protoDC2_BPT_test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys, os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.insert(0, '/global/common/cori/contrib/lsst/apps/anaconda/py2-envs/DESCQA/lib/python2.7/site-packages')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import subprocess\n",
    "assert u'lsst' in subprocess.check_output(['groups']).decode().split(), 'You need to be in the `lsst` group for this notebook to work'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('GCRCatalogs =', '0.6.14', '|', 'GCR =', '0.6.2')\n"
     ]
    }
   ],
   "source": [
    "import GCRCatalogs\n",
    "\n",
    "## check version\n",
    "print('GCRCatalogs =', GCRCatalogs.__version__, '|' ,'GCR =', GCRCatalogs.GCR.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "buzzard\n",
      "buzzard_high-res\n",
      "buzzard_test\n",
      "dc1\n",
      "protoDC2\n"
     ]
    }
   ],
   "source": [
    "print('\\n'.join(sorted(GCRCatalogs.get_available_catalogs())))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "gc = GCRCatalogs.load_catalog('protoDC2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LSST_filters/diskLuminositiesStellar:LSST_g:observed\n",
      "LSST_filters/diskLuminositiesStellar:LSST_g:observed:dustAtlas\n",
      "LSST_filters/diskLuminositiesStellar:LSST_g:rest\n",
      "LSST_filters/diskLuminositiesStellar:LSST_g:rest:dustAtlas\n",
      "LSST_filters/diskLuminositiesStellar:LSST_i:observed\n",
      "LSST_filters/diskLuminositiesStellar:LSST_i:observed:dustAtlas\n",
      "LSST_filters/diskLuminositiesStellar:LSST_i:rest\n",
      "LSST_filters/diskLuminositiesStellar:LSST_i:rest:dustAtlas\n",
      "LSST_filters/diskLuminositiesStellar:LSST_r:observed\n",
      "LSST_filters/diskLuminositiesStellar:LSST_r:observed:dustAtlas\n",
      "LSST_filters/diskLuminositiesStellar:LSST_r:rest\n",
      "LSST_filters/diskLuminositiesStellar:LSST_r:rest:dustAtlas\n",
      "LSST_filters/diskLuminositiesStellar:LSST_u:observed\n",
      "LSST_filters/diskLuminositiesStellar:LSST_u:observed:dustAtlas\n",
      "LSST_filters/diskLuminositiesStellar:LSST_u:rest\n",
      "LSST_filters/diskLuminositiesStellar:LSST_u:rest:dustAtlas\n",
      "LSST_filters/diskLuminositiesStellar:LSST_y:observed\n",
      "LSST_filters/diskLuminositiesStellar:LSST_y:observed:dustAtlas\n",
      "LSST_filters/diskLuminositiesStellar:LSST_y:rest\n",
      "LSST_filters/diskLuminositiesStellar:LSST_y:rest:dustAtlas\n",
      "LSST_filters/diskLuminositiesStellar:LSST_z:observed\n",
      "LSST_filters/diskLuminositiesStellar:LSST_z:observed:dustAtlas\n",
      "LSST_filters/diskLuminositiesStellar:LSST_z:rest\n",
      "LSST_filters/diskLuminositiesStellar:LSST_z:rest:dustAtlas\n",
      "LSST_filters/magnitude:LSST_g:observed\n",
      "LSST_filters/magnitude:LSST_g:observed:dustAtlas\n",
      "LSST_filters/magnitude:LSST_g:rest\n",
      "LSST_filters/magnitude:LSST_g:rest:dustAtlas\n",
      "LSST_filters/magnitude:LSST_i:observed\n",
      "LSST_filters/magnitude:LSST_i:observed:dustAtlas\n",
      "LSST_filters/magnitude:LSST_i:rest\n",
      "LSST_filters/magnitude:LSST_i:rest:dustAtlas\n",
      "LSST_filters/magnitude:LSST_r:observed\n",
      "LSST_filters/magnitude:LSST_r:observed:dustAtlas\n",
      "LSST_filters/magnitude:LSST_r:rest\n",
      "LSST_filters/magnitude:LSST_r:rest:dustAtlas\n",
      "LSST_filters/magnitude:LSST_u:observed\n",
      "LSST_filters/magnitude:LSST_u:observed:dustAtlas\n",
      "LSST_filters/magnitude:LSST_u:rest\n",
      "LSST_filters/magnitude:LSST_u:rest:dustAtlas\n",
      "LSST_filters/magnitude:LSST_y:observed\n",
      "LSST_filters/magnitude:LSST_y:observed:dustAtlas\n",
      "LSST_filters/magnitude:LSST_y:rest\n",
      "LSST_filters/magnitude:LSST_y:rest:dustAtlas\n",
      "LSST_filters/magnitude:LSST_z:observed\n",
      "LSST_filters/magnitude:LSST_z:observed:dustAtlas\n",
      "LSST_filters/magnitude:LSST_z:rest\n",
      "LSST_filters/magnitude:LSST_z:rest:dustAtlas\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_g:observed\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_g:observed:dustAtlas\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_g:rest\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_g:rest:dustAtlas\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_i:observed\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_i:observed:dustAtlas\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_i:rest\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_i:rest:dustAtlas\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_r:observed\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_r:observed:dustAtlas\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_r:rest\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_r:rest:dustAtlas\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_u:observed\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_u:observed:dustAtlas\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_u:rest\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_u:rest:dustAtlas\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_y:observed\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_y:observed:dustAtlas\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_y:rest\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_y:rest:dustAtlas\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_z:observed\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_z:observed:dustAtlas\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_z:rest\n",
      "LSST_filters/spheroidLuminositiesStellar:LSST_z:rest:dustAtlas\n",
      "LSST_filters/totalLuminositiesStellar:LSST_g:observed\n",
      "LSST_filters/totalLuminositiesStellar:LSST_g:observed:dustAtlas\n",
      "LSST_filters/totalLuminositiesStellar:LSST_g:rest\n",
      "LSST_filters/totalLuminositiesStellar:LSST_g:rest:dustAtlas\n",
      "LSST_filters/totalLuminositiesStellar:LSST_i:observed\n",
      "LSST_filters/totalLuminositiesStellar:LSST_i:observed:dustAtlas\n",
      "LSST_filters/totalLuminositiesStellar:LSST_i:rest\n",
      "LSST_filters/totalLuminositiesStellar:LSST_i:rest:dustAtlas\n",
      "LSST_filters/totalLuminositiesStellar:LSST_r:observed\n",
      "LSST_filters/totalLuminositiesStellar:LSST_r:observed:dustAtlas\n",
      "LSST_filters/totalLuminositiesStellar:LSST_r:rest\n",
      "LSST_filters/totalLuminositiesStellar:LSST_r:rest:dustAtlas\n",
      "LSST_filters/totalLuminositiesStellar:LSST_u:observed\n",
      "LSST_filters/totalLuminositiesStellar:LSST_u:observed:dustAtlas\n",
      "LSST_filters/totalLuminositiesStellar:LSST_u:rest\n",
      "LSST_filters/totalLuminositiesStellar:LSST_u:rest:dustAtlas\n",
      "LSST_filters/totalLuminositiesStellar:LSST_y:observed\n",
      "LSST_filters/totalLuminositiesStellar:LSST_y:observed:dustAtlas\n",
      "LSST_filters/totalLuminositiesStellar:LSST_y:rest\n",
      "LSST_filters/totalLuminositiesStellar:LSST_y:rest:dustAtlas\n",
      "LSST_filters/totalLuminositiesStellar:LSST_z:observed\n",
      "LSST_filters/totalLuminositiesStellar:LSST_z:observed:dustAtlas\n",
      "LSST_filters/totalLuminositiesStellar:LSST_z:rest\n",
      "LSST_filters/totalLuminositiesStellar:LSST_z:rest:dustAtlas\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_g:observed\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_g:observed:dustAtlas\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_g:rest\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_g:rest:dustAtlas\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_i:observed\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_i:observed:dustAtlas\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_i:rest\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_i:rest:dustAtlas\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_r:observed\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_r:observed:dustAtlas\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_r:rest\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_r:rest:dustAtlas\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_u:observed\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_u:observed:dustAtlas\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_u:rest\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_u:rest:dustAtlas\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_z:observed\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_z:observed:dustAtlas\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_z:rest\n",
      "SDSS_filters/diskLuminositiesStellar:SDSS_z:rest:dustAtlas\n",
      "SDSS_filters/magnitude:SDSS_g:observed\n",
      "SDSS_filters/magnitude:SDSS_g:observed:dustAtlas\n",
      "SDSS_filters/magnitude:SDSS_g:rest\n",
      "SDSS_filters/magnitude:SDSS_g:rest:dustAtlas\n",
      "SDSS_filters/magnitude:SDSS_i:observed\n",
      "SDSS_filters/magnitude:SDSS_i:observed:dustAtlas\n",
      "SDSS_filters/magnitude:SDSS_i:rest\n",
      "SDSS_filters/magnitude:SDSS_i:rest:dustAtlas\n",
      "SDSS_filters/magnitude:SDSS_r:observed\n",
      "SDSS_filters/magnitude:SDSS_r:observed:dustAtlas\n",
      "SDSS_filters/magnitude:SDSS_r:rest\n",
      "SDSS_filters/magnitude:SDSS_r:rest:dustAtlas\n",
      "SDSS_filters/magnitude:SDSS_u:observed\n",
      "SDSS_filters/magnitude:SDSS_u:observed:dustAtlas\n",
      "SDSS_filters/magnitude:SDSS_u:rest\n",
      "SDSS_filters/magnitude:SDSS_u:rest:dustAtlas\n",
      "SDSS_filters/magnitude:SDSS_z:observed\n",
      "SDSS_filters/magnitude:SDSS_z:observed:dustAtlas\n",
      "SDSS_filters/magnitude:SDSS_z:rest\n",
      "SDSS_filters/magnitude:SDSS_z:rest:dustAtlas\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_g:observed\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_g:observed:dustAtlas\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_g:rest\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_g:rest:dustAtlas\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_i:observed\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_i:observed:dustAtlas\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_i:rest\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_i:rest:dustAtlas\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_r:observed\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_r:observed:dustAtlas\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_r:rest\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_r:rest:dustAtlas\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_u:observed\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_u:observed:dustAtlas\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_u:rest\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_u:rest:dustAtlas\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_z:observed\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_z:observed:dustAtlas\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_z:rest\n",
      "SDSS_filters/spheroidLuminositiesStellar:SDSS_z:rest:dustAtlas\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_g:observed\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_g:observed:dustAtlas\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_g:rest\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_g:rest:dustAtlas\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_i:observed\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_i:observed:dustAtlas\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_i:rest\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_i:rest:dustAtlas\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_r:observed\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_r:observed:dustAtlas\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_r:rest\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_r:rest:dustAtlas\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_u:observed\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_u:observed:dustAtlas\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_u:rest\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_u:rest:dustAtlas\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_z:observed\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_z:observed:dustAtlas\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_z:rest\n",
      "SDSS_filters/totalLuminositiesStellar:SDSS_z:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_1000_246:rest\n",
      "SEDs/diskLuminositiesStellar:SED_1000_246:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_11467_1710:rest\n",
      "SEDs/diskLuminositiesStellar:SED_11467_1710:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_1246_306:rest\n",
      "SEDs/diskLuminositiesStellar:SED_1246_306:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_13177_1966:rest\n",
      "SEDs/diskLuminositiesStellar:SED_13177_1966:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_15143_2259:rest\n",
      "SEDs/diskLuminositiesStellar:SED_15143_2259:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_1552_381:rest\n",
      "SEDs/diskLuminositiesStellar:SED_1552_381:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_17402_2596:rest\n",
      "SEDs/diskLuminositiesStellar:SED_17402_2596:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_1933_474:rest\n",
      "SEDs/diskLuminositiesStellar:SED_1933_474:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_2407_591:rest\n",
      "SEDs/diskLuminositiesStellar:SED_2407_591:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_2998_186:rest\n",
      "SEDs/diskLuminositiesStellar:SED_2998_186:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_3184_197:rest\n",
      "SEDs/diskLuminositiesStellar:SED_3184_197:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_3381_209:rest\n",
      "SEDs/diskLuminositiesStellar:SED_3381_209:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_3590_222:rest\n",
      "SEDs/diskLuminositiesStellar:SED_3590_222:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_3812_236:rest\n",
      "SEDs/diskLuminositiesStellar:SED_3812_236:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_4048_251:rest\n",
      "SEDs/diskLuminositiesStellar:SED_4048_251:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_4299_266:rest\n",
      "SEDs/diskLuminositiesStellar:SED_4299_266:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_4565_283:rest\n",
      "SEDs/diskLuminositiesStellar:SED_4565_283:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_4848_300:rest\n",
      "SEDs/diskLuminositiesStellar:SED_4848_300:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_5148_319:rest\n",
      "SEDs/diskLuminositiesStellar:SED_5148_319:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_5467_339:rest\n",
      "SEDs/diskLuminositiesStellar:SED_5467_339:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_5806_360:rest\n",
      "SEDs/diskLuminositiesStellar:SED_5806_360:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_6166_382:rest\n",
      "SEDs/diskLuminositiesStellar:SED_6166_382:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_6548_406:rest\n",
      "SEDs/diskLuminositiesStellar:SED_6548_406:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_6954_431:rest\n",
      "SEDs/diskLuminositiesStellar:SED_6954_431:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_7385_458:rest\n",
      "SEDs/diskLuminositiesStellar:SED_7385_458:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_7843_486:rest\n",
      "SEDs/diskLuminositiesStellar:SED_7843_486:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_8329_517:rest\n",
      "SEDs/diskLuminositiesStellar:SED_8329_517:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_8846_549:rest\n",
      "SEDs/diskLuminositiesStellar:SED_8846_549:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_9395_583:rest\n",
      "SEDs/diskLuminositiesStellar:SED_9395_583:rest:dustAtlas\n",
      "SEDs/diskLuminositiesStellar:SED_9978_1489:rest\n",
