{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import sqlalchemy\n", "from sqlalchemy import (create_engine, Column, String, Integer, Float, MetaData, \n", " Table, type_coerce, ForeignKey, case)\n", "from sqlalchemy.orm import mapper, create_session, relationship, aliased, Session\n", "from sqlalchemy.ext.declarative import declarative_base\n", "from sqlalchemy import case\n", "import numpy as np\n", "from sqlalchemy.ext.automap import automap_base\n", "import matplotlib.pyplot as plt\n", "import sqlalchemy.types as types\n", "from sqlalchemy.sql import and_, or_, not_, func\n", "from sqlalchemy.sql import select\n", "import os\n", "from os.path import isfile\n", "import pandas as pd\n", "import netCDF4 as nc\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "
" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import HTML\n", "\n", "HTML('''\n", "
''')\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# definitions\n", "basepath='/ocean/eolson/MEOPAR/obs/'\n", "basedir=basepath + 'DFOOPDB/'\n", "dbname='DFO_OcProfDB'\n", "# if db does not exist, exit\n", "if not isfile(basedir + dbname + '.sqlite'):\n", " print('ERROR: ' + dbname + '.sqlite does not exist')\n", "engine = create_engine('sqlite:///' + basedir + dbname + '.sqlite', echo = False)\n", "Base = automap_base()\n", "# reflect the tables in salish.sqlite:\n", "Base.prepare(engine, reflect=True)\n", "# mapped classes have been created\n", "\n", "# existing tables:\n", "StationTBL=Base.classes.StationTBL\n", "ObsTBL=Base.classes.ObsTBL\n", "CalcsTBL=Base.classes.CalcsTBL\n", "JDFLocsTBL=Base.classes.JDFLocsTBL\n", "\n", "session = create_session(bind = engine, autocommit = False, autoflush = True)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "qry0=(session\n", " .query(StationTBL.StartTimeZone.label('TimeZone'))\n", " .filter(StationTBL.StartYear>2014)\n", " .group_by(StationTBL.StartTimeZone))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('UTC',)\n" ] } ], "source": [ "for row in qry0.all():\n", " print(row)\n", " # one value means time zone is the same for all data for 2015 on" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "SA=case([(CalcsTBL.Salinity_Bottle_SA!=None, CalcsTBL.Salinity_Bottle_SA)], else_=\n", " case([(CalcsTBL.Salinity_T0_C0_SA!=None, CalcsTBL.Salinity_T0_C0_SA)], else_=\n", " case([(CalcsTBL.Salinity_T1_C1_SA!=None, CalcsTBL.Salinity_T1_C1_SA)], else_=\n", " case([(CalcsTBL.Salinity_SA!=None, CalcsTBL.Salinity_SA)], else_=\n", " case([(CalcsTBL.Salinity__Unknown_SA!=None, CalcsTBL.Salinity__Unknown_SA)], \n", " else_=CalcsTBL.Salinity__Pre1978_SA)\n", " ))))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Tem=case([(ObsTBL.Temperature!=None, ObsTBL.Temperature)], else_=\n", " case([(ObsTBL.Temperature_Primary!=None, ObsTBL.Temperature_Primary)], else_=\n", " case([(ObsTBL.Temperature_Secondary!=None, ObsTBL.Temperature_Secondary)], else_=ObsTBL.Temperature_Reversing)))\n", "TemUnits=case([(ObsTBL.Temperature!=None, ObsTBL.Temperature_units)], else_=\n", " case([(ObsTBL.Temperature_Primary!=None, ObsTBL.Temperature_Primary_units)], else_=\n", " case([(ObsTBL.Temperature_Secondary!=None, ObsTBL.Temperature_Secondary_units)], \n", " else_=ObsTBL.Temperature_Reversing_units)))\n", "TemFlag=ObsTBL.Quality_Flag_Temp" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(None,)\n", "('umol/L',)\n" ] } ], "source": [ "qry1=session.query(ObsTBL.Nitrate_plus_Nitrite_units).group_by(ObsTBL.Nitrate_plus_Nitrite_units)\n", "for row in qry1.all():\n", " print(row)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "qry=session.query(StationTBL.StartYear.label('Year'),StationTBL.StartMonth.label('Month'),\n", " StationTBL.StartDay.label('Day'),StationTBL.StartHour.label('Hour'),\n", " StationTBL.Lat,StationTBL.Lon,\n", " ObsTBL.Pressure,ObsTBL.Depth,ObsTBL.Ammonium,ObsTBL.Ammonium_units,ObsTBL.Chlorophyll_Extracted,\n", " ObsTBL.Chlorophyll_Extracted_units,ObsTBL.Nitrate_plus_Nitrite.label('N'),\n", " ObsTBL.Silicate.label('Si'),ObsTBL.Silicate_units,SA.label('AbsSal'),Tem.label('T'),TemUnits.label('T_units')).\\\n", " select_from(StationTBL).join(ObsTBL,ObsTBL.StationTBLID==StationTBL.ID).\\\n", " join(CalcsTBL,CalcsTBL.ObsID==ObsTBL.ID).filter(and_(StationTBL.StartYear>2014,\n", " StationTBL.Lat>47-3/2.5*(StationTBL.Lon+123.5),\n", " StationTBL.Lat<47-3/2.5*(StationTBL.Lon+121)))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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YearMonthDayHourLatLonPressureDepthAmmoniumAmmonium_unitsChlorophyll_ExtractedChlorophyll_Extracted_unitsNSiSilicate_unitsAbsSalTT_units
02015.02.011.011.06861148.300833-124.0003331.9NoneNoneNoneNaNmg/m^315.3132.14umol/L29.2275079.7647'deg_C_(ITS90)'
12015.02.011.011.06861148.300833-124.0003336.6NoneNoneNone2.57mg/m^317.1333.90umol/L29.4843419.6880'deg_C_(ITS90)'
22015.02.011.011.06861148.300833-124.0003336.7NoneNoneNoneNaNmg/m^3NaNNaNumol/L29.4848399.6828'deg_C_(ITS90)'
32015.02.011.011.06861148.300833-124.00033311.0NoneNoneNoneNaNmg/m^3NaNNaNumol/L30.1445499.3646'deg_C_(ITS90)'
42015.02.011.011.06861148.300833-124.00033311.0NoneNoneNoneNaNmg/m^320.6237.65umol/L30.1579139.3586'deg_C_(ITS90)'
\n", "
" ], "text/plain": [ " Year Month Day Hour Lat Lon Pressure Depth \\\n", "0 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 1.9 None \n", "1 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 6.6 None \n", "2 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 6.7 None \n", "3 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 11.0 None \n", "4 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 11.0 None \n", "\n", " Ammonium Ammonium_units Chlorophyll_Extracted Chlorophyll_Extracted_units \\\n", "0 None None NaN mg/m^3 \n", "1 None None 2.57 mg/m^3 \n", "2 None None NaN mg/m^3 \n", "3 None None NaN mg/m^3 \n", "4 None None NaN mg/m^3 \n", "\n", " N Si Silicate_units AbsSal T T_units \n", "0 15.31 32.14 umol/L 29.227507 9.7647 'deg_C_(ITS90)' \n", "1 17.13 33.90 umol/L 29.484341 9.6880 'deg_C_(ITS90)' \n", "2 NaN NaN umol/L 29.484839 9.6828 'deg_C_(ITS90)' \n", "3 NaN NaN umol/L 30.144549 9.3646 'deg_C_(ITS90)' \n", "4 20.62 37.65 umol/L 30.157913 9.3586 'deg_C_(ITS90)' " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df1=pd.DataFrame(qry.all())\n", "df1.head()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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V6OLF3Erz4eFtticzMyYXq0bdSi3ZKsPcYm7mYR5gO5/xGm/Zes5qTV1JB136HzBiH+gP\nZRPv8THjuJkq7mmZPxQArCJX5FLmd8vcEx032xm7X6WeTbKdOt7nZm5gGg/Y/p9qpq7kAhX0HBIT\n9XdZz3rquY1K7uM2n6O6SqzufOWAfdbdvf16GgB6tZvbdJVM+JV6JZkVsJlmvdTzLuup5CYmc6+K\nuuILKug5pi5S22Jlx/t8wnbu5VbusHHI8ROnksSJT+2F/uj25BckZVpw3bJ/t37tmeQ9PuZDPuFW\nxjKB223HqKgr2UQdi3wg5ny0yqyjmGIe5C4aTAO/km1+h9ZKq0dpisJr19fF7mZlNgU2nVWhKSGw\n1vyCUoq5m/FcMY38Un7Vbpg6HynZQm+K+khVqIaQCTGXqdzAUJazJpBWduAu7CPu3MOevRFGDAux\n98sIDXFrp5oPD/dkgOHmmuTlwuLklpTrFr5ihJlMYjQjeJN32lnZxVBRV7yS0W6LmUIFvT1VoRrC\nJsyjTGcIA1jCm+yUL/wOyxYnUXW7KWrFOvc9mcy/qGI3BggJNB5qKe8kavHrdx/2kAkxh6mM4DqW\ns4YtstN2nIq64gUV9DyiKlQTdciZSX/68DKv84V86XdYtnxo1nCe03S+Bi4m2W9skszlirnEFj5i\nDHdQKp3ajUnUltc6TTJZN6Vc03KhnsYQBrKE1eyUz23HqagridBpi3lEXaSWRmlkMSs5wSlqeIhB\nNg45QeA8p4Hkxbz58HBWH6pn1FPvcZrjfM5223HWxlluC5zc5pkHhWZpppY3OMhXzGYyw8zg1m3W\nWPVGqZIpVNADQl2klstyhUUs50yArOxipNvfPCbE//JfLYYfB/mcNeYV3i951XGfVNZcBSU7jxG7\nUB/jJAs7TWHxqxdtv0WoqCuZQAU9QNRFarkol1jEMi5zhfnMoLfp6XdYAJTRPfGgJOh8jbDgkTL2\nrB/qmFk/6NJvJr4tbpBZfvhjZm35MaWDTvDxI9/i1yuqbMepqCvpooIeMOoitRaHnAgLmEl309Xv\nsLhDJmXsWJ1KhcuXDV3LQ/Tvm5mZszFRD6LATxlQSUnv84x9+W+5yCUeYwZ9HC7UKupKOqigB5C6\nSC2n5SyLAmhllwkuXzFEDBw52tz6mlO2HWvFO0nmtrbozVdKK06ziOVRK7tqWys7UFFXUkcFPaDU\nRWo5Lid5kRV0opQFVNPZxiEnl2Sy7DJiWIgtOy616bkewynLdnIZumv6PsIVu7m/+qp5it9Zul1J\naMqAytYLtSAspJqupqzdfqCirqSGTlsMOFWhGgaZChYwg5MuDjm5IlPGz/FdG2OvOeE2qyWZaY3Z\nJNFFxBpPf9ObhcziApd4jqVckIu2++iURgV0HnpBURWq4ToziHlM993KLlOC7kaisoqdwbXTMXLd\nWsBJ1O3iGGT6Mz+BlR2oqCs6D72gqIvU8kXUIcdvK7tMWMtdP9T9z846B91uznmsjOFUArrntpI2\nbQSycaPUejxrKSgZ8+kDHqzsQMsvindU0POIXQG0skuFPXsjrtvd6ucxsQxX7G5d5BTPO8uGJNUP\n5l2zkjXmFd41Kz3Fbz1uut8ArFZ285jWzspOa+pKMmjJJY+IfahvMaN4mAlsYzfLqLN1yMkFuSi/\nWLGWUeLPXd4Zzl1sO84rdp0hvWC9aMRn7Nbt8a/bMcoMp5oq9rCfWlYREfuLnpZfOiZaQy9QYqJ+\nuxnHJO4OhJVdroTd7kZqPAP7w/5N3gTd7VhehD3ZMk6ibD5mZbeDz1jqYGUHKuodEa+Crv3Q84xY\nL/WP5BNKTQn3cisNNFJn3vdN1OPFLybwQgiDe3klHifR9pp1Hzzi/VxDBgn7DrQXzWGDhdUfuWfX\nybQB9som2U6xKaaKe2igkZXmbdv/U+2nrjihGXqeUhWqAQOTuJvbGcd7fMy7st7vsGyxy+DdBDqR\noHtt15voIuB0nFQWLyUS/GRq7feaW7mP2/iYzbzFe21E3doHRkW946AZeoETy9TXmF9QSjRTN418\nKJv8Ds0Ra8budrMyE6tBB/ZPbnw4BM3JfZmwZYN5h9McY+bjnVj+/LWAu5h/YXawh21cz2iukxuB\nFiu7Ekq4g3E00MA6PmodH6vXTxlQqZm60g7N0POcqlANYoRqJjGKEbzBukBZ2aWD15JFsiUatwx/\n8TP9mDsj9d45ToucrFgF3vrtpU3pysDDTOAWRvE2v7S1souhol746E3RDkTMym4OUxkecCu7dEjk\nmCRA7K85VUEvKYFL+5L/huB2TLtYvNyQ9WplByrqhY6WXDoQsfLLErOaR5nODB6k0TQG1souVZxK\nF82HkzuO22yZhoarYptM6adqQifq1l1u9/q0B9u7MgH86E968v2/PNnu9esZ3frYiGGFWUsJxUzl\nfhpMYzsrOy2/KFbyc2WK0o66SG3UIWcVhzjKLKZwnbnW77CyRrZ7oS9+pp+ncX/wg68IV+xm9IgS\n2+3Ln7+2zaKo2M/PfzzRdnysjh4jIhGWsJov+JLpTGSkGdZmu3UOvC4+UrTkUmBUhWroZEpZSDW9\n6M4iVnBAkkxhCwAvQp9OmSS23e4YvXsIx0+ZdseJ/4YRq5/3oC+nOAo4z38vNkXMZyYD6Estq9gj\n+1u3xTsgaaZeeGgNvQNTFaqhs7mGJ5hNGZ15gWUckWN+h+UbbuJuJ8ihEDQeTK7ubcVLqSaVlgGv\n79jFkht/QC968BIr2C+HHMeqqBcW2pyrAxNkKzs/iBfPRA204sXczqzaiW8/7T5DxkvzrvgLUOz5\ntJtG8CLLOcNZ5jGNCtPX8RhafumYaIZewFSFauhuuvIkjyDAsyzllJzxOyxfsOu14rQ9Hq9iDpnL\nzu2MpGOUmy48wWw6UcpzLOWYtL+5GkMz9cJAM3TFYmW3jBAhFjCT8jiHnI6CtTui3Q3V+G6OVhKJ\n9LhR9m1v3eKwI9FFJ0bMc7YpgZUdaKbe0dAMvQNQFaqhv+nDQqq5wEWeZSkX5ZLfYQWCTC5eKh6w\nm4hpWXXaYFODt2LX7yXZunov04MnmE0TTTzLEs7KecexmqnnNxnP0EUkLCKbRGRl9HmliPxSRLaI\nyAoR8d+aXrGlLlLLETnGYl6nK2UsYCadTKnfYQUWpyw9/gdoY8QRieZGiVoIWMU8nb7qJ+QUL7Kc\nUkpYQDVdTGfHsZqpdwySKbl8C9hhef6vwB8bY8YAS4H/nsnAlMxSF6nlgBy2OORMd3TI6Ui43aRM\nx7zC7UZqrNyTSMzjjabtvk18Jcd5iZWU04X5zHC9UKuoFz6eBF1EBgHTaBHxGCOAd6OP64A5mQ1N\nyTRWK7uKqJVdvENOR8WuWZjbjUkvM1/CCT5ddiLtJt5OsRz0aGUHKuqFjtcM/e+A/wFtmltvA6qj\nj2uAwl2WWEDURWpbreyGMJBHmJq3VnaZwm3FqZuoJyJRHT1Z3MR+rxxgCW86WtkpHYOEn2QRmQ4c\nNcZsjNv0deCbIrIRKAcaHPZ/WkQ2iMiGY8c67uKWIFEXqWWr7OIN3mE4Q6lmEmJ8tDzyESfBtpZi\n7MZkosWvNQbreb3uEy/uu2Uvy1jDYAYwh4ccL9SapRcuCWe5iMiPgSeAJqAT0BVYYox53DJmBPC8\nMeY2t2PpLJdgURWqCZSVnV84ZefxXqHxr6XjrJQJrL3RrYwzNzNNrewKiqws/ReRCcB3jTHTRaSv\nMeaoiISA/wTWGWP+3W1/FfTgURWq4T5zG/dyK+uppw7/rOz8xsllyM19KFvNwRKRKJO/zVRSxT3U\ns4OV2FvZgYp6vpCL9rnzReR3o4+XAP+RxrEUn6iL1FIlNZRQzO1Rh5x3CKaVXbaJz8jtSiF2Nexk\nPES9GGB4IVGZZr3UU2pKuI/baKCRt8x7tqKubXcLC11YpABQJTVM4wHGcTNr+SDQVna5IJEnaKJZ\nKInMOCAz5RnXTN3Ag9zFHdzCL9jAOvnIcaiKerDRpf9KUtSZWlaxjm3s4kHu4mtmdOKdCpj4+el2\nAu8m8vHb7KY5JtP0ywnXbwUCa/mAX7GNuxnPnebXHIfqjdLCQB2LlFbeMi8zRR6lOOqQc8U0FKSV\nXTIkKqe4lWms+0Ni4U41e4+d0zZbF3jTvEMJxUzkThpMg6OVnZZf8h/N0JU2rDaLow45B5jBg+0c\nchRn3LJ2J+OKXMyKMWJYwVp28jlTuZ8xZqTjWM3U8xsVdKUdb5qXWq3sZjOZYQVsZecVuymMMSor\nehCu2M03/u97th0cE1nlZaoc43aOiERYylt8zn5bKzsrKur5iwq6YkujNLKYlRzjJHN5iGtNhd8h\nBZZtfAzAY08fdVykBC3Z+CSZ2+YnnX4xdrhdPJqlmVd4g4McYTaTud4MdjyOinp+orNcFEesVnbl\ndOEFXuNwB7Oys9an4xfxxDxB7Yj3ErXuaye4mV6k5HaumRW3spBqetNTrezyBJ3loqSN1cruEpd5\njJn06WBWdnazXdaYV1zFfPEz/dq1Doj9zuZCpPjujU7nuiINvMQKTquVXcGhgq64UhepbXXIaaaZ\n3+v7sKtDTiFjVx4pKWn/fO6Mrm3E1Noz/c6H9toeO74cE8vOrU5KXrxIrbV+t/LPRbnMIpZxkUvM\nZ4brhVpFPX9QQVcSErOym7Dup0Qaw3x74EMs+3i/32HlnDXmlXalkYZoS7pvfaMbJSXQ1HR1m12G\nvP6TRsfjWzN5sF+olEjcE5V2rN8SzstFXmAZjWplVzCooCueqIvU8sgDfRnz0t/RdLYzWx79Nivq\nP/etl0nQ2PavVVzaN5xGS8tcp5kqicwvvGTj4GzOEW+gYbdfjDNyjkUsQxAWUk1XF89ZFfXgo4Ku\neKYuUsvcqT0Y/fw/cOVQD7Y8+m0aT3XOem04KDjNJZ8kcxO2CojntnH2JhSJGoLFL2Jye9/derxb\nOSGnW63sFqqVXV6jgq4kRV2klnmzyhj1H//MxT392LrwWzSdb7E96wii7oRVwN3mrMf45RtDHRci\nxZde4snE+xzfT73Fym4FZWpll9fotEUlJapCNbzw77D9t36bbrd/xujn/4GSYdtbtzcfHp7xOdZB\nwunGY7zYOpVW7N4ft5uZbn3Z4/eJvznqRvy5hppBPMo0jnKCF1hGgzjX/HVKY+7ISj/0dFFBLyyq\nQjU8+7NSdv7+1+k5cRtfW/sdmmi5K+g2hzqZplZBw7VvCt4EPdHFLn7uewy7GSzJbI8f5xTDcDOU\nOUzlAEd4iZU0SZPtOFBRzxUq6EpOqArV0Mlc5o/4I9axjh/yQyIW69l4YXdqQBV0IY/hxWPUa0nE\n60XBOtZJ7N3GOzkvuXGzuYFZTGYP+6llFRGJOI5VUc8+uTC4UBTqIrWICNdwDd/km1ziEn/NX2NI\nLlFIVnD8IqhxuZFKzX27fEaJKWYaE5lFFUuNs5WddmkMDiroStoYYxARutCFp3iKS1ziZ/ysTQbu\nNH0P7Msz+VSGicerRZ3Xf6OXmrrbvsnU1K18IjsoNsVM5l4aaGSlcbayU1EPBiroSsb4T/6TznSm\nhhoucAF4LyPHzZfs3Q6vQmptJTBlwFxPpZ1kYkgmFisfy2ZKTQn3czuNNLLawcoOVNSDgNbQlYzS\nfHgEu7/7BEcW3ct133+Va39vdeu2TDegiuG3wDuJbzLi6dXcwkv2n8zsGU8YmMhd3Mkt/IKNrJMP\nXYerqGceraErvhCu2MXwn46k+VIJX/xoDuGyywz49Xeyes5E/p65OLedaHrJiNMpRbnFlEo27ojA\n2+YDSijmbr5Gg2ngA/mV43DN1P1DBV3JOOGBO/nO0keZQ1/43kLCna/Qb96HWXXnuWv6Pj7a2ND6\nvPlw2+2ZFPhkV2fO/52DvPzaRR6f05n/+seBGYsjEXbdHlN+HyxWdg9wJw2mkQ2yxXG4iro/aMlF\nyRpT5TEeZRpDGMgSVrNTPgeys6LUzd3H6ULiNG87U9MS7WKziyVbvdBjZPIehBhhDlMZyTBWsJbN\n8qnreBX1zKDz0JVA8LAsYD4zGEBfXmYVn8vVLo2ZEHYvNm1exdF6LKe+LanWxZ1oPjw8o4LuZcGS\n1/FOhE2IeUxjKINYylt8Kntcx6uop48KuhIYpstCHmcWvejOi6zgSzncbkyq4h5fanEjkUi6ZdKJ\nTCPcjpVTFyxtAAATv0lEQVRKTP1H7+bYCejfBw5u9i7uXgQ6E8JebIqiF+p+1PIGe2Sf63gV9fRQ\nQVcCRbU8EbWyK+MFlnFYjtqOS0XY0xXPVMo1mYrJ6TxeZ71YcZtp43VufDLCXmpKPFvZgYp6Oqig\nK4HjEfl1nmA2pZTyPEs5Jic97ZfKTJF43EQxk4KerJDHnyfVWBLVzRORal39GtOJJ5hNV8pYxHIO\nyVeOY1XQU0cFXQkcVaEaupuuPMlshBDPsoRTcialY7kJVio16UzVsRMJcqLzxEot8biVXpKZA5+N\n6ZxlpjNP8gidKOV5XuOo2PwDoqiop4YKuhJIqkI19DI9eILZNNHEsyzhrJxP+7jp3mDN5I1Jt2N5\nOU+ysTj5iHqZ3ZKpFgvdTDlP8gghQjzHEk66XKhV1JPHq6CrwYWSU+oitZyQU60OOQuopou5Ju3j\nppt5Nh8e3u4nG2TjPE4rQRNZ2WVy+uhVKztYQDVdTbnjWDXIyB6aoSu+UBWqYaDpzwJmcoozPM9r\nXJYrGT1HR3RQ8pqFZ6sk08/0ZiHVXOIyz7GU83LRcaxm6t7RkosSeKpCNVGHnOl8xXEWJXDI8YNk\nxNAr6d7ATOVcqZZkUmGg6ccCqjnNWZ5nKZdcLtQq6t5QQVfygqpQDSPMdcxhKvs5xGJW0iTNfoeV\nNKnYvSW7v9NxEu3rZI7hJvbpMsQM5DGmq5Vdhsi4oItIGNgAHDTGTBeRccC/AJ2AJuCbxpj1bsdQ\nQVfsqArVMMoMp5oqTw45hYxXcbYb7+ZM5OZ05OZPmg4xK7uDfMWLrFAruzTIxk3RbwE7LM9/Cvy5\nMWYc8L+izxUlaeoitWyT3bzBOm5gCLOoQoxD0+0OQOxmZqKbmvH7eF0wFH/c+P1WH6rPSBlot+xl\nOWu4lgrmMpWwcZYbvVGaGTwJuogMAqYB/2p52QBdo4+7Ae7LxBTFhbpILZtkO3W8z03cwDQeIEkX\nu4LFKsCJ6t6JyjG5doLaLp/xOj/neoYwi8muF2oV9fTxVHIRkVeAHwPlwHejJZebgNW0+JeEgLuM\nMa4NHbTkoiSiKlTDveZW7uM2PmYzb+HskNMR8VrvTlW4M9UWIJ5bzVgmcy+b+ZQVrHX9P9XyS3sy\nZnAhItOBo8aYjSIywbLpd4BvG2NeFZF5wL8Bk2z2fxp4GmDw4MEew1c6KnWRWqqkhhJKuINxNNDA\nOj7yO6xA4SSsTmKcykXA6zm9YrWya6CR1eZdtbLLAgkzdBH5MfAELTc+O9FSZlkCzAC6G2OMiAhw\nxhjT1flImqEr3qmSGh5mArcwirf5Jb90cchR2pJojrmbwGe1ZYCBidzJnfyaWtklScYydGPM94Dv\nRQ86gZaSy+MisgO4H1gHTARS60qkKDbUmVomyzyKKWYid9JgGtgoW/0OK6+xq6c7CXVW6usCb5tf\nUkJJ1MqukQ9ko+NwzdSTJ52l/98A/kZE6oG/JFpWUZRM8ZZ5mRWsZRdfMJX7GWNG+h1SXhA/o8Ur\nOVlZK/Am77CFnTzAHYw3Y1yH643S5NCFRUrgcbKyU5xxuyma7Fz3bKBWdsmhzbmUguFN8xK1vMFB\nvmI2k7ne6M31RORClNPBiGEpq/mc/UzjAW4017uO10zdGyroSl6wyixiMSs5xknm8BCDzQC/Qwok\nsUVB2VjOn2maJcIrvMEBjjCLKq43Q1zHq6gnRgVdyRtWmhd4keWc4SzzmEaF6et3SL6RTO8Yr7Xx\nZFamZopGaeJlXucoJ5jD1IQXahV1d1TQlbziolxmEcu5yCXmM4M+pqffIeUUp8w7Pit3uzFqJ9p+\nZvJXpIEXWcHp6IV6gOnnOl5F3RkVdCWvqIvUck4usIjlNNHEAqrpYbr5HVZOiS+rWAlyicWNS3KZ\nRSzjApd4jOn0Nb1cx6uo26OCruQddZFaTstZXmA5grCQarqaMr/DyjnWkkqy5ZJc9mT3ynm5yCKW\n0UgT85lJzwQXahX19qigK3mJvZVdZ7/Dyip2opuMEFsz+yAIuB3JWNkp7VFBV/KWukgtX8lxXmIl\n5XRhPjPoZEr9DisnpFJaccvig1SqOSGnWcRySihmIdWUuVyoNUtviwq6ktfURWo5KEeoZRW96MF8\nZlBiiv0OK+Okmp0HORt346ic4CVWUkZn5jOTa1wu1CrqV1FBV/Keukgte+UAS1lNf/owj2kUmYRt\nivIapxktdrht92OqolcOyVe8zOv0pBuPJbhQq6i3oEv/lYKhUK3ssmFKkS2D6GxwgxnCXB7q0FZ2\nuvRf6XAUkpWd3YrPVEXXzbUo/nxB5DPZxzLWMIj+amWXABV0paAoNCu7TJZE3NoBBDlDB9ghn7GK\nda5WdnWR2oLN0L1S2IVGpUNSF6mlKlRDqSnhPm6jgUbeMvljZZepPix2x8mmK1G2qZcdlJhiJnMv\n05nICrOWOtOxBTwezdCVgqQuUst7fMyHfMKtjGUCd/gdkicyIeaJWgAEXbjd+Evzpwz94VDGciP/\n9M0fkct7gPmAZuhKwVJnWvxJSymOOuQ08EGArewylZknmtUS1Fq5E/FllCHfH0Lz2Wa+/OsvCZeH\nGfbjYbS4YCoq6EpBY7Wye4A7aTCNbJAtfoflSK6y53hhd7Oj8wO3WriIMOwnw2g+38yXP/mSovIi\nhnzfvfVuR0EFXSl43jIvM0UepYRipnAfV0wDW2Sn32G1kkovlnTPBcHL1pO5oSkiDP/H4TSfb+aL\nH3xBuDzMoD8YlMXo8gMVdKVDsNosbrWym85EGk0Tn8oev8PKOW4XjVxn6enOSJGQMPLfR9J8vpnP\nvvUZ4bIwFV+vyFB0+YkKutJhaJZmas0q5jOTWVRRaxrZI/t9iyfZmnm6ghsEF6NMTysMFYW4+cWb\n2TJzCzu/sZNwWZi+8zqu8YmuFFU6FLHpjI8zi1704CVWsF8O+RJLIoFOZPScrDB7PV+mBT8Xc8Ob\nLzazecpmzn54ltGvjabXNPd+6vmG15WiKuhKh6MqVENn04nHmU1XyljEMg7J0ZzH4bT8PluZuPW4\nscfZMsnwY4FP05kmPnnwEy5svcDYN8bS44EeOY8hW6igK4oLVaEayk0XnmA2nSjlOZZyTE7mNIZ0\nMmI70Xc7Xvy2TC8wCsoKzYbjDXxy/ydc2X+FyjWVdL29q98hZQSvgq41dKVDEltN+oJZxlM8wgKq\nec4s4aScyVkMftSyM9mUKygibqWkdwmVayrZdO8mNk/dzLh14yir7DhuVrpSVOmw1EVqOSPnWq3s\nFgTcyi4mxnbNthJNP7ROVfTaCsCOWL+UIIp5jNKKUirXVBIuC1M/uZ6LOy/6HVLO0JKL0uGpCtXQ\nz/TmcWZxkUs8y1IuSHBEIL72Dcl5glpr5flcTkmWizsvsum+TYRKQox7bxzXDL3G75BSRtvnKopH\nrFZ2ZXRhATPzzsouXqitmXiyYm7NwvNVzAE6j+xM5VuVNJ9vpn5SPVcOX/E7pKyjgq4otLWy60m3\nwFrZud3UjBfx+FWhbhSCgNtRVlnGmDfG0HCkgfqqehqON/gdUlZRQVeUKDEruyUBs7JLtEQ/voYe\nXyN3EvNCFfF4ut3RjTErxnD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with nc.Dataset('/ocean/eolson/MEOPAR/NEMO-forcing/grid/mesh_mask201702_noLPE.nc') as f:\n", " tmask=np.copy(f.variables['tmask'])\n", " lon=np.copy(f.variables['nav_lon'])\n", " lat=np.copy(f.variables['nav_lat'])\n", "plt.pcolormesh(lon,lat,tmask[0,0,:,:])\n", "plt.plot(df1.Lon,df1.Lat,'k*')\n", "x0=-123.5\n", "y0=47\n", "x1=-126\n", "y1=50\n", "x=np.arange(-127,-123,.5)\n", "y=y0+(y1-y0)/(x1-x0)*(x-x0) # take lat>47-3/2.5*(lon+123.5)\n", "plt.plot(x,y,'m-')\n", "x0=-121\n", "y0=47\n", "x1=-123.5\n", "y1=50\n", "x=np.arange(-124,-120,.5)\n", "y=y0+(y1-y0)/(x1-x0)*(x-x0) # take lat<47-3/2.5*(lon+121)\n", "plt.plot(x,y,'m-')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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F8PCwpxVEMBi0akj4/XeFciXrE0L8DyHEt4UQv1X2/URwDETdspDtBaWi2goM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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(df1['N'],df1['Si'],'k.')\n", "plt.xlabel('N')\n", "plt.ylabel('Si')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from salishsea_tools import gsw_calls, viz_tools, geo_tools, tidetools\n", "import datetime" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "depths = gsw_calls.generic_gsw_caller('gsw_z_from_p.m', \n", " [df1.Pressure.values, df1.Lat.values])" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "depths = depths * -1" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df1 = df1.assign(depth = depths)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(2495, 19)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df1.shape" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(2495, 19)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df1.dropna(subset=['Year', 'Month', 'Hour', 'Lat', 'Lon','Pressure']).shape" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Year', 'Month', 'Day', 'Hour', 'Lat', 'Lon', 'Pressure', 'Depth',\n", " 'Ammonium', 'Ammonium_units', 'Chlorophyll_Extracted',\n", " 'Chlorophyll_Extracted_units', 'N', 'Si', 'Silicate_units', 'AbsSal',\n", " 'T', 'T_units', 'depth'],\n", " dtype='object')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df1.keys()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df2 = df1.dropna(subset=['Year', 'Month', 'Hour', 'Lat', 'Lon', 'AbsSal', 'T'])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "deptht = (nc.Dataset(\n", "'/results/SalishSea/nowcast-green/01jan18/SalishSea_1d_20180101_20180101_dia2_T.nc')\n", " .variables['deptht'][:])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 0.5000003, 1.5000031, 2.5000114, 3.5000305, 4.5000706,\n", " 5.5001507, 6.5003104, 7.500623 , 8.501236 , 9.502433 ,\n", " 10.5047655, 11.509312 , 12.518167 , 13.535412 , 14.568982 ,\n", " 15.634288 , 16.761173 , 18.007135 , 19.481785 , 21.389978 ,\n", " 24.100256 , 28.229916 , 34.685757 , 44.517723 , 58.484333 ,\n", " 76.58559 , 98.06296 , 121.866516 , 147.08946 , 173.11449 ,\n", " 199.57304 , 226.2603 , 253.06664 , 279.93454 , 306.8342 ,\n", " 333.75018 , 360.67453 , 387.6032 , 414.5341 , 441.4661 ],\n", " dtype=float32)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "deptht" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "bathy, X, Y = tidetools.get_bathy_data(grid)\n", "mesh = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/mesh_mask201702.nc')\n", "HINDCAST_PATH= '/results/SalishSea/nowcast-green/'" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(2493, 19)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2.shape" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [], "source": [ "list_of_lons = np.array([])\n", "list_of_lats = np.array([])\n", "list_of_datetimes = np.array([])\n", "list_of_cs_t = np.array([])\n", "list_of_cs_s = np.array([])\n", "list_of_model_t = np.array([])\n", "list_of_model_s = np.array([])\n", "list_of_depths = np.array([])\n", "for n in df2.index:\n", " Yind, Xind = geo_tools.find_closest_model_point(df2.Lon[n], df2.Lat[n], \n", " X, Y, land_mask = bathy.mask)\n", " depth = np.argmin(np.abs(deptht - df2.depth[n]))\n", " if mesh.variables['tmask'][0,depth,Yind, Xind] == 1:\n", " date = datetime.datetime(year = int(df2.Year[n]), month = int(df2.Month[n]),\n", " day = int(df2.Day[n]), hour = int(df2.Hour[n]),\n", " minute = int((df2.Hour[n] - int(df2.Hour[n]))*60))\n", " sub_dir = date.strftime('%d%b%y').lower()\n", " datestr = date.strftime('%Y%m%d')\n", " fname = 'SalishSea_1h_{}_{}_grid_T.nc'.format(datestr, datestr)\n", " nuts = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir, fname))\n", " if date.minute < 30:\n", " before = datetime.datetime(year = date.year, month = date.month, day = date.day, \n", " hour = (date.hour), minute = 30) - datetime.timedelta(hours=1)\n", " after = before + datetime.timedelta(hours=1)\n", " sub_dir2 = after.strftime('%d%b%y').lower()\n", " datestr2 = after.strftime('%Y%m%d')\n", " fname2 = 'SalishSea_1h_{}_{}_grid_T.nc'.format(datestr2, datestr2)\n", " nuts2 = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir2, fname2))\n", " delta = (date.minute + 30) / 60\n", " t_val = ((1-delta)*(nuts.variables['votemper'][before.hour, depth, Yind, Xind] ) + \n", " (delta)*(nuts2.variables['votemper'][after.hour, depth, Yind, Xind] ))\n", " s_val = ((1-delta)*(nuts.variables['vosaline'][before.hour, depth, Yind, Xind] ) + \n", " (delta)*(nuts2.variables['vosaline'][after.hour, depth, Yind, Xind] ))\n", " if date.minute >= 30:\n", " before = datetime.datetime(year = date.year, month = date.month, day = date.day, \n", " hour = (date.hour), minute = 30)\n", " after = before + datetime.timedelta(hours=1)\n", " sub_dir2 = after.strftime('%d%b%y').lower()\n", " datestr2 = after.strftime('%Y%m%d')\n", " fname2 = 'SalishSea_1h_{}_{}_grid_T.nc'.format(datestr2, datestr2)\n", " nuts2 = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir2, fname2))\n", " delta = (date.minute) / 60\n", " t_val = (delta*(nuts.variables['votemper'][before.hour, depth, Yind, Xind] ) + \n", " (1- delta)*(nuts2.variables['votemper'][after.hour, depth, Yind, Xind] ))\n", " s_val = (delta*(nuts.variables['vosaline'][before.hour, depth, Yind, Xind] ) + \n", " (1- delta)*(nuts2.variables['vosaline'][after.hour, depth, Yind, Xind] ))\n", "\n", " list_of_lons = np.append(list_of_lons, df2.Lon[n])\n", " list_of_lats = np.append(list_of_lats, df2.Lat[n])\n", " list_of_datetimes = np.append(list_of_datetimes, date)\n", " list_of_cs_t = np.append(list_of_cs_t, float(df2['T'][n]))\n", " list_of_cs_s = np.append(list_of_cs_s, float(df2['AbsSal'][n]))\n", " list_of_model_t = np.append(list_of_model_t, t_val)\n", " list_of_model_s = np.append(list_of_model_s, s_val)\n", " list_of_depths = np.append(list_of_depths, depth)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "import pickle" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "pickle.dump(list_of_cs_s, open('dfo_sal.pkl', 'wb'))\n", "pickle.dump(list_of_cs_t, open('dfo_temp.pkl', 'wb'))\n", "pickle.dump(list_of_model_s, open('model_s_dfo.pkl', 'wb'))\n", "pickle.dump(list_of_model_t, open('model_t_dfo.pkl', 'wb'))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(2443,)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_cs_t.shape" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12.,\n", " 14., 17., 18., 19., 20., 21., 22., 23., 24., 25., 26., 27., 28.,\n", " 29., 30., 31., 32., 33., 34., 35., 36., 37., 38.])" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.unique(list_of_depths)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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+cyaoMu7fv89nvCprTZSTkwNXV1fenoYNG6pcIqOqFBUV4fr165g4cSKICPv2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9kc3z+vVrampqUk1NLUtC77S0NK5evZp79+7lzJkzM4m3/5aOev36NdeuXcuGDRtKzv1r167l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\ns2bNYseOHXz00UdOnffevXvti7bfc8891KtXr9iy9ev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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(list_of_lons, list_of_lats, 'ro')\n", "ax.plot(list_of_lons[(list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " list_of_lats[(list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " 'bo', label = 'Juan de Fuca')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48, 50.5)\n", "ax.legend()\n", "ax.set_xlim(-125.7, -122.5);" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "surface bias = 0.10179284554913792\n", "surface RMSE = 0.9928444850306222\n", "surface Willmott = 0.9589300644341878\n", "intermediate bias = 0.03292047434317169\n", "intermediate RMSE = 0.5962650505947429\n", "intermediate Willmott = 0.9055467103220894\n", "deep bias = 0.03566981683673909\n", "deep RMSE = 0.5092092436779933\n", "deep Willmott = 0.9082602681346466\n", "bias = 0.05512010187655747\n", "RMSE = 0.7015201515771843\n", "Willmott = 0.9684729188294054\n" ] }, { "data": { "image/png": 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MRqOrPFFRUZhMJmJjY4mLi0NrTWxsLBMnTuTBBx+kqKiICy64gPLycgoKChgwYABKKWJi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+1sUvoITP92ZKIur94ZImAGOFR7mUkxyo2VVjqzMUCizTLtuRif3307g40ZujIJOjJByE/BmL/e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\n2dE626U+k06P3H/7Wen1xYiur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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ax.plot(list_of_cs_t[list_of_depths < 15], list_of_model_t[list_of_depths < 15], \n", " '.', color = 'Crimson', alpha = 0.5, label = 'surface')\n", "ax.plot(list_of_cs_t[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " list_of_model_t[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " '.', color = 'DarkOrange', alpha = 0.5, label = 'intermediate')\n", "ax.plot(list_of_cs_t[list_of_depths >= 22], list_of_model_t[list_of_depths >= 22], \n", " '.', color = 'DeepPink', alpha = 0.5, label = 'deep')\n", "\n", "ax.plot(list_of_cs_t[(list_of_depths < 15) & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " list_of_model_t[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)], \n", " '.', color = 'ForestGreen', alpha = 0.5, label = ' Juan de Fuca surface')\n", "ax.plot(list_of_cs_t[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " list_of_model_t[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " '.', color = 'CornflowerBlue', alpha = 0.5, label = ' Juan de Fuca intermediate')\n", "ax.plot(list_of_cs_t[(list_of_depths >= 22) & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " list_of_model_t[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)], \n", " '.', color = 'DarkOrchid', alpha = 0.5, label = ' Juan de Fuca deep')\n", "\n", "ax.plot(np.arange(0,35), color = 'grey')\n", "ax.set_xlim(6,20)\n", "ax.set_ylim(6,21)\n", "ax.grid('on')\n", "ax.set_title('DFO Temperature')\n", "ax.set_xlabel('DFO')\n", "ax.set_ylabel('Nowcast-green');\n", "ax.legend()\n", "print('surface bias = ' + str(-np.mean(list_of_cs_t[list_of_depths < 15]) \n", " + np.mean(list_of_model_t[list_of_depths < 15])))\n", "print('surface RMSE = ' + str(np.sqrt(np.sum((list_of_model_t[list_of_depths < 15] \n", " - list_of_cs_t[list_of_depths < 15])**2) /\n", " len(list_of_cs_t[list_of_depths < 15]))))\n", "xbar = np.mean(list_of_cs_t[list_of_depths < 15])\n", "print('surface Willmott = ' + str(1-(np.sum((list_of_model_t[list_of_depths < 15] \n", " - list_of_cs_t[list_of_depths < 15])**2) / \n", " np.sum((np.abs(list_of_model_t[list_of_depths < 15] - xbar) \n", " + np.abs(list_of_cs_t[list_of_depths < 15] - xbar))**2))))\n", "\n", "print('intermediate bias = ' + str(-np.mean(list_of_cs_t[(22 > list_of_depths) \n", " & (list_of_depths >= 15)]) \n", " + np.mean(list_of_model_t[(22 > list_of_depths) \n", " & (list_of_depths >= 15)])))\n", "print('intermediate RMSE = ' + str(np.sqrt(np.sum((list_of_model_t[(22 > list_of_depths) \n", " & (list_of_depths >= 15)] \n", " - list_of_cs_t[(22 > list_of_depths) \n", " & (list_of_depths >= 15)])**2) /\n", " len(list_of_cs_t[(22 > list_of_depths) & (list_of_depths >= 15)]))))\n", "xbar = np.mean(list_of_cs_t[(22 > list_of_depths) & (list_of_depths >= 15)])\n", "print('intermediate Willmott = ' + str(1-(np.sum((list_of_model_t[(22 > list_of_depths) \n", " & (list_of_depths >= 15)] \n", " - list_of_cs_t[(22 > list_of_depths) \n", " & (list_of_depths >= 15)])**2) / \n", " np.sum((np.abs(list_of_model_t[(22 > list_of_depths) \n", " & (list_of_depths >= 15)] - xbar) \n", " + np.abs(list_of_cs_t[(22 > list_of_depths) \n", " & (list_of_depths >= 15)] - xbar))**2))))\n", "\n", "print('deep bias = ' + str(-np.mean(list_of_cs_t[list_of_depths >= 22]) \n", " + np.mean(list_of_model_t[list_of_depths >= 22])))\n", "print('deep RMSE = ' + str(np.sqrt(np.sum((list_of_model_t[list_of_depths >= 22] \n", " - list_of_cs_t[list_of_depths >= 22])**2) /\n", " len(list_of_cs_t[list_of_depths >= 22]))))\n", "xbar = np.mean(list_of_cs_t[list_of_depths >= 22])\n", "print('deep Willmott = ' + str(1-(np.sum((list_of_model_t[list_of_depths >= 22] \n", " - list_of_cs_t[list_of_depths >= 22])**2) / \n", " np.sum((np.abs(list_of_model_t[list_of_depths >= 22] - xbar) \n", " + np.abs(list_of_cs_t[list_of_depths >= 22] - xbar))**2))))\n", "\n", "print('bias = ' + str(-np.mean(list_of_cs_t) + np.mean(list_of_model_t)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((list_of_model_t - list_of_cs_t)**2) /\n", " len(list_of_cs_t))))\n", "xbar = np.mean(list_of_cs_t)\n", "print('Willmott = ' + str(1-(np.sum((list_of_model_t - list_of_cs_t)**2) / \n", " np.sum((np.abs(list_of_model_t - xbar) \n", " + np.abs(list_of_cs_t - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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/633cyspK2rRpnu9TYmLiWQt1JwpLt912W7NkqI16LImIiIiEoIrNOyiePR9f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\nnvjsJz2szL9W03s25y9QXnfdddc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_lats[list_of_depths < 15], \n", " list_of_model_t[list_of_depths < 15] \n", " - list_of_cs_t[list_of_depths < 15], 'o', color = 'Crimson',\n", " alpha =0.5, label = 'surface')\n", "ax.plot(list_of_lats[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " list_of_model_t[(22 > list_of_depths) & (list_of_depths >= 15)] \n", " - list_of_cs_t[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " 'o', color = 'DarkOrange', alpha =0.5, label = 'deep')\n", "ax.plot(list_of_lats[list_of_depths >= 22], \n", " list_of_model_t[list_of_depths >= 22] \n", " - list_of_cs_t[list_of_depths >= 22], 'o', color = 'DeepPink',\n", " alpha =0.5, label = 'deep')\n", "\n", "ax.plot(list_of_lats[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_t[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_t[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'ForestGreen', alpha = 0.5, label = 'Juan de Fuca surface')\n", "ax.plot(list_of_lats[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " list_of_model_t[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)] \n", " - list_of_cs_t[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " 'o', color = 'CornflowerBlue', alpha = 0.5, label = 'Juan de Fuca intermediate')\n", "ax.plot(list_of_lats[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_t[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_t[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'DarkOrchid', alpha = 0.5, label = 'Juan de Fuca deep')\n", "\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('lat', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Temperature', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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RCTn1WBIRERERERERkaAosSQiIiIiIiIiIkFRYklERERERERERIKixJKIiIiI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CayQzx51XMgBNgKJXxyTsfCN/zo67jXryP78ffT8YkPk/34+3GvX2cmI5c57/+3d1HuPo4tsyTq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\niDQKJZZEREREBIDE3l24E2mc8TSe6+KMp3En0iT27go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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_lons[list_of_depths < 15], \n", " list_of_model_t[list_of_depths < 15] \n", " - list_of_cs_t[list_of_depths < 15], 'o', color = 'Crimson',\n", " alpha =0.5, label = 'surface')\n", "ax.plot(list_of_lons[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " list_of_model_t[(22 > list_of_depths) & (list_of_depths >= 15)] \n", " - list_of_cs_t[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " 'o', color = 'DarkOrange', alpha =0.5, label = 'deep')\n", "ax.plot(list_of_lons[list_of_depths >= 22], \n", " list_of_model_t[list_of_depths >= 22] \n", " - list_of_cs_t[list_of_depths >= 22], 'o', color = 'DeepPink',\n", " alpha =0.5, label = 'deep')\n", "\n", "ax.plot(list_of_lons[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_t[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_t[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'ForestGreen', alpha = 0.5, label = 'Juan de Fuca surface')\n", "ax.plot(list_of_lons[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " list_of_model_t[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)] \n", " - list_of_cs_t[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " 'o', color = 'CornflowerBlue', alpha = 0.5, label = 'Juan de Fuca intermediate')\n", "ax.plot(list_of_lons[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_t[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_t[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'DarkOrchid', alpha = 0.5, label = 'Juan de Fuca deep')\n", "\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('lon', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Temperature', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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GyScREREREREREQkZJZ9ERERERERERCRklHwSEREREREREZGQUfJJRERERERE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_datetimes[list_of_depths < 15], \n", " list_of_model_t[list_of_depths < 15] \n", " - list_of_cs_t[list_of_depths < 15], 'o', color = 'Crimson',\n", " alpha =0.5, label = 'surface')\n", "ax.plot(list_of_datetimes[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " list_of_model_t[(22 > list_of_depths) & (list_of_depths >= 15)] \n", " - list_of_cs_t[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " 'o', color = 'DarkOrange', alpha =0.5, label = 'deep')\n", "ax.plot(list_of_datetimes[list_of_depths >= 22], \n", " list_of_model_t[list_of_depths >= 22] \n", " - list_of_cs_t[list_of_depths >= 22], 'o', color = 'DeepPink',\n", " alpha =0.5, label = 'deep')\n", "\n", "ax.plot(list_of_datetimes[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_t[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_t[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'ForestGreen', alpha = 0.5, label = 'Juan de Fuca surface')\n", "ax.plot(list_of_datetimes[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " list_of_model_t[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)] \n", " - list_of_cs_t[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " 'o', color = 'CornflowerBlue', alpha = 0.5, label = 'Juan de Fuca intermediate')\n", "ax.plot(list_of_datetimes[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_t[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_t[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'DarkOrchid', alpha = 0.5, label = 'Juan de Fuca deep')\n", "\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('date', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Temperature', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "surface bias = -0.37170670181051335\n", "surface RMSE = 1.8328734508237756\n", "surface Willmott = 0.9135679602224906\n", "intermediate bias = 0.17583586311826593\n", "intermediate RMSE = 0.5298245298636304\n", "intermediate Willmott = 0.923289764099593\n", "deep bias = 0.08029265302203825\n", "deep RMSE = 0.39475186663161976\n", "deep Willmott = 0.9746743413358564\n", "bias = -0.041040355046526145\n", "RMSE = 1.066426061995313\n", "Willmott = 0.954343789715143\n" ] }, { "data": { "image/png": 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Rlc0wJM6t9We66U5IlwnoQDCIn6LctcOGDWP69OlkZWVx6aWXhoLwvHnzmDNn\nDllZWWRkZPD+++8D8PLLL7NhwwYyMzMZNGgQr7/+eqiszMxMJk6cyKhRo3j66afV/LmiKN8rvdIz\n8EgfW6r2YCqOInNrH0zVxUh/OQ22CgwtQHhTN3TDRDoaTRFQ7dAIs0qis5KxxZqIt3iI0X30sLpJ\ntFcz5/wSDib7uWqxnQvXhOM1mwg0APUCX72Zb5pi+KJ3LKXdoqlLMlMy2A4aGBo4zeHsiExga0wK\nFbZIdi2oxJVX3ZzYRRyb2OUc0WWG3DvDk08+yZNPPnnM64sWLTrmte7duzN//vw2y8nMzOSNN944\n5fVTFEXpbB/M/wOfbfoYZ1keV0z/SfsHSgir60Z88UTiq+KZuqEXW85bgDXKRXqfasrLo+h7sBdJ\ngTQKYqKRMX40qdH04gEAzAGDrCg3dVdHMa+qGOGT3PZpDL0KdIiWDBNFLArvj89rwhehY3G60V06\nbqMUM1FIuwUiIKLajwkDX5gVzQTxyVac5V6cW+tJujXtmMQu5xIV0BVFUZTv5IP5f+CJvf+LESlZ\nuvd/YT5tBvWDB7Zj1cykOwfhN0yYtQaGlqQwMul6ki5LZdUqO2abFWkx8PpKMfw6lkJBo8VMsbAh\nNNAsAQL2b/i6ciO2RhvpX2XS0OjDpVdgdzfQo6GJHA6yxtYHrTGAx2KiNKGBWlM9miwmSUsi2RWg\nSViQmkZYmIHJfGxvPJTY5RykAvoZNnv27DNdBUVRlO9k9d5lGAIcXhNOS4DVe5dxBccG9F7pGehr\ndAq755NY2gdTIAa7yULOLVPYtW8HB8PisTn8eMN8RNTFIkwCt8WMx2IirM6PRFI3cA8l/YqIKo0i\nYd0Q6gN2Nul+ih1hjPLtA13HZ9Jx9nZxMLychjg7u2P/i9O3AxtJ9KqPZkjUtbiTrdgGRhM/JRHg\nnO2Nt0UFdEVRFOU7Gd1vPB/s3YLT4keTgtH9xgNH7v4Wm9SDnv0zeeSmFzi07ktsNkGgSiO5vwN7\nwEv1ymrcg3ojwjUCaVa0QoN4Zz1VYXakDlL3U5fzNZ7EMrrtSyR9Y2+qTGFomoEFA69motwTxdZu\nMVSbLQRcGuUDfDTYS3D6duCRZVga/KTuvYSDNVY0YZDzcGIogH8fAnkLFdAVRVGU7+SK6T+B+fDZ\npo+ZPOwyrpj+E6pLCvlg8VYChkDXyrniIog1ouj5dRMR//bzQe8+BCxWdpb6yP3oU94fshW3noDT\nZmLwNxZMG1smAAAgAElEQVRimpro5m5AR1LYw0zVwE34o+qJ3DKISRv8xPqLWBeVitNkxacJXBEm\n1id150BEJN4Igd5kEKjZSb7lCzyyDCQkVyeS5k/C0TcCZ10A59b671Ugb6ECuqIoivKtWjaG6ZWe\nQc/+maHXYqISGN5rIjFRCRTs2UJTk4+AIehulxyq8bP0o48YudKK/KacjXYrTqmTWuWmMs7CimSD\n8tTRmLQmNC2GgCxA4KDKFkFtopvqnPUYWoC01YMZucvHgMYqQHJB9V4ORMWyLqs3hX0ScVk1Yne6\nsTR5MEww1BJBXIUNj55MT3sik4fegLGvG866wDm5er2jVEBXFEVRjtE6gAOhjWH0NTqP3PRC6DVn\noIG9lNOvJAHHmnDuvmwWuhYM5jtcVewuXcKXpjpEXzCJOLyxPcCfiKPRRJ3JizRFYdJ7YtKi2Tck\nHpPNiVcvxpmQh6GF4ROT8PQ2MJftZk/37sTWuoitbyTc7qcxxYJukkgbFA11YKv143MYXDGkH09P\ne/yIz+MaWv29mi9viwrop0haWhobNmyge/fup+V6J5qude7cucyaNYuUlBTg7L5Vbvny5dx3332Y\nzWZWr15NWFjYma6SonQprXd209foXNDvwtDGMEWukuAWrkBABgjXwwgEJOG6jYAMUFtdyhUXjWPp\nV5+wq+RTUn1hbDd5kAKGFgc4xH/pWTiScXvC+DjDQ4R+HrqIRAgNKQwqkw6iaXlI4qgNm4wpYKMw\n3sN/L8wkxtmIR/dw3rYlJDkN9MAA6iLMNFi8SOGlvlsV/awucnNHHvOZzuXV6x2lAnoXMn36dP73\nf//3TFfjuAKBAPPmzeNnP/sZt9xyy5mujqJ0Sa13ditylYAEXegUuUrQhR7qtetrdJyBBnQEjQE3\nDj2cXukZxCb1ILd7EqvW11LichHps4AmKYyqxR8wMNfvoUkmE+9Jw+IXGOZgbnK7bzWathvN1xNX\n2AW4rZEIwG0z0xBmQfO72JlQw5fdDxBd5yRDzyHCBY32epLyV1LZvZhhOcOJTepxZhvwDOlSO8UV\n1xezvnA9xfXFnXaN/Px8Bg8eHHr+4osvhm5N+8tf/kJubi5ZWVlce+21NDY2AnDHHXfw0EMPMWbM\nGNLT0/nPf/7TZtm//OUv6d+/P+effz67d+8Ovb5//36mTJlCTk4O48aNY9euXR2u74QJE9iwYQMA\nlZWVpKWlAcHA+uijjzJ48GAyMzND29Y+99xz5ObmMnjwYGbOnImU8pgy33nnHQYPHkxWVhbjxwdX\nvc6dO5cHHnggdMzUqVNZunQpAHa7nUceeYSsrCx+/etf8+9//5unn36am2++GZfLxaRJkxg2bBhD\nhgwJ7bwH8MYbb5CZmUlWVha33norABUVFVx77bXk5uaSm5vLypUrO9wWiqIE9UrPOCKADx8xmUdu\neoHpo+/gkZteoGf/THr2z+TG8XczPGowN3rGcHvGTaH32LWHns9u4eH3JzB9XRaPLR3PY0vGc+G+\nPgB8OHAPz07+gjqbG4vfwAhUEV//PhHe3dRYM+i9P5Hxmw6SWFVPtLMRh8tNk83MvtQ4mhw9KI6o\nY0cPjW8Sy3Gb8wlQT1V4GWZ/PgMzcs5w6505XaaHXuoq5W+b/4bf8GPSTDw45kGSI0/vFqvXXHNN\nKNf5U089xZw5c3jwwQcBKCkpYcWKFezatYtp06Zx3XXXHXFue+lagXZTth5t/vz5rFixAoAf//jH\n3Hnnne3W9c9//jP5+fnk5eVhMpmorq4G4IEHHuCZZ54B4NZbb2XRokXccMMNR5z73HPP8emnn5KS\nkkJtbe23tktDQwMjR47kpZdeAmDfvn1MnTqV6667Dr/fz3//+18iIyOprKxk1KhRTJs2jR07dvD8\n88+zatUqunfvHqrf8dLUKorSMS23mR29CK7lNwSH5ed99iq+2loISMYsiyVp3JXBN99fDfvDSQkE\n91otiqolpc5Bt0Ybfk1SEF1Hrc3NoW5vE61r9HWWYjZ8lETkUm9NZJ/lbR5Y15+SuGjyk2PwmkxE\nNHmRTfspja3FIq00aI1U2dLQw3UwJFlNMVztvpGUiN5nosnOCl0moBc7i/EbfnpE9aCwrpCi+qLT\nHtC3bdvGU089RW1tLS6Xi0suuST03lVXXYWmaQwaNIiysrJjzm0rXSuAy+VqN2Xr0U5kyH3x4sXc\nd999mEzBP5HY2ODc05dffslvf/tbGhsbqa6upm/fvsecO3bsWO644w5uuOEGrrnmmm+9lq7rXHvt\ntW2+J6XkiSeeYNmyZWiaRlFREWVlZSxZsoTrr78+tGahpX7tpam12+0d+tyKogS19MLb882mNfhq\na0mo1SmJ8LC8Po/l//MgwwfkMuozFwRiKXI4eWXsWvyagcnQuGFzBvU2N2URLnymACaa6OfaiwGs\nDqvArbmo9+wgzOqiW31PJq3ZyY70RIQhKUqMwWmxcCjSTSBQgs3cHU9gL+EBL24Rjt+hkdKYcNKp\nsc9lXSagJzuSMWkmCusKMWkmUiJTOuU6JpMJwzBCz91ud+jxHXfcwYIFC8jKymLu3LmhIWcAq9Ua\netzWMHZ7jpey9UTr27qubXG73dx///1s2LCBnj17Mnv27DbPef3111m7di0fffQROTk5bNy48bjt\nYrPZ0HW9zWvOmzePiooKNm7ciNlsJi0t7bj1PF6aWkVRToEiJ/7Fu0laU48pYKLU7sVp8vNWYj46\nBbz3zS5erL2EbLpRFFWHXzPoURdJYVQ9ZY4GwrwmDCHpIdMZZgynTqtjiWUJDTSAD3QJF++9iOrI\ncJbn9CWgaeiGwYUbdhDQBDl7viE/pSeBAWY+o4EmzYTwNzC0LhrCOic19rmiy8yhJ9oTeXDMg9yQ\neUOnDrcnJCRQXl5OVVUVHo+HDz/8MPSe0+kkKSkJn8/HvHnzTqjcttK1AkRGRrabsrUj0tLS2Lhx\nI8ARc/cXX3wx//d//4ff7weguro6FEi7d++Oy+Vqd65///79jBw5kueee464uDgKCgpIS0sjLy8P\nwzAoKChg3bp1HapfXV0d8fHxmM1mvvzySw4ePAjAhRdeyDvvvENVVVWofnD8NLWKopyYtUve4/9e\n/X+sXfJe8IUiJ8ZjS2D2Snp/ZOLh5RO5qmIw/WoiEAjimyIwEGxJKAEkKXVRmAyNoqh6TIaGBCyG\niQsaxjBcjqBClPKF+Az8HlKrIrngQBrPfXoRN2wbQmV0OIam0a2unoAOvhgfvQIVjLvxMu587jXu\nnvV37u1rYZS+j5nJkgvuuP6UpMY+l3WZHjpAcmRypwVyv9+P1WrFbDbzzDPPMGLECFJSUhgwYEDo\nmF/84heMHDmSuLg4Ro4cidPp7HD5rdO1xsfHH5Ezfd68efzwhz/k+eefx+fzMWPGDLKysjpU7qOP\nPsoNN9zAn//8Zy6//PLQ63fffTd79uwhMzMTs9nMPffcwwMPPMA999zD4MGDSUxMbDdv+6xZs9i7\ndy9SSiZNmhSqS+/evRk0aBADBw5k2LBhHarfzTffzBVXXMGQIUMYPnx4qD0zMjJ48sknueCCC9B1\nnaFDhzJ37lxefvllfvSjH5GZmYnf72f8+PFHpKpVFKVtR28cs3bJe/x06dMYGLxV9imPVhwitsZO\nzyoXSUKgGyZSXYmkFPVEJMWwzFhKlS2ALnUyC3sCgiSngxs2Z7AtsZzBpQn4TaAnpxOpJ5Jv7KWu\n7gBT6nMp7h7GsHwTMzYkk+S0AwFiXHVo+KiKjUDHoDsWzL+8hJJ0Pwe3fkivhgwmTb2VSWe64c4i\n4kSGd8+U4cOHy5aV2C127tzJwIEDO1yG0+nE4eicb24VFRVkZ2dTVFTUKeWfzTqzXb8vTvRvFWDp\n0qVMmDChcyrUhal2bdsR952L4MYxn/7lz/zTuox4r42D4bVEBCykB7oTUxXBQ8tGkVwThWEzEH4Q\nXsHmxFK2JpYxpDSR7JJEBIJih5NXxq4hoBmYNBsx3QbSaNcoatpJjbuIKCMFU/cbqA73Yg5IIgoX\nMvvjTBKcNox4K/W6napu4cRZBbHJERRMDeOlLb87op7Hm+c/lwkhNkoph5/IOV1myL2zLFy4kHHj\nxvHrX//6TFdFURTlO2l933lABjg0dwnDPo3CFDBTbPHQYJY0mLwU6NXURjdyaKRAxlgRwoLwCqQU\nZJckcdvXQxlakoRAAFAUVU9AM0jwxWPpMQB3mGCl/hVrHFvYG1fF8NKhhPltuLQimiySHT1gSfo+\nBDomrHT3+TivuoHYMB0irRzyFhxRz5YNbpQgFdBP0rRp09i1axe33Xbbma6KoijKd9L6vnOzx0Ta\np36GlSTx248mc8mePmSWxdPNb6VR+PE3SdK+tmCq9KG5DIQU7QaSlLpILOHdcPXrCdLAsbsAt6eW\nXnVRRLptmLzlWPxgEYkIGcBtlFCQlMDSEeeRH2aHGi+4/XCgDqb0JnVYdpsb3ChBXWoOXVEURTlW\nUkQCD/UfT8mBPaStHkRKTQTgY1hJEgkuOy9f+BXhDoHXDw98M46UUgtgoCGQaEgMgmFdIpEIBBLJ\n3gEmLInpxFQGuHxxBHXmJD7qswWX2Yc1oJPzjY3zyrewZcouGmUR3UimesBdfGGY0AzJDxauJD1W\nQI0BhS56Tmn7/nglSAV0RVGULsxfVEbNz2fRM/Ir0pZdAdVu8NtAM0BqpHjDeKjkQvIzoumx26Dn\nzloMQwv1ygUSQoPswWDu1yXvX9jAtvO8ZO6yMHVJBCZDQxDJbz+6hG2JZQwujSe7JAnw86sP49ja\nzQw9LmJ3LxMxjS5qIiLIT40mPb8YrOEwNB749vvjuzIV0BVFUbqwhsWrEaXrwYjACPjQbU2AA8MP\nmPyIiAApB2NJeskPHh8QAbSE7taC+0y4wgLMv8xFYVKAC1eFMXZTWCjYFzmc+HWDSfvSg6vZI6rB\nG0F2ZTzDStM5YLWwt5dBjSMcTXhJG5AHfXNg0gDISTyNrXJuUgFdURSlCzP2V2Pk90Um7kELb8Sg\nCVGvY/h9CJ8GTSYkXqB1P7xFsHfeojw2wFtTXTSEGVz/iZ2B+y3I5mPmD97G33M30q0xnNS6SB7Y\n1pvk8CaoigMioG8U6ftr+UHdBvLjIknTakkPGwx2Myz6BobEdel7zDui0xbFCSFsQoh1QojNQojt\nQoifN78eK4T4XAixt/l3TGfV4XRKS0ujsrLytF1v9uzZvPjiix0+fu7cucTFxZGdnU12dnanLuJ7\n/fXXvzU1a15eHh9//HGn1aGjWv+7jRkz5rjH1tbW8qc//el0VEtRTo8iJ44DkYTXDCXw+bU04EaS\nDk0BNKmHArho/pFw1AD74eC+N9XHnOvqCeiSO/8bxaD91uYjBZ/32cfzF33JN7G1bOpZxMEeByi0\nGXBgANTGgYiF1G5gQHpVAxcWV5Feq0OTDqmR4DeCW7oqx9WZPXQPcKGU0iWEMAMrhBCfANcAX0gp\nXxBCPA48DjzWifVQmp2u9Kn33Xfftx6Tl5fHhg0buOyyyzpcrt/vD+0t3xlWrVp13PdbAvr999/f\naXVQlNPqkBNTwEJ4VCrS5cHi74+UfqCxOWiL5mVuLb2/lkAum58F31+X6eaz85tIqNK58UMHkQ16\n6BiJZG1qAVIKLFLgFZJKTZBQHYGh+TCkhi7tUOSERl/wG0KDD4baIcoCh+rB1LW3dO2oTuuhyyBX\n81Nz848ErgT+0fz6P4CrOqsOR6t2BthT7KPaGei0a6j0qUeOHkyYMIHHHnuMESNG0L9/f5YvX47X\n6+WZZ55h/vz5ZGdnM3/+fBoaGvjBD37AiBEjGDp0aChN6ty5c5k2bRoXXnghkyZNYunSpVxwwQVc\neeWVpKen8/jjjzNv3jxGjBjBkCFD2L9/P9B+GtWqqiomT55MRkYGd9999xH1b0ng0l7K1scff5z9\n+/eTnZ3NrFmzAPjd735Hbm4umZmZPPvssx1ud0U5reoLoHA57NoDC/fBP7YGfx+ogfUlaBVu9EaJ\nXtCIVnxsroRgGDcQyOYwHwz3AWGwaHwjn45von++mTvfiyKyQWv+EhDsv5c4nMQ2hgfXwEuJxa9z\n55ZcTNLK+uQKSiIaCMQJuCgNRifDRb1gSHe4fTA8OxZuzujyW7p2VKfOoQshdGAj0Bd4VUq5VgiR\nIKUsaT6kFEho59yZwEwI7o/eOpEJQFRU1AltnVpV72fx9noCBugaTM7UiYkQ335iB0kpcblcuFwu\nDMMI1c3j8eDxeHA6nVx88cXMmDEDCAbGV199lfvuuw+fz0dBQQGffPIJe/bsYfr06UdkYgP4+uuv\neeutt1i+fDl+v59x48YxePBgnE4nd911F7///e/p27cv69ev59577z1iD3kIJkN5++23WbZsGQA/\n/OEPueWWWwgEAjQ0NOB0OnG5XEgpcTqd/PWvf2Xfvn0sX748lD7V6XRy++238/DDDwNwzz338NFH\nHzF16tQjruXxeDCbzTidTgKBAI2NjXzxxRd8+umnPPPMMyxcuJAnnniCTZs2hVKmPvvss4wePZo/\n/vGP1NbWMnHiREaOHInb7Wbjxo2sWrWK2NhYli9fzubNm1m/fj0xMTFkZmZy22238cUXX/CnP/2J\nl156id/85jfcf//93HvvvYwePZqCggKuvvpqNmzYwJNPPklubi7vvvsuixYtYs6cObhcrlByHKfT\nid/v54033iAyMpKqqiouvPBCJk6cyFNPPcWWLVtYvnw5AAsWLGDHjh188cUXSCmZPn06ixYtYuzY\nsce0/dF/v9/G5XKd8DnKt+uK7epw7aBXyZtQH0X4J8MQRT0wOQ0I+IO7vGE6PAvuMY44t6VvLpsX\nvLWeMW+yGLw7pYEDqX5Gb7Jy0apwBGCEeu807xS3Gq/Zz5DyOJLcNiZvH8SgumheHbMOb0QNgSa4\nLOVqItNq6bW+Hq1OYtgEB70H8OwtDF5sb/OPclydGtCllAEgWwgRDfxXCDH4qPelEKLNvWellH8G\n/gzBrV+P3q5x586dJ7Tl6IGyOjRdJz5ao9Jp4DasOBzmE/tAxyGECPXwNE0L1c1qteLz+XA4HGza\ntIlbb731iPSpDocDs9nMddddR1RUFLm5uVRUVBzz2TZt2sS1115LQkLw+89VV12F1WpFCMHatWuP\nyG3u8XiOOd9mszFjxoxjhtx1XSciIgKHw4HH40EIgcPhYMWKFfzoRz8iJia4xKGlvM8+++yI9KkD\nBw485lpWqxWr1YrD4UDXdWbMmIHD4WDcuHE8/vjjOBwObDYbFosldO7SpUtZtGgRr776KgBer5ea\nmhpsNhuTJ0+mV69eAISHh5Obm0u/fv0A6Nu3L1dccQUOh4Pc3FxWr16Nw+Hgq6++Yu/ew/8HcLlc\nCCFYs2YN7733Hg6Hg+uvv56YmBjsdnuoHg6HA5/Px9NPPx1K2VpSUkJjYyN2u/2If9sVK1bw5Zdf\nMn78+NA1ioqK2mz7oUOHtvu30xa1RWnn+F62a30B1OdDZFrz8+bHkT2D7y1+EUQ5OKMhYA2mM/ME\nODxAa9B6sNagZSj98Cr2lnvMRXOwrok0eGuqk+oog6lfhDNspy3UI2/xeZ/9LBy0k2p7A8Nrk8Gn\ncX3pKEbtj2Vtaj5+NFI0E/nJPiLG9mL0lMkw2hmcK091kKx65CfstKxyl1LWCiG+BKYAZUKIJCll\niRAiCSg/HXWIsQt0DSqdBroG3R2dM9ug0qceq+Wz6boeyt52NCkl7777Luedd94Rr69du5aIiIg2\ny4Pgl6eW55qmhco/mTSqHU3ZKqXkZz/7Gffee+8JX0NRTon6Alj9czD84HeDEKBbQTPB6GeDwd0U\nBtYosBeDzQO+lpNbj1Aaodda5sVb+ueHl78FHx1K8jH/MheGgFsWOkgrCs6mtpwnkHzedy+zLl+M\nXwvg1yX+CA8pejwpCRnwTTU9jHAKomtY262S7t6Iwzu+pTjU0PpJ6MxV7nHNPXOEEGHAxcAuYCFw\ne/NhtwPvd1YdWouJEFwxPIzzB1q5YngYsY6282+fLJU+tWMcDscRUyaXXHIJr7zySujLzNdff/2d\ny4b206iOHz+et956C4BPPvmEmpqaY85tL2VrW3X+29/+hssVXCpSVFREeflp+X6qKEH1+cFgHpUG\nnjpw1wQfG/7DPXVrFET1gfSe8MspcHMy6D4Or1FvCdatV7RrR9xlLpsfbz7PwxtXObF5BHe9E9kc\nzINnBcO/gdR9rEkrwNACxBgSPSBxuCz8v0ufpec9kyGnO8vT9/B1UjmlFoNtEU6+WPr26Wit773O\n3Ms9CfhSCLEFWA98LqX8EHgBuFgIsRe4qPn5aRHr0OmfbO6UYN5W+tSLL764zfSpY8eOPeL1jmid\nPvXSSy89Jn3qnDlzyMrKIiMjI7SIqyMeffRRXnvtNYYOHXrEbXd33303qampZGZmkpWVxVtvvUV0\ndHQofeoll1zSbvrUjpg4cSI7duwILYp7+umn8fl8ZGZmkpGRwdNPP/2dywZ4+eWX2bBhA5mZmQwa\nNCiUQvXZZ59l2bJlZGRk8N5775GamnrMuTfffDMbNmxgyJAhvPHGG6F/q27dujF27FgGDx7MrFmz\nmDx5MjfddBOjR49myJAhXHfddSe0rkNRvo2/qIym1ZvxF5W1fUBkWrA3XpcfDNy2mOBjzXR42H30\nszDsIbjoNRg2HtJLMWJrQ5u0BrUeLjdCj0XzzWoGBktGNrLg4kZ6lpi4+51IutXpoeOCZfmQ4xbC\n0OWM0uoQmkGtJjEZOldt7kfPd5rXSD8QyVf9g0lVwpEgYPmhlae45bomlT71FFDpU9UQ2fGo9Kln\nj3OpXf1FZVT/7u/gD4BJJ3bWnZhSEo5433eoFHO3AKbwhsNz6CVrg93sxJHBgN7apmUYL74Oi4ch\npIXDw+4ti95E8/7sND+X+E2SBRc1sLOvj6HbzVz+VQS6IZrn2kFqPgKiibrotURcuBfLzgnIJi+L\nwmpZEVfCmENpXNDUn6hx5wdXrGcEeOvv1zHbU978PULjidjp3DHzV53VlOek75I+Ve0Ud5IWLlzI\nT3/6U5U+VVGUU8p3qBT8AUypSfgPleA7VBoK6G0G+8iE4Jx6/qLgkPs3i4K9cwgOv5dLeHwh7M4A\n2XpB8JG7vbWeOXeFG8y/3EVxfICLV9gYtSuAMLuQFh+Y/Bhh9QRqI3A21uM3eaHajvTqGBF+LtjZ\ni+HbLISJJMKG9zp8L3mkg5vu/A/+fz7NstK9nN/jAhXMTxEV0E/StGnTmDZt2pmuhqIo3zPm1EQw\n6fgPlYBJDz5v1hLsLalWZNlu/HvzMKVccnhO3RYDVbvgm4+gdAPUHoBN9Ri1IxAmBy1B/PAGMcH/\nilbBvKS7j/mXN9BkNZjxUQT98k1gaQKLH3nRfyC5DA7kIhaPw2FyoDd2x6ctA5vAcPXF1K8bfvf/\nZ+++o+Mq78T/v5977xRJo1G1qi0XXGQbsI1oLoBNjQnFEIrpkE1IINlvvhvCN/klOd+Q/ZJzssmy\nuznZJLtssgkbgm1MSAAHHEowYGNc5IZtCRvLVVax6mikaffe5/fHaAbJKh5ZdeTndY6PrZm59z6a\nkfW5T/t8fHTkSOzMBrQHlmHEFrx5J/Hg479DFZ0eWiqgK4qijKD4UHlJQbch9NMZxflkP/lIr691\n5Fg4PftxBfZAhhNncwf45hA8cBztk3IMowkcLuzm3yIMG715F7bbA67zQdigW0jbRmgm0nIi4wPt\n0SB/YEqEl6/3kxISPPxyOoXNNtIwEROPII0IuIPYxdMwmmcgMlOQzhMIvwfDdGMu2EroxKXIWcXo\nxwtxlU4jcqyGSNinAs4wU++voijKCDnTvHhCfMcxDv+S9AtqoLkVMXk5mhEitOklzPX/hiOtFTu1\nA7N1MtqBIrTjE7GthQhvM+RVI/NOIE4VIuqLERnNyKZcRGsOyGhI/2h+hLcWByis17n7TYHXWYvM\nBoJp8WAu09sQqVOgqBpN5mL7U9E0CyZ9gjElFV+HA/v4YcL7qwDQvZ5uIwzK8FABXVGUpJJoD3cs\n6m9evCuzuo5geQX+dRvQnI7uwb9zWF0vmgfB41hNH2OaBmZLG66cU2hOC9GehvONm6GuhPhmppMg\nD4QRKQGkbgICaTkQl7+N/OAmrKCHN64MsnNumNmfGtz6dgqOi95F+jMQmo2smRpNSrNgB0wvQRcd\nMDkCK15EHs2JBvfik5jZd4OWi7O0EAD3ogV4li9Jus8qGamArihK0hiSHu4o6m9eHDoD+Y79+F/d\ngO3zEzlcTdr1i7Bb2j4L/rGtasFm7NRpmIc+RVpuDA6gpwQQAuShixF1k/hsZ3J0+5mwDQikINL8\n4A6CZkF2I4ELdvJS0XyOFEmW7NRYeqAVcfWrMPkg9pt3oh2fAdKA1iw0/wSYUIU1JYTV5kbPr0Dm\nHgBdh9R8tLl3w9Y9mMdq0LweFcxHkAroQ2TKlCls376d3NzcEbneU089hcfj4Vvf+lZCr//d737H\nk08+SXFxMQAXXnjhGUucDhWPxxNPvqIog5FoD3es6m9ePHazYtY0EDl8Ate8WchgiODHB3FOLUY4\nDQKbd0eP68wCF9m5FdusR8o0DO04iM7lbgEPUoCQnyWLie401xC2E/weZMgNmkmTI4VVC6bQis2t\nGyUXHjXhpj8i848SrPXgLjwKdVMQ0oSIGxpysN+eQPj8V7AiJ0Bz47OmknfLUowLbscouozsJ8uS\ndhQlmamAfg4ZqfKpijJcztTDTQaxABc5Vtvza9PCOaOEUGUVgQ/KwelA6Bqpn1uM/4Xfo9NIW8BD\n6uduxV02G72kDbmtCYNKEF2qSE6tROxcAu1eYuFcxlexS5AGIuzgiCOPF123o2lB7m97nZIcN1xw\nFK24GhsLV347mJ/AvsuRHdFaFSIthNQz6DhwMaYrHWlpBJ0S03U1RtFl8e9JBfKRN5yZ4sYcf22Y\nmk7OoHIAACAASURBVJ1t+GvDw3YNVT4VDh8+HM+e9v3vf7/bc32VG33++ee59NJLmT9/Pl/5ylew\nrOgvJ4/Hwz/8wz8wd+5crrnmGk6dOpXw96aMP7Eebvp9NyXdcHtMrCfe9od10R55Zxa42M1K5GQ9\nWDZSaOgZ6WiZ6VjH9pPmeZuUnN2k8Aodf34W/79/E+3As4gMA+G0sCOpyM6YLguPIW/7NVzyN2Tp\nNuyST6Bz3jy6kl1j5+wIz98cwNMh+GLLX5mUuw057wMoPIbEjiZ/TcuAqa3YK16Gsi1okxphsoUo\nLMTKzCLS6CCtuILMKYdwNv9PdB+8MmrOmYDeXh+h/NmTVP65gfJnTw5rUO/L7bffzrZt29i9ezez\nZ8/mN7/5Tfy5mpoaNm7cyLp16/jOd77T49jy8nJWr17Nrl27eP3119m2bVv8uUcffZSf//znlJeX\n88///M88/vjjvV4/Vn98/vz5/Pa3v+23rc8++yxHjhxh165d7Nmzh/vuuw+Ar3/962zbto29e/cS\nCARYv359j2O/8Y1v8Nhjj/Hxxx9TWFgYf/zNN9/k4MGDbN26lV27dlFeXs77779PRUUFa9asYdOm\nTezatQtd1+O57tvb27n44ovZt28fV111FT/84Q/7bbcy/hnF+aQsnJeUwRyiPXHL50cKgeXzd+up\nZz/5CCmLFuC6YDruqW6cnhMIqwH3eSmgSyINBpojTMaM3aSkfggnN+JwhRC6hSPNh4gWRYv+KTyG\nXPYq3PI83LgKkX8MXB3YWoS3F3Xw2jXtTKk2eGSdRlbaUZAC0Tk2L22JjUTXdfRrf4rxwKNo//YA\n/MdSePI2tKeXk/2Tr5L9+LW45s+gbdYCNLcjumBPGTXnzJB7e20E25KkF7loOxmirSaEp8A5om3Y\nu3cv3//+97uVT41ZsWIFmqYxZ84c6up65m3+4IMPuO2220hNTQWIJ7Px+/18+OGH3HnnnfHXhkKh\nXq8/kCH3t99+m69+9asYRvRHJDs7G4B33323W/nU6dOn9zh206ZN/PGPfwTggQce4Nvf/jYQDehv\nvvlmvJSo3+/n4MGD7Nmzh/Ly8nhu+EAgQF5eHhCtoHb33XcDcP/993P77bcn1H5FGauE04hu5+pc\n2Cecn/0aNorz8SxfQrj8A9KK94Imcc3Lwpg9C9tXin6qAftkCjISQXd0gN0Osh3bTgErjNmWhiOr\nAyFshNFZ2VAC3hbk1X8isnU5L8/N5UCxg4v3OPncB27EFa9CRgsypIOwkRGB5pBgZEL+xZA9EyZe\nEd1d0FCLo7QAozgdg3SM5bfB5j24Tp4AbeJn6WeVUXHOBPS0AgeaLmg7GULTBemFrjMfdBZU+dQo\nIUSPx/oqN/rzn/+chx56KKH0ub2dV1GSiQybGFOLEDZILfr16XRnKxgCKfIQbgPsMNo1P8bpO4LZ\n2Abbf4wIBEHkIYOtWAEnmiawwx4iPjdGahu6sECT8ayuvoIWVl+nU4/ODdUHuazWATfsR16wNdou\nCZomkSZISyDTZqB5CsE7BfPADtp+/Z9YIS+2yPlsuqOz+EvNe3+iYOFtPXPHKyPqnBlyT8tzUPZo\nEaUrcil7tGjYeueqfCosXryY1auj5RC7fp99lRu95ppreOmll+KlR5uamuIlS23bjl/nhRdeYMmS\nJQl/b8r4csbKY0lCOA3MwyeJHDqOefhktx46RIfkJbnoOTnorlZkRwSzI43Avib8e8G/LUA4617M\n5lRCtSl0HPHSunMyda9Np2VLHi3bi5BWl2AuoTpUxG+CX6ZZZHCX40UuPe8F5IrfIS/cClJD2hpC\nA2kLEDqRQDZ29tWf5YL/8Lukpv8Nz8T3oeMk/jc2fvY5eCfRmn6hCuZjwDnTQwfwFDiHLZD3Vj61\nuLi41/KpEyZM4LLLLhtQqc2u5VPz8vJ6lE997LHHePrpp4lEIqxcuZJ58+YldN5vfetb3HXXXTz7\n7LN8/vOfjz/+pS99iQMHDnDhhRficDj48pe/zNe//vV4+dSCgoI+y6f+7Gc/49577+Wf/umfuPXW\nW+OPX3/99VRUVLBw4UIguuDt+eefZ86cOTz99NNcf/312LaNw+HgF7/4BZMnTyYtLY2tW7fy9NNP\nk5eXx5o1axJ+z5TxYyzuPz/bBDcybOKaMw3hSUX6O3r00B0lBZgdqbTsKcWRFSbtuvvx/fJNwker\nCW2vAKcBERNn8VRcU5wEq4KQWkSkrRYt7MTlOkW4MQ0hLDR3hAprNq9Yt5NGBw+mvE7+hFxsxxys\nQx8Q8adgtdiYTZK0qc04J3QgdBOHowVZXBoN0gdeQgsdQBoBCDdCo4PAh17Cew+Oic9B+YwqnzoE\nVPnU4SufOh72sKvyqYMX2Lybtj+si+8/T7/vJlIWJnbT2tVQva+DucHo69hYUhmr0Yd/3QbstnaM\nCdmkXruQtj+9RXjfIWTraf8XOqeghNeDDIUR6anoDh85S/biyPKzmUW857iKwtAplvtqSXPm4E7b\niqPYi2xvIPxpHXZAA03izA7gyA6AMBDebLRF34MFX4dPXoIP/j9snEhfE61HF0Hx57t9Durndeip\n8qmjQJVPVZThN9L7z8/U+04kwU1v54g95n3gZmTYRDgNIsdqMWsbaPrX3xPe8wnC4cNwtqKlTSK0\nvwmz9hThw9Xga+/Z0M4OmQyHQNcQmoZtZ9FyuIzN3mz2u0spjRzluvMWEtqUSahDEPw4i6zLjiCD\nPpxZfjqactBSIrRV5pJ5UQ1aphfN7YX8zhG4wsuwvXORvlPI3BLs6hnYSZwHYDxTAX2QVPnU4ZXs\nvXNlaPSXYW2oJdL7TiSFa9dzeB+4GbP6VDw3ux0Kk7JkAYFNu9CcDsIn64l8cgRNbyHzwoPRVeru\nJpq3n4dZE0HTNGJLbfX0EI6MIJFWN1ZbdDGtbrRFHwt46JCZrD/vQurdHi6XHVzUloOu5xHe/y7S\n34Ezw48U6UQaQzgm+XDm+Ym0pBCsySXoXkT6wtkw+XroTBJjtjlp2VKKzgQscvDc+wAybKoscGOQ\nCuiKoiSFkco+lkjv+0w3GF3PEa6soumZ58CyiByuJmXRfEJbPyFyrAa72Ufa9YsQx2vAsjDSfAhp\nYbal4so0cE1Po2OPxA5Et6Lq6SGyFh9D6DbS0mjeVAIQf6xRz+aNrCUEUtwseXs/s3LzkJOLQUj0\n/Gy0acVYxyLIQCUpk1qQUkMiaP80i6yr/OjmJ9i1grC9kODrf8S9oBQZNrFD6WglM7GP1SDD5llN\ndyjDL6kDupRSbWNSxrRkWKOidJfo8H5/Nxhdz2EHwwi3E0dRHpHD1YQqoiVFXbOnEfhwF+GDx9Dz\ncnCYFlZ9CFJacOW5MCZOJGX+LbR/tAbC0URYjowgQrcxW90YGUEcGdGdJ0K3qbKmsb7karSI5LpX\ndpLb0IYV1kn9yl34X34Hq6YBC3DMOB9mzsU++TIRXxoy2ICzyEDYAaz2NMzqGlp+82NCtTm0GjqZ\nf38PZlMrZmMzCK3Hqnxl7EjaT8btdtPY2EhOTo4K6sqYJKWksbERt9s92k1RBmAohve7nkM4DXy/\nfw27pQ3XvFnxoXZMC9e8WXhuWYr7ojnRefRnniNozUYP+nB4ltC6ZhsyEIomhwEirW6kpWFkBJGW\nRqTVDQ6dXZ4L2JC7hJxwM1et201KrQ2GjgwGCe09hOZ0kHb9IsIHj+Fd+TlcszKQ7+2D9BbMWpPI\n8QKcwYPoKU3YwWxMXwZGcR6RYzW0/HwVMhxG+oO4ymbj+/1rGAW5arh9DEragD5x4kROnDiRcG7v\nYDCofrEOA/W+9s/tdjNx4sTRboYyQIkO7/e3eK7rOYyC3Hhwl2ETPT8H80Q97gWl8eccJQVkP/EQ\n7e9uI/jRbjo+2Uqk6kR84RuA1eaieVNJfA494nex44pZVE6YxKS6Wq54dze6zEY62tFzMxEuJ8aE\nTKwTtdgtbRiFueAwqH9qNYbnPDTRSGB/K5bfjdk6m5xvfR4KSrFe+m+orsdu60BW14MmwLaRoTCY\nVtJVuTtXJG1AdzgcTJ06NeHXb9iwIZ5yVBk66n1VRkPXQAqcVW/6bPeRdz0+0a1rscebfvpbbJ+f\n0P4qnHOmEdyyB4RAczowW9qQ7QHsVh/hT4+j52ZGe+eaAJt4L91qc2G1uQg7dDZ+/gJOTsll9t5q\nFnzwCRoOyNHQ87IxJhdi5OeSdu1C0q5dGL+haHrmOcL7q7AzwzgKwCjMwVkwC+nvQBRdgXvhPPJ/\nUUjHu9toff5VpK8tfm3zRB2OkkK1un2MStqArijKualrILXDEZASzeUc0H7woUhUM9Da7LHXC08q\nmBZaWipWfSN2MIyRm0loZwXStpFt7RCKYNU3QYobPS01+m/TjPbWdQ2/x82GGy+kNSuVSz84yMyq\nBkR6Gu5LLwDTIu3GJThnTo1vi3OUFJCycB6BzbuxWloR4TrSp1ShuXW0zCwCgTxsb048ULvL5iLD\nJh2bygnVNoJlg8Mg/b4b8d5xg+qdj1EqoCuKklS6BtJg+X5A4iybm1BQ7e0cAzmuq9MXzwmnQWDz\n7niP//QRgNjrpc+PRBI5dhIMA7O6nsih40h/AC3LxOFu6NySBric6DkZ2MEgwulAdgSpL8jgvcXn\nYemCq1/bRWFjO8LpxDFzMkaWFwydtGuj2RhPv2mxWn2E9x7CPaENISykXohjWg7G5Dno59/Y7T1w\nlBSgpaaCwwDNQstIJ3VJmQrmY5gK6IqiJJWugVTL8ICUA044MxSJanpb+BYLnqmfW4zvf15DczvR\nvJ74CED2k48QLK9Ahk1kxERGIjhnlIAQmJ/uIuOCAwgrjLQ1mjeWIHKK0TwpCKcTLT2VgzluNi+Z\nSWp7kOte+ZiMxjZIcaGlp+K96wacM6fGbyACm3dj+fxoaanYnWVazRP1aBnpmJaF5BSGuw1jwiy0\nhdeCt+caAPdFpYR2H8AxMQ+roYXgzkrcZXMH/F4pI0MFdEVRksrpq9Bh4HPoQ5WoJnac/42N2D4/\nztJphCuraPnZH7BONaN503BMKYqPABjF+ejHatEz0+N71CPHa4lUncCV24iwzG5b0kJtfrTcLBwz\nJlOepbFrkpe82lauen03LtMGpwPH9BKc00tIu3ZhfGQgsHl3tDd+WplW94JStLQUZFCndf/5ZK68\nBHvu7WhdCqt0HVlIXXopvlXriZyoR7iduBeU9vVWKGOACuiKoiSNrsGma3KTs91aNtjh49hcvOXz\nR4MnYAfDaJnpyFAY29eOHQx3GwGIjQ6EK6sw6xoJHzoObR1EpI6cCUaOhQxr2OkliABY2Gyc6uFQ\nusG0ipNc9m4Fui3RJxeR9Q/345xW0m2YPzbMbja14phahD4hO14EJmXhPPJ/8T06NmwluKOS4KEU\ngr98k+wnizGK8wmW76PpmecQbie614P3gZtxzpqC1dCMnpuFUZA7qPdLGV4qoCuKkhTGYsW12Fy8\nq3QaAO5FC3AvKMX3+9cQKS5kMEz2Ew/13NI2pZj2196NbgMLhkF02ZKWEybS4sbCJqgL3puRyal0\ngwU7jjHnwwOx8uYYkwtIW3ppPBd8sLyCYPlewodP4L5gJqIjgAyGEbZEeD3dFryZ1acIbt2LlpmO\n3dIW/T6ApmeeI3LgKJo3DaYUEdxZiZHlxT1v1lmvNVBGjgroiqIkhaFYyDbUus7F614PnuVLoj3/\nglyCO/aDFN16tWZ1HQ1P/ZLglj3Yvna03MzotrQuW9K0iaVIq4PWdBd/u3wKQafOlW/to+R4c/eL\nByM0/PBXmHUNmEdrkLaN3epHIDCP1+G+eC5ZT9wTz7sO0ap1wmngX7eByOFqIoercc2bhaOkgMix\n2s45/zRsXzsyGMa9oJTw3oMjVhRHGRwV0BVFSQojXXEtEf3NxXe8swVMi46/fRQfTQiWVxA5VoM0\ndKSU2C1+jEkFSMsGIbDqG4nUNFCdm8oHS6bhCJtc/8oectrCCEOnayJhOxSiY9MOhKZjN7UiUl0I\nXUPLSEefkIXnpqWdvfFoWVb/qxui+eRrGtAz0+OZ4zy3LI23W/N6cEwpwu4cWXCXze2W+Ga0b6CU\n/qmArihKUhjJimsD0dtcfG+jCQD+dRswa05h1zeBBGnb6NlZ0W1sHx9AWjafnDeB8sUzyGxoY9lf\ndpNqSrQsLyItBSsQAssCWxL59Dh0BJFOB0QiyHYJtkQ6HRgTsnGXzY5PU5g1DYQPHomueG/rwDp5\nCpHiwijMxX3RnPj30dv7O1JFcZTBUwFdUYbYUGQgc1YcwZxRp36RnmasB5fYZy+cRo/RhMixWjSn\ng5RLzqfjvXKE00DP8oIhsOuasKRg+5WzOFBawKRD9Sx+ay+GaUOKC2NiPs45U/HXnAJNg1AYdA2E\nAEMH4cIxczJmdR16YS4iJVpWNXZj4ZxRQrjiEFazDyMvGy0/m5RFC+JTBDFd39/B/hwrI08FdEUZ\nQoNduBU73nOimqZPasfEwq9z2UCCWm810E+vG26HwpgNzWieFNBEdC+6aRFOT+XdG8+npiiTueVH\nmL/50/jiN704jwlP/z2hjz+l/aV3kJYVfcLXHg3ouoaemY7mSUX3ekhdfFF8oVtsmsJuacN54Sxk\nRwAtM73bfH8i34v6OUwOKqAryhAa7MKt2PFmXpYqgjHKegtqQLciK12D9emffa91w4VAc7txnj+D\ntOsuByk4+eb7/LUwk7Y0Jws3HuS8qsbO1wKahvv8GdHqZgW5+Nauxzx4DBvA34GWlY7QdbyP3Ipz\n2iT8r24gfOgYVouf1FYfKcXzzrhnv7eblrG4AFE5MxXQFWUIDXbhVux440QzTCweEwu/zlWnB7Vg\neQUdf/uISF0Dkf2Hcc6ZipGfG++9numzjw25O8vmYB6rwTlzKkePHOaVKalIKbnm9T3kNwYQDg2p\nCXA5IWISPnSc+iefIfuJh5jwj1+n6ZnnsJtaCX9yBC3TCxET59QSPDcvBYdBw7f/DTRB41O/6pxL\nn9tjWD1Yvg//GxsxJubRsX5Tj574WFyAqJyZCuiKMoQGu3Ardvynr75B9i3LVa9ohPTWS+2aAMYO\nhrGaW7B9fsyq6uiQdlU1Woq7Wxa4/j7704NkRaiVvxzYQ1ogzLI3Psbb0g6WjXTo0W1sqW6wbOzW\nNsLNPpqeeY68nz5B3k+fILhjP77V65H+dqSuYxRPiH4fJ+oRDgOjOA+zup6ODVt7jCQEy/dR97Uf\ngWkhIybOOVNxL5jTrSc+VhcgKv1TAV1RhthgF24ZxfmEZ09Rv0RHSF/zxUZxPt4HbqbhR8+CZdH+\n1kfI9gAyHAGXAxmO9MgC199nHwuS4aM1bKo/xofvvUuJJ5OFr36MM2RGt6RpGlpWBnZjCxpg+zuw\n2oOIVBdISeRYLSkL5+EpzscoyqPpmefQ3E58v38NoyAX94JSWg0ds7oeCQR3VGIePtnt+wrurIyO\nPBTnETlWg9Xi77UnPtYXICo9qYCuKEpSG+xq7P7mi83qU1gn6hCpbqyaBtLvuxGxJRpcEaLXLHD9\ntU3mZfPa229SeaSKBaWzuSo9n9bMPZCRjh0IYh2vw27xA2ALwLZBSGQoggx1v3mQYRMjO6Nbu2Op\nXYM7KxGGQWj73h7fV9egL1xOsr5xH3qGV/XExwEV0BVFGdP6C9hDsRq73/liEU3lIoiOgjunTcJ7\nxw0J3UCc3jbH43fx4lvrqT11ikXtGrNf3EzTJ4dBCKRpRreTTS3C7gihpbqxGluwDR0cBprbhefW\nZT3Km/bWbnfZ3HhCmdCuil7Lu+Y89RiBD3aScsUCPJ+7YkDvlzJ2qYCuKMqYdaaAPRSrsbuWNY0F\n8Bj3RXNwzS/FbvXjyPDgvmhOwkPRXdtWc/Ik619eS8iMsNynMS01g7Z9W7D9AYQnBdnWQcTXjkh1\no6Wn4rnjWgLvlRM5dBwkOC+cGa9xfnq7+7q56Pp8uOoYDd//OVpmOlp6GkiJ5nLSsX4T7gtmqp75\nOKECuqIoY9aZAvZQrsbu+NtH2D4/vlVvfJb2tDif3B88dlZD+rG2VR48wLuFLtxhuP+KZbhf+YDg\nxweiL3IaSH8ApEQ4HMhwGLsN9Ewv+T//bjwfvLtsNkC8h51oFjejOB+ztoHmn/wOu6UNXA6c0yai\nZXhwls1VW9LGGRXQFUUZs84UsIdqNXbkWC22z0/kyElsX3t8RXksYA40OVDkWC3GpHz2zZvE+0eD\n5DT4WfpuJY4DflLv/zyRZ19CpKagu5yIFDdoAvNYLURMpA3tb24m7dqFeG5eFj/nQKcWYu0IfLgD\nhIiOBPgDyEgEzetRW9LGIRXQFUUZsxIJ2Ge7Grvr3LyjpAA7GK1frnnTEG7ngHuuZnUdwfIK/Os2\nIJ0G73sllS6bKSdaWLTlMHrIwjzVhHmiHkdRHq455xH8+CCYJnZHEOFyILK80dKlphm/vlldh/+N\njVg+P67Sad161X2tL+hWF73ZF51DB0SmQdaTj+C+YKbakjYOqYCuKMqYNhzbp3rr8XofvJmWn/0h\nnho10Z6rWV1H+9ubaXvlXYRl0d7QxPvXzqVas7gsI59Zr+1DtgVAE9FELwtKCW79GPPgMTBNzJpT\naCluZMgEux1L2hh5OQinEW+n7fMT3l8FEG9bf732rlMVAGlfvxdpmrgXlOIumxt/X5XxRQV0RVHO\nOT2ywO3YT8c7WzAKc7GDYbwP3JxQwDOr62j44a8IfLQH6fPjn1bAO4um4CfCNe0OLv/SbZhXXEH7\nu9sQDg3n1BIA7PYAVouvMy97NKc7ZgRpOKGlDau1jZb/XIvn5quixVVKpwHg7lJQJbB5d5/rC06f\nqki77nIVwM8BKqArinLOOT3gIUU8cMbysPcnNtRtNTRht/rR0lM56XWyYeFkNKFxV+l8zrtyYbfR\nhcYfPUvH37Z91iv3erB97eiFudEFa4aB7k3HqmvAqq4n2NJGyuL58XZqpxVU6W99QSwpTnBnJe4F\npSqYnyNUQFcU5Zxz+lY1o2hCwqvlY0Pdls+P1dKG0DQOFHjYfH4BGWGL22ZdgLfdwqxtiM9zN/7o\nWUI7KsBhIHQNdC06p23oeO+6AavFR8u//B7rVBPYEjsQRIQjAH2uIegtaHct3+r7/WtgWoT3HowW\ndzltjl3NoY8/KqAripJ0hiogdfzto37LnfYmcqyWSF0DZlU1VijCzsXT2ZuXyZT0LG6aeQH+p/+L\nVtOi1dDJ/8X3kGETadkIh4GUgK7hmFKM5knDkeEh7dqFBHfsR2SmI/0d0SpqqW5Eqhs9K7PPNQRm\ndV23oA3EvzabWtHczviIQ/fsd6o06nilArqiKEllqAJSQuVOu1wzdgMhnAaR/YcJ+dvZuKyUE3kp\nXDRpKjdcdx2t/7EWGQzjmFyIWV1PcGclnuVL0NPTCDsdCMA1v5Tsbz7Y/eahvAKhR1eiSyGwLZuU\nOdPj+8/P1P5wZRVtL78TXwlvdQSwg+FuIw6xVfjhA0ewff5eg72S3FRAVxQlqQxVre5Ek9KcfgOR\nes1lhC88j7/m6bSku1hUF+KKm8poeeY5zLpGbF8bkaMg3E7cC0oBECkuXNMnIXWd7G8+GF9pHuMu\nm40xpQjzwFFEbhZ6QQ7euz7X7/fVtRpcaH8VRiAYLcRCdCW892ufjTgANDz1S4Ll+5GhMMIR/dWv\nDWA1vzL2qYCuKEpSGarscKfvcYeemdig5w1Erb+NV6alEUFy/WE/s69egll9CkwL94Joj9oxbRLp\nt1+Du2wugc270VxOnIsv6nPBnVGcT+73HqXpmefihV9w6r225/T2+9/YiARcpdMIp7i7rYSPCWze\njVnfiGxrR8poelvnnOl471ElescTFdAVRUkqQ1mrOzY/3d8wftcbiE+1MO8e3E1qiptbtSzSrSpC\n2/ZhhyMgJeaxGoz8HLIevzuh1ehducvmkv3EQ51B3abxqV9hTC1CCC2eira39nuWLyG892CvK+Fj\nHCUFoOvIiIlwGAiXE+dMVaJ3vFEBXVGUpDPUyWb6G8Y3ivPJ+tbDvPf6X9lUc4T8gMnStw+QmpVB\nuKaBtOsXQUsbqTcsQs/N7vUmI/Way/rNyQ6dmeZ2ViLcTjRPKuGKI5hV1WDZND3zHNlPPNTror1E\ns+nlfu9RGn70LMKy0PNy+p2fV5KTCuiKopyzum7z6qsXbZom67ZtZk/NEWYGBVfU20Sa/GgTC7CA\n8MFjGIW58Upsp58/lunNDobBqdOxflOPlfWxbWaxjHDG1CKQEhmOoGd5QUoaf/QswuFAy/CQ+4PH\negR16Lwx6fJ1V+6yuRT8/Ltqu9o4pgK6oihJabBb104fZu9t21p7eztr1qzh+PHjXFV2CbNe3Upw\n2z6kz09o3yFcF8zEe/cNvQZz+KzoS/jAUeyWNpp++jsckwuj892VVTQ98xxGdka3bWYQzQhnPHQr\nvv95DeF2Yre0ETlSje71EDl8guCO/Xj6yN0emzIwaxvie9S7pntVgXz8UgFdUZRRFSzf1yPwnMlQ\nbF0707a1U6dO8cILL+D3+7njjjuYO3curY1hQh/tRivIQQZD0ZSqRXn4Vr+OnpPdI8Wqo6QAs6UN\n80QdwmFgnWpGz/AQqqzCrGlAz0yPXr+xhUhNA5LoCnX3glJk2IwPs4c/OULLL1cRr9YuRb/fS/vb\nm2n51YvQZT98ou+tkrxUQFcUZdQEy/dR97UfDTjwDMXWtf4Wqx06dIi1a9diGAYPP/ww+RjR3OlS\nINwuRKobAKu5jdqv/CN2QzMIQftbH5L3k2/G2+goKSD91mU0fXocLT0VIiYpV5UR3LIXPdND5HB1\n9LWHq3FMLUIGw6TetTieICZ2s+IoKSCwaQe2z4/m9XSb/zar66IpaEOf7TuPVB3H9gdwTMzDamiJ\n3jCpgD7uqYCuKMqoCe6sjAbm4rx4IpZEAs9QbF3ra9varpNHeWvfLiZkZXPvgw+Q5g/GRwPs5cTd\nGgAAIABJREFUcATHjMlgmmheD1gmMhhGpLqRYRPrZB2+VW8Q/uQwmssZH8pPufxC7FZ/NFtcxI4P\nr2spbvTCPLQUVzzRi3mivsfNSsrCeeQ+9XiPKYZuIxVCkHr9Yqy2Nlr+Yy3S5ydc2Y6WmxXfD6+M\nbyqgK4oyatwLSmk1dMzqejD0hAPPUG1d67ptreGn/81GPcA+r05Jh811TW2k+YM9RgNSFs9HRqx4\nW32r1kd76BLM5jY6PtiO1bn63W5pQ4ZNcn/wGMEd+/G/uoHw/k8J76/CDgRBaHiuWEDH+k3xm5NY\nedVg+X60jM8Sv/Q2/31626zmFpr/5ffR6xoaRuEEMr98p+qdnyNUQFcUZdS4y+aS/4vvDXgOHYZ2\ngZe/6jhvpEY45tKZe6iRxZn56Lb9We+9czTADoUJbNqF5nQQ3nuQ7CcfoeA//y8dG7ZitbZjnqjF\nUZRHe00D4YNHMQonxAOyWdcEloWrdBp2IIjd4kcvzKVj/aZuC/KAaHIZZOfffTt9pMI81QKaQHhS\nwB9A83pIu+7yXo/tusI/ttI+kVz2ytilArqiKKPKXTZ3VHuQLS0tvLDzQxqdkisaTc470ICY44XO\ntKhdRwOshiY6/vphj+Fwd9lcguX7aHrmOSIn63HNL8Vz09L4XHesOlt4fxUAQmhohbm4upRrjS3I\ni2eWK5t7xvUBp1dcA/C/9Gb0GpkGWd+4r8/CLrHtdKH9VTimFhM5XI1rzjQ0r0cVbElSKqAryjih\nSmIO3PHjx1m9ejW2afKFGRdS4s3EeGhlj55q16H5jne29Ji7j1U+09xO7GCYrCfuid+k+F97F7Om\nAeeMEiC6Jc29oBTf71/rUTzlTHviT+df/wHNP/sDeqYnPmKQyIhHbKheeFKj8+9SdvtaFWxJTiqg\nK+e08RIEVUnMgfv444955ZVX8Kalcf3hdry7NuHvJWlLV33N3ccCpLNLjxuin4v/1Q1EDp8gcvhE\ntOe+fAkAqVdfDkLivmgOwBn3xJ8uWL6Phm//G3ZLG6bLAWWzu40Y9Cc2VC99fjD0aO54Q0f6OxCq\nYEvSGraALoSYBPwPkA9I4Fkp5c+EEE8BXwZOdb70u1LK14erHYrSl/EUBIeqAtl45zhwnOaDL7E9\nzebDgxVMnjyZz2cU0bHqv7FS3YQqq2j86X+T8cAtfQbF3rKyOUoKsENhguX7ulUwixyrRXM5Sbt+\nEeGDR/HctBToHryNojyCOyu7lTTtr5RrTHBnZXy+XPoDWC3+hANx1xsTNYc+fgxnD90EnpBS7hBC\npAPlQoi3Op/7VynlPw/jtRXljMZTEByqCmTjWbB8Hxm/fJlXL53KkeIMLpg0hVsfuJ/AXz6gA7A7\ngtj1TbT/dTPBjz7uc098bzeCQLSXi+j8Oyr2udgtbRiFE3B39qK71jFveuY5hNsZn19PtKSpe0Ep\nwuWMXrqf+fK+qKxx48+wBXQpZQ1Q0/nvNiFEBVA8XNdTlIEaT0FwKCuQjVeN2z/m3Sun05SdxsX7\n61hUNBdd13GXzcY1bxah/YfAYeCcXNhvMpbebgQBNKcDZ9mcbjeHfX4usVXzwTDC7cTVJeVrb9XS\nejOYHQLK+DQic+hCiCnAAmALsBj4eyHEg8B2or345pFoh6J0Nd6CoOpx9a2uro4XW4/TnpHCsu0n\nmNzQQcpF0RXoRnE+uU89TvtbH9H87y9gNbR02xN/+jqLPm8E+7g57O1ziVVfM4onxBfH6X2UPu3P\naO8QUMYWIc+wz3HQFxDCA7wH/EhK+bIQIh9oIDqv/v+AQinlF3s57lHgUYD8/Pyy1atXD6odfr8f\nj8czqHMoPan3dXio93XoNDY2UlFRga7rzHZ6Ka5vI3xeMZGZk3q81nHgOM5D1fHn9YZWvGv/hrBs\npK7hu/NqrNwM9IZWHJ8eR0hBeMbE+GP6qWasCVkAOA+eQApJZPokrNwMgF7PB8SPi70u2aif16G3\nbNmycinlxQM5Zlh76EIIB/BH4A9SypcBpJR1XZ7/L2Bdb8dKKZ8FngW4+OKL5dKlSwfVlg0bNjDY\ncyg9qfd1eKj3tW+J7kyQUrJlyxb27dtHQUEBK1euZMeOHVzSy/saP+fnZ3c7Z2DzblrS0tHSUrHb\nOzjP5UV3ZSGmTsC3sSI6j17XFl1QufSzdKwNP/wVoV2VALjmzSL3qccxivMJbN5N24S8+Pz55BZz\nwL3ysUj9vI4Nw7nKXQC/ASqklP/S5fHCzvl1gNuAvcPVBkVRxpdEdyZYlsUbb7xBeXk5s2fPZsWK\nFTidzgGfUziN6GI100ICMhTByPJiNrXG575PX1AZOVaL3epHS3UjAdvnjz8fG64PV1YR2l+FhPj+\n8WQP6sroG84e+mLgAeBjIcSuzse+C9wjhJhPdMj9CPCVYWyDoijjSCI7E4LBIGvXrqWqqoolS5Zw\n9dVXI4To44z9n1OGTVxzpiE8qUSO1oBpYpQUYncEsIPhXufMHSUFaBnRuuXQfdV6bN2G/42NSOj1\nhkBRztZwrnLfCPT2v0jtOVcU5aycaWdCU1MTq1atoqmpiVtvvZX58+cP6pyOkoJoVTXTwsjPASkx\nj9WgeT147lqMeaIe94LSbsHYKM4n8yt30rFha6810o3ifDzLlxDeezDhHRbjJQGSMrxUpjhFUZJG\nfzsTjh49ypo1awB48MEHmTx5cvw5s7qO4I79uPftw5wxu0eA7eucvZVYjSVjidUsD+89iFGQ262k\naew583hdr8VRBrLDYjwlQFKGlwroiqIkld62ge3atYvXXnuNrKws7r33XrKzs+PPdV2klhkI0HDo\nFJlfvatbVrT+tvx1zeMeC8D9DdMnmrAo0W2G4ykBkjK8VEBXFCVpSSl555132LRpE9OmTeOOO+4g\nJSWl22u6LVKzTcz6RpqeeQ4jO6PfHm/XAA49c633N0w/lAmLxlMCJGV4qYCuKEpSCofD/PnPf6ai\nooKysjKWL1+Orus9Xtd1kZoIRUDX0dzOfnu8pw9zp159ebdesgybCQ/TD7Y3Pd4SICnDRwV0RVGS\njs/nY/Xq1dTW1nLDDTdw2WWX9bmS3SjOJ/cHjxHcsZ+9+/Yx5bplPUqXnq7rMHeosorwwcPYoe6r\n2hMZph8qp58vWL5PpXxVelABXVGUpFJTU8OqVasIhUKsXLmSmTNnnvEYozgfT3E+wXQRD4CxgAjR\nBDJde7+xYe5QZRXh/VXR7TqGQer1i3GXzT7jEP3ZBPNEjw+W76Puaz8C06LV0PssIqOce1RAVxQl\naVRWVvLyyy+TmprKF7/4RfLzzy5wxlahB7d+DFKiuZzd5tO77hcXEC9rqk/I6jOYD2Yl+kCOD+6s\njI4eFOdhVtf3WURGOfdoo90ARVGUM5FSsmnTJtasWUNeXh5f+tKXziqYQ/fhdLvVj+3zY5QUgmnF\nK6fBZ/vFNa/njAvSup7z9PMMtE1nOt69oDS6SK66vlsRGUVRPXRFUcY0y7JYt24du3bt4vzzz+eW\nW27B4XAM+DxmdR3OiiOISyfEV41rGZ54spjeAnbXBWnCacQD7em958GuRB/I8apsqtIXFdAVRRmz\nOjo6ePHFFzl69ChXXnklS5cu7TeNa19iQ9qeE9X4PqnF+8DN8X3oQI+5697ms/sbEh/sSvSBHq/K\npiq9UQFdUZQxqaGhgRdeeAGfz8ftt9/OBRdccNbnCpZXYNacwvKkRAuthE1SFs6LP981gJrVdTQ8\n9Utsnx/N6yH3qccTSu4y2JXtqp69MlgqoCuKMuZUVVWxdu1aNE3joYceYtKknrXLE2VW1+Fft4HI\n4WpSAgHsy+f3O6QdLK8gtPsTRKobebiaYHkF7rLZKrmLMuapgK4oyphSXl7O66+/Tk5ODvfeey+Z\nmZmDOl/kWC2a00Ha9Yto+2gnnluW9tkTNqvrCB84gjQtNKIlIRFy2JO7qOIrylBQAV1RlDHBtm3e\neustPvroI6ZPn84dd9yBy+Ua9HljC87sljasHC/ui+b0+rrYPLvt84MQiAwPrplT4q8friFxVXxF\nGSoqoCuKMupCoRAvv/wyBw4c4NJLL+WGG25A06K7agfbe+3au/6k+kif+8j9b2zE9vlxlk4DwL1o\nAZ7lSwZ8zYG2VxVfUYaKCuiKooyq1tZWVq1aRX19PTfeeCOXXHJJ/Lmh6r3GetfWhuYez8WuYfn8\nhPdXAUTrnXcG84EE6LNpryq+ogwVFdAVRRlxsSBZ7xasfedNTNPk3nvvZfr06d1eNxK919g1XL30\nzAcaoM+mvar4ijJUVEBXFGVExYLkp3qEv6XbpHvTeejv/o4JEyb0eO1I9F67XkPv0jOHgQfos22v\n2rKmDAUV0BVFGVHhozWUOyNsTbMpiMAdZUvI6SWYw8j0Xvu7xkADtOptK6NJBXRFUUaMaZq8UbWf\nvWk2M4OCpQEHGdMn93tMor3XwZQU7esaZxOgVW9bGS0qoCuKMiLa29tZs2YNx48fZ+nFl3JJViHO\nyYVDEvyGs6SoCtBKslABXVGUYVdfX8+qVavw+/3ceeedzJnT+17ws6VKiiqKCuiK0oPK2jW0Pv30\nU1566SUcDgcPP/wwxcXFQ34N94JSWlVJUeUcpwK6ck7qK2irrF1Da+vWraxfv568vDzuueceMjIy\nhuU6qqSooqiArpyD+gvaKmvX0LBtm/Xr17Nt2zZmzpzJF77wBZxO57Bec7hKiqoRGyVZqICunHP6\nC9oqa9fgBYNBXnrpJQ4dOsTChQu59tpr42lck03XLHIyGCb7iYdU718Zs1RAV845/QVttY94cJqb\nm1m1ahWNjY3cfPPNXJhfTGjLx0n7XkaO1WL5/JhHTmL72ml65jnyfvpEUn4vyvinArpyzjlT0D5X\ntykNdmj5+PHjrF69Gtu2uf/++5nkTE369QiOkgJkMIzta0fzpqG5nWoaRhmzVEBXzknnatDuy2AX\nA+7Zs4dXX32VjIwM7r33XnJycghs3p306xGM4nyyn3iIpmeeQ3M70bweNQ2jjFkqoCuKctaLAaWU\nbNiwgffff58pU6Zw1113kZKSAoyf9Qjusrnk/fQJNQ2jjHkqoCuKclbBNxKJ8Morr7Bv3z7mz5/P\nTTfdhK7r8edHej3CcK5GVyM6SjJQAV1RlAEHX7/fz+rVq6murua6667jkpJphLfu7XHsUAXCMwVr\nlT9AUQYQ0IUQxcDkrsdIKd8fjkYpijLyEg2+tbW1rFq1ikAgwN1338309KxhDaZmdR31/+dfsBqa\n0XOzyPvJN3ucP1nzB6g97spQSiigCyH+Cbgb2A9YnQ9LQAV0JempX6qJO3DgAH/84x9xuVw88sgj\nFBYWDvvit/a3PiL44S7QdSIHjtL+1kdkPHxrt9ck43y9GlVQhlqiPfQVwCwpZWg4G6MoI039Uk2M\nlJKPPvqIN998k6KiIlauXEl6ejow/MHUamwCKRFOA9lhRr8+TTLmD0jWUQVl7Eo0oFcBDkAFdGVc\nUb9Uz8yyLF5//XV27NjBnDlzWLFiBQ6HI/78cAfT1KWX4lu1HhkMo+Vmkbr00l5fN1Lz9UMlGUcV\nlLEt0YDeAewSQrxDl6Aupfxfw9IqRRkh6pdq/wKBAGvXruXw4cNcccUVLFu2DCFEj9cN5ypwd9lc\nCv7z/45I4ZWRHLFJxlEFZWxLNKC/2vlHUcYV9Uu1b01NTbzwwgs0NzezYsUK5s2bN2ptGa7CK6cb\n6REbtR1OGUoJBXQp5XNCiBSgREr5yTC3SVFGlPql2tORI0d48cUXAXjwwQeZPHnyKLdoZKgRGyWZ\nJbrK/WbgnwEnMFUIMR/4RynlLcPZOEVRRt7OnTtZt24d2dnZ3HPPPWRnZ492k0aMGrFRklmiQ+5P\nAZcCGwCklLuEENOGqU2KoowCKSVvv/02H374IdOmTePOO+/E7XaPdrNGnBqxUZJVogE9IqVsPW0x\njD0M7VEUZRSEw2H+9Kc/UVlZycUXX8zy5cuTtoa5opyrEg3o+4QQ9wK6EGIG8L+AD4evWYqijBSf\nz8eqVauoq6vjc5/7HJdeemmvK9nHs65b1YCEh9zN6jqC5RVYzS3oWZm4y2ar3r0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ax.plot(list_of_cs_s[list_of_depths < 15], list_of_model_s[list_of_depths < 15], \n", " '.', color = 'Crimson', alpha = 0.5, label = 'surface')\n", "ax.plot(list_of_cs_s[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " list_of_model_s[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " '.', color = 'DarkOrange', alpha = 0.5, label = 'intermediate')\n", "ax.plot(list_of_cs_s[list_of_depths >= 22], list_of_model_s[list_of_depths >= 22], \n", " '.', color = 'DeepPink', alpha = 0.5, label = 'deep')\n", "\n", "ax.plot(list_of_cs_s[(list_of_depths < 15) & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " list_of_model_s[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)], \n", " '.', color = 'ForestGreen', alpha = 0.5, label = ' Juan de Fuca surface')\n", "ax.plot(list_of_cs_s[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " list_of_model_s[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " '.', color = 'CornflowerBlue', alpha = 0.5, label = ' Juan de Fuca intermediate')\n", "ax.plot(list_of_cs_s[(list_of_depths >= 22) & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " list_of_model_s[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)], \n", " '.', color = 'DarkOrchid', alpha = 0.5, label = ' Juan de Fuca deep')\n", "\n", "ax.plot(np.arange(0,56), color = 'grey')\n", "ax.grid('on')\n", "ax.set_ylim(5, 35)\n", "ax.set_xlim(9,35)\n", "ax.set_title('DFO Salinity')\n", "ax.set_xlabel('DFO')\n", "ax.set_ylabel('Nowcast-green');\n", "ax.legend()\n", "print('surface bias = ' + str(-np.mean(list_of_cs_s[list_of_depths < 15]) \n", " + np.mean(list_of_model_s[list_of_depths < 15])))\n", "print('surface RMSE = ' + str(np.sqrt(np.sum((list_of_model_s[list_of_depths < 15] \n", " - list_of_cs_s[list_of_depths < 15])**2) /\n", " len(list_of_cs_s[list_of_depths < 15]))))\n", "xbar = np.mean(list_of_cs_s[list_of_depths < 15])\n", "print('surface Willmott = ' + str(1-(np.sum((list_of_model_s[list_of_depths < 15] \n", " - list_of_cs_s[list_of_depths < 15])**2) / \n", " np.sum((np.abs(list_of_model_s[list_of_depths < 15] - xbar) \n", " + np.abs(list_of_cs_s[list_of_depths < 15] - xbar))**2))))\n", "\n", "print('intermediate bias = ' + str(-np.mean(list_of_cs_s[(22 > list_of_depths) \n", " & (list_of_depths >= 15)]) \n", " + np.mean(list_of_model_s[(22 > list_of_depths) \n", " & (list_of_depths >= 15)])))\n", "print('intermediate RMSE = ' + str(np.sqrt(np.sum((list_of_model_s[(22 > list_of_depths) \n", " & (list_of_depths >= 15)] \n", " - list_of_cs_s[(22 > list_of_depths) \n", " & (list_of_depths >= 15)])**2) /\n", " len(list_of_cs_s[(22 > list_of_depths) & (list_of_depths >= 15)]))))\n", "xbar = np.mean(list_of_cs_s[(22 > list_of_depths) & (list_of_depths >= 15)])\n", "print('intermediate Willmott = ' + str(1-(np.sum((list_of_model_s[(22 > list_of_depths) \n", " & (list_of_depths >= 15)] \n", " - list_of_cs_s[(22 > list_of_depths) \n", " & (list_of_depths >= 15)])**2) / \n", " np.sum((np.abs(list_of_model_s[(22 > list_of_depths) \n", " & (list_of_depths >= 15)] - xbar) \n", " + np.abs(list_of_cs_s[(22 > list_of_depths) \n", " & (list_of_depths >= 15)] - xbar))**2))))\n", "\n", "print('deep bias = ' + str(-np.mean(list_of_cs_s[list_of_depths >= 22]) \n", " + np.mean(list_of_model_s[list_of_depths >= 22])))\n", "print('deep RMSE = ' + str(np.sqrt(np.sum((list_of_model_s[list_of_depths >= 22] \n", " - list_of_cs_s[list_of_depths >= 22])**2) /\n", " len(list_of_cs_s[list_of_depths >= 22]))))\n", "xbar = np.mean(list_of_cs_s[list_of_depths >= 22])\n", "print('deep Willmott = ' + str(1-(np.sum((list_of_model_s[list_of_depths >= 22] \n", " - list_of_cs_s[list_of_depths >= 22])**2) / \n", " np.sum((np.abs(list_of_model_s[list_of_depths >= 22] - xbar) \n", " + np.abs(list_of_cs_s[list_of_depths >= 22] - xbar))**2))))\n", "\n", "print('bias = ' + str(-np.mean(list_of_cs_s) + np.mean(list_of_model_s)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((list_of_model_s - list_of_cs_s)**2) /\n", " len(list_of_cs_s))))\n", "xbar = np.mean(list_of_cs_s)\n", "print('Willmott = ' + str(1-(np.sum((list_of_model_s - list_of_cs_s)**2) / \n", " np.sum((np.abs(list_of_model_s - xbar) \n", " + np.abs(list_of_cs_s - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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FBW63m7Fjxx53jtvtZv369dx0003BMY/Hc3ovjpw2JZ1EREREREREwkHshYEldVEdvh3z\nOAPjLcRmswX/brVa8Xq9x51jmiajR4/mtddea3SOmJiYRue0WCwN5rdYLHi9XkzT5Cc/+Qm//e1v\nG1z39ttvNynmyZMn8/bbb5OWlsaSJUvIzs4+7hy/3098fDwFBQVNmlNahpbXiYiIiIiIiISDXhMC\nSaeaw2D6v/17rwmt/tAOhwOXywXAZZddxrp169i5cycAVVVVjVYgNdXVV1/NihUr2L9/PwCHDh3i\nyy+/5NJLL+U///kP5eXl1NXV8cYbbzR6vcvlonv37tTV1bF06dJGY46NjaVnz57BOUzTZNOmTWcc\nszSNkk4iIiIiIiIi4aBLKmQ8FKh0cu0JHDMeCoy3silTpjBu3DhGjRpF586dWbJkCRMnTiQ1NZWh\nQ4c2qyn3gAEDeOKJJxgzZgypqamMHj2asrIyunfvzpw5cxg6dCjDhg2jf//+jV7/+OOPc+mllzJs\n2DD69esXHL/lllv4wx/+wKBBg9i1axdLly5l8eLFpKWlkZyczDvvvHPGMUvTGKZphjqGVpGRkWHm\n5eWFOgyRZju2g4SIhJ+z8f71FO3EvSoHX+lerIndsGeNwJbcq1UfU+R8oJ+/IuEr3N6/W7duPWEy\nRSTUGvv+NAwj3zTNjKZcr0onERGRMOUp2knFgmX4nS6sCV3wO11ULFiGp2hnqEMTEREREVEjcRER\nkbbkdCqX3KtysMQ5sMY7AIJH96ocVTuJiIiISMip0klERKSNON3KJV/pXiyxDXeHscTG4CvdezbC\nFRERERE5KSWdRERE2oj6lUuGxYI13oElzoF7VU6j51sTu+GvrGow5q+swprY7WyEKyIiIiJyUko6\niYiItBGnW7lkzxqB3+nCV+HC9PvxVbjwO13Ys0acjXBFRERERE5KSScREZE24nQrl2zJvYifdguW\nOAe+b/ZjiXMQP+0W9XMSERERkTZBjcRFRETaCHvWCCoWLAMCFU7+yir8Thext11zwmtsyb2UZBIR\nEZEWNWfOHOx2Ow899FCoQ5Ewp6STiIhIG3Gscqn+7nWxt12jpJKIiIh8q+ggrNoFpS5IdEDWxZDc\nKdRRiTRKy+tERETaEFtyLzrOvIsu839Jx5l3KeEkIiIi3yo6CAs+B6cHEuyB44LPA+PN9OSTT9Kn\nTx+uuOIKtm/fDsCuXbsYN24cQ4YMYfjw4Wzbtg2AAwcOcMMNN5CZmUlmZibr1q0DAhVSkyZNYujQ\nofTu3ZtFixY1Oy4Jb6p0EhEREREREQkHq3ZBnA3ibYHbx46rdjWr2ik/P59ly5ZRUFCA1+tl8ODB\nDBkyhClTprBw4UJ69+7NZ599xrRp0/joo4948MEHmTFjBldccQVfffUVY8eOZevWrQAUFhby6aef\nUlVVxaBBg7jmmmtISEho7jOXMKWkk4iIiIiIiEg4KHUFKpzqi40MjDfD2rVruf7664mOjgZg/Pjx\n1NTUsH79em666abgeR6PB4DVq1dTXFwcHK+srMTtdgPwox/9iPbt29O+fXtGjRrFhg0buO6665oV\nn4QvJZ1EREREREREwkGiI7Ck7liFE0BlbWC8hfn9fuLj4ykoKGj0vk8//ZSoqKjj7jMM46S35fyi\nnk4iIiIiIiIi4SDr4kDSqcIDfjNwdHoC480wYsQI3n77bY4cOYLL5eLvf/870dHR9OzZkzfeeAMA\n0zTZtGkTAGPGjOGZZ54JXl8/MfXOO+9QU1NDeXk52dnZZGZmNis2CW9KOomIiIiIiIiEg+ROMG1Q\noK/TN+7AcdqgZu9eN3jwYH784x+TlpbGD3/4w2CiaOnSpSxevJi0tDSSk5N55513AJg/fz55eXmk\npqYyYMAAFi5cGJwrNTWVUaNGcdlll/GrX/1K/ZzOc1peJyIiIiIiIhIukjs1O8nUmEceeYRHHnnk\nuPH333//uLFOnTqxfPnyRudJTU3lpZdeavH4JDyp0klERERERERERFqcKp1EREREREREpNnmzJkT\n6hCkjVGlk4iIiIiIiIiItDglnUREREREREREpMUp6SQiIiIiIiIiIi1OSScREREREREREWlxSjqJ\niIiIiIiInOfsdvtZe6zJkyezYsWKJp8/Z84cEhMTSU9PJz09nV/84hetGF3zvPHGG/Tv359Ro0aF\nOpQ2QbvXiYiIiIiIiISJbfu38f6O9/mm8hsSYhMY13sc/br0C3VYrW7GjBk89NBDoQ7jhEzTxDRN\nFi9ezKJFi7jiiitCHVKboEonERERERERkTCwbf82FuUtorKmku6O7lTWVLIobxHb9m9rkfmzs7PJ\nysoK3p4+fTpLliwB4LHHHiMzM5OUlBSmTJmCaZoAjBw5kpkzZ3LJJZfQp08f1q5de9y8pmkyffp0\n+vbtyw9+8AP2798fvC8/P58rr7ySIUOGMHbsWMrKypocb1JSEgcPHgQgLy+PkSNHAuB2u7nzzjsZ\nOHAgqamprFy5EoD77ruPjIwMkpOTmT17dqNzzp8/nwEDBpCamsott9wCBCqt5s6dGzwnJSWFkpIS\nSkpK6Nu3L3fccQcpKSk8/vjjfPzxx/z0pz/l4YcfpqSkhOHDhzN48GAGDx7M+vXrg3M89dRTDBw4\nkLS0tGDl1q5duxg3bhxDhgxh+PDhbNvWMl/XUFKlk4iIiIiIiEgYeH/H+8TZ4oiLigMIHt/f8X6r\nVztNnz6dX//61wBMmjSJVatWce211wLg9XrZsGED//znP3n00UdZvXp1g2vfeusttm/fTnFxMfv2\n7WPAgAHcdddd1NXVcf/99/POO+/QuXNnli9fziOPPMILL7xw3OPPmzePV155BQgkbMaOHXvCWB9/\n/HHi4uLYvHkzAIcPHwbgySef5Hvf+x4+n4+rr76awsJCUlNTG1z7u9/9jt27d2Oz2aioqDjl67Jj\nxw5efPFFLrvsMgDWrFnD3LlzycjIoLq6mn/9619ERUWxY8cOJk6cSF5eHu+99x7vvPMOn332GdHR\n0Rw6dAiAKVOmsHDhQnr37s1nn33GtGnT+Oijj04ZQ1umpJOIiIiIiIhIGPim8hu6O7o3GHPYHHxT\n+U2rP/aaNWv4/e9/T3V1NYcOHSI5OTmYdJowYQIAQ4YMoaSk5Lhrc3JymDhxIlarlYSEBK666ioA\ntm/fzpYtWxg9ejQAPp+P7t27H3c9nN7yutWrV7Ns2bLg7Q4dOgDw+uuv89xzz+H1eikrK6O4uPi4\npFNqaiq33XYb1113Hdddd90pH+uiiy4KJpy+q66ujunTp1NQUIDVauWLL74IxnfnnXcSHR0NwPe+\n9z3cbjfr16/npptuCl7v8Xia9HzbMiWdRERERERERMJAQmwClTWVwQonAJfHRUJsQovMHxERgd/v\nD96uqakJHqdNm0ZeXh49evRgzpw5wfsAbDYbAFarFa/X2+THM02T5ORkPvnkk2bHWz+exuzevZu5\nc+eSm5tLhw4dmDx5cqPX/OMf/yAnJ4e///3vPPnkk2zevPmErwtATEzMCR9z3rx5dO3alU2bNuH3\n+4mKijrhuX6/n/j4eAoKCk76PMKNejqJiIiIiIiIhIFxvcfh9Dhx1jjxm36cNU6cHifjeo9rkfkv\nuugiiouL8Xg8VFRU8O9//xv4NsnSqVMn3G73ae08BzBixAiWL1+Oz+ejrKyMNWvWANC3b18OHDgQ\nTDrV1dVRVFTU5HmTkpLIz88HCPZtAhg9ejTPPvts8Pbhw4eprKwkJiaGuLg49u3bx3vvvXfcfH6/\nn6+//ppRo0bx1FNP4XQ6cbvdJCUlsXHjRgA2btzI7t27mxSf0+mke/fuWCwWXn75ZXw+XzC+v/3t\nb1RXVwNw6NAhYmNj6dmzJ2+88QYQSMht2rSpya9FW6Wkk4iIiIiIiEgY6NelH/dk3ENsVCxlrjJi\no2K5J+OeZvdz8nq92Gw2evTowc0330xKSgo333wzgwYNAiA+Pp577rmHlJQUxo4dS2Zm5mnNf/31\n19O7d28GDBjAHXfcwdChQwGIjIxkxYoVzJw5k7S0NNLT0xs02z6V2bNn8+CDD5KRkYHVag2Oz5o1\ni8OHD5OSkkJaWhpr1qwhLS2NQYMG0a9fP2699VaGDRt23Hw+n4/bb7+dgQMHMmjQIB544AHi4+O5\n4YYbgksK//znP9OnT58mxTdt2jRefPFF0tLS2LZtW7Aqaty4cYwfP56MjAzS09ODTcqXLl3K4sWL\nSUtLIzk5mXfeeafJr0VbZRzrOH+uycjIMPPy8kIdhkizZWdnB3dhEJHwovevSPjS+1ckfIXb+3fr\n1q30798/pDFs2rSJe+65hw0bNoQ0Dml7Gvv+NAwj3zTNjKZcr0onERERERERkfPUwoULmThxIk88\n8USoQ5FzkBqJi4iIiIiIiJynpk6dytSpU0MdhpyjVOkkIiIiIiIiIiItTkknERERERERERFpcUo6\niYiIiIiIiIhIi1PSSUREREREREREWpySTiIi0myeop2UP/UC+x/4DeVPvYCnaGeoQxIRERGR02C3\n28/aY02ePJkVK1Y0+fw5c+aQmJhIeno66enp/OIXv2i12H7961+zevXqk56TnZ3N+vXrWy2Gpjr2\nNfvmm2+48cYbT3puSUkJr7766tkIqwHtXiciIs3iKdpJxYJlWOIcWBO64He6qFiwjPhpt2BL7hXq\n8ERERETOKV8f9PL5f2spd/vpaLcw6PuR9Oh07n+0nzFjBg899FCrP85jjz12ynOys7Ox2+1cfvnl\nTZ7X6/USEdE6X6eEhIRTJvGOJZ1uvfXWVonhRFTpJCIizeJelRNIOMU7MCwWrPEOLHEO3KtyQh2a\nSKtQZZ+IiITK1we9fLiphmqPn+/FGFR7/Hy4qYavD3pbZP7s7GyysrKCt6dPn86SJUuAQDImMzOT\nlJQUpkyZgmmaAIwcOZKZM2dyySWX0KdPH9auXXvcvKZpMn36dPr27csPfvAD9u/fH7wvPz+fK6+8\nkiFDhjB27FjKysqaHG9SUhIHDx4EIC8vj5EjRwLgdru58847GThwIKmpqaxcuRKA++67j4yMDJKT\nk5k9e3ajc9avwkpKSmL27NkMHjyYgQMHsm3bNkpKSli4cCHz5s0jPT2dtWvXcuDAAW644QYyMzPJ\nzMxk3bp1QKBCa9KkSQwbNoxJkyaxZMkSrrvuOkaPHk1SUhJ//vOf+eMf/8igQYO47LLLOHToEAC7\ndu1i3LhxDBkyhOHDh7Nt2zYAdu/ezdChQxk4cCCzZs0KxlxSUkJKSkrw78OHD2fw4MEMHjw4WJH1\ni1/8grVr15Kens68efPw+Xw8/PDDZGZmkpqayl//+tcmv+6nQ0knERFpFl/pXiyxMQ3GLLEx+Er3\nhigikdZzrLLP73Q1qOxT4klERM6Gz/9bS0wkRNssGIZBtM1CTGRgvLVNnz6d3NxctmzZwpEjR1i1\nalXwPq/Xy4YNG3j66ad59NFHj7v2rbfeYvv27RQXF/PSSy8FEyF1dXXcf//9rFixgvz8fO666y4e\neeSRRh//WJInPT2dDz744KSxPv7448TFxbF582YKCwu56qqrAHjyySfJy8ujsLCQ//znPxQWFp7y\neXfq1ImNGzdy3333MXfuXJKSkpg6dSozZsygoKCA4cOH8+CDDzJjxgxyc3NZuXIld999d/D64uJi\nVq9ezWuvvQbAli1bePPNN8nNzeWRRx4hOjqazz//nKFDh/LSSy8BMGXKFJ555hny8/OZO3cu06ZN\nA+DBBx/kvvvuY/PmzXTv3r3ReLt06cK//vUvNm7cyPLly3nggQcA+N3vfsfw4cMpKChgxowZLF68\nmLi4OHJzc8nNzWXRokXs3r37lK/H6QqrGjzDMEoAF+ADvKZpZoQ2IhERsSZ2C3wAj3cEx/yVVVgT\nu4UwKpHWUb+yDwge3atytJxURERaXbk7UOFUX/tIg3K3v9Ufe82aNfz+97+nurqaQ4cOkZyczLXX\nXgvAhAkTABgyZAglJSXHXZuTk8PEiROxWq0kJCQEk0Dbt29ny5YtjB49GgCfz3fCZMrpLK9bvXo1\ny5YtC97u0KEDAK+//jrPPfccXq+XsrIyiouLSU1NPelc9Z/bm2++ecLHKy4uDt6urKzE7XYDMH78\neNq3bx+0Kaa9AAAgAElEQVS8b9SoUTgcDhwOB3FxccHXcODAgRQWFuJ2u1m/fj033XRT8BqPxwPA\nunXrglVbkyZNYubMmcfFUldXx/Tp0ykoKMBqtfLFF180GvOHH35IYWFhsKrL6XSyY8cOevbsedLX\n43SFVdLpqFGmaR4MdRAiIhJgzxpBxYLAD3VLbAz+yir8Thext10T4shEWp6vdC/WhC4Nxlq6ss9T\ntBP3qpzAYyV2w541QgktEREBoKPdQrXHT7Tt28TTkVqTjvaWWcQUERGB3/9tAqumpiZ4nDZtGnl5\nefTo0YM5c+YE7wOw2WwAWK1WvN6mL/UzTZPk5GQ++eSTZsdbP57G7N69m7lz55Kbm0uHDh2YPHny\nKa+Bpj03v9/Pp59+SlRU1HH3xcQ0XBFwbD4Ai8USvG2xWPB6vfj9fuLj4ykoKGj0sQzDaHT8mHnz\n5tG1a1c2bdqE3+9vNCYIvPbPPPMMY8eOPel8zaXldSIi0iy25F7ET7sFS5wD3zf7scQ51ERczlnW\nxG74K6sajLVkZZ+W74mIyMkM+n4kVbVQ7fFjmibVHj9VtYHxlnDRRRdRXFyMx+OhoqKCf//738C3\nCZ1OnTrhdrtPa+c5gBEjRrB8+XJ8Ph9lZWWsWbMGgL59+3LgwIFg0qmuro6ioqImz5uUlER+fj5A\nsAIIYPTo0Tz77LPB24cPH6ayspKYmBji4uLYt28f77333mk9h/ocDgculyt4e8yYMTzzzDPB2ydK\nGDVFbGwsPXv25I033gACyaFNmzYBMGzYsGAF19KlSxu93ul00r17dywWCy+//DI+n6/RmMeOHctf\n/vIX6urqAPjiiy+oqqpqdM7mCLekkwmsNgwj3zCMKaEORkREAmzJveg48y66zP8lHWfepYSTnLPs\nWSPwO134KlyYfj++Chd+pwt71ogWmV+N+UVE5GR6dIpgTFoU0TYLh6pMom0WxqRFNXv3Oq/Xi81m\no0ePHtx8882kpKRw8803M2jQIADi4+O55557SElJYezYsWRmZp7W/Ndffz29e/dmwIAB3HHHHQwd\nOhSAyMhIVqxYwcyZM0lLSyM9PT3Y76kpZs+ezYMPPkhGRgZWqzU4PmvWLA4fPkxKSgppaWmsWbOG\ntLQ0Bg0aRL9+/bj11lsZNmzYaT2H+q699lreeuutYCPx+fPnk5eXR2pqKgMGDGDhwoVnPDcEEkqL\nFy8mLS2N5ORk3nnnHQD+9Kc/8eyzzzJw4EBKS0sbvXbatGm8+OKLpKWlsW3btmClVWpqKlarlbS0\nNObNm8fdd9/NgAEDGDx4MCkpKdx7772nVaXWVMaxjvPhwDCMRNM0Sw3D6AL8C7jfNM2cevdPAaYA\ndO3adUj9NZwi4crtdmO320MdhoicAb1/z03tP9mC/f3PsByqxP+9WNzjLuXI0JQWmbvDs2/i6xQH\n9UvnTRPrQSeH/2dCizyGNI3evyLhK9zev3FxcfTqFdpf2G3evJn777+f7OzskMYhbc/OnTtxOp0N\nxkaNGpXf1B7bYdXTyTTN0qPH/YZhvAVcAuTUu/854DmAjIwM89h2iSLhLDs7G30vi4QnvX/PPZ6i\nnVTs+RjLsIxgD7NOeyqI73xBi1T4lX/23+Ma8/sqXFiSepKm76WzSu9fkfAVbu/frVu34nA4Tn1i\nK1m4cCHz58/n6aefDmkc0jZFRUUFK97ORNgsrzMMI8YwDMexvwNjgC2hjUpERETOJ629/K21l++J\niIh819SpUykuLmbMmDGhDkXOQWGTdAK6Ah8bhrEJ2AD8wzTN90Mck4iIiJxHfKV7scQ23IWmJXev\nU2N+EREROZeEzfI60zT/C6SFOg4RERFpHZ6inbhX5eAr3Ys1sRv2rBFtLtliTex23PK3lty9DgKJ\np7b2vEVERETORDhVOomIiMg5ylO0k4oFywIJnYQu+J0uKhYsw1O0M9ShNaDlbyIiIiJNp6STiIiI\nhFxr90pqKVr+JiIiItJ0YbO8TkRE2qZwWBIlbZ+vdC/WhC4NxlqyV1JL0vI3ERE5F9ntdtxu91l5\nrMmTJ5OVlcWNN97YpPPnzJnDokWL6Ny5MwDjxo3jd7/7XWuGCEBJSQlZWVls2aI9zM6Ukk4iInLG\nji2JssQ5GiyJUuWHnK6z0StJRETkXFC+o5rdH1XgLqvF3j2SnlfF07F3dKjDanUzZszgoYceCnUY\ncpq0vE5ERM5YuCyJCieeop2UP/UC+x/4DeVPvdDmehq1FvVKEhERObXyHdUUvrwPT6WXmK7t8FR6\nKXx5H+U7qltk/uzsbLKysoK3p0+fzpIlSwB47LHHyMzMJCUlhSlTpmCaJgAjR45k5syZXHLJJfTp\n04e1a9ceN69pmkyfPp2+ffvygx/8gP379wfvy8/P58orr2TIkCGMHTuWsrKyJseblJTEwYMHAcjL\ny2PkyJEAuN1u7rzzTgYOHEhqaiorV64E4L777iMjI4Pk5GRmz57d6Jz5+fmkpaWRlpbGs88+Gxz3\n+Xw8/PDDZGZmkpqayl//+tfgfX/4wx+C48fmLSkpoV+/ftx2223079+fG2+8kerqlvk6hRMlnURE\n5Iy19vbx55vTbaZ9LiWo1CtJRETk1HZ/VEGkw4otNgLDYmCLjSDSYWX3RxWt/tjTp08nNzeXLVu2\ncOTIEVatWhW8z+v1smHDBp5++mkeffTR465966232L59O8XFxbz00kusX78egLq6Ou6//35WrFhB\nfn4+d911F4888kijjz9v3jzS09NJT0/ngw8+OGmsjz/+OHFxcWzevJnCwkKuuuoqAJ588kny8vIo\nLCzkP//5D4WFhcdde+edd/LMM8+wadOmBuOLFy8mLi6O3NxccnNzWbRoEbt37+bDDz9kx44dbNiw\ngYKCAvLz88nJCfwCdvv27UybNo2tW7cSGxvLggULThr3uUjL60RE5IxpSVTLql85BgSP7lU5xyVf\nzsWljeqVJCIicnLuslpiurZrMBZpt+Iuq231x16zZg2///3vqa6u5tChQyQnJ3PttdcCMGHCBACG\nDBlCSUnJcdfm5OQwceJErFYrCQkJwSTQ9u3b2bJlC6NHjwYC1UTdu3dv9PFPZ3nd6tWrWbZsWfB2\nhw4dAHj99dd57rnn8Hq9lJWVUVxcTGpqavC8iooKKioqGDEiUGk9adIk3nvvPQA+/PBDCgsLWbFi\nBQBOp5MdO3bw4Ycf8uGHHzJo0CAgUGW1Y8cOLrzwQnr06MGwYcMAuP3225k/f/55t0RQSScRETlj\n9qwRVCwI/EC3xMbgr6zC73QRe9s1IY4sPJ1OM+3TSVCJiIjIucHePRJPpRdb7Lcf5WvdPuzdI1tk\n/oiICPx+f/B2TU1N8Dht2jTy8vLo0aMHc+bMCd4HYLPZALBarXi93iY/nmmaJCcn88knnzQ73vrx\nNGb37t3MnTuX3NxcOnTowOTJk095zXdjfeaZZxg7dmyD8Q8++ID/+3//L/fee2+D8ZKSEgzDaDD2\n3dvnAy2vExGRM6YlUS3LmtgNf2VVg7ETVY5paaOIiMj5p+dV8dS6fHgqvZh+E0+ll1qXj55XxbfI\n/BdddBHFxcV4PB4qKir497//DXyb0OnUqRNutztY7dNUI0aMYPny5fh8PsrKylizZg0Affv25cCB\nA8GkU11dHUVFRU2eNykpifz8fIBg3yaA0aNHN+jHdPjwYSorK4mJiSEuLo59+/YFK5jqi4+PJz4+\nno8//hiApUuXBu8bO3Ysf/nLX6irqwPgiy++oKqqirFjx/LCCy8Ed/4rLS0N9qz66quvgs/t1Vdf\n5YorrmjycztXqNJJRESaRUuiWs7pVI5paaOIiMj5p2PvaFIndW2we12/6zo1e/c6r9eLzWajR48e\n3HzzzaSkpNCzZ8/gkrH4+HjuueceUlJS6NatG5mZmac1//XXX89HH33EgAEDuPDCCxk6dCgAkZGR\nrFixggceeACn04nX6+VnP/sZycnJTZp39uzZ/PSnP+VXv/pVsIk4wKxZs/if//kfUlJSsFqtzJ49\nmwkTJjBo0CD69evXYNnbd/3tb3/jrrvuwjAMxowZExy/++67KSkpYfDgwZimSefOnXn77bcZM2YM\nW7duDT4nu93OK6+8gtVqpW/fvjz77LPcddddDBgwgPvuu++0XrdzgXGs4/y5JiMjw8zLywt1GCLN\nlp2d3eAfUBEJH2fy/vUU7cS9Kiew1C6xG/asEY0m9er3dKqfoFKlmUjL0M9fkfAVbu/frVu30r9/\n/5DGsGnTJu655x42bNgQ0jjOJSUlJWRlZbFly5ZQh9IsjX1/GoaRb5pmRlOuV6WTiIhIG9LUyrFj\nSxvrJ6hib7tGCScRERE5LQsXLmT+/Pk8/fTToQ5FzkFKOomIiIQpLW0UERGR5po6dSpTp04NdRjn\nnKSkpLCvcmoJSjqJiIiItCFNXWIpIiIi0tZp9zoRERGRNuJYry6/04U1oQt+p4uKBcvwFO0MdWgi\nItKKztVeyxLeWuL7UkknERERkTbCvSoHS5wDa7wDw2LBGu/AEufAvSon1KGJiEgriYqKory8XIkn\naVNM06S8vJyoqKhmzaPldSIiIiJthK90L2ZEOzwff47pcmM47LTrdSGme2+oQxMRkVZywQUXsGfP\nHg4cOBDqUEQaiIqK4oILLmjWHEo6iYiIiLQVke2oWVeAJTYGwxGD6fFQ80kB7YelhzoyERFpJe3a\ntaNnz56hDkOkVSjpJCIiEqbUcPrcY5oGxnfGjKPjIiIiIuFGPZ1ERETCkBpOn5uMulpsQ9OwREVi\nuqqwREViG5qGUVcb6tBERERETpsqnURERMJQ/YbTQPDoXpWjaqcwZk3sht/pov2wwcExX4ULS1yn\nEEYlIiIicmZU6SQiIhKGfKV7scTGNBizxMbgK1XD6XBmzxqB3+nCV+HC9PvxVbjwO13Ys0aEOjQR\nERGR06akk4iISBiyJnbDX1nVYMxfWYU1sVuIIpKWYEvuRfy0W7DEOfB9sx9LnIP4abeoek1ERETC\nkpbXiYiIhCF71ggqFiwDAhVO/soq/E4XsbddE+LIpLlsyb2UZBIREZFzgiqdREREwpAqYkRERESk\nrVOlk4iISJhSRYyIiIiItGWqdBIRERERERERkRanpJOIiIiIiIiIiLQ4JZ1ERERERERERKTFqaeT\niIg0m6doJ+5VOfhK92JN7IY9a4R6DYmIiIiInOdU6SQiIs3iKdpJxYJl+J0urAld8DtdVCxYhqdo\nZ6hDExERERGREFKlk4iINIt7VQ6WOAfWeAdA8OhelaNqpzPgencNzudX4tt7EGu3TsTdfQOO8aNC\nHZaISEioklZEJLyp0klERJrFV7oXS2xMgzFLbAy+0r0hiih8ud5dQ/ljC/FXurF07Yi/0k35Ywtx\nvbsm1KGJiJx1qqQVEQl/SjqJiEizWBO74a+sajDmr6zCmtgtRBGFL+fzK7HY22ONc2CxWAJHe3uc\nz68MdWgiImdd/Upaw2LBGu/AEufAvSon1KGJiEgTKekkIiLNYs8agd/pwlfhwvT78VW48Dtd2LNG\nhDq0sOPbexDD0bBqzHDE4Nt7MEQRiYiEjippRUTCn5JOIiLSLLbkXsRPuwVLnAPfN/uxxDmIn3aL\nem6cAWu3TpiuhlVjpqsKa7dOIYpIRCR0VEkrIhL+1EhcRESazZbcS0mmFhB39w2Uz5qPd98hwAQM\nLO2sdPj5T0IdmojIWWfPGkHFgmVAoMLJX1mF3+ki9rZrQhyZiIg0lSqdRERE2ojIi3tgvSgBI8KK\n4fVhRFixXpRA5MU9Qh2aiMhZp0paEZHwp0onERGRNsK9KoeogX2wDh8SHPNVuHCvytGHLBEREREJ\nO0o6iYiItBG+0r1YE7o0GFPT3POPp2gn7lU5ge+HxG7Ys0Yo6SjnJU/RTioWLAvsYJfQBb/TRcWC\nZap2EhEJI1peJyIi0kaoaa4c+5Dtd7oafMj2FO0MdWgiZ517VU4g4RTvwLBYsMY7sMQ5cK/KCXVo\nIiLSREo6iYhIs7jeXcOe8dP58pJb2DN+Oq5314Q6pLBlzxqB3+nCV+HC9PvxVbjwO13Ys0aEOjQ5\nS/QhW+RbvtK9WGJjGoyp+lNEJLwo6SQiImfM9e4ayh9biL/SjaVrR/yVbsofW6jE0xlS01zRh2yR\nb6n6U0Qk/Kmnk4iInDHn8yux2NtjjXMEBo4enc+vxDF+VAgjC1+25F5KMp3HrIndAkvr4h3BMX3I\nlvOVPWsEFQuWAYHkq7+yCr/TRext14Q4MhERaSpVOomIyBnz7T2I4WhYlWE4YvDtPRiiiETCm5ZY\ninxL1Z8iIuFPlU4iInLGrN064a90ByucAExXFdZunUIYlUj4OvYhu/7udbG3XXPch2ztcCfnC1V/\nioiENyWdRETkjMXdfQPljy0EAhVOpqsKv/sIHX7+kxBHJhK+TvUhW9vIy/nCU7STihfepnZjEZhg\nyxhA3J3XKwkrIhJGtLxORETOmGP8KDr+eiqWWDv+feVYYu10/PVU9XMSaUXa4U7OB56inZT/5jk8\n6z+HdhGYkREcWVfAod8swlO0s8F5FQuWBXqh1UvC1j9HRERCR5VOIiLSLI7xo4i8uEfwt8y1W3fj\nubiHfsss0kp8pXsxI9rh+fhzTJcbw2GnXa8LMd3a4U7OHe5VOfgOVmDExmCJsgHgNwy8Bw7jXpUT\n/BlTPwkLBI/1zxERkdBR0kmarPCTD/nH2lcpq95L9+huXDP8VlKHjgl1WCISYlrqI3KWRbajZl0B\nltiYwLJWj4eaTwpoPyw91JGJtBhf6V7w1GLE2oNjhi0Sf6U7cF+986wJXRpca4mNaXCONKTliCJy\nNinpJE1S+MmH/PX9ucS2s9M1uguVtZX89f253AtKPIm0srb+n0P9llnk7DJNg8jYw0R/fxvWmGp8\nVdFU/7crpmmEOjSRFmNN7AbbSzA9tRhHK51MTy1GZGTgvnrn+Z2u4M8eAH9lVYNz5Fv6RZGInG3q\n6XSOKX+vlLxJG8j+4XryJm2g/L3SFpn3H2tfJbadnThbLFbDQpwtlth2dv6x9tUWmV9EGhcOvSp8\npXuxxMY0GNNvmeVMeIp2Uv7UC+x/4DeUP/VCm/o+b0si+JL4YfuwtPfic0Viae8lftg+Ivgy1KGJ\ntBh71gisneIxK6vwH6nBd6QGf2UVEZ07YM8a0eA8v9OFr8KF6ffjq3Dhd7oanCPfcq/Kwe/1UVu0\ng+oP1lFbtAO/16eecCLSalTpdA4pf6+Uwqe/JDLaIKZjBB63j8KnvyQV6PjDxGbNXVa9l67RDUuX\n7ZF2yqr1ofJU3nz597yy7XUOWKvp7Ivm9n43M2HS/wl1WBImwqGKSL9lluY6tkNVTU4ulg5xRKb0\n1m/fT6J9168wa2OI6N4hOGZ6DtO+61chjEpaUluvcD0bbMm96PjLKcHd6wwTooalH7d7nS25F/HT\nbmnwesXeds1593o1lWfLF3i/LMNob8NwxOCvqcW39b+Y1UdCHZqInKOUdDqH7H61lMhoA5sj8GUN\nHL3sfrW02Umn7tHdKHF9zQHTiduopfuh73Nx6VD6VF1N3qQN9OxtpWPel7C3CrrFwN0DYXzvFnhW\n4e3Nl3/P73Y9jy/SxDSg2urkd7ueh5dR4kmaJBx6VdizRlCxYBkQiM1fWYXf6SL2tmtCHJmEg2PV\nfLU7v8LSIRYM8OQXEZWZEtyRTR8eG4q8MIKaLVYM04Nhi8T01GJ6rET1ajv/rVPS5Mxp+dO3bMm9\n6Pr/HmrSeefba3Om/E43WIxgc3YjyobPUxsYFxFpBW3nfyfSbO6DXmI6NvySRsZYcR/0nvGcx5qH\nb3BuZld7Jx1q23FheW96lFzNYZub70db8eyppnCjh9RoLx27tYdKDzz2SWCC8zzxtGj7UjxRfmw+\nC1a/gc8w8UT4WbR9KRNQ0klOzZrYjdr/fo1/7wH8lVVYYmOwdOtM5Pd7hDq0IFtyL6LHDsP5/Ep8\new9i7daJuLtv0AeAM+R6d81xr6Vj/KhQh9VqjlXzUVuH4YjBMAz8QO0XX9L+8rQ2lWBtKyIuHEiU\ndTe1JRWYlW6MWDu2fl2JSOwZ6tCAowmnRU8T1XEn1gtc+DwO3Is2wj0/078LTXDsPWHW1lHzSQH+\nyiqIbEfFC283KQEjcjLWOEdgCWJNvaS138Qa5zj1xSIiZ0BJp3OIvVNgSd2xSieA2iof9k5n9mWu\n3zwcA+Jr2+GO8BF/II123gh6uHvhqouh3G0SbRjs9trpaKmBuMBvTnh+83mfdCqzVRPpM7CagfZp\nVtMg0mdSZqsOcWQSLiL798T1xgdY7O0xHDH4nG7qSg9gv6bt9KrwFO2k+oN12FJ6Y7k8HX9lFdUf\nrCPy4h76gHmaXO+uofyxhVjs7bF07Yi/0k35YwsBztnE07FqPktsYJmHEWULfBByubVM80R6TSCi\nYi4RQ5LAFgceJ9Qchl4TQh0ZAEdWLaV97Fp8h8FbBZYYN+1jyziyqjO25NmhDq/N85XuxYyIoDa/\nGKIiAzsU1nioycnFU7RT/642QpV1TReZ0hsjOgpv2UFMlxvDYceWlEi7NvTLLBE5t6iR+Dmk562J\n1FabeFxeTH/gWFtt0vPWM1taV795eJVRR0d/NN1qo+l6uCddKpOIqovCE1GN1zQ4bInioC/y24sd\n7QJL7c5zVj/4vrOZkM8IjIs0Re3W3UQNGYAl1gHuaiyxDqKGDKB26+5QhxZUv++UYbFgjXcEl0XJ\n6XE+vxKLvT3WOAcWiyVwtLfH+fzKUIfWaqyJ3fBXVtGudxLU1OKv8eCv8UC7dmoGfCJdUuH74+HA\nJtj2WuD4/fGB8TbAcuBfePcewXvAg98dOHr3HsFy4F9nPZZwbE5vTexGbdFOiIrEEmXDMAwwDCwd\n4vTvaiOClXW1rxN7wT+Iqn0d96Knw+JrHQr2rBEYEVZsKYEqZVtKL4wIq/6tFZFWo6TTOaTjDxNJ\n/dlF2OxWqsq92OxWUn920Rn3cyqr3os90g6A3Yyk0qjhUEQNdUY7qiJqqWlXg82MIMIAwzSprf/t\n5KoL9HY6z6V5E6izmtRafJj4qbX4qLOapHkTQh2ahAlf6V7a9Uwk+opBxPxwONFXDKJdz8Q2teRI\nu9e1HN/egxiOhq+l4YjBt/dgiCJqfcd2njIi2xE5ZAAA5uFKbKm9z8seNk2yvxCKXwTvEYiICRyL\nXwyMt4DmJmos3v14K30AGBGBamtvpQ+Ld3+LxNdU4bD7Z2PsWSPwH3JimiamaeKv8WDW1BKZ0lv/\nrjbiyKqlxHT+DGuUF9PoiDXKS0znzziyammoQ2uTjjVet8Q58H2zH0ucQ//Wikir0vK6c0zHHyY2\nu2n4Md2ju1Ho3EZJRAUV7evwRkCkF7zWI5g4OGI16VAXia+dFbPOxOb3g98fSDi56+DnGS0SRzj7\n2f/3CH945VliylNo7+nIEVs5VR238LPb/6dJ13/099f45/YyXv/8K2KpYEyvzlx17cRWjlraknDY\nGS4cYgwX1m6d8Fe6oV5vDdNVhbVbpxNeE+7LSurvPGW6q4i+6rKweA4hfd03/QUObgF/LZg+MKxQ\ntT8wPvovzZraU7ST8t88h+9gBXhqYXsJnsJtdPzllCY/P2+lDUs7J34PmJiAgcVWh7cyulmxna7m\n7v7Z7su9lD/1wln/GtuSe9H+ygyOfLaZuj37AIhI6IxZVU2ElkAdJ8Kdg+EwsBhfY3AEk/b428UR\n4VJV2Imo8frxwv1nqUhbpqTTOeb1X/+J/CIn1MVCu0qGJMdx82MPntFc0RHtKYw+QDufgdUEnx88\n7aA8/kvamT5ij3SixjSwRlqIjawlrqYW9h0JVDj9POO87+cEkFiRzITtU9nTbg+uSCcOZxIXHLyC\nxIrkU1770d9f4/WdfiKM9tgNJ0fMKF7f6Ye/v6bE03kkHHaGs2eNoPw3z1GTf/RDqi0Sa6d4Ov5y\nSqhDCztxd98Q7OFkOGIwXVX43Ufo8POfNHr+ubLLVbh9AAr56/7VR1DrgggbWGxgegO3v/r/2Xv3\nKLuuu87z89vndZ/1kFRVkkqSJVmWbEt+xY+EODEOEEgak6aBzuqZwDA0NMMwrIYeZq3uoRmgYYYF\nvZxpwkCGDiFueqYzdJJ2wC1wXsSOHdvxU7Zs+SHrLZVU79d9nnPP2Xv+2Lfet16qKlWVfD9rlY/P\n1j377PPe+7d/v+/v2yuuevQLf018pgdpySItOUwYEZ/pWZaIdfnSLnI3DAOgqw4qFaNSCcXzu2hb\ncQuXzkqyf4YnTpF/7Bn0oQPrco3TD9xD+cmXcDq3TL4Lqi+/SXYD6fktxrUaxHv5YRzTC6QxpBFq\nOOYi5JsTH02Wxrq/05u8Jyj80a/i9vwnnKBMEmaIuz9F/tc+s97NuiY0jU7XEV/6rc9w/MUMuXA7\njnZJVMzxF8fhtz5zVYan7wy9yDbHJ1KGUa+Gr8GNFRe6XuDI4M2YzCgjbee5Xd1PVA7Y91sHYZW8\nrK4Xzn6xh858G7vzU14KYSHm7Bd7FvVI+8apAVzZhrj7Kas8ypRw9QDfODXAD6x1w5tsGKZ7gUx0\n3Fs+9aMbrhMkCBisT4OprzdZNhNi4dOz17X/zz87r4j4Sj05mlwd637ewzFQDijProsHKrblKyR6\n5QSSz8xIp66NIXrlxJLrqCU7GHttnNzBIbxtVeJChrHXtqLzO66+Yf3H4dSjMH4BWvZY0fRFNKxW\n4oVZPPoUSS41ua3fNoqbfg7zt1+DsR9a0v5XQvTWWYK7b53MXOq05vAO7bN6fhs4qcCEoSl84yTx\nhV78m/fh7ete00G8u9UnuRyjqxXQZVCCSsW4O/3FN27ShA3wTm9y3VP4o18l9ZcVnEu/CShcNO6u\nNynwq+8Jw1PT6HQdcexYTEu5i9ArEXol