PtymXmJhIREQEa9eu\nrZX8lsa+fftYuHBhpcdXrlzJf/7zn3pf57nnnqu0LWbOnMnZs2ftyn3wwQccPXq0wnNSUlJ4+umn\nKzyWlpbGK6+8wkMPPcTDDz/MY489xp49e+r9GxqLlJQUhg4dWuGxS5cu8dJLL6nb8+bN49SpU7W+\nRlJSEi+//LK6/fjjj5Obm1v7yjYype+G5mThwoXs27ev2a4fHx/PhAkTqi23bds2tmzZ0gQ1Etyo\naJu7AgJBfVm2bBleXl7NXY1GIycnx85ALUtUVBRgNTSqKvfhhx8yceJEDAYDAIGBgezcuZN77rlH\nLfP999+rxwH+8pe/1Lf6du2zYcMG3n33XVavXq3u27p1K6NHj2bz5s1MnToVrdYxX0179+5l3Lhx\njX6dn3/+udJjH3zwQYXlnnzySZ566inWrFlj08bVMW/ePG699VbeeustAM6ePctTTz3FqlWrCAkJ\nqUPtm48rV66QnJysbh8+fJh777231nL27NmjGvWpqam4uLjg7u7eYPVsKErfDc3JkSNHKu3MtSRi\nY2MJDQ1t7moIWjGO+VUTCGrA4MGDGTJkCGfOnOH111+nuLiYxYsXU1RUhFarZcaMGQwaNIgdO3bw\n/fffU1xczOXLlwkICGDy5Mls3ryZCxcu8PDDDzN16lTA6jH65z//Sc+ePW2uVVBQwLvvvktsbCxa\nrZahQ4eq3ua4uDieeOIJMjIyCA0N5Y033sDZ2Zkvv/yS//73vxiNRnJycnjkkUe4//772bFjB9u3\nb6eoqAg3NzcAiouLmTp1KuvWrUOj0dhcOyIigm+//ZY33nij0nKpqans37+fF154Qd03aNAg9uzZ\nQ2pqKgEBAQB8/fXXjBkzhvPnzwNWD31oaCjTpk1Tz0tLS+PZZ5/lvvvu44EHHuDcuXO8//77ZGdn\nYzabmTJlio0RXxaTycSVK1fw9PRU9+Xn57Nr1y5Wr15NQkIC3333HaNGjQLg9ddf5/Tp0+q5586d\n48MPPyQ0NJT58+eTkZFBeno6QUFBvPXWW/j4+DBhwgR69epFYmIiM2bMYPjw4TbXX7x4Mfv370er\n1RIeHs5LL72EJEksWLCAX375BVmW6dWrF7NmzcLV1ZUJEyYwatQo9u/fT05ODk899RRxcXGcOnUK\nrVbLe++9h7+/PxaLhZMnTzJ79uxKrwNw/vx5ZsyYQVpaGj4+PsybNw8/Pz/27dvHJ598gtFoJDMz\nk3HjxvH0009z9OhR3nvvPZydnSksLKR79+4AzJgxgw8++EBtu1ImTJjA/PnzVW9d2XK9e/dm27Zt\nPPjggxW2T0WkpaVRXFyMxWJBlmVuuukm3n33XdXAjImJqVSvvvvuOxYsWABgs/3aa6+Rk5PDxYsX\nuf3223niiScq1J/S+xgTE4PZbKZbt2688MILuLm5sXXrVk6dOsW//vUvuzpbLBbmz59PfHw8ubm5\nPP/88wwdOpR58+Zx7do1nnvuOXr06MG1a9eYM2cOc+fO5cMPPyQkJIRTp06RlZXF2LFj+fOf/wzA\nm2++SY8ePZg0aRIABw4cUH/X3r17iYyM5P3338fZ2Vlt23HjxvHhhx9y6623smvXLn788UeOHTvG\nxx9/THBwMGvXrmXr1q3qKNOzzz7L5MmT2bBhAx999BEAkydP5s477+Qvf/kLqampPPbYY+zYsQNZ\nvj44nZeXx3vvvUdSUhImk4lbbrmF559/Hq1Wq74bnJycePvtt/n999/Jzs7G1dWVN954g44dO9rc\nN7PZzKJFi9i3bx9ubm706tWLc+fOsXz5clJTU3nnnXe4fPkyiqIwbtw4pk+fztKlS8nPz+cf//gH\nAD/99BMrV65kzZo1JCUl0a5dO5ycnCo9v3R05eabb+bMmTMoisI//vEP+vXrB8Dq1av54YcfsFgs\nBAUF8dJLL+Hv78/TTz9NeHg4sbGxpKam0rdvX1599VVkWWbLli1s2rQJNzc3OnfurP6+9PT0Ct8b\nsbGx7Nu3j8OHD+Pk5MQdd9xR6ftFIKgrIqRE4PDMmDHDJqQkIyMDAKPRSGRkJFu2bKFt27bMnj2b\nv//972zcuJFXX32VOXPmcOnSJQB+/fVX5syZw5YtW8jIyODbb79lyZIlLFiwgOXLl2OxWACrx6i8\nsQ3W0IuSkhI+//xzNmzYQGxsLMeOHQPg2rVrLFmyhC1btnD16lV++OEHCgoK2LZtGwsWLGDDhg3M\nmzePDz/8UJV37tw5li1bxrJly/i///s/nJyciIqKsjO2y1JVuT179nDLLbfYeI61Wi0jRoxg165d\ngNX7V1BQUKWX5+rVq/z1r3/lT3/6Ew888AAmk4mXX36Zv/71r6xbt44VK1YQFRXF8ePHbdrn4Ycf\nZuzYsdx///1qXUvZuXMnwcHBhISEMG7cOD799FP12Jw5c4iKimLDhg106dKFSZMmERERQXR0NOHh\n4axevZpt27ZhMBjYuXOnel5oaCiff/65jbENVk/6b7/9RlRUFJs2baKgoIDo6GhWr15NWloaUVFR\nREVFoSgKixYtUs8rLi5m48aN/O1vf2P+/PlMmTKFjRs3EhAQwI4dOwA4ceIEPXr0QJblSq8D1rCG\nt956i82bN+Pu7s727dtRFEV9LtetW8fq1atZu3atGg5y9uxZ3nzzTTZu3MicOXMA68hBeWO7LBWV\ni4yM5Icffqj0nIp4/vnn2bx5M6NGjeLFF19k/fr1tGvXDj8/P7KysqrUq6ooKiris88+47nnnqtU\nf9auXYtWq2XdunVs3LgRf39/lixZAsCkSZMqNLbB2l4DBgxg/fr1/O1vf2Px4sVoNBr++c9/0q5d\nOxYvXswzzzyDv78/r7/+OmFhYYBVB1atWsX69euJjo5WQyH+9a9/qcb21atXMRgMeHh4AFaDe+jQ\noQwbNoyffvoJgEOHDuHj48ORI0cAq/6NGDGCyMhItcxPP/2E0WgkOTmZvLw8EhIS6N+/P4mJieTm\n5pKSkkJeXh6HDx8GrOFKQ4cOtTG2ARYsWED37t1Zt24d69evJzs7m40bN9qUOXjwIO7u7qxevZqt\nW7fSo0cPPv/8c7v7tn37dn777Tc2bdrExx9/zMWLF9Vjc+bMoX///mzatIlVq1axc+dOvv32WyZM\nmEB0dDRGoxGAr776Sg3hKL03VZ1fet8HDhxIVFQUzz77LP/85z8xmUx8/fXXJCUlsWbNGqKiohg8\neDDz5s1T63Tx4kWWL1/Oxo0b+eWXXzh27BgJCQmsWrWKFStWqM9PKZW9N4YPH05kZCQPPfQQkydP\nrvb9IhDUBeHhFjg8VYWU9O3bF4CTJ0/Svn179cMaGhpKnz59OHbsGJIk0bNnT9Uoadu2LQMHDkSW\nZdq3b09xcTFFRUW4uLhUWocjR44wc+ZMNBoNGo2GFStWAFav3tChQ9Uh/JtuuonMzExcXFx4//33\nOXDgAL///jsJCQkUFBSo8jp37qx6txuC5ORk2rdvb7d/3LhxvPnmmzz66KN88803jB07tko5M2fO\npE2bNqoH+sKFC1y6dIk33nhDLVNUVMTp06cJDw8HrrfP6dOn+dvf/kbv3r1tPEVffPGF+oEeM2YM\nS5cuJS4ujt69e6tlPvjgA/Lz83nttdcAePDBB4mJiSEqKorff/+dpKQkevXqpZYvbffyHD58mDFj\nxqjtURom8ac//YkZM2aoH+cHHnhA9dgB3HHHHQC0a9cOX19funbtCkD79u3JyckB4Mcff1SNi8qu\ns3LlSgYMGIC3tzcAXbt2JSMjA0mSeO+999i/fz+7d+/m/PnzKIpCYWEhAAEBAQQFBVXZNjWhffv2\nNiEVNeHWW2/lyy+/5MSJE8TExLBv3z4+/vhjli5dSmZmZpV6VRV9+vRR/69MfxYvXkxubq4aGmMy\nmdR7VxU6nU5ts65du5KZmVmj33rvvfei1Wpxd3dnxIgRHDp0iMjISJsye/fuZciQIYDVu5yfn09g\nYCBt2rTh6tWrZGRk8NNPP/H444+zY8cOnnrqKWJiYvi///s/DAYDX3zxBePGjSMtLY1Ro0Zx+PBh\nPDw8GDRoEG5ubkRERPDzzz+TnZ3Nvffey3//+1/y8vLYs2cP06dPt6vz/v37OXnypOopLy4utisz\nYsQI2rVrx2effcbFixc5duyYqp9lOXjwIGPHjsXJyQmA++67j88++4zCwkLi4uJYvHgxAG5ubowf\nP56DBw8ycuRIunTpwt69e7n11ls5cuSI2hE6cOAA7733XpXnh4WF4eHhwejRowG47bbbkGWZM2fO\nsH//fuLj43n00UcB68hFUVGRWt/IyEhkWcbV1VXVxdOnTzNgwAD8/PzUNj106BBQ/XujlJqWEwhq\ngzC4Ba2aUiO51ENdFovFgslkQqfTodPpbI7VNoa4vEc5NTVV/WiVlSVJEoqikJqayhNPPMG9995L\nnz59uOOOO9i/f79aztnZucLr7N27VzVG/P39beJ1q0KSpArvQc+ePTGbzSQkJPC///2PZcuWVTnB\nafbs2axZs4aNGzcydepULBYLbm5uNrGi6enpFXYWunXrxqxZs5g3bx5hYWG0bduWX3/9laSkJNav\nX6965bRaLZs2bVIN7qioKGJiYlixYoV6nxcvXkx8fDx33303t9xyCyaTCUVR1GtVdv80Go2NIZie\nno6iKHb3pvTZKKXs81HZs3HkyBE1BKGy61R2fmFhIdOnT2fo0KH069ePe+65hz179qjnVPZ74uPj\nbTx+1cXsms3mKkdJypORkcFHH33Eiy++SN++fenbty+PPfYYb775Jl9//TUDBw60O6esXpWl1ANa\nStkObGX6Y7FYeOGFF7jtttsAa+hWSUlJtfWuSOdqQtl6WCyWCu/V3r17mT17NmA1KEvrJssykZGR\nHDhwgBMnTjB37lzWrl3Ld999R1hYGC4uLkRERDBv3jwOHDhA//79GTBgAFu3bsVgMHDnnXcCMHz4\ncA4ePEhubi7Tp08nOTmZH3/8kbNnz3LzzTfb1cdsNjN//nw1nj43N9eus7Nlyxa2bdvG5MmTGTVq\nFB4eHqSkpFT4+8veq1JvusVisbuHiqKoOjJhwgS++eYbMjIyGDZsGC4uLly7dg29Xo+npyf5+flV\nnl/+PiuKgkajwWKxMH36dHVkrKSkRO3gAuo7Fmzbuey1ysqu7r1R23ICQW0QISWCG4Lw8HCSk5M5\nefIkYM0yEBMTU+EHrC7ceuutfP3111gsFkpKSnj55ZeJiYmptPypU6fw9vbm8ccfZ9CgQaqxbTab\n7cqWfngURWHIkCFq2EN5Y7tsufJ06NCh0mH+MWPGsGDBAjp06GATW10R4eHhvPrqq6xevZqkpCQ6\nduyIk5OTOtyamprKQw89xG+//Vbh+aNGjSI8PJz3338fsBoCY8aMUePWt2/fzvvvv8+PP/7IlStX\n2L17N5s3b1bjY0s5dOgQDz74IGPHjsXb25vDhw9X2KEoT0REBLt376akpASLxcI777zD7t27GThw\nIF988QUmkwmLxcKWLVuIiIioVl4p586dIzAwUPVoV3adyvj999/Jz89nxowZREZGcuzYMfXcitBo\nNJhMJnr27Kk+DxUZ26XlSklJSbGL260KDw8PDh8+zKeffqo+V0VFRaSmptKtW7cq9crb25ukpCSK\ni4sxmUxVduQq05+BAweyefNmjEYjFouFt956Sw0pqQvl70f57Z07d2KxWMjJyeG7777j9ttvtzk/\nLy+PvLw8dbRhz549qrcbYNiwYaxfv57Q0FB0Oh39+/dnyZIljBgxArAaiP369WPVqlUMGDCAfv36\ncfz4cX799VcGDRoEWOeeHDlyhISEBHr16sWAAQNYsWIFgwYNqrCzNnDgQDZt2oSiKJSUlPDCCy/Y\nhYscOnSI8ePHM2HCBDr+fzt38xJVF8Bx/DtcGZ1ipMg2Fky+VIKCSNo4ulBBIWFAe1HRTHylQIYo\nbCUMIpKLcSLGjSCS4koFEd8ICgpdlPgPCLUoAiNcjAuRyLFaDN7HScfs4Rl8yN9nfe/cM2fOPXPu\nub9zHA4WFxf3bVuFhYU8f/6cb9++EQqFmJ2dxWKxcPLkSbKyspiYmDDrYW5uDqfTaX7vlZUVpqam\nqKys3FM3vzs/GAyaUZvFxUXi4uJIS0sjPz+f6elpNjY2gHB0r6urK8qvG+Z0OllaWuLLly8AZuRr\npx6i9Ru728K/7V9EDqIZbjkWTp06RW9vL319fXz9+hWLxYLX68XhcETkjX8n2qLJtrY2/H6/Oetb\nWlpKSUkJCwsL+35Ofn4+MzMz3Lp1C5vNRmZmJqdPn47ITO5ISkri8uXLVFdXMzg4GDU+c9BxRUVF\njI6O7jvDWV5ezsDAwKG3q3M4HDQ3N+P1ehkeHsbn8/HkyRNGR0cJhULcvXs3Ii7wq0ePHlFXV8eL\nFy94/fr1nq0A8/LyyMrKYnx8nLGxMc6ePcuDBw/MP7wbN27Q2tpKIBBgaGgIwzDIzs7et+6AiMV1\n169fZ3V1lYaGBn78+MGVK1eoqakhFAoRCAS4ffs229vbZGZm0tHRcaj6gMisKhD1Ort3ZtktPT2d\nwsJCqqqqsNvtnD9/npSUFD59+oTVat1zfHFxMW1tbfT19R2Yuf/1uDdv3piDv8OIi4sjEAjQ399P\nZWUlNpsNi8WC2+02F8ZGu6/OnTtHTk4O1dXVnDlzhtzcXN69e7fvdaLdPy6Xi0AgQH19Pd+/f+fS\npUvcv38f4MBFk9GkpqZiGAaNjY08e/aMoqIiOjs76ezsBMJxjMbGRjY3N831AvDPokm73W4OjLe2\ntvjw4YMZL4Jw211bWzPz3i6Xi5cvX0bEUoqLi3n16hW5ubkkJCRw8eJFEhMTzdlau93OhQsXsNls\nGIaB0+mkp6fHjMjsLs/Nmzfp6OjA7/dTW1tLKBTi6tWrNDQ0RHzv+vp6ent7mZmZwTAMMjIyeP/+\nPRBuu5OTkzx9+hS3283Hjx+5c+cONpuN5ORk8yGyu7sbn8/H7OwsW1tbXLt2DbfbDYDVaqW0tJTl\n5WUzerGwsBCxdWK08z9//kx8fDzz8/P09/eTkJCAz+fDMAwqKipYW1ujpaUFCO+stLM2IZr09HQ8\nHg/t7e2cOHEiIgpyUL9RUFBg9oF/0r+IHJZlfX1d70lEjoHHjx+Tl5dHWVnZURdFjsDGxgatra2M\njIxEvIqH8Mx3d3c3AwMDR1S6o3fv3j2qqqr+6IHkb/P27VuCwSDl5eUA+P1+rFYrHo8nZtdcXV2l\ntrb2f723u8h/QZESkWPC4/EwNTUVsehIjo/BwUEePny4Z7AtsiM1NZW5uTnq6uqoqakhGAzS1NR0\n1MUS+StohltEREREJIY0wy0iIiIiEkMacIuIiIiIxJAG3CIiIiIiMaQBt4iIiIhIDGnALSIiIiIS\nQxpwi4iIiIjE0E/MjCrMBL8/xwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x22875068f60>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot cumulative change in contribution to electricity fuel mix\n",
"plt.figure(figsize=(10,10))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.title('Cumulative Change in Contribution to U.S. Electricity Generation by Fuel', fontsize=14, y=0, weight='bold')\n",
"plt.tight_layout()\n",
"plt.subplots_adjust(wspace=0.23)\n",
"\n",
"def func1(x, pos): \n",
" s = '{:.2f}'.format(x* 100)\n",
" return s\n",
"\n",
"def func2(x, pos): \n",
" s = '{:.0f}'.format(x * 100)\n",
" return s\n",
"\n",
"\n",
"for x in range(4):\n",
" for y in range(4):\n",
" if df_counter > 12:\n",
" continue\n",
" else:\n",
" if sp_counter == 0 or sp_counter == 2:sp_counter += 1\n",
" ax=plt.subplot(5,3, sp_counter + 1)\n",
" plt.plot(df_pct_change[df_pct_change.columns[df_counter]].index, \n",
" df_pct_change[df_pct_change.columns[df_counter]],\n",
" color=tableau20[sp_counter])\n",
" plt.title(df_pct_change.columns[df_counter], fontsize=12, weight='bold')\n",
" y_format = tkr.FuncFormatter(func) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" ax.grid(False)\n",
" ax.spines['bottom'].set_visible(True)\n",
" ax.spines['bottom'].set_color('grey')\n",
" ax.set_xlim('2001-11-01','2017-12-01')\n",
" if df_pct_change[df_pct_change.columns[df_counter]].mean() < -0.05:\n",
" y_format = tkr.FuncFormatter(func2) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" elif df_pct_change[df_pct_change.columns[df_counter]].mean() > 0.1:\n",
" y_format = tkr.FuncFormatter(func2) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" else:\n",
" y_format = tkr.FuncFormatter(func1) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" plt.yticks(fontsize=14)\n",
" if df_pct_change.columns[df_counter] in ['Solar', 'All Fuels']:\n",
" plt.ylim(0)\n",
" plt.xticks(rotation=45, fontsize=14)\n",
" if df_pct_change.columns[df_counter] not in ['Other', 'Petcoke', 'Petroleum Liquids']:\n",
" plt.xticks([''])\n",
" if df_pct.columns[df_counter] == 'Geothermal':\n",
" plt.ylim(ymax=0.0004)\n",
" if df_pct.columns[df_counter] == 'Other Gases':\n",
" plt.ylim(ymax=0.002)\n",
" if df_pct.columns[df_counter] == 'Wind':\n",
" plt.ylim(ymax=0.08)\n",
" if df_pct.columns[df_counter] == 'Petroleum Liquids':\n",
" plt.ylim(ymax=-0.02)\n",
" df_counter += 1\n",
" sp_counter +=1\n",
"\n",
"plt.text(-2.69, 2.93 , 'Cumulative Change in Contribution to US Electricity Generation Since 2001', ha='center', va='center', rotation='vertical', \n",
" transform=ax.transAxes, fontsize=14, weight='bold') \n",
"\n",
"plt.text(-1.85, -0.55, \"From: chart-it (MikeRAzar.com/chart-it) | Source: http://www.eia.gov/opendata\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/US electric fuel mix 2_Jan2018/cum_chg_4.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Primary Coal Exports, United States, Annual']"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# search relevant EIA coal export datasets\n",
"EIA.search_by_keyword(keyword='coal exports United States',\n",
" filters_to_remove=['AEO','quarterly', 'price'],\n",
" filters_to_keep='primary',\n",
" rows=5000,\n",
" return_list=True)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Total consumption : coal : United States : all sectors : annual']"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# search relevant EIA coal consumption datasets\n",
"EIA.search_by_keyword(keyword='coal consumption United States',\n",
" filters_to_remove=['AEO','quarterly', 'price', 'expenditures', 'monthly', 'btu'],\n",
" filters_to_keep=['total', 'all sectors'],\n",
" rows=5000,\n",
" return_list=True)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# load EIA datasets on coal consumption and coal exports\n",
"df_cons = EIA.data_by_keyword(keyword='coal consumption United States',\n",
" filters_to_remove=['AEO','annual', 'price', 'expenditures', 'monthly', 'btu'],\n",
" filters_to_keep=['total', 'all sectors'],\n",
" rows=5000)\n",
"\n",
"df_exp = EIA.data_by_keyword(keyword='coal export',\n",
" filters_to_remove=['AEO','annual', 'price'],\n",
" filters_to_keep=['Quarterly', 'all terminal', 'total world'],\n",
" rows=5000)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# load into dataframe\n",
"df_cons = pd.DataFrame(df_cons)\n",
"df_exp = pd.DataFrame(df_exp)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# convert index into datetime object\n",
"df_cons.index = pd.date_range('3/1/2001', periods=67, freq='Q')"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# convert index into datetime object\n",
"df_exp.index = pd.date_range('3/1/2000', periods=70, freq='Q')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# join dataframes\n",
"df_joined = df_cons.join(df_exp)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# modify df to use 12m trailing sum\n",
"df_joined = df_joined.rolling(window=4).sum()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"df_joined.iloc[:,0] = df_joined.iloc[:,0] * 1000"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
" df_joined.columns = ['Total consumption : coal : United States : all sectors : quarterly (short tons)', \n",
" 'Export quantity : all coal : total world : all terminals : quarterly (short tons)']"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# calculate cumulative change in coal consumption and exports\n",
"df_joined.iloc[:,1] = df_joined.iloc[:,1].diff().cumsum() \n",
"df_joined.iloc[:,0] = df_joined.iloc[:,0].diff().cumsum()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# set 2001 initial value to 0\n",
"df_joined.iloc[3,1] = 0\n",
"df_joined.iloc[3,0] = 0"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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ZPArylNsgj5rUuh69pFtyKKn97W9/i7Nnz+LVV1/FlStXsHHjRixbtgwbN25EVFQUPvvs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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x228757c9f98>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plotting U.S. coal consumption and exports\n",
"def func(x, pos): \n",
" s = '{:0,.0f}'.format(x / 1000000)\n",
" return s\n",
"\n",
"ax = df_joined.plot(kind='line', figsize=(10,6), x_compat=True)\n",
"plt.yticks(fontsize=14)\n",
"plt.xticks(fontsize=14)\n",
"ax.set_ylabel('Trailing 12-Months (Million Short Tons)', fontsize=14, weight='bold')\n",
"ax.legend(['US Coal Consumption', 'US Coal Exports'], fontsize=14, loc='lower center', ncol=2)\n",
"plt.ylim(-350000000, 100000000)\n",
"\n",
"y_format = tkr.FuncFormatter(func) # make formatter\n",
"ax.yaxis.set_major_formatter(y_format)\n",
"ax.grid(False)\n",
"\n",
"ax.xaxis.set_major_locator(mdates.YearLocator())\n",
"\n",
"ax.spines['bottom'].set_visible(True)\n",
"ax.spines['bottom'].set_visible(True)\n",
"ax.spines['bottom'].set_color('grey')\n",
"ax.set_xlim('2001-11-01','2017-9-30')\n",
"\n",
"plt.axhline(0, color='grey', linewidth=0.7)\n",
"\n",
"plt.text(0.13, -0.18, \"From: chart-it (MikeRAzar.com/chart-it) | Source: http://www.eia.gov/opendata\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/US electric fuel mix 2_Jan2018/coal_chg_3.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Export quantity : all coal : Iraq : all terminals : quarterly',\n",
" 'Export quantity : all coal : Oman : all terminals : quarterly',\n",
" 'Export quantity : all coal : Togo : all terminals : quarterly',\n",
" 'Export quantity : all coal : Peru : all terminals : quarterly',\n",
" 'Export quantity : all coal : India : all terminals : quarterly',\n",
" 'Export quantity : all coal : Italy : all terminals : quarterly',\n",
" 'Export quantity : all coal : Egypt : all terminals : quarterly',\n",
" 'Export quantity : all coal : Japan : all terminals : quarterly',\n",
" 'Export quantity : all coal : Qatar : all terminals : quarterly',\n",
" 'Export quantity : all coal : Spain : all terminals : quarterly',\n",
" 'Export quantity : all coal : Chile : all terminals : quarterly',\n",
" 'Export quantity : all coal : Malta : all terminals : quarterly',\n",
" 'Export quantity : all coal : Gabon : all terminals : quarterly',\n",
" 'Export quantity : all coal : China : all terminals : quarterly',\n",
" 'Export quantity : all coal : Libya : all terminals : quarterly',\n",
" 'Export quantity : all coal : Kenya : all terminals : quarterly',\n",
" 'Export quantity : all coal : Aruba : all terminals : quarterly',\n",
" 'Export quantity : all coal : Kuwait : all terminals : quarterly',\n",
" 'Export quantity : all coal : Israel : all terminals : quarterly',\n",
" 'Export quantity : all coal : Brunei : all terminals : quarterly',\n",
" 'Export quantity : all coal : Brazil : all terminals : quarterly',\n",
" 'Export quantity : all coal : Belize : all terminals : quarterly',\n",
" 'Export quantity : all coal : Canada : all terminals : quarterly',\n",
" 'Export quantity : all coal : Sweden : all terminals : quarterly',\n",
" 'Export quantity : all coal : Jordan : all terminals : quarterly',\n",
" 'Export quantity : all coal : Poland : all terminals : quarterly',\n",
" 'Export quantity : all coal : Greece : all terminals : quarterly',\n",
" 'Export quantity : all coal : Guyana : all terminals : quarterly',\n",
" 'Export quantity : all coal : France : all terminals : quarterly',\n",
" 'Export quantity : all coal : Norway : all terminals : quarterly',\n",
" 'Export quantity : all coal : Serbia : all terminals : quarterly',\n",
" 'Export quantity : all coal : Russia : all terminals : quarterly',\n",
" 'Export quantity : all coal : Panama : all terminals : quarterly',\n",
" 'Export quantity : all coal : Mexico : all terminals : quarterly',\n",
" 'Export quantity : all coal : Latvia : all terminals : quarterly',\n",
" 'Export quantity : all coal : Angola : all terminals : quarterly',\n",
" 'Export quantity : all coal : Turkey : all terminals : quarterly',\n",
" 'Export quantity : all coal : Taiwan : all terminals : quarterly',\n",
" 'Export quantity : all coal : Morocco : all terminals : quarterly',\n",
" 'Export quantity : all coal : Ireland : all terminals : quarterly',\n",
" 'Export quantity : all coal : Lebanon : all terminals : quarterly',\n",
" 'Export quantity : all coal : Tunisia : all terminals : quarterly',\n",
" 'Export quantity : all coal : Liberia : all terminals : quarterly',\n",
" 'Export quantity : all coal : Bermuda : all terminals : quarterly',\n",
" 'Export quantity : all coal : Bolivia : all terminals : quarterly',\n",
" 'Export quantity : all coal : Bahamas : all terminals : quarterly',\n",
" 'Export quantity : all coal : Iceland : all terminals : quarterly',\n",
" 'Export quantity : all coal : Jamaica : all terminals : quarterly',\n",
" 'Export quantity : all coal : Croatia : all terminals : quarterly',\n",
" 'Export quantity : all coal : Curacao : all terminals : quarterly',\n",
" 'Export quantity : all coal : Hungary : all terminals : quarterly',\n",
" 'Export quantity : all coal : Eritrea : all terminals : quarterly',\n",
" 'Export quantity : all coal : Nigeria : all terminals : quarterly',\n",
" 'Export quantity : all coal : Finland : all terminals : quarterly',\n",
" 'Export quantity : all coal : Romania : all terminals : quarterly',\n",
" 'Export quantity : all coal : Algeria : all terminals : quarterly',\n",
" 'Export quantity : all coal : Grenada : all terminals : quarterly',\n",
" 'Export quantity : all coal : Ecuador : all terminals : quarterly',\n",
" 'Export quantity : all coal : Austria : all terminals : quarterly',\n",
" 'Export quantity : all coal : Andorra : all terminals : quarterly',\n",
" 'Export quantity : all coal : Belgium : all terminals : quarterly',\n",
" 'Export quantity : all coal : Armenia : all terminals : quarterly',\n",
" 'Export quantity : all coal : Ukraine : all terminals : quarterly',\n",
" 'Export quantity : all coal : Uruguay : all terminals : quarterly',\n",
" 'Export quantity : all coal : Vietnam : all terminals : quarterly',\n",
" 'Export quantity : all coal : Bulgaria : all terminals : quarterly',\n",
" 'Export quantity : all coal : Thailand : all terminals : quarterly',\n",
" 'Export quantity : all coal : Slovakia : all terminals : quarterly',\n",
" 'Export quantity : all coal : Suriname : all terminals : quarterly',\n",
" 'Export quantity : all coal : Honduras : all terminals : quarterly',\n",
" 'Export quantity : all coal : Malaysia : all terminals : quarterly',\n",
" 'Export quantity : all coal : Pakistan : all terminals : quarterly',\n",
" 'Export quantity : all coal : Slovenia : all terminals : quarterly',\n",
" 'Export quantity : all coal : Portugal : all terminals : quarterly',\n",
" 'Export quantity : all coal : Paraguay : all terminals : quarterly',\n",
" 'Export quantity : all coal : Mongolia : all terminals : quarterly',\n",
" 'Export quantity : all coal : Dominica : all terminals : quarterly',\n",
" 'Export quantity : all coal : Cameroon : all terminals : quarterly',\n",
" 'Export quantity : all coal : Colombia : all terminals : quarterly',\n",
" 'Export quantity : all coal : Barbados : all terminals : quarterly',\n",
" 'Export quantity : all coal : Hong Kong : all terminals : quarterly',\n",
" 'Export quantity : all coal : Singapore : all terminals : quarterly',\n",
" 'Export quantity : all coal : Indonesia : all terminals : quarterly',\n",
" 'Export quantity : all coal : Nicaragua : all terminals : quarterly',\n",
" 'Export quantity : all coal : Guatemala : all terminals : quarterly',\n",
" 'Export quantity : all coal : Gibraltar : all terminals : quarterly',\n",
" 'Export quantity : all coal : Argentina : all terminals : quarterly',\n",
" 'Export quantity : all coal : Lithuania : all terminals : quarterly',\n",
" 'Export quantity : all coal : Australia : all terminals : quarterly',\n",
" 'Export quantity : all coal : Venezuela : all terminals : quarterly',\n",
" 'Export quantity : all coal : Kazakhstan : all terminals : quarterly',\n",
" 'Export quantity : all coal : Mozambique : all terminals : quarterly',\n",
" 'Export quantity : all coal : Costa Rica : all terminals : quarterly',\n",
" 'Export quantity : all coal : Montenegro : all terminals : quarterly',\n",
" 'Export quantity : all coal : Madagascar : all terminals : quarterly',\n",
" 'Export quantity : all coal : Guadeloupe : all terminals : quarterly',\n",
" 'Export quantity : all coal : Luxembourg : all terminals : quarterly',\n",
" 'Export quantity : all coal : Azerbaijan : all terminals : quarterly',\n",
" 'Export quantity : all coal : Saint Lucia : all terminals : quarterly',\n",
" 'Export quantity : all coal : Switzerland : all terminals : quarterly',\n",
" 'Export quantity : all coal : Ivory Coast : all terminals : quarterly',\n",
" 'Export quantity : all coal : total world : all terminals : quarterly',\n",
" 'Export quantity : all coal : El Salvador : all terminals : quarterly',\n",
" 'Export quantity : all coal : Philippines : all terminals : quarterly',\n",
" 'Export quantity : all coal : Netherlands : all terminals : quarterly',\n",
" 'Export quantity : all coal : New Zealand : all terminals : quarterly',\n",
" 'Export quantity : all coal : Afghanistan : all terminals : quarterly',\n",
" 'Export quantity : all coal : Turkmenistan : all terminals : quarterly',\n",
" 'Export quantity : all coal : Saudi Arabia : all terminals : quarterly',\n",
" 'Export quantity : all coal : South Africa : all terminals : quarterly',\n",
" 'Export quantity : all coal : New Caledonia : all terminals : quarterly',\n",
" 'Export quantity : all coal : Faroe Islands : all terminals : quarterly',\n",
" 'Export quantity : all coal : Cayman Islands : all terminals : quarterly',\n",
" 'Export quantity : all coal : Czech Republic : all terminals : quarterly',\n",
" 'Export quantity : all coal : United Kingdom : all terminals : quarterly',\n",
" 'Export quantity : all coal : Congo (Kinshasa) : all terminals : quarterly',\n",
" 'Export quantity : all coal : Equatorial Guinea : all terminals : quarterly',\n",
" 'Export quantity : all coal : Dominican Republic : all terminals : quarterly',\n",
" 'Export quantity : all coal : Congo (Brazzaville) : all terminals : quarterly',\n",
" 'Export quantity : all coal : Antigua And Barbuda : all terminals : quarterly',\n",
" 'Export quantity : all coal : Trinidad And Tobago : all terminals : quarterly',\n",
" 'Export quantity : all coal : Netherlands Antilles : all terminals : quarterly',\n",
" 'Export quantity : all coal : United Arab Emirates : all terminals : quarterly',\n",
" 'Export quantity : all coal : Saint Kitts And Nevis : all terminals : quarterly',\n",
" 'Export quantity : all coal : Bosnia And Herzegovina : all terminals : quarterly',\n",
" 'Export quantity : all coal : British Virgin Islands : all terminals : quarterly',\n",
" 'Export quantity : all coal : Holy See (Vatican City) : all terminals : quarterly',\n",
" 'Export quantity : all coal : Turks And Caicos Islands : all terminals : quarterly',\n",
" 'Export quantity : all coal : Denmark (Except Greenland) : all terminals : quarterly',\n",
" 'Export quantity : all coal : Germany, Federal Republic Of : all terminals : quarterly',\n",
" 'Export quantity : all coal : British Indian Ocean Territory : all terminals : quarterly',\n",
" 'Export quantity : all coal : South Korea (Republic Of Korea) : all terminals : quarterly',\n",
" 'Export quantity : all coal : French Southern And Antarctic Lands : all terminals : quarterly',\n",
" 'Export quantity : all coal : Tanzania (United Republic Of Tanzania) : all terminals : quarterly']"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# search relevant EIA datasets for coal exports by country\n",
"EIA.search_by_keyword(keyword='export quantity all coal all terminals',\n",
" filters_to_remove=['steam', 'annual'],\n",
" rows=30000,\n",
" return_list=True)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# get data from EIA\n",
"df_country = EIA.data_by_keyword(keyword='export quantity all coal all terminals',\n",
" filters_to_remove=['steam', 'annual'],\n",
" rows=30000)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# load EIA dataset into pandas dataframe\n",
"df_c = pd.DataFrame(df_country)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# convert index into datetime object\n",
"df_c.index = pd.date_range('3/1/2000', periods=70, freq='Q')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"df_c = df_c.fillna(0)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"largest_importers = df_c.rolling(window=4).sum().iloc[-1].sort_values(ascending=False)[0:13].index"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# calculate top 12 markets by share of incremental coal exports\n",
"markets_decreased = (df_c.rolling(window=4).sum().iloc[-1] - df_c.rolling(window=4).sum().iloc[52]).sort_values(ascending=True)[0:13].index"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# calculate top 12 markets by share of incremental coal exports\n",
"markets_increased = (df_c.rolling(window=4).sum().iloc[-1] - df_c.rolling(window=4).sum().iloc[66]).sort_values(ascending=False)[0:13].index"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# slice dataframe by top 12 markets\n",
"df_c_largest_decrease = df_c[markets_decreased]\n",
"df_c_largest_importers = df_c[largest_importers]\n",
"df_c_largest_increase = df_c[markets_increased]"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(Index(['Export quantity : all coal : total world : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : United Kingdom : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : China : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Italy : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Turkey : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Netherlands : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : France : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Canada : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Brazil : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Morocco : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : South Korea (Republic Of Korea) : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Chile : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Switzerland : all terminals : quarterly (short tons)'],\n",
" dtype='object'),\n",
" Index(['Export quantity : all coal : total world : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Netherlands : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : South Korea (Republic Of Korea) : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Brazil : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Japan : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : India : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Canada : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Germany, Federal Republic Of : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Mexico : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : China : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Italy : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Ukraine : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : United Kingdom : all terminals : quarterly (short tons)'],\n",
" dtype='object'),\n",
" Index(['Export quantity : all coal : total world : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : South Korea (Republic Of Korea) : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Japan : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : China : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : India : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : France : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : United Kingdom : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Morocco : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Mexico : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Turkey : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Germany, Federal Republic Of : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Guatemala : all terminals : quarterly (short tons)',\n",
" 'Export quantity : all coal : Egypt : all terminals : quarterly (short tons)'],\n",
" dtype='object'))"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"markets_decreased,largest_importers, markets_increased"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# create list to rename columns\n",
"cols_largest_decrease = ['Total', 'UK', 'China', 'Italy', 'Turkey', 'Netherlands', 'France','Morocco', 'Canada', 'South Korea', \n",
" 'Chile', 'Switzerland', 'Austria']\n",
"cols_largest_importers = ['Total', 'Netherlands', 'South Korea', 'Brazil', 'Japan', 'India', 'Canada', 'Germany', 'Mexico',\n",
" 'China', 'Italy', 'Ukraine', 'UK']\n",
"cols_largest_increase = ['Total', 'South Korea','Japan', 'China', 'India', 'France', 'UK', 'Morocco', 'Mexico', 'Turkey', \n",
" 'Germany', 'Guatemala', 'Egypt']"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# rename columns\n",
"df_c_largest_decrease.columns = cols_largest_decrease\n",
"df_c_largest_importers.columns = cols_largest_importers\n",
"df_c_largest_increase.columns = cols_largest_increase"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# create new dataframe with cumulative change in exports by country\n",
"df_c_largest_decrease_ch = df_c_largest_decrease.rolling(window=4).sum() - df_c_largest_decrease.rolling(window=4).sum().iloc[51]\n",
"df_c_largest_increase_ch = df_c_largest_increase.rolling(window=4).sum() - df_c_largest_increase.rolling(window=4).sum().iloc[66]"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# rename columns\n",
"dc_c_largest_decrease_ch = df_c_largest_decrease[cols_largest_decrease]\n",
"dc_c_largest_increase_ch = df_c_largest_increase[cols_largest_increase]"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# del Total columns\n",
"del df_c_largest_decrease['Total']\n",
"del df_c_largest_importers['Total']\n",
"del df_c_largest_increase['Total']"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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yyy8DQL1WX/rggw/w4IMPoqCgADqdDvPnzzd5jQkTJkAqleLUqVNQqVSYNGkSxo0bV+fX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cAAAg\nAElEQVSY0Z6/XcGtrwqWUJB+TP84lzM4Aa1ZvSOipLiQHPUYSnajSDK2ftM7OPAupijIAarY8cor\nr5CWlkZMTAwZGRkBGYPQs2RVZbHqh1WUWtQLfsdFj1Nt4d1ZgnXBjI0e67WgMdoQTWpE78ihFASh\ndSmGEQRJwexs/BonZ784H7cdIlITQ3IPzZn2GwU//vjjAJSWlrJ//372799PRkYG3377Ld9++y0A\nOp2O4cOH89prr/m7jCC0WVPt6LMF2hWNAUfEEE/bZUro0HXtMWOwDLgW09F/oq3P83mMsXgnruAE\nnFHDOnSPriQ5G1X/Lt3l4MGDbNmyhXfffZd33nmn2+8v9Dwl5hIe+v4hGpwNqv5gbTBLxizpsvtO\nip/kFUhPSZjSo3/uFQSh/RL1A5kp/5RtDZuw/FgSD2CveQfhmsgOldnraq2+C8XHxzN79mweeeQR\nVq5cydy5czGZTCiKgt1u5+BB39s4C0JbSU4L+uLdBJ3+UtVvjxoO8tnvem5DJIqs9zrfMuAaLEkz\ncRm9C8E7wgZhGXA1yBoaU27CHpmKW2NEwbvaR/Cpz5EtFZ3wjDpXIPKj7XY7Tz75JA8++CBhYedf\nxky4MPz75L+9guih4UN5Y8YbXboFt6/dEUV+tCBcmCK1MUwPmY3mnLleN252NHyJxe1/o7ZA8Tsj\n7XA4yMrKYv/+/Rw4cIDMzEwsFotn0WFSUpInxUMQOkpbdZjgU5/7zGc+N60DAEnCGZqErvZsjWlL\n0lXY45p+TrYnTAC3E8llB7cdJBlFF3q2RJ7WiCXlxqa/FQVNQz6mI+8hKe6my7vtBB//Nw0j5oHG\n0PlPtoPkAORHr1+/nqSkJGbNmtXt9xZ6JkVR2FK4RdV3w8Ab+M3o36DXeH/B7UwDQwcyMHQgufW5\nAITqQrk09tIuvacgCIEToY1mkmk63zeefc+xKmb2mb/n8pCe9bnkN5C+6qqrcDiagpszKRxjxoxh\n7NixjB49moiIiPO68aZNm1ixYoWq74orrmDNmjXndV2hF1EUgvK+9BlEO4MTcJm8F7dak65EdjQg\n2eux9Z2CPb7Zh6msRZG1QCu7mEkSrtD+WPvPIuj0Zk+3xlqFsfA7rP2v6sgz6hKBmJHetGkTlZWV\nTJ/elDfucDhwu91Mnz6drVu3dvt4hMDLrs5W5UUbNAbuH3V/lwfR0FQdavn45fzpwJ+wuqz8evSv\nMWp7zxbCgiC0X399MlXOCg7bzq7PKXTkYnfb0Ms9Z7LLbyBtt9uRJImgoCBSUlLQaDRkZ2eTna1e\nDCZJEn/5y1/afeOTJ08yY8YM/ud//sfTZzD0nH8YoetJzkZkR6OqT5E0OKKG/1hFwzv9wh0UQ8PI\nzqsMYI8dj6axWFUtRF+2B3vcONzGqE67z/kIRMWOV199Fafz7GKPd999l5ycHJ544oluH4vQM3xV\n8JWqPSV+CsHa7tt2e2TUSN666q1uu58gCIE3JmgChY5c6t21QFOKR5Ejj4GGIa2c2X1aLLmhKApm\ns7nFPOiObh1+6tQpUlJSiImJ6dD5Qu8n2+pUbZchgsbhc1F03ffhjCRh6X8N2rrTyPam8UiKG2P+\nN5iH/Ff3jcMPydEYkLztPn3Um1yEhoZiMBhISkrq9rEIgedSXHxT9I2qb2bizACNRhCEi4UsyfTT\nDyLHesDTV+A41TsC6Y8++qhLb3zq1ClmzhRvxBcz2VararuDYro3iD5Do8PabwbBJ89u+qCrOYam\nLhdX2MCOXVNRkM2laBsKcRujcIYP6tBl9OUHPDncgM8FlYLQ1TIqMqi0VnraQdogLkvwXgAoCILQ\n2ZJ06kC62JGPU3GglXQBHNVZfgPp+vp6hg4d2q6L5ebmMnDgwFaPczgcFBQUsGPHDtatW4eiKMyc\nOZN7770Xvb7r8+2EnkGyNwuk9YGrDuGIGo6zdA/axiJPX1DelqY0kuYlthQFXXkG+vIDKIZw7LHj\ncP4YcMvmUnTVR9FV5aCxVXtOscVPwJp0lc90Fb8UN/qyA6oue2zn7hrXVgsXLgzIfYWeofkiwysS\nrsDQgxbkXsycTicvvvgiGzduRFEUZs2axdKlS8VnqXDBiNTEECyHYHY3VQxy4aLYUUCSvmMTVJ3N\nbyA9d+5chg0bxjXXXMOUKVMYNMj3gI8ePcr+/fv55ptvyMjIYOfOna3eNC8vD5fLRVBQEH/84x8p\nLCzk2WefxWw2q3KmhQvbmVSKM9z68ACNBJAkrP1nEZKzwdOlsZQTfOxfmJNvUFXx0JftIyjvx1J9\n5hJ01UdwGaOQXDavnO8zDKU/oGiDsPWd0uYhaWuOITvqPW1F1mFvXslEELqY0+1ka5F6genMfuLX\nxJ5i7dq1bN26lTVr1iBJEitWrOCNN94QX36FC4YkSfTTDeSoLcvTV+A41fMD6ddff50///nPrF27\nlhdffBGDwUDfvn0JCQnB5XJRU1NDZWUlNpsNRVEYM2YM69ata9NNk5OT2bx5s6fyx9ChQ1EUhUcf\nfZSlS5deWLslup1NM5pi4wAvXqkdhgAG0oArpC/26JHoz9ldUVd7kpCcv9M45GYUQziautMY877y\nOldjrWr1+sbCbSjaIOxx49s0HkPZPlXbET0CRKUCoZvtLd9Ljb3G0w7VhTIhbkIARyScUV9fzwcf\nfMBzzz3H2LFjAViwYAFffvllK2cKQu+SpB+sCqSL7KdxBbvQSJoAjqqJ34h19OjRrF+/nszMTDZv\n3swPP/xAbm4ubndTvqYsy6SkpJCWlsZ1113X7jSQ5uXzBg4ciNPppKam5sJYgKgo6Ev3YCzcDooL\ny8DZ3nWRL3Jys9QOJZAz0j+yJl2Jtj5fNVuusZQTmrUeR+QwtLUnkFDadC1FkkHSqMr7GU9vAsXd\nVPu6hTQP2VKJtu60qs8W1/nbLwtCa3aU7FC1r+hzBTq5Z+QmXuwOHDiA0Whk4sSJnr7rr7+e66+/\nPoCjEoTOF62JwygFYVWadvl14KDUWUhfXf8Aj6yVqh3QFFCPHt0UACqKQm1tLYqiEB4ejix3bJb1\nm2++4emnn+bTTz9Fp2t6Qz569CihoaFER18Ai6ncLoJOf6EqqWbM24IjeqSYmT5DUbyqdrgNgd9B\nT9GF0DB8LsHH/oXWXOLpl9wO9JVZXsc7wgahrcv1BNeKrMcZPhBHRAqOiKFoLOWYjvwTSWkqJScB\nQXlfomkoxDJwNvipwatvNhvtDEnEHdzztkYVLmyKovB9yfeqvul9pwdoNEJzhYWFJCQksGnTJt58\n800sFgszZ85k0aJFns9WQbgQyJJMom4gJ+w5nr48+8neEUifS5Kk896IBWD8+PEoisJTTz3F/Pnz\nyc/PZ+3atdxxxx0dLqfXU0hOC8HHPkDbUKDql11WZFstbmNkgEbWs0guK5Lb7mkrshalG2vStkTR\nh9CY+kuCT32Krvqo3+OsfadiS5yKZKtFW3catyEMV0gSyGd/anKFJmFOuZHgYx+oZrL1VYfQmMsw\nJ9+AOzhWfWGX3Stot4vZaCEATtWfUm3Copf1pMWI/y/2FI2NjRQVFfH++++zfPlyzGYzTz/9NC6X\ni6VLlwZ6eILQqZL0g1SBdK79KLHaBJINqQEcFQRkejQiIoK1a9dSUlLC3LlzWb16NTfddBPz588P\nxHA6j6IQdOJjryD6DLkNebQXC6l5frQ+rH0VLbqaRoc5+WdY+l2JWxfi9bAjYgi2vpcDoBjCccSO\naSqVJ3vnazkjUjCn/AxFVs8+a6wVhBx6C31JOijnBNmVWUgum6ft1gbjiBzWSU9MENruu5LvVO1L\nYy8VOwr2IFqtlsbGRp544gnGjRvHlClTWLx4MR9++KEnDVMQLhRx2r4ESSZV3w/mbeTajwdoRE0C\ntqpv2LBhvPLKK4G6fZfQ1Oejq8v1+7hsrQSSu208PVnz/OiAVuzwR5Kw95mEPWEC2rpcdBVZaCzl\nOEMS213Kzhk5lIYR8wg+8SGaczZYkRQXQflfo6s5jjn5BhRtMPrSvapz7XHjQL6AFuAKvcbOUnUV\nJlE7umeJiYlBo9HQr18/T9+AAQOw2WxUV1dfGKmSgvAjWZKZbJrB1ob/4ObsF8Xdjd9gkAz00QVm\nwzCRsNuJDMUtl/4TM9JneedH98BA+gxJxvn/2bvv8CjK7Q/g35nZvuk9BAghJKGDlGChSQcRlPLD\nil4uTUQl2JArggjYuAgCIlJEKSKgXixUQRGRIiAtBEJPAimQns3Wmfn9EbLJJNlkk2xJyPk8z30e\n5t0pJ1yXPXn3vOf1bg595DAUtP03DJXUNldGUPujoNVYmPzblHtNlp8ETeJWyHIvgyu18YXIsDAF\n2tflgxBHyjXl4lyZEqMHgimRrkvatWsHnudx+XLJjNy1a9eg1Wrh7V2H/00lpIaC5WF4SNsfDEom\nskSI+Kew6tbLzmJ3In3nzh3k5hbNIh48eBD//e9/8dtvv1VxVcPB6tIgz7smGTOGdJMc29MiraEo\n37HD/QsNXYJTQN/8URQ2HwaxzIYWssI0aC5LdxQ1+8ZAVHi6MkJCAABH049KZn0ivSIRoglxY0Sk\nrKZNm6Jnz56YO3cuEhIS8M8//2DZsmUYPnz4vdVGlpBSwhTheEDbRzKWJ+TAIOjdEo9difSRI0cw\nYsQIHD58GPHx8Xjttdesixu+++47Z8dYL6jKzEZbPBrDFNBeMkYz0iXq1Yy0E5j9WyO/7b9h8Wgs\nGWdEXnJsCursyrAIsforXdqt48EQ+zcTIq7z7rvvIioqClOmTMHrr7+O3r1748UXX3R3WIQ4VVNF\nJHw5aelSDu+eHMuuRPqzzz4Dz/PQarX46aefIJPJ8J///AdarRZbtmxxdox1HqvPhCz7omTMGPoA\nBKVPUS/h4vPMBUCpRWQNWb2okXYyUeEFXdQo8Cq/Cl+3aELAe4S5OCpCinYzPJp+VDL2YDAl0nWR\nVqvFrFmz8Ntvv+HXX39FXFwctb4jDYI3J/3szK3LifSNGzfQqVMn9OjRA0eOHEHr1q0xbNgwtGvX\nDqmpqc6Osc5Tph1B6WVnvCYIFu/mAMtBUErbBbKGbNcGV0eV69pRB3pIu4VMhcIWI8t19AAAU3Dn\nutXJhDQI6YXpeO/Ee8gvtT29t8Ibrf1auzEqQgiR8imTSLtrRtquIiq1Wo38/HxcuXIFqampGDJk\nCMxmM5KTk+Hl1UAToLsYix7yUltKA4Ah9EFrAiQofSW10ZwhC4K2gdcZ8iawvMF6KDIsxApazDUU\ngtofhc2HQnv5+5IxmQZmv1ZujIo0FEn5STiUdggZ+gzcNtzG4fTDMJb55uz+oPvrxFa8hBBSrK7M\nSNuVSN93333Yv38/xo4dC5Zl0bdvX7zzzjtISUnBiBEjnB1jnSbLvghGLFmQwyt9YPEt2S5dUPkD\nuVesx2ypjgwNVfmFhp4NfsdHi280CpsNhjppH0SWQ2HkY9TyjjjduaxzeOnPl2AutY19WRzDYViz\nYS6MihBCqlZ2RjqXz4Yoii7f2M+uT+pXX30Voiji1q1bGD16NCIjIxEQEIDu3btj6tSpzo6xTlNk\nnpccm/3bSpJCXi39P5oWHFaw0LAB1kdXxBzYoei/nwo2dSHE0URRxPJzyytNoiO9IhHXPg4dAjq4\nMDJCCKmaitFAwShhEou+QeNhQYGQB0/OtTmFXYm0xWLBjBkzJNuDv/LKK0hNTUVqaipatGjhtADr\nMsaUBy4/STJm9pfWEQplFpJRC7wKFho2sI4dlaIkmrjI8dvHcTbrbIWv+Sh8MKH1BAwNH0olHYSQ\nOolhGHhzfrhtKVmrl8tn1c1E+rHHHkOvXr3w4Ycfllwok+G9995DSkoKduzY4bQA6zJ5VoJkkaFF\nE1IucRZU0vYsrCGraDvoBryIjK1oe3BCiMuIoogvL34pGWvr1xaPRzyOIHUQWvu2hrJMn3NCCKlr\nfMok0jl8FhojwqUx2Eykt27dim3btgEo+kf32LFjGDNmjPV1QRCQnJwMD4+Gu0isfFlH+VXtokwD\nkVOCubt4hxHMYMwFDXqTDcZEpR2EuNM/d/7BmcwzkrGX272M1r7UmYMQUn+UXXDojs4dNld4DR06\nFIWFhbh+/ToYhrH+ufh/SUlJYBgGo0aNcmW8dQarzwRXmG49FoGKuywwTLk+wQ19wWG5GemG2vqO\nEDdZe2Gt5LhbUDdKogkh9U75BYeuT6Rtzkir1Wps3LgRBQUFePzxx9GtWze89dZb1tdZloWnpyc0\nGo1LAq1r5FnS2WjeM9zmLLOg8gN0JV89cIYs8F7NnBle3SXwYI3SXtqCwsfGycTdUlJSsGjRIpw+\nfRpqtRr9+vXDCy+8AKWSvvavj3iRx6ZLm3Aq85Rk/F8t/+WmiAghpOa8OV/JcYGQB4togYxxXder\nSp/k5eUFLy8vDBw4EG3atEFoaKir4qrbRBHyMmUdpgrKOoqVrZtusJ07RBHqG3vAWvQlQwzboMtc\n6jKz2YxXX30VERERWL16NbKzs/Hee+8BAKZNm+bm6Eh1Xc+/jvdPvo/4bGnf+66BXdHWr62boiKE\nkJqTMwpoWU/ohKINpESIyOOz4ScLdFkMdjXv/euvv3Dw4EFnx2I/UXTr4xlzPrhSs6oiw8LsG2Pz\nfEqkiygyTkJx57RkzOzbijpV1FHx8fFITk7GO++8g4iICHTq1AmTJk3Crl273B0aqaa/0v7CuN/G\nlUuiOYbD+Fbj3RQVIYTUnrt3OLQrkX7iiScQHx+Pn3/+GTdu3MCdO3eQlZVl/Z+rld1J0NXK9UFW\nBwIylc3zy9dIN7xEmsu7DlXSr5IxXukDQ3g/N0VEqhIeHo7FixdLyrcYhkFBQYEboyJVEUURQqlN\novbf3I+3jr4Fk2CSnOcp98S7Xd5FG782rg6REEIcxt07HNpVRLJhwwYYjUbMmzev3GsMw+Dw4cPV\nfnBtai+Vtw4Vdchw0254bLmuE5UvlhOUZRJpYw5Y/e2iBLwBYEwF0Fz5EQxKvkkQWQUKo0ZClKnd\nGBmpjK+vL2JjY63HgiBg69at6Nq1qxujIpU5lnEMn5z5BCkFKQj3DEeEZwQO3DoAAYLkvB4hPfBq\nx1cRoApwU6SEEOIY7p6RtiuR9vZ2bHuy2tZecsZsyO+cgzmwvUPjslf59m1VdJ3g5ODVQeD0GUXX\nA1Df2AtdzJP3fj9pUYT62i9gLYUlQwAKIx9tML9I3CsWL16MixcvYt26de4OhZRRaC7Esvhl+PH6\nj9ax6/nXcT3/uuQ8BgymtZ+GEREjXL6NLiGEOENFLfBcuVW4XYn09u3bHfrQ4trLL7/8EhqNBhER\nEZg0aRIWL15s9yIm1a1DMPu3kdTXsoUZkOXdgMUrHIImyKExl1ZuRtqO9m2GRg9Be+UH67EsPwny\nrIQKe0/fSxTpf0Oed00yZmzUHRafKDdFRKpLFEUsWrQI27ZtwwcffIDIyEh3h0TuEkURh9IOYfGZ\nxUjTp1V6LgsWMzvNxKCmg1wUHSGEOJ8n6w0OHHjwAACjqEeqJRmN5E1tXpPP58GTc0zrXbv7g+Tl\n5WHbtm04d+4cGIZB+/btMXLkyBptyOKI2kvWlAvFnTMwBd0HAOAKbkF78Rswghkiw6Iw8jFYfKOr\nHZtdzy63M1/VM/YW32iYvSIkSaUqeT/MPpHAPbqDGKtLgyrld8mYxbMJjI0edE9ApNoEQcC8efOw\na9cuLFiwAL169XJ3SOSum7qbWHJmCf5K/6vKczmGw5wuc/Bw2MMuiIwQQlyHZVg0UTTHddMl61ii\n4ZzNRLpQKMCuvK0Y7ftvhzzfrkQ6NTUVkyZNQkZGBsS7HTMOHTqEH374AStXrkRwcHC1Huqo2kvl\nrb9gCmgHMBzUN3aDEcwAAEYUoLn2CwrUAeU6ZjhC2Rlp0Z4trhkGhvD+kJ1bDebuQiDWXADVzUMw\nNO3j8BjdThShufaL9WcFAIFToTDiUbfVtpPqW7x4MXbv3o0PP/wQPXr0cHc4TpdSkIJDaYfQyrcV\n2vu7p3SsKnmmPKxPXI9tV7fBfPffvNKaeDTB6x1ehwAB8VnxyDPlYUCTAYjxsd1ZiBBC6rMoZRtJ\nIp1mSUEenwMvrvw+FWf0f1tnrx3BrkR68eLFSE9Px8CBAzF48GAAwI4dO7Bnzx4sXrwY77//fq2C\nqGntJWvOh/rGHlg8Gkt2GQQAhjdCc+l7FLQeC3CKWsVX7rnVrZEuPk/lB2NIN6hSSxZnKtKPweIR\nBovfvfUhxxamg9Pflozpmw2CSLsY1htnz57F5s2b8eKLL6JVq1a4c+eO9bWAgHtvkdrVvKuY8scU\nFFiKvhn7+P6P8UDIA26OqoQoith6ZSu+vPgl8s355V7nGA6jI0djQqsJUN79lqtLYBdXh0kIIS7n\nLwuCPxeETD7DOnbJGI/Omock52VaMiQJtyPYlUgfO3YMUVFRmDt3rnXsgQcewNWrV3HkyJEaP9wR\ntZeKO2dstsPjDHegvrYD+shhjpsF5Y1geKP1UGRYiHKt3ZcbQx+AIjPemowzADTXfoJO4QXe497Z\n8EaWnyw5NntHwuLX0k3RkJrYv38/AGD58uVYvny55LW//voLMpnrdo5yNrNgxrwT86xJNACsSliF\n+4PvrzOL8tYnrscXCV9U+FoH/w6Y3n46Ir2pfr2h2b17N2bNmiUZ69mzJxYuXOimiAhxjyhlG2QW\nliTS14yJaK/uCjlTNJkqiiL+Kax+l7mq2PVJyLK2k1COq9lmGrWpveSVPuCMOdZjRrQ9Ra/IvgAu\nPgv6ZgPBe4TVKNbSWJN0JkhQeFWv8wanQGHEEGgTt1jLHhjBAs2lbShoPRai0rEdUtylbCJtaahb\notdjr7zyCl555RV3h+ESX174Eom5iZKxxNxEnMo8hfsC7kOuKRd7k/fCR+mDh0IegtrFbRvzTflY\nn7i+3HiQOgiTWk/CgMYD6kzCT1zr6tWr6N27N9544w3rmD1tZAm51zRRNMcp/REYxKLdky0w46z+\nOCIU0TCKBlw3XcYdPr2Ku1SfXYl0ly5dcODAAcyZMweDBhWt+N65cyeuXLmC3r171+jBtam9LIwa\nBY+E9ZKZ4WLG4C6Q5SVZW80BAKfPgEfCehiDu8DQpG+tWs7VqD66DN6rGfThA6G5vrPkvhYdtJe/\nR0Hr5+p/DbEogisok0h7NnFTMIRU7lzWOWxI3FDha1uubEGoJhST/piETEMmAEAr02JAkwF4POJx\nNPdq7pIYdyTtgJ7XW4/VMjWei34OoyNHW8s4SMN07do1tGjR4p4styKkOjiGQ6SyFeINJ61jicZz\nSDSec+pz7Uqkp02bhvj4eOzcudO6PbAoivD19cVLL71U7YfWtvZSUAegMHI4NIlbJZt8CHItDGE9\nwATp4XFhA1iztAuIMv04BKUvTMGdqx1zMabsroY1SKQBwBzYAQZDNlRpJaUxXGE6ZLnXYPGp31/P\nsoY7YC0lH/oip3RqO0JCaqrQUoh5J+aV27Ck2J+pf+KW7pY1iQYAnUWHH679gB+v/4j5sfPRPbS7\n3c/bmbQT6xPXQ8Wp8NZ9byHKjjaQvMjju6vfScaejnoaz0Q/Y/dzyb3r2rVr6Nu3r7vDIKROaKFs\nhfOGfyCWyg0rwsBx3+DZlUiHhoZi06ZN2LZtG+Lj48EwDGJiYjBixAj4+/tX+6GOqL20eDeHoWlf\nqEttO21o/DDAKSFyShS0+RdUyfuhKFM/rcg4CVNQpxrPStd0oWFFjI17gdPfhjz3inVMfuds3Uqk\nBQtYYw4EhafdbfrKlXV4NK7/s+zkniOKIhacXIAUXYpk3F/pj0xjUeIsQsSVvCsVXQ5e5LH2wlq7\nEmkTb8InZz7BTzd+so69efRNbOq7CSqZqtJrj6Qfwa3CW9ZjOSvH8GbDq3wmufeZzWakpKTgzz//\nxMqVKyGKIvr27YuJEydCoXDsIntC6gM1q0WMsh0uGM/YPEcOOe7TOK4Nr92rhby8vPDss88iNTUV\nLMsiJCSkxouNHFV7aQrqDEHhBXnOJVi8mhVt0HKXKNdC3/xRmALaSeqROUMm2MJ0CNqQGj2TNZXp\nIV2bLhQMA2Po/dJEOucSDBa9W7fOZgw5UNw5DVl+EjhdGhiRh8CpoGv5JARN1a0OubKJNJV1kDpo\n0+VN+P3W75KxxyIeQxvfNph/cn6F13AMB77UmozE3EQkFySjiYft/8ZTdal45/g7SMhOkIxn6DOw\n+cpmPB/zfKVxbruyTXLcN6wvfJW+lV5DGoakpCTwPA+1Wo0PPvgAN2/exH//+18UFhZKaqYJaUg6\nqLshWN4Yty23kMNnIYfPAgMGQbJQNJZHIEQeBo5x3GJ5u+5kNBqxdOlSbN++HWZzUd9ShUKBUaNG\nYfLkye77zZdhYPGNrnTjFd6rGSxeEZJkVZEZD0ONE+na10hL4vNoDF7pC86YDaBo4aQ883ytyk9q\ngzHmwSPhK0lpBgCwvAGqm3+iMGpk5TcQxXIz0jwl0qSO+Tvjb6yMXykZi/SKxNQ2U8EyLFbEr0CW\nMUvyeqgmFCt7rsR/jv0HZ7POWsf33dyH52Oex57kPVhzYQ20Mi16NeqFnqE9se/mPmy6tAkmwVRh\nHBsTN2Jo+FAEqCouabuefx1/3/5bMjYqclRNfmRyD4qMjMSePXvg41PUKzc6OhqiKOLtt9/G9OnT\n76nOOoTYi2EYhMobI1Te2CXPs+v79g8++ABbt26FKIqIjo62vlk3bdqEjz/+2Nkx1lrpmWoAkGcl\nAGLFNZFVcWRpBwCAYWAOaCcZUtyx/ZWEs6mT9pZLoovJ8q4DgqXS61ljjqQ2XWTl4DU1+6WFEGe4\nlHMJs/+eLamL9pR7YkG3BVDJVFBwCjwe8bjkGjkrx3td34Ofyg8DmwyUvLYvZR+u5V3D/JPzcVN3\nE4m5iViVsArP7n8W6y6us5lEA4Ce12N1wuoKXxNFEesvSjt1tPVri5Y+1EaSlBqqUKAAACAASURB\nVChOoos1a9YMFosFOTk5Nq4ghDiSXYn0/v374evriy1btuDrr7/G119/jW3btsHHxwd79+51doy1\nZvaJgsiWzJqz5gJw+UnVv5EogKmo/V0tmfzbSsriucJ0sKV6IbqKLDsR8hzbjcoZwQxZ3o1K71H2\n75X3aASwNWuRSIijnc08i5f+fAl55pJfiBkwmN1lNsK0Je0xRzYfiSB1kPX1V9u/ipa+RQls70a9\nwTEl/01fy7+G2cdnS0o+bHkw+EFMbDVRMvbLjV9wqYL33bqL67A7ZbdkbFRzmo0mJX777TcMGjTI\n+k0xACQmJsLT07NG65cIIdVn1/c+/v7+CA4ORqNGjaxjwcHBCA8Pl3TcqLM4Ocy+UZKFh4rMeOir\n2duYMevKbXntiF0TRaVXUflJ3rWS+O6cgaFpv1rf2268Eeob0l+KLNpGEJQ+UGSdt47Jcq9Uuhiy\n3EJDz4r3uifE1f7O+BtvHX0LBt4gGZ/QagLuD75fMual8MLqXqvxV9pfiPCKQBu/km+1fJQ+6BLY\nBUczjlrHruZdrfTZvkpfTGo1CUPCh0AQBexO3o0bBUW/lIoQMfngZAxpOgTDmg2Dt8IbB24dwJoL\nayT3CNOGoVcj+/vtk3vffffdV7RodsECPP/880hOTsann36KZ555hvqKE+Ii3IwZM+ZUdVJkZCQ2\nb94MlUoFX19fZGdn4/vvv8fu3bsRFxcHPz8/6PV66PV6qNXuWyRXKVYuSaRZYy6MwV2r1U2C09+R\nlF0Iaj+Ygu5zTHwMC3n2xVLxZcMU1Nlls7mqlAOSRF5kWBRGjYKo9JIk0qxZB1NwF5tdT9RJ+yT9\nvQ2Nut8zm8yQ+utG/g1M/XMqjIK09/yYyDGY0GpChUmHWqZGtE+0dWa6NEEUcDD1YIXPivSKRJg2\nDBn6DChYBca0GIN5XeehrX9bMAwDlmERqgnF3pSSX1x5kceFnAvYfn07vr3yrSRJBwAPuQcWPbAI\nAWrqFUxKqFQqxMbG4tdff8UXX3yBY8eOYcSIERg3bhwl0oS4CJOTk1N5sz0APXr0gMVigShW0ZeP\nYXD4sOO3X3QIUYDnqWVgLYXWIV3kY9XatlqelQDNle3WY7NPCxRGOeirVsECr1NLyyShD8EYVr3N\nampCfvs01Nd3SXpyG0O6wdDkYUAww+ufJWBK1UbntxlXYV9oLu8GPC5+Yz0WGQ55naYBrNy5PwAh\nVfjgnw/w842fJWPjWo7Dv2L+VaOEo8BcgEd3PgqzYC732ureq9HSpyXyTHmQs/IKd0EURRFzjs/B\nvpv7qnyWklPikwc/QXv/9tWOkxBCiHPZVdrh5+fn7Dicj2Fh9msFZcYJ65A8+2K1EmlHbcZSIVYG\nU2BHKNNKZqKUqUdhCmgHUelTyYW1IIpQph6B6uYBybCg8Iah0UN345LD4hlepkXfZRjLJtKCBeob\n0npO3rMxJdHE7QrNhdiXIk1YJ7eeXKsNTTzkHrg/+P5ys9KDmgyyLgb0quTfB4ZhMKvzLLT0aYkt\nV7bgtuF2hedxDId5XedREk0IIXWUXYn09u3bqz6pHiibSMvybgCiaPfmLOU7dji2ZMEQ+gDkd86B\ntegAAIxogTppPwqjRjj0OcVUyb9BmX5MMiaCgb7ZIEntt9knSpJIy3Iuw9hI2sxcmXoYnEHaLszQ\nyP4d3whxll9v/irZXjtAFYAnWjxR6/v2C+snSaSVnBITW0+s5AopGSvDk1FPYlTkKOy/uR8/3/gZ\nqbpU8CIPXuThrfDGpNaT8EDIA7WOlRBCiHPY3WSysLAQKSkpktXBxdq0aVPBFXUP79EIIqsAc7cd\nFWspBKu/bff21Y7uIV2OTAVDk17QXNthHZLnJBZtG+4d4dBHcbnXyyfRDIfCyOHlnmXxiQRKNevg\ndLegSD8BxlwAMCxETgFlqrSkxxjYkfpHkzrhp+s/SY4fafoIZGzt++t2D+2OZp7NcD3/OgBgYquJ\nFdZTV0XOyjGwycBybfUIIYTUfXZ9muzZswfz58+H0Wgs91qdrosui2Fh8WwinV3NuwFTDRPpWu1q\naIPZvx0sGacg05VsCaxK2ouC1s/ZvUW3PRSZ5yTHIqeErsVI8F7lu2yICk/wmmBwhekAAAZF/aZt\nEWRaGBr3dlishNTUpdxLSMgp2VGQAYOh4UMdcm8lp8TyHsvx+63fEaoJRWxQrEPuSwghpP6wK5Fe\nunQpDAYDGjdujICAALCs/Z0u6hqLV7MyifR1mEK62nUt4+jNWCp8CAND0/7QJnyF4oITzpAFzZUf\ni3YVrEaXEZtEAbJSfwcAUNh8WIVJdDGzTwtrIl0VQ9N+gExVqxAJcYSys9Fdg7oiVBvqsPt7K7wx\nvNlwh92PEEJI/WJXIl1QUIA2bdpg7dq1zo7H6Sxe4ZJjWX5y0S6HVSWovEmy45/IsBDlWmeECN4j\nFObADlDcPm0dk+degSp5v0N6S3MFt6Q/C6eEpYqe2mbfllDdOlTlvc3ekTBXYwEnIc5isBiwJ3mP\nZMxRs9GEEEIIYGciPWzYMOzZswepqakIDXXcbI47COpACDKNtQ0eI5jA6VLBe4RVep2sIEVyLCo8\nHTM7bIO+SV9wujTJLLAy/TgElR9MQZ1qde+ys9Fm7+ZV9qsWNIHQN+0PRcYJgOHAq/whqIq6uTCW\nQrAWPXiVH4yhD9q9eJMQZ9qbshcFlpLt6n0UPugR6vx2koQQQhoOuxLpMWPG4Oeff8aIESMQFBQE\nlUr6tf23337rlOCcgmFg8QqHIqukblKWd6PKRFp+R1pTbPEMt3Gmg3AK6KJGweP812DNJduSq27s\nAcDUaiMYec5lybHFp4Vd15mCO8MU3LnGzyXEVQothVh9YbVkbHDTwZBTO0ZCCCEOZFciPWvWLBQU\nFM3spKWlSV6rj7snVZRIl23nJsEbIc9JlAyZ/J3fqURUeEIXNRIeFzaCubvxAwMU9WvmjTCF3l/5\nDSrAGHPA6Ut61opgYPFu7qiQCakTNiZuRKYh03qsYBUYEeGcNpKEEEIaLrsS6cTERAQGBmLevHkI\nDAys14sNAYAvM5vMFaQAgtnm5iHy7IuSnf0EhRd4T9sL8xxJ0IagMHIYNJd/ACMK1nF1yu9gLAYY\nG/eqVimFPEda1sF7NoZYwc5rhACAyWTCwoULsW/fPsjlcjz11FMYO3asu8OqVFphGr65/I1kbEyL\nMQ5dZEgIIYQAdibS9913H/Lz89GxY0eHPdidH9CC0geCwsvazo4ReXAFN8HbWHCnKFPWYfJv49I6\nYItPFApbjIDm8v/AiCUJvSrtCBiRh6FJH7vjkZUp6zB721fWQRqmTz/9FGfPnsWyZcuQkZGBOXPm\nICQkBAMGDHB3aBUqNBdi2bllMN3tFQ8Afko/PBv1rBujIoQQcq+yK5Hu1asXlixZgilTpqBTp05Q\nKBSS12uSALv1A5phYPFqBsWdM9Yh1c0/UagOgijXSE815oHLT5KMmf3bOj/GMiw+LaCLHg3tpe+s\nG8oAgDL9b0DkYWjav+pkmjdCVuZnsbc+mjQ8er0e27dvx3//+1+0atUKrVq1wjPPPIOtW7fa9T6d\n/MdkyFk5POQe8JB5QCkr6YMuiALMvBlm0Qyh1DctoihChAgA4AUeOosOOosOZsEMNaeGRqaBilOh\nuDekIAowWAzQ83pkG7ORWphaLo6JrSdCU+Z9TQghhDiCXYn0Rx99BAA4ceIETpw4Ya2LFkURDMNU\nO5Gu7Qe0I1i8wiWJtKwgBR7nv4I+fADE4h7Iogh59gWUTk8tmhAIan+XxFgW7xUOXcyT0CR+C5Y3\nWMeVGSfB6W/D4t0cFm0YxLvbezMQUZSTiOAKUqBMOwZG5Evup/Sxdt4gpKxLly7BZDKhQ4cO1rGO\nHTti7dq14HkeHFd5p5dzWecqfd0Vor2jMbjpYHeHQQgh5B5lVyL973//26GLCmv7Ae0IZt+W4NVH\nJAvvWFMutJe2Vn5dgOtno0vjPUKha/kktBc3S3pBy/KTi3piV4PFpwW1qiM23blzB15eXlAqS2aS\n/fz8YDabkZ2djYCAADdGVzUWLF5p9wo4xvn/nhBCCGmY7EqkJ06c6NCH1okPaJaDLuYJaC7/UK5H\ntC0iw8Ls19rJgVVN0ARDF/MUtBe/sfbDrvY9OBVMQdTKjthmMBjKlXEVH5tMpooucTsWLJp4NEGk\ndyQeDX8UHQI6VH0RIYQQUkM2E+lp06bZdQOGYfDJJ59U66F15QNalGuhi3kSquR9UGacrPJ8s1+r\ncjXU7iJoAqFr+TQ0V3+0e+tuABBZGUyBHWEM6Va0qQwhNigUinLvx+Ljsr3kK/JZj89gEkwoMBWg\nwFIAI28Ec7dQimVYyFk55Ky8/IwxAzBgwDEcNDINPOQekLEy6C16FFoKYeSN1lNZhoWKU0HFqaCR\nadDYozGUnBKEEEKIK9hMpA8fPmzXDWpS8lHbD2iHYjkYwgdYFx8y5rIzvAzAMOC1ITA06u7a2Kog\nqP1R0Pp5sIZMyPKTweUngTVkF9VG3yXejR+sDBbPpjAFda4zvwyQui0oKAj5+fkwm82Qy4taQ2Zm\nZkKhUMDLy6vK69v7t3d2iIQQQohb2UykV6xY4bSH1vYD2hksvtGw+Ea75dm1wjAQ1AEwqQOAWux2\nSEhZ0dHRkMvlOHPmDDp3LioDOn36NFq2bAmZzK6qMEIIIeSeZvPTsFOnTk57aE0+oBcvXuy0eAip\nr+wtwaoJlUqFIUOG4KOPPsI777yDzMxMbNiwATNnzrR5Db1PCSnPme/TmqD3KSFStXmPumWLwtIf\n0PHx8fjjjz+wYcMGjBkzxh3hEEJsiIuLQ6tWrTBlyhR88MEHGD9+PPr37+/usAghhJA6wW3fz8bF\nxeGDDz7AlClToNVq6QOakDpIpVJhzpw5mDNnjrtDIYQQQuocJicnR6z6NEIIIYQQQkhpbintIIQQ\nQgghpL6zWdrRo0cPu27AMAz++OMPhwVECCGEEEJIfWAzka6rO5cRQgghhBBSF1CNNCGEEEIIITVg\nd420KIrIzs5Geno60tLSkJaWhqtXr2L79u3OjI/YITc3Fx999BGGDRuG7t27Y+jQoZgxYwYuXbrk\n7tAIIZWIjY21/u/mzZvW8c8//9w6/u677zrkWZMnT0ZsbCzOnj3rkPsR0pClpqZizpw5GDRoEB56\n6CGMGjUKX331FXieBwAMHz4csbGxuHPnToXXnzhxArGxsXj55ZddGTZxArva3x05cgSzZs1Cfn5+\nha8PHz7coUER+2VmZmLcuHFITU2Ft7c32rdvj7S0NOzfvx9Hjx7FqlWr0KJFC3eHSQipwj///IOw\nsDAAwKlTpxx+/w4dOsDDw8Ntu8cScq9ITk7G+PHjkZ2djbCwMDRv3hxnzpzB8uXLkZSUhFmzZlV5\nDx8fH/Ts2RMtW7Z0QcTEmeyakV66dCny8vLQvHlziKKI1q1bw8/PD6Io4tFHH3V2jKQSH3/8MVJT\nU/HQQw/hxx9/xGeffYZt27bh8ccfh06nw7p169wdIiGkEhqNBkBRIg0AZrMZ8fHx1nFHeeGFF7Bw\n4UKEh4c79L6ENDQffvghsrOzMXr0aHz//ff47LPPsHbtWiiVSvz000+4cuVKlfeIjIzEwoULMX78\neBdETJzJrkQ6KSkJ7du3x6ZNmxAcHIyJEydiy5YtCAoKQlpamrNjJDZkZ2fjwIED4DgOM2bMgFqt\nBgCwLIsXX3wRy5Ytw5tvvgkAuHbtGl544QV0794djzzyCFatWgVRLCqP//nnnxEbG4sPP/wQTz31\nFPr164fz589j+PDh6NOnDw4cOIDHH38cvXr1wieffILk5GRMmDABPXr0wIQJE5Cenm6N6X//+x9G\njhyJhx56CAMGDMB7770Hg8EAAPjiiy8QGxuLH374ATNmzECPHj0wcuRIHD58GAAwf/58xMbGYuvW\nrdb7bdy4EbGxsVixYoVL/k4JcTVvb2+EhYVZZ6HPnz8Po9GINm3alDv3jz/+wJgxY/DQQw9hzJgx\n+O233wAAOTk5GDRoEGJjY7F//34AwOzZsxEbG4t58+YBKF/aYbFY8Omnn2LQoEHo0aMHxo0bJ5kJ\nNxgM+OSTTzBkyBB0794d48aNw4kTJ5z6d0FIXZeeno5jx45BqVRi6tSpYBgGABAdHY23334bn3/+\nOZo2bWo9/8yZMxgzZgx69OiB119/HQUFBQDKl3YUfw6vWbMGCxYsQO/evTF06FDs2LHDeq/bt2/j\ntddeQ79+/dCjRw889dRT1s9P4j52JdJKpRJGoxEA0LFjRxw7dgweHh4ICQlBfHy8UwMktl28eBE8\nz6NRo0YIDg6WvObl5YXY2Fh4enrCaDTi5ZdfxsmTJ9GmTRuoVCqsWrUKa9eulVzz/fffg2VZhIaG\nIjo6GgCg1+sxZ84chISEwGQy4ZtvvsFzzz0Ho9EILy8vnD59GsuWLQMAnD59GgsWLEBWVhY6deoE\nlmXx008/4bvvvpM859NPP0VSUhICAgKQnJyM+fPnQxAEDBw4EABw4MAB67nFfx4wYIBj//IIqUPa\nt2+P5ORkZGZmWpPZ9u3bS865fPky3nzzTaSlpaFTp07IysrCW2+9hZMnT8LHxwevvvoqAGDJkiU4\nfPgwdu7cicDAQEybNq3CZ3722WfYsGEDWJZF27Ztcf78ecTFxeH27dsAgBkzZuCbb74By7Jo06YN\nzp8/j6lTp+L06dNO/JsgpG5LTEwEAISHh1snr4oNHDgQnTp1glwut46999578PPzA8dxOHDgADZv\n3lzp/Tds2IATJ04gNDQUGRkZ+OCDD6zJ99y5c/HHH38gJCQEMTExuHz5MmbNmmWtyybuYVci3bFj\nRyQmJmL9+vXo2rUrNm/ejOeffx5nz56Fh4eHs2MkNuTm5gIomtEq9vvvv0sWMHXv3h27d+9Geno6\nnnvuOaxcuRKbN29GaGgoNm/eDEEQrNeGhoZi3bp1WL9+PWSyovJ5nucxffp0rFixAkOGDAEAxMTE\n4Ouvv8b8+fMBwPo1lpeXF6ZMmYLly5dj6dKl1tnw5ORkSdwRERHYsGED1q9fD5VKhYyMDGvyHRQU\nhJMnTyI/Px85OTk4e/YsIiIiEBkZ6aS/RULcr127dgCKyjtOnToFjuPKzUivX78ePM/jww8/xNKl\nS7F69WoIgmD9YO7fvz969uyJ1NRUvPbaawCKkuGK/o02GAz49ttvodVqsWnTJqxYsQJTpkxBly5d\nkJ6ejtOnT+Ovv/5C06ZNsXXrVqxcuRJvvvkmeJ7HypUrnfy3QUjdpdPpAMDu0qu4uDisWLHC+nlY\n1eSjl5cXNm7ciPXr1yM0NBQGgwHXrl0DUJSov/jii9iwYQNWr16NFi1aIC8vDzk5ObX4iUht2bXY\ncMaMGXj33Xfh7++PPn36YMuWLUhISADHcZg4caKzYyQ2FCfQpVcFBwQEoGfPngBg3Sjn6tWrAIB1\n69aVq5lOTU21/rl169bWBLq0zp07AwCCgoIAFP1iBQCBgYEAimo6gaIE2Wg0Yt++ffjkk09w/vx5\nAOV7ksfGxoJlWXh4eCAgIAApKSkwm81gWRb9+vXDpk2bcOjQIVgsFvA8j/79+1f3r4aQeqVDhw4A\ngJMnT+L06dOIiooqN9tV/GFadpV/QkKC9c9vvvkmTpw4AZ1Oh969e9vcWCs5ORlmsxlt2rSBj48P\nAGDs2LHW1zdu3AgA6N27tzWOwYMH4/3338e5c+dq86MSUq8Vvx+KE+qqFH9+NmrUCACspY62dOzY\nESqVCgDQuHFjpKamWj9j+/Xrhz179mDWrFk4deqUtayS9v1wL7sS6YCAACxdutR6/NVXX+HixYsI\nDAxEQECA04IjlWvVqhU4jkNGRgZu3LiB8PBwtG3bFgsXLgRQlLACRbWQANCyZUtrMlysuE4aALRa\nbYXPUSgUAGCtBSt+kxcfF9u3bx9mzpyJmJgYDB8+HI888ggWLFggeUbp6wGA4zhJHAMHDsSmTZvw\n+++/W8cokSb3usjISGi1WuzatQsFBQXWGerSit/H3bp1g1KptI6Xfj/dvn0ber0eQFHpl16vL5eQ\nl1b6K2Gz2QyO48CybLn3dmmVvUbIva64C1ZSUlK599frr78OpVKJF154wTpW/F5l2aICgLKfh2XZ\n+nzkeR4TJkzA5cuX8X//93+YOXMmVq1ahXPnzlV5T+JcdveRzsvLw9q1azF9+nS8/vrrOHbsmOT/\ncOJ63t7e6Nu3LwRBwIcffmitowIgqUuOiIgAUPT18cKFC7FgwQIEBweja9eu1t+SgZI3ek39/PPP\nEEUREyZMwMiRI5GXl1fheZV9ELdq1Qrh4eE4cuQIjh49iqioKOoyQO55xXXKxe/hsvXRQMn7+LHH\nHsPChQsxZcoUNGrUCP369QNQlGgXrzconsmytUi3cePGkMlkuHTpEjIzMwEAa9asQe/evfHjjz8i\nJiYGQFGpWHFivnPnTgCoMMknpKEICwtDhw4dYDQasWzZMmsSe+zYMRw8eBAHDhxwSsnrxYsXcfHi\nRURFRSEuLg7t2rWTfKNM3MeuGenU1FRMmjQJGRkZ1v9oDh06hB9++AErV64st9CNuE5cXBwuXLiA\n48eP47HHHkNMTAzS0tKsdcnR0dEYOHAgPv/8c2zduhUJCQnIyclBSkoK+vTpgzFjxjgsltDQUADA\nvHnzEBERYV00VfxBbK8BAwZg1apVAGg2mjQc7dq1w9GjRwEUJdK3bt2SvD569Gj8+uuveOedd/Dd\nd98hMTEReXl5aNKkCYCicoxLly4hNjYWM2fOxJgxY7BlyxYMGjQIrVu3ltxLrVZj1KhR2Lx5M55+\n+mnr+1WpVKJr164IDg5Gp06dcPLkSYwePRphYWE4ffo0ZDIZlfORBm/GjBmYNGkStm7diiNHjiAw\nMBCnT5+GIAiYNGmSZN2SowQFBYHjOFy4cAHjx49HWlqa9Zfg6n7GEseyawpy8eLFSE9Px4ABA7B4\n8WIsXrwY/fv3R2pqKhYvXuzsGEkl/P39sXbtWjz//PPw8fHBmTNnkJeXh27dumH27Nn44osv4OHh\ngeXLl6Nz5864dOkS8vPz8eijj+Kdd95xaCzjx4/Hgw8+CL1ej9TUVEyePBkqlaraXz2V7tBRPNtG\nyL2uuE46KCjI+ktpaR07dsT8+fPRtGlTnD59GhqNBlOnTsXo0aORkpKC1atXQy6X4/XXX0ejRo3w\n7LPPQhAEzJs3z1oWUtrUqVPxxBNPQBRFxMfHo1WrVli0aBFCQ0PBsiwWLVokeb1169ZYtmxZhbPl\nhDQkkZGR+PLLL9G/f3/k5uYiISEBUVFRmDNnDp555hmnPDMgIAAzZ85EUFAQrly5gmbNmln38aDd\nSt2LycnJqTLDefjhhxEWFoYNGzZIxp9++mncunXL2su0OiwWC5YuXYodO3ZAFEX069cP06dPt9bj\nkobr999/xxtvvIGWLVvi66+/dnc4hBBSJ5hMJowdOxbTp0+3roF5//338cMPP0jOi4uLw5NPPumO\nEAlpcOwq7aisdra4GL66Pv30Uxw4cAALFy4EwzCYNWsW1qxZIynSJw3LxYsXsXbtWvz9998AgBEj\nRrg5IkIIqRuMRiNmzZpl7cJU7OrVq3j55ZcxaNAg6xi1pSXEdexKpLt06YIDBw5gzpw51jfrzp07\nceXKFfTu3bvaD83Pz8d3332HRYsWWb/OnDBhAvbu3Vvte5F7h1wux9GjRyGTyfDEE09g2LBh7g6J\nEELc7urVq5g1a1aFJXLXrl3D5MmTqYMWIW5iVyI9bdo0xMfHY+fOndi1axeAonYsvr6+eOmll6r9\n0FOnTkGlUlm/mgKAoUOHYujQodW+F7l3NG/eHL///ru7wyCEkDrl5MmT6Ny5M6ZMmWLdJwAo2kMg\nLy+POhsR4kZ2JdKhoaHYtGkTtm3bhvj4eDAMg5iYGIwYMQL+/v7VfujNmzcREhKC3bt348svv4Re\nr0ffvn0xZcoUydaahBBCSEM3atSoCsevXbsGjuPw+eef4/Dhw/D29sZTTz1Fk1KEuJBdiTRQtG3l\nuHHjHPJQnU6HW7duYcuWLXjrrbdQWFiIDz/80LodNSGkbqBFwYTUXdevXwcAREVFYcyYMTh58iTe\nf/99qFQq6nhEiItU2v7u+PHj+Ne//oWUlBTJ+Jo1a/D2228jKSmpRg+VyWTQ6XSYO3cuOnbsiAcf\nfBAvv/wyfvjhBwiCUKN7EkIc79NPP8Xvv/+OhQsXYtGiRTh8+DDWrFnj7rAIISiaqd61axfGjBlj\nTaYfe+wxyYZchBDnsplInzp1Ci+99BISEhJw7NgxyWs7duzA3r17MX78eOtvxNUREBAAjuPQuHFj\n61h4eDiMRiOys7OrfT9CiOMVLwqeOXMmOnTogPbt22PChAm4cOGCu0MjhKBol9iym39ERETg9u3b\nboqIkIbHZiK9atUqCIKAsWPHSjbIAIAVK1bgkUceQW5uLlauXFnth7Zr1w48z+Py5cvWsWvXrkGr\n1TplRyBCSPXZWhS8ZMkSN0ZFSCmiCPmN69Du2Q2PHT9DduumuyNyqcWLFyMuLk4ydvHiRTRr1sw9\nARHSANlMpOPj49GiRQtMmTKlXE/KoKAgzJo1C+Hh4dZtoKujadOm6NmzJ+bOnYuEhAT8888/WLZs\nGYYPHw6ZzO6ybUKIE5VeFDxmzBgMGzYMS5YsgdlsdndohIDNzYX2t/3QHP4LsqxMcHl5UB85DFSw\ni+O9qkePHjh8+DC+/fZbpKSkYMuWLdixY4fTdtcjhJRXadaq0Whsvlb8lVJaWlqNHvzuu+9i0aJF\nmDJlCjiOwyOPPIIXX3yxRvcihDgeLQomdZX8xnWojx4BU2ZNDWsyQXb7NiwVbLF+L+rcuTPee+89\nrFmzBkuXLkVYWBjmzZuHjh07ujs0QhoMm1uET5gwAefPn8eKFSvQvn37xEQEPwAAIABJREFUcq+f\nPn0aU6ZMQUxMDNauXev0QAkhrvXVV19h+fLl+P77763rGfbt24c5c+bgwIEDle54SoizsPn58Ni1\nAwzPV/i6oVVrGDtQIkkIcQ2bM9LPPvssXn/9dbz44ovo378/YmJioNVqodPpkJCQgH379oHneTz1\n1FOujJcQhxB5HnnLlsF47BhYTy/ImjaBrElTKB96EPLmzd0dXp1Q1aLgmvSQJ6RWRBHqv4/ZTKIB\nQJaeDqMLQyKENGw2E+mePXsiLi4OS5cuxS+//IIdO3ZYXxNFESzLYvLkydSrktRL+WvXQrfpG+ux\n6Z9/iv6wbBlUvXrBY9y/oGjZ0k3R1Q2lFwW3aNECAC0KJu4lv3oFsox0yZihdRuozsdbj7nsLMBk\nAqjXOSHEBWyWdhRLTU3Frl27cPHiReh0OqjVarRo0QIDBw6kbUlJnWG5dQv5a9bCcv06NI88As3j\nj4FhmArP5TMzkTFyFES9vtJ7Krt1g2bE41B17w6mgS6Cfe2115CRkYG33noLBoMBc+bMwcMPP4xp\n06a5OzTSwDCFhfDc+QuYUotdzcEhKOz9MDx27QCXm2sd1/XoCUtY44puQwghDlVlIk1IXSaKIvQ7\ndyH3448hFhZax1X9+sLn7bfBqtXlrsn56GMUVmPDAjYgALLmEWBkcjBqNVQ9ukMzeLBD4q/rdDod\nFi1ahP3791sXBU+dOhVyudzdoZEGRn34EBQ3bliPRZkM+YOGQPTwgOrEcSgvJVpfM0bHwNCpszvC\nJIQ0MJRIk3pLNBqRPfc9GH79tcLXZS0i4bdgAWSlvjmxJCUh44kngVI1ltonnwAXHAz97j0wJyTY\n9WzfBfOh7tu3dj8AIcQ+ogivbVsktdH6Tp1hio4BAMhSkqH986D1Nd7HBwWDhrg8TEJIw9Mwv68m\n94S8ZcttJtEAYLl8BRn/NwbK2Fiohw6FLDQEBV+vlyTRXFgYvF58EYxcDu0TT8B45Ajy16yF+ezZ\nSp+t2/YdJdKEuAij00mSaEGhgKlFlPWYDwyCCKC4mIvLyQFjNEBUqlwbKCGkwaFEmtRLQkEBCrdv\nlw4qleCCgsAnJ0uGjceOwVhmm/tiXpMng7lbpsAwDFQPPADVAw/AdOECCv+3HfrduyUlI8VMp06B\nz84G5+vrmB+IEGITl58nORa8vIBS7RdFpRKCry+47OySazIyYGnS1GUxEkIapho1gs3OzoalAe0e\nReoe/Z49EI0lTa7YgAAEfrUOgeu/hqqffTPF8pgYm+cqWraEz4w3EfzLz/Bf+Tn8liyBrPS2u4IA\nw8GDFV5LCHEsNq9MIu3pVe4cS1Cw5FiWnl7uHEIIcbRKE+kjR45gxowZuHz5MgBg7969GDx4MAYP\nHoy+ffti+fLlEMrsLEWIKxT++JPkWPPYcMgjIsCq1fCdNw8+786BvE3rSu/h9dJUMFVsKsJqNFB2\n7AjV/d2g7t9f8prht99rFDshpHrYMjPSvFcFiXQwJdKEENezWdpx8OBBvPbaa2AYBk899RSuXbuG\n2bNng+d5eHh4wGQyYf369fD09MTYsWNdGTNp4MyJl6SLAhkGmqFDSx0y0AwaBM2gQTBfuoTCn3+B\nOfEiRLMF4HkwKhU0w4dB2bVrtZ6rerg38letsh4b//4bQkEBWA+PWv9MhBDbuLx8ybFQUSIdGASR\nYcCIRevnufw8MPpCiGqNS2IkhDRMNhPpdevWgWVZvPHGG4iJicHy5cvB8zyaNWuGr7/+Gnfu3MEz\nzzyDX375hRJp4lKFP/0oOVZ26wZZaGiF58qjouAd55iex7LmzcE1aVJSg202w3DoEDQDBzrk/oSQ\nitlT2gG5HLyfH2SZmdYhWUYGzOHNnBwdIaQhs/m99o0bN9CxY0c8/vjjUCqV+PPPP8EwDAYOHAil\nUomwsDC0bdsWt27dcmW8pIETjUYU7totGdMMe9Qlz2YYBuqHe0vGqLyDECczm8EaSjZPEhkGgo1v\ngcrWSXMZGU4NjRBCbCbSPM+Dv9tu6PLly7h58yYAoHv37tZzsrKy4EFfaxMXKvxlB8RSs1Osjw9U\nPXq47Pmq3r0lx8bDhyEYDC57PiENDVduNtpT0rGjND4oSHJcdjtxQghxNJulHVFRUTh79iw2btyI\ng3e7EzRt2hTR0dHIysrC5s2bcfnyZdx///0uC5Y0XHxGBvI+XQr93r2ScfXgQWAUCpfFIW/VCmxQ\nEIS7M12iwQDjHwehHtC/iisJITVhV1nHXZaAwDJ10vlUJ02IA1jMAv7afA1pV/LRuJU37h/VDCzH\nVH1hA2BzRnrixIngOA5Lly7FP//8A5lMhri4OADA7Nmz8dVXX0Emk2H8+PEuC5Y0TMYTJ5Ax5oly\nSTQYBpphw1waC8OyUPfuJRnLmT+fWuER4iT2dOywulsnXZqMyjsIqbXLx+4g6VwOTHoeV09mIelc\ndtUXNRA2Z6S7dOmCdevWYceOHZDJZOjXrx+io6MBAM2bN4dWq8Xzzz+Pli1buixY0jDlff55hZui\neL38EuTNm7s8HvWgQdBt2Wo9Fg0GZL3xJrxfexXakSNdHg8h97LypR2VJNIoqpMuveCQowWHhNRa\n2mXp+zAzWYdmHfxsnN2wVLqzYYsWLfDyyy+XGy+emSbE2URRhOXyFcmYPCYa3q+/DkW7dm6JSdGm\nDTwnjEf+qtUlg4KA3I8+hpCXB89//cstcRFyLyo7I11R67vS+KAgIOG89ZhmpAmpvcwU6WRWQZbJ\nTZHUPTYT6b1lv0ZHUdcCjuOgVqvRpEkThIWFOTU4QoScHMlsNKNWI+DLL8FwnBujAjzHjwfr54fc\njxcCpTYlyv98JSCI8Pz3ODdGR8g9QhDA5kt7SFda2oGK6qTzwOj1ENVqp4VJyL2sMM8EfZ5ZMpaf\nZbRxdsNjM5F+++23wTCVF5J37doV77//PnXuIE7D3+0WU4wLa+T2JLqYdsQIcEFByP7P2xBLde7I\n/+ILQBTgSesHCKkVVqcDU+oXVUGpAqpaXFxhP+l0Ku8gpIYyk8uXVhZkGiGKYpV5YkNgM5EeMmRI\nhX9BgiDAYDDg7Nmz+Pvvv/HZZ5/hjTfecGqQpOGy3JT2KZc1qlvfgqi6d4ffksXIipsumTnPX7Ua\nXFCwy3pcE3Ivqm5ZR7GyddKKS4mQX70KxmyCsVVrWJo0dWichNzLMpN15cYsJgFGnQUqD7kbIqpb\nbCbSs2fPrvTC/Px8jB49GgcOHKBEmjgNfzNFcsyFNXJTJLYpO3aE/5LFyHxlmiSZzlu+HKo+D9MW\n4oTUUNnWd1WVdVjPK1snfedOyZ8P/Qldj16wUGkiIXbJTCmfSANAQbaJEmlU0v6uKp6enoiJiUFO\nTo4j4yFEotyMdFhjN0VSOUX79vD/dAkYpdI6JuTkoOCrr9wYFSH1W4WbsdihuE7aFs2Rv8ol6YSQ\n8kRRLLfQsFhBJtVJA7VIpAVBwI0bN6DVah0ZDyES/K3yNdJ1laJdO3iMfVYyVvDNZlhu3bJxBSGk\nMjUt7YBcDt7f3+bLjNkMzZ8HAbPZ5jmEkKJk2aTnK36NFhwCqGbXDqDotxO9Xo9ff/0VaWlp6NWr\nV4XnEeIIfLkZ6br9daz26aeh+992CLdvFw2Yzchb/hn85s9zb2CE1EPlSzu87b7W0K49tAf/AGOx\nQFBrwPv7Q56SbH2dy8uF5ugRFD7UHaAFU4RU6I6N2WiAOncUq3HXDlEU4evri6lTpzolMEJEkwl8\n6R6wDAMuNNR9AdmBVavh9cJk5Mx9zzpm+PVXmMb8HxTt27sxMkLqF0avB2ss+aAWWRaixv6tvvng\nEOQ/OhyMyQhB6wEwDNRH/oLixg3rOfKUZKhOHoehUxdKpgmpQEULDYtRL+ki1erawTAMZDIZtFot\nmjZtij59+sDL3q/aKjF//nwkJyfj888/r/W9yL2DT00F7vaCBQAuKAhMVa2v6gD14MHQfbsF5osX\nrWPZ78xGwLovwfn4uDEyQuoPLlu6BTHv4wOw1atGFJVKiKXWLei7dgOXmwuu1Noe5aVLEJUqGNu6\nZ4On6jCZTBg7diymT5+O2NhYAEBqaioWLFiA06dPIyQkBNOmTcODDz7o5kjJvcLWQkOASjuK1bhr\nh6McO3YM27dvR6dOnVzyPFJ/WCroIV0fMCwLr1deRuaUF61jfGoqsmf+p2hBoqzSDUXL4TMzodu8\nGSIvQNWrJ5QdOjg6ZELqHC47S3LM+zpgO2KZDLruPeHx616wBr11WHXuLESlEqao6No/w0mMRiNm\nzZqFq1evWsdEUcRrr72GiIgIrFu3DgcPHsSbb76JzZs304ZppFqybhYiM0WH0CgvePgV/fIp8CKy\nbtou7SjMMYG3COBkNV5ud09w60+v1+vx/vvvowMlBqQCZeujuTrWQ7oyys6doRk5UjJmOnECeYsX\nV/te2bPeQcHX66HbuBGZEyc5KkRC6rSyM9KCr69D7it6eEDX+2GIcmnbLtU/J8EUFDjkGY529epV\njBs3Dikp0nagx48fR1JSEt566y00b94czz33HNq3b48ff/zRTZGS+ig1MQ87Pk3A0e+T8OPCeJz5\nNRW8RUB2mh68ueRbYZWHDGrPkveNKBYl0w2dWxPpFStWoFOnTjQbTSpkKdOxQ1ZPZqSLeU+Pg+K+\n+yRjuq3bULh7j933sNy6BdOJE44OjZA6jy1b2uGgRBoABB8f6Hr1hlhql1RGECAv07e+rjh58iQ6\nd+6MtWvXSsbPnTuH6OhoSfesDh064OzZs64OkdRjl4+X9FkXeBFn9t7Cjx/HY/dnFyTn+TfRwsNf\nKRnLpzpp9yXSZ86cwb59+/DKK6+4KwRSx/EpZUs76mYPaVsYmQy+7y8AFxIiGS9Yv97uexiPHXN0\nWITUfSYTOF3J7LDIMOC9Hbu+gA8IhKFMXbSs9OLmOmTUqFGYPn06VCqVZPzOnTsIDAyUjPn5+SGj\njv4cpG7S55VvA6nLMUGwiJIx/8ZaePpJ1ylRnXQlifTMmTOxZs0aAMAvv/yCEw6cFTOZTJg/fz7i\n4uIcsliR3Jvq+4w0AHC+vvD7+CNJRwDLpUvgy8y22WI8Sok0aXjKlXV4eQHVXFtgD0uItAuQLCMd\nEASHP8dZDAYD5GVKVBQKBczUH5tUgz6/6v9e5CoOkV38rfXTxSiRriSRPnjwIA4dOgRBEDB37lxs\n2bLFYQ9dvXo1mjRpgn79+jnsnuTeIopi+Rrperp4Rh4dDXm0dBGT6eTJKq8TeR7G48clY37/XejQ\n2Ow1f/58TJ482S3PJg0Pl+O8so7SBB8fCKU6ATFmM9h6tFuvUqkslzSbTKZyM9eEVMaos9h8zcNP\ngbZ9QjA0rjW0PopypR20u2ElXTv8/Pxw/vx5axudAwcO4P777y93HsMwOHz4cLUeunv3bmRmZlo3\nczGbzRAEAb169cKBAweqdS9ybxKysyHqS1bVMxoN2HrcOk7RpYukHZ7x7+NQ9+1b6TXmCxcgltqQ\ngvHygvKBB5wWoy3UWYe4GpflhI4dFWEY8EFBYEst4pNlpMPk56TnOVhgYCAuXbokGcvKyoJ/Jbs6\nElIabxEkOxcyDDBwSktkpujg30QL/8YaSSvksjPStClLJYn0K6+8giVLliA7Oxsmk8naQ9oRPv/8\nc1gsJb8BffPNN0hISMDcuXMdcn9S//HlWt+FVbpBUF2n7NIZuo0brcdlZ5orYjx6VHqPrl3BlFoc\n5QrUWYe4g6tmpAHAEhQMedlEumUrpz3Pkdq2bYt169ZBr9dDrVYDAE6dOoW2bdu6OTJSXxgKpLPR\nSq0MAU21CGiqrfD8cqUdmUaIolivP59ry2Zm3KdPH/Tp0wcA0K1bN/Ts2RMfffSRQx4aWmZ3Ok9P\nTyiVSjRp0sQh9yf1X9ke0vWxPro0RceOAMcBfNFv/nxyMvj0dHDBwTavMR77W3Ks7Bbr1BgrUtxZ\nJyAgAKdPn3b580kDZLGU3xrcx7mJdGmy27eL6qSrufmLO3Tq1AkhISF49913MWHCBPz55584d+4c\n3n77bXeHRuoJQ4G0NEjlKbdxZhG1pwycjAF/dyGi2Vg0o63UOH4NQ31h178UR48exUcffYT09HTs\n378fv/32G60KJk5Vn3tIV4TVaKBo00YyZqxkAa+g08F05oxkTBnr2kSaOusQd+Byc8CU2tGU13oA\nTtzRVPh/9u47Pqoy6wP4797pJb0nkEIIhJYQCAGliAqIyuq6Ly52XUFWEMXOri6WF1zQRSmKZRUr\nuqyd111UUBBQegsQIBBSSCG9TabP3Pv+MckkdyaTTJKZTDI5389n95P7zJ07J5FJzjz3POcJCgLX\nZvdDxmx2WuzYV4lEIqxZswZ1dXW49957sW3bNrzyyiuIje3fEw+k9zjOSMtVHSfEDMM4zUrv3HQB\n372ag0PfXgJn5V0803+59RGC53msWbMGX3/9NfjmX3AMw+DWW2/F448/3uMgFi1a1ONrEP/ibzPS\ngK1Oum1ybDxyBMobbmj3XNOxY/bZawAQxcdD7HAnx5uosw7xFaeOHaHem40G0FonXVzcGkNlBax9\ntM74kENLzMGDB+Odd97xUTSkv+vqjDQAqMNkaKg02I9rSmy7HzZUGiBViDD2uv498dVVbs1Iv//+\n+/jyyy+hUqkwY8YMzJgxAyqVCp9//jk+/PBDL4dIBhpzXh5MDmUE/bVjR1uyzPGCY9ORo/YPpm3x\nHAf9L8JFt/JeLuugzjqkV3Ec2Lo6iCrKIXK422kN9v7CP6fyjsoKr78mIX1BV2ekAec66bbO/Vrp\nVjs9f+LWjPTWrVsREhKCzz77DKHNq5lrampwxx134JtvvsF9993nzRjJAGEpK0Pj2nUw7Nnj9JjY\nDxJp6ejRgEwGGG2rnK0VFWj65BOYT50Gp9OBDQwEo5DDePgIOIdkQjZxYq/GSp11SG+SHzsCWV5e\nu49ZvT0jjf5dJ01ITzjOSCvcmJGOTg5A7m/tl/daTBxydpUj86aBs+bNrUS6rq4OaWlp9iQaAMLC\nwpCcnExbkRKPMB4/jrplfwHX0OD0GBsR4Rcz0oxMBmnaGJgOt3bs0Gx8s/MnisWQ9nLrOeqsQ3qL\nqKbaZRINeLdjRwsuMBCcXA7WYLtdzVgsENXWwBoe0ckzCenf9N2YkY4bEYT0WbEoO98AZZAUIjGL\n/KM19sfPH6jCiKlRUIV4b21DX+JWIp2QkICTJ0/i8OHDmDBhAgBbndapU6eQlJTk1QCJ/9N99x/U\nr14NWJybwouHDEHwc8/1ets3b5FlZgoSaXeo77gdrKr9VkTeQp11SG+Rnjvn8jGrSg1ervB+EAwD\nS2QUpJeK7EOSggJKpInfM3ajRpplGYy5NgZjrrX9nbBaOJTnNULXYLsWZ+Vx6ufLmDQ3wfMB90Fu\nJdL33Xcfnn32WTz88MP2Wena5ob5d999t/eiI35P+/U3aHj5ZadxyciRUN93H+RTp4Dxo9ursvGZ\n0LhxHiOXQz59OpRzboSs+cMrIf6GaWqCpKRYMMZLJGDMZvBiMQy9eCfGPDhekEhLiwphGJsBSDpP\nLAjpr5xmpNVdb2MnErNImxmLA1+2vn8uHq3GyKuiEBjh/7tsuvUTmzFjBniex9tvv42S5sb1MTEx\nuP/++zFz5kyvBkj8F28yofGNN5zGAxYuhPr+P/llg3fJqJGQjBkDc3NJFBMYCOXvfgdZ5njwTVpw\nmkawYWGQZWWBVSp9HG0r6qxDvEF2PlfY6i4oCE2zbwDMZkAs7tUaZUtcHDi5AqzBtqMqY7FAWlgA\nU8qwXouBkN7m1LVD3b0PjkPGhSHnl3Joqm1rgHgOuHCoGuNvHNTjGPs6tz96zJw5EzNnzkRDQwNY\nlkVAQIA34yIDgOnMGfBabeuATIaQ55ZD4cedIhiWRdjrG2DYuROMWg35xIlg5P7/iZ0QJyYTpPkX\nBUPG4am2PYq92DfaJZaFKTkZ8pzT9iFp3gWYhqbYYiLEz/AcD6O25zPSAMCKGIyaHi2YlW4o1/co\nvv6iyz+xoKAgb8RBBiDT8eOCY8XV0/06iW7BKhRQ3nijr8MgpFdILhVBduYMGL0O4HkwHAdeIgFY\nFkybdRGcXA5zQqLvAgVgSh4K2Zkc+yy5qKEBouoqWCMifRoXId5g1FvBc63HErkIInH37wKFxArv\nojbVmbp9rf7Ef4pPSb9jOiZMpKUZGT6KhBDiDYxWC8XBAxDV14E1GsGaTGAsFrB6Pdi2d6MAWwmF\njxcV80olLA4dgqR5F7p2EY5z2uKckL7IoHEs6+jZNt9qhy4d2jpju3sl+BtKpIlP8BYLTA6tE2W9\n3OKNEOJdkpJiMG126HSFF4lsJRR9gGMckuJiMAaDi7Mdn2yCcu9uqH7a7oXICPEsT9VHt5ApxZDI\nWz8MWy089Brnblz+pmcfP8iAov/lF2g/+xeslRXgmrTgDQZIR45EyMoVEEV27dan+ew58PrW+ik2\nLAwiaq1GiF+RlJW6dZ4hfSx4mevd0nqTJSoaVrUaoqYmAADDcZAU5MM0YmSHz2M1jVDu2QORhmaj\nSf/guKuhoocz0oBtVrrucuvfdm2dEcpA/+584/ZPbdeuXUhOTkZ8fDzWr1+PgwcPYty4cViyZAnk\ntFjK75kLC1H37N+cej2bsrPRsOZVhL7i3MKuI8bjxwTH0owMv+zSQciAZTY7bfetmTUbnFoNxmQC\na9CDMRjBBQSA60trbxgGpqEpUJxoLT2T5l+EKXWEy0WHbGMDVD/tAGsaGDWhxD94ekYasG0f3jaR\nbqo1IcLP20m7lUh/9tln2LBhA55++mlcuHABn332GQAgPz8fIpEIjz32mFeDJL6n2/p/7W6YAgCG\n334D16QFq3Z/0xDH+mjZOKqPJsSfiMsvC1vbBQSAa96HgJdKYVWrfRVap8yJSZCfzAbD2VZiiTQa\niCorYY2KcjqXMRqg3L2bkmjS7zjOSPe0RhqA026GTXXGHl+zr3OrRvrLL79EQEAARo8ejZ9++gkq\nlQpff/01oqKisGvXLm/HSHyMt1ig/+EH1ydYLDDu39el65myswVj0gyqjybEn0hKhWUdltg4F2f2\nPbxcDnOcsP+tNL+dbcytVij37oVI2yQYNvm4+wgh7tB7aUa6LW2t/3/AdCuRrqqqwujRo5GSkoIj\nR44gPT0dcXFxGDJkCOrq6rwdI/Ex44GD4Jp3sgQARqWC8pZbBOcYdu9x+3rm8+fB63T2YzYkBOKk\nxJ6GSQjpKzgO4stlgiFzP0qkAVsrvLYkxcVgjG1m13geikMHIa6uEj5vSDL0k67ojRAJ6RGnGekA\nz9RIt0Uz0s1CQkJQVFSErVu3orGxEZMmTUJhYSFOnz6N6Ohob8dIeoH5/AVo3nsPhgMHnNrV6P77\nX8GxYsYMKK6fLRgz7NsH3iz8dOuKU9u7sWOpPpoQPyKqrQHbJunkJRJYIyJ8GFHXWaOiwKlay9UY\njoOksMB+LC4tgbSoUPAcS2QU9OMzaQMX0i94q0a6raZaSqQB2LYILy0txerVq6FSqTBjxgy88cYb\naGxsxO9//3tvx0i8zFJUhOoHH4Tm3fdQu/RRNL7+hj2Z5hoaYNi7V3C+4sYbIB09GmxIiH2M12ph\nPCpcQOiK40JD2Xgq6yDEn4gdyjrMMTG9ut23RzAMTEOSBUPS/ItA8+9G2bmzgsesAQHQTpnq817Y\nhLirN2qktfUmcJx/95J266e2ZMkSREdHo6ysDDfeeCPCwsKQmZmJjIwM3Hnnnd6OkXiZ5t33BFt1\naz/9FOB5BD7yMPQ7dgBtZppFgwZBmpYGhmEgnzoFuv/7zv6YYc9uyCdN7PC1rLW1MB117thBCPEf\nkjJhWUd/qo9uyzRkCGSnTwl3OqysBMQiiKurBefqrpzim63NCekGnue9MiMtkYkgU4ntW4/zHKBv\nMDsl2P7ErUSaZVn88Y9/FIzddtttXgmI9C5LURH0P/3kNK797DNYCgpgyc8XjCvn3Ggvw5BfdZVD\nIr0X/JNPgulg5knzz3eF/aNDQyEeMqSn3wYhpC/gechyTkPUUN86xDCwxMT6MKju4xVKWGJjBQsn\nFUcOgQsUtuszR0eDa3OHjpC+zmLiYDW3zhSzYgYSmWfuGqlDpPZEGrDVSQ/4RFqr1WLLli3IycmB\nwWAQ1NAyDIM333zTawES79J8+JH9VqUj4/79wgGGgeL66+2HssxMMAqFPTHmqqpg2LULorg4iGNi\nwDr0hjXn5UG3datgTH3P3R0m3oSQfsJigfLAfkhKigXD1vDwPrPZSncYh48QJNIijQYijUZwjml4\nam+HRYhAY5UBJ38qg0lvRfL4MMSnhXS49sh5MxaJx9YqqUNlqClpbSjQVGtE1JAAj1y7L3IrkX7x\nxRexZ8+edvdMp0Vi/ZeltBT6H38UDkokglKOtqSZ4yFus7iUkcshmzQJhjYtEOueedb2hUyG4Kef\ngnLOHAC220gN69YBzX1ZAUA0eDBUc+d66LshhPgMz0O1ZzfElRXCYYaBIX2sj4LyDGtkJExDkm31\n0e09HhgES3RML0dFSKuaEi12broAo84KACjLbcSgE7XIuiXB5a6CBo3w77zMA/XRLZx7Sft3Czy3\nfnL79++HQqHAsmXLEBsbC5ZmEP1C00cfAVar/VickICQFf+LmkeWgquvF5zLyOUIXLLE6RryadME\nibSd0Yj6FSvB6XRQ//GPMOzcCdPhI4JTgh55GIzEv7cOJWQgEJeVOSXRnEwG3eSpsIb3r24d7dGP\nzYD48mWwep3TY8bhw6lLB/GZinwNfvkwD2YjJxgvOdOAyoIcjJgWheTMcKeE2qB1npH2FOde0v7d\nucOtRDo2Nhbh4eGYPXt25yeTPsdw4ACMBw5AFBUF6ZgxYAMDof38c+j+I2xrp77vXkiGD0fEZ5/C\nsGcvwFnBqNVg1QGQpqeBbWcnMvmUyWCDgsA1NLT72o2vvgbd1v/ZCm1jAAAgAElEQVSDJU+4mYF0\nQiZkU6d67pskhPiMuEzYpcMaFATt1KvA9+HdC7tEKoV+QhZUe34RDHMyGcy0+QrxkYp8DXZuugCr\npf3yTJPeiuwfy3ByRxkGjQzG0AnhiEkJBCtioNc4LjT03Iy0cy/pATojXdtmA44HH3wQK1aswH/+\n8x+MHz8eMod6t9DmbV9J32M6eRK1Sx/t9DxRXBwUs2bZvg4Lg+oW99oasoGBCFm9Ck0ffQxrZSXA\nsrAUFgq2E3dMosGyCFq6lMqCCPEHPA+JQyJtGJvhP0l0M0tsLEyJSZC26SVtGpoCiD2XgBDiLp7j\nceCrIqckWhUihdYhceU5oPh0PYpP10MeIEbS2DBoHTZK8UTHDnsMA6yXtMvfANdff71TorNy5Uqn\n8xiGwX7HRWmkz9Bt+96t8wIffBBMN/8gyMaNg2xcay9ow4EDqHt6GXhj+2+egAULIElJ6dZrEUL6\nFra+HmybTjy8SARLZJQPI/Ie/bjxYPR6SCrKYY6KhnHESF+HRAaosvON0FQL/8aOnR2HkVdF4dyv\nlcjeXgarmXN6nkFjwdm9FU7jHp2RDhbOSOsazbBaOIjE/lkW7PInRzsW+gfTiRMdPs5GRCBw8SIo\nZs302GvKJ01C6Pp1qH38CcFW4NLMTKhvvw3yKVM89lqEEN9ynI22RMf476YkUil0V19jW1vSR77H\nH3/8EcuXLxeMTZs2DWvWrPFRRKQ35P5WKThOHBuK0Vfb8raR06KQnBmGgmM1uHCwGg2Vhk6v58kZ\naZGEhSJQAn1jc/kID+jqTQgIl3vsNfoSl4n0Voc2ZZ5WUlKC1157DdnZ2VAoFJgxYwYWLVrkVDZC\nuo9raICloPU2JBgGbHg4uLo6iIcMgfq2eVDMmuWVBX+yjAxEfPQhmrb8G6xKCcXs2ZAkJ3f+REJI\nv+JYH22O7Z89o7ukjyTRAJCfn4/p06fj6aefto/R31H/1lhlQNn5RsFY6pRIwbFMKUbqlCgMnxyJ\nqiIt8o/UoOhkrdOixBZhg5QejVEdIm1NpAE01Q7ARLqtRYsWISMjAwsXLhSM/+///i+qqqrw+uuv\nd+lFzWYznnjiCSQlJeG9995DXV0dVqxYAQB49NHO63mJe4wnsgXHkmEpCP/oIwC907ZQHB+P4Kef\n8vrrEEJ8gzEYIKqpEYz1181X+quCggIMHToU4eHhvg6F9JLc/VWC47DBSoQPVrV7LsMwiExUIzJR\njcybBqP4TD1qLmnRVGdEU60JPM9j2KQIBEZ4NslVhcpQVdS6Y3JTnf/WSbtMpPft24e85kVix44d\nQ319PeTy1h80z/M4dOgQGlx0a+hITk4OiouL8cEHH0CpVCIpKQl//vOfsW7dOkqku8haUQnTmRyA\nZcFIpWCDgyEZNgyMSATTieOCc6XpY2mBHyHEY8SXy9D2N4o1JAS80rMzW6RjBQUFuPbaa30dBukl\nZqMV+UeE29OnTo50cbaQWMoiaWwoksZ6v0HEQOrc4TKRjoyMxJNPPgmO48AwDAoKCgQ7GLZszpKe\nnt7lF01ISMC6deugbPMLl2EYNDU1dflaA5nxxAnUPPwIYBL+A5WMGomwN9+EyWFGWjq2f2+MQAjp\nWxzro82xcT6KZGAym80oKSnBr7/+infeeQc8z+Paa6/FwoULIZX675bMA1n+0RpBeYZcLUb8mL63\nPb1jL+n6cr2LM/s/l4n00KFD8cILL6CwsBCbNm1CQkICZs5sXZDGsiyCg4NxzTXXdPlFQ0JCkJWV\nZT/mOA5ffPEFJkyY0OVrDVQ8z6NhzatOSTQAmHPOoOmjj2HOzRWMS8d2/UMPIYS0y2qFuLxcMGQZ\nCPXRfcilS5dgtVqhUCiwevVqlJaW4tVXX4VOpxPUTBP/wFl5nP1VuMgwZWJEn+yG4VhzXV3UBJ7n\n/fKueIc10rOa+wrHxsYiOjoamZmZXgli3bp1yM3NxYcffuiV6/sj42/7YLlwweXjjrsWiuLjIQoL\n643QCCH9lKimBuKKcliio2EN7fj3haiqCoy5dTERJ5N3+hziWcnJydi+fTuCg4MBAMOGDQPP8/jb\n3/6Gxx9/HGLqce1X8g5Xo6mmtdaYYYGUSX2zNj4oSgGJjLXPnht1VmiqjR6vxe4L3HqXzZkzB8XF\nxdixYwfMZrO9rKPFjTfe2K0X53ker732Gr788kusXr0aydTVwS08z0PzwQeCMdHgweCqqsAbmtvc\ntEmiAUBGs9GEkA6IKiuh+mUnGI4Df/oUtNdc2+H23m03JgGaZ6P9cLapr2tJolskJibCYrGgvr6e\nFiD6EYvJipM/lQnGbFt/980SHpZlEB6vwuULGvtYVWHTwE2kN2/ejI0bNzol0C3T9N1JpDmOw8qV\nK/HDDz/g73//O6666qouX2OgMh09CvPp04Kx0JdWQrd9O7SbP233OdKMjN4IjfgZalM5QHAcFEcO\ngeFss0cMx0F+/Bi0M2a1nxxbLJCUFAuGzPEJvREpaWPXrl14+eWX8d1330HS3Mb0/PnzCAgIQBjd\ngfQrZ3+thEHTumOwSMIgbWaMDyPqXESCWphIF2mRPMH/Pty5nUhzHIe0tDQkJiZC5IEemuvWrcOP\nP/6Il19+GVOnTu3x9QYSzQcfCo5lV14JyfDhUIeFQfv5F+3WTdNCQ9JV1KZy4JBeOA9Ro7Avrbim\nBuLSElgGDXY6X1JSAsbS+kedkytgifLP3Qz7soyMDPA8j7///e+47777UFxcjA0bNuCuu+7yy1rU\ngcqgteDML8L1CKlTovrsbHSLiAS14LiqyD8bSriVSFssFowaNQrvvvuuR1701KlT2LJlCx566CGM\nGDEC1dWtrVzoVpRrPMdB9+1WmI4cEYwH/Ok+AIAoPBzKOTdC9/U3gsfZiAiIYvr2J1fS91CbyoGB\n0eshP3Wy3cfkJ7PRFBsHsMLFTJIiYVmHOTHR6RzifcHBwdiwYQPWrVuHe+65B2q1Gn/4wx9w3333\n+To04kGnd14WdOqQKkQYdVXf/+AaFq8CGADNxQwNlQYYdRbIlP5Vu+/Wd/OHP/wB33//PWpraxEa\n2vP+gzt37gQAbNy4ERs3bhQ8tm/fPlog0Q5jdjYaX1sL87lzgnHp+PGQpqXZj9V33QXd1v8T1EjL\nMjJodoJ0GbWpHBjk2ScEs8ttiRobISksgHlI6/oVRq936tZhSkz0ZoikA8OHD8dbb73l6zCIl1hM\nVlw4KOwbPfqaGEgVfT9PkspFCI5WoP5ya+u76ktaxKUG+TAqz3Prv4RWq4VWq8XcuXORkpICuVxu\nT8wYhsHatWu79KJLly7F0qVLux7tAKXfvRt1y/4CONSoA0DA/fcLjsVxcVDMnAn9Dz/Yx6SZ470e\nI/E/1KbS/4lqqp0WDXJKJVidzn4sP3USnEoFa0QkwLKQFBWCafO7yBocDC647/WxJcQflJ5rhNXc\nOhutCJBg+BWuFwH3NREJKkEiXVXUNDAT6S+//NL+9YkTJwSP0Uyn92k//cw5iZZKEbT0EcjaSZID\nH3kYppwcWIuLIU1Lg/KGG3opUuLPqE2l/5E6tNC0BgVBO/UqBGz7j33hIavXQ71rJzi5HNaQUIjq\n6wTPMSUm9Vq8hAw0l04J328J6SEQSfpPGVVEghoXDrTOqFe32TbcX7iVSNNtI9/htFqYHDp0yK+9\nFoFLHoLYxeYHorAwRH7+b3BV1WAjI+jDDukRalPppzgOYoedCQ3pY8Gr1TClDIMsV1hGxhoMYC8L\n22/xDANzAnXrIMQbLCYOpecaBGMJfXAXw444LjisLtaCs/JgRf6Tl7iVSI8bNw4AYDKZcPHiRTAM\ng+TkZHu7HeI9puMnnDZWCf37S50+j2FZiKIivRkaGQCoTaX/ElVVgm3T4YeTSmGJti1KNowaDXFF\nOUT19R1ewxIVBV6h7PAcQkj3lJ1vgMXUWtahDJQgPF7lw4i6Th0qhVwthqHJtg7DYuJQV65HWJz/\n/N5wu1p98+bN2LRpE/R6W62LUqnEAw88gNtvv91rwRHAeOSw4FhG9amkF1GbSv8lKSkRHFvadueQ\nStE0azbE5ZchuXQJktISwS6GgG022jhydG+FS8iA41jWET8mBAzbv2ZyGYZBRIIaxTmtH8qrCpsG\nXiL91Vdf4fXXX4dYLMbIkSMBALm5uVi/fj0UCgV+//vfezXIgcx42CGRzqJEmvQOalPpx3jeKZE2\nO/aLZllYYuNgiY2D3mqFqL4OjF4PVq8HrFZYIqPAeaCLEyHEmcXMoeSMsKwjvp+VdbSISFAJEunc\nfZUYmhUOcT+q9e6IW4n0Z599BpVKhffeew9DhgwBAFy8eBELFizAp59+Som0l1hramDJu9g6wLKQ\nNZfZEOJt1KbSf4lqa8HqWztz8CIRLNHRHTxBBGsYfXgipLdcPt8oKOtQBEgQkdC/yjpaxKYG4di2\n1vUYmmojTv10GRnXx/kwKs9x6y9hRUUF0tPT7Uk0ACQnJ2PkyJE4ebL9Rv7eZDx+ArIM/9+pz+iw\n8YokNRVsYKCPoiEDDbWp9F9ih+29LTGxAH0wIqTPKHIq6wjud2UdLYKjFEiZFC7o3nFmTzni00L8\nosTDrXn1mJgYnD17FoWFhfaxwsJCnDlzBrEuOkd4U83ixdC8/z74Novw/JHpsDCRpvpoQognOJd1\nDPJRJIQQR5yVR+kZ4ULf/lrW0SLj+kFQBrU2qOA54MCXheCszvtj9DduJdLz5s2DVqvFXXfdhfnz\n52P+/Pm46667oNfrceutt3o7RmccB807/0TN0qXgGhraPcV09hw0770H/e7d4F3s2tWjEHQ6aL/+\nBvrtO7xyfZ7nYTx0SDBG9dGEkJ5iGxog0jTaj3mGgTnWP26xEuIPast0gi3BZSoxIhLVHTyj75PK\nRci6JV4wVlemx7nfKn0Sj15j7vwkN7l1L2/u3LnQarX48MMPcbq5p7FcLsfdd9+NuXPneiyYrjId\nPoLqBxYidO1rEMe1/iEw5+WheuFCoLm1kyg6Gqpbb4U0PQ0AA4hYiBMSwKq6V2/Em82oeWgJzGfO\nAACk301A6Msvg1V67haFtbgY1oqK1gGZDNIxYzx2fULIwMM2NEC571fBmCUyCpBKfRQRIcRRZUGT\n4DhqSADYflrW0dagEcFIHBuCwhOtZSs5v5Rj2KRwiKWiXovDZLBi6yuncduKDI9cz+2iuHvvvRe3\n3XYbCgoKwLIs4uPjIZfLPRJET1iKilA9fwFC//EPSMfYWjE1ffyxPYkGAGt5ORpff13wPCYwEKGr\nVrW7M2Bnmj762J5EA4Dp0GHUPLIUYa+92qMaZt5oRNPmT2E+exaW8nLBY9L0NDAyWbevTQgZ2CQF\n+VAcOQzGoSTOMniwi2cQQnyhskAjOI4a0r9no9vK/N1glJ5tsM+4G7UWnD9QjZHTonothsLjtYKF\nnD3lMpE+duxYh0880yaRHNfLnSSk6ekwZWfbj7m6OtQ89BDC33sPbFgo9D/v7PQafGMjap94AqHr\n1kKW4f6nEnNBATTtbJFsPnUK1YsWI2zDeojCwty+Xlv1K1+Cfvv2dh+j+mhCSLeYTFAcPQxpUZHT\nQ5bQUJiShrTzJEKIL/Ac7zQjHZnkP4m0XC3B8CsjcXpX62ThmT3lGHZFRK+0w+N5HucPVHn0mi4T\n6UWLFrm9tfSBAwc8FpA7wt54HfUrVgqSTt5oRP3q1ZBdMQlws2aZNxhQ+9jjCNuwHtK0tM7P5zg0\n/H0VYG6/tsaSl4fap55C+D//CaaLK+AN+/a5TKIBQD5pUpeuRwjxX4zRCMWhgxDV1oKXSsDL5eCk\nMqDlVzbD2sbkcsjyLoDVap2uYUpIhD5zAiDqvVuqhJCO1VcYYNK33jWSKkQIjlL4MCLPS50ahXO/\nVdpnhQ0aCy4ersbwK72/G3P1JS3qy/UevWan2Z5CocDo0aMRERHh0RfuCUYqRfCLL0AUG4OmDz+y\nj5tzcmA+d05wrnrBfDASKYyHDoE3GACLBebcXPvjvF6PmqWPIuKjDyGOFxbCO9J98w1MDu3+RIMG\nwdpmBbw55ww0721C4IN/dvv74Q0GNPxjjcvHlf/zP5AMG+b29Qgh3cTzYIwGMEYTGIsZ4DhYQ0L7\nXGs4xeFDkJQ2/97RA3Cx6Lo9vEgE/fhMmJOGAG5OlhBCeodjWUdEorrftr1zRa4SI2VSBM7uaV0H\nlrOrHEOzwiESe3dW+sLB6s5P6iKXfx0iIyNRWVkJnU6Hw4cPIyoqCmPGjEF6ejrS0tKQkpIClvXd\nrjQMyyJw0SJYCgph2L279YE29X+MQgH17beDVasRcN+99nHNRx9D8+ab9mNep4Pmw48Q8txyl69n\nuXwZjW8IN6WQTZmMkJdeQu1TT8F0qHUHwqaPPoJs0kTIxrrX61rz4YewlpW1DrAsgp9bDlFMDETR\n0RB3tFECIaTHWI0GkqJCSC4VQdTYKHiMF4lgHDUaxtQRrVto+xCr0Tj1gXaXNSgYuiuvBBcU7OGo\nCCGe4M9lHW2NnBaF8/sqYbXY2t/pGs24eKQGwyZ5b9LWqLOgKLvW49d1mUh/9913uHz5Mk6cOIHj\nx4/jxIkT2LFjB3766ScAtpnqESNGID09HX/+s/uzr54W+OhSGA8cAG80Oj2muOEGsGrnf4QB994D\n3mRE03ub7GOmDmrCeY5D/YqV4HWtO4ExSiWCn34arFyOkBUrUHXnXeBatlDmONS/8AIiNm9u9/Xb\nMucXoOmTzYIx1dz/gfL66zt8HiEDjaiyEvLjxyDSNMIaGAhraBg4tRqsTgtWowFjMsEcnwDTsOFu\nz7Qyej0URw5BUlrq+hyrFfKT2ZAUX4IuayK4EN9uiy29kIvuzE8Zhw2HIX0slXIQ0kfxPI8Kx4WG\nSQE+isa7FAESpEyMELS/O73zMpIzw7w2K51/tMaeuHsSU19f7/ZVq6ur8cUXX+DLL7+EVqsFz/Ng\nGKbXa6QdaT74AJq333Eaj/jXvyAZktTuc3ijEZevuVZQTx31n+8gaqeEpenzz9H46muCsaCnn4Lq\nf/7Hfmw4cBC1DrvAiYcNQ9AjD7tcKGg6dw61TzzZmoADYMPDEfnvLZ0m4IQMGCYT5NknILuY59bp\n5phY6K64stOWbuLSEigOHQTbzodwV3iGgSEtHabUEb4pizCZEPh/34Jp83vLkJYOa3AIGHNrpyJY\nrWD1BjAGPRirFaaERFijem9VPCGk6zTVBmz9R479WCRhMe/FsWBF/lXa0ULXYMK3r5wG1ya5zbxp\nMFIne75W2qS34LvXzkDf2LrG7a6Xu961rT0dFv5ZLBbk5OTgxIkTOHHiBE6ePGlPoAEgOjoa6enp\nHgmkJ9R33gndf/4rqFWWZma6TKIBgJHJIElNhbm5LzYAmE6dguKaawTnWS5dgsaxpCMrC8o//EEw\nJp80Earbb4P2X1tan3v+PGqWPAxpZiZkmeMhSU6GKDoGYBlY8gtQ//e/g9cLi96DHnuUkmhCmrF1\ndVDt+QWs3v3FIZLLZVD/+AN0U6eCC25nNzCrFfLjxyDLu9Du83mGAadWgxdLwGqbwLZppcnwPBTZ\nJyCuqoR+4hXge7klpTT/oiCJ5uRyGIen0iwzIX6gwqGsIyJB5bdJNAAog6QYNikC534VzkoPnRDm\n8b7SR/9TIkiiPflzdZlIP/jgg8jJyYG5uUOFSCTC8OHDkZaWZv9feHi4xwLpCUYqRfCyp1Hz6GO2\nGmmGQcCf/tTp86RpYzpMpHmOQ93/rhCUjTAqFYL/9my7HU0CFy2C8chRWC4I/0CbjhyB6cgRp/Md\nKWbPhvzaazs9j5CBgGlqgmr3LrAGQ5efK9I2Qb1jO/TjxsM8JNk+e8w0NUH5268Q1znXyVlCQmFO\nToZ5cLw9QWYMBsiPHYX0krB1nKSsDKIfvodu8hRYe+v3IMdBdv68YMg0NIWSaEL8hHN9tH+WdbQ1\nano0LhyshtXc3MGjyYLcfVUYNd1za8PKchtw8UiNYGyEB/tWu0ykjx8/DoZhoFAoMGrUKIwcORLS\n5lul+fn5yM/PBwAwDIP58+d7LKDukmVlIez1DTDs2wf5xIlubbQiHT0GWvzLfmw6dVrwuOGnn2E+\ndUowFvTE4xC5uEXKyGQIe30DGl75Bww7O+9l3ZbqjtsRuGSJ2y0HCenr2Pq69meE3WEy2WaiHZJo\na0AADBnjAZ6HqLYGjNEAXqECp1ZBej4X4prWX5aM1Qrl4UMwVZTDMmgwWE0TZOfOgHFoX8kzDIyj\n02Ac4byYkJfLob9yMszx8bYykDaz06xeB9XOn2AYmwFTyjCvl3pIigrB6lrb2PEsa0ukCSH9ntXC\noTxPuNDZXxcatqUIkCB1SiRy2vSVzvmlHCkTIyBV9HySwKS34sBXwomQoEg50mbE9PjaLVzWSE+c\nOFF4YvMfiZayjrbjvq6R7i5rVRUq5vyudUAiQczPP4GRycBbLKicd5ugXEQ2ZTJC16xxK9k15eSg\n8Y2NHS5iBACwLIKeeBwqH261Tog3BG35DOa4OBjGpIML7rhLBNvYAMXRI2A1TeBlUsBshqhJODtj\nTB4Kw7jxrmdgrVbIjx11u5YaAKwqNfRXXglrWOezyoxWC+W+XwXJegtTfAIM48aD98ZurxYL5Cez\nIT0vXGRoGpIMfdZEl08jhPQf2dvLcOrny/ZjVsTgjy+O7ZVNSnzNqLPg25dPw2xo7bqWOiUSmb/r\n+a6rh769hPP7WzdgYRjguodSET5Y1eNrt3A5I718uetWcP5CFBEBUUw0rJebPwmZzTDn5kKalgbd\n1q2CJBoiEYKWLnV7xlg6ahTC3twIc24uzGfOwJx3EZb8fHBtWmuxgYFQ/+k+yCfSH0PinySlpRCX\nlcGcNASGMWngFc4bC4hqaqDc/QtYU3MJla6dzUMGx8OQOaHjWV+RCIYJWbCGh7e7FbYjc9wg6CZO\n6nRRYgtepYL22pmQn8yG7NxZwWPSS0WQlJXCODzVVrPs5jU7I6qssG284vChArB14SCE9H/Vl7Q4\nveuyYCxxbOiASKIBQKYUY8TUKJzc0doG+NyvlQgfrELi2O53SdJUG3DhoHAXwxHTojyaRAMdJNJz\n5sxpd3zHjh0oKirCggULPBqIr0jHpEF/ufWWgunkKYhTUqDZ9L7gPOVNN3W6YYsjhmEgTU2FNDXV\nI7ES0h8xPA9p/kVILhXBOGw4TMOHg5fZZm5FFRVQ7d0tWEDnyBIRAf2kK9wunTAnDYE1LAzKfb9B\nVF/v9DjPMDCkj4VpeGrXyzFYFoaxGbCEhUN5cL8gbsZigTznNKR5F6CfdAUsMbFdu3ZbJhMUJ45D\nmn+x3Yf1YzM6neUnhPR9FhOH3/5dAJ5rHVMESDD+xkG+C8oHRkyNxIWDVYIFgfu/LERghByhccpu\nXTN7x2XBz1UdJkPazB78Xnahy9t1bd++HXv37vWbRFoyZrRga27TqVPgLRZwbWstZTIEzL/fF+ER\n4jcYiwXyMzmQ5Z6DJSbW1hGjvh4M77oDpzU4GLop07q8oI4LDELTjFmQncmBuLICvFQGTqUEp1LD\nEjcIXEDPFvFYBg9GU1AQlL/thchhV0HWaIRyz27oJ10Bc0Jil68tLi2B4vChdhdZcioVdFmTqJUd\nGRA4jgdn5f12ZtZi5nDgq0JoqoUtOCfNTYBM1bd2U/U2iUyEaXcNwY53zoOz2v4mWM08fvkoD9Pv\nG4rQ2K4l03WXdSh02HwlfVasV/4tDaz/Uu2QjkkTHBuPHIHx0CHBmGrevHb7SxNCXNNOnQb5iRMQ\naYQLaBirFRIXO/MZU0fAPGgwGIMBYBhYoqK6vz23WAxjWjrc7xLdNVxgIJpmzYY07wJkZ3IE/agZ\nnodi/z4wJpNtIaI7zGYojh9zOQttTEmBIW0sIJF4InziJ0wmE9asWYOff/4ZEokEd9xxB+655x5f\nh9UjNaU65B2sQuGJWlhMHGJSAjF0YjgGjQj2m3Zw9eV6/PqvfNSXCz8wp0wKR1xqkI+i8q2IBDUm\n3hKP/V+2Lg7UNZixbf1ZRA8NwLArIhA+WAVFoARGrQVluY0oz2sEK2aROjkSwdGtpYPZ28uANnM0\nwdEKJKZ1c/F7J7r8F8pxsWF39ZU3vyRlKBi5HHzz7A/vUIvIBAZCfc/dvR4XIf2dJW4QmmJibYlm\nzulONz7Rp4+FacTIXorOQ0QimIanwjQkGbKzZyA/07qZAgNAcfQIpBcvwpSYCDAMxGVlENdUgxeL\nYYmNgylpCHipFOKyUkjz8iDSOtdCWwMDoZ8wEVb6ME/asWHDBpw6dQpvvPEGKisr8cILLyA6Ohqz\nZs3ydWgu8TyPujI99Bpz8zGgrTOitlSH6mItGiqEyWXZ+UaUnW+EWMpCLLXNKIokLIKjFQiNVSJ0\nkBIxQwPtj/UF9eV6XDxSg7LcBpjaLKIDb/v+TXqrfea1hTpMhnE3DKySDkfJE8JRe1mP3DY7HgJA\neZ4G5Xm2XR+lShHMeivapqMXD1cjeUI4hmaFo6ZYi5IzwjuFY6+LBcN650NYl3Y2BICLFy+ioaEB\n48aN69ELr1mzBkePHsVzzz1nf/P/9a9/9cmbv3rRYpfdNRx3MCSEdIPFYkuoz511KlngVCoY0tK7\nVQbR10gKC6E4uL/DchV38QwD48hRMI4cRb2iSbv0ej1mzZqFV199FVlZWQCATZs24cCBA3j33Xfd\nuoamxmhbKsDAaTE9z/H28oq2XKYjLAOWZcCKGDDt5LRWM49Lp+qQd7jaqZyhpyRyEZIyQpGcGQa5\nup27NnzbL3nhcXNyy3O277nl2BWm+WfFsIzta5YBZ+VRf1mHmlIdyvM0qC3VdSl+dagU0+8biuAo\n5wXZAw1n5bH303wU5zivcemO8HgVrls83GvthTvd2fDMmTNoaGjAiBEjEB4ejuTkZPvjJ0+eREVF\nBWbOnNmlF9Xr9di6dSteffVVjBgxAiNGjMBdd92FL774wnYV5/EAACAASURBVCeJtDRtTLuJdMDi\nxZREE+IJYjFMqSNgGpoCcfllsHoDrAEB4IKDvdMyzkfMiYngpVIof9vbadeQjlgDAqG/4gpYQ8M8\nGB3xNxcuXIDJZBLsMDx27Fi8//77sFqtELnxAWzrK6c7Pac/MBusOL+/StDqrL9IGheKCTfHQyqn\nD8yArfXftLuGoORcA87uqXDaqKarxs6O8+oeHS4T6cuXL+Oxxx5DYWEhANunr1mzZuGJJ55AYGAg\nAOCTTz7B3r17u5xIe+LN70lSx23OGQZBTz1JSTQhniYWwzKo571B+zJLbCyaZsyEPPsExBUVXZqd\n5hkGpqFDYUjP6H5tOBkwqqurERgYCFmbrepDQ0NhNptRV1fXZ3Yf7jIGiG2ui1YGSXHxSDUKj9fC\nbOQ6f24/ogqRYux1sUjKoA/MjhiWweCRwRg8MhjVxVrkH61BbYkOdeV6+y6IITEKRKcEouRMvcs7\nHAlpIYhO9u4OkS5/U69ZswYFBQVIS0tDSEgIDh48iB9//BE5OTnYuHEjonqwaryvvfllEydCmp4O\nU3Y2GLkcQX/9C5SzZ/dqDIQQ/8GFhEI3/Rowej0kl4ogrqiwLZ6MjIQlOgZsUxOkhfkQl5UBPA9L\nZBQscXEwxw0Cr+xeqycy8BgMBvuOwy1ajk1tduHsi1gRg8hENVixbaZQqhAhJEaJkFglQuOUkLfp\nWhE+WIUJN8fDqG1tN6nXmFFXaiuluHSqDoYm1y00fYIBYoYGYMj4MEQmBYBhbCUktjIaW0mIXC2m\n3YzdED5YZe/9zHE8dPUmiKWsvYQnY3YcLhyswtm9FbBaeIREKxASp0REghqxwwO9Hp/LRDo7Oxsj\nRoyw11mVlpbi8ccfR2FhIRYuXIgNGzZ0+0X72pufEYlsm6ecPw9RVBREYfTpkBDSc7xCYVuMOFzY\nS54LCoIlLq75JL7r/awJge3vpuPfzJZjuZslU+pQqW3RFm+rD27BA2BZBoyIAcu23d3Y1ZVsNcYc\nx4O38i7PUwZJkJAeiiHjwwTJcmdYloEioLX2WREgQWisEskTgPFzBqHkTAMuHqlG/WU9eDTXcXfw\ntmIYxv54S80zmObvmbU9ub23Jd/8f7Za6uZ66uafmzJYirBBKoQNUiIySQ1loGc2ZiKtWJaBOlQm\nHBMxGH5lJIZfGemTmFz+K5bJZNBqtbBYLBCLxYiLi8M///lPLF26FGfPnsX8+fOhUnVvdxhPvPk9\njRGLIR3ZzzoGEEL6P0qiSTdFRkZCo9HAbDZD0twWsaamBlKp1F6C2ZnfLxvjzRB7hUjMIiEtBAle\nam9GSEdcJtJXXXUVvvrqK9x000148skncc011yAoKAhvvvkmnn76aRw+fBgajaZbtyW68+Zft25d\nl1+HEH/36KOP+joEAXqfEuLMW+/TYcOGQSKR4OTJkxg/fjwA293k1NRUiDuosaf3KSFCPXmPumy6\nuGTJEsyePRuNjY2CZFmpVGL9+vW4//77uz173PbN38KdNz8hhBBCbORyOW644Qa88soryMnJwZ49\ne7B582bMmzfP16ERMmC4zFqVSiVefPFFPPPMM079FEUiEf785z/jzjvvxOHDh7v8om3f/M899xxq\namqwefNmPPPMM13/DgghhJAB6rHHHsPq1auxePFiqFQqLFiwoMudtAgh3dflDVk8xWAwYPXq1di1\naxdUKhXuvPNO3Hnnnb4IhRBCCCGEkC5zmUjX1ta6fZHQ0FCPBUQIIYQQQkh/4DKRnjhxolsLCRmG\nwf79+z0eGCGEEEIIIX2ZyxrpjIwMHD9+HAAQERHR67sNEkIIIYQQ0pd1WCP9z3/+E5s2bcItt9yC\nv/zlL70ZFyGEEEIIIX2ay/Z3ALBw4UJMmTIF3377LY4dO9ZbMZFelJWVhSlTptiPLRYLPv30U7ef\n/+KLLyIrKwvbt2/3RniE+CXH952rcVfn9cTNN9+MrKwsVFdXe/S6hJBW7r7H23s/Hj16FFdeeSWy\nsrLw8ccf90q8pPs6bdr81FNP4eqrr/bZjoOkd915550oLS2lDiqE+KmJEyeitrYWMpms85MJIb2q\nuLgYy5Ytg8Viwa233op77rnH1yGRTnSaSEdHR2POnDm9EQvpAwoKCiCVSn0dBiHES6hfPyF9k0aj\nwRNPPIHGxkZcddVVeOKJJ3wdEnFDh6UdZGC5+eabAQAmkwlZWVk4evQoAOD999/HTTfdhMmTJ+OG\nG27Ahg0bwHGc0/Pff/99ZGVlYcOGDfaxnTt3IisrC88991zvfBOE+KmcnBxMmTIF06ZNw7lz53D0\n6FFkZWXhb3/7Gx544AFcffXV2L17N7RaLZ5//nnMmjULkydPxty5c7Ft2zb7dRxvJWdlZeG2227D\n9u3bcfPNN2PatGl4/vnnYTKZ7M/Zs2cP5s2bh8mTJ2PevHnYtWtXr3//hPgzq9WKZ555BoWFhRgz\nZgxWrFgBlqUUrT+g/0rEbuLEiQAAlmUxbdo0BAcH44cffsDbb78No9GIcePGQa/XY/Pmzdi9e7fT\n86+77joAEDzW8jXttEVI99XU1GDZsmUwm8148cUXkZqaan9sx44dqKurQ3R0NMaMGYP169fj+++/\nR2BgINLS0lBSUoIVK1agrq7O5fUvX76MVatWITY2FhaLBd9//709+c7Ly8OyZctQXl6OcePGoba2\nFn/9619p3QwhHrR27VocPHgQAHD33XdTOW0/Qok0sWu55SsWi7FmzRokJycjPj4eCxYswPvvv4/X\nX38dCxYsAABcunTJ6flxcXEYPXo0iouLcfHiRVitVuzbtw8BAQGYNGlSr34vhPRXjv37eZ7HX//6\nV1RWVmLx4sW4+uqrBY/L5XJ8+OGH+Ne//oXQ0FBceeWVWLBgAbZs2YK33noLkydPhtVqRWlpqcvX\n1Ov1WLFiBd566y3cfffdAICzZ88CAD755BNYrVa8/PLLeP311/Hee++B4zhs2bLFw985IQNDe3t0\n7Ny5095m+O2334bFYuntsEg3dVojTQa2kSNHwmAw4PPPP0d2djbOnTsHAILbvm1dd911OH36NHbv\n3o2GhgY0NDTgd7/7HSQSSW+GTUifJhaLncqjWo4db+eazWacOHECAKBSqZyuNWTIEKjVavvxlClT\nYDKZsGrVKpw4cQLFxcUAXL9nW7R82E1MTLS/LmBbNwEAjzzyiOD8lkSbEOKsK+9xwPbeXr9+PZ59\n9lnk5+fjiy++wO23394rsZKecSuRXrRokcvHJBIJQkNDMXnyZLp974c+/fRTrF+/HpmZmZg7dy4q\nKirwzjvvgOfbbz8+c+ZMrFu3Drt370ZjYyMAYMaMGb0ZMiF9nkqlQkNDA8xms/1Dpl6vBwAoFAqn\n80ePHo3c3Fx88MEHmDNnjuC2r2NyvWzZMuzduxc33XQTHn74YWzbtg2//PKLy/csYPs9Lhbb/hy0\nzIq1nN8yMzZx4kRBpw+69UyIa119j69YsQJpaWl44IEHsHLlSrz77ruYNWsWwsLCejVu0nVulXYc\nO3YMx48fx7FjxwT/O378OA4ePIjvv/8ey5cvxyeffOLteImXMQwj+BT93XffAQCeeOIJzJkzp9Pe\ns6GhocjMzMS5c+fwww8/ICgoCBMmTPBqzIT0N/Hx8QCAH3/80T62b98+AMDgwYMF54pEIqxbtw43\n3XQTqqqq8MUXXwgebzu7VV9fj7179yI0NBTPPPMMpkyZgpKSkk7jae9Wc4ukpCQAwO9//3usWbMG\nixcvRmxsLH1AJqQDXXmPA7Cve7jxxhuRlJSEpqYmvPHGG70QKekptxLpN954AwqFAvPnz8fmzZux\nefNm3HPPPZBIJFi5ciXWr18PpVKJb775xtvxEi8LCQmBxWLB/PnzcfToUcTExAAAHnvsMdx///34\n6quvALR+sm7PddddB57nUVtbi2uuucY+00UIsZk7dy4A2yzUggULsGjRIntnm1tuuUVwrkgkQmBg\nIP70pz9BKpXi448/RlNTU7vXVavVUKvVqK2txb333ot58+YhLy8PAKDT6boV66233gqGYfDcc89h\n8eLFWLhwIbZs2YKqqqpuXY+QgaAr7/G2RCIRHnzwQQDAtm3bcPLkSe8HS3rErUT61VdfRUpKChYu\nXIiUlBSkpKTgoYcewvDhw/HJJ59g0qRJSEtLQ0VFhbfjJV62YMECBAUFobCwEEajEY899hjS09NR\nV1eHxsZGPPTQQwCAU6dOubzG1Vdfbe9FTbNWhDi7/vrr8cILL2DYsGE4f/48Tp06haSkJCxfvhw3\n3HBDu8+JjIzELbfcgoaGBnz22WftniMWi7FixQoMHjwYRUVFCAoKstdZdvSe7cjYsWPx0ksvIT4+\nHtnZ2VAqlViyZAluvfXWbl2PkIGgO+/xFldffTVGjx4NnuexZs2adtvNkr6Dqa+vd10412zq1KkI\nDQ3Fv//9b3tdnF6vx7x581BfX49t27Zh/vz5qKyspP6iBLm5ubj77rsRGhqK//73v/aaS0IIIYQQ\nf+LWPfesrCz8+uuvmDt3LsaPHw+e53Hs2DFUV1dj4sSJ+Omnn1BYWIiMjAxvx0v6sMrKSrz22mvI\nzs4GANx0002URBNCiIeYTCbcc889ePzxx5GVlQUAWLVqlVNZ5WOPPUYdHwjpJW4l0s8++yyef/55\nHDp0CD/88IN9PCMjA8uXL8fXX3+N8PBwLF261GuBkr5PqVTi0KFD4Hke1113HebPn+/rkAghxC8Y\njUYsX74c+fn5gvH8/Hw88sgjmD17tn2sbTtEQoh3uVXa0aKoqAiXLl2CxWJBYmKifTV3U1MTVCpV\nhyu/CSGEENJ1+fn5WL58OXieR15eHt544w37jPSMGTPw8ssvY/z48T6OkpCBqUvtFBISEpCQkOA0\nTp9+CSGEEO84duwYxo8fj8WLF2PatGn28erqajQ2Nrb7d5kQ0jvcSqRzc3OxZs0anDt3zr7bVQuG\nYbB//36vBEcIIYQMdC2t1BwVFBRAJBLh7bffxv79+xEUFIQ77rgDc+bM6eUICRm43EqkV65cifPn\nzwOwNf+nvsCEEEKIbxUWFgIAUlJSMG/ePBw7dgyrVq2CXC6n1qOE9BK3MuLCwkJERETg7bffxqBB\ng7wdEyGEEEI6MXfuXMyaNQtBQUEAbAn1pUuX8NVXX1EiTUgvcWtDljFjxiAqKoqSaNKnWUxW6BtN\n4Kxur58lhHgIx3GozM9DQ0U5eJ7eg72BYRh7Et0iKSmJdp0kpBe5NSN96623YsWKFXj22WcxadIk\n+6YsLWbOnOmV4Ahxl7beiKKTNeA5HqyIQVCUEiHRSsgDJNRNhhAv4zgO/12zEhV5uQAAdVg44kaO\nwZDMSYhNHUXvQS9Zt24dioqKsHbtWvtYbm4uEhMTfRcUIQOMW4n0X/7yFwDATz/9hJ9//tnpcUqk\nia9VFWnAc7ZZMM7Ko65Mi7oyLQIj5Bg0MpT+kBPiRcUnj9mTaABoqqlG7t5dyN27C1Pumo/Uadf4\nMDr/NXXqVGzZsgX//ve/MXnyZOzbtw/btm3Dxo0bfR0aIQOGW4n0DTfcQIkI6bM4joeuwdjuY41V\nBjTVGBAQrujlqAgZOC6dPO7ysWPffYWUK6dBRIvUPW78+PFYsWIFNm3ahNdffx1xcXFYuXIlxo4d\n6+vQCBkwurQhCyF9kbbeiMIT1S4fD4lRInZ4SC9GRMjAwfM8/vX0Euga6l2ec9WfHkTKFVN7MSpC\nCOkdLqcIPv74Y8THx2P69On4+OOPXV6AYRjcfffdXgmOEHdo64Sz0WKZCBaj1X7cVGcEz/N0V4UQ\nL6i5VChIosUyGZLGZeHC/r32sVM7tmHopCn0HiSE+B2XifTGjRtx1VVXYfr06di4cSMYhhGsxG45\npkSa+Jq2XphIR8SrUZ7XgJZ/rmaDFSa9BTKlxAfREeLfLp0SlnXEjRyDjDl/wIUDv6LlTVhbcgll\n53IQN2K0L0IkhBCvcZlIz58/H0lJSfavaSaB9EWclYO+0SQYU4fJoaw2CGaqm2qNlEgT4gXFJ08I\njuPHZCAwIhKJYzNRePywffz0ju8pkSbEzzWWlaDhUgEUoWEIHTocLCvydUhe5zKRXrhwYbtfe0pj\nYyPWrFmDffv2QSaT4frrr8eiRYsgEvn/D514jq7BhLYtayVyEaRyMdShModE2oCwQWofREiI/9I1\nNqCq8KJgbPDodADA6JnXCxLp4tMnUHe5FCExcb0aIyHEM3ieg8VggFgmB8M6b0PSUFyE4oO2kq6G\nkiI0lpUg/oppEMvkTuf6E5eJ9Msvv+zWBRiGwdNPP93lF37llVdQXV2Nd955B3V1dVi+fDmCgoKo\nTIR0iWNZhypYBgBQh8pRcbGxzXm2jVpYEd1ZIcRTSk4JZ6PDE4ZAGWxb2BuVPAwRScmoKmhNtM/s\n2o7Jd/ypV2MkhPScxWREwS87YGysh0gqhTo6DoExg6COjoVIIoG+rgYlR/YJnqOrrsTFn79HwpXT\nIQ/23wX/LhPpr7/+2q0LdDeR/u233/D8888jOTkZAHDdddfhyJEjlEiTLnFKpENsibRMKYZYysJi\n4gAAfHOLPHWof38yJqQ3OdZHDx7T2naNYRiMnnE9dr37hn2s/Py5XouNEOI5NefPwthoW1RsNZnQ\ncKkADZcKwIrFCBqcCE15GXir1el5Zp0W+bt+xJCrr/PbZNplIr18+XKvvnBQUBB++OEHTJo0CRqN\nBvv378f06dO9+prEv1gtHPSNZsFYy4w0wzBQh8pRX66zP9ZUR4k0IZ5itVhQeuaUYCw+LUNwHJcq\nrIlurKoEz3Ht3hYmhPRdjWXF7Y5zFgvqCvI6fC5nteBy9hEkXeWfm/e5TKTnzJnj1RdetmwZnn/+\neUyfPh0cxyEzMxMPPPCAV1+T+Bddg3CRoVQhhkTWWmPvlEjXGoDkoF6LjxB/VpGXC7PBYD9WBAYh\nPD5RcI5MrYZUqYRJZ3sfWs0m6BrqoAoJ681QCSE9YGzSwNjY4Pb5oUOHAzyP2ovn7WPaqgo0VZZD\nHRntjRB9ymUi/eijjyItLQ33338/Hn30UZcXYBgGa9eu7fILFxcXY/jw4ViwYAG0Wi3+8Y9/YMOG\nDXj88ce7fC0yMLkq62ihdjg2ai0wG62CZJsQ0j1ta58BYNCoNKeZZoZhEBgRjeqifPtYQ0U5JdKE\n9CMah9loeXAo1JFRqL9UCItBL3hMHRWDmLTxYFgWRk0jtJXl9scqz5yEKiLK77rAuUyk9+/fD6lU\nav/ale78QEpKSrB27Vp8++23iIqKAgA8++yzePjhh3HvvfciLIx+yZLO6ZwWGkoFxyIJC0WgVNAe\nT1tnQHC0qlfiI8SfVRcXCo4jkpLbPS8oKkqQSDdWVSA2dZQ3QyOEeFBjWYngODhhCMJTUhE1OgOa\nyyWozb8AQ0M9VBFRiM3Isn+gjhqZjvw2ibSuuhLaynKoo2J6NX5vc5lIv/XWWwgKCrJ/7Ulnz56F\nWq22J9EAkJqaCqvVivLyckqkSac4Kwd9U/v10W2pQ2QOibSJEulueOmll1BcXIy3337b16GQPqLm\nUqHgOGxwYrvnBUYIb+U2VJS3ex4hpO+xGI3QVVcJxgJjBwEAGJZFYFw8AuPi232uMjwC6qhYNFWU\n2ccqcrKhioz2q1lpl4n0uHHj2v3aUUlJicvHXImIiIBGo0F1dTXCw8MBAIWFhQCAuDjqMUo6p280\nA236R0sVIoilziUbqmAZqoo09mPHchDSuUOHDmHr1q0d/h4gA4tJr0NjZUXrAMMgdNDgds8NjIwS\nHDdWVbR7HiGk79GUl6LtH1tZUDCkKvf3ZIgclSZIpPW11WgqL0OAH/WTd5lIt1VaWoq1a9eiuLgY\nJpPJvlW4Xq9HY2Njh6Uf7Rk9ejSSk5Px/PPP49FHH4XBYMCqVatw/fXXIzg4uOvfBRlwdA3ChFgZ\n6DwbDQCKQCkYBq3bhRtt24VLFW790x/w9Ho9Vq1ahfT0dF+HQvqQ2pJLguPg6BhIXGy6EBQlnJFu\npBlpQvoNjUNZR2DMoC49XxkajoCYOGgul9rHqs6dHniJ9OrVq3Ho0KF2H0tLS+v6i4rFWLduHV57\n7TUsXrwYEokE11xzDZYsWdLla5GBSeewLbgiSNrueayIgSJICl19m/KOeiMl0m566623MG7cOISH\nhyM7O9vX4ZA+otrNsg7AubSjsaqCWuAR0g9wViuayssEYwGxXUukASByZJogkdbVVEFXXQVleESP\nY+wL3PpNdvr0aSQmJmLHjh1Qq9XYtGkT3n//fSiVSiQlJXXrhSMiIrBq1Srs2LED27Ztw5NPPgm5\nnHr8ks7xPO/U+k7pIpEGnGunqbzDPSdPnsTPP/+MpUuX+joU0sc41Uc7tL1rq6UFXgur2QxdQ52X\nIiOEeIq2shyc1WI/FssVUHSj444iJMxpgeH/s3fe4XFVZ/7/3um9Sxr1asm9ggwGbIONMR1SNgkh\nyWazCwvZTULJb0N2E4gTWpY4jhMwxaEsJRDIJkuLjcFUF4yxbNmWLFnF6tJoiqb3e39/CI10p0ij\nMpq5M+fzPH4e3zP3nnvuHJ0773nP97zvcOvpWbcvU0jKkKZpGjqdDiqVCitWrMCxY8ewZMkSLF26\nFB999FGq20ggsPC7Q6DD45otvoCCWJbYwxxrSI/LkwjxCQQCuP/++3HHHXdApVKluzmEDMPS08U6\njo4fPRGKoqDOJxsOCQSu4RyK9UbPdJOgoXYxu+7+XvimEZs6k0nKkK6urkZjYyPeffddrFq1Cq+8\n8gp27tyJhoYGhEKhqSsgEOaQaH20VC2edHBLVSJQE/7SQ/4wAt7YVKaEcXbv3o3S0lJs3rw53U0h\nZBihYAC2KN2krrR80mvIhkMCgXu4TexxqjQWzbgueb4REq2OVWZubZpxfZlEUob0D3/4Q0ilUths\nNmzduhVerxcvvvgigsEgrrrqqlS3kUBgESPrUCWWdQAAj0fFbEYk8o7J2bt3Lw4fPowNGzZgw4YN\neP7553H8+HFs2LAh3U0jpBlbXy8Ymo4cK/QGSKbYxa8iHmkCgVOE/D74HSMTSijIDQUJz58KiqKQ\nV8uOH2/v6kTQ60lwBXdIasfVkiVL8MYbbyAQCECtVuOFF17A+++/D6PRiE2bNqW6jQQCi+iNhpPp\no8eQa0Qs49kz4oeuiMSTTsTjjz/OWm3605/+hObmZmzbti2NrSJkApaoRCyT6aPHUOURjzSBwCXc\nUWNUotWCL5r6t3YyVCWlEJ1SIOB2AQAYhoalrQXGZatmVW+6ScqQ/trXvoZly5bhvvvuAwAUFRXh\nm9/8ZirbRSDEJegPI+gbl2VQFCBVJmFIa8XAOXY8aYZhsioo/FxSWMjeGKJUKiEWi1FaGj9WMCF3\niI7YYZgkYscYJAQegcAtog3p2Xijx6AoHgy1i9HfMB4FzmUaAMBtQzopaYfX68XQEPEgENJPtD5a\nohSBx5/aGJYoRaB44+eFAjQCHqLvJxCmy3QidowRLe0YC4FHIBAyk2h9tCJ/9oY0AKhK2FkQfSM2\nVmQQLpKUR/rGG2/E008/jW3btmHp0qWQy+XgTYgBevnll6esgQTCRKYT9m4iPB4FmVoEt23cEB/u\ncqJksS7m3HCIhs8VhEQhBF9AYt0CwG233ZbuJhAyADochrW3h1WWjCEtlo+GwAt4RvWQYyHw5DMI\npUUgEFJL0OeF3zkhogZFQWbIn5O6BWIJhHIFgl/IO8Aw8NlsnI4pnZQhvXv3bgDAW2+9hbfffjvm\nc2JIE+YLb7Q+eoqNhhNR5UlZhrTd5IW20D8q+/iCgDeEzoZhhAI0BCIeKlfnQSQhyVsIBACwDw0g\nHBwfgxKlCjL11Nlox0LgDZ/rmFDXIDGkCYQMJFrWIdXowBfOTh89EZlOD/uYIQ3AYzNnvyF91VVX\nES0pISMIeNlLQFKlMOlrtUYZrH0u+N3jdfSfHUH1efngfSH7GGyzIxQYXXIOBWiYOhxxvdYEQi5i\n7upkHRvKKpL+bVBFGdKO4SEULVwyyRUEAiEduE3sPQzyKGnWbJHqDLBPiEXvtZrntP75JqEhfezY\nMWg0GlRVVeHee++dzzYRCHEJBWmEQ+OJVCgeIBDzk76e4lEoqtWgs2F80AY8IVh6XMgrV8Jt88Np\n8bGusZu8MJSNyjwIhFxnqOMs61hflnxm2+hY0iQEHoGQmcRsNMybG330GDKtgXXssVrmtP75JqEA\n9LbbbsMTTzwxn20hECYl2hstkgimvVIiU4uhMcpYZcNdTjjNXgy2x8+yZDrnmF5DCYQsZaitlXVs\nrKlN+tqYDYcmsoGdQMg0gl4PAq7xCFej+ui5lV1ItNrRkFtj93S7EPL7Jrkis5l0JxVJo0zIJILR\nhrR0ZtrlgmoVaxMhQzPoPmWFzxWMe77T7IvRZhMIuYbf447JaJhftSDp69UxHumBOWkXgUCYO6Jl\nHTKdAXzB3K7I8vgCSNRaVhmX5R2TWiJOpxOnT5+espIlS4jOjZB6/DGGdPKyjokIhHwYa9ToO2NL\n+hpTpwPlKwxTn0ggZCmmjjZggnNFW1QCsTz5pEbqqPTC9qFBhEMh8AVkM2+yBAIBfPvb38add96J\n+vp6AMDAwAAeeOABnDhxAkajET/60Y+wbt26NLeUwFWcQ/2s47mWdYwh0xngG7FGjj1WC5SFJSm5\nV6qZ9A3W0NCA733ve5NWQFEUDh06NKeNIhDiEfSGWccz9UgDgMYoQygYxlB7rGyDogDjAg0GWsfT\no7psfnjsfsjU4pjzCYRcwNTO1kcXVCcv6wAAsUwOuVYPt21UD8nQYYwM9kMfFVd2PggFAwh4vZCp\n1PN+75ni9/vxs5/9DB0d4xs2GYbB3XffjcrKSjz77LP4+OOP8R//8R94+eWXUVxcnMbWErgIHQ7D\n2d/HKlMUFCY4e3ZIdXpg/E85ez3SarUaVVVV89UWrAHEDwAAIABJREFUAmFSYjTSszCkAcBQqoRE\nIUJvkxXh4HhyCF2xAtpCGexDHlbc6pEhLzGkCTnLUDtbH10wDX30GLri0oghDQDW3u55N6Q7jn6K\ngy89A5/LiQXr1mP9d27J+KhUHR0d+NnPfhYjtzx69Ci6u7vx5JNPQi6Xo6qqCkeOHMHrr79OYr8T\npo1rqB90aFziKJBIUhaWTqqL3XDI1WzDk1oiK1aswK9//ev5aguBMCkB39wa0gCg0IpRtSYPAy0j\ncI34odRJkF+pBEVRMJQq0G0fX3pyWX2cHegEwmygw2GYOttYZdP1SAOArqQUPaeOR45tfT2TnD23\nMAyDk/vexpHXXoqUnT34EarWrEXpspXz1o6ZcOzYMaxZswa333471q9fHyk/deoUamtrIZ8gsVmx\nYgWOHz8erxoCYVIcvd2sY1VxGSgqNUnJxEoVeEIh6OCo4U4HAwi4nBArVSm5Xyoh4jQCJwiH6Eh8\nZwAABQinEfpuMkQSAcpXGGKMZLlWDIoal4UGfWEEvGGIZWTYEHILa283Qv7xZEZSlRrKvOlnOtMW\nl7LrnSdDmqZpfPrnF3B6/96Yz06//07GG9Jf+cpX4pabzWbk5bE9hjqdDiaTaT6aRcgi6HAYjqjN\nxKri1K0WURQFqVbP2tzosZo5aUgnnGqsWrUK1dXV89kWAiEhQV+UPlrMB8WbW89wtKeZx+dBpmFL\nOVxW7oboIRBmymBbC+s4v3rBjFZmdNGGdJQHLFU07nkjrhENAL2nG2E3cTOmtc/ng1DIjqggEokQ\nDMaPQEQgJMI1NMCSdfDFEshnMFmeDrIoeQdXddIJDenHH38ct95663y2hUBIyFzro5NFoY0ypCek\nGCcQcoUYffQMZB3AaOQOije+kuQZscHvds+qbVMR9PvQ+M6biU9gGDR/+G5K25AqxGJxjNEcCAQg\nkUjS1CICV3H0sSe16uLSlMk6xpDq9KxjN0djy6f2W5qEUCiE3/72t7j88suxefNmPPTQQwgESKxe\nQnyiDWnhfBnSOvYPktvmB02T+OqE3IFhmFklYpkIXyCAppAdBs/al9grzdA0TJ3tMHWcnXFeg7bD\nBxDweCLHYpkcK7Zeyzqn9cCHCHIwIUReXh4sFnZWOKvVCr1en+AKAiEWmg7D0c+WWalKylN+X5kh\nn5WYxe+0w2cfmeSKzCRthvTOnTvxwQcf4JFHHsH27dtx6NAh/PGPf0xXcwgZTro80mK5AAIRO3nL\nxEgeBEK247Ka4RkZj7nOFwqnlRo8mmh5x2QbDj/76yt4/cGf4/WH7sPenb9mGcTJwDAMmt5/h1W2\ncMNmrLr2S5BM0GIGPB60Hzk4rbozgaVLl6K1tRVerzdSdvz4cSxdujSNrSJwDffQYGTTHwDwxWLI\nDamVdQCAQCSGIirjqb23K+X3nWvSYkg7nU785S9/wU9/+lOsWLECy5cvx7/8y7/gzJkz6WgOgQME\nYmJIz81Gw6mgKCrGK0100oRcItobnVdRNaskKrE66fiGtNdhx8l33ooc955uxOsP3wenOfmNdAMt\nTaxsjBSPh8UbN0EgFKHu4ktZ557e/w7nsvmuXr0aRqMRv/jFL9De3o7nnnsOp06dwg033JDuphE4\nRIw3uqgUFG9+zEN1lOfb0dvFuXGYFkP6+PHjkEgkkcxMAHDNNdfgd7/7XTqaQ+AA6fJIA7E6abeV\n6KQJuYOpY/Zh7yaSbOSOruOfx/ygjgz04f8evBdDUclhEnF6P9sbXbHqfMi1o7KHResvY22YtPX1\n4OBLz4KhaXAFPp+PRx55BDabDd/5znfw9ttv49e//jWKioqmvphA+AKPeZh1nMpoHdEoi0uj5B0O\n+B32ebv/XJCWOF59fX0wGo3Yu3cvnnnmGXi9XmzatAm33357zA5kAoGmGQT9UR5pyfz96cp1bEPa\n5w4i6A/PWfg9AiGTiTak86sWzKo+XVQCFlt/DxiajvGAdX7+adzrfU4H3t7+ADbd+u8oW7464X2c\n5mF0n/icVbbksi2R/yv0BpSvPA/nGj6LlDV/+C7C4RAuvvl74M2TR266HDlyhHVcWlqKJ554Ik2t\nIXCdUMAPv3Oi4UpBpjckPH+uEYjEUBQUwjU4nprc3tsFiVozb22YLWl5U7jdbvT39+PPf/4z7rnn\nHvzkJz/B/v378fvf/z4dzSFkOMGoRCwCMR88/vwlRREI+ZAq2RO8zoZhDHU4YjzlBEI2EQoEYOlh\naxbzq2pmVadcq4NIKoscB30+uKLCXvlcTvS3NCWsIxwMYN9jv0XrwQ8TntP0wT6WR1tfWo6CmjrW\nOfVfuYmllQaA1k8+wCcvkP06hNzAa2GPPYlaA75QNK9tiJZ32Dkm70iLIS0QCOB2u7Ft2zasXLkS\n69atww9+8AP89a9/Bc2hZTXC/BCjj5bMvyc4Wicd9IVh7nai7TMT2XxIyFrMXR1g6PHxpzTkQ6pS\nz6pOiqJi5R1ROunuE8dYEgtNYRFWXX0j6xyGpvHRs0/GbCYERhOwtB0+wCpbfOmWmNjXqrx8XH3X\nf0KqYnu/Wj/5AINn2bGzCYRsxGNhyzpSlRJ8MlRFJaxQewGnA34ORe9IiyFtMBjA5/NRUlISKSsv\nL4ff74fNZpvkSkIukk599BjqAhni5Z9gaAbWfte8t4dAmA9iZB3Vs5N1jKErmVwn3fk5W75QuWYt\n1lz/FVz0zX+KMYYP//kFOIbZGxAHzjTB6xj/IRZKJKiuXxe3LdqiElzz4/+CTKNllfc2NSb3MAQC\nh4kxpPXzb0jzRWLIC7gbvSMthvSyZcsQDofR1jb+ku7s7IRcLodaPTtvByH7yARDWiwToHJ1HlR5\n0hiD2u8h8g5CdjLUwd7Ul185O1nHGJOFwPN73OhrPsn6vHL16Mb0RRs24bJbfwjehKghdDiMo3/7\nM+v86FB2FavrIRAlXq5WFxTivBv+gVU23NmexJMQCNyFoWl4omRV6TCkgTjRO/oTh8XMNNJiSJeV\nlWH9+vXYtm0bmpub0dDQgD/84Q+4/vrrIZhFWCVCdpIJhjQASJUilC7Roaa+gFUe8IQ4peciEJKB\nYRiY2qMjdsyNRzpa2tHf0gSfe3Rlp/vEMdDhcTmJuqCQdX7l6vNx8c3fY13f8dkhDJ8bNXxDwQA6\nj7E92om80ROJniQMn2sn45qQ1fjsNjATxppAIoFQJk9LW1RFJQAmRO9w2BH0pDbr6VyRtm3Jv/jF\nL7BgwQLcfvvt+PGPf4yNGzfi+9//frqaQ8hQGIaBz8VOgTtfMaQTIZTwMTFzKh1mEA4RbT8hu3BZ\nzSx5BF8oivEkzxRdSRn4EyI0+ZwOfPw/T4Gh6bje5Gg5x4ILLoa+lO3B+vTVl8AwDHoajyPoG09Q\nIlWpUbRwyZRtUhcYIZRII8cBjweOaaQs7ms+hQMvPYP2Iwc5FUKPkLvEk3VEj7X5gi8Sx0QLcQ0N\npKUt0yVthrRcLsfPfvYzvP/++3j33Xdxxx13zCj0nccRgKnTgeEuJ6z9bjjMXmLUZBE+ZxChwHh/\n8ngUxLL0hkikKCom/F70hkgCgetE66PzKipZkorZIJJIsWTTVlZZV8NR/O+2e9B7mq1NrlxTj2go\nHg/1X76JVTZ49gy6TxxD2xH2JsOq8y9MKpQdxeMhr6KKVTbm5Z4KS2839vzu12j+4F28v/tR7Nn5\n66SuIxDSSSbooyeiKChkHTuH+hOcmVlkZqDMJPG5gug8NozhLidMnQ4MtI6g55QVZz8dQsBHdKvZ\ngMPMziKo0InnNfRdIqLlJSQMHiHbiDGk50gfPcaa674CQznbcJ2YhRAANIXFMZ7nMYoXL0XJkuWs\nsv1P/QE9jQ2sspq1U8s6xsirrGYdJ6uTPnvwI1Z0k76mk5OcTSBkBh5LZuijx1AY2YmEXEODnFjd\n4bQhbRuIr58JB2kMn3POc2sIqcBp8bKOlQZpgjPnF2JIE7IdU9RGw7nSR4/BFwhw6T9/H0KxJO7n\nYpkcG//ptkmXms//8jdYWdHCwQBLX63KL4gx1icjryLKkE7SI00MZwLXCHrcLA0yxeNBotGlsUWA\nVKsDXzSeAI0OBuC1WtLYouTgtCHttiVO1Wwf8iAUIMvtXCbgDcHvZhuoCr04wdnzCzGkCdlMKBiA\npfscq2yuInZMRF1gxLqb/jGmPL96AW782QMwlFdOer2+pAzLLr8q4efV9eumpfmM9khbursQDk0+\ntj32kRhPOoGQ6URH65Bq9eDx07v/iKJ4nJR3cNaQDvrDMWHHBKLxx2EYwNbPjR2fhPhEyzpkahEE\nwsxIyx294ZEY0oRswtJ9juXZVegNMXGW54qaCy6OGMM8Ph8rtl6La+76LyiSTFNc/+Vv4KJv/lNM\nhkIguWgdE5FrtKznDIeCrNB88ehrPsU6FssV0BQWJTibQMgM3MPsjbTplnWMESPvGMx8Q5qzseai\nvdFSpRCqfCmG2h2RMmu/G4YyJShe+jW1hOnjNGemrAOI55Emqx+E7GGoPSp+dNXcyjomQlEU1n71\nm1iyaSv4QiGkcQziqa5ftGETqteuQ+PeN3H63T0IBYNYdc0N0Binb9DmVVajq+Fo5NjU2T6pZ7w/\nypBeuH4TVl1zw7TvSyDMF6GAHyNdnayyjDGkozzSXpsFIb8PggQSsEyAs4a0y8b2Vsp1EmiNcgx3\nOkHTo7E/QwEajmEv1AWydDSRMAtCwXBM6m2VIXMGklDCB0WNrnwAo7r8cJAGX8jZRR4CIcJASxPr\neK710fFQ6PSzul4kkeK867+K1dd8CSG/HyLZzN77+RVsQ3pUJ705cswwDBiGAY/HA8MwMR7p4sVL\nIRAmTv5CIKQba1sL6NB4WFm+WBxjwKYLoUQKiUYL38h4lmvX0AA0ZZPLvNIJJw1phmFiPNIKrRh8\nIQ9qo4wl6bD0uoghzUFcFnb/iuWCtCViiQdFURBKBCxJR8AXgpT8gBI4Dk3TGDzbwiorrFucptZM\nHx6fP2MjGojVSZs62mDp7cZgazMGz7Zg8GwLvI4RFC1aitXXfgmeCT/4ApEYBSn03hMIsyUcDMBy\n9gyrzLBg8ZyFtpwLFAVFbEN6sJ8Y0nNNwBNixRameBSkqlEDRl8iZxnSXmcQHkcAMhUxcLiEI1rW\noc8cWccYIimfbUh7Q5Aqyd8ZgdtYe7pYCU3EcgW0hcVpbNH8YiirxMTlJvtgP/667Z6Y8/qbT8WE\nxzMuqGMlmiEQMg1reyvCwfHVXr5QBN08rDhNB6WxCOaW05Fjl2kADMOkLVnMVHByHdoV5Y2Wa0Tg\nfaGDFsuEUOjYkR3sJs+8tY0we8JBGi4LW7qTSbKOMXJBJ93b24s777wTmzZtwjXXXIMdO3bA708c\nLYfAffqjZB2FtYtAJZHQJFsQyWTQGJNb5p444QCAokVLU9EkAmFOoEMhmFubWWX6BQvBz7CVVKne\nwPKQh3w++CdkWc00OPl2jJZ1yLVsw1lbyM4V7xlha20Jmc3IkCeiPQZG9cgSZeZ5ebI9BF4wGMRd\nd90FkUiE3bt3Y9u2bfjwww+xa9eudDeNkEIGon5oC+sWpakl6SO/cmYeuuLFy+a4JQTC3MAwDIZO\nHUc4MG4/8QRC6Gvq0tiq+PB4fMjzClhlmZwunJuG9Ei0PprtrZSp2bMrnytI0oZzBIZhYhLtaI2y\njFzSyXZD+vTp0+jp6cHPf/5zVFZWYvXq1bj11luxZ8+edDeNkCJomsZgK1s/WVibe4b0oo2bWDF1\nhRIpypavRv1XbsJVd/0nlIb8mGskShV0RSXz2UwCISkYhsHgiaOwtLHHtq66lpUAJZOI3vyYyYY0\nJzXSdHjcXckX8iCWsx9DIOJDLBOw4kx77AEo9ZknDyCw8TqDMUlYNEZ5grPTS7Yb0uXl5dixYwdk\nEzZuURQFl8uVxlYRUklcfXQOGod5FdX48n0PY/hcB9QFhdCXVYA3Qd6y5d/vxhsP3YeAd1w2WLxo\naU5JYAjcgGEY9B/7FLbONlY5XySGIYMnydGGtHvYBDocTnvSmHhwftQrtOK43kqZhj3L8tiJrpML\njER5oxV6CYSSzBs4ACCKalcoQGfVyodWq0V9fX3kmKZpvPrqqzj//PPT2CpCKomRdeSYPnoi6oJC\n1Ky9CHkVVSwjGgC0hcW47NYfsH7UF66/bL6bSCBMieXsmThGtAgVl1yW0bGZRQoVhLJxJxpDh+Ex\nm9LYosRw0iM9kUReZrlaxIreQXTSmU84RMNuYm/e0RZmbuhCikdBJOEj4BvfZBj0hcFXZKfhsWPH\nDrS0tODZZ59Nd1MIKWKghW1IG2sXpqklmU/J4mW4/j9/hZ6TDTDWLIRxQeZpTQkESzs7lCVfLEHl\nJZsgSVGm0rmCoigo8o2wnRuPjOMaGsiYeNcT4bQhLdOIoMqLHxZNpmZ7pL3OAOgwAx4/87S2hFEc\nw16WbEcg4kGpy9wZMzAq75hoSAe8IUgUmbcxcjYwDIPt27fjtddew0MPPYTq6uqpLyJwjtH40VH6\naA7Fj04H+pIy6EvK0t0MAiEufpcTQfe4FI/i8VC14XKIVeo0tip5FAVFbEPalJk6ac66zkRSPkqX\n6BKm/xZK+CxJAMMAXgfxSmcytgF2mEKNUZbx6d2jddL+LNNJ0zSNX/7yl/jLX/6CBx54ABs2bEh3\nkwgpwtrTxdL8iuUKsnmOQOAw0Rv0ZPp8zhjRACDPN7KOfSM2hKJCTmYCnDSkeXwKZUv1EAgn187K\no7zSbqKTzljCQTpmohMdxjATiTakfa5ggjO5yY4dO7B37148/PDDuPTSS9PdHEIKiY4fbaxdmLP6\naAIhG4g2pDNRFjEZArEYUq2eVeYyDaapNYnh5FuyZLEOYvnUy+cyDTsMHtFJZy6eKCM601KCJyJa\nxuEc9iIUyI7ELCdPnsTLL7+MW265BYsWLYLZbI78I2QfPY0NrOMiIusgEGZNwO1iZRKcLxiahjvK\n6OSaIQ1wIwxe5lsqcYjOXJiIaJ20xxEAQzMZLxfIRaKjqkT3XaYi04gglPAR/EInzTCjEpW8cmWa\nWzZ79u/fDwB49NFH8eijj7I+O3jwIAQCTr4+CHHwu90YbGNvSipdtipNrSEQsoO+zw+PRsygKKhL\nK5BXtxgS9fxs8vNYzaBD4yukfLE44zcYxkNRUIjhM6cix5nokc6IX8L7778fPT09ePzxx5M6P9nk\nHCIpHwIRD6HAaEgyhmbgdQUhU2VWOkzCaJzviUQn1clUKIqCrliOoXZHpMza74ahVMH5CdsPf/hD\n/PCHP0x3MwjzQO/pE2Do8dCNmsJiqPJik44QCITk8FjN42HnGAb27k7YuzuhLCpB8eq1EEjiB0qY\nK2JkHfmFGZnYbCqkegMoHh8MPeqsCnk9CHjcEMkyR/qZdmnHkSNH8H//938pqZuiqFiv9AjRSWca\nNM3A64wypDk02dEa5SyjOeQPw2H2pbFFBML06G48xjouW0680QTCbLD3nItb7uzvRefH7yEcSK3c\ng+v66DF4PD6kWh2rzGvJLHlhWg1pr9eLBx98ECtWrEjZPaJ10iRyR+bhcwXBTMhjIhDxMjYJSzz4\nQh40BWzvgrWPZP8jcAM6HEbPqROssrLlq9PUGsJ02bt3L+rr61n/7r777nQ3K6dhGAb2nq6En/vt\nI+g+9CHocGr204QDAXitFlYZVw1pAJDp81jHHktmJWZJq7Rj165dWL16NQwGA06cODH1BTNAqmQb\n0tkWVSEbiKeP5toSlK5YwQrf57EH4HMFsy6mNCH7GGprRcDDDnuXX70gjS0iTIeOjg5s3LgR/+//\n/b9ImVjMjT0m2YrHbGKFaePxBRApVfCNWCNl7uEh9H52ECX168Djza3jyDU8CGA8J4NYpYFQmrnJ\nzaZCZsgDWsePPZbh9DUmDmnzSDc2NuK9995LuQZTImfPFQK+cFalcZ4NDMOADtNgGGbqk1MIV/XR\nE5EohDGrH4Nt9rR/twTCVETLOkqXrYxJiU3IXDo7O1FTUwODwRD5p1Ryf7Mzl4n2RiuLSlB16ZYY\nz6qjtwstb/4vBo5/Bt+IbU7u7Xc6YGllZyjlsjcaAGQ69vfmHbGBDmVOzoa0vC0DgQDuv/9+3HHH\nHVCpVCm9F4/Pg1iW3bF+Z0I4RKP7pAXNHw+g89gwgv70hGxjGCYrDGkA0BcrWMfuET/M3UTiQchs\nuqPC3hF9NLfo7OxEeXl5uptB+AKGpmHvZRvS6tIK8PgClK3bCLGSbfOEA35Y2lrQ9u5bGD5zesb3\npUMh9Dccwdl33ojx2HLdkBZIJBApJkwOGQZemyXxBfNMWgzp3bt3o7S0FJs3b56X+0UvrxNDGhhs\nt8NlHZVUeJ1B9J2xpcV7GvCGEQ6OrxDweBQkScQIz0SUBknMJMDU6YiRrhAImYJ9aAD2CZuSKB4f\nJYuXp7FFhOkQDAbR29uLTz75BF/60pdw44034g9/+AMCKd7IRkiMyzSIcGD8nc8TiiKGrEAsRvnF\nlyWM2DF0qgHWjtaY8qDXg77PD6Pv88MIeNwxnzMMg+7DH8Ha3joag3UCfLEE8iyIwBOrk84ceUda\nNNJ79+6FxWKJpBsOBoOgaRobNmzAhx9+OOf3kyiEsJvG9Uq5bki7rD6MRKXjdtv8sPV7oCue35Ay\n0UamVC3ibNg4iqJQsliH9qMm1uSgt8mGqvPyIRCS5XJCZtF1gi3rKKxdCJGMu1rKXKO7uxvhcBhS\nqRQPPfQQ+vr68Jvf/AYej4elmSbMH9HeaFVxKXj8cQ20SK5A9earMNx8EiPd50BHJWvpP/YZBGIJ\nVMVlAEY9zZ0fvIOAe3R10znQh6pLr4BIPr4Cam1vhWuwP6YtEq0OxWsuAI+fEZGOZ4VMb8BIV0fk\nOOcN6ccffxyhCfqWP/3pT2hubsa2bdtScj/ikR4nHKLR3zIS97OhdjsUOvG8ZhSMzmjIpbB38RCK\n+SheqEX3yfFlp6A/jL5mK8qW6Tm3iZKQOfjcLpzc+yY89hEsuewKGMorZ1UfwzA4e+hjVlnZChKt\ng0tUV1fjnXfegUajAQDU1taCYRj813/9F+68806SNGmeCYeCcPR1s8o0pRUx5wklUhStqodx+Ro4\nervQd+xTMJEIHgx6Pv0E5RdfBkW+EUOnjkeMaAAI+bw49/F7qNp4BQQSCfwOOwZPsifEQpkcxmWr\noCopz5rfnHgeaYZhMuL50jLKCgvZeh2lUgmxWIzS0tKU3C/akPa7g6BpBjyOej6ni8PshcviAwMg\n4A0l1EPTNIO+MzZUrDTMyx8nwzAxcb25qo+eiFIvgb5EAUvv+MvPZfVj+JwT+ZWp3RNAyE7cNiv+\nvuNBjAyMep26Gxvw1W2PQDKLTWXmrk7Y+noixxSPh6o1a2fdVsL8MmZEj1FRUYFQKISRkREYDIY0\ntSr3YBgGfZ8dAh1kZxOU5xUkvIbH50NTXgWeUITuQx9GZBkMTaPrk/eRt3AJLG1nYq4LuJw4d2A/\n9DULYWk7M8EIB3gCISo3XM7yWGcDYpUaPIEwkq0xHAgg4HJArFSnuWUZkJBlPhCI+BCIx5dWGAYI\neDJnx2cqsfa50HPKCtuAByMDHnhG2B7g6EmGxx6ArT9Wg5WatrkR8LKNeinHPdJj5FepIFWyv9vh\nLiecZm+CKwiE+DiGTXjzv7dFjGgA8LtdaPrgnVnV23qQLaMrWbIcMg6mEM5l3n//fWzduhXBCcZb\na2srlEol9Hp9GluWeww3n4zxRmvLq0AlEQFHVVSC4jUXsMoYOgxTU2PCa3w2K/o+OwifzcoqL1x1\nftYZ0QBAUTzI9OyJoSdDErNkhCF92223JZ0efKbEyjuyfzOG0+zFwFl7ws9FUj4qVxmg0LJjjpo6\nHSyNbyoIeEMY6nCwylR5EvAFGfEnOWt4PAqlS/TgR+mie5tt8HtyV1pEmB7Wvh68+etfwGmO1QM2\nvb8PIf/MNrKGggG0HznIKqtdt2FGdRHSx6pVq8AwDB544AF0dXXhk08+wc6dO3HzzTdnxJJ3ruDo\n644xeiVqDfKmsXFXW1EN47LJpVUS9eQTXVVxGTRls5N8ZTKZuuEwO6yWJIg2pL3O7DZmvI4AepoS\nx6WkeBSKF2rB4/NQVKdlyVzCIQamc46E184WhmHQ32IDQ4/vLubxKRhrNJNcxT2EEj5Kl7BTm9Jh\nBn1nRkh8acKU9Jw6gTcevg8ee/w9DT6XE61RGudk6Wr4nJWERaJQEn00B9FoNNi5cycGBwfx7W9/\nGw8++CC+9KUv4R//8R/T3bScweewozdqUsoXiVG2biP4gulFoDLULUbR6vq4n2kra1C5cQuk2vgr\nDQKJFEWr67N6AhVjSMdxMKSDnNmJIM2iDYcOsxc+VxDqfFlMjGxg1NvbfdLCMlQBIL9CCd4XHl+F\nVgzxF2HmhBI+DOVKmDrHjWdrvxsaowzuET9cVj8kciHyq1Rzoiu3DXjgjpKYGGvUEIq5kxY8WeQa\nMYw1agy2ja8MeB0B2Ic80BjnN0IKgTs0vf8ODr38PzETLplGC8+ExA2n9r2Nhesvm3YClWhZR/Xa\ni8AnG9M4SV1dHXbt2pXuZuQkdCiEnsMfgQ5PkIpSFMouXD9jeYWuqhZ8oRi9Rw6AYUZXhgVSGYzL\nV4MvFKJiw2ZYzrYg4HaCoWmApsGXSGCoWQiBWDIXj5WxSHV6ABTGsjb6nXaE/L60P3fOvDnjRe7I\nlB2f08Hc7YxIIszdLlSuMrDSoAf9YZw7YUYoSppRuEANXXHiga0vUcDW7x7fiMgAHZ+Pz/bcNj94\nfGrWm+UC3hCG2tlyE7lWDI0xe0Nu6YrlcNv8cFp8kbLBdgeUBmnWSFkIc8fJfX/Hp6++EFO+eOPl\nWHHltXjlp3eA/mJzkWN4CF0Nn6FyGpsEXRYz+ppPscpq162fXaMJhByDYRj0HfsUfgf796xw5fmT\nbjBMBnVpOQQSKUxNjaB4FApXnge+cPR3ni+eHTwLAAAgAElEQVQQIn/R0lnVz1X4QhEkWi1LF+4e\nNkFdUpbGVuWQtEMo4YPHHzea6TCDoC892fxmisceYOmKGZpBz2lrRM8cCobRdcIc81yGUsWkRjQw\nKq0oqJ589+vIoGdWkgSGYdDXYgMdZks6iuo0nJvQTAeKomCsUWPiI4aDNGsFgEAAAK/Djs//71V2\nIUXhgn+4GRd+4zuQa/WoWXsx6+PGvW9Na1y2fXqAlbRBX1YBfSnJjEcgTAdbZxvs3Z2sMk1ZJXRV\nC+akfnlePio3bEbFJZsyIjJFpiA3sCcpbvNQmloyTs4Y0hRFcTqedDhEo7fZGlMe9IXRd8YGp8WH\nrhMW+KOikagLpMivSs6LrMqLzczHupc/PKvvzNrnjokaUlClhkiS/QsjIqkAhjJ2qDJrn5tTf4OE\n1HPy3b8jNCErmkAsxuW334mlm6+MTDaXbbmKdc3wuXYMtDQlfY/Ozz9lHZNNhgRC8jAMA0t7C/ob\njrDKxSo1ilavzWqnUCYQnaXRM0wM6Xkl0w3pcIjGUIcdvU1WmLud8NgDCAdp+FxB9J+xJfSgOy0+\ndJ+0xDyPUi9BcZ026YE95jnFJKc7zL7EH06C3xOMidIh14qhLcpeSUc0hjIlhBK2DnywPXFUFUJu\n4XM60fQ+O6Tdedd/FeVRmwC1RSUoXb6KVdbw5l+Tuodj2ARLz4TMaxSFyvNI7GgCIRnocBh9nx/G\nQMNnrFUdHl+A0gvWg0f2GaQcuYFtSPvsIzOOXjRX5LQhPVGzmgkMttth7nbBbvJiqMOBzoZhnDkw\ngPajphgDdqo02nKNGCWLddNOty1VilC2VA+VQQJDmSLGmz2TOMgM80WkiqgoHcVZLumIZjQyCXuJ\nzm3zx6RJJ+QmJ9/9O+sHQapSY+H6TXHPXXnl9azjgdZmDJ5tmfIe5xo+Yx0ba+ogU5FlYwJhKgIe\nNzo/eAcj59pjPis+7wJIyDiaF/giMSRR8e49ZlOaWjNKThnS8qh4yT5XEF5nZsSTDodo2IeSM1Il\nciGqz8sDXxDfCFVoxShdqmNpwqeDUi9B6VI9CqrU0BayPcZ+dyhGPjIVtgEPvFGpwAsXqCHMAUlH\nNEp9rHxm+JwzTa0hZAo+twtN7+9llS2/4hoIRPGlVgXVC1C0cAmrrOGtqb3S546xDemK1edPs6UE\nQu7hGhpA+7tvw2uzsMp5AgHKLtwAdZw04ITUEaOTTrO8I6cMaZFEAIWObUxPlcUvHKRh6Rv1Eqcy\n9q/L6osJVxcPHo9CyWItxDIhShaPG8s8HgWNUYbKVQaULdfPWTQIgZAPuYb9Yz4dr3QoEIapgy1f\nUOglUBfkjqRjIhRFIb+C7eV32fzwODJjQkdID6ff3YOgb3zVSaJUYeH6yya9ZtU1N7KO+5pOwtTR\nlvB8t80KU8dZVlnFKmJIEwiJoMMhmJoace7j/QgH2CuHIoUSVZddCVVxaZpal7tE66TTveEwpwxp\nANAWsmP32k1ehEPxs/gFfCG0f27C4NlR3XL3SUvCc2eLw8Q2TkUyAQQiHihqNOKIXCOGtlCGilWG\nSPxnhU6CBWsLULU6D7XrjCheqIVMLZ5zuYTSIGW3dRo66aEOB8Kh8QkCxaNQuECdU5KOaGQaURyv\nNIngkavQNI3mj95jlS3fcjWEU8RGLaxdBOOChayyY2/8JeGE/1zDUdZxXkU1FDqSRppAiIahaVg7\nz6J1z+tfZCxkjyllYTGqN11J5BxpQhatkx6xxUx05pOcW1tX6iUQiHgIBUYNYjrMwG7yQlfENrCD\n/thQci6rH+cazCiq08DvCcHnCkIg4kFXophVopJwiIbTyjZOixdqIVMljqAxhkDEh0CU2kQmKoMk\nNqGIyQOKoiCWC+MmhQEA94gfI4MeVll+hTInonRMBkVRyKtQouvE+DKhyzrqlU6mzwnZhaW7Ez7n\n+ERKKJFi0YbNSV276uob8fcdD0aOe0834sOnd+GSb/8L+EL2npBofTSRdRAAoPvQhzDULYFMZ0h3\nU9IGwzBwmwbh6O+B12aFz24DE46/uT9/yQrkLVya086gdCMQSyBWa+CfkPXVbR6GqqgkPe1Jy13T\nCMWjoDHKYe4e16Xa+t0sQzoUDKOr0YyAN3Yg+dxBdBxjp6X02AMoXaqb8cAalXWMHwvFfEiV00st\nmkqEEgEkSiF8E9Kq905IP16yWAt1PluqwTAMBs6yUxuLZQLoS2aW7SnbkGvEkKpELO24ucuJsmXE\nQ5hr9J5uZB0XL14KoSS5TF1Fi5Ygv2oBS7LR9ukBOC1mLLlsCygeH2BoeJ1ODLY2s64lsg4CADj6\neuDo60H+4uXIW7Qs5wxEn30EAyc+h9s0MOl5fJEYJfUXQWksmqeWESZDbihgG9LDQ8SQnk+0hTKW\nIe1zBdF3xgaJQgiPPQCXxQc6Cb3yGE6LD45hb4wxmSz2KFmHKl+acS8zlUHKMqQnMtA6ArlWAoFw\nXClkN3nhd7M3JRbWaqYdRSRbGdVKK9HVOO6Vdlp8CPrDWZkqnZCY3tMnWcclS5YnfS1FUbj4W9/D\nW4/8Cn63K1I+1NaCobbEUTy0xaVQFxin31hC1mJqaoTHMoyS+ovSnnI5lXitFjiHBhD0uBBwub7Y\nqJb4957i8aCvqYOhbikEYnHC8wjzizwvH9b28XdcOjcc5pxGGhhNjhG96XBk0IPBNjscw94YI1qh\nE0Opn/zFMthmj2QYnA7hEA1XlKxDnSdNcHb6UOdLExrB4RDD0vgyDIPhLnYkCnW+FHINeQlNRK4V\nQyxnz2XtQ54EZxOykYDHE7MBsGRx8oY0AOiKS3HdT34BdUFh0tdUElkHIQ6uoQG07XsL5rNnQIem\nF50p0/E77eg6+AHa9/8dptPHYetsg3t4EImMaL5IDG1lDRZsvR7G5WuIEZ1hREfu8I1Y4RuxJTg7\nteSkIQ0A2ihNdCLkGhFKl+hRulQHQ5kCFAVQFCBTi1gpn0MBGkMzSPnsskTJOiR8SDJI1jGGSCpA\n2VJdJHxbdExua58bPveox9ph8iIQFSIvryK57Iq5BEVR0BrZf4e2gcRp2BmGgaXXFfczAjfpO3Ma\nDD3+AtAUFkGhn75WVV1gxLU/uQ+FtYumPFcsV2DhJZNHBCHkDvwoAzHk82LwxFG0vP2/GDp9Iu3J\nLmZLyO9Df8MRnH3nTTj7eyc9V55XgLJ1G1B31Y1YeO1XULzmAohkydkKhPlFIJHEbDq0tJ1JT1vS\nctcMQKmXQFsog20gvgdQIOJBY5Qjr1wRCTFXUKVGXoUKFEa11kOdDpi72FprjVGW9IYxhmFgjQq/\np8rLPFnHGAqdBArdqGeeDjNo+2yItRlzqM2OsuX6WG90gTThhsRcR10gxVCHPZIkK+ANwesIQKaO\n9X6Yu10wdTqIzjyL6D19gnVcsmTFjOuSyBXY+qOfoOOzQ+g93Qg6FAL9hZEulsshlisg1+pQuboe\nsqiEBoTcpWbz1eg5/DE8Fvben3AggOHmk7C0NkNbVQN1SQX4ItEX/+Y+OtRcQ4fDsLa1wNR8EnRo\n8izGIoUSxuWroSwsyfjnIoyjr1nISsYy0n0OBctWzbs0KWetG4qiUFSnRX6lCl7naGKWgDcEoYgP\npUEKqUoYd0BNjM6RV6aEw+RhbUrsb7GhanV+UslQzN0ueOzs+MGZKOuIB49PwVitRs9pa6TMZfOj\n89hwTMKWvHLijU6EQMSHQi+Bc0JIQduAJ8aQdll9MM1gxYOQuTAMg76ojYbT0UfHgy8QYMGFl2DB\nhZfMqh5C7iCUylC54XIMnT4By9kzYGj2Jns6HILl7BlYzo57+4QyOQwLFkFbWZOytNjhUBBBtxt8\noRACqWxaBq7XZkXPpx8j4Iqf7EqqM0BTWgGhXAGRXAGxKrdDsnIVVVEJhDI5gp5RhyRDh2HtaEP+\noqWTXhcOBuDo7Ya2smZO2pGzhvQYAhEfSj1/Sg10PHh8CoULNKwNY353CKZOR0wq6Gg8jkCMYSTX\nijNS1pEIpWFU5jFxMuCN2pBIvNFToy2Uswxpx7AXhQvU4PFHlVcBXwi9zenRfhFSh31wAC7r+LuD\nLxTGxIUmEOYDiseDcdkqGBYsgqXtDCztraCDiZNEBT1uDJw4CtOZU9BWVEOi1kCkUEKi1oDHn/n7\n3jU0AHNrE7w2KysusFRngHHZKsjzCia5ehR7bxd6PzsYN3ydUK6AcdkqqIrLiOGcBVA8HnTVtRg6\n2RAps3a0Iq9uMSherHI55PNh8OQx2Hu6wNBhYkhnCgqdBOoCKSu9t6XXBaVeEpOSfIxwiEZvk5VV\nxhfwULxQy6nBTVGjE4n2o4nz3OeVK+exRdxEoRXHxDZ3DHuhMcpHvZbNthltZCVkNtGyjsLaRQlT\nghMI84FAIkHB0pUw1C2BrfMszK3NCPkSZ7IN+30wt5yOHPMEQuQvXgZ9zcK4hkwifPYRDJ48Btdg\nf9zPvVYzOj/cB5khH3yhEOFgEDyBAEpjMTRlFeCLxAh43LC2tcDc2hRzPU8oRP6iZdBV14HHJ1GR\nsgldZQ1MTY2RiVPI64G9rxuaOGnb+44egnOwb87bkDZDure3F9u3b8eJEycglUqxefNm3HbbbRBz\ncGds4QINPCMBBP3jM+C+MzZUn5cPvjD2ZTLYZmdpiwGgeKGGk2HPJAohimo1GOqwszIYAqMbOsUy\n7njY0wX1RXp3c/f4RkJLrxvqfBkcw94Y+Q8hO+g5xTaki6cZrYNASBV8oRCG2sXQVddhpKsDjv4e\nhHw+hIMBhLwe1gbZidChIAYbj2Gk+xyK16yFVJs4Ln44GISjvwcjXR1wmwaTatdEPSwAuAb7Mdj4\nOUQKFfyOkbjXaCuq06KbJcwPfJEY2vJqWDtaI2Xm1iaoS8pZjkmf3ZYSIxpIkyEdDAZx1113obKy\nErt374bNZsMvf/lLAMCPfvSjdDRpVvAFPBQv0uLccXOkLOgPo6/FhtLFOlbYOI8jEJPtT1csj0nD\nzSW0RXJoCmXwu0PwOAIIeIIQSgTQFZPdzskSbUj7XEGYzjlYKx3AqPeakBpGvf+n0HPyOIJ+X8zn\nFEUhr7wKNRdeDIFwdp7j0/v3oq8pOn70slnVSSDMNTw+H7qqBdBVLYiUhXw+mM82w9rekjBEnm/E\nivb39kBXvQD5S1ZAIBKDYRj4HXa4hvrhGhqAe9gUo8eeCEXxIJBIEPROHhKUoem4RjRF8VC4uh66\nOVq+J2Qu+po6liHts1lh6zwLXVVtpGyixh/AnE6sqJGRkeQzj8wRx48fx+233453330XMtloEpM9\ne/Zgx44d2LNnz3w3Z84YbLfD0sMOT6YukEYkGwzDoPPYMEtHLJYJULUmuc2JhOym+5SFpZWOhqKA\n6vML5lVzHggE8Mgjj+C9996DUCjETTfdhG9/+9vzdv/5Yqi9FZ/97ysYPDt1+CSlIQ8X/MPNKFux\nZkZSrLOHP8GHT+9ilWkKi/Hl+x7mlLSLkNuEAn44+nrgd9gRcDvhHh4CHYyNjsEXiSHPK4DHbEIo\nzgQ1GpkhH8ZlqyDV6UFRPLjNJgydbIiJKjIZfLEEZReuhzwqPBohe+k+9CEcfT2RY55QiAVbroVQ\nKkPI50PL2//LWkkpvXA91MVlc3LvtHiky8vLsWPHjogRDYx6e1wubsfIza9UwW31R+IpA4B9yPtF\nhBAN7EPemM14xgVqYkQTAABFtRq02U0J9dC6Yvm8b9zcuXMnTp48iT/84Q8wmUy47777YDQasWXL\nlnltR6pwDJvw6WsvoqvhaNLXOM3D2PfYb1G8eBnqv/wN6EvLWZ/T4TDOHvoYrQc/gtce6ylzRhkE\nApEY67/zL8SIJnAKgUjM8vYGfV4MHj8Ke28X67xwwA9HX/eU9Um0OuQvXAZlETsEndyQj8qNW+C1\nWRBwOcETCMDjC+CxmmE7147ghIyeUp0BquJSaCtrIBCR1btcwrjiPLgGB0CHR1dJ6GAQgyc+R+kF\nl8Da0coyooUy+ZymE0+LRzoamqZxyy23QKlU4re//W26mzMrAr4QzjWYWXppYDTRCh1iEA6Nd6bS\nIEHZ0sQaMkLu4TR70X3KGlPOF/CwYG1BXM19qvB6vdiyZQt+85vfoL6+HgDwxz/+EYcPH8ZTTz01\n5fWDZxOnqM4E+ppOonHvmwhPEWN2Kqrr16Hu4o3g8QVwWc1oeOtvsCfYNBUNj8/Hln+7e9Zh7wiE\nTME50IeB458h4J7aMSaUyaEurYCmvBISlWba92IYBl6bBWG/HxKNFkKpbOqLCFmL+WwzBk98zior\nWLYKlrPNCPnGV0OMy9fAkETyqmTJiKgdO3bsQEtLC5599tl0N2XWiCQCVKw0oPO4GaEJxnT05kKK\nAozVk4fII+QeSoMU2iI5bFGJevIqlfNqRAPA2bNnEQgEsGLFeJKQlStX4umnn0Y4HAZ/it3vb/73\ntlQ3MSWULFmOitXnA2B7iC0953Dmo/0xG63ajxxE+5GD078RRWHj924nRjQhq1AWFkOeb4S5tRnD\nZ06ywtDxBALIDPlQFBRBWVAIkVI1q5UYiqIg000/EyghO9FX12GkqxO+kXFn1MTQeMDo36C2snpO\n75tWQ5phGGzfvh2vvfYaHnroIVRXz+3DpQuRVICKFQacOz4cCWkWjb5UAZE0I+YxhAzDWK2CZ8Qf\nSWwjUQihK5z/jZtmsxkqlYoVSUen0yEYDMJms8FgyK4fsLyKapz/5a+jqG5xwnMWrd+EQy//DwZa\nm2d1L75AiItu/idUnXfBrOohEDIRHp+P/EVLoSmvxEhXByiKB3lePqRa/bTC4hEI04Hi8VC8Zi3a\n39sDIL7YQltRA/4sN4tHkzZLjqZp/OpXv8KePXvwwAMPYMOGDelqSkoQywSoXJ2HoXYHnGZvJAU0\nAAjFfBjKSHxlQnx4fB4qV+VhuHs0K1demZIV+WW+8Pl8EEXFNR47DgSyJySfVKXG+V/6OhZccPGU\nP/K6kjJcddd/ovfUCXz211dg7Y2v/aQoCgsuXI8lm66AIE5IT7laG7ecQMgmRDI58heRaDSE+UOq\n1SN/8TKYmhrjfEpBV1M35/dMmyG9Y8cO7N27Fw8//DAuuSQ709mKJAKULtEhHKLhtPjgsvpAURTy\nK5TgC8isnJAYvpCXdumPSCSKMZjHjiWSqUMHFVTXTnlOOuHx+ShcuBhLN22FaBraSoqiULpsJUqW\nLEf7Z4fQcfQw/BM2SmuLSrBk0xXQzuFmFgKBQCAkR/7i5VAai+Ec6od7eGg04gszqpcWK+beiZkW\nQ/rkyZN4+eWX8f3vfx+LFi2C2TwefznblouB0Y1imgIZNAVkIwSBO+Tn58PpdCIYDEIoHE2sY7FY\nIBKJoFKpprz+2v+4N9VNTCsUj4eatRehZu1F6W4KgUAgECYg1ekh1emBRcvAMAzAMCmTFaXFkN6/\nfz8A4NFHH8Wjjz7K+uzgwYMQCIh2mEBIN7W1tRAKhWhsbMSaNWsAACdOnMDChQvJGCUQCAQCJ6Ao\najTCQ6rqz4Twd8mwY8eOdDeBQMg4Up0J9MEHH8Tx48fx85//HBaLBffeey9++tOf4vLLL497Phmn\nBEIsmZaxl4xTAoHNbMYocSsRCISE3HHHHXjooYdw++23Qy6X45//+Z8TGtEEAoFAIOQaxJAmEAgJ\nkUgkuO+++3DfffeluykEAoFAIGQcnJF2EAgEAoFAIBAImQSJwUYgEAgEAoFAIMwAYkgTCAQCgUAg\nEAgzgBjSBAKBQCAQCATCDCCGNIFAIBAIBAKBMAOIIT2PMAzZ15kLkH7mNqT/sh/Sx9yG9F9uwJV+\nJoZ0FKnsOCqFmXUAoLu7O2XtZxgmUjdX/rgng6v9nMo+5hKk/+KTTeOUq30MkHEKkP5LRDaNUYC7\n/TyXfUwMabD/sCmKAk3Tc1r/f//3f+Pll1+e0zqjefLJJ3H//fen7A9vYr1j/5/LAeT3++e8zmi4\n3s+p7uNMh/Tf1HB9nHK9j4HcHqek/6aG62N0rG4u9/Nc93HOJ2T505/+hFOnToGmaaxcuRJf+9rX\nwOPN3fxix44dePvtt/HEE0/MWZ3R/O53v8NLL70EiUSCtrY21NTUzGn9L774Ipqbm+FwOFBRUYFv\nfetb0Ov14PF4YBhm1n+MH3/8MVpbW/G1r30NCoViTuqMhuv9nOo+znRI/00N18cp1/sYyO1xSvpv\narg+RgHu93Mq+jinPdJPPvkknnvuOZSXl0OlUuGVV17B0aNHI5/Pdka3fft27NmzB7t27UJtbW1M\nvXMxY9y+fTveeOMNbN++HcXFxRgaGpp1nRN57rnn8MILL2DJkiVYv349PvroI9xzzz04cOAAwuEw\nKIqa9XMcP34cr732Gt588004HI45qXMiXO/nVPdxpkP6b2q4Pk653sdj98jVcUr6b2q4PkYB7vdz\nqvo4Jz3SDMPAbDbjk08+wc9//nOsW7cOw8PDaGpqAk3TMJvNMBgMs5rJHT58GK+88gqeeeYZLFy4\nMFI+MjICp9OJ0tLSWc8U77//fnzwwQd47LHHUFtbizfffBMfffQRLrroItA0PatZIsMwcLvd+PTT\nT3HLLbfgxhtvBABs3boV//qv/4qdO3fC5/Ph0ksvhUAwsz+jcDgMPp+PyspKWK1WvPfeewiHw7ju\nuuugVCpnPZvOhn5OZR9nOqT/pobr4zQb+hjI3XFK+m9quD5Gx56B6/2cyj7OztE9BRRFgc/nIxgM\nIhAIAAA0Gg16e3vx8MMP46tf/SruuOMONDc3z/geK1euRH19PV566aVI2d13341///d/x3e+8x3c\nddddaGpqmvEMa2BgAI2Njfj9738fmblVVlbi+PHjABBZKpopFEVBJBLB4XDAarUCGB2sCoUC3/rW\nt2AymfDOO+/gxIkTAGY2U+Tz+QCAzs5OrFmzBitXrsS+ffvw+uuvw+l0zno2TVEUBAIBZ/s51X2c\n6XB9nM5H/3F9nHJ9jAK5PU65PkYB8lua7DNweZymuo/5P/nJT+6b8dUcJhwOo6mpCXV1dSgrK8Pu\n3bvB5/Pxve99D9dccw327duHEydOYOPGjRCJRNOe0fF4PBgMBnz++eewWCz485//DIZh8NWvfhU3\n3HAD9u3bh4aGBlxyySWQSCTTrl+pVOLqq69GYWEhQqEQeDweKioq8Le//Q1CoRCLFi2a9Sw9GAzi\n4MGDGBoawqWXXgqRSAQA6OvrA4/Hw8jICBobG3HllVdO+17hcDgyA2xoaIBKpcIPfvADdHZ24tCh\nQwgGg6isrIRYLJ7xbHpsA8Tp06exaNEilJaWzmk/h0IhiEQi6PV6NDQ0wGw2z2k/K5VKXHvttTAa\njZHva677ONPh8jidjzEKcHuccn2MAmSccnmMAuS3NBm4Pk5TPUZzypA+fvw4+vv7YbfbUVRUhIsu\nugiVlZUAgPLycqxfvx6LFi1CYWEhrrjiCjz55JMQCoVYsWJFUl/yWP1OpxMGgwFGoxEDAwM4fPgw\nPB4PfvSjH2HVqlUwGo244oorsHv3blAUhVWrViXdiRPvYTQaAYy+aMaWdlpaWtDf34/LLrtsVt+R\nw+GA0WjE8uXL8dRTT6G1tRXhcBhmsxn33HMPvv71r+P222/Hzp07kZeXl7Rg/+DBgygtLQWPx4u8\ntIqLi1FbWwuNRoMLL7wQ3d3dOHjw4IxfAGP3oCgKQqEQF1xwAaqqqgDMTT9PfAYAMBgM6Ovrw9Gj\nR+F2u2fdz2P1A6OeAB6PF7kXj8ebdR9nOlwfp6keoxPvwdVxyvUxOvEeQO6NU66P0eh7kN/Sye/B\n1XE6X2M0Zwzp3//+99i1axeOHTuGF154ARaLBQqFAoWFhQAAuVwOuVwOYHR2JJFIcObMGfD5fKxd\nu3Za9T///POwWCwoKCjA+vXr8frrr6O/vx833XQTpFJppP6xAXXRRRdN+xmef/55WK1WSCQSFBYW\ngsfjQSAQID8/H7/73e9QXl6O6urqGX9Hzz//PIaHh1FTU4Ovf/3reOutt3DgwAHs378f1113HW6+\n+Wbw+XwcOHAABQUFWLZs2ZT1j4yM4N5778XAwADq6+sjf9BKpRIajSbyMli7dm3kBRAOh1FWVgaJ\nRJLUM0TfA0Bk8IRCISiVyln1c7z6BQIBamtr8be//Q0mkwnf+MY3ZtzP8b6jiR6H2fZxpsP1cZrq\nMRrvHlwbp1wfo4m+o1wZp1wfo/HuQX5Lp74HwK1xOp9jNCc2G54+fRp79+7Fww8/jJqaGrS2tuLJ\nJ5/E4OAgzGYztmzZAgBwOBxQKpURwb/P54NQKASASWdxierftWsXvvGNb+Cxxx6D1WqFVqsFgEj9\nbrcb+fn5U9Y/2T0GBgZYz7BkyRJ897vfxfPPP4+ysjLU1dXN6jt69NFHcdNNN+Gpp56Cy+VCIBCA\nTqeLXCeTySL6rKmeQSgUwufz4c0330QgEMCdd94JYHyjhEAgiPz/Bz/4AR599FG89tprEAgE+PKX\nv5zUZoB49+Dz+aBpOvK9u1wuyOXyaffzZM+gUqmwc+dOOByOWfVzovaPfS80Tc+4jzMdro/TVI/R\nye7BpXHK9TE62TNk+zjl+hid7B7kt3Tqe3BpnM7nGM0Jj/S5c+dw5MgR3HrrrZBKpSgsLERdXR2a\nm5vR2NgIkUiEqqoqvPTSS3jmmWdw6tQpHDhwAB999BHuvvtuaDSaSTssUf1nzpzBwYMHoVarsWzZ\nMjQ1NeGxxx5DV1cX9u/fjw8//BA//vGPp6x/Os8AjHoEOjs70dTUhNraWqhUqhl/Ry0tLTh8+DAk\nEgnq6uowMjKCF198EQcPHsSBAwfwySef4N/+7d+gVqunfAaRSIRXX30V1dXV6O/vR2trK9atW8ea\nKU78f319Pex2OzZt2gS1Wj3lM0x2D4qiEA6HEQqF8NJLL+G5556bdj9PVj8ASCQSqNVqnDp1Co8/\n/jjOnTs37X6e6jsae9EqlUp0dHRMqz1rfGkAAB93SURBVI8zHa6P01SP0cnuwaVxyvUxmsx3lK3j\nlOtjdDrPAJDfUi6P0/kcozkRtaO0tBQ+nw8HDhyIlC1YsADf/e53oVKpsG/fPrS3t2PLli0QiUQw\nm83wer3YvXs3KioqZlW/TqfDnj170NLSAoFAgObmZhw+fBj9/f148sknk6o/2WdoamoCACxcuBD1\n9fWw2WxJL+NMVr9Go8E777yD1tZWKJVKOJ1O9PX1ob+/H7t27YpokBIxthu2o6MDfD4ft956K7Zu\n3YqmpiY88sgjABCZKUb//5ZbbkFxcfGU7U/2HiKRCFu2bIFQKJxWPydT/xhCoXDa/Zxs+0OhEACg\ntrZ22n2c6XB9nKZ6jE51j0wfp1wfo9N5hmwdp1wfo8k+A/kt5e44TccYzVqPdCgUisQGFIvFaG9v\nR3t7O8rKyiLLKVqtFsXFxXj77bfhdrtx+eWX47LLLsMVV1yBiy++GAaDYc7q9/v9uPLKK3Hdddfh\n+uuvx4YNGyJLFHN1j1AohPPPPx/A6Avg4osvhkajmbP6vV4vLrnkEtTX1+OKK67Axo0bJ32GsfrH\nZn4KhQInTpzAli1bUFdXB5qmcfjwYZw9ezbubDoZpnsPAFCr1di8eTO2bNmSdD9Pp36DwYAbbrgB\n11133ZT9PJPvaEz/lkwfZzpcH6epHqMzuUemjVOuj9GZfkfZMk65PkZncg/yW8q9cZrOMZqVhvSz\nzz6LV199FS+++CIYhoFer8eyZcvw2muvYWRkBGVlZZHlDYPBAJ1OhyeeeAJbt26FQqEARVGRf3NR\nv1arxeOPP44rrrgCKpUqEntzsqWJmTzDrl27cOWVV0IikUQG9FzW//jjj7O+Ix6Pl9R3NEZBQQE2\nbtwImUwGkUiEysrKuH/cNE0ntbw603sA4yGDku3n6dY/9lKdrJ9n8x2NvQAm6+NMh+vjNNVjdKb3\nyKRxyvUxOtvviOvjlOtjdKbPQH5LuTVO0z1Gs86QfuGFF/DCCy/gqquuAp/Px8mTJ7Fv3z6cf/75\n2LhxI55++mnY7Xbo9frI7Mnv96OhoQHXXHMNZDIZACTssFTXP9t7XH311ZGdtJn0HX3yySfQaDSR\nZZmxXbhjf9yfffb/2zvzsKqq9Y9/4BwFFEhNUgTzKg4p4MyUIZrei4g3NEVTpBxvcgvNtKe8FqWC\n1KOoiRMOECI4gIYGoZkpg0pQkpqoKA5pFIqgAjIdzvn9wY99OTKomHDOuevzPD6P55y1v+9a7xr2\nu9d+9yad06dP4+Li8lgT/2ltVF+lP6s2NJW+tqLt8/RZz9HmasNfOU+1ZQ496Vr8vzJPNXkOiXOp\nOJf+1fpPg84F0jExMQwZMgRvb2+cnZ3p3Lkz+fn5bNu2TbrVtHfvXrKzsykqKsLQ0JCEhASuXLmC\nh4fHI3NknrW+LrThYX1LS0sKCgrYtWsXHTt2pGvXrtKtJwMDA7p27UpxcTGXLl3CwcFBWlya04a2\n62s6ujbGdWEd0LYxrgvrjCYj5lDzt0EXxri26z8OOvX6O4VCQV5entorZWxtbWnbti1yuRw/Pz8+\n//xz/P392bdvH5s3b8bExISKigoCAwMfK1fxWerrQhsa0m/RogXr1q3D0NAQJycnZDIZKpWK1q1b\nM2HCBMaOHftYT8w+axvarq/p6PIY14V1QBvGuC6sM5qMmEPN3wZdGOParv+46MSOdHZ2Nvfu3UMu\nl/P8888TFhZG3759pb9WZGpqioWFBXfu3OHIkSPSgxBjxoxh+PDhTJw4scGnWZ+1vi604XH0O3Xq\nREFBASdOnMDa2lp6zY9KpaJly5aPzFF61ja0XV/T0YQxqMn6mtIGTR7jurDOaDKaMP50YQ5p8hxt\nChvarv+kaH0gvXHjRr766iv2799PQkIC+vr69OnTh+TkZLp16yZdqTz33HMYGxuTkpJCly5d6Ny5\nM4aGhpiamjZ4e+VZ6+tCG55Ev3Xr1qSkpNCjRw+1P935KJ61DW3X13Q0aQxqor6mtUETx7gurDOa\njCaNP12YQ5o4R5vChrbrNwatDqRjYmKIjo5myZIluLi48OKLLxIREYGZmRlKpZKzZ8+qvX7G3Nyc\nQ4cOkZeXx9ChQ5tdXxfaIHzU/Pqajrb7V4xx3ddvKhuaiui/5m+D8FHz6zcW7X2kGLh8+TIjR47E\nxsaGAQMGMHToUGxtbenYsSOjRo2isLCQ9evXc/bsWemYNm3aYG5urhH6utAG4aPm19d0tN2/Yozr\nvn5T2dBURP/pvr4utEFT56jWPmxYWVlJTk6OWsJ+u3btMDc3JzU1FR8fHwwMDPj++++ZO3cuAwcO\nRKFQcObMGWbNmtXs+rrQBuGj5tfXdLTdv2KM675+U9nQVET/NX8bhI+aX/9p0NrUjuqXjZ84cQJn\nZ2cMDAzQ19cnKyuLy5cvM378eDp37szAgQPp0aMHxcXFdOzYkYULF9KtW7dm19eFNggfNb++pqPt\n/hVjXPf1m8qGpiL6r/nbIHzU/PpPg9buSAO4uroycOBA2rRpo5ZAXv131OVyOSYmJlhZWTF8+HCN\n09eFNggfNb++pqPt/hVjXPf1m8qGpiL6T/f1daENmjpHtTpHWi6XY25ujlwul/46TUlJCSUlJSiV\nSgA2bNiAp6cn+fn5qFQqjdLXhTYIHzW/vqaj7f4VY1z39ZvKhqYi+k/39XWhDZo6R7U6kK5JtcNU\nKhVyuZyWLVuyefNm9uzZQ1hYGO3atXuq1548a31daIPwUfPrazra7l8xxnVfv6lsaCqi/3RfXxfa\noElzVGtzpOtCT0+PzMxMcnJyuHr1Krt27SIkJIQ+ffpohX5T2NB2/aawoe36mo62+1eMcd3Xbyob\nmoroP93Xbwob2q7/uOhMIF195aFQKAgPDycrK4utW7fSu3dvrdBvChvart8UNrRdX9PRdv+KMa77\n+k1lQ1MR/af7+k1hQ9v1nwSdCaSrMTU15datWyxdupTu3btrnX5T2NB2/aawoe36mo62+1eMcd3X\nbyobmoroP93Xbwob2q7/OOjdvXtXd56Y+H8qKipo0aKF1uo3hQ1t128KG9qur+lou3/FGNd9/aay\noamI/tN9/aawoe36j0InA2mBQCAQCAQCgeBZozNv7RAIBAKBQCAQCJoSEUgLBAKBQCAQCASNQATS\nAoFAIBAIBAJBIxCBtEAgEAgEAoFA0AhEIC0QCAQCgUAgEDQCEUgLBAKBQCAQCASNQATSAoFAIBAI\nBAJBIxCBtEAgEAgEAoFA0AhEIC0QCAQCgUAgEDQCEUgLBAKBQCAQCASNQATSAoFAIBAIBAJBIxCB\ntEAgEAgEAoFA0AhEIC1oduzt7Zk8eTJeXl7SP39//+aulsSSJUvYsWPHU2kUFRXh4+NT7+9eXl4U\nFhY+slxxcTG+vr6UlpayefNm7O3tOXDggFqZkpIShg0bxvz58wEICQkhPj4eqPL13bt3n6juNftn\n6tSpTJgwgbfeeovMzEy1cpcvX8be3p7w8PAn0tc0kpOT+fLLL+v9ffPmzaxYseKp7fj6+tbbF++9\n9x5XrlypVW7NmjX8/PPPdR6Tk5PDnDlz6vwtLy+P//znP0yePJkpU6Ywffp0EhMTn7oNz4qcnBxc\nXFzq/O3333/nww8/lD4HBARw/vz5J7aRnZ3NRx99JH2eMWMGhYWFT17ZZ0z12tCcfPnllyQnJzeb\n/czMTDw8PB5ZLjY2lpiYmCaokUDwX+TNXQGBAGDjxo20adOmuavxzLh//36twLMmkZGRQFUA0VC5\ndevWMXbsWAwNDQHo2LEjCQkJvPbaa1KZH374Qfod4O23337a6tfqnx07drBy5UpCQ0Ol7/bu3cuo\nUaOIjo7Gy8sLuVw7l5ekpCTc3d2fuZ0ff/yx3t/WrFlTZ7lZs2Yxe/ZswsLC1Pr4UQQEBGBnZ8fy\n5csBuHLlCrNnz2br1q107dq1EbVvPv7880+uX78ufU5LS2PcuHFPrJOYmCgF67m5ubRq1QoTE5O/\nrJ5/FdVrQ3OSnp5e70WaJnH69GmsrKyauxqC/zG080wn+J9hyJAhDB06lEuXLrF06VLKysoIDg6m\ntLQUuVyOj48PTk5OxMXF8cMPP1BWVsYff/xBhw4d8PT0JDo6mt9++40pU6bg5eUFVO3wLF68mD59\n+qjZevDgAStXruT06dPI5XJcXFyk3eEzZ84wc+ZM8vPzsbKyYtmyZRgZGXHgwAG+/vprKioquH//\nPm+++SYTJkwgLi6O/fv3U1pairGxMQBlZWV4eXmxfft2ZDKZmm17e3u+++47li1bVm+53NxcUlJS\nWLBggfSdk5MTiYmJ5Obm0qFDBwDi4+Nxc3Pj2rVrQNWOupWVFVOnTpWOy8vL49133+X1119n4sSJ\nXL16lVWrVnHv3j0qKyuZNGmSWnBeE4VCwZ9//slzzz0nfVdcXMzBgwcJDQ0lKyuLI0eO4OrqCsDS\npUu5ePGidOzVq1dZt24dVlZWBAYGkp+fz507dzA3N2f58uW0a9cODw8PrK2tuXz5Mj4+PgwfPlzN\nfnBwMCkpKcjlcmxtbfnwww/R09Nj9erV/PTTT+jr62Ntbc38+fNp3bo1Hh4euLq6kpKSwv3795k9\nezZnzpzh/PnzyOVygoKCMDMzQ6lUcu7cORYtWlSvHYBr167h4+NDXl4e7dq1IyAggPbt25OcnMxX\nX31FRUUFBQUFuLu7M2fOHH7++WeCgoIwMjKipKSEl156CQAfHx/WrFkj9V01Hh4eBAYGSrtrNcv1\n7duX2NhY3njjjTr7py7y8vIoKytDqVSir69Pt27dWLlypRQ4ZmRk1Duvjhw5wurVqwHUPi9ZsoT7\n9+9z8+ZNXnnlFWbOnFnn/Kn2Y0ZGBpWVlfTq1YsFCxZgbGzM3r17OX/+PB9//HGtOiuVSgIDA8nM\nzKSwsJC5c+fi4uJCQEAAt2/fxtfXl969e3P79m38/Pz47LPPWLduHV27duX8+fPcvXuX0aNH869/\n/QsAf39/evfuzfjx4wE4fvy41K6kpCScnZ1ZtWoVRkZGUt+6u7uzbt067OzsOHjwIMeOHePUqVNs\n27aNzp07Ex4ezt69e6W7Qu+++y6enp7s2LGDLVu2AODp6cnIkSN5++23yc3NZfr06cTFxaGv/98b\nwkVFRQQFBZGdnY1CoWDw4MHMnTsXuVwurQ0GBgZ8/vnn3Lhxg3v37tG6dWuWLVtGly5d1PxWWVnJ\n2rVrSU5OxtjYGGtra65evcqmTZvIzc3liy++4I8//kClUuHu7o63tzcbNmyguLiYDz74AICTJ0+y\nefNmwsLCyM7OxsLCAgMDg3qPr74bMnDgQC5duoRKpeKDDz5gwIABAISGhnL06FGUSiXm5uZ8+OGH\nmJmZMWfOHGxtbTl9+jS5ubn079+fTz/9FH19fWJiYti5cyfGxsZ0795dat+dO3fqXDdOnz5NcnIy\naWlpGBgY8Oqrr9a7vggEfyUitUOgEfj4+KilduTn5wNQUVGBs7MzMTExdOrUiUWLFvH+++8TFRXF\np59+ip+fH7///jsAv/zyC35+fsTExJCfn893333H+vXrWb16NZs2bUKpVAJVOzwPB9FQlQJRXl7O\nnj172LFjB6dPn+bUqVMA3L59m/Xr1xMTE8OtW7c4evQoDx48IDY2ltWrV7Njxw4CAgJYt26dpHf1\n6lU2btzIxo0b+eSTTzAwMCAyMrJWEF2ThsolJiYyePBgtZ1euVzOiBEjOHjwIFC1W/fgwYMGd2Vu\n3brFO++8w7Rp05g4cSIKhYKPPvqId955h+3btxMSEkJkZCRnz55V658pU6YwevRoJkyYINW1moSE\nBDp37kzXrl1xd3dn165d0m9+fn5ERkayY8cOevTowfjx47G3t+fw4cPY2toSGhpKbGwshoaGJCQk\nSMdZWVmxZ88etSAaqna+L1y4QGRkJDt37uTBgwccPnyY0NBQ8vLyiIyMJDIyEpVKxdq1a6XjysrK\niIqKYt68eQQGBjJp0iSioqLo0KEDcXFxAPz666/07t0bfX39eu1AVXrB8uXLiY6OxsTEhP3796NS\nqaRxuX37dkJDQwkPD5fSMq5cuYK/vz9RUVH4+fkBVTv9DwfRNamrnLOzM0ePHq33mLqYO3cu0dHR\nuLq6snDhQiIiIrCwsKB9+/bcvXu3wXnVEKWlpezevRtfX9965094eDhyuZzt27cTFRWFmZkZ69ev\nB2D8+PF1BtFQ1V8ODg5EREQwb948goODkclkLF68GAsLC4KDg/n3v/+NmZkZS5cuxcbGBqiaA1u3\nbiUiIoLDhw9LKQkff/yxFETfunULQ0NDTE1NgapA2sXFhWHDhnHy5EkAUlNTadeuHenp6UDV/Bsx\nYgTOzs5SmZMnT1JRUcH169cpKioiKyuLQYMGcfnyZQoLC8nJyaGoqIi0tDSgKm3IxcVFLYgGWL16\nNS+99BLbt28nIiKCe/fuERUVpVbmxIkTmJiYEBoayt69e+nduzd79uyp5bf9+/dz4cIFdu7cybZt\n27h586b0m5+fH4MGDWLnzp1s3bqVhIQEvvvuOzw8PDh8+DAVFRUAfPPNN1IqRbVvGjq+2u+Ojo5E\nRkby7rvvsnjxYhQKBfHx8WRnZxMWFkZkZCRDhgwhICBAqtPNmzfZtGkTUVFR/PTTT5w6dYqsrCy2\nbt1KSEiINH6qqW/dGD58OM7OzkyePBlPT89Hri8CwV+F2JEWaAQNpXb0798fgHPnzmFpaSmdMK2s\nrOjXrx+nTp1CT0+PPn36SMFGp06dcHR0RF9fH0tLS8rKyigtLaVVq1b11iE9PZ333nsPmUyGTCYj\nJCQEqNqFc3FxkW6ld+vWjYKCAlq1asWqVas4fvw4N27cICsriwcPHkh63bt3l3aj/wquX7+OpaVl\nre/d3d3x9/fnrbfe4ttvv2X06NEN6rz33nu88MIL0o7xb7/9xu+//86yZcukMqWlpVy8eBFbW1vg\nv/1z8eJF5s2bR9++fdV2dvbt2yedeN3c3NiwYQNnzpyhb9++Upk1a9ZQXFzMkiVLAHjjjTfIyMgg\nMjKSGzdukJ2djbW1tVS+ut8fJi0tDTc3N6k/qtMVpk2bho+Pj3TSnThxorTDBvDqq68CYGFhwfPP\nP0/Pnj0BsLS05P79+wAcO3ZMChrqs7N582YcHBxo27YtAD179iQ/Px89PT2CgoJISUnh0KFDXLt2\nDZVKRUlJCQAdOnTA3Ny8wb55HCwtLdVSGx4HOzs7Dhw4wK+//kpGRgbJycls27aNDRs2UFBQ0OC8\naoh+/fpJ/69v/gQHB1NYWCilqCgUCsl3DdGiRQupz3r27ElBQcFjtXXcuHHI5XJMTEwYMWIEqamp\nODs7q5VJSkpi6NChQNVucHFxMR07duSFF17g1q1b5Ofnc/LkSWbMmEFcXByzZ88mIyODTz75BEND\nQ/bt24e7uzt5eXm4urqSlpaGqakpTk5OGBsbY29vz48//si9e/cYN24cX3/9NUVFRSQmJuLt7V2r\nzikpKZw7d07a2S4rK6tVZsSIEVhYWLB7925u3rzJqVOnpPlZkxMnTjB69GgMDAwAeP3119m9ezcl\nJSWcOXOG4OBgAIyNjRkzZgwnTpzgH//4Bz169CApKQk7OzvS09OlC5zjx48TFBTU4PE2NjaYmpoy\natQoAF5++WX09fW5dOkSKSkpZGZm8tZbbwFVdxpKS0ul+jo7O6Ovr0/r1q2luXjx4kUcHBxo3769\n1KepqanAo9eNah63nEDwtIhAWqDxVAe/1TvKNVEqlSgUClq0aEGLFi3UfnvSHN2Hd4Bzc3Olk1FN\nLT09PVQqFbm5ucycOZNx48bRr18/Xn31VVJSUqRyRkZGddpJSkqSggwzMzO1fNiG0NPTq9MHffr0\nobKykqysLL7//ns2btzY4INBixYtIiwsjKioKLy8vFAqlRgbG6vlYt65c6fOi4BevXoxf/58AgIC\nsLGxoVOnTvzyyy9kZ2cTEREh7aLJ5XJ27twpBdKRkZFkZGQQEhIi+Tk4OJjMzEz++c9/MnjwYBQK\nBSqVSrJVn/9kMplagHfnzh1UKlUt31SPjWpqjo/6xkZ6erqUClCfnfqOLykpwdvbGxcXFwYMGMBr\nr71GYmKidEx97cnMzFTboXtUTmxlZWWDdzUeJj8/ny1btrBw4UL69+9P//79mT59Ov7+/sTHx+Po\n6FjrmJrzqibVO5bV1LwwrW/+KJVKFixYwMsvvwxUpVCVl5c/st51zbnHoWY9lEplnb5KSkpi0aJF\nQFWgWF03fX19nJ2dOX78OL/++iufffYZ4eHhHDlyBBsbG1q1aoW9vT0BAQEcP36cQYMG4eDgwN69\nezE0NGTkyJEADB8+nBMnTlBYWIi3tzfXr1/n2LFjXLlyhYEDB9aqT2VlJYGBgVK+emFhYa2LmJiY\nGGJjY/H09MTV1RVTU1NycnLqbH9NX1XvfiuVylo+VKlU0hzx8PDg22+/JT8/n2HDhtGqVStu375N\ny5Ytee655yguLm7w+If9rFKpkMlkKJVKvL29pTtZ5eXl0oUrIK2xoN7PNW3V1H7UuvGk5QSCp0Wk\ndgi0BltbW65fv865c+eAqqfuMzIy6jwxNQY7Ozvi4+NRKpWUl5fz0UcfkZGRUW/58+fP07ZtW2bM\nmIGTk5MURFdWVtYqW31CUalUDB06VEo/eDiIrlnuYV588cV6b7e7ubmxevVqXnzxRbXc5bqwtbXl\n008/JTQ0lOzsbLp06YKBgYF02zM3N5fJkydz4cKFOo93dXXF1taWVatWAVUneDc3NykvfP/+/axa\ntYpjx47x559/cujQIaKjo6X802pSU1N54403GD16NG3btiUtLa3OC4WHsbe359ChQ5SXl6NUKvni\niy84dOgQjo6O7Nu3D4VCgVKpJCYmBnt7+0fqVXP16lU6duwo7UDXZ6c+bty4QXFxMT4+Pjg7O3Pq\n1Cnp2LqQyWQoFAr69OkjjYe6gujqctXk5OTUyottCFNTU9LS0ti1a5c0rkpLS8nNzaVXr14Nzqu2\nbduSnZ1NWVkZCoWiwQu0+uaPo6Mj0dHRVFRUoFQqWb58uZTa0Rge9sfDnxMSElAqldy/f58jR47w\nyiuvqB1fVFREUVGRdHcgMTFR2p0GGDZsGBEREVhZWdGiRQsGDRrE+vXrGTFiBFAV+A0YMICtW7fi\n4ODAgAEDOHv2LL/88gtOTk5A1bMd6enpZGVlYW1tjYODAyEhITg5OdV5Eebo6MjOnTtRqVSUl5ez\nYMGCWmkbqampjBkzBg8PD7p06UJycnKdY2vIkCEcPHiQ8vJyFAoFcXFx6Onp0bp1a2xsbIiOjpb8\nEB8fj4ODg9TuCxcuEBsby9ixY2v55lHHFxQUSCkvycnJyOVyrKyscHR05MCBAxQVFQFVKXSfffZZ\nPb1bhYODAz/++CO5ubkAUupVtR/qWzdqjoXGri8CwZMidqQFWkObNm0IDAxk5cqVlJaWoqenh5+f\nH126dFHL530U9T1sOHv2bIKCgqRd2pEjRzJ8+HCSkpLq1HF0dOSbb75hwoQJGBkZYW1tTdu2bdVy\nEqtp3749vXr1YuLEiWzZsqXeNJaGyrm4uBAREVHnjqSbmxubNm167NeydenShRkzZuDn58dXX33F\nihUrWLVqFRERESgUCt5++2212/YP88EHHzBlyhQOHz7MsWPHar3yzs7ODhsbG/bs2cPu3bsxMzNj\n/vz50ons9ddfZ9asWaxdu5Zt27Yhk8no169fnb4D1B5KGzduHDk5Obz55puoVCoGDRrEpEmTUCgU\nrF27Fi8vLyorK7G2tmbhwoWP5Q9QzwUF6rVT800lNenevTtDhgzB09MTExMTLC0t6dq1Kzdu3KBl\ny5a1yg8bNozZs2ezcuXKBnPaHy538uRJKah7HORyOWvXriU4OJixY8diZGSEnp4eY8aMkR4orW9e\nWVhYMGDAACZOnMjzzz/P4MGDuXTpUp126ps/Tk5OrF27lqlTp6JUKunZsyfz5s0DaPBhw/ro1q0b\nMpmMadOmERYWhouLC4sXL2bx4sVAVVrEtGnTePDggZSPD/992NDExEQKeCsqKrh27ZqU5gNVY/f2\n7dtSPrWTkxPff/+9WnrIsGHDOHr0KIMHD8bQ0JAePXpgamoq7a6amJjwt7/9DSMjI2QyGQ4ODvj7\n+0upKjXrM378eBYuXEhQUBCTJ09GoVBgb2/Pm2++qdbuqVOnEhgYyDfffINMJuOll17i8uXLQNXY\n3bdvH2vWrGHMmDFcv34db29vjIyM6NSpk3RxuHTpUlasWEFcXBwVFRWMGjWKMWPGANCyZUtGjhxJ\nenq6lAKRlJSk9orA+o7/448/MDAw4NtvvyU4OBhDQ0NWrFiBTCbDw8OD27dvM3PmTKDqTUPVuf/1\n0b17d3x9fXnnnXdo1aqVWkpGQ+vGyy+/LK2BT7K+CARPg97du3fFvQ6BQEtYvnw5dnZ2/P3vf2/u\nqgiagaKiImbNmkV4eLjaLXGo2qleunQpmzZtaqbaNT9z5szB09PziS40dI3U1FQKCgpwc3MDICgo\niJYtW+Lr6/vMbObk5DB58mSNfje5QPCsEKkdAoEW4evrS2xsrNrDOoL/HbZs2cL7779fK4gWCKrp\n1q0b8fHxTJkyhUmTJlFQUMD06dObu1oCgc4idqQFAoFAIBAIBIJGIHakBQKBQCAQCASCRiACaYFA\nIBAIBAKBoBGIQFogEAgEAoFAIGgEIpAWCAQCgUAgEAgagQikBQKBQCAQCASCRvB/Lw5pR80tupAA\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x228758a5438>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot coal imports of coal from largest importers of US coal\n",
"def func1(x, pos): \n",
" s = '{:0,.0f}'.format(x / 1000000)\n",
" return s\n",
"\n",
"def func2(x, pos): \n",
" s = '{:0,.0f}'.format(x / 1000000)\n",
" return s\n",
"\n",
"plt.figure(figsize=(10,10))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.title('U.S. Coal Exports by Destination', fontsize=14, y=0, weight='bold')\n",
"plt.tight_layout()\n",
"\n",
"for x in range(12):\n",
" if df_counter > 12:\n",
" df_counter -=1\n",
" else:\n",
" ax=plt.subplot(5,3, sp_counter + 1)\n",
" plt.plot(df_c_largest_importers[df_c_largest_importers.columns[df_counter]].index,\n",
" df_c_largest_importers.rolling(window=4).sum()[df_c_largest_importers.columns[df_counter]],\n",
" color=tableau20[sp_counter])\n",
" plt.title(df_c_largest_importers.columns[df_counter], fontsize=14, weight='bold')\n",
" ax.grid(False)\n",
" ax.spines['bottom'].set_visible(True)\n",
" ax.spines['bottom'].set_color('grey')\n",
" plt.xticks(rotation=45, fontsize=14)\n",
" if abs(df_c_largest_importers[df_c_largest_importers.columns[df_counter]].mean()) > 1000000 or \\\n",
" df_c_largest_importers.columns[df_counter] in ['Turkey', 'Italy']:\n",
" y_format = tkr.FuncFormatter(func1) # make formatter\n",
" ax.yaxis.set_major_formatter(y_format)\n",
" else:\n",
" y_format = tkr.FuncFormatter(func2) # make formatter\n",
" ax.yaxis.set_major_formatter(y_format) \n",
" if sp_counter < 9:\n",
" plt.xticks([])\n",
" plt.xlim(['2001-06-30','2017-06-30'])\n",
" if df_c_largest_importers.columns[df_counter] == 'South Korea':\n",
" plt.ylim(ymax=12000000)\n",
" if df_c_largest_importers.columns[df_counter] == 'Japan':\n",
" plt.ylim(ymax=10000000)\n",
" if df_c_largest_importers.columns[df_counter] == 'Canada':\n",
" plt.ylim(ymax=8000000)\n",
" if df_c_largest_importers.columns[df_counter] == 'UK':\n",
" plt.ylim(ymax=15000000)\n",
" if df_c_largest_importers.columns[df_counter] == 'China':\n",
" plt.ylim(ymax=15000000)\n",
" if df_c_largest_importers.columns[df_counter] == 'Germany':\n",
" plt.ylim(ymax=6000000)\n",
" plt.yticks(fontsize=14)\n",
" df_counter += 1\n",
" sp_counter +=1\n",
" \n",
"plt.text(-2.55, 2.35 , 'Trailing 12-Months of US Coal Imports (Million Short Tons)', ha='center', va='center', rotation='vertical', \n",
" transform=ax.transAxes, fontsize=14, weight='bold') \n",
"\n",
"plt.text(-1.8, -0.5, \"From: chart-it (MikeRAzar.com/chart-it) | Source: http://www.eia.gov/opendata\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/US electric fuel mix 2_Jan2018/coalexp_3.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# calculate change in imports of U.S. coal since 2012\n",
"df_c_sm_chart = pd.DataFrame()\n",
"df_c_sm_chart = df_c_largest_decrease_ch.iloc[-1]\n",
"del df_c_sm_chart['Total']\n",
"\n",
"df_c_lg_chart = pd.DataFrame()\n",
"df_c_lg_chart = df_c_largest_increase_ch.iloc[-1]\n",
"del df_c_lg_chart['Total']"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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ABiB4AwAAAAYgeAMAAAAGIHgDAAAABrij4O3r66s33nhDOTk5uY7v3btXJpNJFosl3zn2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\nOTnRrl07zp49y7t37xg2bBi3bt3i7t27yGQyli5diqGhIZmZmdy5c4d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"text/plain": [
"<matplotlib.figure.Figure at 0x228757c99e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot each country's reduction in coal imports from US\n",
"def func1(x, pos): \n",
" s = '{:0,.1f}'.format(x/1000000)\n",
" return s\n",
"\n",
"ax = df_c_sm_chart.sort_values(ascending=False).plot(kind='barh', figsize=(10,6), width=0.8) \n",
"ax.grid(False)\n",
"ax.spines['bottom'].set_visible(True)\n",
"ax.spines['bottom'].set_color('grey')\n",
"plt.xticks(fontsize=14)\n",
"plt.yticks(fontsize=14)\n",
"x_format = tkr.FuncFormatter(func1) # make formatter\n",
"ax.xaxis.set_major_formatter(x_format)\n",
"ax.set_xlabel('Reduction in Annual Coal Imports from the US Since 2012 (Million Short Tons)', fontsize=14, weight='bold')\n",
"\n",
"plt.text(0.17, -0.18, \"From: chart-it (MikeRAzar.com/chart-it) | Source: http://www.eia.gov/opendata\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/US electric fuel mix 2_Jan2018/coal_exp_share_3.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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rZ/rs4OBQqP+Nvvn5+bK1vfVA/e223aqOvLy8W+4DAACA0qvYhGpra2s1bdpU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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x22875971390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot countries change in coal importers from US since Q3 2016\n",
"def func1(x, pos): \n",
" s = '{:0,.1f}'.format(x/1000000)\n",
" return s\n",
"\n",
"ax = df_c_lg_chart.sort_values().plot(kind='barh', figsize=(10,6), width=0.8) \n",
"ax.grid(False)\n",
"ax.spines['bottom'].set_visible(True)\n",
"ax.spines['bottom'].set_color('grey')\n",
"plt.xticks(fontsize=14)\n",
"plt.yticks(fontsize=14)\n",
"x_format = tkr.FuncFormatter(func1) # make formatter\n",
"ax.xaxis.set_major_formatter(x_format)\n",
"ax.set_xlabel('Increase in Annual Coal Imports from the US Since 2016 (Million Short Tons)', fontsize=14, weight='bold')\n",
"\n",
"plt.text(0.17, -0.18, \"From: chart-it (MikeRAzar.com/chart-it) | Source: http://www.eia.gov/opendata\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/US electric fuel mix 2_Jan2018/coal_exp_share_2.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
}
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