      "SEDs/diskLuminositiesStellar:SED_9978_1489:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_1000_246:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_1000_246:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_11467_1710:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_11467_1710:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_1246_306:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_1246_306:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_13177_1966:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_13177_1966:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_15143_2259:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_15143_2259:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_1552_381:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_1552_381:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_17402_2596:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_17402_2596:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_1933_474:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_1933_474:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_2407_591:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_2407_591:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_2998_186:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_2998_186:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_3184_197:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_3184_197:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_3381_209:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_3381_209:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_3590_222:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_3590_222:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_3812_236:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_3812_236:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_4048_251:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_4048_251:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_4299_266:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_4299_266:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_4565_283:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_4565_283:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_4848_300:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_4848_300:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_5148_319:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_5148_319:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_5467_339:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_5467_339:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_5806_360:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_5806_360:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_6166_382:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_6166_382:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_6548_406:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_6548_406:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_6954_431:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_6954_431:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_7385_458:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_7385_458:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_7843_486:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_7843_486:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_8329_517:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_8329_517:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_8846_549:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_8846_549:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_9395_583:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_9395_583:rest:dustAtlas\n",
      "SEDs/spheroidLuminositiesStellar:SED_9978_1489:rest\n",
      "SEDs/spheroidLuminositiesStellar:SED_9978_1489:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_1000_246:rest\n",
      "SEDs/totalLuminositiesStellar:SED_1000_246:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_11467_1710:rest\n",
      "SEDs/totalLuminositiesStellar:SED_11467_1710:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_1246_306:rest\n",
      "SEDs/totalLuminositiesStellar:SED_1246_306:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_13177_1966:rest\n",
      "SEDs/totalLuminositiesStellar:SED_13177_1966:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_15143_2259:rest\n",
      "SEDs/totalLuminositiesStellar:SED_15143_2259:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_1552_381:rest\n",
      "SEDs/totalLuminositiesStellar:SED_1552_381:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_17402_2596:rest\n",
      "SEDs/totalLuminositiesStellar:SED_17402_2596:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_1933_474:rest\n",
      "SEDs/totalLuminositiesStellar:SED_1933_474:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_2407_591:rest\n",
      "SEDs/totalLuminositiesStellar:SED_2407_591:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_2998_186:rest\n",
      "SEDs/totalLuminositiesStellar:SED_2998_186:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_3184_197:rest\n",
      "SEDs/totalLuminositiesStellar:SED_3184_197:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_3381_209:rest\n",
      "SEDs/totalLuminositiesStellar:SED_3381_209:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_3590_222:rest\n",
      "SEDs/totalLuminositiesStellar:SED_3590_222:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_3812_236:rest\n",
      "SEDs/totalLuminositiesStellar:SED_3812_236:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_4048_251:rest\n",
      "SEDs/totalLuminositiesStellar:SED_4048_251:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_4299_266:rest\n",
      "SEDs/totalLuminositiesStellar:SED_4299_266:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_4565_283:rest\n",
      "SEDs/totalLuminositiesStellar:SED_4565_283:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_4848_300:rest\n",
      "SEDs/totalLuminositiesStellar:SED_4848_300:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_5148_319:rest\n",
      "SEDs/totalLuminositiesStellar:SED_5148_319:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_5467_339:rest\n",
      "SEDs/totalLuminositiesStellar:SED_5467_339:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_5806_360:rest\n",
      "SEDs/totalLuminositiesStellar:SED_5806_360:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_6166_382:rest\n",
      "SEDs/totalLuminositiesStellar:SED_6166_382:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_6548_406:rest\n",
      "SEDs/totalLuminositiesStellar:SED_6548_406:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_6954_431:rest\n",
      "SEDs/totalLuminositiesStellar:SED_6954_431:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_7385_458:rest\n",
      "SEDs/totalLuminositiesStellar:SED_7385_458:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_7843_486:rest\n",
      "SEDs/totalLuminositiesStellar:SED_7843_486:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_8329_517:rest\n",
      "SEDs/totalLuminositiesStellar:SED_8329_517:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_8846_549:rest\n",
      "SEDs/totalLuminositiesStellar:SED_8846_549:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_9395_583:rest\n",
      "SEDs/totalLuminositiesStellar:SED_9395_583:rest:dustAtlas\n",
      "SEDs/totalLuminositiesStellar:SED_9978_1489:rest\n",
      "SEDs/totalLuminositiesStellar:SED_9978_1489:rest:dustAtlas\n",
      "ageStatisticsDiskIntegratedSFR\n",
      "ageStatisticsDiskTimeWeightedIntegratedSFR\n",
      "ageStatisticsSpheroidIntegratedSFR\n",
      "ageStatisticsSpheroidTimeWeightedIntegratedSFR\n",
      "blackHoleAccretionRate\n",
      "blackHoleMass\n",
      "convergence\n",
      "dec\n",
      "dec_true\n",
      "diskAbundancesStellarMetals\n",
      "diskMassStellar\n",
      "diskStarFormationRate\n",
      "diskVelocity\n",
      "emissionLines/diskLineLuminosity:balmerAlpha6563:rest\n",
      "emissionLines/diskLineLuminosity:balmerAlpha6563:rest:contam_nitrogenII6584\n",
      "emissionLines/diskLineLuminosity:balmerBeta4861:rest\n",
      "emissionLines/diskLineLuminosity:nitrogenII6584:rest\n",
      "emissionLines/diskLineLuminosity:oxygenII3726:rest\n",
      "emissionLines/diskLineLuminosity:oxygenII3729:rest\n",
      "emissionLines/diskLineLuminosity:oxygenIII4959:rest\n",
      "emissionLines/diskLineLuminosity:oxygenIII5007:rest\n",
      "emissionLines/diskLineLuminosity:sulfurII6716:rest\n",
      "emissionLines/diskLineLuminosity:sulfurII6731:rest\n",
      "emissionLines/spheroidLineLuminosity:balmerAlpha6563:rest\n",
      "emissionLines/spheroidLineLuminosity:balmerAlpha6563:rest:contam_nitrogenII6584\n",
      "emissionLines/spheroidLineLuminosity:balmerBeta4861:rest\n",
      "emissionLines/spheroidLineLuminosity:nitrogenII6584:rest\n",
      "emissionLines/spheroidLineLuminosity:oxygenII3726:rest\n",
      "emissionLines/spheroidLineLuminosity:oxygenII3729:rest\n",
      "emissionLines/spheroidLineLuminosity:oxygenIII4959:rest\n",
      "emissionLines/spheroidLineLuminosity:oxygenIII5007:rest\n",
      "emissionLines/spheroidLineLuminosity:sulfurII6716:rest\n",
      "emissionLines/spheroidLineLuminosity:sulfurII6731:rest\n",
      "emissionLines/totalLineLuminosity:balmerAlpha6563:rest\n",
      "emissionLines/totalLineLuminosity:balmerAlpha6563:rest:contam_nitrogenII6584\n",
      "emissionLines/totalLineLuminosity:balmerBeta4861:rest\n",
      "emissionLines/totalLineLuminosity:nitrogenII6584:rest\n",
      "emissionLines/totalLineLuminosity:oxygenII3726:rest\n",
      "emissionLines/totalLineLuminosity:oxygenII3729:rest\n",
      "emissionLines/totalLineLuminosity:oxygenIII4959:rest\n",
      "emissionLines/totalLineLuminosity:oxygenIII5007:rest\n",
      "emissionLines/totalLineLuminosity:sulfurII6716:rest\n",
      "emissionLines/totalLineLuminosity:sulfurII6731:rest\n",
      "galaxyID\n",
      "hostHaloEigenValue1\n",
      "hostHaloEigenValue2\n",
      "hostHaloEigenValue3\n",
      "hostHaloEigenValueReduced1\n",
      "hostHaloEigenValueReduced2\n",
      "hostHaloEigenValueReduced3\n",
      "hostHaloEigenVector1X\n",
      "hostHaloEigenVector1Y\n",
      "hostHaloEigenVector1Z\n",
      "hostHaloEigenVector2X\n",
      "hostHaloEigenVector2Y\n",
      "hostHaloEigenVector2Z\n",
      "hostHaloEigenVector3X\n",
      "hostHaloEigenVector3Y\n",
      "hostHaloEigenVector3Z\n",
      "hostHaloEigenVectorReduced1X\n",
      "hostHaloEigenVectorReduced1Y\n",
      "hostHaloEigenVectorReduced1Z\n",
      "hostHaloEigenVectorReduced2X\n",
      "hostHaloEigenVectorReduced2Y\n",
      "hostHaloEigenVectorReduced2Z\n",
      "hostHaloEigenVectorReduced3X\n",
      "hostHaloEigenVectorReduced3Y\n",
      "hostHaloEigenVectorReduced3Z\n",
      "hostHaloMass\n",
      "hostHaloSODMass\n",
      "hostHaloSODTag\n",
      "hostHaloTag\n",
      "hostIndex\n",
      "infallHaloMass\n",
      "infallHaloTag\n",
      "infallIndex\n",
      "isCentral\n",
      "lightConeRotation\n",
      "magnification\n",
      "morphology/diskAxisRatio\n",
      "morphology/diskEllipticity\n",
      "morphology/diskEllipticity1\n",
      "morphology/diskEllipticity2\n",
      "morphology/diskHalfLightRadius\n",
      "morphology/diskHalfLightRadiusArcsec\n",
      "morphology/diskMajorAxisArcsec\n",
      "morphology/diskMinorAxisArcsec\n",
      "morphology/diskScaleRadius\n",
      "morphology/diskScaleRadiusArcsec\n",
      "morphology/diskSersicIndex\n",
      "morphology/inclination\n",
      "morphology/positionAngle\n",
      "morphology/spheroidAxisRatio\n",
      "morphology/spheroidEllipticity\n",
      "morphology/spheroidEllipticity1\n",
      "morphology/spheroidEllipticity2\n",
      "morphology/spheroidHalfLightRadius\n",
      "morphology/spheroidHalfLightRadiusArcsec\n",
      "morphology/spheroidMajorAxisArcsec\n",
      "morphology/spheroidMinorAxisArcsec\n",
      "morphology/spheroidScaleRadius\n",
      "morphology/spheroidScaleRadiusArcsec\n",
      "morphology/spheroidSersicIndex\n",
      "morphology/totalEllipticity\n",
      "morphology/totalEllipticity1\n",
      "morphology/totalEllipticity2\n",
      "otherLuminosities/diskHeliumContinuumLuminosity\n",
      "otherLuminosities/diskLuminositiesStellar:B:rest\n",
      "otherLuminosities/diskLuminositiesStellar:B:rest:dustAtlas\n",
      "otherLuminosities/diskLuminositiesStellar:HeliumContinuum:rest\n",
      "otherLuminosities/diskLuminositiesStellar:HeliumContinuum:rest:dustAtlas\n",
      "otherLuminosities/diskLuminositiesStellar:Lyc:rest\n",
      "otherLuminosities/diskLuminositiesStellar:Lyc:rest:dustAtlas\n",
      "otherLuminosities/diskLuminositiesStellar:OxygenContinuum:rest\n",
      "otherLuminosities/diskLuminositiesStellar:OxygenContinuum:rest:dustAtlas\n",
      "otherLuminosities/diskLuminositiesStellar:V:rest\n",
      "otherLuminosities/diskLuminositiesStellar:V:rest:dustAtlas\n",
      "otherLuminosities/diskLymanContinuumLuminosity\n",
      "otherLuminosities/diskOxygenContinuumLuminosity\n",
      "otherLuminosities/spheroidHeliumContinuumLuminosity\n",
      "otherLuminosities/spheroidLuminositiesStellar:B:rest\n",
      "otherLuminosities/spheroidLuminositiesStellar:B:rest:dustAtlas\n",
      "otherLuminosities/spheroidLuminositiesStellar:HeliumContinuum:rest\n",
      "otherLuminosities/spheroidLuminositiesStellar:HeliumContinuum:rest:dustAtlas\n",
      "otherLuminosities/spheroidLuminositiesStellar:Lyc:rest\n",
      "otherLuminosities/spheroidLuminositiesStellar:Lyc:rest:dustAtlas\n",
      "otherLuminosities/spheroidLuminositiesStellar:OxygenContinuum:rest\n",
      "otherLuminosities/spheroidLuminositiesStellar:OxygenContinuum:rest:dustAtlas\n",
      "otherLuminosities/spheroidLuminositiesStellar:V:rest\n",
      "otherLuminosities/spheroidLuminositiesStellar:V:rest:dustAtlas\n",
      "otherLuminosities/spheroidLymanContinuumLuminosity\n",
      "otherLuminosities/spheroidOxygenContinuumLuminosity\n",
      "otherLuminosities/totalHeliumContinuumLuminosity\n",
      "otherLuminosities/totalLuminositiesStellar:B:rest\n",
      "otherLuminosities/totalLuminositiesStellar:B:rest:dustAtlas\n",
      "otherLuminosities/totalLuminositiesStellar:HeliumContinuum:rest\n",
      "otherLuminosities/totalLuminositiesStellar:HeliumContinuum:rest:dustAtlas\n",
      "otherLuminosities/totalLuminositiesStellar:Lyc:rest\n",
      "otherLuminosities/totalLuminositiesStellar:Lyc:rest:dustAtlas\n",
      "otherLuminosities/totalLuminositiesStellar:OxygenContinuum:rest\n",
      "otherLuminosities/totalLuminositiesStellar:OxygenContinuum:rest:dustAtlas\n",
      "otherLuminosities/totalLuminositiesStellar:V:rest\n",
      "otherLuminosities/totalLuminositiesStellar:V:rest:dustAtlas\n",
      "otherLuminosities/totalLymanContinuumLuminosity\n",
      "otherLuminosities/totalOxygenContinuumLuminosity\n",
      "peculiarVelocity\n",
      "placementType\n",
      "ra\n",
      "ra_true\n",
      "redshift\n",
      "redshiftHubble\n",
      "shear1\n",
      "shear2\n",
      "spheroidAbundancesStellarMetals\n",
      "spheroidMassStellar\n",
      "spheroidStarFormationRate\n",
      "spheroidVelocity\n",
      "spheroidajorAxisArcsec\n",
      "spinSpin\n",
      "step\n",
      "totalAbundancesStellarMetals\n",
      "totalMassStellar\n",
      "totalStarFormationRate\n",
      "vx\n",
      "vy\n",
      "vz\n",
      "x\n",
      "y\n",
      "z\n"
     ]
    }
   ],
   "source": [
    "print('\\n'.join(sorted(gc.list_all_native_quantities())[:]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = gc.get_quantities(['LSST_filters/magnitude:LSST_i:observed:dustAtlas','redshift', 'emissionLines/totalLineLuminosity:balmerAlpha6563:rest','emissionLines/totalLineLuminosity:balmerBeta4861:rest', 'emissionLines/totalLineLuminosity:nitrogenII6584:rest', 'emissionLines/totalLineLuminosity:oxygenIII4959:rest', 'emissionLines/totalLineLuminosity:oxygenIII5007:rest','emissionLines/totalLineLuminosity:sulfurII6716:rest','emissionLines/totalLineLuminosity:sulfurII6731:rest'])\n",
    "sz = data['redshift']\n",
    "i = data['LSST_filters/magnitude:LSST_i:observed:dustAtlas']\n",
    "Halpha = data['emissionLines/totalLineLuminosity:balmerAlpha6563:rest']\n",
    "Hbeta = data['emissionLines/totalLineLuminosity:balmerBeta4861:rest']\n",
    "NII6584 = data['emissionLines/totalLineLuminosity:nitrogenII6584:rest']\n",
    "OIII5007 = data['emissionLines/totalLineLuminosity:oxygenIII5007:rest']\n",
    "OIII4959 = data['emissionLines/totalLineLuminosity:oxygenIII4959:rest']\n",
    "SII6716 = data['emissionLines/totalLineLuminosity:sulfurII6716:rest']\n",
    "SII6731 = data['emissionLines/totalLineLuminosity:sulfurII6731:rest']\n",
    "SIItot = SII6716 + SII6731"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/global/common/cori/software/python/2.7-anaconda-4.4/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: invalid value encountered in divide\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n",
      "/global/common/cori/software/python/2.7-anaconda-4.4/lib/python2.7/site-packages/ipykernel_launcher.py:2: RuntimeWarning: invalid value encountered in divide\n",
      "  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-1.97079961 -1.62479421 -1.51495532 -1.53951541 -1.42783884]\n",
      "[ 0.46924056  0.55137504  0.46494313  0.49218961  0.24526392]\n"
     ]
    }
   ],
   "source": [
    "n2halpha = np.log10(NII6584/Halpha)\n",
    "o3hbeta = np.log10(OIII5007/Hbeta)\n",
    "print (n2halpha[0:5])\n",
    "print (o3hbeta[0:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "xvec = np.arange(-3.,0.001,0.01)\n",
    "n2kewley = 0.61/xvec+1.19"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask = (i<25.3)\n",
    "n2halphagold = n2halpha[mask]\n",