3MQjW+7i2LF3+eRV1DfglNmq0yitgCK+v5e2zINIvou+\ndB0xRV0AACAASURBVI3sSUPLeAfBdoebf3H1wvquJ4YuRBSKUNZ2AJ51Ezo6heJgvOi2o7KLlrO7\n6DgJXhlqmVYGDrYyui+11s1eX5YxsHivuEJvdC+QsUe+SjwwArUaqiWPf/AGxPeanbWrJP+Jjyw5\nU91KPDk2KpvhuV73855qxbwL5q1bYbQN2kaRW95EVsPBuG48nlWEzC5cAH9nF8lrwHfbIA7ADZGW\nUfxDXVfXpv7j8NLDkGqH/C6bqe+lh+Ge/6Xh92HiHoreeJfahSt4N+/D39e9LE/RpKcXk0kR9w+j\ne14m3/UiiWTRbo7UIvtfDZKeXvx93ciNU+F0RusN/WxP9xbRY0VMNaTy1MuEr72D07kVd8e2Nfku\nGC+HDHTinrwFxtugZRRz8C3MDblV3U+TNebEIBw9DT0F6M7DQzfC4flDy1eTdX+nN7nuSX0hwrly\nZNqUrMK5dITUF96CX1vHhl0jmkanjcwyX77Z0g24SYaW6g7EKIxoyt4Y2dINV7X7jiRDa89tHLrw\nw/jRNsJ8wNmDPfTtucB4ZzsDnVk+eUBxz4/dd7VHeF0z9HgPI0Whqh2cem+9GDuEVzS7lqAjnj+7\nhZ2vCrGridLgRNB9TKHM1jVu+TrSfxy++6+h0g9xCEMnoPdl+ND/Madj/15yhd7Ig/DwxCkq33kJ\naW9B5bOYMKT64hsEdx/GFJudtbXmetPT2izP9Xqf93j0w8gzGvFLkB2CYhr9zP2YDrXijl1wz63E\nrz9BdmcfTrZMUspQOtOFe8/SvWvSnfvx3a0k+TI6ruK6bWxxdxJ1tl5do049SvxOBv2kQobKmK0K\n9WAGt+3Rht+GGZpUWhMeextTrhAcObhkT1Gnezvu916mOnyR1ltPoiWLKQmGEvG4wW1ptxMkq2F0\najDZst732NUw3Vsk6R8mGSsiSjBhhAlDwrfOYMrVVd9v7fh2vGNHkEwJ2VbChG1w7Ieo+YPNgc48\nRI+9Qvz5F5DeMmZ7BvcX7sP/xPvWr0EnBuGzx6A1gJ05GAvt+i/fdU0MT5vxeWuyuXCuHKobnKbM\nToLBuXJovZp0TWlmr9uoTLx8x8IZL9/Sn/4dlz7xK5y/759w6RO/QuGxJyY3SUVbyFXbESMYNGKE\nXLWdVLTlqprwUwO/wOFT/xgVp4jTDl4Vbj62i31ndpCWkCM5j2J0lR3I9wBnv9iDwpAoTcmpMu6W\nqTghFWHuNPIsjj/3DbaedIldSAJBK0McCLEndLx9HbuLv/Z/w1vD8Pjt8OUftMu3hm35LIpHn0LH\nCdGJdyl//RmiE++i4+S6Syc9MQh3XynQ9nQrrZ8rwk/9V2p/ujGOs3j0KdSWVqiExBd7iS/2kgyP\nEb74erOzdg2YyPyWjBasF8RoAT1W2LSpr4tHn8LbMk62/dtknf9Atv3beFvGN9xzvd7nPfraHrSJ\n0W6CMR7aTdAmJvranhXX3faTt9B293nEDUnGfcQNabv7PG0/ecuS68jJLjCKgDYy0k1AGxhFbqQD\n/vB5+OffsssTS8vKGD93BvPlHJQEtiRQEsyXc8TPnZnz2wlNKgBpySGZFMpROJ3b2Pov/+mSjZe5\nhx7Au9iH1zJMqus8fsslgq29uF0u0bvnIWi1RqKVMuHFVR2Z4cWVf6Bz0z3bSU8vuhpSeeYV4ssD\nmHIFI9bopFIBooRkrLDq+zXHboJMjEmlSGQ7JpWy68ea2qKNiB57heR3n4DxCNOVgvGI5HefIHrs\nlfVr1NHT1uDUFoASu2wNbPk1YL3f6U3eC8xndnlvmGOaEwAblekvX4C2gPDMJaKHXyJKXQAMSaHM\n0G/+MWDDMXyTA8w0H3i7tOXLJ/f6EVprIWXPRcUZJDG4scOtz98Cr9UotJQ5kXI49x//hPs+upcP\n/MpDKzvm64ziYEzk1Ci643hJDqVdtBNTpsJQtLDV6TN/9/scLv4eysQEVRftuERBQuxWSJevY62c\nl9+Bb9wPpSzECnpb4GI7OC/BR2f+NHzjJPH5K0g6QPJZdDUieesMplxZn7avEcWjT5EazJN7wYHE\nIEYhocDDx2H3jnUX7E96eiGTQY7306K7cVWW2KlQGr2Mf8u+dW3bewU3P4Q7+BWcUgna9uH/9D/H\n30BeQcui/xiZrpeALIYtKEpk8k9T6ttYz/V6a63ps5qa2kNQySKJC05MlC6htV5x3b55CXXXPXBu\nFDNeRFpy+HvbcM1LwNK+825fgnKymHgA3AqYNG6yFfXcIFyKIIrh7WE4PgC/8YFFPRn0U1tR2RIq\nW0SIMTkXIzn0U1vh16f98LF3af1yhEruQgcJpe0jVDtKy9akAnuNnb0JLftOQk3AVai8j+v1ERUV\nhHutV9JKOfWoDRtMtdv1+tI3L9H+0/cQP/3nSPkSpm0X7o/9s7V5th97Fz7/OvSWbDKYX7gNPlBZ\ntoaW8XzCZ48hLVnwXQhrmNECtObQ1RC0QbWufsibSrqouR4ug5PZ62K2oZKrm3TdEFyFhtlSiT//\nAuQ8pLU+idnqY+rl6+bt1FMAV8F3B6EQQj6AA21QjK7J7tf7nd7kvcJsz4MleCJcJzSNThuVnoL1\ncJpG9fUTOKGH5BzEdTBxQlKqMvrH/6/V/1AOiaMRrN3JCGjHWLHRq2C8qvDIkk+EWCkm3QGNIaoJ\nwVCeke2DXPRHGPg7gKNNw9M0cttcxseGUCKIb2f2RLtAwsXMxQW3vVByORLHOHgkbg1JDEFJUfMd\nlBq5Bq1fJ545BIMtkE4gFVvD02CLLZ+FHivWxUKnxG6TMLLl1xFJTy8tb7QgEeCBUYAWCDX88Svr\nbnQyng+vXWFrcieeySDavptSXifRd05taMHbzU544hTFP/8jsh3PY7ZsQ4ddUBvHOfcXcOOeNRU5\nXivSXRdIxjXJ2DgmGkR8H6dVSHetgkfJKrOeWmsSC0FpG4YEbTQiPkE1TTW7ciFxxi/g7rwBt3ua\n0djo5Xn1DI6gigUo5yFuAddAEgIJFAugqhClYDQPj7wODy/8njADOVR6GC5shzCNBBWkvZ9kYJqx\n6rF34Te/ixumEASlHVrPdQL9lHLVGZpUSw1Zzh0aRtKdmGA7rpwGXHQc4+UGrUfSkZ9fsN1L2s/4\nBevhNJ2gFfpfxffP4N+zF4I7rEj8yJegv8GzPV2Oob0CB1+FrWeXZqx47F34109DUj9BpyL4X/8e\n/vGb8IDYto28C4//DLTsg647561TxOC2jJDd/zZq/xC1EY/S2+3E5TQq5aP2duPv3z1nu5Xi3rOX\n8JkyEfuQwMOENRivEdy/d9X3dU1YpobZcpHeMklO0Bd6MWGEBD6qvRWnt7wKjb9KfIfk8RPWUK2q\ncDmFnO7A+fji2Z5Xi42un9lkc6P2tWHOjjFlaJLJ8vcCTaPTRqU7b0PqJjydAEarxL5GXGtEEtdB\n0j7x+SsAxOkEHMHRBpUI2jEkSsBPrqoJGqGGwplMSTVRDrFrUMbQPhRweW+JfmV47BtjfOA/jkzN\nkq3zYHi92fffdvOdf3uSTKUDTAQIaA9Jlbi466UFt72h915G0xfpKtyEU3MwStCS4FUTDn/f4iLk\nm5Yr+8Afx5gEU47tQAcXc24Xs02nTmveuj9XQyTwrWaENjit+UY1b1qc7u2o0SK4yhqcADDgKTg/\nvp5NA+wgo620j8C0YkRjjEZQBHEe+fbqh1E0maJ49ClSW0+B3wpkUSn73o4uFUivltbMNcZtDym9\nPmo/NBigQjIK2Qfa17ll14alGkNcJ48xiZ1hUoAxGJPgOqvw/mvZYwe5qWnnPBxbnlfPyACM+LaX\n6QKJQKTAi8CNQQWgaxAPwvOLT4ypdIS5cABJVRGviqn5mDMHcTPYUL3uPPzNu1CqIYGLiSJAIYki\ne6mdYvdFUvffaQ9lGbphzg5B9yqMCZCxO3FOtuCMpZHtEXzglxZ8xpa8n/nOd+GSnTRMImuE2nKL\n/c3sZ/vEIPz+czBYgVIRoj74ngv/3Q3gDy9urPjMy+hiaO8nrUEplImRv90NP1yCUh9ceRGiMSj1\nkQyeJX7mqxR7H4DOu2bco465QP7+PuKRmGQsh9c2QuePDZJUrmBaE6pDkHvoU4te7+Xi/ty9yJUK\n0UAferyM8jP4+3fh/Ny9q76va8KpR8EkMPCavReCVsh1r5qGmHEV3jtlRGXRXppYV9HjA7C3YxUa\nf3XUTr+JKg6jjA+kAI2RYWqn38SjOXnV5DrgkX+A/JPHoLfM5KB6ewYe+Qfr2qxrRdPotFF56Eb4\nP78NV86DOwpxG24gjKtZwryJBs9exuqel8idfD81TxNnNG5N4dUUxT3PA8sX+3bFECIYw5TnX/0Z\n8SIXEYWn2zk49OP0Z09ScgegKw3jIfzuc/aH72HD09aPd6O//jLlt24mXbAze7r1EgMHX6B9kYm+\nXQM34uscRX+IVC2PYzwwmmLqCh/5d1eTi3CTkO5AjxbBlOsTAYKJFXHZUH7siRkZvfwjNyGZFPGV\nQUyhiORzBHu78dZgFnU9yT30AHzmb5GyQaa74QZiDU/rTVQjJZ3g1FBBiCiD0YKJAvyhzHq37rom\n6enF2VUgKWVIhq7Ygbbvo1Le6mjNrAPRJY1XbcO5eBBVyaPTBZLdJ4kuaTacmt0qh78sxxiitEPi\nlFDGm0wcolWE0tmVHpU9jpcetv8ftNpB7xK8emYwqiHQduIgFnAM4Na9VwOoAZ4DQQyMLlqdygsY\nB2NSGAkgcpBqGuMXKT9/HK8U4PQblA8qSDCqBhpM6ONVU3SUb8PnCJwYnNQNS7W8iGII3b6VqnOo\nYVa18pa9bO0yxF/zcZ7agyRgMlW0Npg/68XZMjhvaOCS99PofI+egdMJnLoTRluhbRwOvwV3H5r7\nbH/hOJwZgxYfnDGoeeh3XMy/EZL9Mfq2Im70edwf/+OG7dRnRzG1Grg2hBBtMKaK6UtZpZHeF21y\nDx2jdYw5lcc9dRutBZ/QL1I8/iX4jU8SHD5gPRJ7dpI6dwAZV0j+HCb1Ck5HL8Y/SequCKdjEW+a\nq8lgdngbzsdaSP/FORjUsK0CH2u5ZpnPVp3+V+094KXBb4G4AgOvQ6208rpPDKLKIMbFiEYShV/I\nErtC5YaEdcv3d+404uWQ2N6DKGMN1OeujaZTkyZrzuFt8FefWLcMjetN0+i0Uem4DPf+Pby2E4bb\nYEsZ9SMv4r0zTHZrCTdfIS6kKZ3uxLnDit307nqMvKnR2vN+gqpHlKoxvPdZCrseB3552U3wHUNJ\nF6k6Lo62HlcTQ1xHO4BBOxo3cdg9dJgLHW9AoqwWFVh9gLUyOq1jWtXl8OEDP8gTb58nQKNQhBJT\n0hV+8sM/veB2N5R20OcbTCqDFh+jDcbEdF0vwu3zXL/4YDv68csoAlScAaMQQLsFxj7/X2YYnXIP\nPcDoZ/+K4MgBVEt2MhX29Sb6GNCGNhOeAFMuhxIa2JZat3ZN4HRvR6kRlBOBgDGCCIgbYQgWr6DJ\nHJbq7eJ0b6c24mHGL2FMBvEnPP4KxNXcpvzAV7/bQVvvHahCGyQeODV0YTujw5fXbzDUiDUIf5me\n+QuYXDYyhuiURpFFwgRJBBxBBT46tXJNJzpvJ2r/JNHXPwMj50gqWeL2HyB3Q4agc/HNARsHrEJQ\nCfjarkcp0C5ExvY+I6DowpHFjU5Oaiv6SAFz3oWKgsjFpCpIMUuq4IPRVlYgNIhWkE4BMWIcDEKQ\n3o7zegF+/zkc/wSpW55lKbphg20fZt+FF1BP34SMOfY4Ci2YAU1t6E349HGcT85jdOw/Rm6kD+fo\nHVDMQq6Ee9fbFNpn7afzdtj/CXjtT6DYYz1aBvfC8weg4ENfO1R3wjM3wUdOwC/M0sp7pQ/tJiT9\nA6jqKDKah9ggpQzusZvg9X3U3n6V5KZTDd8jJokRNKgagsYoBYkDqmZ/MHYWLm+Bk0fg8g7U6Dbo\nuAJtF3HCA2TP5Kh84QmCTx/Ad1oxT3cjURqla8jgPkxvB/zA11B7QwjPwmufhY/+WeMLfbUZzJ5+\nFv7DsxCmIe1CGNv1vRn48Afn326jEo6CKHDTdt1N24y+4eLPyqIcPU1SLSES48YBSIzxQ2SHR5K7\nNvpJjVCJQTD2nWEEVIJgUMl7Q++myXuEw9s25Hj1WrAZ+6TvDU49CgdTcLsB7MyGc9xhK2U4eTty\nqRWTGSN1y7uYj98AgCsez+z892R3PEKQeMQaSk6Ne4Z22w/5Mm/yctslyqOd+DoABLHdkfqw134E\ntAKDDd/LyQGgz26c96wg5VpwYhD+1Xfg7JjtWAQufPcS/MH3b6gHeejxHvr+n1Y647uoSUyiYjLD\nB7ivtJfu0YVj1NuDFsq1FCYEo6yRwdU+bhww9HgPWz/efS0OYW1Y4PoV2wZI1cAlPy2hqCGIc6Tf\n9GZU854RfXz4edRkROUsEfmh1U89vVxyDz0Aj/wFjG3BxGK906Teedw6sN7N23Qsx9sl99ADDP/L\nvyZ/4CJGfHRoEC/E3epTfGcrm1ElIHNxH6rQhjgRuCEkDmq4i0xtgxkw5xF/Xkn4S9LTi7NzplVH\ntWStWP8sajcHZL4bY3DAWEOLqgnhncGKTb3hiVMM/8nTRGc6kfxe61/5eh/hpc+x9Td+cWnv2G0l\nzGVtjQCJA04CxIgScBTEgANkE9iSXry+Qzejnn4VqlkIHXRFI7gYFEKt7gDqAIKpgYgDxrG5VTwD\nfVW4WAYlZDvzcOkIzpuHIHbBjUlufYf0R+d6B5YyN8LTGWS03w6EARBEK7yhFPHLl6l2n0O1XMA/\n/xrOD/6byeufHanifucujG8gG0I1hfudu8h+/6yMe/3HSY79J6JLLnp8N6pFEbxQRVVa4XwOXG01\nDiMF3zwCH7kLptlRkkqEuTKKU1NIbQszvhMSQ83Be/kuig9/i+CRudeutm2MoDcFsWBchcQCWki6\nz6OqAj1t8PyHIVWFSgYRDYNdiF/ByZ5Emx24r1hjhXvsCHq8bvwTB5SPlHPISx+AnX9nDSkXvj3/\ndT56mqR8GX3pVaiNg9eCyu/H+bNX4Effmd+j8N9/F07loKrsdRIPUo4t34xGJ78NqsPWw8lJQVIF\ntC1fIbVvvUUwAo7KWO9BNEQxbnUQv3sdvxoqgVKeqentANCQWwWduiZNmqw7TaPTRqWBsKScHMY5\ncT/4IbQPQ5RBnb+P6OmvwCd/AYUh8PfSEnwE3+yipnuJwieRxCxtpmgWp6SfnXr/jGGuDe+xIT5a\nWa2nxIXxLRHZWhaG37EfyLgVtq/Rx+vTL8CrV6wehDZQFhgr2/IvbJy42BN/cp7RyMMBFAE6sV4p\nSRJz9osLG46GdyjMZQcnMdad34EkLYTGWXTbDc+nX7AZiybiNsPErn/6BaLcADnlIXqaiBjWgNFa\n3jGnqveE6OPfn5//38rrr+8VHD5A7dCryPM/ZIV6DSCCEYW+6ZX3SCLY1WMiW2H6WRdVDNE5l8rB\nfENvl+DwAUz7rRT7MqTzb+O2VjDZ3USp7yPq8ebZw8YmqLQCCUZ7SBJgRANJvXwDMZ/48wrCGp3u\n7eixwqSHE4AeL+F0b5/zW0+1oNVlFA6iFUYlaBI8tfOq9z9B8ehTxAMjqJbsZKIGLUIyONrwPmyE\n3v0SnP0womqQrkDNx5g0dF5EtnRBxYN0DboKkF6Cka5zJ/rkOYQKuCUkyQMeKHt/4NQz9ybWK1TX\nJkKRNVITSCL7RTGCc6EdLmyZ6ttEPs6rR5Dcqcb7frFYNzjNNPqL9qDkEvcNw5BDMjhCKj0Vxua/\ntQfjxtbTSwT8GkYr/LdmamPFz36e8K1e8FqRvI+uRpj+FnSPj3gCxFZKwREwaeTL4/Az07avFfDL\nyu6D6e3UNkRJEiRWpF5oPHg3H3mT5Jv7UWOtEDoYT6PbR4k/dA439T44eTsEFcgkUEvb9lTy8O5t\nqC0h0noB2Gv3+HoeqgVEDDgxhD7EOfTr70eGtyN3fxfuODvvZU6OvYUefgJdE0wsKL8fic+jRw6h\nFvIofE6gPG1IYwTKCp67Ok3TdafrTvAyULo8penUeiNsObjiqs2bPbgma4XjjSAiiM5jhiNSnWcW\nr2CNkFrKPr/GZVJoWWJb3qRJk03PvEYnEfnCcioyxvzTlTenySQte+C1HnjOhUEPttVwLt2MpMqY\noGatEOkqIgbvtJ0lrLrtHMj+CIVqlZA+fNPCAfXfU5WjxIOjuEdPL8vo1DFyB4YYqySjmAjtEaxY\nrRhwtMGNhGwlRcYzIAEUEygNw/+wCqmEG/GdszYzyUTnKgGoId+ZvyOzHvT3G7SBRBSqbjgxQFG7\nDF1Y2IX5ysGA9ovGHmJsJyvdyFBtcygOhtek/WvG0z02XbZI/ZYy1gD1dA/8Qw9lPKYbnCwKlTRQ\ndNkkYZYrojIRLjM7xSqQXf95g/DEKVQlh9l2GRnePhkSZbb1gd663s3bdDjPDpJ71UF02WpEVyE3\n7FOoDjb8fXDkIHpsB0nbDzMxvEpGCzjdm1NQX2KQOIB66gB7p1svmQ3F0D74Gw0jGejQ8IEIdows\nT2x7FhMhw8CMkOGWT/3onN86bw4g+RLELiZxwYkRN8Z5c+XehUlPL27QS2ZvL26qQFzNUxncT+1K\nqqHXVUMqGtl1CoZ22LC6oIqky/a9fwcQDtqBtHsXbF98EiX58iuIW7B1VQPsgFQjWurfyfq7UCVW\nrFwrcBKkGljvGqOt3cjItMmzKQRBfW9/w33r8bC+zUwMgkhiE1kkCclgSHT8OdwfrzellEfnC+hy\nrW40Uqh8gCrNfDbjk69Yj55pmVh1HpyKiyGGxGdysk8McmF0RmINNRxbjy8zOwyp/o2te2g583Q7\nvHuqRKXjuBf2IOUcJlMk3nMB/x4PPvg78OnfQ6deh7AGpgbjW8BNIBFMySDjXbh32pBBPVxDagoJ\nEog8iNP2UhmgksY88RDifqtxQ4B47CVkII+qtiKxj6QK6MwIpu0Ula8NIy05/L1tuLM9Cgv1czQ9\nRaGRevkmZELnq+OOmbpqB35ixVW72ptpRK3fHyrKwcA66icVWuoGJ/tsY8SuF1rWr01NmjRZNRYa\nsdw2a30P0AH01/86638DwAJT8U2uiuGD8NU+yBrYUoOCgQsHMbtPglvDpvYR8CtI0br15zL3MoTg\neDcSqAwqKRPpEfLZ+zFf6yGualzev+QmuDrAkNiZ1HpA3UTHSwAxNpQmW1AkoXCTex4GKtAWwidH\n4MYi8EOrfWbQpQgxs/0nBF2KNpxXhRHBCMQyrYtoDOEiYfNJV0KSdvGG630oZaUkvDGIsqug2bGe\nFKP6+NHMKXeG1LQQBphys9Z1z6hpnBgk+f2nbLaaqIx6O4N/vAfnNx64/gxPdYPl9HUQpHv9VW6K\nR5+i5fT7UONp6mm0MMogpSyEy09g8F4n+06Cio0NqRGDGEHimOw7jZ/75RgqNjz9x+vP/5xclWA2\nkNHpxCB8qQsuXoRa0Yr6vyXwU1X4iasfFC4nZFjCEqqasx8GLTaMKdLo1MrD2v3uGp77FkkckIQ5\nlBeS3/Eyhej2hl5XDRlvswLi1bR1h9YC7ZcxlVYk/wHo9mE8spo9D924eH0XRpCaV89oakCpeoZD\nBcZjcqCqDEY7mN1vQbaMvP591C0v9XtruhctM9fjuVn0vPO9Nnsc7pztBIOy6gM2q7BjqF2qTf4i\n2ZKF3lEkpUB8MDGmmJBsz864w+NCgJOf6ZGT3DyIevkAEgeISmzzjYNgiAuzjE7V6T2z6QjEdhLH\nSIRsa9zxcPfcBq0jcHkrMu5hWtL4tyncPbZvGeW2wekUKqtRIla7M/as0a1SN/Qk1otK6xAHx17v\nOJg6vUpDup4g5OX7G7YDQAen8Ic+hFERRpVRoYcU9pCk3iA4+gBSCDCZMvHHr+DOiZqblmnZwJw+\nxmai83brzTU9UcGRn1+djKR6Yug3FblgwxY84sI6hjGHNmOdfaaneeuFTU+nJk2uB+Y1OhljJvOM\nisiPAX8E/CNjzLPTyu8H/hL439eyke9Jvn4Rnctikj7bKVMBki7BQDdmz0mY8DcKU5ArAuC6NxCy\nG3EyCA7abaXqt+OUx6D2CvpC45ny+XDQGGyIhsHMNDih0coaBERDp9PPVr8XfvsbNva8VoH+xrOG\nKybRTA1KpnUYk41ljOnsEoavGHR9ID5x9kSEcO6k6Qz25YcYibfbDrRTn/AB3JqhsNmz0Ot5OoLa\nEJwzWK+G2R18sbPX04gfeZHwzFlo8ZCWDDqsUT1zluCRNO7DH1+btq8LevLumYkhGavOGZ5fa7xv\nDOGM55me4lLiFKbg4dTWL/3yZsUpOla7JZqucxPhFBu/NALa2Jq+m/jZc8QySvy+VtK/vEm1zU49\nCsk8YdnJMr36Vjmz3Aw++yScGYV0BvwKRAlcDuDFe+GXVraPpYYMixtBlJsRSYVxkNzKPxC5Q0NU\nh1ugOobfNoi4NUwMuQOn8JaaqGGsDS7dOPVaSHzo3wvtvfDGoNV83J6FX7htSZMEEsf2mVDUP4gG\n2w+wIXR2oOrYkC6/hOSKmDuew5y4zwqLT3jBKAN6+ltz4Y9x+vk3MV4Kqc028Ns+GJkyYBA3Qogo\nnjvARCBoaV9C9kIrSAUJqpgwBVGa0r6E6b4bce4B3NpR8MGQQShD+xiRHCRguzWiYTDWx5yoPDhD\nt0viuZ5bM9tpQBz0HfNMzJ3+EO6XX6kb8YBRB77cDYffBx+E4UunaBnqxtHjSDUFIkiiQMV2QtJL\n0L1WSqDWNohbarFZCo1jz5EYCMr2uvkVKC0QAtrXSZIewCl12hBKr4LxSzjv3Ge9pwwQpTH/eT/c\n/+5UshpXbEZEmGlrchfpbG1kOm9fvXfWdPTsMEyZLI9z65iIRQT7gM+aeJSN1bdv0qTJ1bFUx5A/\nAH5zusEJwBjzDPBbwB+udsPe6yRnx6gNjRL1CVGfT9Qn6JY+KLUiFw4hZ29FLhzCjG4j2m/Ty64f\nSAAAIABJREFUzw6YdjrOpTn8eIU7/0uBw49X6DgXMNiaQYUGXVwkTe0sgkQ3mjcDA67WZJMa2SQi\nE4fsU6cpjLUSnb5A7cooOqytTpaNRrgTM4IzprSmlW8M/I8NU3OnfFQMoEWj3YSiv/AA6sH79uJF\nhloGag4kGLTSeFKiNsfLa5Nhpv+PmSow4Josxp3HKLUtM2M1fukcyvHw+x38Uxq/30E5HvFL59am\n3euFzHdfG/R48Zo2pRHZN9OTiQWmEMQ4sAHat+moKWAinGbiz6+Xz+LEIPz+93CPF0jRSs7bQ1vv\nDoJNKSFOXQ9pvvfbMt57E5nlqiMzM8v1H1+NVsKLFyErGM8hCV2S2CFRBn1sZHXqXwoT4cZ1j+NJ\nz4BGYcjLxE0VSd11E+ndJUQSTOyichkyN4wQLJbufoLBPdYLC2fqzygY3Q5HtsFP3GSXXz9n7+NF\nqU82aWdavfVj9iP7F1St5uWetzG1FKa1D3a+a71snMR6iauIGd+dSQxTVospnIFRZL5vEgpChYR9\nxP0ho8duQB360OS/VvPDlB5IkaRa0aUuklQrpQdSVPPDM2pJP/QpSgPvJ6m6iBkiqbp2vSbUKE1O\n+hk0FfoxOprdigWwgf1J/jLRmXl03j5/EVNzMCbGENllzYHPXwQgLPRQufFNVKYXqQWIE6NbB0hy\nQ+j8GEiIGbXfZ/nIuyT5IZKgiFE1Js+1dmF0C6aQR7fM7+ptruzEqeUxQRGdGUT7ZaTQgSSeDZ10\na6A0UlPw6e9Obbh3wjAxy6CydxMbLN7+CvznB+EvbrLLt7+yOvXKbG8/mDDKph/61Ors42qYcOuf\ncQ3VzJDJJk2abFqWOnW4H5ivp1FmQkGwyapRC0dQfTn8YgeS+BgnQqdHwIkx2kW0Uw/JzhAWD5MG\nMmey7H25AomxekuRYe+LFc6+T0GmwNyQhYUJHAEdEeJP6RmIARFicYgBF00rBcJKQDbVj/geJq6S\nDIXo9M41Uao3qZJ16TZuPUuJFRs0qxBWsJo8Uf4KfsvPkx7zrL6EgHY0xklQixiddh+8laz5NqOx\njzIeShuMrlJ0qqSduR3jTUVDt/d66MONW+BEldkdIgOoyszBlK6W8fsDKzpuQMrgjSmizuUZVzc6\nWsy8fa6qGma95aJl3qgngeoaGZ6vZ/R0TbMJpF4+i0dehzd6oFqFOAHXgb6ULX/4I9eitatH/3EY\nO4Nw58rrOvUocUmITpzDjBfn14G5WpIIXUygrK2YtKMwToKJS4QnGqelXzJL1KlTUVD3gJxucjCo\nyiqEorTswR18HPbsmUrZHlvNniVn56tOGE6nY7O+8fgZKNYg58GhLfZ4F/N2Cid8exp4rrhVqOYx\nxoHIR4a70DvPYIyBO56FsS4rfJ044NUwSQ2MOyfILklX5xhwvO6wbuRq7DEj/bvpP3ojOA4qm6b1\ngXsm/83p3o6pnYY9ZRgXaDGYdAane2Y4YXD4APyzX7NhlZdsWGX+B+7E/H+Pg8TobC8iCok9iENi\nZk9ETHmiz/lUpMch8TCVNMmpxn0HfXYMKx7p1r1NDBBjzo6hgPSBPvI3Po9OXGSoEzW6DVXLILGD\nqQo6gThvTeX+h4Sw/BbqZBcyUEMN70TQVnMrsvdEcufxeQ1lUsuSJArHpS6joOvvPm23N3XPF0ng\n/LTvSzQCNNAQjK6hIXg1efsr8Kefg+c/CIUc5Ivw/s/B/wTc/FMrq3u+iUuj1tdDVs8zRpmvvEmT\nJpuKpdoEXgF+R0ReMMZcmSgUkZ3A7wAvr0Hb3tNUzoe0jh2Ycn7VKSTcRS3oQx0OESoY0iTjHfhD\nWwDoPqFRoQ3fmnACMrFm5wkDJkFllud1kPE1bk1o9yIKoRCKIp68ZewOYhS4MWGc58abvoouDGJ0\nGq22QW9uTYxOSec5pH+f9aTQCpTGSELSeW7dQ42mc6Xcy/Z8FbeaQmmpZ2QDI4pUsLjhaLjjFVKX\nPgiEWBEkD4cWenc9y1poZV076npkDcqrbeP4Da6ioGB05jlTKkCVE5slx1hjqDGCUhsstfpK0VMi\n/tMxQFgeZL3lotU84X8CkDQ9nZbPQmEys/jOaZu50wd8x4YYj5VtOZvI6DThmZTd2eBOXz7xhdep\nvjGMBAGSz2KqIdXXLpBKig10YJZP0l5GruQQJ7beF7EDYUDSfWXJ2d0acmIQfvvrcLnfijYHHrx4\nCv7Nj8wxyuiKa9+LMxB05KFODK5M1+7AT6Bf/jNMWIUkAcdFMq2oAz+y9Ox8ZoH7uDBmw+AKLjxf\nhuoS9Lp0IyOWrU/K7fX/s98BfWU/anQLvHMv1DxwQvCroAXjVzDGoKIA++BM1BIhau5gvP3AaYhu\nmv9Y4jSqIw+Og3guladeIv8J++y17G5F/msRkzKYvEJKmuzrRcyH52ZinBNW+YfPU+mK8IsJxigM\nCSIOKT9L9IHxWVvP7wmiE0FIcEwO7Z2b5zAiO7CfmN0QsYYJZT2SWg6dxVQcdOyhUgUw222IlhF0\nZEP/Es8mOHH33AYfP0t0ywjmqxpK7Vb8Pba6WyaoYQba520vgY9TsMLshgTBqxvUJnR+tG1b4oKa\n1ic430ZDY/35Ter1+cij8I3vh5SGltBqo33j+yHzKPzhCo1Oq+FNuiY06utMeD81adJks7PUJ/kX\nsaLh50TkWRH5axF5FjhbL/+ltWrge5V0YbcdSJt6XHx9ZsIJ2zFn9mHevQ1zZh+6GOC3dtltxhLU\npNaBHYgrI6THNUn7EKajb1ltOPyJNsqJYqDqUjLeHIPTBCOqjR35Z0mb1ym92UL1vEMyOE7p3bUR\nc05ufh7T3o8OChi/ZJft/SQ3P78m+7talLed0MtgXIc4pdCuAjwkcXCWEOpYQlNLjWAkwJDHiE8t\nNUKJTewuXsc0+APg1Ahz3avrM6+z+tV+yQUV12c9xS5VbMuvKxrrdQhCrrb+aeTnuxsN2JTMTdaO\n0RKmBnpMoYfs0tRs+abi1KNwbBc8fM/iv10C0YUYlUpQqQARQaUCVCohurA6YuSaMetdk7hQydpB\ntVbIeBbe6L/6ij/7JLzaCxcVXEnZ5au9tnwOjadYBGU9h1ZAdPoCuhiDThAH0Bo9ViTuv7yi7HwT\naB2ioxitQ4yuwJmhJWy1kDF2KhTH1LPTSaUNqWSRMA3lVvBKmNwoJnasd5prbNid1JeuQdTcsK/W\nntFpwsuN9+/fdAP+/l2obW2EL705+S/ec6dQO/KQdTBRDbIOakce77lTix5t/MZl1Lbz0N6P0mmc\nyjaklsKkarR8cvav5+/Kq1oaohSiHeTIiYa/SbqGIBGIDNRiu0zElgOuX0ByGdx8BRXE4NYwmTHY\n0k8iIYYEE9efrQM/gZs1ZO7ei+o/aBPOpMuYTAmTqiLGoHrmz1bobGklccpIEOEEBpUKEYmxs6hT\nfQExAvnq9C3nq3HefW1onthtDU6Z2F7eTGzXn9i9tvt9+tnFf7NWGGhoOGx2I5o0uS5YktHJGHMC\nuBH4F8A7QFBf/gvgRmPMG2vWwvconskjRmFEYyTGiK53qVIICmNqCIpU0o7baQeeojVGazsGr//Z\n9QTH0ST7Li2rDYWzIVXjkMy6TbSjiFOC9gVcOwE5cuVmdNXFba2hqy6j3+2k/Ga4Wqdj5v7bxtAH\nXgYvxmgfvBh94GV029ia7O9qKaU+iCJFzU1IjRn8sp3cjUUzGGq+9ydHF9y+ZfgwKulAuw5JoIiy\nDtrbRn58vlnXzcF8RgoN5N7INNAHqhs5Z/VFVDlEfCBVhXQRUlXEt+XXFQvoGbhqIxjY5mufgaDZ\nW1xLdBJhIgfRCjEK0QoTOehkkfSYG41vjsEjXfCuS6PU9Mul0rcH5dcQStjQoxLKr1HpW7nBBEDG\nxApSJ3WPEAMiGgl9Kxy9JI2iBnz7Iox7EIl9IUZi1799cXn19KxMTDx++s/R5OtGmKpdqhhz5dVV\nSdlOUvdcSQSjNbqysvbOnLyYJo6ceHY/ODC2HRnchSq32axqcT3s3Yhdxh7izv12eM/d3MCjbDqa\ntoPfIrfnefzc0MzvVE8FsrPe0VnXli9C1Pc6bkUhA7usl4t2kTiFKrXi9s81njZSqZo4DSJgnCre\nzsZewKU7QLf2YSSxWekkQbf2UbqjXrebxw3GcbKB1QzrPg1BBGEa40LVG0Fq9b133g75X4Kv7kSK\nWaj5GO3U7YIGEyuIFggKd0s4aesNbTT2OVNWLF4Sx2bzw0BmHHZvUoPSUii2wZAPp7ZO/Q35tnyN\nEITkd7+2ZvUvhjGNr+d85U2aNNlcLHnEYoypAp9dw7Ysioh8DPgMduri88aYP1jP9qwlYupD74ms\nK3U5agG8gmvd+V2BrKnH4IMQInh1Tye7jQDGVJGxNsRb+mB86PEejr1QA8edDJ2Z9G9KDIljIBYS\nV/AqilF2MvLigXrvxkAcQ2V4oV1cNSrzUeTlbqS01bqEl3PIyz+A+mTPmuzvaom8IzjVGrlhp25I\nMYgWgtClmEp48ptv84FfeajhtkOP9+CFHcTKQbsGMRonEmLfxZclpqze0DRyoQZVmP3v07rR6Vkd\n/6ACRRd0ekrbSyWQW7xDv6lQpu4x1MDbKb0RPFoWMBLsWrmocZMFCJ05RhpBMOEm66T/9R6redNQ\n4PYq6LyLciFNquUdFENotlItvA86b1553YCUsxBm6x4wyhqeYgdRCe7N3UvTKGrE6IR24sQS+z0d\nXeY56V5Z0K0THsdN9WG7iIkNpHdqxGF2dTSxHAOJAkdjvARys8PFVsqsb8fEuui6t0yjMB5ljTvT\n6T+O07u7wW+nMEQk1RwiZXLdxwhv+keT/5a0QXKqDy2RzdpaqWJGqjgHuhb1v6llvkHw9kehmkdE\nMxlWFgZwdJ+NP6gzX8A6gKlrIOnsGH7p/oa/CVs6qG17kXzHECoK0H5IwRTRLTaJtWy/GXOlF0wM\n+RGbRXD3aWrjacJLN6CcAO3VdaZODMK/vQznOurh1YJU66F1E0lVvAW8tf0eRG8H7SFaIIqtFteE\nR7PNyAItw/D+H1zkLG5iwjyEs65smIZwbUPN5M31C9iXiffdrL6hyCp8E5o0abLuLOvtJSIfF5H/\nTUQ+JyJ76mUP1LWd1hQRcYA/BT4O3Ar8NyJy61rvd73QTgRYzQbrLK4AZT/Z5dimaC7HMFKFd61x\nJ1UPwZP6MGRiMJJKFIx14T1z95L3f/aLPdQcZ4ZWy9T8oeBF9YQwEWgNw94WqnIA0drqImTTqzF0\naEj6jR/CKWxHEs/O7iceTmE76Tc2ns5Rvl/NuB4TQQCZaiuFBbIMnf1iD7HnILHBqxjcKjihwStp\nKpnNrVlkJtPfzpyfNqLthOb0kLrpd3J+5nHrzBAmcevaEli9jsRFZ5YSqrF5MPOmCzbW8LZhEdi3\nOoP8JvNQm2foOl/5RqXPmxpMrgK5hx4gPCMMfbOL/r89wNA3uwjPCLmHVicduFRakNhnZhdKkCiD\nW3NX4Gk0oVvD1Ad30kiyNAwGiivz9nRS4xgjGFIYsmhaMDpA+dXFN15C+0wQY9rLmCBGEKKbz664\n3kZ7mmOOMRMTdNO/MUwtw5kZUjn1KCZeJFWDKExYw8QBZLbQ+n1TXkgFVUEqILGDKGWXFVu+GLLl\nDNRSiNL1yEEDQdV6Y51sWXT7qebVEDfCKXXgXNnf+De1CH3v3Qy1p+lLVxhqT6PvvRupWY9Jt2Mn\nOncvOgJz02uYSpp4ZAvipVFBFpU4xB+w2qI8/DycGIJ4+nceJnpAAsTe/GGuKnag5oKrMena1MSr\nmf6td6F/N9x9HX9fCjD3uVf18jUkWr+Joqmjndk3bCo6NWlyfbAkTycR6QIeA+4GzgH7gD8DLgA/\nB1SB/3FtmjjJfcApY8yZepv+CviHwJsLbrVJsfajqUH3pNfS5A/qxbGBt+wg2yQplJIZ+p2q3nEU\nBNV7w5L3XxyMMcw1bkzNQUzlStFApHzOp36YW4I+K2ZbqeLcsGMZR7wMXi1aEXEx0xxiBF7dWKLF\n23rPE0QH54SLCeAQoGrzf9yLgzGECldPbFHfVhtCZ3bmms1F0Vwmz64ZHhoGQ9FcppU9DcycdWbb\nXsou4taYjPkXKyRryhsh5Gz1kGS+4xEod17TtiwbZ5OKuG4W5hNrnlfEeYNSW8hX4+owmKmoXJnw\nFV4dVDk1T20CT5yDn7zl6irO+jAW2XfdhPfmRPkSEQSOnoHfu3oDm6R9KFVBx6BcuzQgmVUakKaq\nUMxCrkR83xuEt95BepFNJnyTlob1qpnpBTjVY5ksVdMMUxrmZPUavwB+Z/03jYa+BjEOphajAh/v\n0CHc1FQ/pHC6n7g9JhcFOKFPEkSMZStUTleZ/WYMT5yy2et6bPY6KQSAYFQIXjLpRE7NQZLZbdE0\n1i4ykK5anavYh97GExhO93b0WIH0/e+bLEtGC6hW660XV3NEvTF492PaEsgMEpw/jIQt+OJQ3h+S\n+/Uftxs+3wuBAymX2R7Lhtie7fICRqdKFyZXQmqB9WSfvCaCmbwGGtEOPHUJPjEhNzDfHbJJTRaT\nhyLzlF9/aCdCYpfZnk7aiTbrVWzSpMk0ljo6+7+AHHAz1ug0XTDiW8Bvr26zGtINTBc2uAS8/xrs\nd10QN4OE0wWEZdp/mfq+GqBgM3jEUvd0mvVRisWxWy4ohjkTpRo7lMusJYBRBjdOGPQ7IKrZRqVT\nbPnVn1ny/pZFWO84yTSdHzOtfINw+O+7iBZwfN9amF8Qcqg/wW2QtUMQMv2bTK9lFolbIo7LuGRs\nKBCGmDKJW7JJ+oC5oRHYjux0wgDaBqCatdodTg1Spbmz1Zsd4zCfEpaw5dq2ZVkY8JpdxXVjpRnM\nrimrFFZXp3j0KVL7IXVn31R43XjbyjLLTUMn87dWl2LU0OKJIhpy53Z4+hKYhMl3oHJs+XIYXplH\nktNxCN1fguN7YDQPbQW4/QJqb3ZF9U4wfvhLOKkiSTVHGN1J+0OfWtJ2cwOyG2Ma3k/1DpPSNtRt\nomyacU+rWQqWLXvQqTLiaKThXI/to/m37MeEEfG5Uzhb7p3qWBsokyJsTdUL0iQVQcxMo0t44hSj\nn/0rVGseZ2cneqxA9UI3LdkRZHwrJFPTjkY7cMNsT6f5z4ZJPOuNhZpXHjD30AOMfvavAFAtWfR4\nCT1WoOVTPwpA8Z2tpIIY/Bj6O3F79yPVLEQBXsqnlV04E2a0moZAQbk4x+hntaUKqFqK+VC5rRi5\njDZlG1YetiJJ3dtMJfaca8Eohbw0PTnO/FlxmyyHdfSSdSsQz763xZY3adJk07NUK8THgJ81xpyq\nh7lN5xLWILTuiMgvUo907+rq4sknn1zfBq2A++OJgebcwbfBTH5fDYLRhqeffBJYqENot33xLx+n\ndMNic4ow3KehgadTIxytMPV09VVH0FtaKX7s/VxoEViDa/Bh6qaYWX0JDfXzsDFIotyk8a4Rftg+\n7z06pDOIajysCSJ3U9/b95oOFIHNeFMvUwQEpqN+WzcWEh/3Io5NO+4PpQs45fRkskYMSOSjMwWe\n2sTnZzbWX6HxvVBJKV5c52NdyJ+i7+RF3rqOrsXVUCwWl/W8LnQ+Z9fzwALGmrN/+vec/2TXkve7\nnjwgcydLGrHU87jjxDfZtu8ExfEUiU7hqCs46iyDJy7y+pONQ4yWw0LXSIyh9PKlq3oub1GX2Zqt\noELPim07Bh1UGFKX5zxHC7WhlsQ8s4Lnrrv3B9n3zEWSVIzZZpBKK84zd3F66256lljvQu3r/97e\nyf83apzzj32NysCRRetbqlnSSISIA15kjUpRGmtwslnQrBdUPdsK9YoVVNL9vDzt+LLl3dzmnMHJ\njcHYtnlaoBgbG8VRVRxT4vyTIf1tto62ne0EJ85iMgHGc5FajJRDwsP7OD1tPy1f+jZSqmBMBKPW\nc91vOUimv4d2OhBjMBNhlo7Hu7fLjOvwwEJ+IGEAKiF2DKXWhNfmuX7efQdIP/8mzrunSTraqLz/\nVmoDl+DJS7S/NIS38y7acu/Q/p1OVO9WJrPMljT6jTF6/9VR3v71vdzVDum+Km5UQ3CmnTNr4HMI\nqEiVZ+dpx027PTqfasWZM4lorOdTnUQbKsXC5PWa7/4wsCn7A1PHM3MMsBrHs5gP5Hr1Lx+ozjNh\nWM1cdZuW+/1t0qTJ2rGcOJT5/GG3AdfCDN0DTHcN2VUvm8QY8zngcwD33HOPefDBB69Bs9YGHS+Q\nENDUjVH11MAq4/Lggw9ykhcXrFMw3Nu7BX52cQexz9W+t6y7I1IuW52QW178m6VvdLW0vYMZqdVX\npgZdTpvHRrrmJ3lx3gl8q9Ll8uCDH5x/W2A+k9VGOs7lEqfeQJXqM5Z1BEOQ2oYqzTdbaWg91D3j\nuKsdn0a9/hFkWkiEEU18wxOb+vzMRjP/u8DrTq37sWpepdHsqAG6CgFd19G1uBqefPLJZV6j4/MG\nicypxz0G8dwBp2DYV8iyb7Oce3mjHju0sAfLUs9j+YV/hx5Po8f/f/bePEyuq7zXfdeeqqqrqqsn\ntVpqzYMta/KMsQWygRCOrxUDdkKAwPXB2CQXAzchJD44XHIDxIGE3JsnA8cBH3NyzyGHDAaOj0Ji\nQjARGGNsbMuWLMvWLHerJXWrhxr3rr3Xun/s6lHV3dXdVd3VrfU+j1zuVbV3rdrz+q3v+30K5Q4h\nIg5GY4zV23NcXoVtInlxincF8byY3Xn50DPwBhd6TMgJaFAYHS7L4aLzaKo+2I1zvC48HSNY8TOs\n9M8Qbg5lNcCKq9lceAObb6kswHyq/iW2jVZgDQbTJJ56hVWf/tg0a7x4fZMdK0I5IIrQFPr+CTcL\n+cbQkNoqElz+JOLsekSmFRFYKNNHJQdh5zPccssfj1nTLVz4s6/gnEkzleTV3CSRrMALrqJtKMLW\n0rZ3l63iwoNfwz/fj/I8RLIBa0MzLQ/cOy7i7ty3foJqTVI8cgqVziCSCewdV2D1ZfHdAKtYmgAU\nBubaRjYvXztuP0j2T77Z7AKq6GBJm8TuVVMfF3eVb+57+hhyMI2ZeiPOyfS4CCaBwFCSjuczdNxy\nC3ymEz7zYzhTLGssgB8hu7x78n783ePgDjAc5T2aFjs+HV9IRfLmjSPrmep4W+h75GwI7/vlJ+Dm\n/HusA6E1x0WEe3ahttfk+9CcdZ9mfv/VaDS1olJZ4UfAJ4QQ3x3TNnzFuhv4QVV7VZ5ngM1CiPWE\nYtN7gffPw/cuCDIoYjC+MtHwzVeMyZNXIsBv78YufWLyuZ7Sa6UGp4aJUZoPLM84hylQcNUd8+Pf\nIm0fxvoylLaMTFoLGRh8EQYSWVc9qg9CD1Ux4dgebp9iINE4XtsWXcMeZeNNYUfb55lzL8KRb4U+\nII1rwtLi1aj0NEWKZvG1Uyx8fbgpZIJKwlc045gqSeQieSkSoPyLb+MCQm+gRcWEe8ocsJpdci+n\nEY4DERtV8PCHPBp2NVdl/VOjkN4sPUga+8Frgh1j5vjSDjj9M1vP8rmlwfkHuimcchGx6xERG1Uo\novpdoqJ7RjOVlSCScYKe3tktS/kjRgBKmsjEBaTjIuwMQjmIYhRv0zP40fMETd1EM5sxvQgkLxB0\nvoK97uJ1ST8C7uQeRAA5dTcAwVAac0zlwMi2TbQ8cO84r6bEnt0Xp3g6NoUnX8BojCOScZTrUnjq\nBZoz1+NgQ0SEqcpFCafT8L1jcP9Y8W+K5zSvASyB3wT+/uNMY4telrHpd2Ks2f9wVTElRu0Nhj2W\nPvzdMv0K/87a3ZN/2eMnwBbhuqUqGZKPX8/Is8Pd1bi/1isB5f2oquDpec9OeOjFsj53i8wNUKPR\nLCIqfX64H/gxcAD4NuF9/l4hxDZgB/DG2nRvFKWUL4T4GPA44bT6I0qpg7X+3oUiNLscL1iIUrt0\n8qE/k+Ejo/24q7+HzReZ8sEDAGNmHitT2myMnX0K/3/jp6cOj68KP/oJ9LkTwrYBfILzA3Ul8TQb\nHn0yihBjE8ZGt5dR0e194mO1qKoh7oIghx8ax1uGKzmVvKLwDzyPxS+PtFj9a8P1iOGlQuNYq38B\nRKdzL8KzX4ZoMyRXQaE//Pu6T81deBLGSBTIRKyh2Qwhqk35PSYArlkc6V2LFWmYYyYhhik52qQW\nUZVL2xhTHnzupuJ+fwR7VZJgUIURJhEHqz2C3x+pikgbkMUkPsGzZhiFYnB2K745Bt8qgnCgQYXR\nTmkP7pg+JX7s98/1vPMGz2IYDiIabi0RdVBu2F5t0Umls5gdNfAeEwJ5zZPw6hbINKMa+/E3Pc9g\n+lqiTacw13YhWg4TBAZK2RhRH3tZa3gtH3PNTpx2QwFkituukvIiH6RhIts2TesjptTFR5IAzLQB\nhgCn9GTjmOAGcHyo8u1gmGH2YA6Mk7NLSohs20TTR99LZu8+wvJpBogJZ+nYP27fHHqRybEV7Eaf\nQ8Uk9zMA8n7oCWWUIp3SweRXg0XjWTdzilYex29g4rW9aOUrNL6Ygs/vRj70YpntGo48tBOjRqOp\nBRU9PyilDgghriM0DP+PhFL7HcC/AfcopV6rWQ/H9+O7wHen/eASwJgwKA8RYPh4Kw9gFBqR0SGK\nKw/hy4GLPjbCuHu7Af0zMxgVSo2sbzTqaeIgZ3igMA/89ZNlq3kJBMKvr+p1re0mfT0Tn1WHU0gE\n0pzdwOpiz6PFRrmYjeFjaLIqPCDOTgzWt0dNYMeUFS8/EKwxR74VCk7RUiTF8OuRb81ddLIZX7ph\nDKZYeNHJmOSIFLDEZ6IXHoVAiNKMuBq9PitLILYvogHZsiiczYfi6tRBJRWRP7uG+PJzmKk4igYE\nOVBZsmfXUI0yA4EIQHlYOFx0w7V9iM1AFBjL298J6b+C/SuhtwFacnBDN7z9vopXoQAxx/Munxog\nPtAIBYWKgHBBSItsaqA6228wHUb0pLPITJ7mT06S1zUrwsp1ys6SD4awtz+BEfMBk8Eppb+qAAAg\nAElEQVTD2xEbrkO1XY5T/M+I527CeuH6sPhENI9880mMHeOv2aYLRAXkJ7/vBt3nMDs7aPy122Zl\nVC+KHtbl6/D2H0ZlcohEA86Vl8NxwtuaVKH4JFX4dzCDZ4DSvJWRU5hOFe4XkSK4zuj1ZvjwT0zo\nk2WAN/xcOD6q2VozRWXjmBUKayPKysSqdKXnT7G0pZH0+gGajjoYyhx5zpEiIL1+YO6iExBeaMs9\na1XhAjxrpsvW0Gg0i5mKJ62UUkeAGpUj00xk0rkGZeFt+THSszAcH2G7ZF/cMFrDqtx0Wel6rfAJ\nXuiqcKePiWS6KKX+4ptCzJinVI5DkwkTJka0vtJJEm0WnAuY7DQrTl68DkNJgpHlxg9qKouQqmeG\nHyInqqMGCL9Ura0MF82Olo6DiWWulZj/yl1Dp8IIp7FEUmH7HJGxfkwvxcXnneKisg4LgJxkblQS\nYCzhmejaUfmDd9BQwMg7YUSBWYoQCgyUKWHPxlp3tHq8dR38y3HIFlF+HsqklgfLT1U+A99+Nbl0\njGjj4dHqdelroH1LVbprtKQI+i5g2j4icEAOi94KFcugkrOcAGnfCXfcBzu/BUOHSmm6981cuJ7r\nebe9nVxDmmhPBGNIIRsFhXUebGiveBUBRSxsJl7nAzyMxgRBTy9mRxvNn7yL5O1vmX6FhhxnJD2K\nLMW4liwHkChgyD4M2UbwFP7JCNkzq/GzbVhDryDesAPx0i7Mn+9CGEWw8+DaGN+7Al8cxhpjtejH\nDSzXAIplvhuUULT/+QMVb5ey67Ad/MMHMdtbEKs7wkp4h0+gIsvBtAAVCk2mAMOC1MR4vckna0ZE\nK8AsM2E3jHvwyKRpgGOr6xWuLxL9iYWQovQ0osBW8OsTrjfrGuG1gZIHael3AkUzT+qeOyffGL92\nBXztpVB4ssWEo0cyXPFWNoy/6wTLBeZZVea6sTgjdyL/6R30/c7f05hfhSmjBEaBodjrNPyn91Rl\n/bLzDGbXSiaen7LzzMJtL6FKx8uEZ0Odpq/RLAkq0h+EEJ8D/odS6lCN+6MZYRJhQQmCnIHVVMAf\ncMge7iTy7veF741USht/wR6eEBII5NkJUVGT0Gh4DKlIRVkOCnBXzdPo13RKNya46HeqhY/6GMv6\n93fy9GdOYTLxQSh8eDKvnLystjLLF32upu/JwjNpfEzZdhUZP5BTsTQi2zRmmVIJO8uDvUfnV3Rq\nXIPfdRzvxABqKINoTOCsa8LqXD/nVYuGCzCYKvcOooyJ9LxjqZIp6YQHRWupHKd1zMazBNEoRm8r\nomCHs+GJHHLDIOZiEvzu3gk9WejNI08cw7hgoBguq64I2o+Svb2fSl0DQw+aboLgreNKwDe9d7q6\nTZXh7NlO8TsHUPkhhFUA6YAEFcmhlp2GtcnpVzIZ7TsrE5lMD4IyMQ/m3Cdfhj18gm2M3357bpt+\n4RIXlp+g9ewGjDFiiCTgwvKTrHrsL2feqU9uQn756JjU7DCiyUv2gxfFLkZBgRQeg9HTDPldWGd2\n4Z/oQnlFjKYkSkmKx15HxCIYL16NEEWUGVa0w/IRPhj/vmbc175+awubv9WPFAqhxt5rwv/mL5ck\nZv5rxiHExfd7BeS2+DQeVmG6WdKEQhCmod6zY9zyMtqPWWiZsIbSs0IAmALRYCKM8s9pY0Ulc2U7\ncjDNwFe+SdNH30tk2yYye/eF7zUlKdyYBOMckecEwrMRKQPu2gT37xm/0vtvQNy/DzmUL0U8SaSp\nkPdePrXI+PnSOfqNQ5D3CavcqpH9HsqKPvl4lrFnmf3VPvwP2RgXRltlSxr7q+XFwnpneBv1Pfzo\niECbuuc9lQm0FVDY+WNi+V0Yg+2hwb4ZIFPnKOx8cs7H82wJzAyWn2S0cne4zwMzsyiFQ41GM55K\nI50+AvyeEOIg8E3g75RSR2vXLc1U9D9/OeQLEIuS/LXbaP/8xwGQZWNgRMlyO3xIksXK0uuW71T0\njykkISa8jkUBGTNa5p0acP1q1PGu8ilU/kx8L2pP662d5L6wn3ihDWPMLVOhKMSKbNyWnXTZYtLG\nmMzzfZ4yGWuFYYyb/BzXLuVkjxYKCuMfhWRyCCM71hg4PCaUU6jcML9KeOI6/Of/AT8tUK6JGDgL\n/Qq56lfm7iHjTb4Gow5czJQhEReZnkqUscgP1AXCiPqowrCAPsYDLnpx2oOxuw/1aDv+pm5Eg0Ll\nBCJnIG49N38drgbb2uCBG2HvUby/O0FgvYz9hqcxVp8myEYYfKETdfadFYtOYz1ohiM3Zpv6VJYP\n7cA+k4VjZ5GnB0Kh204jl59BxFNYH/vl6dcxR+Sawxgnr0DI0cc4Zfhh+xzXHdm2iYZ37GJw3ID3\nzhltv0Kij97+NI3+WiwVxRcFhqyTuInZiWLuni0Uv/9TYkeSCM9GOUWyq/voD7rxz5zHaG7AaIwT\nnO+HQCISCfzu8wjTxFzThsoVULk8oiFG8cx5hLcO7HwpcqZ09zCLUBj/HNF1ezubN25E/vGTiJwc\njagyJJn4WQpvaJv7IN0rEr3xqnHV66I3bqbgF2i8/WZ4+CUYcKEpAp/YAfddO37xq58i8sxbEYFd\nivwNnwWV5aKcCAgRWh+ubyz79WNFJWDkNbN3H5Ftm8JzaOVolFvhhnby10uC7nNlo7zcg0fIHPoR\nrDxN3I1hWg6qxUHcs4OG+yoQfj+/e0R86rnybpqymzB8C0MJpFBIyydtnRgnOjF0CuuRVSBGRSZD\nSRh6ffrvq1OSt7+laiLTRAJxguDmM8ijOxGZZlSiH7XxRQLXrcn3VUKff5BlXI2Bw3DkqMSlzz9I\nx4L1SqPRVItKRaeVwC3ArwK/CXxeCPE88D+Af1BKzT2HRDOBUtTGRXNfio3H/qXsEoEBVplxXjDy\nBKpQycoinZ5288gVDcQHA0wfAgvMnIlVpkeeDcE8TY3kE+cnyWeXGM7cKvbUgt6OXuxzyzGUwFBh\nFoYS0L9ScvWOdZMul15mkEr7lKteYqkqVC9ZSAw5vgLOmHbKtZcQxfFDTjPTTrl8UlFIQOccIg1m\nwcCjh/BfWkt8w1nMxhxBtoGBny/H8g7RfuOe6VcwFbmWKd6sg1TLBhdFDCEVlCKvlBCh94dm5mzt\nR+xvLqUSDRuyBLD14gpm1o0b8I0e1A9j0GdCa4C4LYN1w4Z57/ac2dYG29ro++eH8LN51L+vRXkr\nEY6NaE1hHZ3Z4LESA+c59fWBN8Leoxg/PwrneiDiY1y2Ed7zZnjzTdOvY47Im/YjckkYaoXABrOI\nauxD3rR/zut2Dx4h9/iTRLZvxrjpKuRQltzjT+JsXF3xNjWiEXKtg2T7fgS+D5aFaG3CVBH6vvTI\n1NXcypDZuw9vg81gw2nkUBZlCGR/GtEQxWxrQaaz+D29mK0pEAZmRyvFg8cwVrRhNjeiEh5mwcO5\ndiuZv38cabgYvgN2MYw0UgJ8B2m6F99177uWC4cfxx/K4e5/BTI5SDRgrVsFzx3k3CcenPS3TJW2\nNozZ2YF37PRoxJNQyGwOZ8PqUGCaIDJNRF6jyGf/FefENRheEqV8TD+OMkBIA6UUgeGh3r2ibPW6\niaIShBFuQVfPSP/kYHpEjAKQQ1nMzoulgOGoKekHFIvHya4RKKmIXLEB8fI+mg6unNF5Kdc2MHDq\nKLGhJizPwXc88okB5JoJ7mI1jDZeiggRkM/lsLc9gREJkJ5Fsb8BsYCTRVmzCwJFI5uxiOGTZ4jX\nyJpTVDvUaDSLhkqNxCXwA+AHQoiPAr9AKED9HvDHQoinlFJvql03Lz2kVcT0I0xMQZJWcdJZzAud\n0HZ6YrxB2M6JMFzV6uir6Ps9v4kgLrGkheUJfEcRd1XZaq12AL2rXwOurmjdc+LHTxMWTBzrFSFR\nQiGWza/QUAmFbRvI+xZWQWIGAmUKvKjBwJaA1ZdtnXS53i0DJE40Yko5JqpLoJA0mot8MK8m8Z9Q\nZYvCjyAYLyoa2QjlkhANacIVUwk11cd99mWU00mme9TXIlAFgmdfnvO6RTHOpOFtdaA5sVPCT33w\nR+VgoQA7Mv/eWkuB219Hnc9Af1uo6DtFaO5F3F5mwmDTHVgDX4YrIxBJgjsIhRxsumP++10lZMFF\nDqYx4jGMVALlB8jBNNJc+Ki+cZREMrhh2o/WAnHbB1H8JerwdhhsgtQAXH4AcdvH5rzu6SJfKsFo\na0K9cqzUWQFBgOo5j2xvCQWMMmlcU+EeeBX/5BlELIJIxvGPd6FcF9Oxadh9LcXXThD0DiBiEZwr\nr0AUPWQmB56PSmcxGuPYOy5DlMy00+YhUu41oAQSH4EF0iKdPEJzuQ44NsXDx7FKvktB/yDF/Yew\nOpdP+lumS1sbWfUV60n/w+MYiRgiGScYzFDsOk/itsrSQd38DiJbHiW/7jiyYCIMF+f8eozX3oZl\nJJAJQf4yiZ85QisXr3M6UWk43RLGp1tOrNQHo8eOf/C1MI0xGkEWXPwzvUS2b5rRMQTQ8I5d9P/J\n1ylEeiAZgYKLGijSfO+Hxn3OE9cRHPifYCcRyRS4/RQPnKpOtPESwz14BH8oiuEUKXS3jPhlGpEi\nwXzNIJfDNMkGXWTpmtBe7ZqZGo1mIZhxFLZSKlBKPQ78H8B9QA9wY7U7dqkj2n0UPqOik0LhI9on\nryzhRvO4MXBj4EUZ+X83mg+jSOwiRqSyKJnAMGk+Z2EGBtI2MAMDMwgjt4uxcGJVmqOT8T9seHjO\nv7kSrIFEySh0OBKsNBhXCnatmmrRBWFo2QpOXGvS3wmZVkVfp+TEtYJ0W+uUy/U2PEq+CQKjFE4u\nwDfBtbM4Tj0oDXNATaxGQ/h32fZRjImXKyVG7GPH/gPg8bnP9s+IieWjh/tShV1liPIrEQANC+90\nYL7rRhjxUwvPSWUIDCMGX39pIbu2KAmsZ5G3fBu59WnkhoPh6y3fJrCevfjD7Tvhuk/hDykKT/6A\nzBMHGHhpI+75atQYWyDi0TBqDlClwZCQCuLzlMK9SLDf/nHUbR9DvvUA/NJ3kG89gLrtY9hv//ic\n1x109WA0ThD5x0S+VILfXUrxHL5+lV5lwcNsSiIMA7MpiZFKktm7b9r1ycEMGAIjGkEIgQgkmCbK\n9bDaW4jtuobIDVciBzMYERtzZTuRTWtReRfrsnVEb7wK4dihuLJmBRfcUwxGnkMaRYSKII0ig5Hn\nUJ94W9nvV2p8Ur8cyIQV1Bxn0t8yVryb6vd6h44TvXYrRmMSMjmMxiTRa7fiHTpe0bZ2ux0GD29B\nug5WwkUWLPr6fM4ue4Whe2Nk3hfDv3ry/ZfYsxs5mCYYSKOkJBhIIwfTJPaEAtVwuqqRShJ0n8NI\nJScVCoePHTmURURCuUdEHFQ6M+NjCEBl8kRu2InREEPkChgNMSI37ERl8uM+l953jrx8O0SaMUQ/\nRJrJy7eT3rfIUo3ngczefeS8nRhRH8P2AIVhFzEcH7Wl9qnBk2GkkhB1Qq8FIcLXqBO2azSaRc+M\n5GMhhA38B8Iop18CYsC/A5+tftcubczlPrIgUPlhrxQJMRNz+RSiU/EEA6u30jAosDyF7whyKYXr\nnQSriOw4Aqqyi7cYqYZSKkk/XBZdgfBVWLnECOvGFG2Xc8Y8WXxlU2UrZSkR1GV59gCffIvN6+MC\nb2xQU5elPZl7gpWxmxHBGpRlEZhFfL8Pu1AkYizyyJGICfky4mfExHXPEJUXp82FVWsmRniFkVEX\ny1QK8XRlD+vVwrlmG/knnsYv+ijfR1gWwraIvaUKURCWjyhOol7Z1SmePBf8/cXQL8QMwmQwoVBC\nIJWJ8ezZhe7eokP2dRNYHub130eYChUIgpyJ2Zcu6+Dlnm8g80NJtDWBlUwj3KfIfO083PubtUsv\nqyH2ynbUUA5VcMErgmliNKewV1ZeOQ0qS2ta7Nhv/zhUQWSayEzSqSZDnu+HVAJRDCAIRgQi8uM9\nYyoVIsxUMhRDCm4oYpgGyi2OCBsA3oHXMFpSI/12NoYlYv0z5wki9oi3l/jmP5M+epoL+VNcoOQO\nEYB1ww7W3ve+st8vih6RG6/EP3oqFFSCAGPtCoQcvZdN/C3Tpa2N/Zy9vnOkv0Ao/lQo0MjBDNJf\nQS59GaSheOoMMpfHaBj1z5pq/1XigVZpuurwsWM0xpEFDxGNoFwPkUzM+BiCcNvErt6CuHY0Mrzc\ntgm39WUU1GiFShWvfBteSgRdPcTedDuZZ2yiPIeVyONnYmQGdrLqv35xwfoVueFKCv/+M0jEEREb\n5RbBdYnccOWC9Umj0VSPSqvX3Qq8B3gnkAJ+DHya0M/pfO26dwmzvoghz0KmCQoRiLqQGID1k6cN\nCfM8npGj2JFECAulfJSbxhDnketfBNuHyyrLgoz6JkMdBrFBheWB70CuEeJDIHyJFBLhG5hKcHDt\nT8t6SdUEr7EkOgVjyiQLpKHqslrTYPAcq4ZuoOWkJJKVuHGDC2ttXm98Grh80uUu2C7djT8nTxeJ\nQisRt4GCneVC0wVam1bO3w+oBatTqFf7GR/VJBCrU/R172NlpjVMdRj3vgGRCQaXhlHWkBwE0k3P\na7WThpuvJfu9JxGBjxACAh9Zap8zzS7kJzHJDxa+Qlzxx4expUKZgCHC3RZIyBRA6BnKmeL3CQzH\nIMiN7nNhuvh9oqwfS37vN4gvexqcFIpWzGiO+LKnye/9BpFtvz9/Ha8Ske2XIRpiyJ7zyKEwLcro\nWBb621RIpWlNi51aCWszSaeaFNtCKIWRGj2Og76BkVSeYSoVIpztm5FeEe/VE5DJoRwb4dgYjQmU\nlGEf+wext20m9+PnRwy57U1rcNatHGd47e0/jFjRBkNZlFcMU+4a45jG5HeNYTEltusaAPJPPkcw\nmEE0Ti7MVSrezVXkM1NJ3BPdFE90gx+Uwn4FJOKj22aa/TcXD7Sxx6GyHWTPeYyOZQSHjhG4Xujp\ntK5z5scQ87cNLyWGt1X0htuA2/CBYCBNbIEjilo/dRfnei/gn+iGbB4RjWBt2kTrp+5a0H5pNJrq\nUOm47J+AK4DPAauVUjcrpb6iBacacv1gGGi0sh92dIevZql9EgY3RjHcDK57lHRwENc9iuFmGNoQ\nQyqF29WB+Ynys3gTsRsEhvAY7FD0rTUZ7FAIC9wIBGaAwCAwA3qaT5BzzrE9Nz+CjxFrRCJRpkQY\nCmX6SHyMeH0ObuPd++k4kMZ0JV6DgelKOg6kiXdPnf6lhOBU+9NgKHpTJzje8Sz9yVMoQ7H+/Z3z\n1Pva4EezqAkeRQoZtm9MEDgZxnsYqTDyLjZBI5ejlb0mopbNb20D79BxYjddhbN5LdbyVpzNa4nd\ndFXF6RFTssosFQdn3D9QEFl40ckbOkdgBwhpYvgGhm9iSBu8AK5ZvtDdW3QMvrQaYQcIywMkwvIQ\ndsDgS+VFFyuzD2WnUMQJI1LjKDuFlZk+ZakeSezZjcpkkQUPlEIWPFQmO5LqUwmVpjXNFffgEfq+\n9AjnPvEgfV96BPfgkaquf7rvHvjKNy/yR6pGH2aSTjXpOm64EpUrEPQNEPT2h4KTlBitzZOmcU2F\nc8V6ikdPY6YSWFvWYy1rhkAiM1ky3/o+7oHXMNasoHj4OMp1Eck4ynUpPPUCOOPl2qCnF3t1B5Ed\nm4leu5XIjs3YqzsIenon/f6JKWhGxzJkJo+1om3S3zJd2tpMPzcZyrJgMA1ShoKTlOB6yP4hcv/y\nJMrzqiq4jj3uz33qT+h78Ksjx6ERsVEozGQD1toVGI0JnLUrsTesnlUf5msbXkrU67aKbNtE+xd/\ni8YP/BLxW99E4wd+ifYv/taSmijQaC5lpo10KqXU7QaOK6W6pvu8pkqsSsOvJGBfEXptaCvC/2aH\n7ZPQ1x5l0DzCqlPLaUzHyMddjl5+DL85SfpoM+a911Zs6mutfx37+ZU0nC9i+kUCC+y8QbAszXH7\nhwxGXAJDYQaCVRc6+dWPfr5av3xKzGVJZCCRngcyAMPEiDoYdWgiDvDGUzfTY50jcKIYOEjHw5QF\n3njq5imXW+HG6G45zcvqu6w/8waasu0MxM9xbvlPaL31t+ap97VBnOwD4TCSvhmGxiBOZmn6fz4A\nv/FTZPwCopBESBNlBNDkIYxy6TUXp50pwI2fZT5dbYKuHpz1nYhZpkdMhb+hHWP/aYQbigohoW+S\nWJ6Z8/rnSr6xn0guiSg64zRAhYKbK49O0YS4wTVceEqRurILs6FAkIsy+Mw6XHlN2c9bSZfAjWOM\nsTySromVzM5Tj6uPIIyYU4TZ3WKG5miVpjXNhYWOpqqG2fdUzLX6X/LdbyX/k+chXxgtxBtvIHXv\nnahMftI0rskY9j3yz/Si0hkwLYRlIYdymG0pVMHDP9UTWkeN8aMShH5MYzE72pBDGRgT2aHSWcyO\naZ6PotFQxFIQuW4rrZ/9DbxDx6dMSZsubW0mn5uM4HQ3WBZGQxQlJWooG95eYw7Rm65CDk7+3DgV\n5SLpgHHHfe4HP0Ols1gr2kcEXujESCVp//LvzOp7xzJf2/BSop63VU2rjmo0mgWlkvS6APg34FaY\nWFJAUzMa18CGftg6JlKg0A/RNZMuUpRnKbYmebXlKGL4gd1IoILX4f96E6lJvArKkcn+DKvwHzDz\nNmYgwFQEFDHy5/kF5zqOZk6SFnmSboqN8RXsvPEX5/BjZ8CulRhPBBjFAHwJlgG2CbvqM+XMzDci\nEmcJgkGKKAwEljAw81NHgHzk8g/wR0cf5nzTCc41nUAAhhJ8euM989PxWuIKhB2EaRZhTWeEkChX\nkLz9LRS/dIyg6xxG6gLCVoiGJIbTAS1N49djqFK000QUwetbyrTXjlqG9g9mztEUy4MZQDEKQZh6\nGCwbwr7Mm3b5WiN2bcT79gCGY2EEFigIjAKyM4Z16ALcvtA9XFy0/J8f5Pzv9ZPvWsOwKKtMi2V/\n+MHyCyzbSPDsz/BdG2JRzGQDwnKxdlw/n92uGpm9+yDRgJHJIotFjJgDiYYZiSnzkWpTa9FnOuZD\nWJsL3qHjxG+5fkQkEskE1oo2ise6sNpnXl10ou9R9ntPIgsuhmGEKXauhxxKY3Usw4g6I6mZ1rZN\niOL462Tqnjvp+9xDAGFEVDqLzORp/mT5NJ6xAmPDO3aNpKs5G1eTvP0tU/a70kH0XAbbciiLtXYF\nqn8I2ZcB00A0xsErzvq4nCiqFo+d5uxHv4ByPYzGBJGdlyEMA4pFRLKB4msnRvZrtY/D+diG9Ugt\nfemW2rbSaDT1z7Sik1JKCiFeA3Ri9Hyy6Q549svh/0dSpVLY/bD9w5MuEsn+FJG8g6KAIhlskcAm\nicp9n5ZPfXpGXz94uJFmb5BsQwQMC6SPlQswcjFS8VbemGzHywZ4UrHzw2vn8ktnxt07oScLvXlw\ng9CUui1WlybiAJmGCyTcBI1yjKFn0SHTcGHK5e744O/Cf4P//srfc87I0i7jfGDLe8L2xY5ZBDcB\npgIhQ+HJN6EhjNqx79+N/Mw+gmISGfiItAW2wvjdHePXEwsgO65mHaDACDAj83hMUiUPlEnInThA\n9PIBIoevRJgFVMQliGYQpg83L3z6WtPd78L//j+SK1xAFQogFSLqENuxHrpmN8N+KZO8/S0UT/cw\n+PCjqIE0oilJ0z13lh3cugePkN2fJNbqEKRBpvNImSZ65WqsmxanQO0eeBX/5BlELIJIhmbEwaFj\nqFx++oVL1PJ8HGahRZ9697AJunoQ8RhChKnBQiik61F87mUa3n7TjKPDJv5ev/s8wjIRw9XsopHQ\nC6xvgNi73jraj4E0Rmp8BNPwuTT48KMEPb2YHW00f/KuSQWkuQiM82Fob3a0EZztC/+QMiwx7xUx\nEmG872yOy7G/2T93Ae+V4yBADmUQjXEKzxwgev320CC8UEAOjUZWDh+H1frtl0JRgIksdCSlRqPR\nVJtKPZ1+D/isEGLHtJ/UVIdSKWyizZB+PXy97lNh+yS8d/1N+F1PsPm55Vz/5HVsfm45ftcTvHf9\nTTP++mR2PQVrkLzoIq9OkhddZKN9FI2ASMIk2+cTSZjs/M21tN46jx5D29rggRvhrWth57Lw9YEb\nK04bnG/OL38Cy48iipGw8l8xguVHOb/8iWmXveODv8u3/vBZvvC2/8y3/vDZpSE4AcSyYPmAAmmE\nr5YftgPuRsHQ2vMoS2L4NsqSDK09j7txQlTTxtOhaDXiciQBiUoM4bxpcpP2WlAND5RJUTDkCLzd\n/0px/TFkMo1K9eNvewbe/s65r3+ORLZtwrxuPYayMKIRjNYmrI42/ENd+M7EioOa6XAPHqH48lES\nt76Z1K//Colb30zx5aNlvXoye/chGzZTTNyBuXIdkctTmB1ryfXvmvJeUc/IwQwYAqMkJhjRCBgi\nbK+Qmp6PJczOjnEDbZhf0SexZzf+yW6y3/8pme/uI/v9n+Kf7F5wX5ZhlO3gPrU/rGBWEg8LT72A\nBNwDR8g9/iTugSMoP6jIa2uiD40KAggkRktq5DNmcyMqCCryqkne/hZWPfaXrP3ZN1n12F9OGbEU\ndPVgjEnZg8qEnFr6bo2l4R278M/2IXP5MPLbK6KyeexSVNhsq8YN/2bv1ZOIqIPRmAAoiXwO3qsn\ncS5bi0rnwLHHbXPnivUMfOWbFI+dxj3eTfaxH3D2o18g/dj0zz5jma9tWG/Mly+dRqPRzBcVVa8D\nPgO0Ai8IIbqAs0xw8FVKvaHKfdO075zRwOHmtl8j+/xTHG44wfnYflIDKd7VfRs3v+3GGX+1QiEm\neBQLBUXL47r/tsC7eltb3YpME2ldeYFB8U8ke96EUWhERocYWv19WldMHem0pElkUV4UfBuhBEoo\nsIqQCAdwmb37kDtiZN6cGFkkGFAEE2aVg62vIl7pQHgRRtKQRAANaeTu+Y8AqlW4euS6reSffIEh\n0UFs60FMexB/wCFo/wUa6kRYyMrXiQqH4eLhBg4GBhn1Ok1TLqmZyEyiKoajbe2FiP4AACAASURB\nVAKSBCocYCpbEnSdm99OV4HhaAb/1JnQRDyQGM2NqFL1K3OGlZVqnT4yH9FU06FQIEqxnqL0d50w\nEuE0pk0VPJBpVEtqxOjbPXQMlStMu77Itk00vGPXSHQSlhX+dstEKYVyPYQfEN19bSg2VtGrZrZR\nZfOVgqkyeSI37MR/9QSBVwTLwGhuQrrFERFoLlXjwvTIOMr1MFe0QcGDiI0cSiMcG2fDqrBaXfe5\nkW2e2bsP5Qd4rxwPBavWJuRQhv4//Rucjasr/v0z2Ybpx54YF72WmiRCdDEQdPWgLBt3QiVGlamP\n9FmNRqOZKZWKTgdK/zR1zPG/7WJDYydXJEupRVFwLZ/jf9s142ikc81HWNm7laLI45seVuBg+zG6\n216uQc+XLre9+f389b98maD1NRJOgoyXYaiY4T1v/tRCd23BkCsDDKcb0imUG4GIC8lBZJuFSeVp\nK8GxlZirD8NAO2RLs93RNH5DmsyhF2i9vbzx8mIj9aF3E5zppXi+H++lJMJxsJY10/LBexe6a0BJ\nLDjwM4rL2ollWzBzBkX3LP4NLQTFhTc6X2zMJG2r3lOsKmVsKom1ZgX+2T6C3gFU0cdsbyWyrhN7\nQ32Z0i+0GW9m7z5EIo6RySG9IkbUQSTi8+YpNS1eEfuK9XjPv4LM5MJUr4gDSoXRa4CIRlCuR1CB\n0bV7MIyOimzfjHHTVXjHu8j/5IVQsHI9iDhYGzpp/e3/WPXfP1uBcb5SMIOuHmJXb0FcuxUgTId7\n9QRBTy/Gm66Z1XE59jeTiIdpdQqi128HwH3pVQQCI5Wk5YF7L1r/4F//PcXu86HgVNrfRmMC2Tcw\no2O00m2YfuwJ+j73EEYihrG8FTmUGfHtWpTCk2NTePIFjMb4uEqMsV1XLXTPNBqNZlZUJDoppT5U\n645o5k6m1yfeOn6XOnGTTK8/43UtW3mSfreZeD5F1I1TND36k2dYtvJktbp7SbDzxl/k14F/+tHf\ncibXw4qGDt73tt+YP+P1euRXfwH1lR8gOnohWoBCFJWLw6+GPhyVDqT9422w7AjGmoEwDE8JpGdR\nPL26bsx0q0Fk2yZaHri3bj0tMnv3YTSnKAqXoDWM4JMFF8700XDFGxe4d4uPmQhJ9RBtUw3GRjM4\nl61DDWZQsQgimSCyfVNdlPMux0Ka8VbD+2rK9c/VR8exKR46jtnegrW6IxSXXjkGjoMsuIiIg3I9\nkAojlZh2dZm9+5B+gH/wtRGTcGfrRsgXcNatrOl1cbYC43yJwhO/x2pvQTg2xq5raL3/7lmtc+xv\ntpqSFIcyWFvWY7Y1IYeyOJvWTJmyanZ2oH7+MkbraKyrcj2M1qYZ3Z8r3YaDDz8KphGm4Z7rh4gN\njs3gw48uStFJqYtrdparxKjRaDSLhUojnQAQQghgFbAa2K+UWrw1mZcgiTYLNxMQSY7uVi8bkGib\n0W4G4Pf/4iH+4OO/wakLzTQUWslF+1jT0s/v/8VD1ezyJcHOG3/x0haZJmC//05yPb0Yjz2D0Z9C\nxgPkHTtpeP+dQOUD6SICv7sTu/UChuMjixZ+bwu+5y+6SI/pGH6wHx70DPs61IPwFHT14GzfjPvz\ng0gIB5NKofqH6lIoqHdmIiQtdLRNtRgbzWC1t+C2NVF8/hXIF/Bf7yF1z52L7jfVmrHeVxBGDQWu\nNyPvq8moholx2UFzNBTIxlaXM9Z14lQQxVZOZFP9aay1K2j/8wdm8StnxmwExpmcy3MR+RJ7dtP3\n4Fcp/HxgJOrLbGui9YGPVNzXyb5/uA8T35/uOpPYs5vsd/chhzIj1QUpeJjrOmd0f674eeBkNypX\nQBX90Ew9ZyBsi2LBrfi76glR9IjceCX+0VNTVmLUaDSaxULFaoQQ4qOE3k4dhH5O1wPPCSG+BexT\nSv1ZbbqoqZT17+/kxT87Cfg4cTOsLpdTbPnI7Iy+tcCkqQXuwSP0/dMzeCdOjTwgO/8E5jveNvKQ\nW8lA2r+hFedfwT0OkiKGEcFQNrnlvbQtMbGjnivZDM9ER6/fjvfqydB/wraJ3nzdgvdtMTJTIWkp\nlL4eG81QeOU4xf2HEbYJyVbMVIKhr38He3XHooxYqBVmKhn69YyJGpqN91U5quFFVG7QHL3xKooH\nj+Bs2zxOQKhEnK6lyFYrKj2XJ7u+N7xjF96h4xUJUSI09Qp9tFTp7wqp5P4y0+tMZNsmmn/7Lvr/\n9G+QfQMYrU2Y6zoxLHNGkxEVXw+DAJXOglLhPyFQBYGI2BV/Vz0xfE2M7Rq1CShXiVGj0WgWCxWJ\nTkKI3wE+D3wJeAL4wZi3fwi8D9Ci0wLTemsnOwm9nTK9Pok2iy0f6Zzf6nIazTT0/v5f4b18BCwT\nohHwfbyXj9D7+39F5z/+v0BlD7jOu69h4Cf/hXi2BctvwJc50s5J4h/55UU/CJ/IfBnSzobhmWgj\nlSR205UjA8nUh969oP1azCwFIWkmjI1mcJ8/BKaBMEysZc0Y8RjAok2TqRXO9s2Ihij+md4Ro+Fq\neV9Vw4vI7OzAO3Z6XJuIOER3Xz8ro28zlcTv6SXoG4QgANNExCLYq1dU3KexzDl9sEIqOZfLXd+D\nvgH6//RviO26etqJhszefVhrVxK5crRqazCQrvj+UKv7S/L2t+BsXD3n7VzJNlR+WM0QACFAhlVt\nlR9MuVy9slRSpzUajWaYSiOd7gM+q5T6YyGEOeG9w8Bl1e2WZra03qpFJk19U3jmQDiotEszkLaN\nUipsnwHeoeOwqZH+Q6+CdCEawbliAypTHU+TesI78Br+QBoyWUQygXPZWsy2mXlj1IqlkuKlWTjG\nHkNqIA2NiXGCk0jGw4plmhGGB6WR7ZtmHDU0HdXwInKuWE/6Hx7HSMTC/TeYodh1ntbP/sasxENz\neQscPDK+0Q/C9jJMJSrVW+RoOZGv2H0efH9GVSzHMhORsJaG5/MloKucG05kyVKkk2GAIcL2RYi+\nr2o0mqVGpaJTB/DzSd6TQLQ63dFoNEueog+mUTKRlSMPhxRHDe8rmYUuPPUC3ivHMKIONMbBK4Z/\n2zP3MKtn3INHKJ46A4KSN4ZL4ZkDOFvW101Fr0stMkdTfYaPofyTz4U+MCXBCUCls5gdOq1kLLUc\nlCb27ObCg1+j8Gw/yvNGK2Y+UHnFTO/QcexNqykePoHsOoeRaMC+fF04WTAL0UkpgRFxEMuaR9MJ\nh7JljZWnE5VmGtlT66iociKfujAwzoQbalfFcklUwTQFBEaYWzj8XCFE2L5I0fdVjUazlDAq/NwR\n4OZJ3tsNvFyd7mg0miVPsgHcYvhgKET46hbDdkYHDHIwPW7A4E6Y5fZOdiMsExFxEEKEr5aJd7J7\nIX5Vzcjs3Ye9ZX1YoM/1EBEHBHivHNdG3ZolR+qeO5GZPMFgGill+JrJk7rnzoXuWt0R2baJ1vvv\npv3PH6D1/rurOkBVKBBhxazQLkjNaHnvwGv43ecx21twrtiA2d6C330e78Brs+rPsEeUEXVQ6SxG\n1CFy45VljZXHikrCMDCbkhip5EgBhqCrB6MxPm6ZyQSd2FMHOPvRL5B97Ad4J7rxjp0uez+aC4k9\nu5GDaYKBNEpKgoE0WBbmimXjPjdVFcuJy88k6m2uy9cD1oplEPigSs8VSkLgh+0ajUajWXAqDQn4\nM+ArQggP+MdSW7sQ4sPAJ4HKp780Gs0ljbNtM96Tz4Vh8AbhqwjbYQb+EqXZTOUHYBqhn4NhhO1L\niKCrB2d9J2YyTvG1EyVT3gRGKqFnQZco8+U3U48Mp14NPvwoQU8vZkcbzZ+8S/s5zSOZvfuw13YS\nvXLLSNtMPIIAgsE0YoLxt3I9gsH0rPo0E2Pl6dLFKo3scQ8eofHRH0IigdHahHI9/FeOY21ZX1U/\nvXJRa82/fRe5x58Mf2ONq1guhVQu+/IN+MdfhyD0cgLAFNiXb1jQftUrl/I9RqPRLAwViU5KqYeF\nEM3AZ4E/KDV/F8gB/7dS6m9r1D+NRrPEiKxqh5uuxnv+EOTdMLWuYxlWKZ2mUn8Je+1K/LN94BXD\nSKmIjWiIYi1vnbffMh8MD5Cs9has9tC/JBxszb1Klab+qDe/mYUgeftbtMi0gFTD48dIJZATqush\nFUYqMas+JfbspufjD+Ifex2KRbBtrA2r6PiLBy767HSiUqUmzZm9+6AYYDQmwmjaaAQJBGfOE1S5\nKlq5VKqJJty1FIIWeypXcKEfbBvwwwko0wDbCts143APHuHCg1/DP19Kn33lBN6Lh2l54N5FfQxo\nNJr6pmLzE6XUnwghHgJuBNqAC8BTSqnBWnVOo9EsPczODmy3iFq7EhF1EBEHOZSheOoM7sEjmJ0d\nFI+dHleVyVrRdpF/UeqeO+n73EMYqQQiGUels0syDUdXsbm0qOdKhZpLg+HKc7LnfCmyMo7RsQxn\nBh5yke2XIRpi49exrnNG6xhL9ofP4B85VYqQNcAP8I+cIvvDZy46L6a7ZlYa2RN09SBT8TCtORrB\n7+3H7z4PBY/i6R7Sjz1RU3G0UiFIC9Xgn+pBxCLjfLBkLo9/auGLbdQbg1//Nt6x18NzsjGBcj28\nY68z+PVv0/7l31no7mk0miXKjBx3lVJp4Hs16otGo7kESOzZzdmPfiH0CynNgAvFSMrCxKpHcihN\nofsc8dvG+0tcKmk4SyH1QVM5tawkpake9ZCeUqs+TFZ5LnFb5R4/w8KPtW1zVarrDT78aCgqNIwa\nzMtcnsGHH6XlvveN+2wl18xKBB2zs4PgdBey+wLFC6dRg9nQ5Mq2EY5N3+ceAljwe041hOp6OJ7n\nglAKmc2HfliK0n6yMGK6ztFE3GdfRiQbxqe+KoX7rLbn1Wg0taMi0UkIcSfQpJT6L6W/1wPfALYC\n/wZ8WCk1ULNeajSaJUNk2yasNR3IwUxoCNsYx95xGWZbE0FXDx4QuXbryAy5mUpgX76+bNWjSyUN\nZ7GnPmgqZ0lUklri1ENkSS374B06TvTarSPRpkZjEmeSa/BkVFssVwPpsErpWKKRsH2S75/rdkjs\n2Y144ieooo9K50CpUNAIfIRpImIRBh9+dMHvQXMVqmt1LM2nkBUYIkyzH0YBbjFs14xnuEDA+KaL\nGzUajaaKVBrp9Bng/xvz918Qpth9Efh14A+B+6rbNY1Gs1SJbL/sooF1MJAOZ5ZLxtli42gahpKy\n7AP0Yp+d1WgmotMp6/+8rocUyFr2IejqwV7fiVPBNXgqqimWi6YkKpeHMZFOFFxEU+287SLbNhG0\nJOFCJvQJEoReQaaF//pZrE2rCXp6a/b9lTJXoXqyY2ngke9gtbfM6jycb2FWZAsoAZhm6BMpFQQB\nIluo+nctdpxrtuH+5Hlkqeqvcj1UOkfkpqsXumsajWYJY1T4uQ3ASwBCiBTwi8BvKaW+CPwe8Eu1\n6Z5Go1mKTFWi2ezsQA5lx31+sspCfQ9+ldwPfor74qvkfvBT+h78alVLWWsqwz14hL4vPcK5TzxI\n35ce0ftgDgxHiBipJEH3OYxU8pLyZhkerMrB9LjBaj0dU0FXD7Lgkn/yObL//CPyTz6HLLjzmgIZ\ndPVgTIj8qVYaptnZQfF4F7kfP0/2n39E7sfPUzzetaDRdql77kS5RWQuj5QSmcuj3GLNPfzM/kx4\nP7LMUNAQBvg+SElwJkzrXmimup9WQrljSRZcCvuemfV5OFbIEoaB2ZTESCVDc/Za4BWhKRn6fQ1X\nsm1Khu2acTTd/S6sDZ0AqKEMANaGTpruftdCdkuj0SxxZuLpVKpBys1AAHy/9PfrwLJqdkqj0Sxt\npku9qCTSY+CR7+Af60I0xhElM0z/WBcDj3yH5X/6qXn/TbWmXqM/6iHVaKlxKadTVjOCp1bnjLId\n3J88H157knFkwcN9av+8RgrUMg2zUl+9+WTYt2nw4UdRA2lEU5KmT3zgIj+namPkCuAHiMY4ajAz\n+kbgQ75QF4Ur5prKWO5Y8g4egYiDd/C1cWbylZyH7sEj5P7lR6DCaoX25nVY7S019aYTTUnUYCaM\n3AkChGmifFnTSLjFSmTbJlof+EhdPk9oNJqlS6Wi037g14QQPwXuAZ5QSrml99YA52rROY1Gs3SZ\nbGBd6QO099zBi8wwpVJ4zx2cl/7PJ/Us7NRDqtFSo14FxvmgWkbqtTxnhFAjXsVBNoc814/K5hH7\nD+EePDIv+6qWaZjeoeMV++rNJy33va/mItNEZCyCsE0UAhoTkMmBlGCYRN/6hgX3cxpmLkJ1uWPJ\nP3MeEY0iC96IsBocOhamOE7B8HmHbaNQoSD7zAG4fjvCsWsWLRffczPpr/0jyjTBtlCuB0FA/BJK\nS54Jl/LEhkajWRgqFZ0eAP4XcBeQAd4+5r13AU9XuV8ajeYSpqIHIjUafjmmCTGxcQlQz8KOrrZW\nXepZYJwPzM4OisdOj5hYi2QCa0Ub9obV0y88hpqeM16R6I1XUdj/CsHJsFS7uW4lKu/O276qZVXL\nmfjqLXWKG1Zip5oovngYIQQsb0U4NkY0Qutv/8eF7l5VKHcsWe0tKD8YN6kTuB5ybLRXGYbPu8jO\nyyg8cwCiDkRs3Jdexdm0pmbedGYijnXNVoJXjqNcFxGJYG5Zj5mIT7+wRqPRaGpORaKTUurHQog1\nwGXA0QmV6h4B6sdsQaPRXBJErttK/skXLjLDjO66aqG7VnXqWdjR1daqSz0LjPNBtVK7annODB/z\nViKGsXEVRjSCLLiIRHzEt2Y+9lWtohX0OT1K/oat2D87grn7OoIz55F9A2BZNP/2XUvqfJx4LHkH\nXsM72R0e18P3V6kwU1Onqw2fd8IwiF6/He/Vk8ihNAJRUzE26OohsftaxC3Xj7RdqkKpRqPR1CMV\nezoppdLAz8u0f7eqPdJoNJoKSH3o3QRnevHP9yOHMgjHwdmwitSH3r3QXas69TwI1NXWqks9C4zz\nQbVSu2p5zgwf80HvAKIlhSy4qIJHZMdlS2JfJfbs5sKDX6PwbD/K8xCOg7WsmZYH7l3ors2KuaSr\nFtd20HTddeHyERtz1zWXRLqrs30zoiE6LuIwsq5z2ojDseed1d4SVr8bSIfRTzXcZvV8j9RoNBpN\n5dXrEELsEEL8rRDiiBAiW3r9hhBiZy07qNFoNOWIbNtEywP30vC2NxLdeRkNb3sjLQ/cuyQHA3Ot\nTlRLLvVqa9Wm0uqNS5Xh1K7YrmuI3/pmYruuwVnfOWMhp5bnzMgx39qEujCIiESIXr8dq71lyewr\nhQIR+lYhSn8vQqpRDTGybROt999N+58/QOv9d18S17bEnt0IyySyfRMN79hFZPsmhGVOe/4s1L2q\nnu+RGo1Go6kw0kkI8S7g74GjwD8SGoe3A+8EnhVCvEcp9Z2a9VKj0WjKcKmYYdbSv6UaXCr7YT64\n1CPHqhWxUOtzJrJtE8v+6DdH/LeMxvjIQHex76vM3n3YazuJXrllpC0YSC94iudsIpYu9XTV2TLb\n82eh7lX1fo/UaDSaS51K0+u+BPxP4D1KqZHpLiHEp4F/KL2vRSeNRqOpEVrYuTS41AdP1RTdan3O\nLNV9Vc0KgtWqwjhbg/1LPV11Lsz2/Fmoe5W+R2o0Gk39UqnotBr4xFjBCUAppYQQXwO+XfWeaTQa\nzTRcyqXlNUuXS3nwtNiEnKW4r6oRbVbtKoyzjVjSXj8ajUaj0Sw8lYpOzwLbgMfLvLcdeK5qPdJo\nNJoKuNRLy9cT6ceeYPDhRwl6ejE72kjdcyfJGZg+azRjWYpCzmKiGtFm1U5rm23E0qWerqrRaDQa\nTT0wqegkhGgY8+cngW8KIWzCNLphT6d3A/cA761lJzUajWYi2qujPkg/9gR9n3sIIxHDWN6KHMrQ\n97mHALTwpNHUkFpFelYj2qzaaW2zjVhabJFzGo1Go9EsRaaKdMrAuHIlAvgj4MEJbQBPA2Z1u6bR\naDSTo7066oPBhx/FSMQwU6XBYOl18OFHteik0dSIWkd6zjXarNppbXOJWKpW5JyO6NRoNBqNZnZM\nJTrdDYu0Rq5Go1nymJ0dFI+dxj/Ti0pnEMkE1oo27A2rF7prlxRBTy/G8tZxbSIZJ+jpXaAeLX60\nV5lmOjJ796H8APfAkXHXv3qJ9Ezs2c35T/8ZxeNdyHwBIxbFXt/Jsj/6zVmtb6EjlnREp0aj0Wg0\ns2dS0Ukp9V/nsR8ajUYzI5wr1pP+xv9CFgNAQU8f/onXid+2e6G7dklhdrQhhzIjEU4AKp3F7Ghb\nwF4tXrRXmaYSvAOvUXjpVeRAGnwfLIviqW5UrrDQXQPAO3oa73gXIvAxHBsCH+94F97R07M+jhfS\n60tHdGo0Go1GM3sqMhIXQkSBa4DOUlMX8HOllFurjmk0Gs1U5Pc9izJNhAKCAEwTZZrk9z2rBwHz\nSOqeO0dm/EUyjkpnkZk8zZ+8a4F7tjjRXmWaSvCOnUb29IIouRwEHrKnFy8eW9iOlRh8+FGs1tSo\nSAMEg+lFK9LoiM75Q0d6ajQazdJjStGpZCb+BUKz8DijHk4KyAohvgp8VimVq2kvNRqNZgLusy9j\nLmvGjEVH2oJ8AffZlxewV5cewwPIsV4nzZ+8a1EOLOsB7VWmqQT/zHmQCkwRCk9KgVRhex2w1EQa\ns6ON4GwfgVdEuR4i4iAcW0d0Vhkd6anRaDRLk+mq1/0QuAr474RV606W3l4LvBP4OPAmIcRblFL5\n2nZVo9FoxiBGVfAxTRc3ampO8va3aJGpSlTbgFmzRPF8sE1AhOKTYYAhwvY6YKml3Ta8Yxf9f/J1\nRMSGaASVy6P6h0j+77cvdNeWFDrSU6PRaJYmxhTv3Q9sAK5VSt2tlHpMKbW/9O8xpdSHgWuBjcDv\nzkdnNRqNZhjnmm2odA5ZcFFKha/pHM412xa6axrNrEns2Y0cTBMMpFFSEgykkYNpEnvKe5W5B4/Q\n96VHOPeJB+n70iO4B4/Mc481C0IsEkY42RZEnfBViLC9DkjdcycykycYTCOlDF8zeVL33LnQXZsV\nKpMncsNOjIYYIlfAaIgRuWEnKqPnW6tJ0NWD0Rgf16YjPTUajWbxM1V63XuBP1RKvTTZB5RSB4QQ\nfwR8BPiDandOo9FoJqPp7nfR13OOoHeA/7+9u4+S86rvBP+91bJasvoNZEvCAscwsmfWYjcEBBM2\ni8bOyc4mY42BcNjRrCch4YCTcRIWSDIngSwhnsRnyMvZzMzGQ1iv2ZyzyWggXoNXyeSFBEc7TEhG\nJqxBJgbh4GDZQragW92y3bKr7v7RLSOJbrnVeqqrqvvzOadPdT31VNWv1X31tL763XvriZlkeH3W\nvWx7Jt76hl6XBst2Ibt0mYqydm183Svz1Cc+PdflVOrcogetVja+7pW9Li3JXPfjM189mqk77kp9\n+LGUidGMv+1NA9sR2T5yNBu/4++lvOra547VTqdvwpDVsg6STk+A1el8odOVSQ4u4TUOJvmlZsoB\nWJrhnTuy+T03r4pftOFMS92ly1SUtWvzT/5QHn/8G3nmbx5NnZ1NGR7OJS+9Ipt/8od6XVqSuRBk\n9j9/Nusuf2Hq+EjK+vWZ/c+fzex1rx7In81+DkNmDx3O8ds+lPYTk8nsqeTBr2T2/r/O5vfcPHB/\n1iN7dmfy9n1J5jqcOidOpjM1nbGbbuhxZQBcjPOFTieSbF3Ca2ydPxdgRfVyC23oNYuOr13DO3fk\n8n/1rr4N3ac+fHdOPfRIWmOb0hobSZ09lVMPPZKpD9+dLb/6070u74L1cxgyeefH8uxDR1LGNqXM\n/1k/+9CRTN75sWz9tZ/qdXkX5EI6PQEYHOcLne5N8s5Syt211vZCJ5RShpK8I8knu1AbALCIfu6+\noPv6OXSfPfhAyuilaW2YW2OqbBhOrXVgdxft5zDk1GcOfcufdafWnPrMoR5Xtjz9/HMNwPKcL3S6\nNclfJvmTUsp7a62fOvPBUsp/m7lpdd+R5Ee6VyIAcK5+7r5gjevC7qLT93wyU3fclfbRJzK07bIV\nXyOqb8OQ+SW9zjmUcu5BAOiRRXevq7UeSrInydVJDpRSniil3Df/8USS/zfJNUn21FoH87+uAGBA\nne6+aI2Ppv3osbTGRy0iTl