    "o3hbetagold = o3hbeta[mask]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wcJFEEB5u3a5keCrjCKElITMzApJKnF+/XsS/bdxojjHbv1/EwxkMZpGkCLqv\nvjKPp8SxKdf900ILSslEaLTWVJ5k9mzxKstCeIZHaXEAmRgUrYV0nf+F0WpRJiYjTPesCNSMDHHP\nREJcAsJaZxkvx9QvTpw4gY8//hirVq3C/v374ePjg3HjxmHs2LHQ2gqYtMHatWuRn5+PKVOmWLV7\nenoiPj4e9913H1xcXPDrr7/ivffew3333Yfs7Gw0a9asWuMvX74ckydPNn3u1KkTli9fftPxeQzD\n3KFUx4da3w6Oabu1yLKI/fL3FzFh5bGMd1P6K/Fj/v5Evr5EqanifWqqaFfi1wICxNhKXJpORxQU\nRJSUJPpmZxOFBIu4Mtkom8Y2GETMndEork1PJwoONse4paeb5/bxEXNYrrE692wrXs7y3pRYOcsj\nJIQoLVWmvDSxXuWanBxxL8q938nc7TFtq1atIgD0999/ExHRrl27aPDgwaRWq8ne3p6GDRtGn3zy\nCZWUlNRo3D/++IPc3NyoU6dOVFpaet3+3333HUmSRGPHjq32HEePHqVvvvmGMjIyKCEhgbp3707f\nf/99jdbJMMytpTZj2upcYN2Kg0Vb7aCIi/LCIieHyNtbJAhkZ1d9ndFo/T41VYimtWvNAk0RT4po\nsxSCiuAKCBDX7d5N9NYoHR22C6Gtc3QmYZScTKRWi/EVwZaebhZVSrKBIhazs20nMViu1/KeywvR\n6jwrZe0DfHR0WB1Ce9N1ZDSKtfr6imfo7W0tUu9Ebqloq072yC2mvGhTkgQ8PT0pIyOD5BtYW35+\nPjVt2pSaNm1Kx44dq/Z1Xbp0oSZNmtR4PoWlS5eSg4MD5eXl3fAYDMPULizaWLTdFnQ625mU2Vky\n9XDVkaeHTFlZtsWPIqbmzLEeQxFmWVlCrOzeLV4VC5kt4ZOTYxZbSUlEapVMc0bqKCRYNmV8rlkj\nBFBSkrDMKYLNck22BJkiJJOSzELP1j3XJDO1/HU52WZLW3o6kSQRubkRJSYKIarMdQfoF5vcUtF2\nPTV8Gygv2o4ePUozZsygpk2bEgAKDg6mmTNn0qFDh6o13pkzZygsLIy8vb1rLJ6io6PJycmpprdg\n4sKFCwSApk+ffsNjMAxTu7BoY9F2W6jM0paXpqO/VSF0v5uOUlPN5UAsrVo5OaItKEiIIkthZine\nLEULUUUXqU5HFBwk0/IEHaWulWn3brPFLT1dWMwUkTVnjrWFrTw52TIN8NFR9m4j7U0XIiotVab2\nko5UkkxbduQdAAAgAElEQVRz5lRuabN8JjUtb2KJYmkLCDC7R5XXnByxfmUddwr/NkubgtFopK++\n+opiY2PJ0dGRJEminj170ooVK+jSpUs2x7pw4QK1b9+e3NzcaPfu3TVeS4cOHahZs2Y3chtERHTq\n1CkCQBMnTrzhMRiGqV1YtLFoqzMUy9EXSToK8BeWrvLxY5buUEurW3kLVHa2OU5N6bt7t7BC+fub\nx1sxWUcHEUK9PXQmAZidbR1Dlp1ttt4ZDOZrLS1df6Tk0F+qENoxKZ2O2Al35Z5UIUCXJ+gqFUqW\nusJWfTpl7cp819Mg5ftYCl3Fzbt2rTlGz9Y1t5N/W0ybLc6dO0cLFy6k9u3bEwBydnamuLg4K/F2\n9epV6tatG2k0Gtq+fXuVc54+fbpC26ZNmwgATZgwwaq9oKCA8vLy6OrVq1VeT0Q0a9YsAkArV66s\ncn6GYW4fLNpYtNUZ5YvT2hIq5WPTKhMcOTlEfn5EkycLwaXEpqlUwnWoWOeys2Tq46mjxNmyyTJX\n3nqnJBooSQbBweI1Lc0cU7YiIYc6qHSUNNtoclfKRtlkdbPEcs2W92NLwFVWdLi6WI6ZnS3uISmJ\nyM5OWN2UNfj71038G4s2a3Jzc2ny5Mnk5eVldc0jjzxCAGjUqFGUkpJS4bBEo9HQ448/Tu+88w59\n8MEH9OSTT5JaraamTZvSyZMnrfoqMXaWQvC5556j9u3b07Rp02jp0qU0d+5cGjx4MAGgrl271jhp\ngmGYWweLNhZttw1buw5Yug9tCTJF5GRnCQuXsttB+XHT0ohcXcW3MDnZOgs0NVWIFku3a1aWiFtL\nSCDyaySEXE62bBI0iYlEDRsKa11qqkiU8PEhSl0r1mEolU0uVJ2u6t0NLMWXrQQJy2ejWNqu51qt\nyfM2GMhqrUryhyJKb6dwY9Fmm2vXrlmJo8DAQAJQ6WHJU089RW3atCF3d3eyt7enoKAgmjRpkk0L\nmi3R9vXXX9OwYcOoSZMm5ODgQM7OzhQREUGJiYn0zz//1Og+GIa5tfzrRBuAlQDOAPijOv1ZtNUe\n5d2BOTlmS1Zl21kpIiYvTVi4BvjoTJY55ZwSi7ZmjRBsBoP1vEaj2Q2qiMO0NCFcAgKI5owUY+9J\n1Zm2noqNFa7F5GQh2iSJyMPDOlPUUmQqW2ltnVPRLGbLzWvpBr3es6qMmrg5yydQpKaKrFN//8rj\n9m4Fd7toYxiGuZX8G0VbTwAdWLTdfsq7A5Wg/+RkYfmyrDVWoT6bURaiKlU2xaCVL/lheW15UaTT\nWbs5g4OF2zApiSiwmUwrJuto7RqZGjcmGjlSuFW7dRPnvkgS50y13SySJUzWrFKZvkzWUdavRtqT\nWtEiWP5+qlP2oypBprhxFcFr63xV5UYs90e9nQmXLNoYhmFunH+daBP3gyAWbbefCgJnt2wqrKvE\nl5UXQ5biS8nYVK5LTDTXUysfM2YpRiytekqWaXKymNffX7gOGzcWLtCGDYka+8k0oauOAJleHqij\nI3Yh9GWyzpSlaSmWFHeqEhc3wEckIygb1+el5lBeag4ZDXKNN6SvCssYOFtjVFZipbzYs1xHZUKv\nNmHRxjAMc+PUpmi7a7axkiTpaQBPA4BKpULr1q3RsGHDah1eXl5wd3eHxHsNVUDZpmnGw3r0ej8S\nB6RMxL4cgdBQsRXUN98Ar74qtpBSNmHX6YAhQ8Q2Tk779fjwXCTytmViyn8jQCS2krLcckqhZUvz\nJvTKPqEbNogN3F96CRg4EBg0SPTVaoHAQNGekABoSY9Wr0XiZ2Ri2S4ter+RifNNtSgpEf2jo8UW\nU8q+3KWlwPPPA3Z2wLz3tChCJt4K1cJpvx7ucUMAAAdUWxARG2Fan7IllV5vvXZZFttYRUeL/VmJ\nKvZR1qxsAVbZ+c2bze8t542JsX5mEWXLys0VzxoQ+6baWh/DMAxzd3DXiDYiWgZgGQBIkkR5eXk1\nul6tVsPT07NaIs/Hxwfe3t7w8fGBi4vLrbidOwZFaLRto0UKMvH4S1pIkthQPTcXWLYMmDABaNMG\neOstsUeoJaExWuyXMjEgUou3mwFHjgADBghBlpRkFiKK4FD2DSUSgk2rFe/nzhXjWW5SHxsr3k+b\nBiQlavGMVybuj9Gi8FMJF4Mj8HLZWiRJ7DOqrG3uXGDrVvO5iAgJkiRUEEVosY+EcmoxIhxfvZWL\nAVO0UKnFpIqIzcwUayGZ8NELejy9SAtAQmxsxT4KithSNpe3db59e9t/B0uhVv7vowi98HDz3q0f\nf0SYMUSPLUe1cHVj9cYwDHNXUB1z3J1woAbuUVSRwVXbh5OTEzVr1ow6dOhAgwYNori4OHrhhRco\nMTGRli1bRp988gn98MMPtHfvXjp79iwZ76SqqdVESQJQXIq//irKdJSUmN2XCQlCak2ebDuLUqcT\nLk6VyrzVVECAcG+mplbc+sky0cGyCG/5UiM5OSK2rny9t/JrsJVEYYnRaF0Xjch2okJ5F+nedOGK\nXTFZZ5U0cb3YtprWcrO1zvKuUUv3a68GorZdD1fdTbtN2T3KMAxz47B79DqEh4dj7dq1OHfuXJXH\n2bNnTe+vXLlyQ3MVFRUhPz8f+fn51eqvVqvh7e1tstQpR6NGjdCoUSP4+fnBz8/P9NnJyemG1lWb\n6PXCDVlcDDz3HHD5sngPAGPHiteuXYHVq4GUFODMGWHVio01W5O0WuC998T1oaHCovT338IqNHGi\n2QWYkVFmOUsyuzI3bRKvioUtMlJY4fbtE/MkJACvzSAsm6RHhFYLIgl6vdkypbgLlc+KizI312zd\ny8gA4uKAw4eBqVOFZa7/S1psQyYGTDH7KstbvFpGa7GPMuFMWkRHm+/XllWssjEqe+a2rHHKOgHx\nHMu7RhX38kODtXjQPxP7nbRYv148W3aXMgzD1G/qhWiTJCkNQG8A3pIkHQMwk4hWVNbf3t4ebdu2\nrdEcJSUlOH/+/HWFXmFhIQoLC1FQUICCggKUKEFT1cRoNOL06dM4ffp0tfq7u7tbCTnLV8v3vr6+\ncHBwqNFaqovigtu3DzAYgPHjAUdHwNcXaNcOmDdPuDvz84Hp04F16wAvLyAxUQgvIiEYRo4UcWtb\ntwJ795rdle++Czz7rBBxCxeK8QAhSCRJiLb9+4EWLcTnDRvE+ZdeEuvp1w+4+L0efRdH4hv/TIx9\nLwJFRcDixUBYmFhbZqZYhxJrp9eL95s2iTHvuUe4eRcsELFy//kPkJkpYdArVasrSSWhOCwC00cA\nycnWsWhA5fFtVUEyQbNXjw0ZWoSHS1biMjpa9ImKEsJSWX/5WDdXNwk7LkWY3KVKzOGNQkQc88kw\nDFNDhBGt9qgXoo2IRt3qORwcHEzWrepCRLhy5YpJwBUUFFgJOsv3yudLly7VaF2XLl3CpUuXsH//\n/uv2bdiwIfz8/ODv74+AgAAEBARYvQ8ICECjRo2gVqtrtAZJEseUKUCPHkBJiQjgf+014PRp4Isv\nhKAiEmLu2jXR/7nnAKMRGDUKeOIJIRreeUeIOkDEtw0aJETSs8+Kc4AQb4sXi9izsDAhFuPigAYN\nALVaiL/5881Ccts24J2vtWiZIGLuoo4DixaJMRcuNMfG6XRi7bIsRGBJibh+6lRhOSwpEeu3TIi4\nHkr8nWIRK69rLC1m1U0S2J+hh/PoSEhrMvGbKsLK4qZSCQtmbq5ZjNoSY0TA7t3AypVAenr17qUy\nHBwcUFRUBGdn5xsfhGEY5l9IUVER7O3ta208qbZV4J1Ap06dKCsrq66XYZNr166ZxJylqDt9+jRO\nnTqFU6dOmd6fPn0aBoOhVudXqVTw8/OrVNQpn8tn0+p0QmAZDMD58+bxNBohCDp2FEILABwcADc3\n4UaVJCHinJ2FcFP6qFSAq6t4XbRItE2cKLI6HR3Fddu2AR06COH39ttCiCQlAVevCpfo2LHAAw+I\n9n79hKhUq4ERI4CnnxbtixYJ12FEhBCLL74oxNz774t1ff21mGvVKuCDD0Rm6yuvACDC/gw9WkZr\nIanEcyASYgkQ9/zbb6LteuJJpxMisWVLWLlQy/dTBB3JhG/m6oVbVpJsZqaGh4v5KxOAOp1wWZeU\niMSPr7+u+XdF4eLFizh9+jS8vb3h5uYGOzs7troxDMNUARGhqKgIx48fR6NGjeDu7l5lf0mSsomo\n0/XGZdF2ByPLMs6fP28l5Cp7X1BQAFkJAqsFXF1dERgYiGbNmpUdgThxohlWrgxEUVEzAP6wZahV\nqYBx44AffwT27LE+p1YLAVb+s6Mj8OSTwEcfAUVFQOfOwKFDwlUpSSLO7N13hTUsLg5YsgRwdwdG\njxYxXsXFQiB6eAgx9uuvwOOPA8OGCZH5wgtA//7AQw8BffoAu3aJ92vXAv/9r1hLfDwwOo7woL8e\nFwPD0fSXDDRbMh15szNNLtJ164Tgs7cXlr7p04UVT3FPAhVFnVYrrouLE/F+YWHivKVVTpaFlXHp\nUmDjRtGmWNcs31eVeaqgiDpZFqKttNQcA3gzFBcXo6CgAMXFxbX+PxIMwzB3I/b29vD19b2uYAOq\nL9rqPCv0Vhz/xuK6BoOBTp06RTqdjrZs2ULLli2jmTNn0vjx4+nBBx+k8PBw8vb2rsXMWTUBzcgF\n7QkYRb54koBFFIz3CfiN2uIHAmRSHIhduohMUbWaTG2AyCZV3tvbm987OhJpNObPTk7iNTLS+vqo\nSJlmR+loUrxMXl5Ezs6ivW1boo8/JoqJEdtZDRhgviYhgcjNzbzNldKuhci4jEE6/SUF0xhNOjX2\nk03bYjVuTOTiQjRpEtGuXWJnhqwsc8aqUiTY01MUEVYK+yq7QKSmij7ldzNIT7feHN4yc7R8Vqut\nvWDL7yIREiLm+b//E/e1YsXt/S4yDMMwNQPVzB5lS9u/jGvXruHEiRM4fvy46VU5LD8XK+mhN4Ea\nHnBEE/yDtgDugSSFgCgEQAiAAABq2NkJa5ijo5BOJSUELfT4DVoQzC644GAR69a2LfDHH8KiJ8uE\nGKxHEqZhrNtGNBoUgU2bYCqoK/oId60Sr+btLdy8K1eKPhqNORMWEHP79gvHiOa/YUqKFoMfEu7J\nBg2EO/f4cdHTwUFYsZychOXv2WeBRx8V9/DBB8I9bDSKOnYzZgD33Qf8/LOwkB04YHZ3AubivFFR\nwO+/W1vt9u0TSRGWljJLK115y5ulm7VtW2HtDA4Wlkv2aDIMw9yZsHuURdsNQ0Q4e/asqZTJkSNH\nrN7/8Uc+ioqql/1aGRLsQQiGEHAhaNo0BKGhIcjfVoJNeAGx+BzHvNqjTRtgxw6gb1/g22+FqPLp\np8X27yS0NeYiE5GYjiTsDoyG+5HfoIcocqvQqhWQl2ctkKr5FKCFHn+qtbCzl2BLw7q4iPi6xn4E\n31N66KGFSiVBloEuXYQbduJE4Nw5sygLDxeu3vfeE+7hmBgxVkYGEBIiYvTef1+ce/FFIWjff99c\n3qO0VLiNw8LEWBkZIlaufXtzYWJFtMXHC0Fpbw/88ouID2QYhmHuPNg9ytwSdDrhJnR2LqJw+0/p\nYzSmpphFwEwCxhLQjxzQjCTY35T71R6NCOhLwAQC3iXgcxrW8jPai2BKitGVuVVl0kJnej2IEOrs\noLNynzZrZt0vIMDserV0zSpH69bWrlItcqi9pLNy9ZY/zH3Nczs6Cnev4uItP5eDg3idNEkcKpVw\n6SquYFdXovh4Il9fMhXtTU0VrlcPD+FuTUoS7ubkZGsXrbK5/K+/mt3CCQnWhYMZhmGYOwewe5Qt\nbbcCssigbNuGMHe0Hkc8tFi6TFi3tMjFZjwMGYQHsRJ5cALwF4BDZa9/wQ77YcC5G5pfrbID0BxG\nuSUAy6MV2ksnoKNwaGFtcdNCWOTiNJmYvCICL78MkwWvuFiULzEaxb117iwsaNu3C0sbQMhEFKKQ\niVwokf8yntCsh664JfRoj9CWgNtfemQZrK18gLCY2dkJ92x1f2qKy9jeXrh0X30VePBBYSXs3dt8\nLi5OJFO4uoryKkuXCsvbRx8BaWni2rffBp56CvjnH9H30Udv6LEzDMMwtxC2tDG3BWUrpTVriNzd\niYY/IpMWOaRFjk3rlGKVGo6V9BV8KQjzCJhHwETyg5aA5mVJDjW3zrm7+1BTz040Gu4U4T2NgO8o\nPLyAQoJlWvSUSFYoKiK67z4yJStUtJzJZZY1Y5nlzEAxSCfAaLLYxSCNSqCmk/ChGKRTl84yRUaK\nxAYHB6KwMHOCwz33EEmQ6ZkuOurTy2iy+FVmtbNch2VfFxeiiRNt942OJvL2FskPSUmizc2NaO1a\nYZ1zcxNtiYl1/W1hGIZhbIFqWtrqXGDdioNF2+3DMlsxPV24Tj09ifr3r1qMaJFN+QigGKQRIFMM\nUqkEKorBWgrHrwTsJWAzAXMJeJqcnXuTJPnfoLvVl3x9+xCQQAEBHxCwgxwdz9KsWWJNzzxDNHu2\nWPfDTXT0lxRCsUg3ZZIqrk+zGzSbYpBKU5FEBxFk5Ra1PDw9iR55hKiTna7CWOX7ls+qteVyvd7h\n6CiE86RJInM1NVXsFxsfL0Rf165E167V9TeGYRiGKU91RRu7R5mbgsgc+A6Ioq5btwJz5giXnNEo\nXJHKFlgWV5oyPyOxEaHIw1rEYTpm4xl8iOlIwj6EQg+tyd2pVkswGi/Dze0A2rTZj19+2Q+Vaj+I\n9oJoD4CiGq3d3b0JLl2KQO/eEZg4MQIpKRHYsiUQcfaZ2IAotDH+BrWKMOM1CVuORWDZhzBltoZD\nj0xE4j9IxF60BCBBjwiUd48q99rNKRdXi8iq3yOPiO289u6teMUjwwgXd+ix/bxw9/6h0sIoi7GV\nhIPKSEwUu0z8/LOoEWdnJ1y+hw7dfKFdhmEYpvZh9yhzW1HqheXkiOB5lUpYeJydhZUnOpro4YfN\nljbh9rN8byxzQxooBml0Cj50Ej40FckVLE5RUcId6Oxsru3WurWR3FwPUqjDApKQTD16jCZ//w6k\ngqZGVjl7tQt1gob81COpueNM2iwF0LqoFHJzFW5KCTI91ka4Tzs76OipTjmUjwDKRwD1cC1vFauY\nKFGV5UySRL02xSpWE4tbWJh4VanE9UpduwEDhBVRSYiIiuKEBIZhmDsNsKWNLW23E6Ve2IYNQkbs\n3y9qkb3wgtj/EyB0UOlhlEVg/6MOmfi1RAst9BXKdGiRg23oBzvIKIY9nsN/sR6xVn1UKrHjwSef\nwOK6XHwiReLTLkkoejgGM2dJmPl/Bvy58Uuk5xKaN9+D/Pw/YVeaBQPtQwmq9923A+AqNYNfy/5o\neVnCxBOb8E2/LSgO7Yx16YTIEB2u6PbjS9cYnL+oMtWca1WSi42IxAhk4p/mWjgfrHivAEGLXMC0\nlvIWOzI9Iz8/CadOWazLThy2ypE4OIjEBYNB1IyTZbFtl8HACQkMwzB3GlynjUXbbcXSTWpZxNVg\nEALhr425WGeMxOttNyBvrwQ9tGhtEC7GSGyAECvCFQjI2IpBsIcRpVDjAXwNPdorM9kQeqLtDykc\nsaoMvGGchjEuG9F+bASeeEKsrW9fkU3Ztw9hX0YuXJwMeGSWE/Z9swkrtp2DJOkB6EB0tlr3awc7\nGNAJ3giBh10bLDEswaGJn0GPCAQU6jH/f1rExABNz+nR9GEtXnhRgtEIdOoE/PSTqO8GmLNtHVAK\nNUpRBCcMwWaE4gDWIxqAZFPYWqIU0Q0KAv76SwhatVrUdPP0FH+PDh3EXq4A0K4dkJ0tMlAZhmGY\nuofdo8wdgU4nguI9Gsh0v5uOEmfLJEkiE9LbS0lKyCkXqJ9TdmRXyEI1bzWVVnY+m2KQZuFClKmj\nWkfubjJ5ego36q+/Eo0cSeTlRdTdRVyfHKsjg0EE67u6yBQBHfXvZyTgKIU5vk++Pm8QMIIaOjSq\ntmvVycmT3NCVEuBBofaLyc7uIgFiKy1vb/Hq7y8ybePjRS0274ZGelSdRo/braV8+FMM0sqyU+3K\n3qfTQQSXuY7LZ53K1FGVQ2+OyKEB/WWrhAbLxAZb9eiio+v6m8EwDMMogLNHmTsBpSRIdrZ4NRjE\nHpvBwURvvmkWHxVFWmWxbzLFII1OwptOwocK0bBM7KRSDFJJi2whZjqKmDeNxpzJOnAgkV8jmaYO\n0JFXQ5nWrhWCcuoAIeS6anTk4mIuSNtRJeLVOjl8T1Me+ZAm3vcoRQLUBKpqCjkVOSGUNJpJpFan\nEXCUXFyIYmNF/BpANLqduYhvR7U5vu/5xunUSZVNBxFCUzGHDiLYKj5OeVXi6ZSYt2eeEfu8uruL\neL+AACJnJ9E3JNgs+tRqoqKiuv52MAzDMEQs2mrjGTK3CCVpIStLWL9iYojeGCHES3tJ7HZgGYCv\nRY5VeRDx2Z/mI4Hy4VdWfmM2lQJ0Cr4WQfvmmnFqlUzOzqJWmY+3qMWWOFtY4/wayTRnpI58vIzU\nzVlHDdxlcnEhSorOoaMIIC1yaPabMn0+O5vGuaRSikcCnQQoRjWGRgx/jTq26EaS5FUtISdJzUiS\nHqWgoMUE5JG7m5FGtxMiLDJS1HlzdBRWOLNAM1LFhIYcU+kRRagCRIGB4lft7i5qtgUGEsW1tZ3M\nEBJi3mieYRiGqTtYtDF3FIpQsxQJsixquwUHE2VnyfRlshBS5QWXFllUAE/Kh79JvFi6DbXIoUI0\nIBmgFMQQUFrmWlxLp8oschFlFrypA3T0YXwO/a0KoaQYHTVuLLaBKi0lWp6go79UwuLm7U2UOFum\npBgx332aHDquCqDlk3LIv5GBUtrNodmvG+h+N1HXrbtLDn322SGK7ZpEcXAnX7dQAqTrijgXR29y\ncnqMNJoV5ODwt0lQ9e1LFBlpzgq1dIl2sjMLWUsrW/mCvB06EHXubN3epo05sxQg2r277r4TDMMw\njIBFG3NHoRTh1ems28uLOYNB7JPp40M0yFexsKVSPhrTVCSRFlmkRVaZhSmrzJ1qoPmYREaACtCA\n5mMylUBFhfCkAnjSKfhSJ3UOdVAJi9N9mhyzGLtPWKPS04kC/EXcXQN3mWJiRCyY4lrt6phDx6UA\n+nx2Dvn4iFg4Hx+zIGrgLlNaGtFHq0TpkuhIIwEXqUGDr2jEiNfo3nv7kkbjfF0Rp9EEE/AkAWsI\nOFbFDgoVXcrmeD+ldIqyk4O4xs6OaNYsotdfFzF2gNgVorT0tn8dGIZhGAtYtDF3FLYsbbbQ6YTl\nbc4coj4ewj3Z0zWbYpBO+Qigk/Ch83CnEkg0FUmUD3+aimTKhz/9AwcqhCcVwpOmIpFisNZC2BlJ\nixzqbC8ETr9+yqbtMkW30NE/V2VKSCB64w1R58zHx1zbDBBxYV8k6Sg7S2w6n5VFtOZjI83vmkZd\nHbIpJlqm4GCiDycJ4dTHU0eTJ4t+yj2npJSQSrWbWracT8AwcnJqcF0R1xL25IMxBPyPgGtWSQVq\ndfk6bmYL5Hw8W5bMIIRbeQFneUyYcOv//gzDMEzlsGhj6iVGo7B6GQxEOdky5aXp6I1ZRqsYrpPw\npkJ4UgxS6BKcKR+NKQWxJAO0Bf3LBN1sKkRD0iKLRNZpTpkrMdskcOzUsiljNa6tdZB///5Efn7m\nAsGenkKA5eQIV+4XSTp6QpNGpVBTITxJixxKTibK2i1TH08dJSUKEZeTYxar2dliHC8v4aLs0sVA\nwG5q0fwt8lB3I8ClSgFnZ+dKKtUwApYQcMSmS9Qs3AJpKuaUCba1VArQVCSa+rVuTdTIV1xrbydz\nUgLDMEwdUl3RprpuTRCGuQ2QTNi3Lhe5OsJLLwG//Qa07yAhbGQEIlv8hk9VUYgeAQASHsBW9MM2\ndMUuuOIf/Ia2+A1tcQ4e+BhjcAkeCIceDXEOU/A2tMgBIMMeJQhFHr7CIMQgHW2MuUjCNExHEk76\nahHXVtSN00KPH38E5s4FuncjdFTnwk4yQj99HR4eLCP3Iz1avxaJvXILLFHFoxgauLsCAwcCEe0l\nDHolAlNflpC5gXDqSx1eHqhDro6g1QJTpxBe6peLoiLCrl1qODp2wsuDBkJHp3Cvw3YAP0KtfhOu\nuBcO5Z6RwXAFsvwZgAkAAgG0AfAq9CgCIJcV6QXWIwaR+BTv4GUAErriZ6gBvIK5iEE6YpCOPXtk\n+J0R99vaoEe7drfpD80wDMPcONVRdvXtYEvbnY9sFFa0nGyZjEairXN0dMQuhL5M1gn3469G+iEh\njfasySZjqZH+TMmmLfdMLnP5pZaVwQiiLRhABoBKoaKpmENaZNNJ+NA5uNAVOJABqrI4t0l0Cj40\nFYlUAhWdhHeZ9c5spXJ1NtKj6nRytDOQFjqKnyhTbw+RnJDSULgbx2jSya+RTC8PyKEnNGl0CEH0\npEs6paWK+0hOFm7LpCSiL5N1dFwVQMdVAfRFko6SkojaSyJxYcoAHa1ZI2LjggJFwoNaJdbh4EA0\noL9MXZ1+pFC7d8lPHU0NnAKqtsLBm0bBjYKxiIBrJtencJ8G0XxMphispZPwphKoy+rc5VjVwTty\npK6/FQzDMP9OwO5R5k7AUpzJsvi8N11Heak5dFgtYr/S0oiCg2TaOkdHRoNMOh3RzklpVAoVnYUn\n5aXm0Kej0qkEatrWaBTN67CGSqCiqUii+ZhU5hYdSEApaZFN8xFPJQClYARdhBNdgj2VAlQEFWnx\nk6mmG2AwldTo46mjz2bl0F9SCM3vIlymy+J15Okh0ygpjfLhR1ORRElR2RQ/UbgVD5UF/SdMkk2F\nej08RLkNLy8iXx+ZvkjMoS8Sc8jHWyYvLyIXZ3GtBJlSU0X2ZnS0cMFaFr719RX13BRXqhBWe6lB\ng3cJGEgSHKoQce4EjCJgPQEXy9W7yzYVJj6IoDIXqsHUh2EYhrn9VFe0sXuUuaXsz9DDKS4Srzyg\nR66O8PML66F5bAQOHwb+fCMTv0la/PUXsD5DwvnACECSoNUClxq3xCU0gBF2+Ptvwj0PNMc3zePR\n/LKyxH8AACAASURBVMzPkOxVOAcvNMYJDMVmfIFBCMcfiMF6/A/98QRWQQ1gKLbCBcVQg0BQwxEy\nEjET+xCGuZiKGKzHZjyE+XgeH54fjo9WE16lJMzIjcJjDhtQWEBQq4F8p1BIUAOQELMhChc/XAfA\niFn2idjsGI2Nn0h45x0gPh64eBF49VXgvfeAUoME30Ht4fdgezg4SujfH/h2u4SYxAh4+0ggAvr1\nAzIyCC3+yUWfXjKGNM3Fjz8QLl8G1q8jPNg4FxpHQv/+EoBQXLz4PLR4C7/BH0FYAGAcAJ9yT/0S\ngDQAMQAaQY9EABsBFAGQsA+h0CMCSzEBiZiB+XgeX2EgLsEZknTpdn01GIZhmJpSHWVX3w62tN05\nWFra8tKEC/TTUekUEixKZDRsKEprjBxJpFaJIrdrU4zUyz2HujtlU3JMDvX3EuU2jqsC6N3OqRSL\nVFron0QlUNMO3Een4EUF8KAURJMBKroEBzIAdB5ulI12JANUBIkMAE3FrLKs08YUg7V0Hu5UCqks\n2zTNoqCvyMpMitHRpHiZnnBKKys7kkxHEUCF8KRj8KcerqK2XG8PsctCcrJIokhKFFtjpa4VbtNR\no4QV7dlnxfm0NLGdlbu7cJlabuM1qJGoE3evvWjvZKcjHx+xU4MkEamk8skHJTQST9PTcKKmUFdq\ngVPBhSLhRB+hIUXhY4rBGpqPeDoHF5IBkgE6D6e6/sowDMP86wC7R5mbQXFjysbac5kpYxpKjPRl\nso6ydsu0Zo1wDXp7E0U3FxmeTzim0jEE0BjHNPLxMtLySTn0Z0o2fZmUQ+Ncxb6cr9kl0Te+I0kG\n6DI0ZWVAQFegoRREkgxQMSQylokRcc6BzsGZDADNxyTSYhddgSOVADQfCXQQQWWuQ1EH7l51Nnl6\nyKRSET3TRawtKSqblg9IpdPwpo1dkiigsZE+n51Dx6QAyoxOM7l3B/iIWLgvknSUnU3UuLEQpsHB\nZTXhAsQ9u7kRAUaa7Jtu5aacMIHI0UGmDirxeeJE4Xp1dSV66imie+8lkzs1BulUAjuaimQKRxa1\nRDoB/0dAu0oFXENI9AxA38KeDIDpOW3B/bxLAsMwzG2muqKN3aOMTRS35v4Mfa2NKakkhMZG4ODG\n39BqRiSmDdbj6FHg2jWgY0dg/0FABeB++59ghxLMuzYRT52fgwcWD8HZn/dBlgkjXm6BLV3fxBjD\nMhwe/hL+5zsS5+GBJLyCxZgEB5QCUIMAOIAgAdAhDGoARkjQwAgVgMexFlPwLpxxDb/gPgzF51iK\nCdiPltiKB7EGo9E/8ABemiJBlgn6XODLpz+Dce9+rP6hJQgqdN/1Lj5M0AMgaKgIXTNewv4MPYiA\n5C+02D4pE/FLtdi3DzAYgClTgI0bgehoYPNmYOtW4IPFhNntMvDcmWno4vg7DrlGwNMDuPpjLq6V\nAKVtIgBI0OmE65UI+PBD4MolGTFYB0DGekQjDmvwDl6GBDW+wHRoMRxqlR6DMBcJ8IAr/Kz+FudA\nWAqgL0oRDuApNMffcMR/MBf62vuTMwzDMLVJdZRdfTvY0nbzXM/SdiOWOOUaY6nR5DI1GITlqaSE\nKDlJpmX3JFMJJEpBDJUAVAiPsoK5HnQKPnRcFUA7J6XR8kk51KdBNh2X/Cml9eyyWmm7aD4SqADu\ndAWOZCizHpldpHYmi9IOdKWDaErZCKd8+NJUJNJJ+JAWuykGKZSCWAJKKDqa6JnOwsr2lqdwyU5D\nEs3vkkpH4W9KNDgOf9o56f/ZO/M4Hev9/z+ve5179sGQIUIa2UYSQ3J0GKmcTmFGC9X5njZL+hXq\n4NSpGFp1KpVOu2Hs6oQ2w2EsIbPRDEMSGrKM2bd7ud6/P677vs0wSkXG+Dwfj8s197V+7uu67vt+\nea/zJD1Nl9atRebOMborJE490Zh+WqIuOcknki3S0w2L3F5Ta3lvwHzZstnYdlqC4RaNb5shGzfW\nTFJo1aqmdc0omivVppoN5X2tvjqzVZbTSK7gZrHSuHb3qWaRP/W5RZYu/VicTufZepQUCoVC8Qug\n3KOKc0H17M99ltayc37GL+/kZef8jFr3qS4Alz9rlOwY02COHKOBTLxsjreNVZS8HpUoS65JlDzN\nEEvXh6XJYSJlpmZkkC6x3y6HaCRuNDmOQ5YT541zQ8qxeN2goySJYfIdUX4xV0CozGCMODHJDMZI\nAaHePqZ3iNEOaq4cI1wSSJKjRMiPNJXsOenyxXOGizfqEo98fPt8cTs9kp5uFOF9fIAhvHx9TEeP\nNspv+FymzZoZxXbnJevSv2G6rJiaJu+OSpO+YenSqIFHetgN4TVlikhCgsjIkVJDnLVqefouB2bz\nyQLOKE7si9nrTJr05Um5G8SKtVYB17hxY5k0aZLsU3VAFAqF4pyjRJvinOATXjuS03+1pc3j8siG\nsfPF4/LUesyd8w0r1GdT02RxNyNZYNYDadI7KE1ejpwmPxEph2gk+URI6qhkWfHsVjmsNZZ3+ibJ\na4yRAzSVfzNa8omQYgL8DeSN8h9D5Sciva2t0mQGY/yxbql0l0OEywzGyH6ayiEiJY3O4sQs0yOm\nyzEaiBOTJDBX7jTPkxXPbpUdyemie3RJTxe5PiJDfjC3lvfHZvhbcFlMHpnScZ5Mi0+TqKa6jB5t\niKhrg4zkhKgoo0RIWprIZ4npclhrLIeIlB9pJsumZEhcnPHp9LXSiosz4t+6dxcZOlROEWrVJyPe\nTZd+DX0Wt1O7QZxobVUobdu+J9de27t265vJJLfeequsXLlSdBXsplAoFOeEMxVtKqZN8au4Ij6G\nijlLiB7WhehhXdBMWo31IpCZCbpuzEVOrNu9ZBvN35zEype3+ZeLQNnlMWQ/sxiPS2fXwkxCDu3i\nlq1P8R/LWCILcllSNoC7jz6PoJNGV9yYiH5zLJXbcjGLi1vWPMIhLQoLLgbzCR/1eIPRpneZxDT2\ntBmECbiZ5WzlKl7icZZxC4doSjl2zEBvthBJIZu4hrVcRwp96cS3zGQUzj5xlGNnJqO4tCkkMpmw\no98RePdQdi3KoksXeDklhpwpS3hycQxTp8Kll8KsUdv4v+zxjFh0C88OzuSmqEymPAs3TuzCnu81\nRo+GCRNg4EDI+9H4MD7Cv4kPWMZXh2NYuRIcDiN+7fbbjQ4RLhds3Qpms1Eq5GRCQiAuDrZlCQks\n5O38wcRQPUBNIzegCw6HRrduJvb1GMZHH4Xh8fwfM2euIzc3l4kTJxIVFeXfQ9d1PvnkE+Li4mjX\nrh2vvfYaJSUlZ+15UigUCsWv4EyU3YU2XWyWtnOR6Xk6PO4TRXD956/WDD4jwyiU+/7YDGnV0iNf\nPHdiXLrH2PeyFieWZ2QY8V7XR2TIj1ozydOiZGmPaXJvQLK8MypN8kzNJJ8I+YnGsthuZIuu4AbZ\nT1NZ0nWKlBIg+YTIYa2xvNtvrsyInSfXh6XJ96bW0jMgXf7BNHFVy46cwUhJYpgcIkKKCfSXunCD\npNHB/3cBoZLAHBlhSZYE5spPRBrnTJgv32z2yHsPZ4izSpf580WqKnWZEJchYaG6JCaKWCwiyXNP\nFNZdMTVdvqO1PD7AKKobQ4YEOoxtw8JEegenS56pmUxPSJetW0VcLqOjwty53h6s6SKJiUa5j9hY\nw5rWrdupFjabzWh234UTJURAlwC7Lm+PzJDwMF0iIw0LX3q6cb+q3zsfLpdLlixZIv369avV+hYe\nHi7/+Mc/JC8v75w/bwqFQnExwBla2jSpbgqpJ3Tr1k22bt16vofxh5G7IBPH8CF+C9i5QnTh0+EL\n6TRvIrumLaFlS9i3Dxr9uTNvxy3mgS8GU/L0yxSEXErsx0+Q2XowHfcuozL5Y6KHdUH3CF8+n0ll\nVi5XL51MxZwltI3vwry5OkfeWMiynMsZF/khA79/i6dNU2j54ECiomDKFOP8bqebp3mKdnzLN42H\nMPDI+4RRyi4uJ4RSNvd4hM6b3+FvwYu5516Njz7UmVs6iBytAwMkhUqsrMbFTd734wYsp3mv1df5\n/nb/zLX5pfW/dds/Eh1YNusYQx5oiOY1oO7cuZO33nqLDz/8kOLimoV3rVYrd911F+PGjaNjx45/\n/IAVCoWinqBpWpqIdPvFDc9E2V1o08VqafNlJZ4u9Ej36LIjOd0fj/VrjqF7dNkwdr78YLpMPomd\nLqmjkyXP1Ex+IlKS2ieKE2S7qaPoIMU4pJQAcYGktB8t7zy0VZY/s1WW9jDi0goIlNSoBFl732xZ\neEuSLCdOXCCLmo6W4zhEBynCKkcJk9eaThMzbpnSYZ4cJVzcaPI5/WU/l8gMRspGLVZ0kI2mWDlA\nE5nAdHnmn05ZGvucPNZ7sxwlQmbwoBTjkONeq5qaTj85vdPHk7+pcf9LSkrkzTfflLZt29Zqfbvx\nxhvl66+/PpuPtUKhUFw0oBIRLj4yMkRatzbmtbFz/okG5j53avX5Pktr+eK5jBrH8LnPcuYaLryU\nuETJJ0LytChJbX67/Mgl8jqjxY3mLWhrkiKsfhFQjlWKMYnT66J0VhMIrmp/u0Gc3q4FerXtPCB7\naCRVJ+3rExdptBK3d/8KNCnALhvoITpIDm3EjSZOkKKT9lfTmYm3RY9trPEMud1u+fjjj+Xaa6+t\nVbwNGDBANmzYcI6fdIVCoahfKNF2EVJbfFKN9SdZ2qpnbdZmafO4PPLxsHnSv0GafDbViC9b3GSk\nOEE+D00QJyZZ3nq0HCLCb2VzglTVAdHhm04We2r6beJt9SuZpzxPGzdulCFDhoimaaeIt/79+8u6\ndevO8ROvUCgU9YMzFW0qe7QeoWnQxei5Xvt6k0a7O66i3R1XgaZR1qYzB0ZOo+2Qzv5uBSaz5j/G\npnGLuHnBcOYW3EiLS4XMy4fwp8NzsABSnE8JoTgc0IgCrtS/ZS+XUkIE5QQjwHECqKBm/NYfHctl\n5fRxa4pfxuKdej/aBZemsWPF9/51PXv2ZPHixeTk5HDXXXdhMp34OklJSeG6665jwIABZGRk/PED\nVygUinqIEm0XKVlZ8I+bjBIcu5ds8ycJeFw6uQsyEV3o8eJQ1g+YypH3l3PkpY+I2/Uma5vdTSmB\n9GcVVirpkp1MavtROLHSigN8b23LGttAABpQiYOaokkJqAsTn3i7fFAb8jWNwgMnyn60a9eOOXPm\nkJOTw4gRI2qIt5UrV9K1a1eGDx/ODz/88IePW6FQKOoTKnv0IkUEMtJ0yj5YgKZBSdNoov8ZT+rA\naVy/ciLf93+Qyuvi6PB0PHuuvJne219nS8gA/sUURobM5taDb+JEw4LO2gZD6XV8OQ4q0b3H11EC\nrT7jBv5HK/5UvBN7iK3Gut27d5OYmEhSUhK6rvuX22w2xowZw+TJk2nQoMEfPGKFQqGou5xp9qgS\nbRcRogu7FmVxRXwMmkkjd0EmEXcMIEKOkxo3lb1tBzB3DjzS/itu3vQkU63P0L3FT3TZs4hwCgnA\nSSFhuNAIpgQ7LsNVCngADTDz86U0FPULn7s7f9sRLukUWWNdTk4OEydO5NNPP62xPCwsjCeffJKx\nY8ditVr/oJEqFApF3eVMRZtyj15E7FqUhWP4EHIXZpGZCW2HxrB1yhdMsU6lTcrbNDq+m/eK49Ev\nbUlq3LM84nqBAXveYCG3IXgowcZ487/ZGtwfwXxKHTOz97USbBcPPrdpw86N+VK7Hmep0+9eb9++\nPf/9739JTU0lNjbWv09RURHjx48nJiaGlJSU8zZ2hUKhuNBQou0iou3QGHZMXUJ52xiGDIGsbRpF\nra5iffANZD+9mPx8ncz4qVy9dDIB0a1wY6OEMLrYviMIF3bcxHvmcHPpQiy4qcLIeFC2EoUFGMAa\ntBA7LW7vSta7W/zrrrvuOjZu3MjixYtp27atf/mOHTuIi4sjPj6e/fv3n4dRKxQKxYWFEm0XEdu2\na4z6j9EvdMkSY9kH/y+L94uGcnD2Su5eOYKcHCj7aAkNYq/gyPsr+Dp4AJ2cmxHAhpsBrCSXVthx\no1H/XOuK34cFCEBo82BvVvadgsfpAUDTNIYMGUJ2djYzZswgJCTEv8/ixYtp164dL774Im53XewV\noVAoFHUDJdouIjp3Et58IJNOHXQOf5lJp47C317pTPrQaczO60cxYWzP1vny9VwcI4bw47gZ3FS6\nAAdOyggCjAemLXvRANvPnk1xMROMm/5rnyLf3oDMtzchuiHwrVYrjz76KLm5uYwYMcK/fUVFBY8/\n/jixsbFkZmaer2ErFApFnUaJtouI3YuzuPKfQ1hx7yLa/mMIs8dl8c7D2+i6eBLXOVfhwsxrPMrQ\nzeN53/oQnQrXUUoAFVjYTStMGEkH6qFRnCmRFBPzUE82hfbDVe7yL2/atCmzZ89m3bp1dO7c2b88\nLS2Nbt26MWnSJCorK8/HkBUKhaLOorJHLyJ0j7DypSz6PdqZlJez0HX4+2sxTOm8kIEpj5HVaghy\n9904c74jP6ItDY/vIvOTH3jM/RxhlKisUMXvwg1sojVd83MIamD3L3e5XLz00ks888wzVFVV+ZdH\nR0cze/Zsunfvfh5Gq1AoFH8cKnv0IkcEMjONuQhkZMDCRUZM27c5Jlq2EK55ciBThmSwfh04qGTA\n3jdxf7GKHosnMPQ/fblh8d94xP0CHzACd7VsUYXit2ABevM9toYBrNJiqSx2AobLdOLEiWRlZXHd\nddf5t8/NzaVXr15MmTJFxbopFAoFSrTVW7KyMDJEs4zpL3+BceNg2jSIiYH8jblEyDFa7f6Kf1VN\nYjZ3Ukwo6ZtdZEl7QikjECcRFDGGNzEqsSkUvx8L8Gc24wkLpOxouX95dHQ0a9asYdasWf5EBY/H\nw1NPPUWfPn3Ys2fPeRqxQqFQ1A2Ue7SeImKItZgYo6jul88bwd0DHu/C9m81LNvSiLonjoPvf8mR\n+auJ/upVQin0RrDBdjoQTXatyQbKTao4W7iBnURz+fFMHBEB/uV79+5lxIgRbNiwwb8sODiYmTNn\ncs8995yHkSoUCsW5Q7lHL3KqN4/fvTiLmCf/Qsw/B7Fs+AIej8tg82aNMhzs+lcSbVa+RVaboVRh\nw4SJ9cTSnhyq952v7pxSgk1xtrAAHcnF3SCc1AeS0N1G26tWrVqxdu1aEhMTsViMJ660tJR7772X\nv//971RUVJzHUSsUCsX5QVnaLgJ0j/DVC5kE5+XS+q3xIFAw+1NyJ37IX358nbUN4+mW/zkP8gYt\n+RHw8DRP40BXVjXFH4YAaeZYOhemYg8+UbJ569atDB8+nNzcXP+ymJgYFi9ezOWXX34eRqpQKBRn\nF9V7VIk2wHCNfvViFqPejmHhAuHAywtpO+gKDhzQ6Dx5EIFSig0XDirIoiNt+J4gjDgj7ReOrVCc\nC8oxs2tmKl1G9kQzGU9hWVkZI0eOJCkpyb9daGgoH374Ibfddtv5GqpCoVCcFZR79CLElzGq6ycy\nR3ctMmqzzbwvk6x/LqLTgkls+iiXxVN3sOHWF3gr+HGcmHACMXxLMOVoGILNDVT9/CkVihqcjRzP\nQDx0GXMtP5gb+QvzBgUF8dFHHzFr1ixsNiPSsri4mMGDBzNp0iR0XT8LZ1YoFIq6jbK01SMyM42M\n0WnTYNIkWLLE6ILw1QuZlGfmErNwEh9YHuRh98s04BhlBOMGIijBjRUbrl88h0IBUIpGsLeNmXAi\nt9jEif8Jng3XugCbg/vR7fDnWAMNl2laWhpDhw7lhx9+8G83ePBgZs+eTVBQ0O88o0KhUPzxKEvb\nRUhMjCHU4uONeUyM0W90xisaXRdPZkrAdFZ1ncANfMHTpkTKtFC2EosGSDUbSf2T8YqzTXC1p8Tn\nRrcA5dXyjc38fsubBsSWruJoUBRVJUZdt6uvvpq0tDRuvPFG/3ZLly6lT58+5OXl/c4zKhQKRd1F\nibb6hAiO3Ew0xJ85GhMDz38RQ9nsJRzsNZQWWxbSvCm8Zn+cRTKEOFaiAceIMA6BimVT/DInizGf\nRS0Yp3+Z5l2uA0UEUIn5N5+vKccoCm3EugfnoLt1GjRowLJly3j00Uf926Snp9O9e3fS0tJ+83kU\nCoWiLqNEWz1i16IsHMOHsGtRln+ZT7itWAERqxcxh+G8d+hGnq14lCEs4RNLAhWYaMZxY/vzNXjF\nBYUATsy1WtJOLsNsAsKoxF5LgeZfE4kWSQnX/mcEa258HtEFs9nMjBkzePvtt/1lQQ4ePMh1113H\nsmXLfsWRFQqF4sJAxbTVI0QXdi3K4or4GH/Wna7Di3dlMnT+YP7nuAlL0yZYvv+WO1lIEQEE4kLH\nQ8AvHFuhgBNxai40TEgN21kRAdipxI4h3Cwn7VP9bzeG+9Rwzdec/xJHach3Y9+g5ysJ/ud81apV\nDB06lMLCQgDMZjPvvfeeKsSrUCguCFRM20WIZtKIHtYFgNwFmbirPMy8bgGT5nfiU27i7xVvcMf3\nT3MnC9EAJ3ZseGrteqBQ1MYO2nKIJlgRSjGavrsxBFcYlQRwqqXNJ9J0Tog3CycEmm/+HS3weL+S\nSrGctnFaBPl0e+121vx9NqIb/+ns168fmzZtolWrVoDR/uree+/l5Zdf/n1vWKFQKOoQSrTVM0Tg\nyxeyCLhrCF92eJSRG+/k1ajnieQIADZ0v1VjF20A4yFQnUUVZ0IHdtOUw7iBMG9BGJ8A87lKLZya\nNerb5gjhCODCeAaP4wDvvq3Yj9nrMA3GjQmoxCg74+HEM2oBrECfD+/lkLkJmW9tRHQhOjqaDRs2\n0LlzZ/95x48fz6RJk6iPHgWFQnHxoURbPSMrC+57PYanbdOI2bOIMgIZfvA5hrGYz7jeX9SjgCB6\nk+7f77eHiCsuJkwYrtHanpfaynuUVluqAY0pRMMQXRrQAKMdlce/BaynKy4sCLCUePCezye7fFY7\nE9CUo3QYdS2rB0xDd+s0bdqUtWvX0rt3b/95p0+fzuOPP66Em0KhuOBRoq2eERMDn34KjXq1ZRwv\nsIGeVGFjJqMooCG+5kANKKNS3X7Fr8AFVKFxhAi/S9NdbS6cWi4myLuF+6R11f8+Sgh2wIKgA93I\nxISbKizcwn+xIwjGl1WarQeVBGKipmXv+lX/5H8DpiO6EB4ezpdffsnNN9/sP8dLL73EuHHjlHBT\nKBQXNCoRoR6SPTeDRsNvIJhiAqmiEiseBIfX5ZRHQ5qRf76HqagHlGHiAJfRju9xYsJWLR/0CME0\npJQfaUYz8qj0FnA2cSLOzcIJsVf9vxAeNDSESmw4cFGFGRseighmu7UbPVxrsHurC/pseZXYSR/z\nIb1eHYZm0nA6nQwbNoxPPvnEf9xHHnmEV155BU1TedIKhaLuoBIRLlJEF1a+noug48RMOXY0PAR5\nBRtAEyXYFL+B2v57F4hOCw55hdcJweb2rqsgkEs5RBkhfNX0fm/HBA0XFkxoVKHhxFSjiwKAGfHG\nXrrYEt6PAhqQ2nE0ZoQ+rv9h857N56Y9TiAVOLhy5gOsb3EH7ko3NpuNhQsXMnjwYP+4Xn31VSZM\nmKAsbgqF4oJEibZ6xs4FWfx180RS6IeGhTX0wY7ujwOC399aSHFxIxhuUh8OKtDAm0tqrLcAwZST\nbutFIUFsbXQjbZ+9hxLCWcRQNNx8SX/KCMaG7re2lWFjN60BI8ItCOGawhSKbJfQc/1LrO4+ER2N\n1Y0S2Gbv7h9FA8oJppBwSuidt4A8R2u+fX8LFrOF+fPnEx8f7x/vyy+/zPTp08/1ZVIoFIqzjhJt\n9QiP00Na4ud8ws3cwULCKKYva3BhwoK62Yrfh08g7aMpVm+cmYaRRFCKiYM08m+XRyQ60MW5GRs6\n/Y4txDPmYSoJIOSySExodCON7CYD0TCSGwQNM2bCOe4v3OvLNG3n3MaB8I68uaMfK8MT6HhsFa2q\nsqmqlhLhS27QgRYcoM3fe5G7IBOr1UpycjK33Xabf9vJkyfz1ltvnetLplAoFGcV9Ttej1gz6EXu\nyp7ECJJIoT/lBGDHhfar6s4rFLVTheG+bEQhOlCFjQrMVBLAHtoRxTEAXJhpxlFMgJ1S9tISgC5V\nW8hp1IeePyRTRCjZne5E9xh5o1aE7Y4eVBBAbrMBmIEU4jhGJOv7TsGFhcv5jmUlvYkrXEAQ5YRQ\nwTdNB1OKDTewj2bACXFpRnBXGQ5Xi8VCcnIy/fr187+f0aNHk5ycfM6vm0KhUJwtlGirB4hAepqw\nreBSSglgM93pRwo6Zn/Qt0LxW9hLpL+bqA1wY8WGGwtgw4kVD0FU0pEc/z6ChgfD4mVHaE8O4n3t\nPHacEIrZERJL7+2zcHtLewB0rNiEg0qi81L4+tJ4riSX7BvGcf2XE9n90ddsiRiA1Vt+d7+pFU5M\ndDj0GcdpQgmhBFJBEcHsMLUHwIpO6diJ7JibjuhCQEAAH3/8Md27dzfGKcI999zD6tWr/4hLqVAo\nFL8blT1aD8jMhLHXpfNpaV+CKPEr8V1cRht+8Jf5UJx7qmcz1geOE0Q4ZWic2mLqEI24hGNUYMOB\n0+sqNeEC7NWKOFd5s0qdWLHgYTsdiCSPInMzojz7va2vqqjAgY4FDybc2MjuOIzob5dQNGc5JouJ\ny2/rxMZHF2Cb9xHdC74CTtRrKyCYvHdSKM7aS7fE2/iu4dW0d2fjAYqJIKvTcPpsfQWzzczx48fp\n06cP2dnZAISFhfH1119z5ZVX/kFXVaFQKGqiskcvItpHexhZ+iJBlFBJEBsxArTbKcH2u3FzIqPx\nTKhPgg2Men4mDMF2lHDAEGJ7iaKp1x26n2Z+gSboBKD721EJhoCrxIobM06sXMV2LqGADp7thFGE\njom1/aaS+dA7ODUH6X3HE0QJHb6dRxClHPzwCxx3DWbXoizMFjNdf1zO6j9PZXNYf3+x6AhKCXsg\ngVYzH2Vj7wnk/+0JPGhsbDIEO+X03f46qd0eRXShQYMGfPHFF0RFRQFQVFTETTfdxOHDh//A3wvg\nBQAAIABJREFUK6tQKBS/HiXa6gELuz3P7cxnOx3wYCaWLWfUeFvxy9TWkulMqG/2awECKcYNVGAl\nguMIhqBtx17/dhagGAcFNOQz+pNNezTAjE4gTv7LX6nEjsVbYy3L1JVAKgj6Zi3oggsL9t3fEkgl\n+dYogimjU8q/2RP3IPkbc7nmtbtYP2QGze67iRYlO3ARAMBRwrhU9hPJEfpufx355BPWdRqN9tdb\nCfDWKrxq+wfsmGt0AWnevDnLli0jKCgIgB9++IG//vWvVFRU/IFXVaFQKH4dSrRd4FSWeWiYswaA\nGLIx42I7F6+b52yIpZMta7/G0ubDyIg8gec3Hud84xuzDjjQcWJHx4LZe6WrW3IrMeHCTCgVhFDM\ntWyiAzuowkIFNkoI5GY+o9ybOGABrtLTMQE9ilfS5T8Psnf0y8TuSmJ9izsIcx2miDC+7f8obVa+\nTcNe0awfmEjrlbM4tn4nex56gc3XT6aAcHbe/zrl2Py9S3sdXUqf7TNxfrePIsJxYyaMUn5K+so/\n3q5duzJ//nxMJuNrcPPmzdx3332qhptCoaizKNF2AaO7dVZE3MlAVuLCEAoOKgjn+Pke2nnjbFgY\nq1vWhJ+3tMlJ83JM3jguMyvpW61Y7IXpOjVhCM753EoldnQgkAqs3uK2vvd3hHDyacCy2z5kVcME\nyrFjwkUZVioJwIKwteGNBFJOTtMb/YU6fNftKKGUEErDXtFYAixEPjeBojmfcyR5FX0/f4KKuUu5\nIj4Gy2WXsufKm7nizbG0e+tR2q+dxc6xs+j95l2kR93qv/++EjcNv17OwQ++IvOhdykggiZ3xZG7\nIBPRjTMPGjSIf//73/73m5yczOuvv35uL6pCoVD8RpRou4BZN2Y+t7oWAidupBlohYrN+TnOpACK\nz/X3SyJQO2ke6A3At+DhJtbUEGpVfjvQhcMuWqNh4tKAMgKpwkYVJiDAm3jga0PVmEIOWa+g+aMJ\nYAIbHoKoQsOEFQ/BVNIrfzmbmg7laNOOp4jdSIrJadibgx98yY656QSOGELBlt1ED+uCyWIielgX\nNk9YTOysEfzp27ewU8m2/o9QNPtTer6SgGbS4JZbKMVOJSa/oIyp2IR2399wrdlI+vWPcXzLLhzD\nh5C7INMv3h5++GHuv/9+/3seN24cqampf+BVVigUijNDZY9eoIjA82HTeKJkMk40rN6fv+qtfRQG\nP5fRWd1CVkgYjSjmII1+l/A9+Xy+DEdfMdoLhSOEYceNoFGFmYNcSgzf+v+DkEk7osnFjLCDK2nE\ncdbSlztZgI7xXiswA1ZMVBIA3mzOcKxUsYfWdCaHSkwEoLOAeG5nIav7T8PRvjXN35jIgZHTaNgr\nmuhhXdDdOmtufh7t0EE6Zs/HbQqgJHk50cO6sHNeBqF3DeL7kS/RIPYK8ie+SO+8BTXejw4UEUrW\ngIlccvcAgu6Np2LOEqKHdaGqqoo+ffqwZcsWAJo0aUJaWhrNmjX7w663QqG4eFHZo/WcjAzIKGnh\nFQSavySDEmynIiddFY937rOkVWHHgU5TCrDjOSPB5jnptc9NWJs71fchu1AEmxtwotGYIsIo4xuu\nIYwSYvgWDcjgSj6nH53YiQPBBrRjFw6cHCGcSqx8Qxd0DItbIJW4CaCIIP7XYChfX3YXgVTQiWwE\nwYOZ/7Ubie2SRhwngqKwFkR0b8uBkdNo9eZ4Qu+6mbVd/x+5CzO5cvWbdMxeyK5Rr1M8ZxlXxMfU\nGLtm0oge1gVuuYUcc6ca78mEET4Q/dW/+Wn2V5R9uMi/v91uZ/HixURGRgJw+PBh4uPjcblcKBQK\nRZ1BROrddPXVV0t9xuXU5e9Xp8sEpooTRFfTb54q0GQGD0kBQVKOWVy/41hOEHcty6tASkE81ZbV\ntl1dmTwgpdjE7R1nBeZTtsknTD4LHSqVaKKDlIOUY/W/L2eNY9llAs/KDEaLE6QCizi9x8yhtbhA\nSrCIDrLd1EmOESKHaSTZSWmyIzldVnd6WHSQVf2nyeoB0yVPi5Idyek1PhO6R5cNY+fLPnMr+V/M\nWHFilr/bk2S7uaN/HL751xFx4sIsSxOSJWduuuxIThfdo4uIyOrVq8VkMvlaocrEiRPPx0dcoVBc\nZABb5Qz0zXkXWOdiqs+izePWZUqHeXKIhlKCRarqwI98XZ58Qqo2kfQTEaKDFBDyq69jdQFWjMX/\n2nnSNu6TzlXb/nVtcoMUYJNSrFKOVY5jlTwi/evKscq8hqPlKKHi8b6Xckyig5Rjlgo0KcYuX4YP\nkWJsUoZFDhEuBYTUEIB7aS5OkFIcchy7/5q4QY4TLO+OShNdF3FVuGR1p4cl9aE58oPpMtkwdr7o\nHl10jy4752f4BZfu0WX9mHmSZ2omq+KmyzdfuySlf6IUEizFWKUKpBi7HCZc8omQ+4KSJY8oOaI1\nriECn3/+eb9o0zRNVq1adb4+7gqF4iLhTEWbco9eYHzxfCb3Zz9MBMcJwn1RFs/1NRI/HdXXWcDv\nOq6qtlz3/juXeKrQfvV1rO7qDMbtd5dWd416OBHL1oACjhNS6/51DROwna4E4CIAF6G4iKDYW7bE\nigUXA/PfI5RS73U1Y0enCis6VuwIgTjZVXQJgThx4KacEIIoJ99boBfAQSUzeZhCIthtikED9tKM\nEkIQrKx7dydfTM/gu4+3E529lDb/eYK8Mc/5Ew92LcrCMXwIuxZlAYZrtGGvaBDB1rYlJf96iT4p\nT5He8V7A4r3HJrb3m0D2qDd4aHUCe0a+ZHwZ6ieemvHjxxMXFweAiDBixAiOHTv2h1x7hUKh+DmU\naLuA0D1C7ic5hFKIrd6Vbz1zfEKsOjqGSDpCCBrg9va/3EkriglmA7GIV1LtJQrQyKMFQ/iYxhT7\nj1Ed3xU+k7ptP1fOI5dWTOYZPveWABHgOIE1jlXXarh1JZ1US38AdDQCqMKNCQsuTEAQlVjR2Ucz\n1oX9FQ2w4cJ3Fb+mBweb9eAo4eyiDa04wFEaEkU+O2nNu7ZRrBk0g9B+sXze9wWu0LchQEvyvPmf\nTl52jubqyTcgulA8ZxnFc5bR85UEAHIXZNJ2SGcq5iypEdd2RXwMuTeMpfWsCUR/9RrrBybS5PF7\ncWH1jkzotup52rw1jqq5i2l0bTRuk83IPvViMpn46KOPaNSoEQAHDx5U9dsUCkXd4EzMcRfaVF/d\noyumpksBoaLD74q9upAnnzvul7Ypwi6VWGtcK8O1Z5MJPCvl3hiqXzM5QXJoJa5fGENtcYbOam7B\nM3kP52PyxZv5XiczWMqxiQ6SY+0kR7RIqfBeU9/kAinAIR6QMjRZ1OlpyXDEihOzHCVc5jV+WA7T\nyO8mrsQildi8blG7uEGWE+e/ZntoJjpICTY5RqjkEy6pD82tEXe2c36G7LO0lh3J6TXcoyIiO+Zl\nyA+mVrJu9Dz/PrpHl3WjkiWfMCkmQNwgKe1GSj5hkvrQnBrHrs7y5cv9blJAZs2a9Yd91hUKxcUF\nyj1a//jmazcBXqtQfc8S1b1zAfKqudROblwu1Ow84AYqvdm0FlzoGNmhJ6xmZsbxOqZfsG25qelO\nBcOaFs1eqrB7XYUmjhByis3zZCtgHg2x4EEHjhOMs5Zt6gK+Z2ofTQG4jaW4gVWNEmjo+pGsPz3C\nVvt1gFEMtxITFQQyl/8DNBwIg7Yn0rFiE6sihuDGwnVHl/Ka6f8xn8FUoWHBjQ0nR4kkgCoEGMgq\n3Fgox04L8rxj0ckyXYMVF+1nPUTDuwaSuyATMKxp5bMXk78x1+8eFV3IXZBJ+eWdub/BEkqbGWVC\nNJOGZtK49vXb2TFmFi4c6EDDHzKIoIgOsx72W9mqF90FuPnmmxk7dqz/9fjx49m3b9+5vAUKhULx\nsyjRdoFQWa7TbcVk7Od7IH8AOoZ70+gsYKMxhbVu48PjlRtuNCyAA0HDTSUBFBDCMzxJJRZMgAmd\n44ScUQybrZZlhhuwytuTVKcxJacIsJMFdRPyqfLuG05prYK7LrhHNcCOmyb8hBsTdiAYJ/Zj+2lA\nId3XJNKzajU6RjHcAHQCKadlS/i81Uh0wI4LARYW38yC2NfZc//zjNef4w6WYkdwYQjtJhzFA2yx\nXkem9RosuFl6+SS20YEqTNhxc72+imDKcFCOVSo4um4Hulv3x7Bd+tYkDjyU6BdsjuFDcOzKYnTc\nLto/eSLWDYx4t16vDuPwnBTWd3qYTpWbAci4YhgH3/+CHXPTa8TH+Xj++ee58kqjLVxpaSn333+/\ncpMqFIrzhhJtFwiT2y5kICvP6jHr6k+PCbAheAA7zloFli/AvwozVdiZSwI/0ZQMOnmL2FoJoIqX\nmMhXDKScAJyYMOOkHd/7RZ8HKPeWJnYDO71WppPj5nw+MjenijLfutNhAczeo5m808kirS61uLIg\n/t4NLiCWTawx98NFAOU4/NelChNf0I8b9r3Bvh+EfBrxrdYRCzDYsYK/bJrMgY37CfEmLAjgxEKZ\n11JpBXq61tHVtZnUJrfTtCiHq8jGio4ObAq8nq/pgR0PoZTQ5a372TB2Po7hQwComLuUBj2jcYwY\nytENO70CTuea+Y+xp98DtB3Sucb70kwa7e64iiaP38PaDqMoIAxbaT59v5rIT8+9z4GHEk/ZJyAg\ngPfff9/fn3TlypV88MEH5+jKKxQKxc+jRFsdR9fho/c9ND+4Dv0s3S6fYKgrLjo3sJ4YPBhFXX2Z\nmKfrIOATSJl0wIqHECpYxi28zlgiOUY5dlzYKCCMrRE3ACYsmLCh+xudGwLCEGA2XP6WTO04BN51\nbmAvTRCM6v/JxPsLGVdHrzbOE+LuxL0yOiQIBYT4i7zWJZEGNUWnkRFqSGUrxniv8qQBsIxBFBBM\nBh0oI4wB3lZdI+QDtjX6M00kj3IC6F66iv/1m0LuDqGICDLogABmzHiwUEI4+2jOZ/yJUgKx/OVm\nmkx/jDRrD6/b1UGn8i1cw2a/SzyYcqzJH1D6/kKih3UhelgXKtt1YWrgNNq8MZ5Wb46nYPNuLOIi\nOmUmu5dsO+V97lqURfg9f6Xdjk/IGjiR6INr0NHokjOHjjMfZOf8jFP2iY2N5dFHH/W/fuyxx8jL\nyzsr112hUCh+FWcS+HahTfUpEWFOki4zGHXeg9TP1eSrZZZDa5nA03KUCH/we/Vtqr/21VQrxyRJ\nDJVjRMgEEuU7LpMZPCxOjNprCSQLeCSGrbKcuFOOdXJNtern2EPTU9aVYpGKGkH7nFF9tyqQY4SI\nTt0tquv2Xs9yTOIB2a51kHJv0kE5mqxz9JN8QmsU2/Vdv3xCxQXiRpMCgqQUuxQSLEuuSRQnJikg\nVH4iQjLpKG40KSZAjhMsHvAmdWhSilWKCZJCAkXHSIhwgRQSLCv7TpV1gf399+G/vZ4T3Zs3oOsi\n6Wm6v0iux+WRHck1C+ZWr+fmcevy+bR0yZlrbJszJ03WjU6WVR1Giw5GId9akhLKysrk8ssv9ycl\nDBo0SHT91O0UCoXit4BKRKgf7FmayX3UT3eMr/yFCWjH9/yNOVhwYcFZY7vqzcVLsPFPniGDjgSg\ncwvLMePmCV7kbe5nE92ZyWhKCAJ0ZjCWNVzPDaTg9FrJfJZGS7W/q7BQiQ2n9yNxGYf81jYNw5pm\nwe2PKfRZynyuW98Ya478xDYNKAHqrmnbBGy2Xc/68NvQgA6SzX6a48SCHeHailXsjoillCBs3qQK\nE7CP5oRQSpY9lnzC2RvQkUCqCKaMT9Ja8rQ5kQd5k0Aq6cy3gGBCyA7o4b0XFqowE4iLYMrYZe5I\nKQFY8SDAR9xNUURL2pdvYa2lP0u7PEvaNx7Sv/HaY0UI3J1FdEKMP+mg3R1X0e6Oq/wJBtXruW3b\nrjH63auoan8VJouJK+/qSu+Zd/Cn9FdZGzOW1tnL+PrRhTUSEgACAwN57733/K+XL1/Oxx9/fO5v\njEKhUFTnTJTdhTbVF0tbZaVIDJukjNrLSPwWq9b5tuj4pjKQYoLEzQlrW5HXylO7FcguE5gqCSTL\nd7Tyt0Q6jkMKCBYXmhwnWJxocowI+ShsjBQQ7LcIpdLdfx6j3ESAJDFU0rhSdJDl/FkO0VCOEiJp\ndKhxvY55j3O6qQDrKeOu5FRrnu+Ydek+nHydi73tq6ovL8YuKxslSJ6pmaReEu+1vhmWtXsts2V5\n6O3iBFkZmeC/nwUEywhLsnxvai2zWk6VIgKlmED5xtpddJDUpvFSTIDkEyH5hMkW0zXeMWiyOGq0\nrOowWo4RLj/RUEoJ8I9li7Wn6CCrOj7st6Dts7Q2WlhZWsuOeRmSnqbLjnk1OyX4rG9up0e+eC5D\nPO5TrWTVW2HtnJ9R62dy5MiRfmtbixYtpKys7Jx+BygUiosDlKXtwsbthmaNXSxnIA5+fwyUz2J0\nvqnCKNb6NiPxVGt0v4s26FhqjNEo32GlDAs2qmjKIUCYRCK3sILJTGOM9i7jO6/mSRKZ0GkVMxmN\nGws3FSVhxU0hQczkAbqx1V+9v4xQnFgZxJdcxQ4qsbOLK5nBo1QQyvNM5AmmsIFrACPj05eEAMYv\n9l6iqPB+fMK8MXHVx23zblfp3cZntzm5ZEldwkiS0Eg39/Bm8Brjfk57imlVEwjQy7CU5HsLGRvp\nGL0uPUDn4lRKaMCxo8YXShmBLGo1kR+sbfnAfD/x+14khHJM6LRy5eAGOh/6nC1/fpLsh17HjZXD\nza6mAthID647OI8u2XOZZ7qLmTyCnUpSIoYyn3haunZTShDR2UvJXZjFFfExVMxZQuzL8VTMWUL5\n5Z15s+/CUzolAITeNYjUq/8f7SbeytqbnidnTho752Wgu3V/OZGeryRQ+sEiDr7/BR6nh5NJTEz0\nF93dv38/06dPP5e3RKFQKGpyJsruQpvqg6Vt5ANuSaPjWbGq1RXLThUn+oBOYKocooGUYpEDRIqH\nmvFhHq+VqoBQSSLB20NUEyeaTGCaxJAuMaTLHlrLBJ6T72gtUzrOlz20khmMkWKvdSaVWH88m9FT\n0yHLiZOjhEgCs2UGoyWJBK/FLFiSGCb7uUSeC37Wb5Wr3kPUN64ztZoVV4vP84DsoXGNuLjzfU98\n9+Vbrb2k267x358s2ksVJjlGsPQJ2ipzOk0Xt7c5vAekmAApJES2vbdF3uufLClx0ySPJlJMoCR1\nSJQ8mko+EZKnNZOUPydK6iWGZe0/vT+SZIaJC5McppGsipsmhd5YOd94SryN590giyJHihtNlnab\nKodpJIeJkDUBcXKPJUm2bvGc8rnxFddd//D8mkV3k9MlX2sgTsyS2uIOcWE2xmdq5rfS7ZyfIR6X\nR1IvvV10kNUDptf62Xz33Xf91jabzSa7d+8+Z98DCoXi4gDVMP7Cxe0WeZJnfvWPr7MOCYHqk0/Y\npNFBnN4f/ASS/GLp5O2MBuTGj3YpAXKIBjKBRJlAohwlTPbTVGLIELPm8Qq2FjKB6RLDVklgjhwn\nWApwSJk3kP4YEZJKrCQxxN9Rwg2SzDDZTxMpxuE9l03cmPzbV7+uRgC+5Yw7URzD/rP3qbb3fb6m\nEyJUqyFKdQzR+17/ZMkjUvYSJanWvpJPmBQSJEe0xrJ6wHTJ06LkMI0ktWmC5BMua+9PkpR+iZJP\nmKxqP1ryCZdigkQH+Ywb5DtayGvaGFnabaocIVLyCZdCbzN5D5qk27r7z/+NtYe4MUnKlaPlR62Z\nfMYNooMcJ0RWTE3/2aQDHz73aHbSVlk/Zp64Klyyfsw8yU7a6k9e8O2zfsw8caJJMQ5JfWhurUkJ\nHo9HunfvXiMpQaFQKH4PSrRdwPxrskt+8v7InekPv2+qq9mJFWhylHBJYogU4ZBjBEsRDr8IMoSa\nrVpbI5MsZ4C4MMkxwuV2kqUraRLDVrmdZLlaS5MY0uU7LpMk7pD9NJP9NJXlDBAdpAS7zOBBmcFI\nedqWKMcIEyfIcvp7BZhJnGiSRLx3PlQKCJKjhMoMRktRtXZOLu91XU6clHrF2DFvlqNv/emE2Onu\n0/kWaiePpRSLFGP3j6sSi3xj6yGLb5sth7VIqfJmjHpA/hdwg/xIE1nVYYzkcYmk9EuUYoLEgyZu\nkHzCJZ8IcYGUeq1mS66aIisb3y57tctkcfOH5TCRkk+Y5BMuT1oS5d2+SVLqbW9VSLCUYpNSbHKM\nECklQH4iXF5jlEzkGVltiZMZPCAvRUyRQoIlT4s6bQyayIm2Vydv43F5ZMPY+eJxGRY73aPLutHJ\nckRrLCl/nir5REj27K21HnPLli2iaZpfuC1btuzsfQEoFIqLDiXaLlBcLpEZ3P+brSV1SRDsIVxS\n6SYekCSGihuTlHhFTxWmGmM1XG4OcYI34WCeDLnFKSlx0ySpQ6L8RGPZTzMZ13y+7CdKDhEpD16T\nJhOYJk40SaWHNznB5Bd/vtIfx4iQYgKlgFA5REMpJtDvbp3AVCkgVCaQKE7MMoORUoRdyr1jKsEi\nSQyVJOLF5X1d4R27b9xncr3ryj053ZQR0ENS2o0UHSSHNuIEr7UswrCeNRkiOkgmHcSJSVYwUPK0\nKEPg9Jvq/89CKRZZ0nWKPGmaKuVewaaD/JMpcn14urzXP1kO0UgKCZViHHKcIDlMY0ltPkx0kG8t\nneQwEVJAqKxz9JcCb3/SUiw1XNTV58tbjxG303OKhc1HbdY3EZENY+eLE4tsGDtfRLziztxK1o+Z\nJ6s7jhGd07tIRUTuv/9+v2i74oorxOl0nt0vA4VCcdFwpqJNJSLUMW69oYLRvHPa9e6T5j58VfpP\nV5D2j0aAHXSjtzcBAIRiAtHwkEckVnT/WAXYQCz38TaTmcaDvANotCrbTqeVr9A/ewaC8IT2EjFT\n43ky4GVc2GjZSmMfLTEj9GYz9/EeMxlFT9bxGqMpIxQ3JgIoI4By3mv4BI/wGg/yH/4dk8Q/SWQf\nlxFEGQe4jHstcwETIVQR4B1bIG7uZDFD+C8a4MBDJcFk0M4//tNdb+FEu626cE9qwzfGmMrNFIc0\n5/PLx2JDZ2WbhxG3hxAKsFLJke63UEIgTfmJL4PjieMLchr0ZufIV7C1aQmAEys6dvqmz+BxfToB\n1brC3hC0lvmFN9C2rXgTHlwEUYGGYKeC6B9XstPWiSvc21nNAIIp5tqKFIK8ZYpNaDi96TgasJtW\nAFRi46Ujd5MyY1utbagARBfyN+ZychmP2Jfj+WbsHGJfjkd0QXShPGkJDXtF0zpnOetb3EHvj8ed\n0pPUx7Rp0wgLCwNg165dvPvuu7/7figUCsXPcibK7kKbLlRLW8ERpxT8CkvNmcSw/ZEWHl/Afird\n5TiBUkyA10pil2OE+11sOkglZn+h1nKvK7KIQInhG5nAc7KHVnKneZ7sp5lMumyOvN16ukQ2cMvW\nrSJbv9ElcWi6dLemy1VskWKCvK60CNlPlCQwTw7RSI4RITMYZcSvNRot4/t+499m/KXz5Ttay9Vs\nlQk8J316OmVMgzmynP41rlka7fx/l2KRJOLleLUSFL77YCQ5BNR6XdzVtqs+ryvWt2LskkyC9HFs\nkRVT02RpwjzJI0oKqxUETm2WIIUESjEOSYkeKSUEiQvkiNZYVvad4rc4uqhZhNiDEQtoJJEgqQ/O\nkdRRc6XEa+1c1X6U5BMu5VjFhUkKCZElg5NkectRUu61rvkSH0qwyIrAwbIx+M9S5rV2OkGSOkwT\nV9XpLW0nW9Rqo7oLtXrpj+pJCrXx3HPP+a1tjRs3luLi4rP2faBQKC4eUO7RCwtdF0n6mWzR6i6h\nNNr43Y7n+we/unA5IW4C5DgOcaNJEgmSQJIUVcui3EMzSWKoHKKBzGCUHKKBLCdO3GjyBInyo9ZM\nEpjn7WaQIQnMEycWGWGbL99s0eXd0elyB8mynyh/vTZfDbcY0qR3UJq35lqETOBZcYLMYJQkMFec\nmCQp4mEx4ZYHYzOkp32rHCJSJpDoj6+rLoZT6e6tE2eV4wTKT0RKKt1riLELdfJlaKY2jZd8IuQY\nYZJPhKx4dqvENUqXFc98Iyl/niqpUfF+d7NvP5/QTm2WIKmXDPUvzwjo4b8uFZikgGDJJ0wyHLHi\nRpOU/omS0t/olLC89WhJfWiuFHrr4KU2S5BV/adJHk2l0NtlwYg9RMq8maul1eIg0+goxTjkAM3k\ni+dOH9N2cuzaz23jrnL7s0irz2sTgyIi5eXl0rx5c79we+qpp373d4FCobj4OFPRptyjdQARiDFt\nZhjfnnYbrdq8M3u41u92PP/4uhqUYaGcAGxUspHeCMKNfMUY3vC7ytxAS/K4i8Wk0Y07WISGiV1c\ngY6GCcEqTuwW4dmnITYWFjKUt5tP5bPAoWR+mMmgNwYyg7E4KOdukikmnH20ZjqTGR65kvVlMcxs\nM5MqArFgwgyM4U0A/mWaxrWFy+kVZPSlbOPZRUOOA1BEBE40b4N3WE8PHubfVBJAGQ507Jhxs5Wu\n/vd8pvgqfp3s1j6fmDDuXbdDHxNGAYGUE0oRh1J38dg4jYGTrybq/26k88HPAY21lz9IliPW27fV\nQSU22h38Hx1++godqCCIxpX72RgVTymBbLn/Q9L7TwI0OlRsohwHvVL+xVUpL1BCKJ8cvpZLZ01k\nR3hPCoiAv9xCu1UzyWg1mCrsfB0VjxUdMxqrLn2QIoIZY3mbDfb+AByiEYFUsKL5gwQd2Inu1mt/\nnxYTvV4dhsly+ju2e8k2mr85ic0TFuMYPoTdS7YRPayLv8bb6XA4HEydOtX/+qWXXuLw4cO/5jYo\nFArFGaNEWx3gsYE5pBFbo4Bu9QiaSqAM44dfgN1c5m/HdD5FgBvIx8SrjKSEEP7OB/wf7zGZaXQm\nmypshFJIbzZhRXChUUQw80igkECuJgMNjVdN47iVFSyPnUbI0IEIGi+5H6HVkheYsGkwI2xLGHTw\nP7T3bCc314idmmB+jdlXzwSE55nAQhKYxYM8cnQyYxouZP9+eKL9p7j9ravMmNtczmdrktUiAAAg\nAElEQVT6AAbLEsLDYcKmIdjtMJzZ7KMlr9nGU0gEVd59DmktuYe5BFLJZ6EjSOJO7FRyHx/6W1ud\nKb6Yw+r3uC4IODMQgBsdsOEi09qd9WvcdJ10AzvmpvHT8x8SRCkgNPoxkw4V3/B1s2GkXTkCK062\ntR1CdtMb+OTW2aQ+u5anAl+iw8GVuLDh/uFHLv/fO2Q/NJN1HceQFdSLANwE4CQ19gkeWBnPgWY9\n6VG4kq9b3wlmExZxErs3GdCpqoJKzAiCs2tPZlgmMqjxJtpWZbMxZAB/YiMm4IYf36HHGyNY+5cX\n8cWmnRyHVtuy6pxcpPeK+BgAchdkEnLnIHbOyzjt/sOHD6dTp04AlJeX88ILL5zdm6RQKBQ+zsQc\nd6FNdd09qusiGRkiFUVVsoKYM6qtVup1L1bBGdcK+y2uzTOd/j977x4dxX1mi+7qbvRAzwa1QGpj\nJOV1bHDk+MEjk9jGIOw7j3smNrQg48wkY8cGveaecyxnfJJMbKTu1pyZo2TsyZ2JDbahn2vGgD0R\n4AkP2w0OBnVVrxkskXMDMRZoJAUJYSEL6Eft+8evqrolBJZAIOLpb63fUnd1VXV1VbV+u/f3fXtf\nBOjAa+yCXevgNLMRbh5DBSshsxW1l2zThir2wMYulPJ7cLMS7fx+hZ/354a5sVZh+6EEHyhQ2LpI\ndBj2wsaNK/z8+XNhNi0MMNMSN0R1V69SuXV1gFGY2Iti3mWK0GJK0IEgHfAzCgsdCBKIUsaXqQJs\nRT2PoYIPFYt9OOBnF0oMk/kh5LARzRxOkbfowSzutFazFesvSUdPNj19M6Wz9RGDqNs7D7PRFTuM\nTMYhMVSymnGYGCp1cEiTOInkLGUfZnMAVsYhGfdlANXcWKtw66M+7Vxms9tk5/4aP/fdUccoJP7Q\n3MxdhdV8/REvj6GMW+fVcwCFjAN8ETXsRgn33l7LPhRxl7XaOGdxSDyYX2Wcv2FkcgBW9sDKTnxO\npFYt9zMKUPn7AzzqV9htsvOoXzG+c2OXXa6jdGzo2+1b6b5ibdv27duNFGlWVhb/4z/+Y+r+YaQj\nHen4zAfSNW03b0QipC3/AvtTtMA+rfboZpn0Rf3YH7EHNlbiMBvRQiCqAaQ4KxFhJcLGZK4PGbfz\nNPK12jMfu2Dn9z8XYLfJzlOSnVW2CDfVR3gc5dzqCLB1kahZe+lzbp6CnV0QdW5dsPMek8w7EaFt\nVpxbV/nZtMBPIEFJIiWJXP1InJ473Gz64zDXSqIezoO1zMuK8ul5QVYizC7Y+b/u8rMHNvbCxsOW\nJRqwXD6qccADB/s1YBE3AI40YbA7Vetcr/EJTMa1SgC8AIlnNbHhcxqIC81Zxd0PNPGgtYrdplIO\nwMrQkx7uvb2Ge760nkPIYj8KeBIlbCur4XlYOIAcblvk5J4qF2MwcwgzeQpz+MOMFr6/P8q2/DVa\n00IGh5DJQeRwAFb2wcazyOfjGZv5vnkxYxB1cqnNG0PI5AAK+Pqjfrbe5RlVbzcEE4+81s5uk52d\nXtkAZmNB2+W023Qwl1rT9l5DkCdMZXyvIXhZkKeqKu+66y4DuDU0NFz3/yPpSEc6PjuRBm03MCby\nq11VSUUhZZn8F+/HV5yo9dcuAIzCbHQnTmQSngywu5pC+i5YDfDUCHcKo5WgAz7NuaDJ6Po7rwmu\n6rZS/SikAwGehJ3LrTI31iq8P0+m26EweiHB7dUCyN2XE2ZrsZtdmMtvWfx8bIHCSsjsgp1NCwM8\nhgo+szLCHc4Ij6OC7uoIvV6yuUnltzKC7DbZeRJ2VkLmsxVBZmUk2PyIzF7YuEYDjY8tkPlNc4A9\nsLEf+RxBJgeRZ7gCtKGKvbDxDHLYhuXjnjO9Y3K6QNe1jmFk8J3HN7PTcoexrMOyUANAMzmCTENc\nOAowkr2EfZjFfQvrGIWJMZgYmreG3SY7D+StNO6/EVjYAxv7YOPeKhc/eK2dOz5fzygs3HprA6Mw\n8TwsGgibySgk7lnh4p4VoiFkEDmMw8SPkc0+2DiMTNF9OmcV+1DEQeTTtSpMBzZf8pnetD/JA3UB\ndnrlUR2hqd/RseBMXz7WgH68bS8XbW1tBmjLzMzkyZMnp+6fTDrSkY7PdKRB2w2My/1qT41IhCyd\nm6ADPx0XsI237IK2fBiZoxT6r7TN1YC3iYwoQAde1bo6Y3QgwEq0a8/jWopUrHsOFkPuYxD5fBZO\n/sDUzDhMbISTlZC5JEuhz6vS7ye/nieA11stEXb6FJ6S7PyzTAHsemDjxqoAD/0yzqYFAf5etkzP\n5gRb1kRoMav0+1TudCrc0axQDqt8uVZhF0rZtMDPSigEVM6YIe70b0p+xmDis+U+LsqI0Fak0lqo\n8jGLn4PI1cR4szmiCep2YS4Hkc8owP1YrIHPTEY1pu16nOcbOXRwGpq3hu9+d4sBzoY1ceLds1ez\nD7N4DjM5hExe0NLGw8hiN2wM2au5Z4WTJ6T5DM1bwyhgALHdRQ5ufcRrMF4H6oP8EPO54wsNvHAu\nyh2fqzPYy9e//BwDcPCf/+8tfP0bHp5FLt8u+gYHkcvvo4lb72422MA9X1zHg9aVjAL8xRdreBxz\nLvlc5wGDVfu0DtCx393LgbmJ/TBTuXjxYgO4/cVf/MU1/mdJRzrS8Z8l0qDtBsaV/qHrDNtb2z5h\nr6Z79WmjF7m8CPCcNkGeRs6EbKuuB4DQWb5GNGu2URV0IKA5FAhNNAc8HEaW8f4xCAeEj5HNIWTx\n6WXtnD8vwR98Icg3n5N5XKrgA4URut1kWRnpcqrc4YxQDqsMt6t8oDBC75YEdzgVbl0d4IeYT7+0\nllFY+OMlQVZUCMYyGBQOEn+9NsJjqODS7AhfWq/wFOz8+QaFHg/pWK3yHrOi1cIJeY97TDIDATIc\nJv1+sq1J4aB2bWToLFMOn73Vy+/BSQ9WaSDaRA8eHXXOb0av14mMAeRyEDOoZAr5kj3Lndz9YDMP\n5ArplSHMZB+K6IeDA7ByRANsMUCkR+etYRRm7l3h4t4VLvZhFoc0sLc/Z4WohXvKw30Pt/CDze3s\nlkrpRzVPSXZ2eGXur/HzLHLFenaHcS4F0ykZgG4QeRzSNOHOw2RIjZyE7bKfrQ+5o/xIdaeD8dKb\nE2XRJvLDjCR37txpgLaZM2fy9OnTk/xvko50pOM/Y6RB2w0OvblAVUc/VhTSgqErTu6p6TV9skoF\nYscxd9x1J+JrOYQZVw3mogC7MIf9sLISYVZCNhi2HtjYOruJg8jhJ2NYQBm38wxyjc/xglRPZ7PK\n0lLS50nw8dwga9fFWWWL0O1SWVZGtrSQ5eWky0UWF5M+nzh37YcSfNHcwCgktqKBzRsSlGXxWiJB\nOptVVkLm07cEKCFBa6HKr+dFWFqisqGBrERE8yW1aylWhU/dG2aoJsDw4QTtdnFMwsC+mpU4yCHM\n1IR5azUP1OXGZ/sEFl5IsbGa7PmcbrCWeo8kIHEA+RxGFt95fDOHMFMDSrncvazJsBX7BNmMQuLB\nghXce3sN331iC88ilwcLV7AbJYbhe1t5DWMwcffs1VQBHiysMoDdWY2xHEIOX/+Gh32wMbTOywN1\nAR559TCHtfT57qLVHEAB+1HAtvnrjbToCDKMe//T0vpvZf/X0d9NXSzXUmGwb2MN5ccDbqnLJwru\nVFXlnXfeaQC3H/7wh1P3TyYd6UjHZzbSoO0GRyRCVlQIMOH3kzYb+d67Mf4DnpjQZD2keXKOB+bG\n+orqzgP64yiuXFfV/ynm8+ONkzAzChMb4TbAWhfm8jSsRiNBK+qMYxJF5cLdoB/5jMHEVtRyU04d\nj2E+N60M0l6qcqcrwg9NFfzOzCA/NFWww6twU32EJXNV1tUKwDUzW+Usq8pl1gg31io8hnL+MKOF\n1asTLC8nAwHSbhfneWl2EpRVIsKmJrHc5yPnFKt8pFzUwt0Fmf/yvMLvrVTYi2JGYeb2NUHa7eTP\nNyg8jUJDhLcVtezFbJ5GgcY6ZXIEEs+nnO/pBl3XOqLa9VIy7mUMMNiuIcxkaL2foXVexmHiB+YF\n7MNs7ltQxz7YGIOZkZylBnjat6COZ5EratvW+7i9OsB3Ht/MYWTyLHKEOO86Lwdg5TBmMAoTd9uq\nGYOZ++6oZ+x8jPtr/Aw96RF1cp9E2elTuKNZZluF6EAW91QBf4x1PHUFhk0fz8958ZLvpw66jvqV\nSxizTq/MPsnGji3hcevbPo1dGxvBYNAAbYWFhWmXhHSkIx2fGp8p0AbgYQD/B8AxAH/5aetPJ9Om\nKKStSGUlDvE4Sj91gunVGKlW/DmP45ZLWISxYCwBwTpcbiLWH19MeT4Zpi0KUEYZuzCbjXCxErKW\nFi2nB2s0xquWDvhYiUP0YBWHNWPwNqxgVANrDvi5fFmCElT+eEmQJ8wV3OWOMBFXucsdYencBHe6\nItzlUnjCXMH78iNcZo3wN1IFHQjyqUUKPzRVcKsjwB3NCl1OlfNuUfnMygibNqgsKRGs3JxilU8t\nVuhaLerXnM0qq2wROptVLskSadN7Z0R4r0XUyh3ZLNPtkBmqCTAeTTDcrvLZcj9Pw2oU3UchcVNu\nHdfCy1bUGgD5XMp5/12uZRvvmu9+oEmkPdf7qCZUvvvEllESG3uWN/PIq4e5b2E9P8Q8huauZqjU\nwSObDrFbKuWeFU6G1vsYqvFxAPnGtvvuqGe3JDpOezGbW+fV8zjm8738hxiFSQA3mDkAK7ulUqOB\nYHt1gF2Yw2FkaTZlmRwe54fN5T7P+cHzye/mZRgz/fH+Wr8AkWNkPSbKro2NeDzOz3/+8wZw+5u/\n+Zsp/V+TjnSk47MX1w20AcgH8AiAFwG8pwGpfu3ve9ryRwDkT3bfl3k/M4DjACoAZAD4NwC3X2mb\nG17TlpIOPT+i8qns1ybExsS0CeYTWAxwdvEK6+uM1kQAw9WwQScBtuK77EIpe2CjAwEeQzkd8LMR\nLnZhDj1wMAaJp5HPIeTwjJZSS0ASKVM08BjKeCcidDq1VKdXZVWRwl0uUWeUCnDL5sX5xtIWtr8f\np3dLgj+Y0cLjKGMlFD42I8hjKOemlUEWFyXYdId4XokIly4l580jV64UMh9er6hx+8Ab4W9MAgQW\n5KtsrIpw9SqVlVDYBTtbqhWWlyevl2u1wh7MMtJvHqxmK2rYCxtPo5BNM508g5mMAWzDsimxD7tZ\nmDrDqmvuKobWebm/xm/YOO29vca450TnqIn7Hm7hCXMFn8gL8o0lbgHKFtbxQF2A+2v8jMLMc8gx\nmlAO5FTx4rmLDK33cc9yJ7c+6uWRV9u5bZGTA8jnAAr4weZ2HqgLsGNLmPtr/fytVMyzyGO3yc49\nc9ZwAPnGD5nJdOl2WBYa38/LMWZ6rdv+Wj/31/jZsSU8qhbuWuKll14yQNstt9zCaDR6zftMRzrS\n8dmNKQdtABYC+BmAcxDi/OoVRkJb7x8BLJzoe1zmfZcC+NeU588CePZK21xv0KbXqilKErCVl5Ov\n/uwiQ7hzwpOyXlck/BOtl7x+HDZehF7XZucg8jgC8yWgITbJCW28cQ7gx1pdkWDKRFfoWlOQXVoX\npwBltYzDxDZUUYVIXbViPXtQxLXwci383PANmc5mlbGYODeJBPlWy5guPVU0E7zykDDzfmOJm1tX\n+3kSdm6sCogauBKVP1ka5IdSOR0I8jdSBR+bEWRWpkqAfPhh0mRKgrZIRJjJL7MKps1mI4uLEvzT\nzCBzs2JsuiPI8vkJtrSIY4pEyKWZsiFHEgd4Wqun+hiZjAPsRRFbUcsLmGFcs2s5z5czlb/RIwYh\nwxID+O6cVYxDYh9mG7VfexcIhjE0ZxVDJQ6+/g0P29+Ps9MfoSKrjI7EGLp1LbtRzAFYuXtZE0Ml\nqxkFeBY5HEEm+zCbB+oC7IONcZh4Frnsk2yar6iJe6tco0DSUb/CAViFNtvMJYxBYsju4MhVfL5f\nFDyS/L5eQe7jQJ2QmDlQF7iqVOjl4sKFCywuLjaAWzB4ebP6dKQjHemYMtAGYA6ATRCuOyqAHgAB\nAA0AqgDcBeDz2t8qAH8BIAigV1s/DmAjgDkTOaBx3n8VgI0pz78F4O/HWe9JAGEA4VtvvfW6ntxI\nRNRU2e2kIqv8wCOz5bZXOXiZtOXlRhxgCHdfsvyC8Xd0wbsup/Bp++3XAMZERhRgCJVsxAb2wMpB\n5NMBL7tQytqiALMz4nTATwe8bISTPSjiaRTQgc2UIbS9GuHi01URti4OGB2eZfNVvtUyvmRCIkE6\nmwSYmlsUo/fLLexCKftg42lYeV+u6O4MBMiyWxPc6hCNC/flR1hYoLKmhqytJS9eFI0IvzdTocuh\ncP68BN3VEc6yqnQ6RXfoVkeAUZi5xVrPYyjnX6+NjGLaHq2QOYhcxiExiFVaPVsRh5FNFeB7WMIz\nmhvAtY6bLaU6CNCP1RzUPuve22sZvxgXjBrsjOQsNczcX5Tq+EC+zJ3NMjt9gjX9yFLBfQvrGIek\ngbV8xiHxl3kPUtXAW4dX5rbVfk04t4h7ljdzAAXcff8G7ltQxxPSfAGg4ip3uRQeea3dkA8ZRiaH\nkHNF9vly93T47/ZftrlAAFPRTdrplS8R4p2qeO655wzQtmTJkinbbzrSkY7PXkwlaBvSmLPXAfw+\nANOEdizSmn8IYJu2/dmJbDfOfiYE2lLH9WbaEgkakhHbfyhrQqCTm7yHNWAVHTPZCNX920c1GqiA\nJnkwet1rnbRDyGUjmg0rKNEZqvCrmWGehlWT9BjNtPWimB5Usx9WRmGiB2t4rynMgnyVttkJfisj\nyKJZCW6qF8zaWy0RxuMidRmPC3bS6SQdEAzbxqogfV6V9+fJ3LbIxW6UcGNVgCVzVfp85Kb6iJGS\nczarzMsTd21hobgGHb4IT0EI6TYtFNpu95gVmkzidfdqWfssJfzJkgA/8Mjc6VQYbhfyIs990cfT\nKKAHDvagiFGY+XeoYyOaOIxM9qCIQ8jhOWRSxpc08DxxAKYzoBeAq2KMrvcQ3aMZPIeZ3LNc1KV1\nm+x8f9ZDVCE024aRwQEUcgBWDqCQ3SjhE7kB7myWGarxacwZuPe2Gp5FHnffv4EJSNx7Ww13OmXO\nvyXO7dUiBbqnyskYTIxkCweKfXfUU00IgH8c5Xzzqy08YSrjL/NXcCRFD2+yo91y7yXMmQHYzOXc\nt9LNbql0FFi72hq2y0Vvby8zMjIM4Hbw4MEp2W860pGOz15MJWh7A8AdE9nZFfbxZQBvXOW2N116\nVFHIkhLyyT+7wE6UT3pC0Sf8scDrPCRD3uMTiHSlvm4nKpgA2KtZKl0LeBPSC2AlDvNuSWYPirTG\nAlnTM5MN2yggwUqEtaaEw2xFHaMA+1HAv0Mdv2Xx8TdSOR8ojNDvF52bpaVk+HCCb6wNsmxenH+9\nVgjhNjSI1woLSSDBx2YE6fMkWF6m8tWHhVWQXjf19bwIi4vJkrkqN60UKdIdzgitVsGyFRWR9lKV\nm+oU3p8b5mOWABeZw1oXqcLcXJF+jUVVulYrfLlGYYdXWBl1S3YuK1T4mNmnaYBJ7EERG+HiX8LF\nLpSwB0XsR6Em+yHA9Mca0J4MaLvZxtjjPqqxbCOYwRhMHMEMnkUO+zCbBwurjNozAdgEW7Z3YT1P\nmMt5oD7IE9J87ltYx9A6L/escAqJj9trGIfEs8jlb6VivrHEbbgMdEulhu7aCDL4by+9z22OANue\nD/P1R0SX6b/cuv6af5QMQmKHJzwKgKXqtekMW6o/6dV2i14pvv3tbxugbc2aNVO233SkIx2frfjM\ndI8CsAD4DYDylEaEBVfa5nqBNlUV7FrNugQd8PIkiiY9maSmenT5iCiSKVF9CFX+R9mGFTw3po7t\nWnTXLgLsRz6jkOiAn4Cq+YXKWuqz0HA6qIRMIM5WNDAKCxvRwi7Y2Q8r/7bIyR7YeEqyc39dkIqs\nGhp1cljl9jVBnjCX8421QZ6wVPDHS4Ismi3Slh6PAG4+n2Atd7kFm3agPsh4NMFd7gjD7SplWbBl\nc+eITtDVq1SaTGK7QIDc4RQgbFNVgL8xVfBOKFyUEaG1UGVdnWD2Rl2/hKrJSSh0PRo2avhE80Et\nu1DCPygRwHUt/BoAbGcbVlIFKGPBtIOuax2pPp2p99Mgstk5Q6S7hVyHAGu/hc0o0t/m8PPxHD9P\nmATwiV+Mc9+XGwRQqxLM1b6Vbh559TDPIlcDfALoHagLMBFLsMMjc9siJ88ihzGYuGeOEOntgY1t\n5ULiI6S5T1zrZ933cMsl1/9KrNpUM20kGYlEDNBmNpt56tSpKdt3OtKRjs9OfGZAm/gs+H0A/5/W\nRfr9T1v/eoE2RVa5OENhI5yXLfy/EqBK3WYIMxhFsjuvE+UagDNpqbRkXdp5mEbtd/gqbJSEUK6V\np2FlI5o0D1AfAZWASgcCmjG6xFbUsAc2dqHUYJpaUUsgzkcqFC7NEn6hp1DKUI3/ko47PdXlq2xh\n7EKc++uC/I3W9Tl7Nul2i3pAWRa1ZXJYyHR4PSrr60VTh94skEiQ1dXiTgXIujrB5pWXk7tcCrsl\nO6tmy9xYJ2ypfD4hBaKnR1M7e8lkPeJ3sgOMa+fRAwejMPO05osKqFz1qA5mFR7DrWxDFYfHsRKb\n6JhsXdb1GKJ+8Z5LAJGw58pmN+YyNG8NQ0962CfZBKtW5abcnmCnTwDknc0yjwZSjNTN5fyppYFt\nf3WIAyhkqMbHji1h4Tm6oFbsC0WGBtrOZpknYefr3/AwNG8NT0B0ibY9186Xvr7ZKAkY+yNmsuNt\nfJ3xiwK1Xw8wNpm47777DOC2YcOGaTmGdKQjHTd3fKZA22TH9QBtF0YS/Ouc53jxKibgsevHxzw+\nqfknduLzxuSawOiatgvj1PdMho3QgVcvbHTAy0Hk8yRKeY8lwrtNwvpJyHkIs+5B5NGD1RzUhHkb\n4WRmJunZonVnNiXY6U+Klb7VEjGAUSIu0p3HIbTZ3C6VX5EizMtV6XIJwBUMijSzLkgcDJKzZok7\ncunSJOiKREQqeuZMMitLpEaLi0W3qN+nssMnuhn1btBEQjBxs2YJVlQXPY5Ekse20xWhd3OcL1U4\nNfC6hX8JJ5+Fk8dRziWZCl9ar/AeU5jV8PIF1E5YI+xmH8n7aTQAjUF4kMbOx9jhCXPvCpcGuGxc\nbpW5qU5ht1TKvVUudnjCDK33sQ827lnuZDdKuWeFizGY2CfZuG+lmwOwMgqJexfU8izyGFrnFV2p\nVW52m+zcW+VmFBZGcr/KKMx8Y2kL28prpuxz7rmt1vjuXo+052QiEAgYoG3evHmMj6WA05GOdPyn\njxsC2gDkAKgE8HUA9403rmX/VzumErTpk3xN7uZrTtkkIGrT4pBSGLYyqgBDWMRGNHEQubyoTajJ\nJoQk0zbZYnYP7qYDXqNurQt2NsLJKCTDvH0t/OxBkSFvoVtQibojC+MA/8zipcslCv8/NFWwyhYR\nICmu8pWGCMvmq1SUJHCSw0JEVw4Lmyq3WzBr8ZgoOk/E1VHSKfG4AFt1deScOaTVKkCXoojtXC7S\nJAn2CxCMnMUigJ2iJH1E/X4B8my20ZIsOqjr9Ef4oVTOx2f62Xqvn2vgZT8KeRoF7MFstqKeiyxh\nnkIpP8ZMA0BPFiSPBUmp4Hm6gVu75R52o5gnU7xw9TT9vpVuDkizhMPBLdWMwsRXVgZYXqbyjSVu\nxmDSbKuEb+ieKie7TXYeea2dbyxxM7TeZ9S5DaCQIxrY3fNgM9+ubOAJaX4ytXpHPWMw8e3MlexC\nCf8Um0adn6uVsUkAbLrNw1hMsGxH/cqU6a9dTVy4cIFFRUUGcPv5z38+LceRjnSk4+aN6wraNImP\nHQBiWmfo5Ub8avZ/reNaQJsOJNoPJbjVEeDzX/KwH4XsRaExKUxm8tbXjULisAaAhHNAMjWqApRx\nh5a+WqzpspXwDMzXlFY7A7ARTVqTgfAOvUtKGqc7tLotYUlVr3WL+rXntfTPFl6SZ5HHjTUyy+YL\nWYZOn2LUsCmKSDfq4KmiImkzlQqadBbuaEDUr+10RQywZbMJUKazbrIsAJzTKQCY7jP6zMoIj6Gc\nTQuD9GwRqVC/X7yX1SrYueJisSwQENvooWvpuV0qn8gNGN2vrahjHCYOIZvDyGIcEr+HZr5ur2MU\nZr6dJQzUrzVddzONQWQwdOtafoiSUbpxMu5gaJ2XfSjiMDLZjRK+XdnA6Pk4A36VoRo/+yQb96xw\n8rewCQeFJz3cs8LJbYsFS7nLpRgdmiF7NVWASuYi7l1QyyjM3Pdwi1FTtr/Gz34Ush8F7IeVv9KY\n5mtt8hgBWIkw6+uTLNt4ZvE3Mp555hkDtP3BH/zBtB1HOtKRjpszrhtoA3ALgN9qGmynUvTY3gPQ\nh6S47gEAb092/1MxrgW0KQppLUjwx5p9UfQaZAdUiNToScymCvATmKlCsG3DyOB5bd86u3B+TMPB\niMa46YzDRCezXoB/ZnpNq1EzMQqJP0EDj6GcVbYIgYRh/C402HwGYKuEzGfLfOyFjffNbOd3snzc\nvtjF6EhMNBWYyowJUE1ollQl6iiAJstJ0DY25PYEvzNTyILY7YKBM5kEcAsGk6BZT5Xm5pLt7QKE\nHT6k8pWHhGfpXaaIYTIfCJDth1VurBMNDDp41MGizrQF/KJ2zvVIO/thpQcOOrCFp1HAEcxgHJJh\nmN6HInrgYACPchhZPHcV175f68xUJ3n9rsdIZbCO4xbGIHHfwjqewC3Ga1GAfSjkvoV1wtZpYR27\npVLubJb5RF6QJ0zlhs1Up1fm/hqhvyZYWYk7Pl/PDo/M+MU432sI8simQxzCTA4g37Cs6vTKgv0K\nRPihVMbdRQ6ewUxD4PhawVoCwsc3hMU8sO8i1YQqBHSl0lGdojc6fv3rXxugTZIknjhxYtqOJR3p\nSMfNF9cTtP29Bsye156/CiCR8noVhKXVPgAzJrv/qRhXC9oSCfL7/+0T9sI6aiLWkoIAACAASURB\nVIKdipRWAmAbHrzsJN6Jz2tabJK27grDRH4yDgshLOQx3KpJd4T5j2VO/tRUwy6UshFuAgkuzlDY\nCxvPIE8DawF2wc5nKwI8hgpuW+JmDGZurApwW7XQU9v3kJDi2PdQi1EfpLMYu9wRA7SRl7JrOmDq\n9EfY6VMMpk2WBdh6uTZC7xZRI5eIq/T7RXdpbq5gztxu4XqQny8cDzr9EQb8qqH7piiCwftIk6GQ\nw6NBpA7gdJbvpXIX45AYA3hGq91TAe5AFU+jkP0oNGQp9HN7rY4TN4tESCpAC63z8kBdgP0pP0wu\nANz9wAbuXeHiB5vb2W2yc39tgCdM5dxfFzREdTu9ckrtmjCc70MRu012vl3ZILTQFgqT+dCTHu67\no54fbG7nR5YKdngVtlQr/L7ZzaiW+r/WRo0EwDftT47y5T2Q95BIiWtNFGNB241uUKiqqjKA249+\n9KMb8p7pSEc6fjfieoK2XwP4SBfZHQvatGWfA3BhIp2e12NMFLSlgot4TOXTy8Ls1xTgrzQ5jBXE\nvdL6QvsKbMV6OrCFcYAXIfFcSp2azu7ojQgjMLMRzxvWSROZiBMAPXjUAGdf+XKcG6uEhVAPZnMQ\neexFMdcgwEqEeQZ5jMHERjjpgJ+PlrXz7Sf9fHldmC8/1c4fznCzpDjO8KE49610c8fz7awqUii3\nJ4waoUQswV8FRSNARfloB4TUCAbJu0yiFu6oXzEU8AMBcplVLP/OTGEqv6k+QpuNLCwQYM7vE3ZY\n9fWk2SwAXCo4DAY1ts2vCt0wcwWXWSMGyxePCS23Dq/C2IU4X304yK9lt7MHNqNr9KfmWp5FPjd/\nqZn3Su38xzLh/ODBIzwPiSMwj+rm/SwMJXMRO7aENd200U4eCUjsg40H6gKXXOfyMpEi37vCxahW\n03agLsAPNrezD0Xct7COUZgYunUto5A4IM3i3ioXYzAzVOPjgboAN1X5eQwVbP7jw3wPSxjH1dUL\npo5/w23GjxwBPs186buHRMpdHh+c3egGhX/6p38yQFt5eTkTqfn7dKQjHf+p43qCtvMA3kx5vklL\nh84Ys96/AvhgsvufijFR0CaHRSek16PSUfb+lMsypE4iQ8hmK2o4hGzGAMpYaOizpda2Rcf8/bQR\nB+hAK/thZQ9ma+zZXLainr0Qsg2BojoNuOWzCyUaszaHHqyhAx5GYaYH1YzCzB9Y3OyCnX0o5o5m\nmQfqg0KQ1mQ3OkT1ye5oIHJFb1EdEKcybfrEqSjk7Nlkbo7Kp6sinFssXBRK5qqcNYv8Wm6y4UGv\nc3O7yfnzk2lUvU6toYEsKxOTc2q6lhTHdRLi+N/8aguPo5wv1yh8anGEQFzTnpvLQeQxCtEl24si\nnkEOh7WUXQLCQmwy1/5KIGS6WbcEwLPI446mMPfXCu/NPhQYr4/AxJC9mh9Zykc7CqhJxrIbJTyL\nfEPAVk9BdnjCfK8hyNj5mDCC94T57hNbOISZfPs7m7UmhjxufNDLN7MEw3kct1AFeFErH5js0P1O\ndReR85C4Ob+Gt9rjxr0yXtxopu38+fMsLCw0gNu77757Q943HelIx80f1xO0DQL4p5Tnf6eBNvuY\n9QIAPpns/qdiTAS0qaqwSDqGck0KY2qNvPVJ+ySKmIBIr8Uh9Nd0kdZUb9GrScFeBHgaufzv94fZ\n9IjM78HFLpTSgzWMwsTTsHLbYjdPmMvZYnWnpEhj/DGEKOpOVPEMZrIfBTyLXL70ZDu/kx3gKZRy\nf21ApBy1OqajfoXxmGoAMDmsGrVriXiyW1RVBYCqsok0Ziozpqczw2EyL1flnXo3aJ2Q7wi3i/Ro\nuF0893sT3OmKsLxMALFAQLgq1NUla910pu1oIMLYxQRfaYgwHhNvqnta7q8NGGK/Pq9KSaKm/aay\nEkJ7Lw6J/2xxsAezOYRs47q1oYofY8akNPFuNqA2Nr0bBfhXGS7K7YJF2/+LEeNHi9FJekc9EzHB\nBum6bIlYgolYgntXuNinCe/qsi+pxf46IOr0yoZ/6RHzQuM8vJO5wng8DAsPYJFR+zmZ79gH5gX8\nxX3Ps0/zxH0nq8p4zbPAyUR8+poPxot169YZoO3P//zPp/tw0pGOdNwkcT1B2wcA3k95Xq+BtlUp\nyyQAvwLwH5Pd/1SMiYC2SIScf0ucu7D8uk2UCYwWydUnxTjATzCD5zT2Rp/kB5E14TSRA618QdNd\nW2wJc2OVELB91iSYshdQxyUzwmx6Ls4/sQQJxOlAkMdQzmr42I8CtkFMcKJY3MrfSsXs8Cp0uwTg\n0id0fQL+yFLBVxoitFgE2yXLooEg3C4Am61IZWmpAGW73EmmTA6L1KkcVmkvFeym36fygcIIf2Oq\noMsR4TJrxEiP6vuIRMiqIoWnJDt3OhXhtiCTM7OF9EdhgWp0rep1S9urA0IfzqWMYlF06YdOn8It\nryV4F2TDpgsgf3+uzDPIE5ph2dWGW0IIiziIPMamEHjdaKHd8dw0RmARArhVbgHE4uqoDtk4wG6p\nlG8sbWH4cIL7awOMwcR9K93s9MrsQxHPIpfdKOH26gA/2BLm/lrhnKCnzz+yVAiPT5QYXqO6cO65\nFFatDcsua+32aedxf42fJzCfmwvr+L/v8vJZNBvfobPIm9bmg/Hi4MGDBmjLzc3l8PDwdB9SOtKR\njpsgridoewXCRD5Le/4FDbSdBPB/AbgDwP+rLfuXye5/KkYqaBur06VbLR06mOBP8dR1nSyHMYOD\nyDa8K/XJ5II2aTbi+zwP07jWQleagD+Ghc9nCePt07DSgQCPoZzfygiy+RGZvZqbwd3mCBdnRjSg\nFjC8RRvhogrwWTj5UoWbD+a3c2ONzE6fQjksgJffz9HNBRpwi0VVtrQkzd/t9qQN1TJrxABR5WUC\nyOkpy+Mo56aVQb5cIxoRdKZuhzNCZ7PKOcUqn1kpgF9RUVKyY1OdwpMQoE3vTP1aboTHIMBeebmW\nsvML0LajWeYud4QdHuEt2elTjOv+q6A4zm9Z/Fo6VKIHawlE6UCATf+1nS/e4uYplHAQORrAkBiH\nRBm3TTtbdrUj9d66CJHq/cXXn+eANItRmPheQ5AdW8LsR8ao9Py2/McYhZnfzvRzm8MvzOJNdu6v\n9XMAs9iH2dy+xMWTsGsabmYD/Hd6ZYZqAjyFEobW+/nOk14OIu8SNm0E0iX3vvDGvXw6Wv8ehWYs\n4xt/eZC/lJYwColDyGE/8tmG5RxCFvsw+6YDbaqq8otf/KIB3Dwez3QfUjrSkY6bIK4naHtU02dL\nZdZeSpH6SGiPL+AajeavdqSCNr17MBhM/j10MMFW1FxzR+B4k+LY5RfGrJM68Z9E8aTex4P7OISZ\njMKkCfHm0QEvgQQf/VyEElTm5qi8P1/hSpuiWVQltLqtUvaimG8+r9C5Ic5tS1pozYtxmVU4Fujg\nJ1V3zZDNSBEoTW06iMdUBoOi2P9oQIAwWU4K3cqyVtOmOSQcQwUfKFD4SoNoRFBklV/PE8e9ZAkJ\nCI/R2hrVcE3QxXjlsJrUcdOEe+MxleGwqHWLRcV65WXqKBC3sVYxmDs1IdK6Ly/zMQbJ0AUT6WQz\nX6pw8Sto5zNw0oNVxrVKrTmczBgL8m4m0LfnS+vY4Qlzf42fnV6Ze6sEkE9l24QESBG3LXIaYO2o\nXzFsqkLrfQzV+NktCXHdfSvdhotCx5YwX1kZEFZoi/3shW1UOYAKsBPzP/U7dLnvmvghJPETDdyd\nhynlx5HEAVi5p8rJ/TV+I8V7s4TT6TRAW1VV1XQfTjrSkY6bIK4baBt3J4AZwP8AcBDA/wHwJoAl\nU7HvqxmpoC2REAAkHBZ/b52n8vnM5us6gfaP6ca70oQ9ETAQBejAq3y4WGYX5vIF1PO/F3s0VwMX\nVyxXOW8euWSJqBP7w1uEFlslInykXOGHUjlfKnexBzbuaJZJChDzQKFIYXb6k+4GRwOCHYvHBWhK\nJARD1W2ys1uys8Or8I21QcO6SgdXOqNptwuZDpst6S8aDApQtdMVocspAJksi5rCD00VXJIVoclE\nLsoQDNrS7AidThpgS7+OwSBHyXyoqvAoBcTf1OYHNSFAnL1UNdwREnGVL9cq/Ca8HEIOozCxDQ9z\nsXSI/bCyH4U8oxW0xwEOa0BgMqBiMuN6uyPodZTjvdcFSOzwhA1w++53t3C3zcG3Fv9w1Lq/zH6A\n3Shhn2QzTN8P1InmhQN1oubxvYYgO72C2RT2VqKL9IS5nG9nPcRvS69yBBmjvgNHMd+o7Uz9jlzp\nnKRu/zEsHEQeTyOPI8jgi8UbeBb5HEImB1DIbfc6eRZ5BpN4M0VXV5cB2kwmE/v6+qb7kNKRjnRM\nc9xQ0HazjbvvvttI5ymyKJa32wXD9kM8f90ny6lmWLzWGmZnJniPWWYjRDrqmyYf+2FlF+x8uTbC\nmvW6wbnMLtgNZ4OvZol04Y4msXxjrWKAM7k9waMBUfelqqM7QPVGAkXWRHRdClfMVripTuEJUxn3\nPdTC9kMJupwp66lJRwNZptE4YDaLDk9ZTprB+/2kxaxyU32E7YdVOp3C17SxKkKzSXiU2u2kz5ts\ncNCZUv16RiICxLW0kLHYaDBHir8GKxdNcPuaILtQwtMoZC9mcV/mQzyGMjY/IvPlz7nZg1kcTgEX\nejfjeDVhNwMo+7QRsjxgmNwrGfdS1UBcVGO89q5w8ahfYZ9k41nkMgaTUb+XClb/9WvPcX+tX2iv\nPdzCE6ayUSK7nV6Z+2v9KalTK+OQjDo23ZatV+tQTfXU1ZseOnHLp57bYeiA08xvwkvnNw5zB1Yy\nChP/KsPFPhRxCFn0W9fzBdQyChN3fL7+pmPaSPJrX/uaAdx++tOfTvfhpCMd6ZjmuJ7p0fsAfHEC\n630B0+g9qhfOd/ojhifljyo2T/nEmMqU6RNQ6utXm4LthYkfw8wfYz2f/0GUL31epDh7UMQe2PgT\n1PEetHNplsKcmSofWyhYKl0o9/nbBGi716LQ6xVpxlcaRPpwl+tSsdFIRNSh6VpruhDt0UBSwiMY\nFOu8+nBSD03XWdPX00PvJm0/nPQJdbuTaVdZFo91cGe3k0VFgqFzu2kwfQ8URgzjeUUW6c3w4YQB\nxPRmA0VJsnuRlEPRP8f+WiFJ0Ypa9sDGVgg9sRdMDfzuV9rZgyJuzXAwCokjsGjSEUmV/au5L8Zj\nUW8kkBtCtnAHmLuKb3/nNUaylzAGMJK1mMOYwdBTniRzhrn03O7kn2d5uX2xi4MpNWXnMYNH/Ul7\nqvcagkajwYE6oQXYjRIDyG27t5lRgK+VP8dPMIMjGviNA4YmXGrq+XLHP/Zc6edzc+56zrEl2FZR\nJ8CpvZqH34vyoLXK2C4OiYHiesajNx9gI8kXX3zRAG333XffdB9OOtKRjmmO6wnaVACbJrDey2NF\nd2/UuPvuu6nIKju8ghmaW5zg0swwT6LouoC287i0FmgsoJv8fiX2YxbvkcJsRQOjsNCz0M2fPSUz\nYKunCvBFUz1/v0SvXVM1X1GZ91oUel6L85tmIaS7NCvpFXo5hXhdpsNg3jSmUhdWjUcFUPL7VOFB\nqrFfclhlp+9SQ+63WgTYWmaN0OcT4rjz59PoJI1HEwZ752wWPqJej+gsDberlxjPJ+LqKB/J1L+/\nCgott9JSAQRTmyd2uRRW2RTuaJbZB5vmeGBlndXLZ02CtWxFHWMwsRez6cFqfoxMnp8GkDXVQwdE\nQ8g2QGQka7Hx+oA0ywC9R/26LEoFO30KP3itnbLlHqoAj+A2XhyOjronjvrFOnsX1rIPs7l3hYud\nXpkfWSq4dZWP/ZjFVtQazhMj40imJCDkPi7HTJ8fd/0sHnm1nRvrIuxDEeOQGFrn5b6VbsZTBKuH\nkM0dTfJlNdqmO3p6emgymQxbq+7u7uk+pHSkIx3TGNcbtL0ygfWmDbSVl98t0nBrROekO9/J4RSh\n26mYCPVxEZeme1LX/bQ6nbHjNMxsRS2/CS8rIfP/mRtgFGZusTbw4IE4N9ZF+P7+KHfPWcuTmMte\nFGtdoRHeY1F4XBJAaWNdhF2wsxfFWtG43wBWlxMVTbWlksMCwOmMyhtrgzwOYT+l15aldmXqrKbO\nnsVjKnc0K3StlrmsUKG9VOivbaqPGPvrNtl5CnZ+RYpw1ixyp0uwYrvckXGV7OPRBN9YG2T0fJy7\nXAo7PLJhXp/aHTz287zVIhi/b5oD7EUxzyCX/ShgI5zs0RwjPKjmf7Nt4RByjGs3XlfjRK7h2PWm\nqwFhCDN4MH8FD+YuN44jNGcVVYC/zHmQoVIHj7x6OCnporFo+vkO1fiMY/+F9VF2emV2eMLct9LN\nj8zlfLuygSrAc8hhH2z8+XNhvvygny+WCkeJXhRxELnsRx7f1vTTBBiT2IlyntMA3ejvk6R1j15a\nF3rYvIjdkp1bHQEW5MbpgJ8bl/sYesrLAeTzLPL4MTJ5FnncusrHinJ1FOt6s8WDDz5osG0/+clP\npvtw0pGOdExj3Ayg7U0Aw5Pd/1QMi+Vuupwqfy8rzFbUcvgqldavBNp04dXU1/o1mYir3fcIhCI/\nkGBhgWr4h+p6Yl+R9BSo6MR8BqK5oBo+dsFO12rZELSNx1TudCrcWCU69wZgZbfJflnLHp1p0x0F\nHihQ2C3ZubNZ5tGAYMZSuzhbWpLdpYm4YM900drCQgHcXmkQbgSnJDt3uiJ0u0mzSeVfr41w/rwE\nN9Up/MCj0OVUWVKSrF+Lx1RD6+0ji7C+OhqIcFOdwuMQWnFVNg3guRSjpm7s55HbEzxQLwRhfV6V\nd0KhA36eRq5mHZbD5zKdPI1CzRViDaOQeACLr6mz+GrB3lQO0UiRwThMhltAHBLf/e4Whm5dy723\n11AF+Amykybu/tGMaSKW4BHzHVQBXoCFv5WKNa9RM/etdPODze3cu8LFrau8PIlSPmYJsAc2xmDi\nT1DLl8qa+c+VG+iFg10o5gjMvAhh03Z+HFuwXuSwDwUcQQYvjKknvAgL2350iE/kBfmhVM5vZwf5\nG1MFtzr8PIt8RgEeyKtiH2YzVOs3upN15vhmjJ/97GcGaFu6dOl0H0460pGOaYwpBW1aHZs+VAA7\nxyxLHQ8CqIWwu1Imsv+pHrfddjebH1Uu6yM6WWA1toNw7PZjvUivVjx1CNnsQqnWUKCwR9NbcyCo\npUDjbISblWjXAJ3MLpTw9QwHe1DEl9bJhr6ZHom4ym2OALtRwlBtwEiTpoZer2ZIasjkxlqRQq0q\nSuqc6SnLgF/liqKk24Euq+L3k1ar6B4NBET926Y6xWDD5s8n16whD/5S5fceEsBNdy/wexP8zswg\nS+cmGIlo+9SkRY76hbZbVZFirK9PyB1exeiAJTmqAaWqSADPTq/MrQ4hLPwntyv8MeqMa/WXcNIB\nL/2za3kSc/l6poMObKEHq64JNKXKvUzHGAZ4Frk8i1zuva2GZzGTIbuDoSeFbVnoSQ/fn/UQozDz\nQF2AZFImRbeiSsQSHDlznh+ilDGAobmreOTVw4Y9ld54sKNJ5tdmhvnygz7+r4ImnkEeTyN/lCCx\njDs+FQgPInNUXZq+/CLAAVjZ4ZE1bT+FO5pktj13mDuxklGAcuYSxjSpDz3tf6O9RScbp0+fpsVi\nMYDbRx99NN2HlI50pGOaYqpBmzpGgy0xgaECeGoi+5/qUVpyNxvRdEX9tGuZjMdufxKFBrtxNfvr\ngpUeVLMSB9mKemZZYqyEwi6t3qoLJazUWKI4TOxBkQHaPFijTXh5/HZWgPbSS1NCcnuCT+QF6fcm\nDHYsNXQPT7c72RhQXiYkOvw+1Vimbztek8LYGrRYVDXSqLqIbrVDJUAuydLEcStFyvWtlggP1AcZ\nhYXb1wQNAWQdmCViCUOKZCzgHGuXpU/UO10RA3geqBMWVs9Kbi7NkgnE+KzJRXdeM3tQxH5YeRqF\nHNQYKeFBuoFDmGFc26u9V6YLtMUh0pY6cNOZtj3Lm4XzhSfMTq9syHiQSdC2t8rNKCw8UB/kgbqA\nAbZiAPdWuTXhXB8HYOUACngKc+mX1jIGM0/Dyl4U83+imf+mSXro9XRtWD5KTDemAbIhZHP37NXc\ns9zJPswadd4GYeIFSBxAPvfX+JNgHKV83/oQVYCdmZXsNpXyLHK5Z4WT8YvxUfWYNyvTRpIPPfSQ\nAdpeeOGF6T6cdKQjHdMUUw3a3gHwtjZUAD0pz8eOf4VwTfijiez7eozbLuMjeq21RWMZtdT9XoB0\nVfs8gxlshPAFbYVoMGhECwGVDugSFVY64KcDPk1Y16l1iZayB7Ppn13LH5id/A3KuHW1n/trkxOx\nmlC5v06klDp8kVGuEKmPg0FRyK8L6+oitsusIl1qNBDEVAOE+X3qKFaPHF1Hpkt0LLMKkPYVKcL6\nevLQ+ypb1kR48bxIuSbiquFtqU+4qdZZ45mW6+AtERddsWXzVSNV+0qDOObSEq2D9f04X6pw8TQK\neUqyc2NdhN4tCf7A4tZ8RnM4iFy+XlLLOEwcgYVerDYMyKcLeF0raBtGFgeQx0HkcghZGmhz8shr\n7WyrqDW8Q/U6Rz09Gj4U5xN5QcrtCXZ4wjyLXA4hk/uxSGi2wWakSvtQxBfN9YzCxNAta9j2XDu3\nOgLsh9U4lhHM4CByeRoFlwBZD1bz6fsPMXTLGp4wlVPGHeN+5y7CzD4UsdOncJdLyJT8VrLx/VkP\n8QTmcd9KN/tQxG6TfVSDys0e//AP/2CAtuXLl0/34aQjHemYppj2mrbpHHdPcoK7XNpmbPfaxzDz\nOIqNiWQEJh5HqbauaVLvmYAwIq9EO++CzFOw86sZ7Rpgi7ESQiDXgQB7YWMPbFp9W5B3QtaM7us1\nxfkAj6GCP5jRwj7YRMqrXgiK6tZNT+QFjbovQ76jPMm66Rprfj9ZMleAnU6fYviBdvqTTQrFxWRe\nntBfCwSSIEo3Z+/0CS04XUfN5VR5f0GEdbWq0cCgA7qxzFkqUNNr5XTT77FpXJ3100GiLsBbXk76\nfckO12XWCHtRzCgkbr3XxaeXhfl6iZD8eH3GaoMJ2nKbk2151VMC8Mde6xsJ2Pph4QgsjEPi7iIH\nezCbW+/cwGFksRtzuOOLDRqwk9gHG38VjIxiT1OB8VG/wm6plCG7OC97F9QytN7PHU1hdnhk7miS\nuSw/zO2L3TyBW7i7yMF/Ll5Pb4qjRBzgW1jB85qMSAJJdnoQeQzdItjifzeNBmwJgG/OeYK/lj7H\nAeQJ0OaVRadrjZ/dUqlhWK93tOqPb3aGTY/u7m4DtJnNZp45c2a6Dykd6UjHNMT1BG33A/jSZLe7\nkeOuKZpkPxkz4Y5l16JXOSFHAT4DJx/54wQzMsiCfJX3WCLMzhK+m3eZRNerqGWLGeCsEW4CcX73\nHoWPWQI8jjI+NiPILa8luKxQYeNymffnhvntrAC9m+OGlpmeWtQ7LPVUZ8Av5Do6PGEjTaYoNMzb\nO32Koe2md3LKYeEwMHt2Mp2q666Jbl2RmpRl0ucjXS4BohoayLIy8d7th0VN27xbVAO4GSnWeLJj\nVAd3OrDU07jBoJbCLSf93mSzgf56SwvZ4YuM9jhtkrlxuY8vlDjZDyvjMHEQuWxFLaMagO6Cnd+S\nPAxhyTXJtehARX88coNBm/7ew8jiEGZyAFbuXVhLFeC+BXU88lo7t93bzD0POtnhCVNNqEYKXW5P\nUqc6+9bplRla5+UACnmwoIqnUML78xUGAmSnX5znrat8lLOWjvp+xAC2YQVDuHcUa/kJJL7+x1u4\nd2Ed/33jIf58fg2HkM0933p11Hm7ANEsovuZHqgLGN3MqbpxvwuM2pVi0aJFBnDzer3TfTjpSEc6\npiH+czsiTNmkl2FMNmOLyq+2XqkXOXTgNc4qiPOpRQoroXD+LXENoCUIUEuNar6NmgisB9WMwsxG\nuHkMFWysUtjWHOEsq8rDh4Tg7XEIVsznI7+aLYzWd7lEUbaqCpBWZRMgRmepuk12DsDKGEw8UBcY\nVUumyOoomyp9P7owbjyefOz3i87Q38sRadPiYlKSxGd5bGGEM7MSfLlWvPfX8wS4e6ZKdH7K7YlR\nvqF6XJIK1ZogOv2CfQsGaXSRdvqUpI5cGencEOdfZbUwfChu2Fc9a3IzChOHkM1B5LERTnbBzkHk\nsRdFPINcDiFbU+i/9ZqB23SNIczgwYIqhkpWU4VoSDjy6mG+XdnAI68eTlpQpaQQx9YpkknWUxcm\n/mXOg8b3YxH284EChRtrZG51BNiDIsYAdqKCn2ilAiOQeCGlS1R3RHjbspzdJju3rvJxd7Fg2c4g\nl7tNKy75LAmAA8gT9+YYuZrLSdf8roXL5TJA26pVq6b7cNKRjnRMQ1x30KYxbv8M4BSAi6mCuwCq\nALgAzL3a/V/LuBrQlgrCZPwXJgDKuM3oBtVNw8fTY5vokPEFdqGEXbDz6XlBdsHOLtjZiBZGYTFq\n2cxmshIKe1HMfhTyY8ykA8KI+x5TmJWI0DY7wWdWRgio3FgX4QlzObdXB9jhFRIalVB4CsIrVPfh\nrCoSnZYdXlEX1KFZEOl+kR0eeVSdm24LNVYDLTW9qVtK+Xyk00l6vWR7u3i+YQN5jyXp1HBKsnOn\nU6Fni8qvzoywrUmkXw/UJ71MxxNDHdURqoG0XwUjowDmLpdigNZAgHwiTzQ27K8LclO9kB7pQgm9\nqOZpFLAHNj79oMzFGQqXWNq5xVprWDgNIvsS4HA1oH86hi5kG9OK9w8WVjH0pEfYUFnKuXeFyzB7\n11ONY2vadBCkn/edzTJPws5IildoP7J5SrLzJOx8apGwVxPnT+L30Mw2rLiEpT6jaa954GAvrDyH\nTEYB+rGGf1vkHLX+ESwwGMqDhVXJY1Iv1eP7XY+Ojg4DtOXk5PD8+fPTfUjpSEc6bnBcV9AG4PmU\nDlF1bJ0bgHu112uvZv/XOq6FaUtApEUvN2GPB9bGpk0vN5k+nunhvRaFOIaS0wAAIABJREFUX4HM\nSoT5eI6flQizEmGNQSvjV6BwSabCPyyV6YCXHyObMZjogJ8v10bobFZFarJagKGvzhQOAr8Kpkhj\n2CKsrxMAR6/t+sgiNM10gHMSdqNoW+/ODPhVo85Nt5bSDd/15algLh5LmsCXlAgbKVuRysWZEebn\nqWxuEtpoTy9X+PRymd2SncsKFfq8os7M50kY3aGXY0zUhGoUlh8NRJJeojH1koaEjbUKHyhQGG5X\nDY02uT3Bkrkql2Yp/CZ8PI0C9qOQG/6Lhy99zk0gRnehizGA58bRDvtdc0QQPy4khuwODqCQUZh4\nFnnsw2zuW1jHPsziWeSzGyWXFOyPbfzQgVyHV+b26sAoCZ1BmLltkZNtz7Xz9Ud87MVs/usDzeyD\njZ4FLp5G/iXH9c6M5dyJKv4GZQbDdiDvIXo3x/nJwHmeQIkBek+jgL/I/wZVgL/4+vPG8YzHyP6u\nh6qq/MIXvmAAtx07dkz3IaUjHem4wXE9a9r+SANpHwF4FIBtvOYEAL0Adk12/1MxJgPaUt0M9KH/\nwo9C4hBMY1i427R0qckwwtabES7APK6wqgcOfifDq6U/E2xEi8G4CaHcclYjwHstCu+EAFQ9KNJS\no2Ar6uhaJfPw+wkuswogFo8J8BJuVw2TdN0zVJFVw0i9tJQsLUkW9EciAmztcgnbIr0maGxzgA7a\ndK9Qfbm+nqIIqyodJLpcgmVrrBJgshIRuhwRQ0NNTYjjtZcKoPehSWz3aZNvqlK/nhLVU7Zj5Ut2\nuZM+pToL98EWmdscAbYfSvDHSwKMQeIg8vgCRI2XF9VajZvEc5ql0tXWKY4FedPBuP0y90GRDt10\niPtr/JqMRhEHMIt9EMbwfbAZNYyp0hipxfw6y9ZtshuWZ/++6TA/1O518flM3GVdw35YGQXoXehi\nNfxa/WUTL2oCuam1nzGAW+fV82uZh/mCqZ7HUMb/aXaz3XSvsd8B5LJbsnPv7eIa7Xmwmb8KRtjp\nldltEin/zxLTRpJPP/20AdrWrVs33YeTjnSk4wbH9QRtuzXh3NtSlo0H2t4C8OvJ7n8qxt2YGEPy\nCUxsw4MM4W6q0A3CzfwYWcb2ei1bFDC0rs7DbDQi6OM45oz7Hq1Yx9WrhFOAyUT+iUWk7TxYw2/c\nGiYgCsCPoYJ3mxT+j2UyPQtc7EERT0l2blvSwpdrZJ6wVHD7mqABSvQYa/SuAyu9UF+X70gFXJEI\nR6XDErGEsKDSnBT0zk1de22UJ2mKc0LZrQlurBvNtJWWqHQ5ImzekOAHnqSwbjyeNIhPxNVLdNfG\nq08adYxjAFsikWT8Utk2XZZEr3fr0xT6ty9x8/0DMQaK63kSdj5m8nIQ+ezDLH6MTA4jg4Mp130s\nAJsIYNNBSRL8W24oU5cAqGQuYhxgyO7gCVOZocWmuxd0Y65RH6aHrs921K8YbJt+fTo8oglhb5WL\nW1f7GIWFJ2EzfqxEAfbDyt22ap5CKQMQ3aqiwUPir/A5Q/tuGDO4e/ZqnkQJT0l2vrxe5uvzGkZp\nH+qP365s4JFNh3gW+Qyt8/Ijczn3rXSzWyod5Zl7uXvndy3eeecdA7SVlZVR/ayh0nSkIx1XjOsJ\n2s4AeHvMsvFAmwfAucnufyrGpzFtFyH0oXQmJPWvXremswOpnX+dqOAwZjCOS10PxrIqgmF7hE89\nHmN+PilBpA0X3R2n39bAKEz838UtXLFcpUlSea9F0ZoPRJ3Qn2YEuNMpAI/uDKBbSekSGKQALG+1\nJNNaqUzY2Nqf1HqgVD01vQi9yhYZtS99m10uIfuwb6WbsYvCfqrbZOemOkXUtJWqhvbZDmfStzRV\nr62lhbRYNMClabLpWnJk8nh04KADsPEM4fUaOzmsjmthpXeRBvwqQ+v9HICVXZjL71ta+KFURs8C\nFzcu9/FfftTO10tqjOs+MsbvUsaXrhlI3UjQNpblC81bw1CNjx+Zy7m/1s/fSsXcW+Uadd7JJGjb\n0RTm/toAO70yD78X5U8t9dy6yssBTXNtz3InvXe08G/v3MIEJMYBnkUePQuc7MUs4/wNIYddKOGz\n5ha2Pd/OPqmYe2+v1XTdZvMHZic3Lvfx8Rw/P8R8HshN+pKewFzurXKx22TnnhVO9kk2dmwJa6nc\n0d6oY++d3+Uu0osXLzIvL88AbkePHp3uQ0pHOtJxA+N6grbzAP5pzLLxQNuOmxW0DSOTbVhBD1ax\nH1a2YTk9eJSN2MAQ7jFYizhSxT2RMrln/v/svXt0U+edLvyTZLCNMb7KYKlJLDedhiSEpKSB3ENi\nE9Y3a9bXMwkyzEyapk0bsGx/a80MnfZ0bg2W5HatQ78v5/tmTsItsa5zTrh0BhtOA04rQ5NY2nuf\nOWCTWU3C1Ss44IQSwkXS3s/3x7vfV1uybGQwmIb9rPUuG0veenVJ3se/3+95HpymKpwnCy6QFevp\n+xiiW7Ieo5/uxwfUgAdmKigr4ykALrgpgoWUQOdsPz4gF9Y2s8H5nZ0KPiQX1t0ZxsbmCAbeSWMo\nrCAxoGKXP5uo5SJLUZdjmiu+z6lG8PmgRlcmEioxoKLXy6pj/H6KAjTbZV1hasOW5VF8w5IROSQS\nzOrjsK0RL8xieZBLq1jblle9ZEnDwaACv49V3Pa1RbLik4zPgVs68Nml3V0KUhfT2Pw0i7jiZLSx\nkbVDua2H8XkeijBF6lBYQfw9FRvWSPhvDT4co3q8Qh58SuVIkg0bGn34VE8LOE82nKeZoj16NXFk\n+Uj89SJtqv5c3qlsQpJsGLVUI9Yawt47W5EiwihV5q1U7e5S8OLsCJJUhP0dUfTdzYyez1AZYquD\n6FvQjg0vxfEBufD8zDB6iBGtt6pX4Cc2Lz6jMqT05/2m7VlseDKEuTUpbF0RRqw1hK3PhPAx2TFK\nlcKUd9jiwJ6nfPhtyePiOfT9xSbsa4tghGpxhsowQrXoW+bPMl0e85n/ElTaAOBb3/qWIG2/+MUv\npns7JkyYuI64lqTtIyL63zk/y0faDhPRwclefypWPtKWJEKM7slSgKaJhAM7a9+UGg6+GYgRm7O5\nSFasp5dwiuZgJzXpFhwrINEf6TYHDVmPdZ4Ix8iJlZYoLHrQ+wybqiccMMXoP38/gR9bu/DG5jTS\nKZbR+WAJswD5gBqxY1VUmOIesTWKCgM3kDUmEeQSNd425HFUPL+TVyP4IcdboLwat8vPiOU2d0S0\nNXl7dDAgob81jIMBCd51Kh6vYLN1kQiz+li9WMajZRIemS2jtkYTs3CKMtbgdygo4RNLHYaCUtaH\nNrcdyve2YxVrKW9Znh1xxTzmJGxqk8GH0/kMXN/yLhyxuvBouYJ7ScExcuA0VenCDkKkrh3PWbr1\neKUm0dYsRHhSyJqOJIVzNANnaDZGqYplzd6yEsM0F3vv8ggSeYbKMBSUxraiNSDxXhp7m/0YDCRw\nYMsAa02+FES/J6LPIMrY1MxUwH9r6USaCArdhTRZcJoqsZuaxH9Xo1SFntvbkSQbEz5YHdixxI/Y\n6iA+ITv2NHl1JWtV1nOIOd26ma8bKbIi9pUWQSSNyK3M/qETNiA7QP7pp5+e7u2YMGHiOuJakrZN\nujJ0meFnWaSNiFr0n/1istefimUkbUaCdo5KRLXsQ3LoWZNWnaQxB/n19BKGqFEnX0VIE/OQOkl1\nOEWVOE2ViNGSvIfyEDViLa3DT/8kjoUk4a+bmBKUD+YTafA+K6PXK2Orm1U1/r6kCxs9zK7itdUS\n1i+OYOfLElIX09jXHkXiPfaVCwaiUUaSNnqYbYea1oRogFehuA0HFwvww8248sVDhQIq/m5mF4Yt\nDpywONFsV7LMb/m1NrYpqKrUsKREwbvvaFi+HLjPouAjKzPWNdqEcNLX3xbFEasLQyFZGLbmutfz\ng3hfezRr3i2dVLF9ZRSJAVX8jN93xyo257e5QxGVNt5K29cexcB7GlY8o+LPrBH8mLxIkRU91IyV\nFMRa8kIj1io3WlSkxokku5F92w5TDWKrgzj4RhyxNSHsbfLhaBGbAxulKvHHyltPrGMebTYXDkWU\nLNI+GJAY4bM60dspIeaJYkOrhMMWF/6uuAvBN9LYuiKCE+TAPzt/ikuG12lDSSsWUpwZ+d7pEZW0\n/9fWjmGqR98yP45YG/S4KRaDNWxxYFifj9OIMEIVGKZ6vRpXgVGqRGx1MCsfVXxecyqzf8itUY6j\nR48K0lZcXIwvvvhiurdkwoSJ64RrSdruIKKLRPR7IvoBEdVw0kZEs4jo20R0hojOEZFrstefirWI\n2EC4sXoirBB0t/sUWREgNwK0AqcM2YwxWpxVZVlPHrgphPsogbXUCZUsSNFYm480EdZSJyNmXuCx\nOay69NJiGQtJgYVYWHpnJ6uU3XaLiuA9rBq0wSNjaZWCrSvCSJIN21siYiYsqzKmCwY2tbHA7JNU\nh01tMiQpQ9I0LRParqazW0d8dolXWjjhkyQW+/S9MlZF2dgUwvPFEXjXqaJSx2frNncoqJ+r4s9s\nTPW6eokCmw1Y2cJaoFJCyxIHCOuQhJalAOTmrkbbCU64jlhdWFqlwO/PVBRz0xH488o752eoJHZ1\nAfcSU7SuuzOEszRLCEpaKIAAtSClv4fnqBgf6rYT+dSgN/KSi+5npGh5lyA+e5q8epLBHJyjmSzw\nvcknXndZ0sT8o5TQEFzAzIeDC/xorpXxkbUR95KEH1v8OEH12OaO4ANqQIBW4TPd/oN/9vte6Mbm\nZREceJ2Rxq3PhnDgjQR6OyUMBiQhiDha5EJ/axj9njAObHoPB+kOcZ09qzZkIqqsTvQt81+WkH1Z\nWqMcd955pyBuvb29070dEyZMXCdca5+2lTpxU4korX9N6l9V3WzXfSXXnopljLHiVTSNWFTRSarF\nOSoWQgQWYfQUPqMynKNinKI5kOhOJMmCAD2LtdSJY1SPhZTAevIgRWMzSQP0DP6GvDhBTiwpkREM\nQgzjv/euhuJioLgYKC1lpM3VoOFnqxTc+hUVP1vFws6jUWAwKGHEUoemaknERhmJFfdbOxRmdh0n\nLE401chjRAdGkYFRiGBUCQKsAra0SoG9ln09QQ6MkB3fKQ7jGDmxc52MrhYZw1SPvc1+SHEVqgps\namck6C+KIvi3l2WsbNFwyy0ZixGnM0OujNYhIsvS6sRgQBLiikPhjMpUTTPCWVmhwUKMJBpVq0Nh\nNq8m1KwTHNpcWfvSAzK+WSRhle7TxpMu1tJP8QtqFaSeV9rO57FuudHXGSpH7JaVrDV8dxvSuj/b\nKFVhlMpxjkqw58lOpC+lRbU1eSGNTc0RvLZawqOzZXxADQje04X4eyqL/uqU8VxRCKepCiNkR8/L\nCez8KguH/wmtw25qQppY1NTeuzxIkQ2xW1YiSVacpDpsb4kIActRm0s87r62CI5YG/BORZP4b1Qj\nQqx+BQBk/ZGS7739shE1I/7yL/9SkLb29vbp3o4JEyauE64paWPXpwVE9C96VU3T1xdE9EsiWnSl\n152KZWyPpokQowegEbPfOEuzdKLlFt/zlimz9bDgFFXiM5qDU1QhfL0C5EaSrLiot1P5oS7R3Sgu\nSmNDq4xhixOLZ8pw1GvoWsmG8RNxFts0c4aGigpGan62SsGRokZ0rVTgqNfgb2H3TSczhrA8g1OW\nNDidzE7D6TBYe6hjbTOAzLxXr49dOx5nZCqVypAe/jtcNdrTyVq2BwMSer0yel5OYITs2NAq4T6S\ncVoXIfS3RaEoQCrJ1KIb1kg4YXHiXpLR3g7cdmvmeRtjr7hVR2JAZakNASlLFWs0BebkU5IYOTTO\nLfH78Tm/XT45q3UMZB/4hyIKXvtBHKeoCm4K4bg+13aeiqER4RLZ8rY8z4/THi1kXY144UqXSiyq\nKkkWxG5ZiV+/+IaeOVqOM1SG3+nt/pjDndWG3rHEjxRZcYoq8cgsCZvamXBjaZWC+ICGTe0KRqgW\nSbJg22I/Hi1L4DRVYZSqsJAScFMYI1SHvrvaMExzhYnvtgd86NErbCMWO4atTuxYFRWf6aNFLuy9\n24ML+uvM34Nff++NvP8zyyVpXwa16Hj41a9+JUjb1772tenejgkTJq4TrjlpExcgshBRLRHNJSLb\n1V5vKhYnbUkinKUSnKQafErlWE9rcJLs2EnNOE1zEKNv4iyVYi39FGtpHdZTK9wUgJsCWEteNFcO\nYC35cJoqkaSxs04KLUDT40kQAT4vIzI2q4a/uEvGMXLi4Vkyen0KPrI0YiHJ+Otm5ml22y0qtixn\nakiuKn1hVhS9nVJ+vyy90mZsO4qAdT47ZiB5jY0sC7SuDmhrY+9yR0fGJJe3Gbn1xmBAYiTIz6p+\nm5dFMEz12LoijEfKJLz2UgIvzo7A16kK77e6OuDR2frzLJWwwaPA55Yz5raGg5aLJ7a1ZAQFqqpb\niVidGOxOCLKaRUD1awyFZJEvypWhu/wslsso0gAylbyY3mJ708kMWn9BHjxcksCPrT4cJweG6KuC\n8PDZrA9p3rRXzK5k/Qc5mJfanR7dEJq1QmP1K5A2EKMRqs1qlcdeCuIzKscI1aLHKzNBTDPLvP1h\nswyrRcPGVgn9njB2/mMcvyAPkkR4c2YLHixO4CNyYU+zH8OWeux5yos9zV4MUz1enB1hfxjoj7PL\nlxGKqCkVfcu7MJqTmKARoe/utrz/M8uX1PBlrbRduHABJSUlgrgdP358urdkwoSJ64DrRtpuxLWI\nSBiAnqOZcFMIa8mHpF41+5TKsqoU/3ddJ05RlR7I3oWPdUPWteSFm4LYSc1jDpgYLcaKP03DZgPc\nbqCmWsO/vSzjh80Snp/J2ouPzJZZm8mr4OFZskgB2NTOKlwbPKw1uX4Jqxz1eyKCtI13MBlzOBsb\nGYFyOg2tU324PJFg1bmBAYi0AkliIe9cfcoPw+0tETTXsr1u7mCpAr98qIu54VucwniXx2KFw0B9\nPRAKsufmdzOxxSNlMh4tV8T8Wq53XGKAkVXXbSpkScO+tkje8PLcfElZ0tBcyw5/YwZllumvThD6\nPWEMWxzYtiKM4+TEm/9nN85RCU7QXLypD9G/1ezHCZqHszQL5/X8y/9FC/CpXoHLbY3eyAIEjVi7\nfoSqsPcu5oV2hmYjTVbEVgfx1hMv46DtLrz9wus4+EYc+9oiSF9KY39HFMNUjxGyC5K1u0vBMXJi\nhOrQVCOzCm1Sw/aWCEapAmmy4ByVIElWbF4WQbNdQc+6BEapCmepFMM0F31PszlN/r68H2W2L5Ew\nq/Jy4QAPn9eIGVjHHG6kLqSyPuP57D1uBjz55JOCtHV3d0/3dkyYMHEdcF1IGxHNJKIHiWiFvh4i\nouKrueZUrK9TGdy0SXe5L4ebQlhICZwkO9aSF8trBrCe1uAcFSNNVnTfwTIT/83VhvlfS8FNIXxK\n5aLCxqxB7sJFvWpxkazwfmsAFgtQXs7m1O4lFkp+kupwghx4YVYU3nUqBkOsXRjsVrHVzRSQzBRW\nxoY1Eh4pk/BIaQLb3JExXlTAWD8qYw6nokCIEDhR4vfb5WftUVlmJI0b2xoH+tW0xqxFrA2ifZVO\nMeKWupQdaTQUZtFT21qiuO1WDatWsZarlNCwtFKGb4WM+EB2pJbRO45XC3nF8FDEEE+ltzJ52zZX\ndKCqwMZW1mrLtQnhOBSWMUJ2MUN1YEscm5ojePOZEJJkw98WefHfbl2HT6kc6/7kXexp8uHNea26\nH5sVKbLon4f80WY3+jqvV9f2NHlx8PU49jb7EFsdwuf6Hyixr7RgX1sEKbKJAf/tLREc7Jawyycj\ndTGNmCeCDasTOBhkBH7gnTTe/Eo7TlItzlIpUmTBT6yd2OaOIHk+he0ro+h5OYEzVA6NCHvv9mRF\nYu1rYzNtu3wymmvZ+MBQUML/3vQehqkOGpFQj+550pv1XhpnL2820tbZ2SlI2wsvvDDd2zFhwsR1\nwLUWIpQQUZc+z6bmrN8T0c+JqPRKrj0VaxERPqVyfEZzkNQ9pNwUhptCOEl1+DNrGK2rVSyySCyI\n/YkgTlMVTlINfkRerCUvjtE8tFAI62mNUBeupZfxVlEzRqgWBwOSiGWKD2h4uFTCc0VhPFicQE+n\nLCpTh62NWFop47mZUXxADfAtjOLSRTYvNGxxYoTsOEl1GLZk2qLGw8log7HLJ+OIIYfT2B4VxrL6\noLdRiMDbk+l0dvSTJLGA920tGQUnFw7EBxh5S6c0qCk2i/a90hCGqR4/aQxjIcnw+9js3AfUiCcq\nx88R5XNtDger/snyWFIXibDbjZFb/LnJMnTj12xDXiP4Qc+jjkbIjuPkxPMzQwjc7cNPrF5RQQvS\nSiTJhlNUiQu6SGWIbsc5Kpl28jXZxdqgbpyhcqSJWXr0LfOzKinVY6hoAdJEePt73di+2MdaoS8n\nsMvPzIs3d7DP1y8f6hIWNFJCQzik4RULM9j9PZVghOzY2+xH4r00DkUU3SC5CN+bFcJbdjfzQaxf\ngcFAQrTdh61ORrRDMno7Genubw2LBIRhqsNvXuxmVcHW0Jj3kpO2L/MMWz7s378/K9LKhAkTX35c\nS8uPUiLarxM0jYiOE1G/vo7rP1OJ6J3pIm53UTHctBluCmI9efAx1eAk2fEj6kSKCB9TNf6sKIqK\nORrWPKjgONXjU5qt20FY9AiqlSC6hCC1ZNRttATHaB5Okh0H3tAHtwdYi/CEhbWVHp8jIxLJhLIP\nBllF7Tg5sb6OpSD4FkbhrFextJIN/W9qDuNgt5SVBmDM5NzXHsVhiwvNtbIQIuRWowBkAr4tDlHB\nMpLA3Cgon4/loQYDrDWWvKShrQ2oqQF8bkbG/C0K9rWzWbTtS/yCZJ4gJwZDrBXKQ+zHi0vksVJ+\nf3ZVkBNPWWYiC95a5aRNSrC2aK9XFn51uX5dHJwEJr9Iom9BO/7tHwbwQkkIp6kCo1SlV1k7sWFW\nG2bRF9hJy/Aj+ilO0xwcsNz1B1dZ4+sS2bCnyYszugXHOT0/dc9TXsjFTIDTQ83Y2MTsZLbd2gHX\nbSoSCTbn2HAb8/x7fHYC2xb7ccTSgF1+BU9UyDhJdpylWXi+KIBer5xlGzMYYHOI29xhJKkISjGz\nyhmlcvS3hjFCtaLqx7NPRy3VGKFqHKT50Ijw27KlbJ4xx4eNkz5eeR5PRfplRTKZRFlZmSBuH330\n0XRvyYQJE9cY15K0rdOJ2b8T0RN5bn+ciP6XTtxenuz1p2ItIsIFsuIk2XGM6hGgFnxMtVhL65Am\nK9aTB8fIiT+/S4bNquG/3B/GaarCx1SNAK3Aed0SYohuh0ZMado3cxmSVIQfW/24l2SsWcLmuB6a\npaDOruHbM9kAt2+FDKeDDXQPW53Y5ZPR08kG9l9bLeEXS6I4bHVh/ZIoAt0afCtkHCcntrnZwSWi\npeRMC3OXT0ZTDave5QoR0ilN+JTx+w4GJGFgO2x1Yigki1ZqXR0jTrzyVVXFyFtjIzvEiYBZs4CX\n/5ElONRUqUgMqNixKor4u2k01cjwuyUMBuUxsVlG5IvW4iHvfP6O55JKCQ3bV0bFLJQxpmrY6sSw\n1ZltBDxBu6xveRdr1S3rwqbmMFJkwRmag4/Jjv/sYnNub814WrQU02QZ10z3cutGsAVJEuEMzcFv\nvt+Nd6qadWPaSvQtaBP7W08vIfB6Gr98qAtHi1zY3cWi04qKmLK4x8s+g1tXhNDvCWMwIKGnU8II\n2TFCtWyWUH+pOWnrbw3jUFhG+lIa+9oikGew+LczNBN77liDFFkwSlXoW+ZHkoqEqe4ZKtPV11ac\nodkYtjjGVNB4Zc3o4XezYfny5YK0bdq0abq3Y8KEiWuMa0naPtDbovYJ7mPX7/PBZK8/FWsRZYxx\n11MbkmTTZ9uC+JjscFMIx8iJv26S8ewzGlZRGCepDmvJh1P6fA5fMXoIxUVpzKtjrvwD76rwtGp4\nrFzG2iYZA+9pkCQ2lP9EpQJvJ6sYHdc9z4wD/q4GDX6fhudLmDHtkmIZbmKEcZjY4ZVVZbIr2OUb\nW30DMsRll0/Gh+TCxj9i/lrGTM6YLmzo9crCRJUvTqAiEQhF6MAA0NICzJ2bqbRtaJXhb1FQP489\nT64+zRdIb4SxpWUUDRitPtQ0yyXlth1cBSpIXlrLmqvjz3uiwzx1IYW+ezrQvTmFB4slnKRa/Ji8\nWEVhPFIS1y0rytFX1ITPqAzv50SQndSjzKabjBWyfk+sJZkkK4Zm3oMUWTFKldh7lwcjZMcR+ope\nfSvGYEgR74GaZu8lr7jyJIQRqmVJBXpr0vjaG9+T/R1Rlmagk+lDYRmjVCH2pRJhz9yVGLY4cGDL\nAN5e2IFLn19Cf2sYUtEiQTZVsmDPU96s99f42b7ZKmxG/PznPxek7c///M+nezsmTJi4xriWpO0C\nEW0v4H7biejCZK8/FWshWdFLzThOc3GKKvF6uQfHyYE/n5+Am6J44pEU2u0RPDJLwkJK4DRV4mOq\nwc8rO4Wnm0aEfbQED86Iw9upIZHIOMd/p4RV1Z6okMVcGz8EG27T4HfL2PnTBGKeiLCxUFVW1Who\nYO1I3woZG5oiOKYr+Po9EUFiDkUUDAYkDFuc6FknCSUehzFSaigkY+MfdSFJNmx+OppF+EIB5rkV\n7B4bOs9n2sJhIBFnwgWnQ4PDwfbpamAWJj9slvEBufAXM6JIxDP2HZI0tj1rhLEaxkLnFWHbYUww\nMFZVCjmcebboePfnOacPlykgUtE524+PqRbHyIHnisL4TFdW/nreCr29OH4F60ZumSaJMEoVOLBl\nAEMz74FGBGXWEsR+ENA92whnaSa+oCK8+a1uxN9T8Wg5E8XkttYPhZmBct9dbTj4RjybJGuZuUKX\nS1ce55DpoaCEEarFW197CUki/NstL+E2Zwq7uzKzb33LWTwanxv8Hd3K2rhPdk5adHAzCBPi8bgg\nbQ6HA9p4fx2ZMGHiS4FrSdqOE9H/KOB+/4OIjk/2+lOxFpKNhU0lcvrhAAAgAElEQVTTEiTJBjeF\nsNISxUKS8CE1iuB2Xl1Lkg07aRnSZEGaCBdpBn5Ps9D3vQBOkBPNtbKoMO3ys/m1k2TH6iVyxvhW\nj5FiaQEubF/CrA+GwsqYQ0+WGYn5yNoIN0Ww0cMyRKPRDLnhyrsXyzOeV0YSxIfI1bSG1CVmpZG6\nxOaC+EEbH9DwcBmbTzpia8yq5CUSTPlqtQKbOxQcsbmwfWUUUoIRM0kC2jwa7iMZP/lqBB9QIza1\nK0gMqHixnKlgx6u05bZMNQ2Q4sw4eCgoTdpzK1dBO5EVSvpSGv1tUQS7VfxwmYJjVI/PqBw/Ji8W\nFzEF8SmqxJuO1hualE20UsQUzXubfboi1ILzNBPDVIe+Be1IkRVfUBFUsmDbN71IXkhjw+1d+IAa\nsGlZRsRinJvsW86ECDtWRbPeU07wuAo5H1EX3njOFmhE+IJK0OuV2B8r+nxa8osk9nx9NZJ6K/oc\nFWPUUo2tK0KTFh3cDMKEdDqNiooKQdz+4z/+Y7q3ZMKEiWuIa0na/pmIThFR+QT3maPf59XJXn8q\n1nwqwVl9IHsnPQ03BXGM5mEt+fDobAlLH0tjLfnwMdXATQGsJw8+o1Jc1A/F82TFCNmxqZnNQG1q\nY8aju/yMtBwMyvhhswwiFT63glCQtZt47ud3SljE1HdKIgiHNLga2O9ySwtOYmKeKMJBVbQqnU6W\nAXooolsmtEeF6W1WFqkhZcB4gOaSpV4vm6XbsCZTreOP4/OBZYauZF5cvOW4y6+Itum9xIyBDwRk\n0d7dvpKJEmKeyJjMT47xRBIiuD6SHUUF5PHmMjyXiQ5pfr+hkCw833i6grdTQ+Bu5vo/Qnb4npXw\n3IwwXnMxE9g36z2I0X2ipWds7003MZtonSJmr3HwjTgGAwn0t7Icz5izBcM0F2/VrMAFskIjwrYH\nvMyig2x4hdpxxNaYV6WsptjcYsOt6rifqcvNLya/SOLd6qeRJItQ+fLbYquDIgv4EhH23LEGPesS\naLhVxS6foQ1rVtoE/uRP/sScazNh4ibBtSRtNfpc22+I6M48t88nol8T0e+IqGay15+KtYgIZ2mW\niJ46TVX4PZUiRYTXStvxvXvZbNOnVIbTVIkvdNsHlSwiEmibO4yGW1VRzeLVhOZaGX4/G+h/sETG\nCQv7mQgy13Snf3Lgb4v8iL+nilYmV0zu7mIu/0YiwslUIp6Z99JU9r3rtuyDjT+O0erj/ShTXhpz\nPjmR6fXKwj6D+7olEpl2raJAPJajnl1DkgC/j7VZpbgqDHZTl1jlpLeTVS03dyhjD/E8hzt/3rzK\nw327+HPa186ECLv8mWogJ35ctZg7+wRk7sfTFYaCEobCCjxrVNxnUVAxK4lXqA3rFwXwvVkhnKRa\nnKJKjFIFPqPZOEcz8hK1JN0YQoPcxT+fIxY7RqkKw1Yndncp6Hu6S69gleBz/TldoCI8UhpHzzqW\nadvzcgKHIooQqPDq1kTvW6EwVjq5clnMH9pc2PP1NeI5/I5uRYps2NvsF+MAX/bK2ZWgq6tLkLbv\nfve7070dEyZMXENMGWkjos151g5dQZomIpmItupLokyA/HYi2lTIJqZ63UcWnKIKuCmoWz2sw1kq\nxTmaiRRZsZOakSQLzpNFRBidJyteva0Tf2fz4gQ5MBiUxdB+Oqlib7Mfw1SPDWskLK1SUFOtYfVi\nVsna1CZnHXSaqmFvsx8psmGrO8zil3TCsbuLJQ7s8sl5K0u7/Oz23V2ZdABO+vJVSPjtR4pY+7LO\nzsxue70ypLiKXp+C+ro0Ni1jsVnhcMbgNpXMeLEBEGHtibgGKaFhMKQIJ3teveJB9umkKqpv/GcT\nOdhnkTAtQ7L2tUVEpugLpREsrWBmr7ktvPGqbcYBeWP7eGkVE1K86vLpXn1V+IzK8TnNxGmqwFvV\nK6Dqbcbzep7seSKc1K0zbtQVp/nY+kwQe5q8GKZ52L7Yh+ZaCQP7k4jdshIjVI1zNAPnqBgnqRpL\nKyT0rJOybDVyfdDyvZ6FEjcRNZaHCPL3rL81DKVkceY5FH0To1SJYarPxGrlydG92dHf3y9I29e/\n/vXp3o4JEyauIaaStGlXsdRCNjHV616y4iTVwE1h3G+TsZZ80IjwOc3Und0JKb19xNfnNAOvrZHR\n5slEJvGoqB2rosJ4tNfLCEbXSgVWi4YfLc8Y0BrD3mOtYYyQHd8pDmfmyVQNQyFZkJJc5LudV5mG\nghL6PRFhi8HB59t+torlhm5qVzBsUK5GIsALs9j+nysK49vFUYQCTGW6qV3JZIVqGdXpLr8ijIE5\nUeOHKq+KGA1++c+4XUe+yglPRZBlRrCGghL2NvuYAWxQwlBIxjZ3BMPkGGvxYZiJM/p5jTvfpgHd\nm1N4xdKBVx8LIEUW9FCziKM6R8U4r1ejWFXNllXJmm5iNt5KEmHb/Z04pr9GjKTVMvLbzpIt3q1m\ndiY7Gz2ItUbQ65WEbQpXIKeS7POSSo5VbBrVvQULQ4oaRSTZUFDKZM7q82yxl4JIkwUHrXfhgv5a\n9y1oz6qc5mup3+w4f/48ZsyYIYjbqVOnpntLJkyYuEaYStL2/NWsQjYx1WsuObCSWP7nn1lD+NFX\nAgiQG8eoFgF6Rsyu8UM6TYQf0zqUFGuwWoGuFjnL3yx1MY09zX5sWJ1g8U4RVo3y+9lcmSQBm5Yx\nYvRieZRVvmyNeL4kCnt1GttXRpFOqoIUGUkXkDkwubmukbAY1ZVHbC78f0UdSLyXzvI+4/mjkQgj\nRNvczMJko0eCqgLxd9PYvqQLG5tCSFIRtrqjiEaZUGFpFWurKgrgqM/8W0qwtAMuTODVFx74fcTa\nkCUmOBRhVTmXS7f3yNPO5Afz7i7mv/aJpQ4jZBcVRH745/s9LtAwvja8YmQkCpz4hmtYUPwrczux\nlvw4STV6O7QUn9FsnbgThsiFFOVvhd5oBO4VegkjZMe2B7zYe1ebrhAtRWx1COGgiv62KI7Qrdhf\nsRxPzRnAEasL+9oiGAwksL0lwjJf5Ywfn9+XeZ8OhWUctblE8sZE7UqjJQf/XW7PYfwM8/fnrdtf\ngkYEeeY3kSIbYresRPpSOvuaV9Ga/TJjyZIlgrT98pe/nO7tmDBh4hrhms20/SEsom/ATRF8THac\npkqkyYKPyY4AucUwNF+/pxL8P3O9KJmRxkKS8dJiGQcD0hhF27DViWPkFIP6fO5LURhZshIzo/Wu\nUwXhcdSzyteRIjb75XQwUiRL2ScTJyy7fPJYew/DrFDfPR1IkhX72qNZlQmeSiAl2O8NBtms3WCQ\ntW03tbE2bs/LCWxfyZSVjnoNGzwZEQUXQ/BKGDf5VRSDglDiggWXIFfplJZlARKNsoNXECqd+BoH\n2fmM4GAw0woVRCCnLQqMDYfn4I/BY7sORZhv3QjZcZqqkCYL3v5BEBubmUP//3y8EyepFgF6VlTd\nPqcZIsrqRl6jVILTNAdpIpyhcgxTPfbMXYkU2RBc4IfNykLZ+5axtvz2JT70eyI4WuRC3/Iu4fXH\nVcwdHcBgKGNefCgsZ3Jt87Th831ejX55+YjcYFDCsMUBpXSJqBS+U9WMt5auw2B3Yozw4GYRGEwG\nf/VXfyVI2w9/+MPp3o4JEyauEW5q0jaXnDhGDqwlL9aTR1eRPoXPcw7nGC3CMXLi0dky1jYrOEZO\nkWKQq2zs8cp4dLaMgXdVbPTIeKJCFtFNqsr8zvi8mNF8Np1kuZ1N1RLCIU2QotwZsN1drL3JSU8u\n3o8qOFLkwvYlfvS8nMCgHuqdiGvY6o7isLURQ2Fd1CAxAUH8PRU/W6WgqVoSJE5RWGQUy0J14eEy\nBTU1LGJKVVnCwpblURwxGPpysnUowqxBdqyKCiHF5g4FRUVM9WpUkzLvLjt6Xk6IFmsu8rXExmuT\n5avE5JqwSnEVL85mbbr13whgPbXjte8PYITq8DHZ8ZPGkC5KYeriFFmRphvfk42v81Sk+7NVYscS\nP251pPQ80RqsfyCEgwEZg90JJlCgeuzyyaJtmmtcbMyqnYxyM9/rzv+dW2Hr7ZTwvbIIRsiOC2TD\nr+1/KtInRqkK70eVrN+7Gaw8Jott27YJ0vbwww9P93ZMmDBxjXBTk7ZSmo/TVI1TVIljNBcSLRhT\nYbtERXhk5ntYSAo8rRrm1ml4qFTGBo8MV0N2jNT7UdYOrasDNrYpOE5OnCAnmmrHhqQbVZKAIQ/U\n6hRt0ay0AEOFyeiDNcYCQ2URVd+dFREzTbu7FH3g3oXnS6Ki0sYPZuYZ14i/WSaj2c7sSnb5FfR0\nyjhsbcTG5iiqKjWUzdJwn4W1Nzd3sOttWZ4xrzVWyETMlsSrZbIQKxifE59x6vdExrSEL1dVy9cm\nK2Tm6VBEwRFrA/oWdODNP9Vbwd/04WOy4y/rAniF1uCiPlM1njI0mTPreCOsf6fbcY6KMUI1iDlb\nEPtBQJCiPU1epIlwmqowQnYMBVmEWW+nhGY7E6Ncy0oWJ34H34hjb5MPg4GEECUMBiRsc4dxhuaw\nYPvVQRa3VdmM33y/WyhMzUrb+Dh58qQgbcXFxbh48eJ0b8mECRPXAFM50/b3V7MK2cRUrypy4WOy\n42OqRoyWjDkEVf3QXr84gppqDa+tkeFzy5g3V0M4nGkT8vkr7l/GLTk2tY3NAuXIdezPZ1dhPJyE\nf1mEta64sjPfMD+rdDVimzuCwaCM+ICGznUafG4Fc+vY3qVEJqoo/p6KzU9HkbyoZilTN7UxEufz\nsgQEn1sRlbp8Q+q5ys98/mm5z+mItYEZtl5IY3MHu14hvmv5UKi6UE2p6FvQjiRZ8O2iENwUxn91\neHGMHNhJzXkJUS6Zz/2cTHcF7gKxmcs0EfrLmpAkK/Y0efGJpQ79njBGLHVIEqG34lmMUhUGAwkA\nGbuXodBYNedEr/tkiBO39Bi2OjFqqUaSrPjEUifaq0NBCZ+QHWf1ymbspSD2NvuyKm0mLo/bb79d\nELf9+/dP93ZMmDBxDTDV6lH1CpY2XerRhWTTW6OrxexS5hC0Yi39FK84fHh3fxp+t4yPyY7j5MSa\nB5WMb5lx/irC5sVk+TImo7rKse/pLhy1uS57KBlntYwea3x+bEzgejq7Kme3s0SDujrmueZ0MqsL\nrgDl33PCc+CNBHYs8SN5IY1wSMPjFQraPNnmv5ys5hqsciKbrz2ZL52Azzvx9mlX1/hVxPFem8mS\nPFbVdGCUqrFhjYT1i8NIkgUBahGtUCMZyiVkKSK8T7dNO1HLRx41Ip38zMLb330dZ6gcB7YMYDAo\nYftiH0apiqWAtIaxu0uPQcux4Ljc6270VSuEUPE/ULjYob81jKGgJP5Yia0J4SyV6KTTglGqQKze\njVGqRKw1ZFbUCsTzzz8vSNvPf/7z6d6OCRMmrgGmkrS9TkRbxlmabqI73u1bCtnEVK97yIbzNHNM\nruROegLHyYH1D7BYpodmKVhaKeOEnku5kGT4fWOrOeNVmnLJm1HlyCtt3PtMSmhZRrjcT4xfl4sb\nQqFMkDfArs3VobKc7VxvnKNLp5j4IfhGGjFPBD0vJ7C0QhJ+bS+WR/WqjA39bVH43TKOkxOPzGa2\nIJysjRcEbxQjFNLOEgIKXaiQTk9OHZhrrjuetUduHFNPp4yHZ8lw1qsI3OVFigivPtqNfbOzK22/\npW+IKttxqr5hKmvGdYks+IJK8dYTL2PvXR58RrOQJgtiDpab2rfMD0AXZFgc6FvmF6bHvV553MSK\n8d4rrvwsNAeWW3oYbVg4WIg8E4OcpVLsbPTgDJVDI8LbCztMwjYJvPrqq4K0PfPMM9O9HRMmTFwD\nXJeZNp20bb6aa1yL9XUqy6qoaESQ6U68+v04DgZlBLtZeHYwwKwtDgZlbGyK4CNy4UBAYaHYBtJk\nbFvyRAFOboxVqXwqR26m+0JpRKQa5Itz4ma1PJGAX1NRgPp6oKqKEbR+T4SpA1siwoojneb5oY14\nsZy1q0bILubohsIKPrK48N3SMLatCGNjq4RvkIQT5MTjc2RRQZuIVPGg+KFwRg1rnGMD8pOrCYnd\neBXLAtuhua+/mlKxsSkMN4Xx10vjOEVVOEul6J39DM7psWacqJ0nm6i8qZTJ8zR+biZqnV6P9Vb1\nCgxbHNjeEsGB1+M4S6VIkxV7nuxE3zI/kl8kEVsdxN67WKQV/yNhdxf7I6FQ3zNjxNiElbic92ui\nCujB1+M4S8U4TzacpjL8V4sH//qTdxBztuDAlgGTtE0CiqII0nbrrbdO93ZMmDBxDXBTk7b7yJI1\naH6RivB8UQBHbEwR6XKxdh2v/vCMTjeFsWaJDCsxAsWrYTycvdGlIRIBHI5MNSw3SkpNsxYjny1L\nJ1Vsa4nihG54OxhgnmJDIWbSu30lU2puX8lyRre16KHthlZoJALU1rK1YQ1TZW5YIyEUYnvx+4Ei\nm4aNbQrCQRWDQWbGy4fSE++l8WI5yznlCtDNyyI48IaEjR4ZiXh+cmQ8pI2Vts0dCopszGLCeMjn\nc9qf6GAfT1xQaDvUSJK5f1ySrEiTFTu/2oa0nnTAPwcxWowg/amYadToxoyq0ojwOREObB5A8C6W\nkfum04MUWbBn7koc0duX+9oiUHU15tsLO7LeM+Nn83KYKCZsovdrot/rW+YXz+U8zYRGzO4jSYRP\nLHXmPNskkEwmUVJSIojbyMjIdG/JhAkTU4ybmrR9gzJtriFqgJuC8KxOo8fLqms+H9DQAKHW7PEy\nX7N1d0fwITXCe09UzIIZY6R2+RVIEiNsLhey7Dk40djdpWTNlnGX+RdKIzhODvR6ZaEEXVopwzFP\nxaZ2BfYaFS/MiuKwhSUeGAkQb5HW1QH2Wg0PzGRpDFVVQHU1EI+z28Ph7EOV72lbS8YSxDhvtmNV\nFB9SI5ZWjVXBAuO3hXnVTVUzVTEpoaHXO5a0XWmlrdBh+CzPMJsLe+/yYJQq8WT5AGKlzTppJ1wk\nC85SsSBpvHWuEuES2XD+BlKNniYLDmwZwC6fjJPEhAanqQobGn14siKObe4IpLiKA6/HcYbKEatf\ngeQXyUyiQT7LlDw2Hflex1xRyeXer3wEO30pjT1NXsgz7mdV7qL7cYZm4wyVIUWEPc3eyxJEE9kw\nmuz29PRM93ZMmDAxxbipSdsiYoPP/bQEC2kAH1ka8USFjIfLGNmprMg2luXmtPYaFT63jIdLEni+\nJIL4e8xBPhHXMzkHVGGdsbmD+aqJ1pzelkqnsittXEgQDrHH4IHwR4sasbGN7aHHy4x3vZ0Zk9yh\nEAtUHwrJIvUgkQB8PvaulZcDXi+rtHGRQP08DV0rmVJTlljb17dCwiOlCbxQyg56wGDT0J3ANncE\niQE1Mxc2wcweh1EYwZIaGPFz1GfHHxUy+H61Fg+5pq6xNSGMUC3W3x/Er6pX6JWeIkHQeHUtrVeA\neGD8Z1SGIWqcdsKm6Z/dtxd24NK5JLYv8eFXj6/DKFXhe6UhnLA4MWxx4sWyMHq+2iaC13mKAY8S\ny6tq1ol63gxXw+toNM0t9PU3vodcISrP+CY0IpyhEvQtY9m9e5t86G8Nm35sk0R7e7sgbf/4j/84\n3dsxYcLEFOOmJ21vzmgBkQr3sypinih61kk4bGuEv4WpKg9bG3EfydjckWlBOhwZH7Zj5MSmdkZE\nHp0tixD2I1aXUIdy81ng8mKFVIq1MYNBYF4ds+Kon6uyipyVGdYm4ppovSYGmFFsbycz5bXZ2M/T\naXadeByCcA6FFYRDGh4tZ75sa5sVPDRLwUfWRrRQFMfIiRMWZ5ZX2qFItn9cbht0olkofp9dfrb3\n/rZolrqW43JtTmN1cqI2XqHkbjCQwBkqxyhV4VMqQ5osOEcz8ea8VvTMegbnqDirXfrL4mfw29lP\nQSPCh1SXRZymq236GVmx5441SBKh7+42JKlItzGxYduKMIZCMmJrwhilKiSJoMx+CIfpVrxYzmYm\nJyLIu7sUuG5TJ8wVzbWsKQS570/sBwGkifA/H/4HnKdi/Ob73UhfSmN/RxSD3QkMWxzY1xYxK22T\nQHd3tyBtf/zHfzzd2zFhwsQU46YmbbeQHZ3/KYGKOayKdbSokQWx+1mlKxFnP/e7ZRzRSQVv+aWS\nLP1go0dG8pIewG5xCs8rEePUHoUsZWbP0klVqPWMxId/39UF2GxMUPBoecaWQ0ro4fIWO3o6JWH5\nscufedxen4K6OqYsDYcZuQyFmOXHBg9rSS6tkhEMaPibpxVYSAORivWLowi+kUZPp4yhULbrvRRX\n0VwjYXsLq8Dxdm++WShjOxTIkDspoY2bdgAUVmnb3aXA1aBNSBJzyd94hqy8wvMfdDtO0WyoZMF5\nskIlC76gIqT0atsFfdbtixwbkBthnaFS7Gn2IpUjONjfEUX6UhqHwjK2ucM4Tg7smbuSkbp7OnBE\nzw0t1EZl3PtcQfXTSPTUlIo9T3mRJEJs3rPQdPLJDXf7PeExLfSreeybBUNDQ4K01dXVQTNDWk2Y\n+FLhpiZt1RYXPqBGtD6kIHmJVaL8Pg319YzoRCJ6OHolIy1qSs0M2suMoLhcekuzUkZPp4ShELPO\nGAoxAhQKqHiiUsFGT8YmQcwE5am0XbrICNV772pZrVMA2NcWQZJs+LsZfsQH2ID/wYCEfk8YgwEJ\nUiJTCayrY8/B62UebQ+Vsnm8pZUy/H6goQFwu4F7ScFhS3bFxDifdyiiZH1vTGMwQlOZmfB9xGK7\nsiw2rmDoPRf5bDsup0A1zvsZ80cPbImLofcYPSC+z125VjA3wlKJ0F/yFEaoFgdej6NveReGqR6f\nWOowFJQy8VAWBz6x1DG/vfMpQebG81ebrKK3kPvkS+vgn//9HVGMUC3SRNjzR6tFTmrfgnYMWxzi\nueTbjzFs3kQ2VFVFeXm5IG7Hjh2b7i2ZMGFiCjGVPm3fnmBpRBSb6D6FbGKq1x13LMKaBxUQaejo\nYCStqAh4+mlmnyFJeiVLbw8OhRUxM8ZFBl1dQI+XtRs3trG0Au7BlomPasTSSt0PK2fAO/dgY/FQ\njfjZKmUM6UldUhG8pwsfUgO6Vipotitsdsmqt2gd2ZYjksQqbRUVQGUFqxr6vBrmzWP7T6UAv09D\nzBPNipBSFKDRlYnZEspLXfGa294EMjFcI2RHT6c8xuKEe8y5GrQJ226FohDlaC5p+8RSxxS1rRLc\nFMB5monTVAGVLEgTEyKkKNPyjNE9OExfwVmy4AIReuixaVeRnqMivFASwjFyiD8keBTYvrYIjtpc\n6PeEseepTkGEjG3l8YQG+V7PQl7jie6T7zb++MkvkiIg/gzNRmxNCH0L2Oxd3zJ/3s9HoZYjNzue\neOIJQdq2bt063dsxYcLEFOJ6JSJMdJs6XYkILtciPFWjoLlJg93O5r/a2zTcSywBQJJYG3Rjq4SY\nJ4JwUBWu/Q0NQHs7I3fBgIaHyxTU1miM0OkZm2paE8KCUFAPgVezq2u8isUrb/EBVmnj4gXeGmx0\nMfNZVwOLo6qYwwQJT1bJ+JtlLFqrqooRSn59bsTradXwRCVTxFZVsdYrJ3dOJ6sUGtuX+Sw8jC3c\nfC1KTdVzRC0ODIXkrKoYfxxJyn6+V4NCqkBqmqlvh0JyhtxQPba6I3jOGkSSCP3FS3GWSjBgfSCr\nBZrM8/0FKpp2U91XqBXBN9LYvjKapeI8FGb2LZzAsVk2C3Ys8aPRNbatPGEr2SAgyf3ZZBS8E1Xv\nuNXHBSrCCFWLz84oVWEoKF3xe24CWLt2rSBtP/rRj6Z7OyZMmJhCTCVp+zURvX2lq5BNTPWabZuP\njyyNeGQ2U4tu9MiIeSL4yNqIR8tZ5aqrC/iGlQkS+tuiiIQ1pNOsNcrbkOEw80bjxraNjWyOa5df\nwcB7Gvx+RqYaGzP2IbLEbq+fy8LZudeb05nxd+OVPj6EzwkfV4a2tbHvrVaguUknhwFduRpnj2u3\nA09Usv37WxRYLGyfvGLmdELkqI7nwWastOU7uLmSMH0pndfslj+OLF/fg1ckT1hZhBInNUeLGrHt\nAW+WD1uaLPjvVjcC9Cx20lM4TeVj5tjO0/QlIahE6Cn+Fg7TbdjXHh1TKeN5s4NB1i6PrQ6ivzWM\ndFKdNNkyVlr57YUITyYCf7zB7gRGyI4DWwbQt6ANI1SLvc0+pC6kxHtkkrKrw7/8y78I0tbU1DTd\n2zFhwsQU4rrMtN2oq6hoEZZWsQqUv4UN9I9QLbauCGNpJZvNSqdZ5ay/jc0C9foUoc5MxJkAIZXM\nzJJxEcDGNpZw8PAsGfdZmGozN+idW2BIiYxIgYsOONGpn6cJ5SpHOs2qfA4H0LlOw5ISBfeSjI8s\njaLVualdgc3GFKRSgkVXOR3Mey6RgKj68bm83AzRQh3tAWB/RxRJKsL+jmhedezVzLIVgon8wmRJ\nw772qGhx93si6PXK2PpMECkinKcZOENzsJOa8BnNxlkqwcdkx056CueoGCkinKXiLAI1HS3S01SE\nA2+w3E7jgH6WYMQuY3tLRDzXK6lmcj+9Xq+c1TIvRJwwEfhnaG+zT88+DeHX330DF6iIRWst7zJb\nn1OEjz76SJC2yspKU4xgwsSXCFNZaSsu5EI30po/f5EgUnV2Dc/NiOAEORBrDWPY4sRgMNPmU9OM\nPNVUqbjPoiASZq234+REr5dFPIXDrLJVVcXI1sY2BRtaZXxkbUSPV8kKWTeazfJqmtEbi7c3RTC8\nnE2A4gMaHpql4NEyFjO1eIaEe0mBr1OPu0ppolpnbJXmxmrlO4zHxD6ltQnzKY3ZkkYF6dVWZwrF\neLNOakplVafWEAa7E9jXFsFhug1/a/PiFWrFWZqJNBH6y5qyoqgu6sIElSxZ5rrT2RZdTy/isLUR\nsTUhjFIVBgMJAJm5vaGQjF0+mXmcNfuyAtknQ4L4a7nLJ0+o+J0seAs3tjqIUarCnqe8OKeT4aEZ\nCzBM9ej3hEUl1BQZXDk0TUNlZaUgbkePHp3uLZkwYWKKMBbzJUAAACAASURBVJWk7XMi+u9EtJKI\nygu56HSv+fMXsfBwr4KSYg1EzMNso4fZDuzyyWOUohs8rNV4MCAj1spI3s51sghxr65mrdJQQMX2\nlVHU16Xx2Bzm4yZJ2ZYYACM0Dbdp6GqR0VQtYZePzV8NhRXRiuWE0Olk7dD6esDnZoKF9YuZDcjO\nlyW0twO33ZZ5DE4iEwmIhAZVvXzVJF/A/UTu+UZCcDlCeKWY6FrjqQr3d0SRIitSZBWkcu/dbaLt\neV4nbb+nYj2vk2WJnqMSnKUixGcsnnayphHht8WPI/h6CoNBWdh89HvCAMaKLUYs9qwq20RV0olm\nzsZrhRf6nuTDobCMEbJj1FKNYYsDv3mxG+9WP41/f+0dfGKpw95m32W938y5tsLw2GOPCdL2r//6\nr9O9HRMmTEwRppK0/btBcHCRiHqI6EUishfyANOx5s9fhEMRRsLuJUWkB9TPy7Q9o1FGeLhSNBFn\nQ/s9nRJOWJz4IfnhXafCbofI+AyHNPQ93YUkFWH7yigSCXabz5chVek0I1W8ndpUq4gIqUMRZnh7\nn0VXq8Y1PFiqoKpCxSOzFVRXabDXskrb0gq2j16vLPbIv9bWsnk33kqtq2MEkCPf8PlE2aITiigm\ncdhfCS4ngsiniBSVtjUhDAZYpW2EqoQHGzfRTRPhONmzKmoXyDqmDTodbdE0Efbe2YrUxTR2dykY\ntjhwhspxsDsBRQHSSTXLm43nyE6UNjGRdUYh5PhK59wOhWXd1qMNB7YMsExUPaFixGLHMNWPS9hM\nu4/JwZiMsG7duunejgkTJqYIUzrTRkSNRLSWiN4xKENTukjh/yKiWwu5zvVaM2cugt+n4UCQWWHw\nipTdrosBwlpWHJWrQRPtxV6vjJNkx3FyoMfLRAt8oH8orOCIpQF9T3chnVQRiTDbDauViQccDkak\nrBYNC4kZ9IaDTEAgJZj/2mNzFFRVsurcRg8Lql+/OILDeqtVkvS4Kq+Gplr2e4oCpFOa2Gs4DOHJ\n5vOx5yUZhHnGKkyhCQfcXDfXvqPQ8PYrxURkopBEBT7n9U5lkyBDnLBdzCFKmZ/PGPPz603a+GNu\n+6YXf1/sx9Znghi2OEQVmBNnrhrNZ0Y73uuVb35M+BBKY8neGMVpHpXpmPfNQPTUlKrbelgRc7iZ\nse6akGidHgrLl808NWfeCsPGjRsFaXv22WenezsmTJiYIlwzIQIR1RNRKxHtIaKkoQonEdF/JqL5\nk73mVC9n1XxYSIPPq6HZzuKnpIQmxAJDYSYW2NcezYpRUlVWTdvgkdFUwwQLfPZMUdiBx+eBZImp\nOisrNFRXs8oaN771uVm7yBgRJUmM1Pl87HtVzQTVb2iV8Gi5gmC3KlSargZWFZQSrFqWG/nEZ8zi\ncaC2hgkS8lVhCmmZTjRjl05NPPd2LXE524nB7gT2NvkQ+0EAZ2g21BwCdpEISb2yliaCRHdCI8Jh\nugUXyTZtbVGVCHvnt2LPU17svdsDjQh7m/1ZFU1eaRvsThRM2sYVbuhzllwtPJ7H2niEKh9p5ka/\nsdVB9C1oxwhVI0kk5tn2Nvuyrj1eJc1si04O8XhckLavfe1r070dEyZMTBGuVyJCFRF9h4j+lYjO\nGwjc+0TkJaJvXs31r3QtoJl4pEzCtiVdGLay3M1muyIICSci6aSa1X6LhFnGp8/HKlkuVzaJ4XYa\napopF49YGrDVHUU4pCF5iYW118/T0OtlB1q/J8yqDHq2aW0tI3UeD2vXNtzGiFlVhYqFJOMviiI4\nbGFKVnYNlnSQz1KDV04iEbD8Utvlq2H5khq4iCJ3Lo9ff7ykhOuN3Oiq/R1RjFjsSJEF71Q1I03M\nQPcc2XCeCCepKosoXaQinKIyvK+Hwp+m2dNG2EapCoPdCezviOKI5TbEblmJg6/H81a/pqICZSRf\nkyFJE92XmxqfoXJoRFBmLUGKLBilKsRuWYnUhZS437DVmTcJwcTkcf78eVitVhARLBYLzp07N91b\nMmHCxBTgult+EFEZEa0goggRnTEQuCNE9KdT9TiFLGfVfGxb7Gch20v8eHyODM8aFT1e1l6MRLJ9\nzHj1oceroL2d3eZ0MsKSO7QfjWbu37e8C0dsjWi2K1mJB8lLrJU5GJSzFHs+r4Y5c9irTqTbdkiM\ndB0nJ46TE8/NjKJsload6zKZonJOkYVXx2QZwrpkKGyY+dJVoemUllU1k+XMXJwkZVfWOHnjz/l6\n2XoUCiPx4FmXe5t8OEOzkSYLLlIRNCJcylNB4xW4NBE+pPppq7BpRDhLRYi1hnQ1pYvFVeWx8jB6\n5F0t2bkW1SxN1TAUlBD7QQDvVi7DEboFfcv8iK0JCcUon8XLZ2Vikrcrxx133CGqbe++++50b8eE\nCRNTgGn1aSOimUT0fxDRJiL6hIj+/lo8znirlObjI3Lh72Z2IditoqoKuM/CRAC7/GxujLcynU7m\nd7a5gylBuQFurimtpmWUplKcufAPBhIYDMqIhDUkL6rYvCyC5loJfp+GoiIgHFSxrz2KnnWSmFkb\neE/D2maWsiBsOyQNB7slbHWH8dI3JRBp8KxhvyvF1TFCgWgUaGjIzKDlqjp3+ZmX3OYOJataFokw\nomizse+NpExVM7N+U2UHYcTVHta5lbb3owrSl9LY82QnzlIpTlMZLhIz0z1Erqw26QWyIakTt1NU\njHPT1BodoRkYoWr0t4aFmjJ9KZ1lPpvbTuxb3pU3U3Q63wuOQ2EZo5ZqpMgqIqqGghJGqQqfkJ21\nT1tD6FvmR/pSGkCGfE+kJDUxMVpaWgRpe/XVV6d7OyZMmJgC3DDmukRkvd5K06KiRdjgycRPhcNA\n5RwV3ynVSVCaeagl4pnMzYYGRmgS8UyY+5gwc/3fQ2Fm2DtsdQpitLsrMxR/oFvCluVRHAxIOGJj\nRryLi1lEVa+PHVqbO5QsixDjUP2SEgU9Xt1Xy69kz9Xpvmx+f3alTERTuVh7dpdPzqq0CcI5ThtU\nUXRjYKsL+9qn/kCd0KIi93UeZ4Dd6BsH6KSBKpEiC35n+So0YnYffIbtEmVyR3nF7QJZpq3KliLC\nqKVatAr58zGSMmM7kd92tQQnl6RNhbiEx5uNkB2jVIn+1rB434atTkHWPrHUIUk28RwOhWWRpWoq\nRa8MPp9PkLbW1tbp3o4JEyamADcMaZuONX/+IkhSxnRWVVmSwWFrIw4GWSszVy3Hq1G7uxRxUHJB\nwOaOzPybpmqQEhqeqJDhc7Ns0HCYVesGAxL6W8PY2+xDkmzY18Zc+h+YIYNIA5HB522uKtqemsZ+\nv6dTRo8umuAtTqdDQ309a2nyuTqjojW3GjheBihvqXJ1ajicEUSIKp4+K3Yt1KKXjVcyzM0ZCaxx\nPzyhYV9bBO9HFdZ6o3oMzVwgiNErtBo7qSmr0nacasX356eJsMWKHsfOhjWIvRTEYHfCEL2VTcqG\nghI+sdSJyls+y5PJvr4T5ZFeKXiLel9bJMs4N6tSqIfccwsQUyk6Nejp6RGk7eGHH57u7ZgwYWIK\nMJU+bZuvYm0qZBNTvRYtWpRlOqsozKPt0XI2V1Zk0/CzVdmKSKPNAScKQyEZW5ZH8SFlUg3626Lw\neVkQPV+8ErbLn6nAbV/ShcSAKpSqPreCUAgYDLJKxBMVTJ3KzXa535rTmSFRksTIFc895T/nM3m5\ns27A5cmR08mMgq1W9niFGOtea0y20jYUlHC0qBGD3QnE6lfoFTTCZ1SGX5Y+i7Sh0qYS4TwVIUb3\n4xzZcJLmXHfClibCTlcrUmTFZ1SOEYsdn1jqMGxxiMohJ2c8YN2oFi2kMjZZs918t+Xeb0I1qsE7\nLh+pzDeTZ86zTQ1OnDghSFt5eTlUY8nehAkTf5CYStKm6YIC7QqWWsgmpnrNn79IiAk4EdvUzqpW\n8TjQ0cHMcHM9q3L9qQ6FZRyxubBjVRSpSyp2rIrisMWFb1gZ+ev1sRZrIgFhlru0Usajs2XYazVG\nrKQMATG2jzZ6ZCytYtW/ZrsiyBmfc+MEyxhRxUmNMbpqMuDVNmOlbSqd8a8GkyUMvM1mDH+X6O4x\nYfC84nZRJ08XpqHK9tuypTiweQCjVCVm2oxmucY5r3zzXoWQnSslRGMEHgbiNx4R5J/hvmX+rDan\ncQ/sd114e2EHjhaZrdCphKZpqKmpEcTtww8/nO4tmTBh4ioxlaTtH65mFbKJqV6LFi0Ss2qalglx\n5yIEh4PNhA2Fs73Pctt0xkNIlgFHPYvG4mpN/rsOhx4rFWdELhTURHi70WON+3Dt8rP7zJur4YfL\nmDghEskOeDcqRHNJkzEHdDwY26H5rpH3d67SGb8QjEcECyUM70cVHLHchr4F7TiwZQC/evSnOE82\nDNAiITbgJO0zKkWY/hNUYqkHyWkQIJynIgxTvSCaxlSD3Ne9kDboVONKKm08tuoTsmNfWyTvrJym\nauhb3oUkWdG3vMusrk0xnnzySUHaduzYMd3bMWHCxFXipp5pW/SNRVkD61mmuHJGNRoJMwLlamBm\nubxVyXM8eeg7D2l3OBgJMlbj0ikNPh9rNfb6FGEBYhQHGJ3ljRW0p59m70B7u67uDGdEEBPBSKZy\nh/ON93E6M8+1EOI1njP+lVba8h36E+Wd8nB0Na2N2yLVVA1772KGtGdoDvY81YkzNBu/p2I97aBI\nhMHvpGbsKF4xLTNsKhHO0QzEXgoIojaZKKnxfnYjQFM19LeGMUJ2DHYnxk09GO+zaeLq0dbWJkib\n3++f7u2YMGHiKnFTk7av1zUiSUXY/HR07LC9IQHA5WJfpYRulmsgXFJCw/MlUXxArizrjEQiExvF\n2661NRpqa9nvcOd5fkDzeCj+2FIiU42rqQHmlLPqnZTQTXn1QPtC25ZiOL89OkbperWVtqtFvmrZ\nRBFJu7uYVcnuruxqmzHKSU2piDnd0IhwlopFzmhuFNUlYmrNs1SML6ahLXqOCMNUL0x01ZQ6YeUy\n32s1FSrPawXeIt3b7BPzefvaImMqiSZxuzb4p3/6J0Havv3tb0/3dkyYMHGVuKlJ26JvLMKW5VFY\niQW+5zskVZUpMhsamIDgiNWFmCeCTW3MKqPXy3JBNzVHkLykwdupYYNHQeANFfdZFIRDmiAZj81h\nthxGYqSmmM9aOKgKchiJAM32TKvW4WCqVv7v5loWa9VUI2cZ+04EfigmBtSC59yykhEKJGqXu1++\nKtJkFI0Ai27asSqKdFLN+n2jQSsnqUrpYrxT/pSoal3UvybJKvJH+W1nqQQxWnRdSdtpKsX+jij2\ntUWQpCI2pzYBYb2SSluhAoOpQm4rdX9HFMNUjxGyo2+ZP8skmN/X+PxNTB3efvttQdruv//+6d6O\nCRMmrhJTOdP22NWsQjYx1YtbfoSCmSpWLgHiVbCuLjaL1mxXsKlNFpWeoZDulxWSEQ4DC4klHvxi\nSRSHrY0YCrP5tF6fgmBAQyDA4q9SKXbt/jZGLjYtiyIcZq1VhwPw+zTxu4oCxAeYqjU+kN2iFWrR\nQobQL6Mozb0v92xTlMKrOZe730TzgHn3kef23Jkoo2qUmxkf2DKAd6uWZc2vXdBn1fi/U0Q4SPNF\nCsL1DIRXifA5WfDWk52Q4qrIEOWVJk3NVHUPRQqroBU6BziZ9+tKkM86xNgaNc7s8ftyvzmz0ja1\nOHnypCBtZWVl0KY7ssSECRNXhWuhHr2SlS5kE1O95s9fJDzXjC1PIDueyWg4GwlrOBhg4fKJARVD\nIRlDIRmypCEYBIg0PLdAgb1GzQpnVxTWLrVY2KvZ1sbIUyig4vmSKCykIhTKbska593C4UxCAccY\n+xFdoTdepYYT0HxJDrkwxnFdy0rblZCGMepDmwv9ngi2tzAbDJZ1yWKrkmTFGSrDZzQLAVqBCzpB\nO08WnCMbUgaylryOpG2IbsUI2TFMjqzPHcf7UVbVfbGcGT0X8trz92yM2vk6V9rSl9LoW94l0g0m\nepzJtEW5J6HRgsfExNA0DdXV1YK4HT16dLq3ZMKEiavAVJK2I0R0+EpXIZuY6rVo0SJBbgZDCvw+\nDWn9nDHOmRkzOY1tSx7AvruLzbKFQsCcOUB5OSNnPl+GHGkaI14VFcDMmUBrK1Bfz4igz8f80MLh\nsWpQvo9QiClZ05lzUMBoBcEVrE4na+caCREnoDxPdCLRwfWy8bha0iDab1aWybq9JYJ+TxgjVIsL\nes7o76gROxtasyppzNbDKsgar7Zdn5boDCTJgj1NPkH4c19nTc3MPfIM28sRW/6eFXr/awXemuat\nTv4ecZNdoxiBx3AVYqSbO8toojA8/PDDgrTt3r17urdjwoSJq8DNPdO2aJF4ISKR7EqWsT1oFAjw\nQ1RKaHA6mGqUtzB5ugInWA6HwQNOZdcOhYCKORruJQXeTm1M8gAPazc+ZjSaUXgWYpTLSZuUyJ4t\nYoH0LEnhRgh3LxSXI3ZqSkXME8bWFWEM/DaF2JoQ9jR58dbtPxi3inZJj6k6RzOu6wwbJ4xfUCli\nq4MFkVVje7EQ89mprJ5dybVyq2e8GmoMve9b5sewxYHBQOL/Z+/M46Oo7///+uwuRyIgh+DBFSIk\noJLdGKyI9utRiVRBKzkQAWtb6wGIAoKAtt9fv4UACtqq4FVrhUAugrWgcnkhAgrJ7gaFHFgRpB4I\ncpQAye68f3/MzmZ2s8fsfeT9fDzmkc1m5rPvmR2cl+/TpRGyL6HJnrbguO+++5yi7dlnn421OQzD\nhACLNge7dxN16yb/VFdUKqFKbw123cdDqatPlVYgdptEpaUkD4dfJdFruaW0H+n06mS5ce4lF0su\nw9pXr5ZF1+7dsmBrbm4RgWoh5g1PttWWtox80pojFQ+ovTTeWozUlprpsLiEvkdP+t8OC6kJwuFJ\n0zunILiGJtPJFuVwqLLtQA5tzpxMTQD9gJ5eRYq7WPLW3DbSHtFAw9feCiWUyQjKWC4ljK2MtuKR\nVZHjmWeecYq23//+97E2h2GYEGDR5kA9PcB9ykB1detQo4Ly0LQ1t3gB1APjD+jlYgRFAMrvydMT\nviiudoZabTa52EHJOVOGvRsMLe+XlraEvvaVmF0e1n5FpJu3JlFwD/0SeS5mUNp9VOavos03zneG\nRs9AT7t0V7kIp/+inTMUqgi3k1EYEG8D6G4U0+7P5IIJZW6ocg7eRJr739WvfbUHCYfHLdA13L8v\n5XglDKqs5a1nGxN+3n33Xadou+6662JtDsMwIcCizYFa4DQ3y41sP/usRbQNSJPDi/tWVzub6Crh\nzPR0otcelvNt3ikyU2kpUVp/iRaNq6abu1fRa1OrKX2A5KzyVJrDNp+z04ZFcuPd0lKitDRZmNls\n8s+mc/IQ+qaz9hZB6HgIVldJLg9rTw9vrw1qo5SvFg48em7c7FdEwLapJXRAl0bvXT7FpZVHE0Bb\nMZyqkEE2gI6hQytvW3OEBVsTQD+iK01qt5qqdvtvbaKctz9R4+u7jEb/Nvfvx90zqtgQiCfNm1CM\n1ybC8c6BAwecoq179+5cQcowCUw4CxH+HcL2pRYjwr2pRZuaRYvkMx5XKNGN3eTxUQsXEr29QH4A\nLR5vJr1eDqcqkw+UeaJ/m1JNaf3lQfNfIp3+OqKUDqhGYBG1JFSrm/EOSJMFmt3WupBAmTXpqfms\nVk+bGm9VhvFCoA/nfaur6TAupi03zaetvcfRcXR28W69Z/iFo5K0RcRJgHMiQrS2f3UqpK/EAPp8\nZev2Ft5Emj/hFe3KUHc8NkZWhUO/WLGbtk0t8Vod6q+li7/PYvxjt9vpvPPOcwq377//PtYmMQwT\nJOFu+RHsFpOB8Tk5OS7zOZVctl27ZE/b/3SRe64tHGcmnY6o5wWyGOvfT6KpU+XCAKXiU5JkMabM\nGbU1yyIsrV+Ll0wRUMpcUWWI/OrV8mgr5YHkXkjgydsSygM5XqoMvRHow3nf6mo6im5kd4Q4t15S\nSA1IJwmgRuhpJfLI7vCmKWFTCaAv0SsqYk3pAbc0eyXd17mUKvOLqRk6+njyaq/nrnim/HnaYi1k\nvN2HSg7l9+jpbKTrCV893djTFj5ycnKcou3DDz+MtTkMwwRJOEXb9aFsWowI95aTk+MsECgtbcll\nUwoSlJFRb8+vph5dbTR/aCn1vthO06bJodNu3YguutCRy+bWNJTI1dPl3vdM+X3RIiK9TqK/TVHN\n09QQvgz1YR3POW6BVglKdom2PlhMx5FK5o5X0/foRjYIaoTBObpKLkgQtB7/4/S0RbOZbhNAc7GA\nvtKl05abi2TRNqW1aPOUA+bv3GNZKapGXTXqbHTsmDmqtdI11iI0WZk4caJTtC1fvjzW5jAMEyRt\nOqdtyJAcKi5umVBQXa3qmbbKMRpplVwsUJy1iJpgoPlDS0mnI5oyRRZ4rz2sLYTpPmHAWcBgI/r7\ntNbNfX2hbj0S7AM2nh+OvpLriVxDiUoY7r2bixzhT0E7utxMTQDt0l/l0evV7PDIRUO0KYLxJDrQ\nzOt30TtFZmo+a/PaUFZrLlskCOWekOwSvT9qkbM/m7ewqb+mv+xNiwxFRUVO0fbwww/H2hyGYYKk\nTYs2gyFHDnv2bKnQXL3aNVwp9zYz066dNnrzrlL685/sJITsZZs2TS4W2LDITLYmu7MZqroZr0uV\no5c8NLvNdYC8v/w0f6JGC/Hc88qfp1FdoXhYXEJH0Y0O42I6gD4kOQTS1ovy6bQHAdUIAzU5xFuk\nW37Inyf//BHdaJih2tm3z1s1aCzFdCiCaW9xFf2AnvTeyCKyN9s15aopw+T3rXZtPsjCLfysXbvW\nKdpGjRoVa3MYhgmSiIo2AF0c4c98x3Y9gC7BrBWJbcCAHKdIGzBAbrFx8cXyzwFpLaJGaddRVUXU\nv7+c77Zggaodh2NfpaJT6bmmtA/xJj6cBQFu+6lFmXu1qFLNWl3dMqkhmGIwv94sjRWmwTxgwzEF\nQfFGKa0+zKnDHWFIQY1o51Jk0OgQaXLvttj0Z1umn0I9L5CrjiXJR9+1BBUs8sB3PW2bWuJ1H/em\nu3uLq+gH0Yv2FlcRUeChYUY7NTU1TtE2cODAWJvDMEyQRES0AbgZwPsAmj3MGW12/G1kIGtGYlOq\nRxWBojTY7d3bdXxVSYks0EpKWgRZVVVLew6lAEHpnaZVTCmFD+pZo2p71A93ZW219y4Uj5s/UaZ1\n7WA8Q+H0Jtmb7fTe5VOo2YMYcx9Lpf57tEKjVbicTiKVjPiM7hon0d7VLcPtFQETaIuLeBF2ajts\n52z0fu5C+mLFbs1FE+6etmDagzDaOH36tFO06fV6ampqirVJDMMEQdhFG4C/OMSZ5NjOAfjWsZ1T\nV4wCeE7rupHY3EXbrl1EXbvKXjSlV5paoCkVpu5ixz3UGEgfNPcCBXda5QG55cl5eh0O4tnTpl5j\nb3EVHUcnF7F0HCkuIq3ZTUhFy9OmzDNthqD/u6yEbr5Azl109655I95bX7h7Cw/retNhcYlLI2Q1\n/nLa4kWMJiu9e/d2CreGhoZYm8MwTBCEVbQBWKgSas8DyAGgV/3dAGAYgBcANDmE21Na1o7Epoi2\n6iqJRvY0U9ECySXHTWl2q85BUw9zV3D3SgXiAfO2ZqCEI88tkVAEw5abF9BJpLo001UEm7s3LZrV\noopgO4mONAsLqDDfTlW7W4pHtFTvRsPTFlLrGLfJBkqD468NA7wKNzW2czZ6f9Qisp2zBWs+EwDX\nX3+9U7S9++67sTaHYZggCGfLj6EAbACOAMjRsP8wAD86jsnSYkS4t5ycHJIkuejgK106rZ9vpqIi\nouJiOUSq5B8pXqeqKqJeveQZoGpxpKXRrS88Ca5A13AfWZXMHgv1BITv0d2lqMBdmNm8vB/JTfnM\nrfgZHcTFVIjVNLxjNVVXuVZJus9UjcV1VGzQIrI8oS4KUcSo1vN6P3chSQC9n7sw2FNgAuB3v/ud\nU7Q9//zzsTaHYZgg0CradPDPQwAEgHuJqMrfzkS0G8BvAOgAPKhh/bBz7BhgtQL3PW/ErztV4jd/\nMeKFF4BDhwAiIDMTEELeJy8PqK8H2rUDli4FjEblPOS/G43yvoD802Rq+d0fRiNQWdmyJtDymVar\ntjXUn1lfYUXKxDzUV2g8OI4giVBXZgFJ5PXvO6aXI3VSHroPz8Dnl42HgOzCtUO+AdUoN67GryIs\nKJ95BfZgDQqwBDNRcXYMUupbvo/6Civ6LJ+Hb6YsREaB0fNCQeDv+qmpr7Ciz7K5+HLkA+izfF5Q\n90tGgRHfTC5Cn2VzUV9hhdAJXPNsIRpXVoIkcrGDCLBY5J8AcOHEkfgJ3XDhxJEBfy4TOAMHDnS+\n3r9/fwwtYRgm4vhTdQD2AWjQogDdjtsPoDbQ48Kx9e4tT0Sorpa9aEqVqDK0XanQrNotTzCwNUut\nvF+RCkuGkqOWyJ42f/lae4ur6Hv0pI8nr6YvVu6mU0j16O36LwzOSQQ/OXLcork1ArQSBbQfaVSI\nEho7oJqam1rae4TSh83X9xtIvlu4esK522NvttP7oxa18ra5/1vhPm3RpaKiwulpu+2222JtDsMw\nQYAwhkdPAlijZTG34yoAnAr0uHBs7dvntApJKvllVVUtIdKRPT33k3IeE2Kj27ZIsPla26aWUDP0\ntOXmBc6qUXUem7dQaDTbfJwDqBE6skHQeuQS0ERGmGnBfMlZaRxKSNSXMPPW/y2aKN/R+7kLXQVZ\nFCZ9MN6xWCxO0ZaRkRFrcxiGCQKtok1LeFQHOUIVKBKiG71y0rs3IEkt4RqLBRg9Gqira9knIwOY\nMd37GkIAqQ1WpE4KPBzpHi7yuW8AYa9wHBdpvIVwhU4gc5wJQuf5lrjm2UJ8PGoBhm55Btd/sQw2\nyDcQIN9ENsdP5elkc/zNoHodaQwAOkKCAOFWbMIb3R5DJfLQ61srJr9sxN4/V6JxkFHT9+6JjAIj\nzhRXIqPA2Or7VV+/SIfJiQBzNaG2tOXzbWdtkP75GNVPogAAIABJREFUTxxDV1x0T67L96gO4Xu7\nL9XnxoSXSy+91Pn6q6++gs0WrX8RDMNEHX+qDnKY83MtCtDtuM8B7A/0uHBsBkOOs0M9kexh69nT\nMaxd3ebDR9sNIteWH5729eaJCyS0GqwHIl49F8F4gZTeZk2nm2hr73EevWfK2CgJLa0+oullk0dW\ntSMJoLMQtBKF1A5N9PgtZvrsU8npyQ00pO5rMLsWr1ug+DtWssv3/MgLqp1tTIiIPjBOk4sw+o33\n+bne7ObwaGS56KKLnN62f//737E2h2GYAEEYw6OvQ/a0XadlQccxP4fsKHld6zHh3IYMyaF3F7r2\nV1NPHPD2YHWfZKDe1/1hZDYTjbygmg4LObwabG+1YB9mifgQ9GbzJ9NKqQkG2tpvPDVB0GH01CTK\n9qJ/VASbp+a+x5BCywxTCbBR9+4trV0CzVeMtsjxJ/aVv78zv4q2Pdwy5aD5TDN9YJxGzWeafa4f\njAhlQue6665zirZNmzbF2hyGYQIknKLtWocA+zeAfhr27w/gq0CFXji3y9OHuEwb8Dbr0x3lb4pY\nU4+h8uRpe7eoJSfOY3uPBBRW4cbb/E11svze4ip6b2QRHRaXkDlluFMYqUVTo8rT5S2/LZpeN8W+\np3osoosvlu+VUK9PNPD3eYrXc29xVcgiy2UGr5/edUxo3HvvvU7Rtnz58libwzBMgIRNtMlrYYVD\nuB0DMAPABR72uQDATMc+dgArtawdiS0nJ6fVXM9ge6P53E+dHO6hmW4kvAuJJgS9zd9U9wH72pBO\nH09eTUfRjX5Cik9BJgs4QfscQ+RjtdkA2mIYSTd33UUlq6WwTayIJc5ebH5GTvn79+E+VzccRRqM\nbxYsWOAUbTNmzIi1OQzDBEi4RVt7AG+hZUyV3ZHr9olj2696XwKwDkB7LWv7+dwCAF841hym9bgh\nQ1zHWAWTa+QJf4JJS+uDUEm0MJO/alKlLcXe4ir6AT3pNPR+BdNZDftEOlzaiHb0HXrK4fGSxPgu\n/LFvdTUdFpfQtqklPu9Zbzmb7oPhnTN72dMWccrKypyibcyYMbE2h2GYANEq2rRUj4KImojoDsiN\ndg9CLuRLB3CNY0t3vHcQwGQiGkNETVrW9sPnAMYC2BrogUQtVW0mU+smt/6O9VT96a9qz72ZLkHA\nAhMojEW0gVTheTuPQAi1StVb1ajyvs6gQ+Y4EzLHmbBn5HQQDC77Napu0f+iHQCgXVDFzOFDriJt\nxmbciDfy/oXMwvitiNT6/ZFEOLq9zuvf1Gt4ahoNtPz7ACDfo/lZSKmzOJtRd5k4BnVlltBOiPEI\nN9hlmDaCFmXnvgHIgjz1YLZj+y0AIwARzHoaPu9DBOBpc+/TpqDV8+XPk+DveGW/ktUSGQxytWos\nCKZBsPs5Rsuzt291Nf0getEZH96tWHrXPG0/4TyacHk1NfvOzddMKI2XvaH1+1P2UzfPVY8Vc2+o\n66lvnHsz332r5ZzPvcVVtG1qideeiEzonDhxwulp69ChA9nt9libxDBMACCc4dFYb4GKtiFDcjw+\n+LQ+wEJ9eCqfs3e12dleJBaEo5oxEiFeT3Z9/sYu+i/auxQgxPt2CgYqRAk99GB4Gt6GewqHIrr2\nFlf5DU2qhZcSylRE12FcTB8Yp7kMgFffJ97+XSnHK6Iv2DmojDa6d+/uFG7/+c9/Ym0OwzABkDCi\nDcAWyGFQ9+0O1T5+RRuA+wHsBrC7X79+Hi9K0O01Ah3ynmDFAmqiYXt1lUQje5pdBq2/N7LIozBq\ndmzx6Gl7Bg/SQfSmB66uDkuyfbg9be7FHlptU45ThNv7uQupCQb6ZFqLy1jLhIZwjdNitJGdne0U\nbTt27Ii1OQzDBEDYRBuAXC0LRXKdQD1tOTk54bqORBS5OaTJjreH+b4SMx3Qp7sk8Ne8upPO+RBI\n8SjaVqKADqI3vfJQNaUPkJvSxpMwCVQ0edtfaQOi9Gxj4pM777zTKdpKSkpibQ7DMAGgVbRpKUTY\nIIR4XwhxfUDJcg6EEDcIIT4A8G4wx8cD6sRrUiX3q19HgngdVaUVb4UbGflZODylCBn5WQAAyU74\nfu4zjjIDzxh8/C0WnIUBSzALGyavx2+fM6FyrUDubO9juoDI3y/uuBd7eLJNsknY/kgZJJvk/L4a\nKmtc9hc6gR4jMlsdr9yfkk1K6Ps0Wejfv7/z9ddffx1DSxiGiRRaRNtcAMMAvC+EqBdCPCmEuEYI\n0d7TzkKI9kKIEUKIPwohGgC8B+BKAHMCNU4IcacQ4hvIFapvCyE2BrpGOFDPVrRagbw8+af6dSQI\ndMZkuEVeqOt5q3RtqKxBn+Xz0FBZA8lOeH1UCX7+Y7nPtSREb8aoPyQAp5GKju0NGHafCXqDcN4f\nvoj0/aIQyPe2c2YFrnpuInbOrPD6fanvQ7XwVN7fObMiorNQGW2waGOYNoAWdxyAiwC8AqARLb3a\nzgLYB2AbgHccP/c53lf6tZ0G8CKAC7V8Tri2cIdH1XgbVxWRhP0A1wx3pWcgI5aCGd1lb7bTm+NK\n6Bg6kYTYTjkIZDuJjjQOq2hVcWBNdSNRHeqJQO4D2zkbvZ+7kL5YsdvnPFLl+3aOeqtqKXJQCh04\ndy22vPnmm87w6C9/+ctYm8MwTAAgEoUIALoDmOUQaGcdwsx9Ows5B+1RAF0DWT9cW05OTtQekArx\n0PQ23MIxkDmSgeb9SZLcKf+wrjcdRyc6gN4ec9hsgM9ct2hvdoCOoAs9cHV12ApTovW9eaK2VP4O\nDut6a7p3lX9X+0paFznUlpq5SjSGVFdXO0XbZZddFmtzGIYJAK2iTVCQCTZCiBQAlwG4EEBXAMcB\nfA/gCyI6G9SiYWLYsGH0t7/tRl6enItmMkX+M0ki1FdYkVFg9J3XpHG/eMbTORDJYT+j0XeYUDm2\ncZARY+8kLLFNw+3/WYYj6IGLcdTjMc2Az3y3aGEDcBLno+jiF7HowF1o117b91dXZkHKxDycKa5E\n5rjWN6O/v0cKdRjVWxNkX8fWlphxdHsdeozIxODx2SCJ8NGYp3HplpdxpnhtVM+FAY4dO4YePXoA\nAM477zycOnUKwl/MnmGYuEAIUUVEw/zuqEXZJdoWLU9bOPqghc2WOGoz4suWfSVmOiDS6L3cRfS3\nyVX0LS7wO2vUX9i0OUpetiaA5qCI3p4fWCgw2p42rYR6L26bWkLN0NO2qSUt67GnLWZIkkSdO3d2\netuOHDkSa5MYhtEIwjnGKhFRFw9EimASywMZQxUIgRYtRBJftpzJMOL1Dg/i55ueRIaow/YrH/FZ\nYGAA/A4B04dirAYIspftJUzGdf93C674f/mtku99Jf/782IF6uUKF8Hci+rz7D48A8dEd3QfntGy\n3qq1uObZwoT1IicyQgguRmCYJCdpRVs08DaD0ReRekBHSgyGwxZJAsrK5J+mbIHbP56FnZNX4sj3\nEm6p/rPH0Gc4BteGEz2A5pxrcesT2ThTXInhSwtczjGeRLM73gSlv3vR03F1ZRZ0vns0akvMEDqB\nY6s2YvD4bE3rMZGHRRvDJDcBizZHzzYt2wYhRLEQYroQ4qJIGB9rouHN84WnnCQAQbXpCGe7EPeH\nd1mJhDfvKkPpaglWK5Cdo0Njv8G4ds0MpHiRZx77ycQIAeAMOiD3kcFee5/Fk2h2JxhBSRJhx/Ty\nllYfbvfHsZ31SL0nH0InWKTFEWlpac7XBw4ciJkdDMNEhmA8bTc4tutVr9236wHkArgbwBIA/xZC\n/DYUQxMFimIDVff+WeZqwvZHy5EyYWzAHp9IeIpIIuxbVY0LFz2KlZiAlPUVyBtLeHdBNU7v3ouP\ne44N22dFimYAq1GAD//fNlw+IdvrfvHsZQpUUJJE2P5IGdKen4FDDy5ARoHReX8IncCp1etxzbOF\ncStS2zLsaWOYJEdL4pt6gyzIlkJu77EDwDQAdwAYA+BhANsdf3sGwAQAr0Hu29YM4JpAPy+YLZJ9\n2vzhq/VFuIsj3Ptnjewpj4cKJhE8Em0nPplWSt+jJzVDLw8cb7LThkVmx3uCGtEu5i08/G2nYaC/\nTdHe3iPUaxYPxST7VlfT9+hJ3+MC2ltcxfNDE4iysjJnIcIdd9wRa3MYhtEIIliIYHeIs2lEdA0R\nPUdEbxHROiJ6nohGOP7+MICDRPQ7APdBTgt6JChlGSCNjf49XaF6xLwd7yvPLdDCBX82qr07RiOw\neIPRmW+lhLTCSSAh1PoKK/osn4vPb56OHQ++AcN1wyEEMHJmFuoe+iteT58PHeJ77JENwMrrXsOI\nEYiK69Td2+l+vcMZwva2FkmEo9vrYNO1R8PU5yF0wuNoKyY+4fAowyQ5WpSdegOwEYBZw35mABtV\nv38J4FCgnxfM1r59jt8mr2qPWDAesGCGyAf6OT69dj68MsG0ctByjJZ9JHtLp/xtU0voa/0Aen/U\nImqCgT6eUkL/HF9KX4kBZMIuqsLlMfek+dqO4Tz6eEpJVJomK9dt3+pq53fqfr0D+V79ee08raV4\nRw/o0mjb1BKecpCAfPfdd05PW9euXWNtDsMwGkEkJiLI6+IYgGIN+xUDOKb6fR2As4F+XjDbkCE5\nfoWRWkB5Ekf+BFas+8D5eoB7EgB+P0tDaM7bPur3965qHVqznbPRJ9NK6Z35VfQl0um13FJaefmC\nmIsyX1sjdFSZv4rszXaf1zJc94E3EaW+3lrDp4r48iXwPK2l2PDJtFLat7o6aLEaL2HetogkSdSx\nY0encDt+/HisTWIYRgORFG2nAGzVsN9WAKdUv5cDOBHo5wWzBZrT5unBG4wnLZoE40mJ1GfvW11N\nh3W96YviKvp7bgl9h150FN1ob3GVy3G2ZokWjzdTWn+J1vxqBdniQJx52uwAzcZ8qtrt2eOlJlz3\nSTiFTrBNbtU2hGJPPIx0a8tkZmY6RZvVao21OQzDaECraAsmp20PgBFCiJHedhBC3AzgWgA1qrf7\nAjgSxOdFHE+tO4LpwRZN/FUrRrIFhXvV6oEDAIjQ8MImXL9pLrYMnY6zIqWVbXs+F3hphxF/GGNB\n13074rZJ4Bm0w6CHfonsK/238wjXfRLO6lNfTW61NgEOxZ54bn/SFuAKUoZJXoJ5bi51HLdOCPGy\nEOIGIcQAIUSaEOJ6IcRLkEOhgFxBCiHE+QCyAXwaFqvDiNfGozHuwRYqwTx0tSa6qx/KVivwwHIj\n3h00DaZdr2DP+EW4q2o2Tq5a71xTwWgEXnzQilHLRmN43UvBnViEaQSwYezr+O3z2QDJ1wOA12uZ\naPeJIrh3TC/3+j2HWvAQz+1P2gJ9+/Z1vv7mm29iaAnDMOEmYNFGRJUAnoQ8Yeg+AO8B2A+50OB9\nAPdD7o36v459AaAXgKcBvBAGm8NKPHeyjzZar4V71eqUn9fghvqX8cHIhbi9uBD6djoInUDqPfl4\n47Zy2G3yw18IIHeWEV8++DTax2nl6GuYivQn7oZOLxL23vBVhZpRYMQ3k4vQZ9lcj+cl2SR8eNtT\nQfX6Y+KD3r17O18fPnw4hpYwDBN2tMRQPW0ArgTwd8iC7Yxj+xLA6wCGBbtuODZvOW2ectc4abqF\nQK+Fcj2bmyT6+zQz2ZpbjpPsEr0+qpT2YwD9fZqc22RvttMn00rpw9+9EfO8NU/bdvyM1v9pN9lt\ngSX+xxvudrvnmHk7L9s5G23tN56aYKD3Ry1KuPNmZF566SVnTtu9994ba3MYhtEAIlWIkAibN9EW\n78UF0SIcYsTWZKe/31JKvS+2U3W1Y103UWxrdhVzn0wrpSYYqAHpMRdo7tsh9KQP71tJX+sHJGwC\nvZbqXl+8P2oRSQBt7Tee7M32SJrKRJB169Y5RVtubm6szWEYRgNaRVu85oJHhHgvLogW4Qj7rf91\nBSZunIibjlaAHJFO9+bBOh0wYoT8EwCGLy3AJ8bJSMO/QzyD8HIY3SBgwKC/z8E3UxbGNIGeQmj6\n7O17VYezfTXs/Z+3HsOHoxZhRMNK6Axt6j8NSQWHRxkmeQnpv8xCiN5CiPFCiMcc23ghRG//R0YH\n9wdgoiWNR4pgq/skO2HDIguqqwi3/aMAxbcUY0u3Auf1NBqBNRWEjrWyCFBExKan5SpTnUGHn3/2\nDGqRHoGzCp7zcBafFizFV5OXYPjSgqgl0HtK+A90aoYa5Xu99I4r8MEvF8PeZG+1j7uwU/+ub6/H\nje8+Dn17fdDnxMQeFm0Mk8Rocce5bwC6AlgFeZ6o3W1rhtxYt2swa4djU8KjiRgOjUbT3mB5d6GZ\n9iOdbuxmdmlMbLe32KzOn5LsEm1YZKa0fvLMUcku0RcrdlNTHIRDla0JoLXD5tPeVdVB9TYLBY8N\ndcPw/b+fu5AkgN7PXejyvrrpsjLpgCceJB92u53atWvnDJGePn061iYxDOMHRCo8KoRIgVwlehcA\nAWAngNWObafjvfEA3nPsGzMSMRwaiqclUpBEqC0xQ7JL+F2XNRj5mBFZWbLH0mgEykoJ02+0oLSE\nMHBsFr6ZXIRBeVkQOoHc2Sa8NLkGQ56UvTn/+cdGGGJ9Qip2dByJO3bMRWahEV+OfAB9lnuuqowE\nnjye4fAGXzhpJH4S3XHhJNdWivUVVqTekw+hE2iorEnIyljGPzqdDpdcconzd/a2MUzyEEx49FEA\nJgA7AAwlomuJaJJjuxbAUACfOPaZFj5TAycRw6HxJjSJgI1PWdFlwhiY/jAG946ox6uvEDY/bYFk\nk7DpKQtenWrB347n4dWpVmx5pgZ9ls3FzpkVkOwEqxUY+ViLODn6aUOsTwmA7II4CwO6LV8AnUGH\nhsoaXLr5ZXwzOXo5bZHoZ0YSQafX4fuVm6HT61xCr2qRqLwGwOItCeEQKcMkJ8GItkIAPwG4jYj2\nuf/R8d7tAI5D9sYxARCs0Awlgd3rmhJh4yIznlokYWKXf+GzwqW4acs8PDO8HEPnjcaO6eUY8mQe\nZj0G1BdV4umNWejbR8KXv7gffZbPxeYlVuTlATV7ZHECAKNOl4TPwBA5g85o11H2+/maIuCNUJvQ\nhhPFlroyC1LvycdPnzUg9Z58r2JMEYyZ40w8vSAJYdHGMMlJMKJtEIAPiOiEtx2I6DiADxz7MlEg\nEmHV2lILrnxiFIpP3o7Zc3S4fdU4NK5Ygwt6EECE7sMzcKa4EqPmmDDqcSPOFVeg6z234/JNz+DQ\ng0UY+ZjRxWtYV2ZBKs6Fz8AQaITAR4XLnGJS6AQyCozyaC6NIizazXd9CXPFFgA4U1yJ4UsLWokx\nT/by9ILkhEUbwyQnXNcfJJHwbIVCOMOqitfmwFeEc2TAZ4VLcMtsI4RO4OuDAv1eeRIHHn4Gg8dn\nOx/4dWUWpD0/A7W/mAKbaIceIzKh0wsXr6HtnC1048LAWQhsuGMF7lh9l4tY8SRqfHnToj1j05cw\nzygwonHFGudrnUHnFKTqaQjsVWsbcE4bwyQnwYi2/QBuEEJ09raDEKILgBsc+yYl8VYwEEr+nrsw\nqSuzoPPdo9G/P7B30du4fdU4EASeegp48EUj9s2v9BxGFAIX//oWnCp5G5njTK2E7Q9P/yPmRQgE\nOSx6xbjLodO72u9J1PjypoXipQomtKoW5u7HK0Pe3UOiavvZq9Z2YE8bwyQpWkpM1RuAJwBIkMOf\nAz38fSDkeaR2APMCXT8cm7eJCOEknltzBIq69YTdJtGb40rosLiE9q2WRx3YbRItHm8mvU6iRYta\nzll9DTx13XdvufLOlXNj3uLDgqH0xcoq7aO6IjTKylO7j1CP92Rroo7iYkLjww8/dLb8GD58eKzN\nYRjGD9DY8kNQgPE9IUQq5NYeVziE2U4AXzn+A5EOYDgAPYA9AK4hosYQdWXADBs2jHbv3h3tj01Y\nJJuEHdPL0e3qQahf34CssnnYM14e/i50AhsXWzBwzli8PWIhpnxUCL1B9tRYLLK3sbJS9vK5QyR7\nIo1G2QN4SnRAJzRF+exaaAJQ++qnMN73s5jZoKA0H84oMAbtqQvleCa52b9/PwYNklOK+/bti4MH\nD8bYIoZhfCGEqCKiYX73C1S0ORbvAeBFAHmQ+7KpIQCVAB4ioqMBLx4GWLT5xv2Br4RD21EzmsmA\nz+56BmNWFGD/2hpkFBhBBKybVI7sink4U1zpzJVyF2X+PnNHh//BNbZtUThDz7z/iwW4adNcFjlM\n0nPmzBmkpqYCAAwGA86dOwedjlOYGSZe0SragvpXTERHiagQwAAAkwDMcWyTAAwgosJYCTbGP+55\nWoPysvDV5CXY9X/v4N4L1qP/rELUr6lBh7vzUFtmhU4vcHtxIc4UV2JQvhEWCyBJ/gWbOu+qrsyC\nK22fRPEsXTkLgaYbR2lv5xFnhSaeSAQbmdiQkpKCbt26AQBsNhuOHDkSY4sYhgkHIf2vFxEdJKJV\nRPSUY1tFROyHD5BoP3yVSkOSyOl1G7D8MQxI1+GpzdkwmgTeOmDEWKqERcpCXZkFAJA5zoSaPQJ5\neUB5OTB6tGy3x3OSCNsfKUPnu0ejrswCe5MdekRfXSifuK3bWNwyJ9v3viqRGW+FJp5IBBuZ2MHF\nCAyTfPgVbUKIfqFs0TiJRCfaD18ioG5dPVLvyXcOcwdaKlBraoBXXhUoXGBE350VSJkwFnVlFtSW\nmNFhrxlrKggZGb4/o77CigHLZqIdNQMAvlsRu/FVn3QaiRv/U9qqWtQdtQcy3iZTAK0rRuPRRiZ+\nYNHGMMmHlufoASBoFwlp/IyoouRiZQ0lNKzxnMwdzUTvaD18lfP+9h0LriyZgS25S/Hnl+QGuLrV\n65HpaHVhNAJr1wIda61I/eM8fDNlIbpJhB6TRsGGdtCVvI2MQhPWr/duc0aBEXXSegCyh+7wn16N\n7Mn54Idf/gaGjv5vw4wCI+oht/xQBGw84RSVkPMK49FGJn5g0cYwyYcWQXUQwYu2uETxbC2/3yoP\nMkdLcr2C+wMykkTr4WuxAGPGAK9MBvQ6gavvycTay4Wcl3alo7jAIVaNBUYgy4g6WoPujvdtoj2+\nmrwEIzSIGqETGDy+JRwpffd9hM/OM+91y8cdq8Zp2lfpYxavqEUlw/iDRRvDJB9+RRsRpUXBjqii\neLayhhrRkOb5IRjPD0h3L6BWr6BkJ6SftKLXzUacunQ9hhQYIdwC5K28OTqBlIl52Pt/a5C2aj1G\nFAbueSSJ0O1E9AfFN0GP5hlzoG+XHFVz8S4qmfiCpyIwTPKRHE+zAFG8RDq9a4d4dc5QPHePd6/+\n1DoD84dNFqw+NRpHtljlh78QrQog3KcCZBTIExAmv2LC2cHBXY/6CiuM2BPwcaFAAN6+8v9hQLou\nLga6M0y0UYu2b7/9NoaWMAwTLtqUaPM3OijaA8CDxZOw8jVTUjnv/v0IOgGkpcnvK2Hi8nLZC6eu\nElUEHYRA7mwT1r4pgs65G3jnUBxGz+AODpJP2t+IwdN/ifN+ne8cAh/o2CiGSWQuvPBC5+vvv49N\negLDMOGlTYk2f6LMXfzEax8sdy+gL6+g7awN2wZMQMfxv4JOL3CqZD0G3yWH2IxGoKgImDMHeGOG\n67VRV7SGNNeUgLfuLkU/RK9PVBOA9Ka9EELgm8lFGJSXlTCCnGHChVq0/fDDDzG0hGGYcBF3lZ2R\nxFOemns+mDpnSBEu3sY0xTtEwKahM/DLgyXY1vcuXOcm7IQACgvl13MeNwKTK3FPntw8NysrPBWt\nVivwn8odrcZmRBIdgLqRj+JiAGkvzET98AxkjjPFbY4iw0QCd9FGRBDB/J8XwzBxQ5vytHnySPny\nwESjFUckwnZEgLmasHGxBc8emYST6Izuf54JImDjYgske8tnKcJt0WKBP68zYU2l3Dy3piZ475oa\noxG45MqLQjyjwNjZ9y7c8M5sV4EaJzmK7t83h22ZSJGSkoLOnTsDAJqbm/HTTz/F2CKGYUKlTYk2\nT/jKBxNCFh1Wa+RCpJEI21mtwOOj5HYmMx834NuSrbhsUg42PWXB5XNGY9NTrmMMFOG2di1QUBBe\noSoE0D2rL2zhWc4v1pThGLG/GDqDDhkFRhyYujQq3jWtofRgikgCFXYsBBmFXr16OV9zXhvDJD5J\nK9q05qL588BEelqBvyKCQFCEQ1YWsHiDvO4tj5uQWWhEfYUV/frKhQj9+7c+1llRqwuPhw2QxUNt\niRmGsuKoxOFPoB2uOPYx9O31AICGyhr0WT4PDZU1Ef9srfdJoEUkQODCnvP3GAXOa2OY5CIpRVtj\nY+sHaLBFBZEOkXoTjYHaSyRXgY4dK4c2s68UGHyXvK7yEHcvRIh0oUV9hRVdJo5B1pmPIvMBbpRM\n/NBl8kE4BbE/tN4ngRSRKAR6HtE8bya+4QpShkkuklK0paa2foAG4jFz6dcWQuVkKPiyV/Fg7VtV\njdoSs3PA+bx5wMKFLeetnMegvCyPD3GLmTA71wJzNUVEvGUUGHFixb9Qh8vCu7AHCMAVXQ66vBfN\nPDat90kwoctAzyNe8veY2MOijWGSi6QUbUDrB2ggHrN4CC/5slfxYPWYNApdJo5BbZkVtbVARYWc\nm6act3IeDZU1yBxnQkNljct5pdRb8eqxPPyw2RqRELDQCegMOgxF5K/jh53H4Nq/Fkb8c0IlHu4t\npu3AOW0Mk1y0mZYfgcz3jIcRVr7slYexr3NObjDbhuJf95ThjuICXHmlzmU/9Xm4/55ZaES9qERu\nvhGVoyITAh44NgtvG+7EGNub4V/cwVkAFz7/R+gM8f//IPFwbzFtB85pY5jkIv6fciHiK2/L29/i\nPbykDGMfMuFKDB6fjX6frcFKTETfnRXOfTzNI/WWT6XTi4iFgDc+ZcFI2zvhX1iFHgb8tKshIaol\n4/3eYpILDo8yTHKR9KLNU26YItYsFg9/S8B2CSOeLcBnDxcj9dcFTgEaL2G4s9V70RHnIrb+f9EO\nx9EV6csfi/m5Mky8weFRhkkukl60ecoNU4Rub0WVAAAgAElEQVQc0PpvkRQ74RCEntbQGXQ477fj\nUDBO5xSg6gpCtUcx2qO5em7/V8TWJgBbHvsAR4s34qspSzEoLyvwNeJEpMeLHUxywZ42hkkukl60\nearqU4ScydT6b4rYGZSXFfaHaKiCULIT/jWxHB0njHVZgyRCx1oL1lSQU4AKnZDzpyqssJjJORje\nk3cxkkijx0RsbQGg64Yy6Aw69H3piaD6scWLRzJe7GCSC85pY5jkIulFmyd8tWdQco7cKy1DhSQC\nSYTGFWs0JaF78rxsXmLF0JJ5sBQubBlqLxF2TC9H6qQ8pDZYXc5JEQIp9VYUFQFz58rvR3o0l/oc\njpq/hqT8Hub1v0Qafr7rmRahnW8M2IsYLz3N4sUOJrno0qULOnToAABobGzEf//73xhbxDBMKLRJ\n0aaFcD9E6yusSL0nH0InNCWhe/K8jHzMiIZFlRi9ohDWGgHJTtj+SBnSnpuOQw8uaGVrRoERjSsr\n0TgwC1mSBZVryKN3MVLUlpgxsmqB8yYL90d+fdN9MHQ0OIV2zR6BvLGETU959pB6Cg3HS2FAvNjB\nJBdCCM5rY5gkgkVblAilq73idRMCuOVxE/Z8Lg9137zEigHLH4MBNnS7OgP1FVZIdoLZDFRXA2aL\ngAUmzLm1xqMnTivB5sEd21mPFJwNu4cNAPaLgbjh3TkuHkmjEVj+gDxz1ZOHNJIjyTgnjYlXOK+N\nYZIHFm1eCHeOkTrHTMuDXfG8AMCO6eVIUeWxKTl5v3h0KHb9bComdHsXBw8JpEzMw+YlVowZTZh+\ngxmPXm/GzBmE3/41NK9hsGLnmmcL8dGN89Ecgdvs8G+ehL693uV7EgLIneX9XCM5koxz0ph4hfPa\nGCZ5aDPNdQMlEk1QnQ92VDoFmTvu/dXqK6zos3wevpmyENc4bBECMGYRPrxtCW7d+SQwfgByZxei\nIb0SI/ONeFWyIuuJMRACqHliPW65ywQhNHYW9oA/sUMkCzqj0TXsqjPogG8Po70zqy08SAD0HdoB\nAAblZWHn9iIMd1SOqsWuO4E0WA4UbprLxCvsaWOY5IE9bV6IRI6RlhCpu8dGOWb40gLUlVthriYQ\nyftduuVlbBu1AGNWFECnF8golPO6Lsw14jc91qFm/jrcMtsYcv6av7maHnvhKeFCmz20D/fAWRhw\nwbWDAQANlTXos3xeUJWj4YRz0ph4hXPaGCZ5aJOiLVb5R/4e7J4qTN2rWR8fZYXFApy+NAuHHlqI\n69fNco5vUsST0Ak8tTkbt8zJjoqI8OSJU8Rn16/DGy48CwM25v0Dg8dnA+CqS4bxB3vaGCZ5aJOi\nLZb5R74Eo7cKUyKgcZBcCbp4gyxO5tza4mFSCgWysrz3n4sknjxxGQVGNK5Yg739bw1rcHTDz/6E\nX5Xd7XU0VyIg2SRsf6QMki28YWOG8QTntDFM8tAmRVssvTO+BKM3u6xWIL9A4NwQE7KvlOeELt7Q\nsq/VCuSNJWx+2gJjFgUt1sI5LUHoBCS7hDv2LwmbaDsLgcHTRkGnTxyB5omdMytw1XMTsXNmhf+d\nGSZE2NPGMMlDmxRtsfTOuAszkgi1JWbUlpgBwKNd7uFHIYDsKwUG3yXv66/VhVZ8VYkGE1L+9h8b\n0QWnwlbt8unv3nCGRWNFKKF15dirn87HrmnFGL60IAIWMowrnNPGMMlDmxRtvgjmoRyIh0otGImA\nTU9b0WXiGHSZOAabnrYG5eXy1+pCK76qRD15CP1eqzBqYgLw1aF2QQvtcHkRQwmtK8fuf3MPRvx1\nnDMXkWEiCXvaGCZ54KeGG8E8lLX2MSOJUFtqcVaAVn1mx7YnN8D8x3+iZv46TH5ZDnW6iyFlfYtZ\nfl+yE8zV8lrKPpH2Hnpq9ltXZvF4rYiA6t0S2qf3w7YON4YlPNqAARj650KPokuL0A5XY10lV08p\nGvGH2jYummBiQY8ePaDX6wEAJ06cwLlz52JsEcMwQUNESbfl5OSQJyS7RLWlZpLskse/a92n1TES\nkdks//RFbamZDujTaWRPM+3eJVHpRdNIAuif1yxyWWPf6mo6rOtN+1ZXu6y/r8RMXxvSacMiM43s\nKa9VW2rWbKc/zGai9HT5p8v5uV2T2lLZjn2rqz1eK7OZ6L7OpdQEkB0gKcTNBlDFmDc82qa2x9e1\n0PodaUHL5wWzL8NEil69ehFkhzUdPnw41uYwDOMGgN2kQd/EXGBFYvMm2mL9AJXsEu0rMVN1lUSv\nPWym/Uij0oumUfNZm8t+7qJNwW6TaMMiM9maJaquktdSC6ZQhYm3492vmz9hK0lEuz+10Y7OvwhZ\nsEkA7YCRbE12r+cWjNAOhUA+L9q2MYwnLrvsMqdos1qtsTaHYRg3tIq2NhUejXZ4ilR5VM7XEiGl\nzoJ7lmRh67Q3kX/oLzB0kEMXSlECSYSTxetadfav2SMw+RV59qi6EEEh1BCgtya67tfNbyiWCOdW\nrcHlpz4JzhA3LsIR6PTCaxsTb/ZEoh+f+8QKfyRiSxIm+bjgggucr3/88ccYWsIwTCi0KdEWyQco\neUh0V4soqxWYfXM1LplwA7rfnYv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86yvkKRFFAx/2uuZB9Ma125e4vOctX81XHls8TZhg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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2b7fb76de250>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,10))\n",
    "plt.scatter(n2halpha,o3hbeta,marker='.',s=1,c='b',label=\"all\")\n",
    "plt.scatter(n2halphagold,o3hbetagold,marker='.',s=1,c='r',label=\"i<25.3\")\n",
    "plt.xlabel('log(NII/Halpha)',fontsize=22)\n",
    "plt.ylabel('log(OIII/Hbeta)',fontsize=22)\n",
    "plt.xlim((-3,1.75))\n",
    "plt.ylim((-3,1.75))\n",
    "plt.plot(xvec,n2kewley,color='k',lw=3,label = \"Kewley et al. 2001 starburst line\")\n",
    "#plt.plot([0.,2.6],[26.8,26.8],color='r',linestyle='--',label = \"i<26.8\")\n",
    "plt.legend(loc=\"upper right\",fontsize=17)\n",
    "plt.savefig(\"BPT_NII.jpg\",format='jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/global/common/cori/software/python/2.7-anaconda-4.4/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: invalid value encountered in divide\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-1.87950803 -1.60110234 -1.48986814 -1.51481181 -1.44069827]\n"
     ]
    }
   ],
   "source": [
    "s2halpha = np.log10(SIItot/Halpha)\n",
    "print (s2halpha[0:5])\n",
    "\n",
    "s2kewley = 0.72/xvec+1.30"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "s2halphagold = s2halpha[mask]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bm8UhNDQUgYGBKC4udisEXOnWrRtee+01ZGZm4tixYzZx1q1bN3z88cfw9va2ibiyqOya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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2b7fb80adcd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,10))\n",
    "plt.scatter(s2halpha,o3hbeta,marker='.',s=1,c='b',label=\"all\")\n",
    "plt.scatter(s2halphagold,o3hbetagold,marker='.',s=1,c='r',label=\"i<25.3\")\n",
    "plt.xlabel('log(SIItot/Halpha)',fontsize=22)\n",
    "plt.ylabel('log(OIII/Hbeta)',fontsize=22)\n",
    "plt.xlim((-3,1.75))\n",
    "plt.ylim((-3,1.75))\n",
    "plt.plot(xvec,s2kewley,color='k',label = \"Kewley et al. 2001 starburst line\")\n",
    "#plt.plot([0.,2.6],[26.8,26.8],color='r',linestyle='--',label = \"i<26.8\")\n",
    "plt.legend(loc=\"upper right\",fontsize=17)\n",
    "plt.savefig(\"BPT_SII.jpg\",format='jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/global/common/cori/software/python/2.7-anaconda-4.4/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: invalid value encountered in divide\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.4789415   0.47884879  0.47891521  0.47888688  0.47887913]\n"
     ]
    }
   ],
   "source": [
    "o3ratio = np.log10(OIII5007/OIII4959)\n",
    "print (o3ratio[0:5])\n",
    "\n",
    "o3_31 = np.ones(len(xvec))*np.log10(3.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SJHVelQS3LVjzDgiTyz93WtGQmTOB3wN7V1+aJEmSGqokuC0A+q3h+IpjTZcD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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2b7f844f76d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,10))\n",
    "plt.scatter(n2halpha,o3ratio,marker='.',s=3,c='b',label=\"real ratio\")\n",
    "plt.xlabel('log(NII/Halpha)',fontsize=22)\n",
    "plt.ylabel('log(OIII5007/OIII4959)',fontsize=22)\n",
    "plt.xlim((-4,.75))\n",
    "plt.ylim((0.2,1.))\n",
    "plt.plot(xvec,o3_31,color='r',label = \"3:1 OIII ratio line\")\n",
    "plt.legend(loc=\"upper right\",fontsize=17)\n",
    "plt.savefig(\"BPT_OIIIration.jpg\",format='jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}