9oenfR6Xs+meO3fjCdEzNpbd2czomZHL/1g5m+R6P98K5rF/yzHt51\n7fM/GQBWwPk6nVJr/WQpZUeS/zHJ65Jsn3/or5IcSPLRWqv9YgGgB/q2+4I1rendRafuuCutkY0Z\nGp+fSjp/O3XHXV3tdrrk4aM5/oE7+3LdrNPGf/iNaT/2RJ59/BvpnJhJWb8+61/24oz/8Bt7XRoA\nJHme0ClJ5kOl35r/AACARTW9u2j76BNpbd181rHaauXUFx7KsXfc1pVAaPbQ4Yze86mcuuyytB97\nPJ37HsjJ3z+QF/zkW1Z0Wt/zGd65Iy98z9v7dlF5AHje0AmA3ps9dNg/KoCB0WQX3tC2y9I5MfNc\nh1N75sm0//axlI0bMnTFlnSmpjN5+75Gp5fO7D+Q2mnn2b/+m2TD+rQ2T6RzYibf+LXfyvq/85K+\n+vtXxyMA/WzRNZ0A6A+zhw7n+G0fypN/+unM3v/FPPmnn87x2z6U2UOHe10aQNeNv+1N6cw8lfbU\ndDqdTtqPHUvtdLLhNS9PabUyNDGa1vhoZvYfaOw920eOZt3xE3OB04bhlFLSGhtJnn220fcBgNVO\n6ATQ5ybv/FiefehIkqSMjSRJnn3oSCbv/FgvywJYEaM3Xp/N7/vRtMZG0vna8SQlG697dYb/7kuf\nO6c1tintI0cbe8+h7dvSmn4yZXj9c8fq7KmUF040+j4AsNqZXgfQ557+1GfSnnkqZWo6ZXh9hjZP\npIxemlOfOdTr0qAvmY66yg2vT33y6bMOdU6czND2bY29xcie3Tn20d+f2zFvbCR19lTq06ey/qrt\njb4PAKx2QieAPjZ76HDaT0wmlwylbBhOfbadZ48cS2vzeFrr/BWOgOVcFr5GtwAAHMlJREFUs4cO\nZ/L2fWmNj3ZtvZ9u8b1c2PQ9n8zxWz+Y1sjGtLZuTj329Tz96fuTJBte8ffSOXEynanpjN10Q2Pv\nObxzR0686bps+oOD6RyfTHnhRNZftT1l3VBG9uxu7H0AYLW74Ol1pZRWKeWhUsrObhQEwDfN7D+Q\noRddlrQ7qc+2U9YNJSVpH/t6hndd2+vy6LHTAUtnavqsgGUtr/c1s//AXOA0Mdq19X66wfdycVN3\n3JXWyMYMjY+m1Wrlkm2XZWjr5px68CtpP3osrfHRroSKT7325dl6+89l043fneGXXpFLXvaSgQgv\nAaCfLOe/yUuSq5IMN1sKAOdqHzmaDa9+eZ7+1F+l8+TT6Tw9m7JuXcol6zL+w2/sdXn02JkBS5Ln\nbmf2H1iz/zBuHzmaoSu2nHWs6fV+umFm/4HUZ9uZ/fzh1OmZlNGRrHvRZQP7vWyya6t99Im0tm4+\n69jQlhem87Xj2fJv3tNEuYuyMxwAXBxzMwD62ND2belMTWfj616VZ770lXROnEzWX5L1L7/GP4QY\n2IClm06PmdMBXNL8ej/dcOrzX8qphx9Na+Nwyuim1NnZzH7hoW9Zu2gQND3FcWjbZemcmEnGv/k9\nrdMnM7TtsibLpmGmiwKQ2L0OoK+N7NmdztR0yvpLsuG1r8iG174i63dcmYm3vqHXpdEHhrZvmwsi\nzzAIAUs3nR4z7cnp1E4n7cnpdKam+34dnvbUdEqrpLVhOKXM37ZK2lPTvS7tgjU9xXH8bW9KZ+ap\ntKem0+l05m5nnsr4297UcOU0xXRRBs30PZ/MIzf+eB5+zd48cuOPZ/qeT/a6JFg1Ljh0qrW2k7w0\nyeeaLweAMw3v3JGJW/amNT7a1bVLGEyDGrB006COmdb4SNKp6Tw9m1rnbtOpc8cHTPvI0bTGNp11\n7GI68EZvvD6b3/ejaY2NpPO142mNjWTz+340ozde30S5dMGgrq3G2nR6s4LOiZm0tm5O58RMjt/6\nQcETNGRZ0+tqrQ83XQgAC7OmCIs5HbCcOYVl7KYb1vzPyyCOmeGXX5Ny6cZ0jj6ezomTaY1tSuuq\n7Vn/spf0urQL1o0pjqM3Xi9kGiCm/jJIztysIMlzU3mn7rjL3zvQAGs6AXBRrNvRW4MYsPCtRvbs\nzuTt+7Ju59VpjW1K58TJge1aO/21JDnraxm76YYeV8ZKGdS11VibFtqsoIxuSvvoEz2qCFYXazoB\nsGzW7YBm9Nu0wNlDh3P8A3fm2Dtuy/EP3HlBY7rfvhZWnqm/DJKhbZelTp+9PqLNCqA5Op0AWLYz\n1+1I8tztoG7zDr3UL11rTew+1y9fC71h6i+DZPxtb8rxWz+YZK7DqU6fTGfmqbzg3W/pcWWwOgid\nAFg263bA6iNMpgmCRwbF6XWbpu64K+2jT2Ro22V5wbvfYj0naIjQCYBls24HrD7CZGCtsVkBdM+i\noVMp5fEkdakvVGvd8vxnAbCaWDCYplmYvveEyQBAU87X6fQbuYDQCYC1x7odNKmJtYS4eMJkAKAp\ni4ZOtdb3r2AdAAwo63bQlLW+llC/dHkJkwGAplzQmk6llBckeXmSlyT5j7XWb5RSNiQ5VWvtdKNA\nAGBtWMtrCfVbl5cw+Wz9EggCwKBZUuhUSlmX5LYkP5ZkY+am3b06yTeS3JXkYJKf71KNALBmrOV/\n3K7ltYTWepdXP5s9dDhfv+1/z7OPfyP11KmUv/5KTt3/YF74nrf73sAqsZavvdBtrSWe90tJ3p7k\nx5O8LEk547GPJ/nHDdcFwICYPXQ4xz9wZ46947Yc/8CdmT10uNclDazT3S6dqemzul3Wyp/pyJ7d\n6UxNpz05ndrppD05nc7UdEb27O51aV3XPnI0rbFNZx1bK11e/W7qw3fn1EOPJCVpjY0kJTn10COZ\n+vDdvS4NaMBav/ZCty01dPrBJD9Ta/1wkq+e89iXMxdEAbDG+EWtWWd2u5RWK0MTo2mNj2Zm/4Fe\nl7YiTq8l1BofTfvRY2mNj66ZRcSHtm9L58TJs46tlS6vfjd78IGU0UvT2jCcUsrc7eilmT34QK9L\n62v+Q4JBsdavvdBtS13TaSJz4dJC1icZaqYcAAaJKUHNWstrGp22VtcSWm07xq2qqSrl7Bb/+UPf\nepDn9NsaZXA+rr3QXUvtdPp8ktcv8tj3JflMM+UsrJTy/lLKkVLKZ+c//lE33w+ApTElqFm6Xdau\n1dTltdo6INe/cmfq9JPpPD2bWuvc7fSTWf/Knb0urW/pHGGQuPZCdy210+kXk9xVStmY5KOZW0j8\nFaWUNyb5kSQ3dqm+M/2vtdZfXYH3AWCJ1vLCz92w2rpduDCrpctrtXVATrz1DTl+9FjaT0ymnphJ\nhtdn3cu2Z+Ktb+h1aX1L5wiDxLUXumtJnU611o8n+Z+SfE+S/5i5huI7kvxQkh+otf5htwoEoH+t\n5YWfu2E1dbuwdq22DsjhnTuy+T0359Lv/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_lats[list_of_depths < 15], \n", " list_of_model_s[list_of_depths < 15] \n", " - list_of_cs_s[list_of_depths < 15], 'o', color = 'Crimson',\n", " alpha =0.5, label = 'surface')\n", "ax.plot(list_of_lats[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " list_of_model_s[(22 > list_of_depths) & (list_of_depths >= 15)] \n", " - list_of_cs_s[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " 'o', color = 'DarkOrange', alpha =0.5, label = 'intermediate')\n", "ax.plot(list_of_lats[list_of_depths >= 22], \n", " list_of_model_s[list_of_depths >= 22] \n", " - list_of_cs_s[list_of_depths >= 22], 'o', color = 'DeepPink',\n", " alpha =0.5, label = 'deep')\n", "\n", "ax.plot(list_of_lats[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_s[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_s[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'ForestGreen', alpha = 0.5, label = 'Juan de Fuca surface')\n", "ax.plot(list_of_lats[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " list_of_model_s[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)] \n", " - list_of_cs_s[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " 'o', color = 'CornflowerBlue', alpha = 0.5, label = 'Juan de Fuca intermediate')\n", "ax.plot(list_of_lats[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_s[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_s[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'DarkOrchid', alpha = 0.5, label = 'Juan de Fuca deep')\n", "\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('lat', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Salinity', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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iIg3KtWMvhS+8ypHHfkPhC6/i2rE30CFJM6bV62rxfYGbr76poNDppX2EhQFX\nBNO9Q8t/y2bMmMETTzzR6Od55plnzrlPWloaERER/OhHP6pzv263m6Cgxvl36tat2zmTeKeSTvfe\ne2+jxCAiIiIiItIYXDv2UrRwORa7DWu3TniLHRQtXE7UtHsIie0Z6PCkGVKlUw2+L3CzZms5ZS4v\nl4QblLm8rNlazvcF7gbpPy0tjZSUFP/j6dOns3TpUsCXjBk8eDBxcXFMnjwZ0zQBGDFiBDNnzuTq\nq6/mqquuYv369Wf0a5om06dPp3fv3tx0000cOXLE/1xmZibXX389gwYNIjk5mfz8/DrHGxMTQ0FB\nAQAZGRmMGDECAKfTyYMPPkj//v2Jj49n1apVAEydOpWkpCRiY2OZPXv2WfusWoUVExPD7NmzGThw\nIP3792fXrl3k5uayaNEi5s2bR2JiIuvXr+fo0aPcfvvtDB48mMGDB7NhwwbAV6E1YcIEhg4dyoQJ\nE1i6dCm33noro0aNIiYmhj//+c/88Y9/ZMCAAVx77bUcO3YMgH379jFmzBgGDRrEsGHD2LVrFwD7\n9+9nyJAh9O/fn1mzZvljzs3NJS4uzv/1sGHDGDhwIAMHDvRXZP3yl79k/fr1JCYmMm/ePDweD08+\n+SSDBw8mPj6ev/71r3V+30VERERaAlVOiDQPztR0X8IpyoZhsWCNsmGx23Cmpgc6NGmmlHSqwVff\nVBAeDGEhFgzDICzEQniwr72xTZ8+nc2bN7N9+3ZOnDhBamqq/zm3282mTZuYP38+Tz/99BnHvv/+\n++zevZucnBzeeOMNfyKksrKSRx99lJUrV5KZmclDDz3EU089ddbzn0ryJCYm8sknn9Qa67PPPovd\nbmfbtm1kZ2dzww03APD888+TkZFBdnY2//nPf8jOzj7n6+7QoQNbtmxh6tSpzJ07l5iYGKZMmcKM\nGTPIyspi2LBhPP7448yYMYPNmzezatUqHn74Yf/xOTk5rF27lr/97W8AbN++nffee4/Nmzfz1FNP\nERYWxldffcWQIUN44403AJg8eTIvvvgimZmZzJ07l2nTpgHw+OOPM3XqVLZt20bXrl3PGm+nTp34\n17/+xZYtW1ixYgWPPfYYAL/73e8YNmwYWVlZzJgxgyVLlmC329m8eTObN29m8eLF7N+//5zvh4iI\niEhLcKpywlvsqFY5ocSTSNPjyTuEJTK8WpslMhxP3qEARSTNXbMaK2YYRi7gADyA2zTNpMY6V6HT\nV+FUVdvsLZ0dAAAgAElEQVRgg0Knt7FO6bdu3Tp+//vfU1ZWxrFjx4iNjeWWW24BYNy4cQAMGjSI\n3NzcM45NT09n/PjxWK1WunXr5k8C7d69m+3btzNq1CgAPB5PjcmU8xlet3btWpYvX+5/3K5dOwDe\neecdXn75ZdxuN/n5+eTk5BAfH19rX1Vf23vvvVfj+XJycvyPS0pKcDqdAIwdO5a2bdv6nxs5ciQ2\nmw2bzYbdbve/h/379yc7Oxun08nGjRu58847/ce4XC4ANmzY4K/amjBhAjNnzjwjlsrKSqZPn05W\nVhZWq5Wvv/76rDGvWbOG7Oxsf1VXcXExe/bsoUePHrW+HyIiIiItQdXKCcC/daama7iOSBNjje7i\nSxCfvE4BvCWlWKO7BDAqac6aVdLppJGmaRY09knaR1goc3kJC/kh8XSiwqR9hAVfzqt+goKC8Hp/\nSGCVl5f7t9OmTSMjI4Pu3bszZ84c/3MAISEhAFitVtzuug/1M02T2NhYPv/883rHWzWes9m/fz9z\n585l8+bNtGvXjokTJ57zGKjba/N6vXzxxReEhoae8Vx4ePWM/Kn+ACwWi/+xxWLB7Xbj9XqJiooi\nKyvrrOcyDOOs7afMmzePzp07s3XrVrxe71ljAt97/+KLL5KcnFxrfyIiIiItkSfvENZunaq1qXJC\npGmKSBlO0UJfUYElMhxvSSneYgeR990c0LhcO/biTE33/TyJ7kJEynAlrZsJDa+rwYArgimtgDKX\nF9M0KXN5Ka3wtTeEyy+/nJycHFwuF0VFRfz73/8GfkjodOjQAafTeV4rzwEMHz6cFStW4PF4yM/P\nZ926dQD07t2bo0eP+pNOlZWV7Nixo879xsTEkJmZCeCvAAIYNWoUL730kv/x8ePHKSkpITw8HLvd\nzuHDh/noo4/O6zVUZbPZcDgc/sejR4/mxRdf9D+uKWFUF5GRkfTo0YN3330X8CWHtm7dCsDQoUP9\nFVzLli076/HFxcV07doVi8XCm2++icfjOWvMycnJ/OUvf6GyshKAr7/+mtLS0guOW0RERKQ5sUZ3\nwVtS/bOPKidEmqaQ2J5ETbsHi92G5+ARLHZbwCcR1xDd5q25JZ1MYK1hGJmGYUxuzBN17xDE6IRQ\nwkIsHCs1CQuxMDohtN6r17ndbkJCQujevTt33XUXcXFx3HXXXQwYMACAqKgoJk2aRFxcHMnJyQwe\nPPi8+r/tttvo1asX/fr144EHHmDIkCEABAcHs3LlSmbOnElCQgKJiYn++Z7qYvbs2Tz++OMkJSVh\ntVr97bNmzeL48ePExcWRkJDAunXrSEhIYMCAAfTp04d7772XoUOHntdrqOqWW27h/fff908kvmDB\nAjIyMoiPj6dfv34sWrTogvsGX0JpyZIlJCQkEBsby+rVqwH405/+xEsvvUT//v3Jy8s767HTpk3j\n9ddfJyEhgV27dvkrreLj47FarSQkJDBv3jwefvhh+vXrx8CBA4mLi+ORRx45ryo1ERERkeYsImU4\n3mIHniIHpteLp8iBt9hBRMrwQIcmImcREtuT9jMfotOC/6P9zIcCXlGkyc2bN+PUymjNgWEY0aZp\n5hmG0Qn4F/CoaZrpVZ6fDEwG6Ny586Cqcw0B2O12evas/wXj8XiqJV7Ox7Zt23j00UdJS0urdxzS\nsuzdu5fi4uJAh9FonE4nERERgQ5DpNnRtSNy/nTdND1tP99OxMdfYjlWgveSSJxjruHEkLhAhyWn\n0bUjTVG7l97D08EOVac/MU2sBcUc//m4wAV2Umu8bkaOHJlZ1zm2m9WcTqZp5p3cHjEM433gaiC9\nyvMvAy8DJCUlmSNGjKh2/M6dO7HZbNSXw+G4oH4WLVrEggULmD9/foPEIS1LaGiov+KtJUpLS+P0\na1JEzk3Xjsj503XTtLh27KXowGdYhib554jpcKCIqI6XBryCQqrTtSNNUeGX35wxubmnyIElpgcJ\nTeD7VddN7ZrN8DrDMMINw7Cd+hoYDWwPbFTnZ8qUKeTk5DB69OhAhyIiIiIiclFoaIyI1IeG6DZv\nzSbpBHQGPjMMYyuwCfiHaZofBzgmERERERGphSfvEJbI6qsMa/U6Eamrpji5udRdsxleZ5rmN0BC\noOMQEREREZG6s0Z3OWNojFavu3BaOl5ao5DYnvo+b6aaU6WTiIiIiIg0Mxoa03C0dLyINDdKOomI\niIiISKPR0JiGo/mxRKS5aTbD61qSiIgInE7nRTnXxIkTSUlJ4Y477qjT/nPmzGHx4sV07NgRgDFj\nxvC73/2uMUMEIDc3l5SUFLZvb1Zzw4uIiIhIHWhoTMPw5B3C2q1TtTbNjyUNTUM4pSEp6VSLwj1l\n7P+0CGd+BRFdg+lxQxTte4UFOqxGN2PGDJ544olAhyEiIiIiIlVofixpbKeGcFrstmpDOFWdKBdK\nw+tqULinjOw3D+MqcRPeuQ2uEjfZbx6mcE9Zg/SflpZGSkqK//H06dNZunQpAM888wyDBw8mLi6O\nyZMnY5omACNGjGDmzJlcffXVXHXVVaxfv/6Mfk3TZPr06fTu3ZubbrqJI0eO+J/LzMzk+uuvZ9Cg\nQSQnJ5Ofn1/neGNiYigoKAAgIyODESNGAOB0OnnwwQfp378/8fHxrFq1CoCpU6eSlJREbGwss2fP\nPmufmZmZJCQkkJCQwEsvveRv93g8PPnkkwwePJj4+Hj++te/+p/7wx/+4G8/1W9ubi59+vThvvvu\no2/fvtxxxx2UlTXMv5OIiIiISFPR3OfHcu3YS+ELr3Lksd9Q+MKrmouqCdIQTmloSjrVYP+nRQTb\nrIREBmFYDEIigwi2Wdn/aVGjn3v69Ols3ryZ7du3c+LECVJTU/3Pud1uNm3axPz583n66afPOPb9\n999n9+7d5OTk8MYbb7Bx40YAKisrefTRR1m5ciWZmZk89NBDPPXUU2c9/7x580hMTCQxMZFPPvmk\n1lifffZZ7HY727ZtIzs7mxtuuAGA559/noyMDLKzs/nPf/5Ddnb2Gcc++OCDvPjii2zdurVa+5Il\nS7Db7WzevJnNmzezePFi9u/fz5o1a9izZw+bNm0iKyuLzMxM0tN9P/x2797NtGnT2LlzJ5GRkSxc\nuLDWuEVEREREmpvmPD/WxZ4EXQmuC+PJO4QlMrxam4ZwSn1oeF0NnPkVhHduU60tOMKKM7+i0c+9\nbt06fv/731NWVsaxY8eIjY3llltuAWDcuHEADBo0iNzc3DOOTU9PZ/z48VitVrp16+ZPAu3evZvt\n27czatQowFdN1LVr17Oe/3yG161du5bly5f7H7dr1w6Ad955h5dffhm3201+fj45OTnEx8f79ysq\nKqKoqIjhw313ZSZMmMBHH30EwJo1a8jOzmblypUAFBcXs2fPHtasWcOaNWsYMGAA4Kuy2rNnD5dd\ndhndu3dn6NChANx///0sWLBAQwRFREREpMVprvNjVa2gAfxbZ2p6g78eDRG7cBrCKQ1NSacaRHQN\nxlXiJiTyh7eowukhomtwg/QfFBSE1+v1Py4vL/dvp02bRkZGBt27d2fOnDn+5wBCQkIAsFqtuN3u\nOp/PNE1iY2P5/PPP6x1v1XjOZv/+/cydO5fNmzfTrl07Jk6ceM5jTo/1xRdfJDk5uVr7J598wv/+\n7//yyCOPVGvPzc3FMIxqbac/FhERERGRwLmYk6BfzARXSxORMpyihb6iAktkON6SUrzFDiLvuznA\nkUlzpeF1NehxQxQVDg+uEjem18RV4qbC4aHHDVEN0v/ll19OTk4OLpeLoqIi/v3vfwM/JHQ6dOiA\n0+n0V/vU1fDhw1mxYgUej4f8/HzWrVsHQO/evTl69Kg/6VRZWcmOHTvq3G9MTAyZmZkA/nmbAEaN\nGlVtPqbjx49TUlJCeHg4drudw4cP+yuYqoqKiiIqKorPPvsMgGXLlvmfS05O5i9/+QuVlZUAfP31\n15SWlpKcnMyrr77qX/kvLy/PP2fVd999539tb7/9Ntddd12dX5uIiIiIiDQua3QXvCWl1doaq4JG\nQ8QuXHMewilNkyqdatC+VxjxEzpXW72uz60daN8rDIfDccH9ut1uQkJC6N69O3fddRdxcXH06NHD\nP2QsKiqKSZMmERcXR5cuXRg8ePB59X/bbbfx6aef0q9fPy677DKGDBkCQHBwMCtXruSxxx6juLgY\nt9vNL37xC2JjY+vU7+zZs/nZz37Gr371K/8k4gCzZs3i5z//OXFxcVitVmbPns24ceMYMGAAffr0\nqTbs7XSvvfYaDz30EIZhMHr0aH/7ww8/TG5uLgMHDsQ0TTp27MgHH3zA6NGj2blzp/81RURE8NZb\nb2G1WunduzcvvfQSDz30EP369WPq1Knn9b6JiIiIiEjjuZgVNBoiVj/NdQinNE3GqZXRWpqkpCQz\nIyOjWtvOnTvp27dvvft2OBzYbLZz73gWW7duZdKkSWzatKnecYhPbm4uKSkpbN++PdCh1EtDfX82\nVWlpadUSliJSN7p2RM6frhuRC9PY145rx16cqem+oXbRXYhIGd4oyY2qczpVTXCpYkcaQ2v8nWMY\nRqZpmkl12VeVThfRokWLWLBgAfPnzw90KCIiIiIiIhfVxaqgOTVErGqCK/K+m5VwEgkAJZ0uoilT\npjBlypRAh9HixMTENPsqJxERERERaTgaIibSNCjpJCIiIiIiIiJN1sUamikNr9WtXtdS57CS5k3f\nlyIiIiIiImc6NUeXt9iBtVsnvMUOihYux7Vjb6BDkzpoVUmn0NBQCgsL9Qe+NCmmaVJYWEhoaGig\nQxEREREREWlSnKnpWOw2rFE2DIsFa5QNi92GMzU90KFJHbSq4XWXXnopBw4c4OjRo/Xqp7y8XAkC\naVChoaFceumlgQ5DRERERESkSfHkHcIMaoPrs68wHU4MWwRtel6G6TwU6NCkDlpV0qlNmzb06NGj\n3v2kpaUxYMCABohIRERERERERGoU3IbyDVlYIsMxbOGYLhfln2fRdmhioCOTOmhVSScRERERERFp\n2TTpdMtimgbGaW3GyXZp+lrVnE4iIiIiIiLScmnS6ZbHqKwgZEgCltBgTEcpltBgQoYkYFRWBDo0\nqQNVOomIiIiIiEiLUHXSacC/daamq9qpmbJGd8Fb7KDt0IH+Nk+RA4u9QwCjkrpSpZOIiIiIiIi0\nCJ68Q1giw6u1WSLD8eRp0unmKiJlON5iB54iB6bXi6fIgbfYQUTK8ECHJnWgpJOIiIiIiIi0CNbo\nLnhLSqu1eUtKsUZ3CVBEUl8hsT2JmnYPFrsNz8EjWOw2oqbdo8q1ZkLD60RERERERKRFiEgZTtHC\n5YCvwslbUoq32EHkfTcHODKpj5DYnkoyNVOqdBIREREREZEWQVUxIk2LKp1ERERERESkxVBVjEjT\noUonERERERERERFpcEo6iYiIiIiIiIhIg1PSSUREREREREREGpzmdBIRERERERERAFw79uJMTceT\ndwhrdBciUoZrjiy5YKp0EhERERERERFcO/ZStHA53mIH1m6d8BY7KFq4HNeOvYEOTZopVTqJiMg5\n6Y6XiIiI1Jfjw3UUv7IKz6ECrF06YH/4dmxjRwY6LKnCmZqOxW7DGmUD8G+dqen67CcXRJVOIiJS\nK93xEhERkfpyfLiOwmcW4S1xYuncHm+Jk8JnFuH4cF2gQ5MqPHmHsESGV2uzRIbjyTsUoIikuVPS\nSUREalX1jpdhsWCNsmGx23Cmpgc6NBEREWkmil9ZhSWiLVa7DYvF4ttGtKX4lVWBDk2qsEZ3wVtS\nWq3NW1KKNbpLgCKS5k5JJxERqZXueImIiEh9eQ4VYNiqf54wbOF4DhUEKCI5m4iU4XiLHXiKHJhe\nL54iB95iBxEpwwMdmjRTSjqJiEitdMdLRERE6svapQOmo/rnCdNRirVLhwBFJGcTEtuTqGn3YLHb\n8Bw8gsVuI2raPZrPSS6YJhIXEZFaRaQMp2jhcsBX4eQtKcVb7CDyvpsDHJmIiIg0F/aHb6dw1gLc\nh48BJmBgaWOl3X/9NNChyWlCYnsqySQNRpVOIiJSK93xEhERkfoKvrI71su7YQRZMdwejCAr1su7\nEXxl90CHJiKNSJVOIiIiIiIi0qicqemE9r8K67BB/jZPkQNnarpuZIm0YEo6iYhIrVw79lK0cLlv\nBbtunfAWOyhauFzVTiIiIlJnnrxDWLt1qtamhUmkrlw79uJMTfd9H0V3ISJluD6HNhMaXiciIrVy\npqb7Ek5RNgyLBWuUDYvdhjM1PdChiYiISDOhhUnkQp26AeotdlS7AerasTfQoUkdKOkkIiK18uQd\nwhJZfYlj3ZkUERGR8xGRMhxvsQNPkQPT68VT5MBb7CAiZXigQ5PTOD5cx4Gx0/n26ns4MHY6jg/X\nBTQe3QBt3pR0EhGRWunOpIiIiNSXFiZpHhwfrqPwmUV4S5xYOrfHW+Kk8JlFAU086QZo86Y5nURE\npFYRKcMpWrgc8P2C95aU4i12EHnfzQGOTERERJqTkNieSjI1ccWvrMIS0Rar3eZrOLktfmUVtrEj\nAxKTNbqLb2hdlM3fphugzYcqnUREpFa6MykiIiLSOngOFWDYqlcVGbZwPIcKAhSRhmY2d6p0EhGR\nc9KdSRGR1kUrRYm0TtYuHfCWOP0VTgCmoxRrlw4Bi+nUDdCqP5Mi77tZP5OaCSWdRETknFw79lL8\n2vu4MnLAgOCBsUQ9dOt5/7LXHzEiIk3fqZWiLHZbtZWiVOUq0vLZH76dwmcWAb4KJ9NRitd5gnb/\n9dOAxqUboM2XhteJiEitXDv2cuw3izmxIQszOAjaBOHa+BWFv3n5vJaq1XK3IiLNg1aKEmm9bGNH\n0v7XU7BERuA9XIglMoL2v54SsPmcpPlTpZOIiNTKmZqO++hxLJHhWEJDAPAaBp6CIpyp6XW+61T1\njxjAvz2fPkREpPF58g5hBrXB9dlXmA4nhi2CNj0vw3RqpSiR1iD4yu60HTrQX5kefGX3QIckzZiS\nTiJyUWl4VfPjyTuEWVGBJTLC32aEBGOWOM9rqVpP3iGs3TpVa9NytyItX/bna/jH+rfJLztE17Au\n3DzsXuKHjA50WFKb4DaUb8jCEhnuG17jclH+eRZthyYGOjIRaWQaXisNTUknEblo9EusebJGd8HY\nlYvpqsA4WelkuiogJPi8lqrVcrcirU/252v468dziWwTQeewTpRUlPDXj+fyCCjx1ISZpkFw5HHC\nrtiFNbwMT2kYZd90xjSNQIcmIo1Mlem6Sd7QNKeTiFw0ztR0vG4PFTv2UPbJBip27MHr9miOiCYu\nImU4QR3b4S0pxXOiHO+JcsySUqwdos5rqVotdyvS+vxj/dtEtonAHhKJ1bBgD4kksk0E/1j/dqBD\nk1oE8S1RQw9jaevG4wjG0tZN1NDDBPHtRY2j8KM8MiZsIu3HG8mYsInCj/Iu6vmbKteOvRS+8CpH\nHvsNhS+8qrkRpUF58g5hiQyv1taaKtM1B2nDU6WTiFw0ru1f4/42H6NtCIYtHG95BZ6d32CWnQh0\naA2ipd4VCYntySX/N6na6nUhPxpw3qvXtYblbt978/e8tesdjlrL6OgJ4/4+dzFuwv8EOiyRgMkv\nO0TnsOrDaiOCI8gvax1/vDRXbTt/h1kRTlDXdv4203Wctp2/u2gxFH6UR/b8bwkOMwhvH4TL6SF7\n/rfEA+1/HH3R4mhqTi3u4T56HLOiAmNXLhXZu7nk/ya1qN+nEjitvTJdlV4NT0knEblovMVOsBj+\nyaiN0BA8rgpfezPX0ocOhsT2pNPcJxukn5bwfpzNe2/+nt/tewVPsIlpQJm1mN/tewXeRIknabW6\nhnUh1/E95cdsXHI4gcgTHbG2KaV7TPtAhya1CL4siPLtVgzT5ZvDz1WB6bIS2vPC/nS4kJsy+9/O\nIzjMIMTmO6dv62b/23mtOulU/Nr7VHxzwLe4R2QEpquCim8OUPza+w3ye1qakQ/3wCvb4FApdAmH\nh/vD2F717jYiZThFC5cDvgonb0kp3mIHkffdXO++mwPNQdrwlHQSkYvGarf5hlSVV/kQ6zWx2m3n\nPriJ012RluVC/kBavHsZrlAvIR4LVq+BxzBxBXlZvHsZ41DSSVqn3l37sTHvIAm5N2JayylpexS8\nofTYNpTCjxo+eXBq0vJ9Bfv5fFMPTVp+gYIu60+odT8VuUWYJU6MyAhC+nQmKLrHeffl2rEX5+L5\nhLbfi/VSBx6XDefiLTDpF7X+XHUWuAlvX/1PleBwK84C93nH0JK4MnIwbGHVbuCZpumrRG4GHB+u\no/iVVXgOFWDt0gH7w7djGzsy0GE1Px/ugWc+h4g20LktlLh8j6HeiaeQ2J6EJQ8949+ptXyetUZ3\noeKb7/EeOoq3pNSX4O3SkeArtILfhdKcTiJy0QTH9SKk7xUYISGYjlKMkBBC+l5BcFz978oEWmsf\n/15XzWEeigsdy58fUkawx8BqWgDfNthjkB9SdnECF2mCdufnMPjbG2njDiKsNJpLjwyge2FPis0T\n7H+7YefnOTVpeUlFCe2D7P5Jy7M/X9Og52kVeo4jKNwkbFAM4WOGEjYohqBwE3qOO++uTqQuo23k\nerzH83Htc+I9nk/byPWcSF1W63ERHYKoKPVUa6so9RDRoZXfMzfg9OncDf//mjbHh+sofGYR3hIn\nls7t8ZY4KXxmEY4P1wU6tObnlW2+hJM9BCwW3zaija+9nlw79lL2yQZC4noRMe4mQuJ6UfbJhib5\nma0xBPftgSszB0+xEyLC8BQ7cWXmENz3/JPu4qOkk4hcNBEpwzGCrITE+e6ghMT1xAiytoiJpK3R\nXfCWlFZray7j3y9WIsh/t7viHSIv/QehFe/gXDy/yX2IqVq1ZlgsWKNsWOy2c054b/WC57QP/R7D\n1y7SWuWXHeKSosvoVBLDJSdshHkhtDIUb3k7Cr6taNBzVZ203NCk5fXTKR6uGAtHt8Kuv/m2V4z1\ntZ8n48A/qPy+BPehMrwnKvA6wF1QgeXov2o9rse90VSUmbgcbkyvb1tRZtLj3tY7tA4geGAspqMM\nb7kL0zR9W0cZwQNjAx3aORW/sgpLRFusdhsWi8W3jWhL8SurAh1a83OoFGxtqrfZ2vja6+lCPwe1\nFBU79xM6qB+WSBs4y7BE2ggd1I+KnfsDHVqzpaSTiFw0pyaStthteA4ewWK3tZg5j5rrymwXc4WO\nE6nLCO/4JdZQN6bRHmuom/COX57zbvfFdqFVawnublRaTSosHky8VFg8VFpNEtzdGjNckYCrLXHd\nNawLFWYQpUEVHG/rpKRNOeVtymljWqmobNg48ssOEREcUa1Nk5ZfoCPZkPM6uE9AULhvm/O6r/08\nuHbsxeLKx+uyYrRpA6aJt6wcb7kFC4W1Htv+x9HE/+JyQiKslBa6CYmwEv+Ly1v1fE4AUQ/dStAV\nvvfALPHNiRl0RTRRD90ayLDqxHOoAMNW/ferYQvHc6ggQBE1Y13CwXHaD1FHpa+9nlp79b4n7xBt\nekQTdt0Awn88jLDrBtCmR3Sref2NoZXXp4rIxdZSJ5Juriuz1TQX1doVr5Fu70gJUdhcR7m+vIib\n7n6wXq8nyJmOYTOwGN9jcAKTtnjb2AlyNK07Z9boLlR+8z3u/AJMhxPDFkFQ1w60OcdY/l/8f0/x\nh7deIrwwjrau9pwIKaS0/XZ+cf/PL1LkIo3v9PnOjIi2ON/5BNxuLO2jsLoqqy2i0LtrP7aEHcfu\n7ESQuw1uawVuqwW7pw0hbRs2tq5hXcgu3kVuUBFloR7CnFZi3FHE2/s07Ilag61/gYLt4K0A0wOG\nFUqP+NpH/aXO3ThT07G4IjGCnHhPmIAJgGE5gfuYnSOP/abWefPa/zi61SeZThcS25P2/ze5Wa6W\na+3SAW+JE6rM5Wk6SrF26dDg52qpKwr7Pdz/hzmcbG18CSdnJfxXUr27bu2r17X2198YlHRqwhzz\nHycobxnWkDI8rjDc0fdh+8WfAh2WiNSgOSbUzrZCx6agw/w9sjfBHifh3gLK24Tz95DOmK+8yKiH\nH73g19jGdgyreQhoi0lbDCqxmt+DrWn9Eg/u2wPHu59giWiLYQvHW+Kg/OARwm+uvWotuiiWcbun\ncKDNARzBxdiKY7i04Dqii5r+kAf5QYv/Q6UeTl+ls/Kb7yn79xdY2kcR1Lk9pqsC9679BPXp8f/Y\ne/Mou477vvNTVXd5ey9Ad4NYCRIESIKLKJGitdGxLVuSR6PYkscn4/jEx7bGk9Fk4oyPT3Iiy46j\nJIo1Y/nEGot2bIWccRzHUWTapinLtC2S4k4RIEiQIAiisW+N3l+/9S5VNX/U6wVAdwPd74HsBvqL\n0+fh3e57q+59992q+v6+v+9vpojCoXNvEoS3UbMaP+kik+QRIqZRHGLdxp0d7V/Oy7I/N4KvBWEq\naKiU/cEI3+fd09F2rgucfALiCnghyBBs6t6ffGJJh9FnhojLt5Dve9mpnJoKGSZIL6F2fhvBzsWr\nvX7j136bvQfKkJTAn+J9u7v4yS/+YifPdFViNc43ALo++xnGvvh7gFM42UoNU23Q80s/09F2rvWK\nwsCsWfjc6nW/dG/HqteNfen3ae6dhCiGMECt72bd53+h7WOvBlzv1fuuBtZIpxWKyn/4RTL/XwN1\n+guAxMPgbX6TCr+4RjytYQ0rHKtp0TpfNOe72R4UEoIdNGUBaauodISn+zfzgTaq8XnrAvR5C7HB\nxFVIUkQQIwdWlulRfPAY4ftun6laoroK+Lu2u1z+RSrsHPvjM/QXu9lSnI3YRpV3qbz38H4YfASm\nTkJpqzP/XYYXy4rBO3Q+18VCpQ1crIxMz40CAhsnCCEQmRAD6HMj6NB5jZyrD7H5xi5yBzZigxrk\nxyEJaWjRcW+e7469zHoVEEtLrDRZ49GVCr5bf5k1mmKJiMogFciWZ4zwQaZu+xKgNm2gsa9IOnQT\nhT/nQqIAACAASURBVB0j+OubJKMBlddvwK7fQNjyi4FLq71+49d+m/0v5yhEG1DGQ8uU/S9Pwa/9\n9hrxtEoxXaVublW0nl/6mY5Xr7tuKgp/6paOkEzzQSDAOm2isK331wlWa/bCSsYa6bRCkXkoRp27\nY87XW6JO30HmoYPwz97Fjq2hPRwYhceOwJkKbCrCJ2+G3Z2XFK/h3cNqW7TOF80pr99O14kt9L0t\n8OuQ5HoY2dlNeVsGffztZbelem+Aoxa7Zyuy0gVdU9hdb5GqCHNgcMVcH31miGD7JsTNs+l01pjL\n5vKPnYypVKFu3JM772n6+sWyy3tPk5c9e15l7KWjV05eDu+HPb8JmR4obobmhHt/7y+vTuLpHTyf\n6mNPY1NN9MbgBamVq2qhchXHmfiNw6STFajWEMUCengM8lmoN2f+RoQBZmwS9aH3Ai7lbSSskskm\nZE9uJ6waktxx1JY3WfeJz3akX9MYUXXWmSzSSNI0xfM8DIYRtVZBcsnIdGEPgz14O0x2Q/ck4rY3\nEUtc3xY++QDVbz6ODm9k8sAA1JuYWgO1ZQPKzFamm88vZt++lFJ9gMivEfk1PO2Trw+wb99hfrIT\n57iK0Yng1rsVICt+6gc6TjJdjPlU3NeMJ9E7EISpPvY0opBDVOqQJIhMiCjkVtdY2CZWq5pwpWKN\ndFqhUOd2tQinWdpJYFHndr1bXVpDuzgwCg/ucyVNNxagHLn3n7vnuiGe4kdfIf369xBDdeyGHN5n\n30/wqfe+293qKFZbdG1uNIfhfeQHTtJz4v/khn2S1DdEWYsXCzbtk0izHrV5avmN1d+HfXY7IphC\nrK9joy7Evo9i7z69oq7PcnL5x759homqoGkUSjjPkmqqiM4ZNi/DRzw6MMjYl34fPTqJPzZBfapJ\ntP8t1n3+Fy5/nQYfcQRNpse9n34dfGR1kk6Dj8D5AfQzecyxCBummDurePHX8X7sqx1tKn7jMPGJ\ns8hs6FI/oojo4FHsHFJlReMqjjPRgUGSk+dAgCwVsFGEKVcRmQB/3RSFjc+j8nXSqZCG2TpTROH+\n2z7GNwYNcaZGNHCQyIZE5PnJHe/vxBlfgD6do+vMnew6+SOEUTdROMmhrX+D3NR+CfHrDenkRxDP\nGURQg/wYVLOY5z6E7ZNLWjyEu3eQ/f57ifYfBt9DbLkBW29g0xRRnDV9n+8Zm69tw9M5Ss0bEFZi\nhaHul8nXtnXoLFcnOhHcWuwY1wLeVU+eqxlgHt4Pz/4KNIYhjWDsAAzthQ//u46O76t+LOwAVlPW\nwmrAGum0YrFQYcG1goOrFo8dcQuB7tC9n3597Mh1QTp1vXAK/afDUPCxAxmYitFffJIYriniSZ8Z\nwnoe8XOHMVM1ZCmPd/NWbLX9ErZXC+HuHYR9ddjzFGRuZN13fBIfdCiwWNJQYIF1b/sU/nEb1fje\nfg/W+xY2lwVKiEwCJIjj96JZOdHH4m3vIf7Kd1BpFbvOp3lDjPEWz+U/9sdnkFi0NDRlhBYGZTxS\n60/75i4Jkw/9OenRM4hSHptzz4r06BkmH/pzBr7yy4vvPHXSKYLmIuxy21cj3hjG/OVGdHUUsgah\nc6gXbyGp70Hf0lmFnC5XEFIgM+6ai0yIjWJ0udKxNq4qHjsCqXGLnqkYSoHz+ejAOFN97Gmyd2UJ\nmi+gig100kXV9mImx+h5YAId+ehJDxlGrPtUk6DPqYuqcRd3FKqcrkVUdEJRwS35bqpx4TItLh0/\nMfJZzg5uxciIyC8j0wy7B/8nNgb3d7ytax3xX2/Ft4MITyOsj/U0NkpJ/noH3i8t7VhdP/vjMwSH\nLOWJj50h2vsmwa7tWGMW9EvJxL3km11YabEYhBUUmj2I63wuXH3safzeKTKll5GMYXrW0VS7lhS8\nqT72NCbVpAdm5ypyQ58LQN1/01U+g6uPd82T52oHmF/7XTg4DgfvgskSdE/BbW9CcWkG/5eDLlcg\nitGVGjaKEWGACPzVMxa2ieRrT8Pv7KUrVphSF42dFSZPtpe1UHn0yQvSSrs++5mrrvhbSVgjnVY0\nBBeuVi5+v4ZVhTMV8CQ8OwqVCIoh7OiGavxu9+wdwcBfn8EWcoiuwG3oCrBA+vXvrX7SaY7UOddz\nmsqLHobNzoS6GRO98BrhB+9ZcJ+OyaMfPXyhoeRn77zyXP856hjV1KReRKYaILWHUYbIj/Catr0F\n/kQWnbsJmZ5Geq56nQ5vgLEMmXUBfOqR5fW9kzgwSvCHb+E1gEoZM2HwzhfgV36UYJFzr46mxCqh\n6k3h6wLSeBiVUqfBWLz053b8ygFEMefIj2YDmQkx1hK/cuDyO5e2uhS0aYUTOB+W0tYl92NF4PVt\nmPgkqlhGSI3Fw1JCHb+dSocVcrKrgJmsYJoRIgywUQzGIrs6T5BcFbwxAkeGgTLIJoxkYKQL6sll\nd70shvdR3PIqplEkHfMRpkL33VMY7SHXbYQpi9hYILhlG15JzCjrxmqS9W+sJ9i7mTRRGGmIemoc\nvS+Gz7TfrbkovH4HXUlE3Xf3iECTSxSF1+/obEPXAcwxQyK3EjbyCO2BSomzNYxZugffxf4owU1b\nKPwPDxAfPLaoX0pgC4B1hjLA9BzYbb+OMbyP3MAeII+lF0mNXPEZaucbV3yI6I23SU+cQ7SULKYZ\now8exdYb1wTpNHPP/eGDeEefQGVr0HcjYuo9wFVUq1ztAPPeQ/A3H4JaHlIJQyU41QNqD/xw+4ef\ngRDIMzF5fQOezZKKBjV1DjZcB75Ojx5G/uZ+ZOI5r8IxS+F7Ct5fXLYqv/Lok4x94auYRAMWXakz\n9gWn1L5eiKc10mmFQm7vxh4rM0s0iZnta1ilCBQ8fQSTjmKjMvaUh321gH3/JoJ3u2/vAMJxjenT\nmJNDM1ET2dOFGlphXhtLJYOm/WZMCtUzhJm3CO6vkdT7sGTQtRzVQ71Er741Uxq6+EA/wcQ3OutR\n8+hh+JVnQLcm54Mx5p8/SfXPvkOzOH55afAcdUzdG6erdgPG02gZI4wiW/Mp588tr2/T2FTEi26l\n+ZZEZAJE6MNUgqgmFF7MAuOAdaTsF551+yxEPF0t+fqDT8FbJ5BhE4opUntQi+Hxo7AIOVpY7zFV\nHkMKgQhcJFAYD9Ccyp1aej/spSGGaTPPy2LHp939BE7hFJXdPXbHzy+9HysB5fXI5AAM3wBxFhE2\nED3DmOjmjvtzhHfsROSyMybyspRH3riJ4KYtl995JWB0AsbHoe5DmgfPQm4cuvy2D50dOImJfUSu\nBz/nttlogkx4HP+DnwYxR31izYyyLrs3YPLFPCmGVKUIKwjHitReqPDi7zzG9/2TT7bdt2lMNSU+\neYpaYHDacIllSq+sYgWrASIVhLX1WDTGGoQICJtZmvmlGYlPY15/lMsttqRCK4PAPfusAKOsMzi/\njpEdOImeMujyFDYeRQQBqkuQHbhyNaspV+EiVaeOYrf9GoGYeotc5kns1hIEWyAuo//6V53C/gOd\ne+5cgDMVp3Cai1LgtncCz+2C0RJkNWRSRzyNltz2DkKOaLqjO/HJIVBYNJl0PZMjwx1tZ0Xiq69A\nZCCQWAnCADHk3lBMDCxvzjH51T9C15rIXAbhKWyq0bUmk1/9o+uGdLq+9akrGQ//KGJDHoFAIN3r\nhjw8/KPvds/WsFw0xjBjwzCqEZUSMs4gRUy0fx+VR598t3t31WEU+IcaZEbzhM0uZENgToygiyso\najK8H575PBz9Ngy/4l6f+bzbvhAGH4HGKJx6AoZfQ6lxvGKDbN8ppK0jVIOu2w/jB+dmfBPix36L\ntCYc6STkrP/O4CPL7/tv78VUI3S9ga7W0JU6drJB9vn4Ar+G6MDg/PuXts5UJZrMnkSYFC+SBM0A\nL5IIkzKZOeW8hr78EMP/9EuMffmhhY83Hz55M56XJXPrTkTgw1gdaX1CvwcZW6cEzPjutZa4gX8+\nHBiFL70AT5yA/SPu9UsvuO3t4qVj4NfA16CUe/Vrbvsi2P5Tm2iEZTwdglagPdA+wm9yevOeJXcj\nvPd2bKWOaUatMuMRtlInvPf2+Xc4MApffgn+6d/Bww0Y+0fwZxvhK9K9Fv/x6vRzAjBjcGYnJAHC\nb0ISwOlbEJQ77s9R+OQDBNkRuu8dpO8Tb9N97yBBdmTGn2jFY2IEJgLQwoUVtXDvJ0baPnSw1cM0\nlbsXW/ekaSpkV/7SimZzlHXq5ZBEQupZrLJYzxEHXk3wF0/sa7tfc2EQJK2p7fQEN0FirqOqS52C\np4pY66Ly7mJarNV4qniZPTuHNKuJs5CGFu271zjrtl/P8Hoi4hOT6PEyplpHj5eJT0zi9URXfAzV\nVcQae8H32RqL6nrnPt+rjfSZP8D6RUTYgxASEfZg/SLpM3+w4D5tzXHABcGmLspgmIrd9k7g3Has\nV8PEFUy1hplIsRMZ2HOrU4s/ergjzZRO9xFSQqBAWASKkBKl030dOf6Kxokp8CXToT8rAQ/kpFn2\nnMOpCgOE5whz4SlENiA90WYwdxVhTem0UrF7PfzJp9YqnV1LGDwEIkZIH4wFacFLyWQ057/+p9c2\n031gFL+hZoxAhZYElTypJ2hs06wYofxrDzpTRhOD1SAU1Ifd9h/+vfn3GX4Vzu+FMz2w571wegsi\n8SGIyBSrJLk6evNBet73KqgypmcdMhkhPl7A27R99jjL8dyZo/Yxb41hjYZQgCexzVZaUNXHk2fw\ne15B5IfQ33oZ+v7NpQTEHHVMMd5EwysTJkUkCoMmUhUKcZbql75BZrSAinrQh6pU938DPv+Tl0aw\nF1Iife4evAefwjvfBJ3CbVV4DsgI0BVIUpAeBCHm6AQTX37oUhPHh/bD0bKLHpYCiLR7/9B++MoP\nLu0aXoxaExolSFrKkDCBXBPM4p5c6z6xCfP4XuoHbyVbcaoY03WakZ3fo2cZIpmun/1x9LlR0pEJ\nsuOKEv34qkDAHe7azh0LDoyiv/Q08ch5TFxHvZLBH/NI1xdJlYes5gh+bwjVO7o6x5CkivC7MMZg\nbQAoMBJss+NkUNhXx7vnTczwcUgaqEyWzD0xqm+FKTIXwqSB0DilUSpAWQil294mvK13klHHiI9P\nYqeqiFKB8NYBVPcup6SDeZV1OhIYv4kfZ1HWTbiNtAiy1Mm13a8L+igsEQJrXfEViwAh8NasCZYM\naRRa1ZDWnxm7jYyRJt/egZegJm5u3UPh7ftJfEOaM3iJxE8k1a0vAZ03ol8tiE8b/GY36tROZKOI\nyVbQW94mPm2uWDkf3HELIpchPTc6U6kzvHET/mpRdV4BRP002vZgzp/DxjEiCJC9JVR6et6/70j1\n4U/eDL/1BJw7Ad4kpN0gt8E/bHNu0oLWeWhMIAILjSxUe8BarFKIqQi++IL7wzbtCTJRF3gpMogQ\nwmKtwMah236tw5fIhoDIMpttZLG+Xf6cw/dAG5grOtbGbb9OcP2c6WrE7vWrc4GwhvkxMYXABymd\nRlxqBAYpJHqoAwqNlYzHjmBtjMHHayqEp7GZOmpDGXraj8B3DCefgJNZePv9MyWi2fk6qCcW3iea\nhLM92L/6BIwNIFIgDUCAmND4uUm80xsQL0ts0g2FGua9FezWE8CcdK2LPXcuNzG/2KxSW5d6ZSLn\ne+MZrAmwJGTE41hyGL8faiPzp/L13wU3fQpe+x22Vb6fESXRoQAj0dIlqmwrD5Cv1qHkY0ugIp/8\n0QKNh54k/MqOC/v2pRdgtOEIoUPjsH8YPv8BGH8b3noTVBZsAEdSqEdgNOSkI5yswTZr2Lqk+Ecx\nstmFyVSpP/tN+I2fwHvuFKZawZZTROij1nUjiz68cr69z//AKEQB1DLMVA6NFVR8uOvyhOBHdvwQ\nT751ghCDRBKJlJpp8JmP/PSSuxLu3kHv5/8XGg89iTgxRi4ooDIF5P4KfOlF+Pz3zYwP6cMvkxw8\nhkoCfJ2Baopu1lDjCiUE0ERnjmF/S+L9px9bcl/edYgi4o4G4lQGO5GCF2G3VpGFjfidriTz2oOo\n6BiqGOOYiwiiY4sTzysJVoKMQOHUKQbQgG0/vY4dn8ab/E289914Ibl09+cAaH7rK6QH/oZ0TNFs\n3kE+HaP4KfAw+GkGaVUrRwqkBiFCpNfZOU6gLDVTpak8hPWwIiUwKYG8HpLYOwuTMUjyiEgjtAAl\nkGGAySyTwBze70yQT/wtZNZB/3sum1o+tPlRijah68z9hE2fOJMwfuPzVDZ/G/hceye4itF8to/u\nobuRlW7QPqgEU9nA5PjZKw7iTRtth3fsuMBou/DJB2BkflKmU3inqoJpejHnT2JlAREEWK0x50/B\nhvn9DTtSfbjvLNz3HXhtI4x3Q28d7v4O9N0KtPm8e/Qw5lwTpZ3aRswoOC3axnhdLf+or7/eNukk\nPJAyBgEWgRAgvBhjrjHqYL4A6foMYqThghbANPEkrCJkeTY34f13o1//O/I7RvHyddLJgNrgetjx\noY6dykrHNXbnrGENKxgmgdo6ZkX/IWCgUEZtuLbJRf3CcXKTAQqJEhKMwjbz2LEaue6n3GR0JaT+\nnAjhxe+DXArdFWjm4MUPgXxx4X2CbszLWxGj/S7x2/pu4WclxBKR9iKMwgYx9DWhmUE99UOIv/cd\nN+Gez3NneD/6O/+K+HQFM2WQpZMEJ15D/dC/nr1Ojx1B189iTr8KyRQytwVZ7YZEYT0LBoQAG5bx\nv/b3oRGCTDE3DMGGSeh+ZPZYjx6G330Rc/wsNvMAOdlFQZVIlcAq8LRHRofkdQXVM4jMOKLQZHow\n9ka8Vy6Ski+mRDr8ChwsgpZuHPc8wEDTcxEgD0gltu76r9IqIt9ERBmKB7JUfu0vyI0qpFao2EOk\nBjs0hunLIXvb1Mw9/Dq2GcIFqTjCycvTxSXlY98+w/n/3EV/eg+JSNEyJTe+g/fXbmTT5O5ldSfc\nvYNQnKKWsfgbuiFUrWs5CQ+/Dr/p1JH62WP4VYEIy4gwxk6U8G2ItcIpKg3ImsT8zclLVVKrAbtu\nhWdeRY570AwhkwHrwXuuwjPj5BMQTTilkNHOO0ZIt301oD/GnomhmXFpnkpD2ET0d0Dp03+XIwfm\nkuF3/Dz03+VMUr/WRBbud+W1KzWaX3QkXVfJZ2TKpSo4BZKDUYaCvLn9fs1Bvfs09cl+AhMiEFir\nqMuUsPvqLqKvRSS3huSeTbEosBZhJDIRRO8JCZd6sGnvw4lDkOl1N8G5F2HjB2ZTy+eZA3jC57mN\n/5H8DQ8ToIjR1ETMe0Vn75vVhtyp7chKN0LF4EWgFXJ8gFxy5Z/MxebuF5i5P3X1vi8dURNdaVuN\nOwn9QYyIwGYRXoS0MVHjznnJOX1mCLWx/4JtspRfmnfg4COwMwN3WaClkG5mFrzHrxiPHoYvPIvU\nck71xmkVjsDqpttU9F1BlnbRPQZj3dhUgBVYYRHWwrox9/ur5av5TuLRw/BvX3AVBpWEdVkXIG1d\nv9mZoPufSIHffAkeXnoFxPW/cD/xN/4rnM4QHr0DEZUoDUxSsaeJDnS2Cu9KxRrptIY1vEMwkY/Q\nyi2Wpg3iRYqIQnIfW+XV2y4DfXAIz3rIaZWXEQitUJUBkpNh+4Nxp3D4PRDWnTmjkJCpO2+ew+9Z\neJ+B92BPWYQAVOLkzjMFAKRLA8JC6oNoQpBgjUS+8WHIyEsWbwDp81+n+epJdAVINYwp9OgEmezX\n8X7MVbvQ+w5ixp/EJAKbCsTGo9hTOyAqQqTAs1hZR1a7EVa2+hKgTm2Fr3TDLx6ED+IG3X/5HWxt\nCoxB1HKUtxXRSDzjBlmrQPuCMnlUMgUjWyAKUUEd2XMARQme//VZNdYr593EJ9MaYjKeU408dxaO\nK7cYnkaicAyZcYN+BASA0oh8BTICi4fIxEBCZp/AFLvxz4rWPEC4icC5Juxsb8Kjnz2JTFqukZaZ\nz9EC9mz3oiaIB37nBJOx3xKYhBidccfUKcf++AzrPrFpyf2JDgwi/+pNqNdJZOIUXfmsu5Z7ZlVd\nolJBqqb7zPFmzMYFwildALDIprmArFotSEyAequEkE3w61ALEYM98JmNnW+sMQb7d2D3fhhb7YJ8\nGd73NNx5dFWYYOrtBxFH7kTIBLJNSHxsM4fZ/jodsV7uv2veZ3X563+KLGRn/WBar+Wv/yl+5qfQ\nkURFs3Hj1LfEoSGv20zVugiDYpiN5qaZdgSC0BQYFG90tJ3rAb4sYeRZJAphJFZqDBpfLuN7N10d\nVccQlFxEAWD8Ldj8wIKp5RJLGNxIKfv9+GqARJ8nbXwXaa7vdMmw0QVorPEROsQKJ2l025dwnPnM\n3a8yqo89TWa0SPZ5D1mNMAWPxs7lVwVbDLqxnij7Y3iN51ByAm16iLI/jG7MP1dQmzZgypUZhROA\nmaotzcdnTlGWGSzHPuFifPUVqCXIC57ks7SIJ30on4C0Cza0X3TK7tyHfeGjCNOqaiIEVkjMzn2o\ni5X25ci9/9w9q4d4OjAK//JxGE9xkTkB9YbzE73Yk2suvnNiWc0Fdg+6eQPBmR2IbB16xiHKUTqf\np/If/oDwD768vPNYRViQdBJCPLSUA1lrf6797qxhDdcwyqUW4WRbi1rh3te6sNUrL3O7GiEaVaTI\nwows100YReITHLyp/cG4U4h3YoLXoRE5pYOQEITI+M6F99nxadB/irUGYaZzWuBCtYwru2PrTVAS\nWQyRjV744D+bvxv7X0CPRhCGrmy71ujRiHj/C3it7Ki0vAcxUkQ2uxBpgMxOYbrPI/QUps/H5qqo\nVze35NcXLjdtuYR4dBP8H8BXnsVW6iAShHBEWSPj408aR160uB0poF4K4e2tWC9CeDVEIuH0VsQt\nExemSVgBSR3iSdBNUBkQ3W5wnyacZlTLLkqH1PAjMYxI6DPwrRSba2Bb8UiLBD/FawTYhsRiLqjk\nZrGIs+1Vh7FT4+5a2QtNhy1ga8mi0ajhYYuxoIVEYlt+MlA1HmMnF5nALIDowCDl3/q39MY3EvgR\n1MZJxoYRpV68nm6kN5suJIpV7GTQ8vAxYFrXdKb30+8t+m/fQrF6SKfowCDikVchoyHKtBR7Bluo\nIx57E/7393W2wQO3YZ/8KPgRIjcFURae+h8x+turIxpZrsLmozC2AeIQwgjWnXLbryL00CjhTZZs\n35t4mQpps0hjZDvR0SayD7zEpWhY4TwylHYKSi/srCF038TdWFKXDjLzLbT0Tdzd0XauB6g3zyFL\nU5CEWO2BNAg/Rb25jJT46YX46BZ4ZcDNh3rqcPsh6LsotXwOml4PO/Ifo2KmiMwwoSyyo/hTNGuP\nt3l2qxsiFYg0ZHpsd097DaRXfpB3Saminh+l8KpCmDrCgmxCYTyg0uy8zYQjkfLoLXcy/aQxkxXU\nAqbe0ymHwAUph6V/uARlS2krvHYGXvBg1If1CXwghbvnv8evGCemIKtg6uKiCK0x3nhQjaE2Dv9r\nm20BmHXY/rOI0YGZFE7bOwS1POnDL8NoFfP8MKKaYAs+cmc/3mNHVg/p9Ft/jh1N3HxJyNbXJ0FM\nVZgNHDPnFbe9scz04qmT+Mf6EPkaZCIXzc02EcKSOZy0dSqrBYspnS5eZW0F+oDh1k9/62cEWB7t\nt4Y1XE9IsiB0i2yaI41tZjte9nulQfoxNOaKmWcHTTm+CUrZd75T8yAurIcjGWTeIJTFaoGZyMDN\n6xc25+y/i6b/XwiNjzQ+bmk1V/oMjrnRiFwGbIqtavSG/ILKg+R0gshZZ2SOq3KBsiSnZwcm7b1N\nOPoAVsVYWcdOlpDRJpdKI5vom5p41nMD2wymCQjg8AAA5lgZaBFOAsYooqYHVdEqFWtdYNr4AqZ6\nEVin6gpihNJYm0CmNdEYfAR234F96jxGxriRPEGaCGG6Zutez3Sl9R/PwI+fnU03fCHAjhedQswo\nkBqrFHTVkeeKLTJtrvjZwumpBT/bK4HND2FHNs3xSZi9btpLLxuJtUJgBaRizjW3lmjpnBPVP3yQ\nQtffwg0/hDp1MxgPZSRmLEZPTWI+um1mAJc765jXNXKyy5nYX0I4uf8LgInVVQ67+tjTdNctInZe\nX47AtVCTcHys8w3u/RAEkVM5AmRcQEC8+pGrEonvOMpFhNd0ZbQTH7RClLtbZM/VQ3gzFAb2YGUB\nHRWQfkRhwx4Q9xENGaTRGBRimmS24Edw04YOlRFvwTMhFu3UOa2FgyHFM0tOCLu+MbwfmVSh3uWU\nsqaVqpuAzSzDVL+0FQ7V4FvvhdEmpAr8AI7dA91V+PSn592tkLuPMQRK3UxGFJG2QmxHWZe7r80T\nXOWwcHEwyQVMrpB0mkepor/0NJUNY8TJCKW0SdS3+ao87/KHNDK1bswXFmEFIk3JH2q/2MHFWCqJ\ntGjK4ZVifCf82XnIW+hNoGLhzzzYsrO9k/El6Pme426Mt4Dwp+AnJ+DmKvDRtpoT0fsR5QmsVggj\nwITI85sxSS/JyCG8KSBQkPegabB7zpA2DR73t9XuOwX9zFmEKbWmoa15kpXOKzQbYhutyp1zIC6Y\nUy0Rpa2IRgqFSVdVFuMO5TfxGm1aQ6wSLKgWt9beN/0DfBGoAh+21m6w1t5lrd0AfASoAP/2nenu\nGtawiiFbi20ks8oDCdYj8K/tEqQiM7eMr5jzo1w62o75J5zvNMZPD5KObUJXBtBRHl0ZIB3bxPjp\nxUvmlv0x4kRjYsXcRb6VCdZzjIOVKcKmTq0Rd1HbvnCEv3FuG9KPEV4EWOdD4Mc0zm0DnPqDoT50\nbgSRhshKP6LR7SZvSYBXKZL57i4QMRcOkLP/N1GLshAxWIW1Lg3wuH8DvtZu/uqBDV0AzVoo1iLX\nhlUuyhp7WKmx460KVC0JeXrri6T+KKYeYSsWU4/c+0wNvOlqIMwZzwVstC79onIaMj2Y9xhEvYBI\nFJgUkShkI4u9yc4uXGfQmghE7akmRFcTFyme08fW8aN0fFFyuH9AkEqLFgKDbf0DhCBaxhzFqiCA\nSQAAIABJREFUn3oUlStjBt4GK911FxapEiSaup3ti7qjF9XohYzGdpcR3vTkfe53zaVYWm+VqSqH\n9yGMhtgRKFjlSMhYYZbD5l0OtXUQNGaJUQsEDWy1d3UEB+IQe3Q3NFq+aYkHE/2IkY1uoXmV0P0j\nIaQxfniesPcYfnge0pjuHwkpVwWh0chWrqd1FiF4RrPufGfT6xQGhT+jcnKObD6Kzi9or2kMPgLS\nImLfEURGQqoQsZrzfFkCdnwaHgPOSlA+ZFsVYkdL8PJ9C6bXe942InUbRm1FyPUYtZVI3YbnbWvv\n/FY79AKagYW2X4zHjjjCqTsEKUjjGs2jx/DfaKA29iNqDSYf/BM31+gkhvejqhISCfUi1EruNVao\nakcSgC9AuHsHPR/7UfJvhOQemSL/RkjPx350URIp3L2Ddf/i5+j/6udZ9y9+bunE2+OnMIU82tTQ\n5TG0qWEKeXj8VHsnc/+Gy89x/snjsP27rqpym1BT3Y50Nj6z6xaFGu9CDcWQWORUghiKkVMJJBZz\ncvUURRLNlrXDzLlNQ2IumQM6uC3LHEt2fBrRNQFRxs0PW0FXU8tCV2eDLysVV+rp9BvAF6y1z8/d\naK19Tgjxa8CXgUc73bk1rOGaQqkCoz1czPUKLIUT13gJ0vXG6SMviRAIV+ltJfg5AVHlDI2bG5Sa\nHrJZwOSGqPaeJhpeXImV3TRMWO9DTOUQ2ikxLAbj17BB7OLtQiFqA5gCNO+XNIvjlBY4ntz1YSb3\n1shvOo2XnyAdz1E7s43gfR8GnPojO7wZpXxsWEXGoUs1swK0xNqmM+b2DDa2Fyl33GA6PZzqgTG8\nMwNYEWB1TDXIUmzEjJcyTlhiBHgWaeCGkbJTKonpFC6F8GNoCDj1FOQ3Qu9OovN/htkOYfkmRLML\nmykTdR0lO3EvcvhWnIn+HDWOMPCZ2+GDn5zpZfzrX8RffwpZXo9IA6wXY7rOwZsb54kztc6wTTWH\nsBta6WnpTCqsxWC8OlZHqE0Lm9cGHx8n+c/rkaltLXjBCqeYqwZLs0+MDgwSdA1jE4Wc3ACbjmCr\n3RBnIGxi/AR1eI5nQ+0u5C17oJx3JK7S2GQ+pssgcs0l9eXdRnbgJKQ3AOqSuZ5NO38uphTDcNFN\ntI0HKsWKBJuvL/r5rxSIyc0I7XHBOGMtIs64hWa7qQ8LVNXMdJfRu3zS0RjbEIiMJbvLR3WXW10Q\neMbRsbL1A5bqaGcVWKE2ROqShAhCvUY6LQlTJ0G37nd74fghbGbpx+u/C070Q7aKVSk2VVg8UAKx\nb2LBCPiI7aHvRJaBg02CuiXOCc7flmVkW8/S+3BNYaErdoXOc2cqTuHUQvz2CaTy8U4p1OMJA2Yd\n/q3Zzqo7p83kkztdNOuCkTyA5CoEEQ6MEvy3swTNXsiV3Lzov52Fm7detTQwfaxMWpnERAJMAFIg\nw0m8OGjPV++X73eVgCsLX6fk3CSqKJHRZDstOZwuz1HtT8MpdGTqI4xFeCkEKWgPG3kk1WWoIN8l\nWC9yth92TkYCAAZrkkvU9DMQywxu9t9FfOMUwQubEI0CpL4LRmdqxHcdvS5Mtq/0HG8CFrqT6sCN\nHenNGtZwLaN/HDvae+kjTBi8N69tlltmt2OZL2fZOtJphSC74zzFm1/CaI808ZF+QlGl6COLyIXf\n+ial4zuR4y2jSWHA0zOqjLT/JMkNRwm3SsTxe5FTgsxIAusGFu7HA/dS+9bTjB/ZDFqDUsh8lq4H\n7gVchRWhi+hIoDzABsymUkms9EE583JNHUVuzn3n4v/G1yig8ZEi+e+MISa7IAnJ6wYpGWycIsiA\nEmiRkKoplBl3qaHTY3QaYJsBJjuFPnUElTuK3PFp0jP/iWyfj5iyoJ1CJ+yrYMsT80w2BeRquOzt\nWejBBJMrE+46hfRTTOIRDZXIljctIHG24Le3sFSiF6truKHRpeYIWqmWmUlXSnoBPFn/JkHp58mW\nfacKEK46l1UauUTSqfrY0xR8hW1qZLMEftOpDqR1aVJehBfPSZObyMJ73guThyAahb9Yt8CRJdbv\nrLLkaiMwEuJpc/65sIik89M0vfEI6uhdODLUgs24x9SNz1P45M92vL1OQ06U5pR5noaAKEDvO4hq\nJ/VhetGY6XH+PHN93OJJVKmE6p/jJdKchHiSUsEyUVZY4QzitAVhLQWRUFjf2c8wVAJMTEQwQ7aH\nxG77Gq4cpa0QTafqzl14GmS8vM/MpAm2KhFJDqxCSIP1NDatLeiXljua58a9DdAWYUHFlhu/1+Bo\nhw3orztsKroqqEM1mIrxTjeR2sPmwRbBG5HkDvrU6sOda3PwEdKaQJqAeQOQxu9cW9N4+HV44ww0\nm64oi6fgfGbxghptel0l0QTyfIGg2ofQAVbF6MIISTDRHul0ZAIqi3v/2LSJHosw2Y3tkxhNw3yk\ni3siKGxuwinrUs+Z9gUNLk35XLloZifINYpgzAV+uyY3jtUhsIAYQC0/UNKs3IsPYLxWgR8FKktU\n3c3KMBm5urjSe/IV4NeFEN+z1p6b3iiE2Aj8OrD3KvRtDWu4pmCiPOqSxXLrfXKNR2FPB8xvcCmw\neuUMUqVdx7ANhUl9EAIT+0jPUtp1bOGdHn4EMdxayInWIJ36CD9CyADz8SH8c+Dtuw2TBZNNoGEo\nHGzAM8/DRz54ySEbT+9BZDNIz5shnYTv0Xh6D8VP/QBq0wasPIfSWaw2c0gYAdN2mUZhZYwsNBBV\nBXNcqQQxInSP//Dn/gGV0d8lNzqFrHt0VQKq9KJShaABqcKzijhscGjLS3xs6BYuMFm0CvJT2DQk\nOp/Hf+tp5Fgv6tQHnY+X9hHl9TB+A2JogZSIWo70Lw5i/mQPcjLFdHvItIGX15hmBl2TCGXw8xox\nblza0HwIl2CiOh9O1YG5E1/h3scG/+MHCfsWjuKdqw+xodjEa2aQRriKL4AVkky4NJNIfWaIpLCd\nwD8EXoQ4eatT3RgJooASvbB1TknrTUU4qmFoh6u6YhZaKAiU7l/gdysT3ovbXMn2SyBAd56wtiM9\nWD9FRNMpBQYbRIjGxpXv5wQuFWqetACQ6MZr7S0JWovG+MBx7FQVUSoQ3NiN99qDmLGT2Pp50Aqj\nelBd3UjfQthNHTOTSjCtmrFCoIVg+08tvarjYsgFBi8R9PgxaZrieR5xAkGbhPT1hljci9c8zKXK\nGQm1pS+6ogODSDWMqm9CyAQrNSJVEIfoTecWVNRsOmCQkUCIWR9Amxo2Hbi+q9e1jdt64b8fgoIP\nRR8VeYhYY706wWBCSaWIvCFbbr8K2jTSk6/TfGOcHAsVf7gKxPB3j0C57qY/gQJt3PvvHoH5Cmoc\nGIV/9TicHYYogdCHlwfhX3/siomnxomIrvKOmbMRJoOY2ELZHGAZGsFZfP11WJd1ROECkH/5I5hS\nTLo7bZ90srOq7QvRmv9ZjfETbEYjtEJoicytHs/I9NP3Yf7LIDINgcgVKFEJrDuLHNrO/Pejban8\nl4dg7BaSwjhq4wiCBpYseqqPYKx32cdcTbjSe/IXgL8Bjgsh9jJrJP4+YAz46avTvTWs4dqBHe7l\n4kQnN4OSsHX+ShrXDBYsP2rnXx+9S/CCCkbl8HQFITXWKKwqotQiSrQnt8zaOM4YYwOJj1CW/AO3\nY35vApP1sSJG+AFqQzcylfCNZ+YlnaI9byLXd6Oys1MU3WgS7XkTgOC27UiOYzMpUnjQlLORGgtE\nFgwk3Wfwm73OR8m0KiYKC9IgPUeghLt3wD//36i0jDPH9m+jEg6RrW3FiwouVVBGSOqcWn8MuGX2\nHGUCUpM2QqzajfGapG+/QnD6Hhjvd5U5giZW++59mmO+gdwikIenQKaukF1dk5HrMecDl35hPaxI\nIayBSplXNIeAWpsE5oSEeVRUwvoEH9vh0ooWSAWV/gZSk0OlbpFmPIEOJCpN6btSc9cW1KYNVL+3\nndL283hRrmXCL1p9aV2vdE5c7KIFxKVKlzlIrzD9YqXg8AALLkZs5xcp8swmhNXYTHNmbi2MRJ1f\n3R4yFgvFQ20dIz35Oo095zC1yJHho5PYseOIjaPoikB6RYRqIu0IejjB3ngvk8f/HiO1jKtEMPOs\nd8/KOCdY94nOkk67P9XNc9+oUNYSg49MLT6Gez5zjY+xHUbl6WF6FqQol/4MqT72NMVM1Zncx1lE\nq5KtUAnYeEG/tGxZI60/mxBuQVpBttxmgOF6x8FxeN8AnKtBJUIq4VJ9YonNgYxATUR46zqnPopP\npshMZ6tVXhaTNWwCttFSaAuJ8AxicgHi5sGn4NUhiDzQGadqGR5y27/2E1fUZLaypZWyNe3xaQHt\ntreDoRoMLKyHEQjStIqYDBFP7HQEWpsphItNz3XPGCrJIJMQm22g/SZ23erJ2uj6N/+I5usfJDjw\n/S49MKxhC1Oufk8jt/CO/vLv4aBrgPhcDTm6HbTCKo3JJASbF858uJZwRaSTtfaAEOJm4OeA+4AN\nwCHgj4CHrbWrzJl0DWt45yEb2XljBhaJ+MUOl/1eYTByoWWws3ldKbBeEc87DyKDRTrjWzuFZpEB\nodqNtdadx0wwvaVyMQ30H/WgxkqwRWEnytgoRo9NQk8X8swCj04BQWGM7KbTs+XHz2wmmXByX33w\nabLdMXKsB2uFS79KAoR1aWFWGmxxhGrzDL3JRkinKzfNKrEws5XewqfKhH8iYXIdL/fmoasb2/DQ\nvkBYiRU5hL2RTaPbmSVlLCDBi/CNT2PoCKLYTVoJyUxudVX1ElwFLUCoeBEqxB1P+rHzVNISUg9Z\n78EUJ123lfPFIvbmnQgJrJN5twFjF6I3BN5Lu+CjC5uqxvUfpGssA9qijEAl7mOZ6o3JLlHNV/jk\nAwx983FqlR8kc3LXrDlsizBEGsTEhtkdDo6jVYo4OAXGTNNT8xx5wRNcuYgXmfxdlfZ8bGoRoXbF\nH4zAptIZma8KLJQSIZCVhdIurwzNt6YQ8VkyfRVU2Hp2WYMezWAyN+Kpt4EWcexPkZ49wbG9d2Pl\nLBFrBEgjkNqQeleHAI2NwLTa1Ai0FVSORZfZaw1z4UigDlZUGt6Hin2sEY5wssIpgy2o0QEyCyjR\nhDFYa5zSqQX3fk251hbOVGB7F9zslEzi/x12MStrEVSQgUTShaiVO9Zk4/xW8gMdTNe7AhgdQxzO\nhnst2Fhgw2h+6vSJUzDlzxGOC5dm+sSVm4D7tujmTbJVbRWBMBLftkl8b8jD+YVVTgBWS6JhD6Fi\nMm16+BnMPJ5O4L60EUoZROy+x8IKlDJE20/P8/crF6ZUxWw4iRjeBjoL4Qj69hfwBu9eYA8Bfcuv\nkuz1dyEP9KCpY22CwCOje5D917ivbwtXPEO31jaBB69iXy4LIcTHgd/G0cdft9b+xrvZnzWsYSm4\n1HtuztL5U7e8k115x5EWDP7iY+WKgNhwK/bcENgUpI81rpKZuOHWhXeKiohLqlm0/IC0h31iPSaI\n0VMn0bmKYzYaTexEE7VjYF7KLff+HsL6UxiRRzcLCFGnsGkf0S0/DkBw/FVE/T4QHsIohAmwKsGE\nE9jAkm48S/XsJJnqrQgx1w9HuYpBghkyiK/txfz7F4AIVMxkd0huzG9FYcAIg9QSS44NIz8MHMOR\nFxrCOkgJlV5n8hqfIcr9OKFfQpgxhLBukSEvr2gT4MgyDUK2iBPrIZMCpB7CSzH5BBYofW5xYor2\nsYBN+X/PQf/N8PH591p/ZBcqNijNLLlsBYWxDHJgael14e4dFO68j8yzDed5JowTF1jATxAqQKSz\nnibpXxxEHq0ubHw599zClUPyXhG6CzC5iDnp8P6OFiKwvkE0fWhM+9nYme2rHSJpL5rafCuhq1+i\n9n0QO9ULpQnErj1QHEP6J6Zbcc9D2YTmFNUxQFgSJR1ZoN0j0FqJWqIC8Erw8jcnMV6InbNYElj2\nfS9hy7fPdFxZda1CbdqAK1rdGWQHTsLUbZDkmAlYWA+0QjQl+Yn5FRKCCIHfUo5M++yBZY1EbAub\nivDmMThxFiqp+6gTCcKD8XVIqZ1BdN9E59rsv4d6Jcs76uIZqXnyCwQ2WmAcnGz97fRkQuDuvckr\nn1wI25oBmOmqaK6WrWhXmfuxbfB/71m87ZO34ROTqIYjFpeJyqNPkl8kIGwGTiAnu2Gq32VrCIMo\nDSP8VfS9PDBK8PpPIIYDRNryRW2GpMWTzB/aBLDozdXlh8qFQEYWWfNcKrwnIG87NXld8VhSmEkI\n8QkhxK8KIX5fCLG1te2BlrfTVYUQQgFfAz4B3A78z0KI2692u2tYQ6cgZ54pF5bilBh465vvRpfe\nMaSFiBWVR7cAvL6NmMJ9mBhsVMPEYAr34fUt8oirwPwLfYEI6s6va0ohh9YjUoWQ0r02oCLnVzp1\nfSCFXC82DbFRgk1DyPW67YD/9hYwyrUapNhM6vogJGNbaowIjV/ehk+xlYI0HXFrwW/OqILM114C\nWwcVg4XRG1NEKhGpxWta/AaoyBWQrXnTqU7CeTklISQetvscYvAWJl7dhtY3ID68A5JeIIMMBJBp\nvV8MAtsae63FGbGjEPgI3yDwUZMbFrjW0xeuPTWKLS5EbrSu35NbF/g9lEYkMgWJmPMPlBWUx5cu\nx+5ih/v8UM7PSUv3WSYZF33tnlUhyMPlSybW88FiodSWq8Q7j8zFxvMXYfCRjjaX+mnrDhcXvKb+\n6knnWehqqWjDAr+5MoRGIPf+ADRziOIkopGDl34YUV6PpI4lwFLAUMCaPDIUFHIjNDMxqQIVC1Qq\nkFogDCQNy9i3z7TVp4sxRYC5aGprESRKceyPO9vWtYzFiiYsGcP7CbIHENpHmOlU8BnHG9ABap92\nBPJFyFjZ+qvZ7+Pc7WtYJjZW4HunoWog72GNxWoPgXHX2AqsFpiwA1XQWih88gGS8YVq9l4lJAvQ\nAwttR86mbU/fovZiM/3FYVQMeIiZ2YAEvNb2NlBNYffi8yiLRgqfrO4Ff/nfkdp//Y+LtAEiDqE8\ngLDO9UlYAeUB/OdWUdbGV76HN7IOGedawVuFaHSROfTxVuGj+dcsZrwN9fXhcZhoQj2FWLvXiabb\nfh3giu5IIcSAEOIl4C+BnwF+HpjW7P0s8KtXp3sX4P3AoLX2qLU2Bv4E+PvvQLtrWENHYLJzDV7F\nzI8RFv7qD9+9jr0DkHJ+dcpKQ9osEA+lxPZDxP7H3OtQStpcJM1gMS5NAqHEWA1JFusbZBxgfUO5\np0rlyPxScy9Txd91O0IpbJIilMLfdTtexkWe1fhWyNQxpYbzHDCASkB6+B/bTf4THyET9LuBU5pW\nuZGWOqlVQcqGLeXGZBNEOnMex/rfJhUSZZx3hrRu6uTHhsjMWSggXclXa0lFHT20gfhUQHz4JN4v\nfRhx1xZs2I+Jb8CG/Yi7tiAvM+QIrRzxNEM4aWTBR2Y99xpO+xnMl6YKfLY9z4T4DoXxmhcd37iq\neKWcczBcAH4tRc2rkoKJ5hLT/g6M4r06gt+VQNjqj1VgFGiJtpDeNTdV6kqiZK0U13tXmXfAqeqC\nZycB9h7uaHOinmLQWFKsME5lJgxeY7VEcOUC6afAsfZSFcPazdiggZEWk2YwymBUgjhyt1NQGgAD\nNsUkeVQpYPv3vUY90AQNPWfUA6cElez98tG2+nQxzAIxaIukOrp6iMN3G4uZ5i9J8ze8Hx75GuLv\n3g+NEgstO8zp9eg//L8uIZ6sziAvUohIK7B6lZHnKw3f2ws3V8CfgnIFvBThJRAm2HUT2GIFoVJM\n1DkPpnD3Dro/9w86drwrwkLqooW251uKF2Nd7RvTChLnr1yf5fjQ2WrCM2qndnnSN0ZhZHE3G58C\nymQQym9LPZPJvLHo78X4xjnK6tnwjFyoWMxKxDNnILYIIVs/ColERiXEgno8gRjqWX6bB8cgnfWn\nA9z7g4tMLq8hXOlX4P/BJXff2vqZeyf/HfBDHe7XfNgEzE2qPd3atoY1rAokM9ZnFw8EMeaFa7v8\nr2+Kq0DnBNVD61BhisqkCAEqk6LClOqh5XmhWC2QOTc5tkjGurIM9yvGurLUySxIWKXNAunxQVR/\nL8FtN6H6e0mPD86QX7KwDpkJIEyxhSp2XRXWpxgVoCcrWGMQYYDwDNaLnBfQ3MpRKibqcZNJ6zVm\nShVbYznk/zVhTCs6d+GEQlyyZpOIWg8y6iZKJCL0SU6eg93rUf/+o/g/fR//P3tvHl/XVd57f9ee\nzqyj2bLkSbEdx1ZiMo/ESShQQkxaQi+FBi5v00DvC4UWSsst9O1AWgpve++H97blQ9tcuL0tlJmX\nvC5toCTGxJnJaMeJ49mSLWuwdHTGvc/ea71/7HNkSdaRzpHO0Xi+/ugja0l7r2fvs4e1nvU8v8d8\new/m+65D/4s3U3q6olBIlPAQrokSnv9lSNBjEGrxv+sFsfRp3RAe3Dpz6PlsqDdsRblFydpiRKJA\nSRN0y9dUKEEgX9qxJCsNq//WE2AMgbTBSvsOw4JWj9J1hGaQkdML75amEPL/61dUuN0ik/UvOjHN\nFwA/aatqd1peoIyk75st3J9CeOhOEPZ8vap91QJZ4h5TAOn5pQjqRjcEXd8RV6jOKMIuDG6CJ96O\n+PdfRuy7HTm4Db29DS0ap+U2E1vLjkeqTDZK0Z+Yd42lSUizpJoZWj04pnwODlVnPz/+Afx4AzLV\n5Ds1SriQBRry++2435y8AOeKQqSTuvA1sb3OHDk1igodw2t9HbfjACqYgsZBlASyOog83tpBZK66\nmnpLvgLolR2FB0Xxnav8n68sP0pUGOEpqe6F8ZMxz3N5Jjlj5ToAXRkYmGih4Kz6TzNhtMzibJTF\naMUpX7K6z/OakslPiAMQBSedKDiFSifQidw8FtGTE/osPsJUoX0VUO7V8TbgA0qpI4U0t4ksGeeP\nEOJD+JX2WLNmDXv37q1JP6lUqmb7rrNyuSVTQihTBXEPr2PfCr6mrvEcZnKrLZX7qenZYczOq2iM\nvoZlnMJx44ymriJ/ZpgXSti4i9JxJp4MIJ08mtDIizSJgUGUaSDyLiJjY/d0c3Sa/bbvtVkTHcNz\nPLxcEF3Loas0J/faDDTuZet6k/Z9cXT7wjXlBTSGrgpwdvQ0+utHWd/WTIMwkPksmqcj0EEIpO6Q\nEzn6c2c5vXcvV69/iejR61F5HYTL+uPX4A+2phvUT9UM8gcZ4sxGRs1ncIMuMpu98HneAP5rJguD\nB0qeKwV4zf04Hb1oYzFkQxLr3EZUKo42lEJ4CqUL8hGNwAxxL2cPP8VrzsXns1yu+ObPMYmP2zQ+\nTfY83KEMx98Uoa/ktVr6Cg/rdkXX+DXPPoveOErwVAycEMq0Ea6BUjqOmSAT03FedniusM9KEmH2\nDh6A8k1ZdHbJ0veXAryX17C/is+P60SOEIGCg1YUfI8mIMn97c94MlpzNYF5MdO1ICXzes9sbW+h\nua8FwxhEef5kTCQbEWPtuM0eWtMYym5BPNdJznyCzCadI49eQttAfBpdFV/7RKrqPv+THS3ET09f\ntGDoXG7JvGuWOlf//gFiM0RQlnser/nXAZSKo1s5dCuHyJQWU7Z1G/HDDI9dMXHfpZ+rq/mznOk+\nL+e83GD0YQxLyFmIsU5Ix3yPXiRBtqkfdIlhG4zpMQ5W8TxHMkeZKQGr2p9ppedpu3aGlkgWzTb9\nNHZdIQNZhrUzHCrTtlvcYlbD5FVFlVPzOr4bTp4nkJUz3JUFhECkPDIvnuDpOfa3ua2b2V1k04/m\nlst9+UZViIud8lHJ4vC31NjDKX2dzuYfuFUqX1IFQPqOLoW/4PuzZXLe5kMlLslSccmtwEJUr+sD\nJuZOrCu0jaOU+nvg7wGuvfZadfvtt9fEkL1791KrfddZuUheKPEbgZZoX9nX1G0KeeIg01XvE2hL\n5tiHnzqGTCTR4zcCEATaVBLt2hhvKGGjpHQYshGKIXQD2WSQXDtKzGhAOQ4iFsa4pInmT39w2pW/\nge89jh7tIKS/gMYwkrU43pW0jgXYcfvt8M2HwR5lomNIs2Htug2s/dIH/YavPQD/2yR/1EZaOYRn\ngAH5tb0kAzqWKbj99tsZfuNDOIH9mIevBjfIjuM3MlFAeTb8NbwgrpnCamvFWNNS8vOUXKzZUSR9\no4O5ZRAROAZ2jOyP1xIdsVCGgICGyCsCqZkjNdZeegNrb56+73LIjzyNPo1bSyAwumJsXbORrbff\nMO22r/LMtO0KxTW/0sLm2y8v35Cv/wjvZBrVlUIc3gJ5YzwazbJDyJEsofWNE87zgQslxWdhqdxr\n5VP6/hIItLFIVY9poOV7hM51M3mls6Ajc7hryZ+/0veYQkPMz/62y+G/N4P9CshTkLUgtRmuWY+x\n6Wrk8cdQ7mkQDuLADTTsvouzH2tELzHU1NCImU5Vz+lP9r5Ew+npJwtD+TD33H5j1fpa0Rx/iVI1\nZ6GC58iXn4H2DHJUg3AGZpAICjQK1PnJ74/DJZ6rFdmwApnpXVrOeXH2/CnayR2IoTWFtG3Dr2rr\nmASyEaSZx5Og7Wqq7nl+fC+S0rpEVe3r4BCUOE8COX1fX34GrrehX4eMgLBC67BZA6wp27ZXUFwc\nKaR5ip0Hz9L8kfeWuZ8p2IeAmUdmQvcj2oXUCCe8uZ/PHc3Iv9o7Q0clDBHL6L5ccxzVly4cx4UI\neh1wzDxmCbF5ndLHOKN/YOAlX77BMQt9+tHrmtAhYi6f8zYPynU6/Qz4mBDihxPaipfbfcAjVbVq\nep4BtgohuvGdTe8Bfm0B+q1TpyqoGYZwSoRK/GaF8OtXwD8eLK01skSI7t7F6Je+AYDWEEGOpZGJ\nJA333jXDVh7TRQUpFFpzBDoiaPdfQWSzQO3Zh9fXj97VQXT3rpKh5npXB/lEEtl4QbbOG0uidxVW\niR8+AWYhHFgqX6VeKb+9SMtx+M8bkV8bRQx6iOYh2HoA0TyAeuoGrMvfBIB1yzsYfPy28EP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elS9M5/7h/QOtoQeadsJ9R06WmltpnJWSY1ieZaYOYRxUouroXU7PGhZqBnC+E7b8U5dpqGJ1KM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\nSHdm7nxtzaN753OfH49oaujn8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_lons[list_of_depths < 15], \n", " list_of_model_s[list_of_depths < 15] \n", " - list_of_cs_s[list_of_depths < 15], 'o', color = 'Crimson',\n", " alpha =0.5, label = 'surface')\n", "ax.plot(list_of_lons[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " list_of_model_s[(22 > list_of_depths) & (list_of_depths >= 15)] \n", " - list_of_cs_s[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " 'o', color = 'DarkOrange', alpha =0.5, label = 'intermediate')\n", "ax.plot(list_of_lons[list_of_depths >= 22], \n", " list_of_model_s[list_of_depths >= 22] \n", " - list_of_cs_s[list_of_depths >= 22], 'o', color = 'DeepPink',\n", " alpha =0.5, label = 'deep')\n", "\n", "ax.plot(list_of_lons[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_s[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_s[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'ForestGreen', alpha = 0.5, label = 'Juan de Fuca surface')\n", "ax.plot(list_of_lons[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " list_of_model_s[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)] \n", " - list_of_cs_s[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " 'o', color = 'CornflowerBlue', alpha = 0.5, label = 'Juan de Fuca intermediate')\n", "ax.plot(list_of_lons[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_s[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_s[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'DarkOrchid', alpha = 0.5, label = 'Juan de Fuca deep')\n", "\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('lon', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Salinity', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YREREREREFkU4OISX6Zi3T6vviSw/WlBp4ZbN9D3n3NvAtVHHISIiIiKy2LR0uMD06nvH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\na3jkkUdqEyVVVVV86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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_datetimes[list_of_depths < 15], \n", " list_of_model_s[list_of_depths < 15] \n", " - list_of_cs_s[list_of_depths < 15], 'o', color = 'Crimson',\n", " alpha =0.5, label = 'surface')\n", "ax.plot(list_of_datetimes[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " list_of_model_s[(22 > list_of_depths) & (list_of_depths >= 15)] \n", " - list_of_cs_s[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " 'o', color = 'DarkOrange', alpha =0.5, label = 'intermediate')\n", "ax.plot(list_of_datetimes[list_of_depths >= 22], \n", " list_of_model_s[list_of_depths >= 22] \n", " - list_of_cs_s[list_of_depths >= 22], 'o', color = 'DeepPink',\n", " alpha =0.5, label = 'deep')\n", "\n", "ax.plot(list_of_datetimes[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_s[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_s[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'ForestGreen', alpha = 0.5, label = 'Juan de Fuca surface')\n", "ax.plot(list_of_datetimes[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " list_of_model_s[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)] \n", " - list_of_cs_s[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " 'o', color = 'CornflowerBlue', alpha = 0.5, label = 'Juan de Fuca intermediate')\n", "ax.plot(list_of_datetimes[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_s[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_s[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'DarkOrchid', alpha = 0.5, label = 'Juan de Fuca deep')\n", "\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('date', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Salinity', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }