{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# What's New in Marvin 2.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Marvin is Python 3.5+ compliant!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO: No release version set. Setting default to MPL-6\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "%matplotlib inline\n",
    "\n",
    "# only necessary if you have a local DB\n",
    "from marvin import config\n",
    "config.forceDbOff()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Web\n",
    "## Interactive NASA-Sloan Atlas (NSA) Parameter Visualization\n",
    "http://www.sdss.org/dr13/manga/manga-target-selection/nsa/\n",
    "- Drag-and-drop parameter names from table onto axis name to change quantity on axis\n",
    "- Click Box-and-whisker button and scroll horizontally to see distributions of selected parameters.\n",
    "- Click on arrow in upper right corner of table to show all parameters.\n",
    "Python snippets (Cube, Spectrum, Map, Query)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tools\n",
    "## NASA-Sloan Atlas (NSA) Parameters\n",
    "`Cube.nsa` or `Maps.nsa`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Marvin Cube (plateifu='8485-1901', mode='local', data_origin='db')>\n"
     ]
    }
   ],
   "source": [
    "from marvin.tools.cube import Cube\n",
    "plateifu = '8485-1901'\n",
    "cube = Cube(plateifu=plateifu)\n",
    "print(cube)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:Brain:get_nsa_data: getting NSA data for mangaid='1-209232' with source='nsa', mode='auto'\n",
      "DEBUG:Brain:get_nsa_data: running auto mode mode.\n",
      "DEBUG:Brain:get_nsa_data: getting NSA data for mangaid='1-209232' with source='nsa', mode='local'\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['elpetro_mtol',\n",
       " 'elpetro_logmass',\n",
       " 'sersic_ba',\n",
       " 'elpetro_absmag_i',\n",
       " 'isdss',\n",
       " 'elpetro_absmag_r',\n",
       " 'elpetro_absmag_F_i',\n",
       " 'petro_flux',\n",
       " 'elpetro_mag_g_r',\n",
       " 'elpetro_absmag_z',\n",
       " 'elpetro_absmag_F',\n",
       " 'platequality',\n",
       " 'sersic_ok',\n",
       " 'qstokes',\n",
       " 'sersic_flux_ivar',\n",
       " 'elpetro_absmag_N',\n",
       " 'elpetro_absmag_u',\n",
       " 'sersic_th50',\n",
       " 'elpetro_mag_u_z',\n",
       " 'profmean_ivar',\n",
       " 'elpetro_mag_r_z',\n",
       " 'zsrc',\n",
       " 'elpetro_absmag_g_z',\n",
       " 'fiberid',\n",
       " 'sersic_n',\n",
       " 'zdist',\n",
       " 'pid',\n",
       " 'sersic_logmass',\n",
       " 'sersic_mtol',\n",
       " 'plug_ra',\n",
       " 'racat',\n",
       " 'izcat',\n",
       " 'elpetro_apcorr_self',\n",
       " 'xpos',\n",
       " 'in_dr7_lss',\n",
       " 'elpetro_kcoeff',\n",
       " 'itwodf',\n",
       " 'elpetro_theta',\n",
       " 'zsdssline',\n",
       " 'mag',\n",
       " 'elpetro_absmag_u_z',\n",
       " 'phistokes',\n",
       " 'elpetro_absmag_i_z',\n",
       " 'petro_ba90',\n",
       " 'aid',\n",
       " 'ustokes',\n",
       " 'subdir',\n",
       " 'elpetro_absmag_F_r',\n",
       " 'elpetro_absmag_N_z',\n",
       " 'elpetro_absmag_r_i',\n",
       " 'profmean',\n",
       " 'elpetro_mag_u_r',\n",
       " 'elpetro_amivar',\n",
       " 'petro_th50',\n",
       " 'elpetro_mag_r_i',\n",
       " 'ined',\n",
       " 'elpetro_th90',\n",
       " 'elpetro_mag_u_i',\n",
       " 'elpetro_kcorrect',\n",
       " 'sersic_kcorrect',\n",
       " 'elpetro_flux',\n",
       " 'deccat',\n",
       " 'elpetro_mag_r',\n",
       " 'camcol',\n",
       " 'elpetro_mets',\n",
       " 'nprof',\n",
       " 'nsaid',\n",
       " 'elpetro_th50',\n",
       " 'ycen',\n",
       " 'elpetro_mag_g_i',\n",
       " 'elpetro_rnmgy',\n",
       " 'elpetro_absmag_F_N',\n",
       " 'programname',\n",
       " 'run',\n",
       " 'dec',\n",
       " 'petro_theta',\n",
       " 'elpetro_absmag_N_u',\n",
       " 'petro_th90',\n",
       " 'elpetro_flux_r',\n",
       " 'isixdf',\n",
       " 'elpetro_th50_r',\n",
       " 'ialfalfa',\n",
       " 'ra',\n",
       " 'elpetro_mag_g_z',\n",
       " 'mjd',\n",
       " 'elpetro_absmag',\n",
       " 'sersic_b1000',\n",
       " 'elpetro_phi',\n",
       " 'survey',\n",
       " 'petro_flux_ivar',\n",
       " 'elpetro_nmgy',\n",
       " 'sersic_mass',\n",
       " 'petro_phi50',\n",
       " 'fiber_flux',\n",
       " 'elpetro_nmgy_ivar',\n",
       " 'elpetro_absmag_g_r',\n",
       " 'elpetro_mass',\n",
       " 'petro_ba50',\n",
       " 'ypos',\n",
       " 'elpetro_absmag_u_r',\n",
       " 'elpetro_mag_g',\n",
       " 'elpetro_absmag_F_g',\n",
       " 'rerun',\n",
       " 'elpetro_b300',\n",
       " 'elpetro_mag_u_g',\n",
       " 'elpetro_absmag_g_i',\n",
       " 'elpetro_absmag_u_g',\n",
       " 'elpetro_b1000',\n",
       " 'elpetro_mag_i',\n",
       " 'elpetro_absmag_F_u',\n",
       " 'elpetro_ok',\n",
       " 'bastokes',\n",
       " 'sersic_kcoeff',\n",
       " 'clumpy',\n",
       " 'xcen',\n",
       " 'elpetro_flux_ivar_r',\n",
       " 'size',\n",
       " 'sersic_phi',\n",
       " 'elpetro_absmag_N_g',\n",
       " 'elpetro_mag_z',\n",
       " 'elpetro_absmag_N_i',\n",
       " 'elpetro_ba',\n",
       " 'elpetro_th90_r',\n",
       " 'proftheta',\n",
       " 'dflags',\n",
       " 'tile',\n",
       " 'sersic_nmgy_ivar',\n",
       " 'z',\n",
       " 'elpetro_apcorr',\n",
       " 'extinction',\n",
       " 'elpetro_theta_r',\n",
       " 'elpetro_absmag_g',\n",
       " 'plate',\n",
       " 'plug_dec',\n",
       " 'sersic_b300',\n",
       " 'dversion',\n",
       " 'sersic_rnmgy',\n",
       " 'petro_phi90',\n",
       " 'elpetro_mag_u',\n",
       " 'sersic_nmgy',\n",
       " 'asymmetry',\n",
       " 'sersic_absmag',\n",
       " 'elpetro_absmag_N_r',\n",
       " 'sersic_mets',\n",
       " 'elpetro_absmag_r_z',\n",
       " 'elpetro_absmag_F_z',\n",
       " 'elpetro_absmag_u_i',\n",
       " 'sersic_flux',\n",
       " 'iauname',\n",
       " 'elpetro_mag_i_z',\n",
       " 'field',\n",
       " 'elpetro_apcorr_r',\n",
       " 'fiber_flux_ivar',\n",
       " 'sersic_amivar',\n",
       " 'elpetro_flux_ivar']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(cube.nsa.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9.565475912843823"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the mass of the galaxy\n",
    "cube.nsa.elpetro_logmass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Map Plotting\n",
    "### Completely redesigned map plotting\n",
    "- uses DAP bitmasks (NOVALUE, BADVALUE, MATHERROR, BADFIT, and DONOTUSE) and masks spaxels with `ivar = 0`\n",
    "- uses hatching for regions with data (i.e., a spectrum) but no measurement by the DAP\n",
    "- clips at 5th and 95th percentiles (10th and 90th percentiles for velocity and sigma plots)\n",
    "- velocity plots are symmetric about 0\n",
    "- minimum SNR is 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Marvin Maps (plateifu='8485-1901', mode='local', data_origin='db', bintype='SPX', template='GAU-MILESHC')>\n"
     ]
    }
   ],
   "source": [
    "from marvin.tools.maps import Maps\n",
    "maps = Maps(plateifu=plateifu)\n",
    "print(maps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " ...\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]] 1e-17 erg / (cm2 s spaxel)\n"
     ]
    }
   ],
   "source": [
    "haflux = maps['emline_gflux_ha_6564']\n",
    "print(haflux)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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7dOvWDTVr1oSfn1+59o0YMQIFBQVwdnaGj48POnXqxOPdKl+Xvr4+OnTogGnTpsHT01Ny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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ed2acf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = haflux.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stvel = maps['stellar_vel']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FKFuDsjVeJKF/pIKhYQ2e1MWsDK7y39/5mPN97mDuCd6eu//8y1n/3eSLGj8/unKVxMew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\nouBMCCFaiIIzIYRoIQrOhBCihf4PgiggfMz7XYgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11f1222e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = stvel.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stsig = maps['stellar_sigma']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IREZGYuZM7sQrmqJvKRDpJAXjRNcpNynqQL8RTdE6OTnByak8C5KNjQ0aN26M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\nKVqCIAiR+X+MLFeMmg7YwgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11f1d2f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = stsig.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BPT Diagrams\n",
    "Classify spaxels in a given Maps object according to BPT diagrams!  Will return spaxel classifications for star-forming, composite, seyfert, liner, and ambiguous.  **Note: there is currently a bug in the BPT code that returns incorrect composite spaxels.  This is fixed in a 2.1.2 patch that will be released soon.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ZjjNKjjfPu0pPHj4U6NxZg7f3mwe/pbdXqUOaeDiYHj268+LFC4KC6qW3KxIS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\n/BdrNrfOQMqnrwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ed47710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "masks, fig, ax = maps.get_bpt()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       ...,\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False]])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# this is the global mask for star-forming spaxels.  It can be used to do selections on any other map property. \n",
    "masks['sf']['global']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 2.61238 ,  2.3186  ,  3.23694 ,  4.29315 ,  4.7633  ,  4.6949  ,\n",
       "        3.83668 ,  3.00391 ,  2.10722 ,  1.2315  ,  0.808691,  3.33439 ,\n",
       "        5.41251 ,  6.92827 ,  8.52238 ,  9.64208 ,  8.78392 ,  6.31557 ,\n",
       "        3.16403 ,  2.18025 ,  1.31525 ,  1.17475 ,  1.91892 ,  4.07317 ,\n",
       "        6.90582 , 10.3638  , 13.5446  , 15.905   , 14.9757  , 10.6206  ,\n",
       "        5.94007 ,  2.72092 ,  1.73805 ,  1.43055 ,  2.27942 ,  5.13315 ,\n",
       "        8.94395 , 15.0203  , 19.7518  , 23.0878  , 21.9951  , 16.3735  ,\n",
       "        9.2675  ,  3.76588 ,  2.09377 ,  1.53463 ,  6.32198 , 11.4821  ,\n",
       "       19.3324  , 25.9203  , 29.9385  , 27.2771  , 20.6289  , 11.3811  ,\n",
       "        5.50812 ,  2.84673 ,  7.41647 , 13.6795  , 21.2959  , 27.8799  ,\n",
       "       30.7445  , 27.7567  , 20.5631  , 13.3692  ,  6.78166 ,  3.62738 ,\n",
       "        7.69176 , 12.631   , 19.2143  , 25.3789  , 27.9655  , 25.1701  ,\n",
       "       19.0827  , 12.6037  ,  7.21636 ,  3.78515 ,  2.61258 ,  6.27947 ,\n",
       "        9.45194 , 14.354   , 19.341   , 22.6235  , 21.1649  , 16.1999  ,\n",
       "       10.796   ,  6.20326 ,  2.38763 ,  4.18388 ,  7.17795 ,  9.88782 ,\n",
       "       13.4471  , 16.3569  , 16.1813  , 12.4726  ,  8.02735 ,  5.12212 ,\n",
       "        6.56141 ,  8.88974 , 10.2244  ,  9.98092 ,  7.82062 ,  4.77271 ,\n",
       "        3.09175 ,  4.94589 ,  5.26413 ,  5.29018 ,  4.86594 ,  4.27445 ,\n",
       "        3.31977 ,  2.26289 ,  1.47511 ,  3.72886 ,  3.71734 ,  3.56497 ,\n",
       "        3.15182 ,  2.38201 ,  1.5991  ,  0.935073,  2.38863 ,  2.5821  ,\n",
       "        2.44304 ,  2.07905 ,  1.37951 ,  1.04939 ,  1.38008 ,  1.48643 ,\n",
       "        1.39193 ,  1.25248 ])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# let's look at the h-alpha flux values for the star-forming spaxels\n",
    "haflux.value[masks['sf']['global']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-30.0236  ,  -7.57094 , -48.597   , -50.8133  , -49.3935  ,\n",
       "       -40.0258  , -31.9925  , -22.8671  , -20.4737  , -20.5838  ,\n",
       "       -67.8342  , -18.9473  , -34.8496  , -39.3081  , -36.2838  ,\n",
       "       -30.801   , -25.654   , -27.3124  , -31.4655  , -32.1877  ,\n",
       "       -47.4545  , -15.519   ,  -5.30051 , -21.0384  , -32.094   ,\n",
       "       -32.3173  , -25.3433  , -19.2887  , -16.0028  , -21.6344  ,\n",
       "       -26.5744  , -31.1291  , -28.2956  , -28.3708  , -18.5553  ,\n",
       "       -25.4309  , -22.6039  , -18.5813  , -13.5006  ,  -9.4287  ,\n",
       "        -8.75091 , -10.2122  , -18.5646  , -20.8729  , -17.6147  ,\n",
       "       -23.6381  , -12.9698  , -10.6084  ,  -8.78304 ,  -5.87197 ,\n",
       "        -3.24141 ,  -1.05779 ,  -1.81483 ,  -8.06158 ,  -5.23015 ,\n",
       "        -0.237407,  -2.87323 ,  -0.773513,  -0.409809,   4.00251 ,\n",
       "         7.43025 ,  10.6331  ,  10.1801  ,   8.8856  ,   5.38405 ,\n",
       "         6.74793 ,   4.30429 ,   6.46285 ,   8.67415 ,  12.391   ,\n",
       "        18.7887  ,  24.115   ,  26.2952  ,  23.1974  ,  14.9084  ,\n",
       "        13.968   ,  15.9661  ,  12.2057  ,  11.5498  ,  15.3452  ,\n",
       "        22.1896  ,  29.2318  ,  34.9568  ,  35.7224  ,  34.7239  ,\n",
       "        27.6429  ,  24.9582  ,  23.8044  ,  23.8806  ,  24.7734  ,\n",
       "        27.9188  ,  34.0617  ,  41.0612  ,  40.3151  ,  43.4072  ,\n",
       "        31.9395  ,  38.4895  ,  40.8654  ,  39.4788  ,  41.7585  ,\n",
       "        47.4712  ,  50.7672  ,  63.2274  ,  37.3708  ,  42.2848  ,\n",
       "        48.4363  ,  51.7787  ,  63.3359  ,  64.4843  ,  70.7284  ,\n",
       "        85.8543  ,  34.5925  ,  49.8481  ,  65.5121  ,  62.1518  ,\n",
       "        59.5829  ,  72.2977  , 112.836   ,  24.6681  ,  46.0655  ,\n",
       "        56.3605  ,  55.8635  , -39.2257  ,  69.69    ,  22.2551  ,\n",
       "        34.6142  ,  44.2299  ,  53.2412  ])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# let's get the stellar velocity values for the star-forming spaxels\n",
    "stvel.value[masks['sf']['global']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Lz5492LFjR5o6z58/z/jxH9KkSRBz587m4cNHtqwGq4mMjOTEiZ8YPPgd3nyzHdevX+fM\nmTMULFiQfPnyodVqyZMnD1WqVAWgUKGCPHnyBIDKlaugUqnw8/MjX768SXptwsOvUb58+cTjZcok\n9Fyklt328uVL1KmTkPm1Tp06XLp0KZnN89XmvXr15u+/L9OzZw/mzJltu8oQCAQuj9EI06ZpKFPG\nTMeOYtt7S4geDxsQEhLCzJkz6NOnb+JwS3j4dc6dO4denzDB6Pz587zySnEuXrxoVXbR33//naCg\nxvz222+UKlWaV14pnqI/b29vvvrqK+LjdZQrV5bWrVsn+tBoNInZUwHKlSvHmDFjqVo14R/6c1/2\nZtu2rYwZM5bBg4cAcOjQQTZu3JAsQEipbs6cOYPRaCQuLo779++TN2/eRJtixV7hzz//TDx++fJl\nAHLl8ufWrQggIWnZ8zopXboMJ06coGTJkpw4cYLSpUsDYDab0el0mEwm/vrrLyBhT5znvUPNmzel\nRYsWVKhQ0eZ1IxAIXI9vv1Vx5YqStWvjSWWTcMELiMDjJcI6fQekL3Npjhw5WL16DcOHv0t8fDx6\nvZ433+zAO++8Q8OG9QEYPHhwkn+Slrh69SotW7YgLi6OdevWky9fvhT9DRv2LufPn8NgMNC//9tJ\nfOTPnx9PT086derIwIHvMHPmLIYNe5eYmGgAevXqw1tvvWW1ptRo0qRpuupr48YNLFr0VeLrunXr\nMWzYMKuGMAoWLECXLp0JDw9n4sTJSTK4BgQE0KVLV+rWfYNSpUpRqFBhNBoNFStWxNfXj8aNGxEY\nWB+VKqHZv//+GPr168OqVSvw8vJi5crVQEK21Hr16lK5cmUKFSoEJAwNrV27BkmSCAjIn9ibIhC4\nEsorf+P3dm8U4deIGz+B2P7vOFqSyxMfDzNnaqle3URIiAkxEmsZt8xcGhurIz4+aXfXnTvhSTKX\nOguSJCXbR6Vv37707duXevXqOUhVclLS6YwYjUZUKhVRUVHUrFmDP/+8mGw/m6zi0qW/KFDgFcC6\nDKoeHmri41OfhGaND0s2tvBhSae9dFjjw9/fO9VjKT0XskKDLXx4eKgxHj6C58SPUf51EZRKTKXL\nEPvZDEzVqmdYh/ewwci+vsR+NiNDOlXHj+LzTn+enr+cqDO7t+HFi1V89JGWsLA4GjSQbXLvXaFO\n0/qsWcItezzcJYGYLDuHDmcpwxqbGTNmcOjQQSIjo/jkk0koFMpk9iKBWPpsRAKx9GqwQWKuyEh8\nunYkeuZcdG3ag16P+uefMKvU/56bMR3SjRvo271ppY+XjhuNKMwyMv/VY3Zvw8+ewdy5aho0MPLG\nG0bM5uyTlC0zuGXg4eqsWLHS0RJclo8++ogPPxzvaBkCQaZQXPkbAF37jglveHpiaNQ48bhm/Vo8\nvpiP4v59jFWr8WzO55iLFMVn7EhkrQcxk6cm2vr16IyhbiCafXtQ/3Qc9ckT+Hz0AZE/HsdUsDDe\nUyej/X47kk6HLqQV0Z9OA09PVMePkuOd/sT1G4jXkoUYar+BZv8e0OnI80oBAOLOnIMceexXMU7G\n4sUaHj9WMH58nKOluBRiVYsNMJvNDB48iAYNAmnUqEG6E3bFxcXRtGkTgoMbJ1sdkxpr164hKioq\nI3IFAoGTYy5ZCpQKfIcORHNwH9LTJ4nHNLt34jlvNlGr1vPo4lUMtd/Ab2BfAOI7d0O7fQvPJxpI\njx6hOXqY+PadiNy2A0PtN4ieNpuH4XcwlyyF95RPUF69wpNDx3l88jSKu7fxnjMjsSzF/Xsonj7h\n0akLRH25hMiNWzHnL8DD8Ds8DL+DXKCgfSvGiXj4UGLxYg2tWhmoUkVM7EgPIvCwAfv27cVoNHLk\nyDF+/PEI8+cvSNf5Z86cpnDhIuzff9CqDJ4mk0kEHgKBO+Pnx9Mf9oEk4TNyGLlfexW/Hp2R7t/H\nc80K4kaMwlS6DKhUxI4YjerCORQ3b2CsVgPZzw/10cMAaMO2oH+jHnK+fMnLkGU8160mevI05Fz+\nyD6+xA4fhTZs6382CgUxYz4ErRY8Pe1z7S7CggUa4uLggw9EavT0IoZaXkLZ9t9spRIggynsO4vn\neHt7c+XK31y8eJGyZcvi7+9PZGQkgwYN5NGjR8iyzKJFX2EwGBg//kO2bdsOwIABb9OjRw/ee+89\n7t+/R9u2rQkL+57x4z/k559PoNfrGTduHCEhoUyePInr16/z+PFjOnbsxJkzZ+jatTPVq9dgwYL0\nBToCgcD5MZUuw7MvElZ/Kf++jO/gt/H5eCyKiJt4fzgGr48//M9YllHcuYO5SFHiO3fDY8smYhs3\nwWPLJuLeHpSif+nhA6TYWHIFN0jiR3phVzNz7jzg4ZEl1+fKRERIrFqlpmtXA6VKid6O9CICDxsQ\nGFifnj17MWzYUK5fv87Qoe9y9+5d2rZtR6dOnTlz5gzjx3/Ipk3fEh39jLt37+Lj48O5c+do0KAB\nc+bMYcOGDSxZspS9e/fw9OlTDh78kdjYWAID69GiRUKKbq1Wy/btYQCsXLmc1avXUrhwYUdeukAg\nsAOmUqWJ79INz7WrMBcsRPzIMcQ9n//xEroOnfGqXxvd+XMoL19G1yI0RTs5dx5kT0+eHPsFc2pD\nJi8n30slGV92Y9YsLZIEo0eL3o6MIAIPG9G7dx969+5DVFQUQUGNKFAgP8eOHWXp0iUAibkjevbs\nzdq1a8iXLx8dOyZ/cJw/f56jR48m7tqq1+t49Cghw2jt2nXsdDUCgcCRSJcu4fnDDnRt22MuWAjF\nrQg8tm3BUL0m+sZN8Z4xBX25CpjKvoYUFYn68CH0rdsBYC5YCGOVangP6o8utHXqQyQKBXHde+H9\n8Tiip81GzpsXxZ3bKC/+iSGoSYqnmPPmQ/HkMVJUJLJfjqy6fKfm8mUFmzapGDDAQKFCzp9iwBlx\ny8BDkkCpVCR7z6rgXUr6t6UAX5Lg9u3b+Pj44Ofnh5+fLz4+3vj4+NC//9u0bdsWSMgSKknQsWMH\ngoIa4eXlxcaN3yTRIUlQvnw5goODmTdvXuJ5Go0GSQKVSploq9FoMJmMSc61pNMSmfVhjzKc2ceL\n7U6hkLA0hUqSpGTt9EWs8WHJxhY+LOm0lw5rfKRFSs+FrNBgCx+Sny/qP37D66svE//J65s1J27i\nZ+Dnhy4+Fr+BfVDevInZzw9jwyBM7d5MPF/f9S18BvUndurMJNcsSQnlK5UKFAqJ+IlT8Jw1nVwh\njVE8eoS5QAHi+/THHNwUhUJC4qU6K1sWffuO+NesDCYTulOnUeZKPTGiO7bh6dO1eHnByJGGZD5t\ncu9d5LmQGdwy8MhMHg/T9pcyl1qR7yEiIoLRo0ehUCgwGo20bBnKoEGDGTp0MAsXfoksy7RoEcLI\nkaPQaj14/fXa3L59mzx58iZqe/67efMQfvrpBI0bByFJEoUKFWb16jWJ+p/btm3bjgED3qZ27TpM\nnjzZ4Tk2nCWPhyN9iDweznAtqeNKeTzMBQoSvWxNygdNZnSduhL7Zudk7z/HWLAQpkKF0dWpl+T9\np9t3vWCrwKTWEP3hBPhwQjJf+jcCiTvzV5LzAaLmL4T5CwHw8tJgik1ruMG92vBvvyVsBjdmjI6c\nOc28MB3Gah/u8lzIDG6ZuTQmRkfsSx+Ge/duJMlc6sh/YKNGjaRFixY0aRJsMTucs/wzdhedWanj\n0qW/CAhIWJWkVFr+0Hp5aZK10xexxoclG1v4sKTTXjqs8ZE3r2+qx1J6LmSFBlv4yFTbMBjwG9AH\nU8WKxIwc67w6bajDXm24bVstFy8qOHkyBh+fjPlwlzpN67NmCbGc1s707duHGzdu0KRJsKOlCAQC\nN0N5+RJ5ShVBce8u8QOHOFqOW3HkiIJjx1SMGKFPMegQWI9bDrU4MytXrnK0BIFA4KaYSpfhYfhd\n4N+5GVnUVZ7dkGX49FMNhQub6dUr7T1fBJbJVoGHLMvJtl4XCGyBG45YCgSCf9m5U8UffyhZsCAO\nrdbRalyfbDPUolSq0OniHS1D4KbodPEoldkqjhcIsgVGI0yfrqF0aTMdO6a9u7HAOrLNk9LLy4/r\n168nvnae1RFpbzfvLJM23UVnVurw9fVP+ySBQOBybN6s4vJlJatXx6PKNv8xs5ZsU41eXj54ef03\nI8gtZq/bUEdmZ4W7ik576RAIBK5PfHxCltKqVU2Ehpqe770nyCRuGXi4VKIgF0kW4y467aUjO917\ne+nIVgnEnKBtuIpOa2wy2obXrVMREaHg88/jUColJCl73HtrbTKKWwYerpQoyFWSxbiPTvvoyF73\n3j46MpvQSDwXbH3cWXRatslIG46Ohrlz1dSvb6RePSNmc3a699baZIxsM7lUIBAIBAJrWbxYw6NH\nCsaP1zlaitshAg+BQCAQCF7g0SOJxYs1hIYaqFpVTOywNSLwEAgEAoHgBRYs0BAbCx98ILa9zwqc\nKvAYN24cderUITQ0NMXjsiwzZcoUgoODadWqFRcuXLCzQoFAIBC4M7duSaxapaZzZyOlS4vejqzA\nqQKP9u3bs3z58lSPHz16lPDwcPbt28enn37KxIkT7SdOIBAIBG7P7NkaZBnef1/M7cgqnCrwqFmz\nJjly5Ej1+MGDB2nbti2SJFGlShWioqK4f/++HRUKBAKBwF35+28FGzeq6dPHQOHCYhuErMKlltPe\nu3eP/PnzJ77Onz8/9+7dI1++fEnslEoFXl6aNH1ZzsRpTQbMzPtQq9PWai8dlmzcRae9dGSne28v\nHdb4SAvxXHBPndbYWNuGZ81S4uUFH3wgJ7PPTvfeWpuM4lKBh7WYTGanyF4pMpc6n0576chO995e\nOqzx4e2d+g5e4rngnjqtsbGmDZ89qyIsTMPo0Tq8vfXExtpehzvVaVqfNUs41VCLJQICArh7927i\n67t37xIQEOBARQKBQCBwB6ZM0ZA7t5lBg8RKlqzGpQKPoKAgwsLCkGWZ06dP4+vrm2yYRSAQCASC\n9HDsmJLDh5UMH67H19fRatwfpxpqGTlyJCdPnuTJkyfUr1+fd999F6MxYRvirl270qBBA44cOUJw\ncDCenp5MnTo1RT/qeXPQ5sqDuWAhzAULYspfELy87HkpAoFAIHABZBk++0xLoUJmevc2OFpOtsCp\nAo+5c+emeVySJD755BOLfjQfj+flqTnmnDkxFyiIuUBBTAUKQqFCGPMXxFygAKYChTAXKICcM1fC\nTlICgUAgyBbs3q3i1Ckln3+uw8PD0WqyB04VeNiKmHuP0F0NR3H7Noo7CT/KO7cTXt+9jeb8ORQP\n7iO9NGNX9vTEVKgw5iJFMRctirFwUcxFimIqkvDbnC8AFC41OiUQCASCVDCZYNo0DaVKmejc2eho\nOdkGtww88PbGVKIUphKlUjVRmk3ILwcmt26hvBWBIuIGmnNn8Hj4MMk5skaDqXCRxGBELloMY+Ei\nmIq+gqn4q8h58ogeE4HASZGu/gMBhcVnVJDI5s0qLl1SsmJFHCpVQiAiyHrcM/CwBrUac+EimAsX\nSfGwUqnAFPUMZcRNlDevo7h5E+XNGyhu3kB58zraPbtQPHyQ5Byzrx+m4q9ievXVhECkRCkMxYpj\nerWECEoEAgfjVak8HnnyYKjxOoZatTHUqo2xchXQZnxZoMB10elg5kwtVaqYCA014mJrLVwatww8\nJCkhcEgLhUIirYamUEjg5wvlymEqVw4T8PK0I0V8HFy/jvJ6OIpr/6C8ehXF1X9QnzmN9ofvkF4I\nn2UfX0wlSmAq/irmEiUxlSmLqcxrSBXKoVQqM6zT6mvJpA9JktKsU1fRaS8d1vgQdWp7H2mh++JL\nOP4TqpM/o92zEwBZq8VYpRrGWrUxvl4bc9264JczUxrcpW24ik5rbFLSuW6diogIBQsWxKFSKZym\nDbtKnWYGSc6q1GQOJCZG5/hEQXo96tsRSFf+RnntKsqr/yT+Vty4jmROOE9WKDAVewVT6TKYSpfF\nWLoMpjJlMZYsDT4+TpMsxlWS2rhSsitRp7b3kTdv6mshX3wuSPfvo/71F9Qnf0Z98mdUZ08jGQzI\nkoSxUhUM9eqjD6yPoVYd8PGx+3U4Q9twFZ3W2LysMzoaatXy5rXXzGzdGmc3He5Up2l91izhlj0e\nToFGk9Cz8cqryY/Fx6O8+g+qy3/hce0K5gt/orr8F5pDB5AM//WrmAoXwVSuPIZyFTBWqIipfAVM\nxUuICa4CQSaR8+VD37IV+paJTJDRAAAgAElEQVStEt6Ii0N9+hSaE8dRHT2C57LFeC1cgKxSYaxW\nA329+hgCG2B+vTao1I4VL8g0S5ZoePhQwfjxcY6Wki0RgYcj8PDAVK48pnLlUb4Y3RoMKK+Ho7z0\nF6rLfyX8vngBr4P7E4dtZC9vjK+Vw1ihEsbyFTCWr4BcoSJ4ijwlAkGG8fTEUKcu5nqBmEaOhdhY\n1Cd/RnP8KOrjR/CaPxtp7kxkb2/0gQ3RN2mKvnEw5kKFHa1ckE4ePZJYuFBDSIiBatXEtveOQAQe\nzoRajalkKUwlSyV+E1MqFZhiYhMCkQvnUZ0/i+rCebTbt+C5ZgUAsiRxO0cO7hcrTt7Q1ng3DML4\nWnnQpL0pkkAgSAUvLwwNgzA0DAJAiopE/dP/0P54APX+vYlzRIyvlU8IQpo0xVCjFqhFb4iz8/nn\nGmJjYdw4kRrdUYjAwxXw8MBYqQrGSlXQPX9PllFE3ER1/hyKc6e5tmwJpc/8Qb4zf8BnkzCqVBgr\nVMJcoybm6jXRV6mK6dWSYmWNQJABZL8c6JuHYGoZisloQnn5EpoD+9Ac3Ifn4i/w+mIe5hw50Tdr\ngaF1W0yBDcHT09GyBS9x+7bEypVqOnUyUqaM6O1wFCLwcFUkCXORouiLFEUZ2ooyY8bzz5XLLF2x\njFvfbePVhw/o9OQxRTesQ1q+BABz7twYatXBUPsNDLXrYKxQSXxDEwjSiyRhKlOWuDJliRsyDOlZ\nFOojh9Hu2Ylm3248vt2Ij5c3uuBmCfNImjRF9hEbgDgDs2drkGV4/32dZWNBliECDzeiRMnSlJg2\nC3nqTE6e/IW4kqV4mCMHB7+cz4WVy+hUsBBlz5/FZ/cOIGG+iKF6TQy162B6oy6majXFtzSBIJ3I\nvn7oQ1ujD20NBgPaE8dRf/8d2l0/4PHdNmStFn2jJsR37Iw+uDl4i/lYjuDKFYmNG9X062egSBG3\nW8zpUrjlctrYWB3x8Wmnv1UoJMzm1C/d0nFb+fDwUBMfn/rGRLbQsX//XqZP/4zTp0/h5eVF3+Yt\nGVSxEq/eikD1808oL5xHkuWEnAa1aieMbTdohKlSZfg3x4g9dNrChyWd9tLhLPc+u9Wpv793qsfs\n/lwwmVCd/BnND9+hCduG4t5dzH45MLRpi65DZ4xv1Et1hZoztA13a8Pduik4cEDJ77/HkjevY3S4\nU52m9VmzhFsGHk6Rx8NKH/Zcs3369CnWrl3Ftm2beeWVV/nxx/8hSRJSVCTa306iPHIYzZEfUf15\nHgBzrlwY6jVA36ARyuZNiclXyC46M+PDlXJOuMp6fVeqU2vzeGSlhhRtTCbUx4/isWUT2h3fI8VE\nYypYCN2bnYjv1j3Z9g7O0DbcqQ1fuqQlMFDDqFE6xo5NWa+ztGFXqdPM5PEQgUcGj9vKhyMaWWTk\nU27dukW5cuWJioqka9cO9OjRm3btOqDVapHu30dzLCEIUR/5EeWd2wAYy5RF37QFuqYtMNaomdgb\nklU6M2LjSv8kXeUB40p16rSBx4vHdfGodu1Au2VTQu4ekwl9vfrEd++FrmVr0Gqdom24Uxvu2tWb\nP/6AX3+NwTeVJuIsbdhV6jQzgYfIRJUNyZEjJ+XKlQfg9u3bREdHM2zYIGrVqsyKFUuJ8/ND92Yn\nnn2+mMenL/L4f7+hmzEbc778eC7+glytmpK7Qkl8hw5E80MY0rMoB1+RQOBCeHmha9eBqPWbeXz6\nItHjP0F54wZ+7/Qjd+UyeE/4EOnSJUerdBuOH1dy8KCC4cP1qQYdAvsiejwyeNxWPpwhupVlmWPH\nDjNz5jROnvyZggULcejQcfz9cyfTKUVFojl0AM3e3WgO7kPx9CmyRoMhKJj41m3RN2uB7OuXJTqt\nsXGlb+fOcO+tsXGlOnWJHo+UjpvNqI8exnPdajS7dyAZjegbNSZ24BAMjRonWwYvejyss5FlCAnx\n4u5dBSdOROPh4Rgd6fHh7HX6HJEyXZApJEmiUaPGBAY25NixIxw+fCgx6Dh58heqVasOJCQjk/1y\noGv7Jrq2b4LRiPrXX9Ds+gGP78Pw27MzYQZ/46bo2rRDF9w8yT4XAoEgFRSKxIRl0v37+G1ah3LJ\nV+Ts0h5j6TLEDRhMfMcuYtVZOtmzR8XvvytZuNCQZtAhsC+ixyODx23lw5mj25s3b/D661UoWbIU\nU6dOp27dhkipJCBTSiD9/DPa77eh/T4M5b27yB4e6EJCie/8Fob6DVFq1OLbeTq0Oss3G1eqU5ft\n8XgJLy8NsU+eoQ3biueSRajPn8Xs709c3wHEDRiEIndu0eNhwcZkgkaNvDAa4bffjOj1LnTvnbRO\nX0TM8RBkCYULF2Hp0tXodDrat29Dx45tOXfubMrGCgXG12sT89lMHp/5i6ff7yG+a3c0hw6Qs3M7\n/KtXwHPKRJT//G3XaxAIXBatFl3nbjw9eIynYbsw1Hwd79nT8a+W8FmSHj1ytEKnZssWFX/9pWTc\nOD0q0bfvVIjAQ5AqkiQRGtqaY8dOMmPGbM6dO02LFkHcv38/7RMVCgy13yB6xlwenb1M5PI1GMuV\nx2PBXPzrVCdnaFO0326E+Hj7XIhA4MpIEoY36hG1bhOPf/wJfVATPObPIXf1CnhP/AjJ0ucxG6LT\nwaxZWipXNhEamnbuFoH9ccuhFpFAzPY+PDzU3L17nxMnfqJFi5YA/PLLCWrVqo0kSVaVobx3F/Wm\njWi/Xovyn78x586NrntvdH36YS5SNNslu3Kle+8qdepUCcQy4cNSnav+voR2ziw0W78FDw/iB79L\n3JDh4PffxO7snEBs6VIV48Zp2bIlnkaNTC7Vhp21Tl9GJBB7CZcby3WB8byXdf788wlat25GYGBD\nZs+eT8mSJa0vQ5YTZvCvXIZm7y4A9E2boxswCF3d+mluZOdO8xFc9d47Ske2m+NhRdtQXr2C1/Qp\neIRtw5w7N7EjxxDXsy9otdl2jkd0NNSq5U3Zsma2bo1DklyrDTtjnaaEmOMhsDs1a9Zi+vQ5nD59\nikaN3mDFiqWYzWk35EQkCUODRkSt2cDj384R9+57qH87iV/7VuRs2hDtd9sSZoYJBII0Mb1akmdL\nV/Nk32GM5SrgM34s/nVroA3bmrCWNBuydKmGhw8VfPihTmzG7aSIwEOQIZRKJX37vs2xY79Qq1Zt\nxowZSb9+PdPtx1y4CDHjP+HRqT+JmfcF0rMo/N7uTa43quOxZqWYByIQWIGxSjUit3zP003bkX39\n8BvQB9+2ISgv/uloaXbl8WNYuFBDixYGatSw8ouQwO6IwEOQKQoWLMSmTduZM2dB4tyPDOHhga5n\nH5787zciV6xDzpkT3/dH4F+zEh4rlibMFhMIBKkjSRgaNebJgaM8mzkP5fnz5Aqqi/fH45CiIh2t\nzi58/rmW6GgYNy7tYRWBYxGBhyDTSJJE79796NSpKwDr169l1KjhxMXFpd+ZUom+VRue7vmRp1t/\nwFT8VXzHjca/TjU81q8Fo5ihLhCkiVJJfO9+RJ78g/huPfFcugj/OtXR/PCdo5VlKXfuSKxcqaZT\nJyNly4reDmdGBB4Cm3PrVgTr1q2iRYvG/JPRvB2ShCGwAZHf7ebppu2Y8+bF972h5KhTPVuPXwsE\n1iLnzkP0nAU83fsjpgIFydGvB359e7jt8tvZszWYTPD++6J31NkRgYfA5owZ8yEbNmzm7t3bNGnS\ngF27dmTc2b/dx0/3/Ejk2m+QPTzwG9CHnK2aoTp9ynaiBQI3xVilGk/3HCL6o4lo9u/BP7Am2s3f\nuFXwfuWKxIYNanr3NlC0qPtcl7vilstp3Wm9vrOs2c6Izlu3btGrVzdOnz7FTz/9RtmyZTOvUzaj\n/notnp9NQvHgAbqu3Yn9aCJy/vxW6bSmHHHv06fTXjpEHo/M61BcvoT3sMGof/0FfWhrYuZ/iZzL\n3+l0ptdH//5a9u1T8vvvseTNm36dttLhzPfe1j4yk8fDLRPJyjIW1yiDpXXMltc528KHLMtOocOS\nTUZ05s9fgLCwXRw4sI8SJUphNssYjaZU93uxSqdSQWy3nsS1aovXvNl4Ll2E+vswYj/8mLi+A5C1\nKqeoL3e990OHDuDKlb/5/vu9aDSaRJuLF/9i+fKvOHv2DCCTJ09eAgMb0rVrD/z8/Ni5cwdTpkxk\n0KB3eeutXonntWsXwscfT6ZatRo2upbUEc8FMJUoxdPv9+D51UK8p07CL7A2zxYtw1A30Kl0puf4\n2bMKtm9XMXKkDn9/c4or8S3rzLwOW/lwhjq13iZjiKEWQZbi6elJq1ZtgIRMp+3ateTx48zvMSH7\n+hEzYTKPj53E+HptfMaPJWdIYxSp7SUjyDR37tzm7NnTSJLE8eNHE98/d+4MQ4a8TcWKldmwYQt7\n9hxm9uwvUKlUXLlyOdHOzy8HGzasJTY2xhHyBc9RKokbMoyovT8ie3mRo30oXlMngyHtHgFnZepU\nLblyyQweLFayuAoi8BDYjcePH/P777/SunVzbt2KsIlPc/FXidy4laglK1HevIlHvTp4T54AGVlR\nI0iTPXt2Ur58BUJCQtmz5795O4sWfU7Llq3p0aMP/v65AcifPz/9+g38tycjgWLFXqF8+Up88816\nu2sXJMdUuQpP9h8lvlsPvOfPJkeH1i438fSnn5QcOqRixAj9i9niBU6OCDwEdqNFi5Zs2rSdO3fu\n0LJlMJcvX7KNY0lC164Dj//3K8buPfD6cj65mjZAde6MbfwLgITAIzi4BcHBLfjllxM8fvyIuLg4\nLlw4R6NGja3y8fbb7/DttxuJyiZ5JZweHx+i531J1OLlqE+fIleTQFS/nXS0KquQZZgyRUuBAmb6\n9RPL7F0JEXgI7Mobb9QjLGwXBoOB1q2bce3aVZv5lnP5o1/4FU83bUd6+pSczYPw/HyeSL9uA86c\nOc3du3cICgqmbNnXKFSoMPv37+HZsyjMZnNiTwfAokULaN68IU2a1GP16uVJ/JQqVYaaNV/n66/X\n2PsSBGmge7MTT3YeAI2WnG1aJGQNdnL27lXy229KRo/W4+npaDWC9OBUgcfRo0dp1qwZwcHBLF26\nNNnxbdu2Ubt2bdq0aUObNm3YvHmzA1QKMkvFipXYsWMfXbp0p2jRYjb3b2jUmCdHTqBv3hKfKZ+Q\no30oitu3bF5OdmLPnh3UqlWbnDlzAhAc3Jzdu3fi6+uHQqHg0aOHibaDBw9nz57D1K/fCFMKQV//\n/u8QFrbVJnN9BLbDVKEiT/YfxlCvPr7vj8Br3PtOG7SbTDBtmpYSJcx07eqac1OyM06zqsVkMjF5\n8mRWrVpFQEAAHTp0ICgoiJIlSyaxCwkJYcKECQ5SKbAVxYu/ysSJUwC4ffsWT548oVKlSjbzL/vn\nJmr5GrTfbsTng9HkalyPqK9WYmjQyGZlZBfi4+M5dGg/ZrOZ1q2bAaDX64mOfkZExE3KlavA4cOH\nqFKlulX+ihV7hQYNGrF2rfN/q85uyLn8idywBe+JH+G1ZCHSjRtELV4O3hlfOpkVbN2q4uJFJcuW\nxaFymv9iAmtxmh6Ps2fPUqxYMYoUKYJGo6Fly5YcPHjQ0bIEdmDo0IG8+WYof/553raOJQld5248\n3XcYc5685OjUFq95s8DaXXQFABw+fAiFQsm6dZtZtWo9q1atZ/36zVSuXJU9e3YyaNAwduz4jnXr\nVvPkyWMA7t+/x507qfcy9enzNjt3/kB09DN7XYbAWpRKYj6dRsy0WWj27SZn+5ZONelUr4eZM7VU\nqmSiVSsxt8MVcZpY8d69e+T/NwkUQEBAAGfPJl8auW/fPn799VeKFy/OuHHjKFCgQDIbpVKBl5cm\n2fsvIkkSaeVOs3TcVj7U6rS12kuHJZus1Llo0WKaNQumU6f2HDp0mCJFitpWZ+UK6I4cRztsCN7T\nPsXj9O/Er1hNatPgxb1Pys6dP9CmTVtefTXpfenatRuzZk1n1KhRLF26giVLFrN+fcLcjYCAfDRo\n0Iju3Xvg5aVBrVYm+VyWLFmc0NBQNm/+Fg8PNV5eGptcS1qI50I6jw8bhu7V4mh798A/tAnxO3Yj\nv1Lc4TrXrVNw44aCzz/X4+OjscqHJZ0Z0ZFVPpzh3ltrk1GcJnPpnj17OHbsGJ999hkAYWFhnD17\nNsmwypMnT/D29kaj0fDNN9+wa9cu1q5dm8xXTIyO2Ni013QrlWknR7F03FY+vLw0aWq1lw5LNlmt\n888/L9C6dXMCAgL44Ye9SSYr2kynLOOxchk+H43FVLoskeu/xVy4iM2vxVof7nLv7aXDGh958/qm\nekw8FzJ2XHXqN3J0aY/s6UXk1h8wlSzlMJ0xMVCrljelS5vZti2O57kI3akNO8O9t8Ymrc+aJZxm\nqCUgIIC7d+8mvr537x4BAQFJbHLlypWYLbFjx45cuHDBrhoFWUe5cuVZv34TN25c55NPxmdNIZJE\nfL8BPNu0HUXETXI2D0L1x+9ZU5ZA4CYYq9Xg6fZdSAYDOVs3R3nBxkOi6WDZMg0PHigYP16XGHQI\nXA+nCTwqVqxIeHg4N2/eRK/Xs3PnToKCgpLY3H9hnPHQoUOUKFHC3jIFWcgbb9Rj/frNTJ48NUvL\nMTYK4umuA+DhQc62IWj27MrS8gQCV8dUvgJPv9+DrFaTs10IqrOn7a7hyRP48ksNzZsbqFFDzNNy\nZZwm8FCpVEyYMIH+/fsTEhJCixYtKFWqFAsWLEicZLpu3TpatmxJ69atWbt2LdOmTXOwaoGtqV+/\nIbly+aPT6di7d3eWlWMqU5Ynuw9hfK0cfn3eQrtlU5aVJRC4A6aSCfu8yL5+5OjUFuVfF+1a/hdf\naHj2DMaNE6nRXR2nmeNhS8RYru192FvnvHmzmDbtU1atWk/Llq1spvNlH1L0M/x6dUN9/CjR02YT\n3/dtce/TqdNeOsQcD/vqSO244uo/5GzTAgDdvoPEFEg+T8rWOiMiZF5/3ZtWrYwsXBifbh+u1Iad\n4d5bY+MWczwEghcZNOhdqlevwZAhA7h48c8sK0f28SVy/Wb0TZvj+8EoPL+Yn2VlCQTugPnVEkRu\n+R7JaMAjtDmKiJtZXuacORpMJhgzRpflZQmyHhF4CJwSDw8PVq1aj4+PD/379yQmJgt3NPXwIGrl\n18S374DPpxPQLv4y68oSCNwAU5myRH4bhhQVRY4u7ZGePsmysv75R2L9ejU9exooVsztOuizJenO\n4xEbG4tWq0WpVGaFHpsgSQndRGmhUEikFXdZOm4rH5IkpanVXjos2ThCZ6FChfjqq+W8+WZrJk0a\nz5w5n2daZ6o6lFpiFy9HMpnw/ugD0GjQ9Rtgs2vJiFZXuff20mGNj7QQzwXbHperVEW3aQvaViHk\n6NudZ5u/A03S/BO20Dl9ugYPDxg92pBqnbhTG3aGe2+tTUaxGHiYzWZ27tzJDz/8wLlz59BoNOj1\nenLlykWDBg3o0qULxYrZfr+NzCDLWBy/AktjXJbHwGzhQ5Zlp9BhycZROuvVa8DMmfN44416/x7L\nrM40dEgKohYtJ4dOh/eYkZg1WuK79bDZtaRfq6vce/vosM5H6ojngq2Pg6leIM8WLMJv8Nt4DRvM\nsy+XkHSda+Z0njunYNs2Fe+9pyN3bjOpbx3jPm3YOe69tTYZw2Lg0bNnT+rUqcPIkSMpXbo0CkVC\nBPT06VN++eUXZs+eTZMmTWjTpk2WCBQIevXqm/h3TEwMHh5ZuBWlWk30irX4vNUJn5HvYs6dB32z\nFllXnkDg4ug6dCbm5g28p32KqdgrxI750Ga+p07VkiuXzJAhYiWLO2Ex8Fi1ahVqtTrZ+zlz5qRZ\ns2Y0a9YMg0HsDijIekaPHsGlSxcJC9uVtUN9Hh5ErlpPznYh+A3sw9PtOzFWtW4DNIEgOxI7YjSK\n8Gt4z56OsUIl9CGhmfZ54oSSgwdVTJyoT213A4GLYnEAJywsjIEDB7J161Z0Oh1fffUVCxcu5NKl\nS4k2KQUmAoGtqVmzFr/8coJlyxZnfWHe3kR+vTlhc7m3OqEIv5b1ZQoErookET1jLoaq1fAdOhDl\nlb8z5U6WYcoULfnzm+nfX3yxdTcsBh4rVqxg1KhRnDlzhg4dOhAeHk6ePHmYMmUK27Zts4dGgQCA\nTp260rx5CFOnTuZKJh9s1iDny0fkxq1gNJCjWwekyKdZXqZA4LL8uzoMDy1+vbshZWLn4f37lfz6\nq5LRo/V4ZuHIqsAxWAw81Go1pUuXZvz48URERDB58mQ6d+7MihUr2LBhgz00CgRAwmzvOXM+x8PD\ng2HDBmG2w/b2plKliVqzEWX4NXyHDAA7lCkQuCrmQoWJWroa5T9X8B0+JKHrIr0+zPDZZ1qKFzfT\ntavo7XBHLAYewcHBDBo0iKNHj/LJJ58kbtKmUql48iTr1m4LBCmRP39+Jk+extWrV7h27R+7lGmo\nU5foT6eh3bcHrzkz7FKmQOCqGOrVJ+bDT9D+EIb26zXpPn/bNhUXLyoZN06HGMV3TyxOLh02bBjH\njx/n0KFDXLhwgfnz51OsWDH0ej05cuTgn3/+oXjx4omrXQSCrKZz5240bx5Czpy57FZmfN8BqE//\ngfesaRgrVcEU0tJuZQsErkbckGFoDh/C68Mx6GrWxlSqtFXn6fUwfbqWChVMtG5tzFqRAoeR7r1a\nZFnm6tWrXLx4MfHn2rVr/Pjjj1mlMd3ExuqIj0+70SoUEmZz6pdu6bitfHh4qImPT7070V46LNk4\no06TycT//neM+vUbWq0zUzri4vBr2RTFtas8O/YzpsKp71GRne69vXRY48Pf3zvVY+K5YF+d0p07\n5KhfG3OhQkTt/RG0WovlrFihYswYLd9+G0/jxiardbhTG3aGe2+NTVqfNUtY7PH49NNPkZIkhEnK\nypUrM1x4ViESBdnehzPq/OqrhUyY8CE7duynVq3XrdSZCR0aLZHLVpMrqB5eA/rydPtOUKX2EcpO\n994+OkQCMXvryKTOfAHEfLEY37c64TFlEjETp6RZTkwMzJ6tpk4dIw0aGF5IFpa92rBz3HtrbTKG\nxfGRChUqUL58ecqXL8+hQ4cS/37+IxA4iu7de5M/fwE++WQc9tpk2fxKcaJnzUP9ywm85s2yS5kC\ngatiaB5CXI8+eH71JarfTqZpu3y5hvv3FYwfryON77oCN8Bij0e7du0S/16zZk2S1wKBI/Hx8WHs\n2PG8995QfvghjNat7dM2dW92QvfjQbzmzEAf2BBj7Tp2KVcgcEViJn6K5uA+fEcM4cnB4ykOuTx9\nCl9+qaFZMyO1aomVY+5OumaEpjXkIhA4gi5d3uK118oxZcpE9Hr7pVWOmTEHc5Gi+A17B2Jj7Vau\nQOBqyL5+RM9ZgOryJbzmzUzR5osvNERFwbhxYtv77IBYiiJwaZRKJRMmTEatVnPrVoT9Cvbz49mC\nRSjDr+E9PbWxa4FAAKBv3JT4zt3wWjAX5bmzSY7duSOxfLmGN980Uq6c6O3IDlgcaqlatWpiT0d8\nfDzVqlUDEibASJLEqVOnslahQGCBoKBgGjQIQpXqRM+swfBGPeJ69cNz6SJ0bdphrF7TruULBK5E\n9OSpaA7ux3fsSJ7u2Af/pmCYPVuNwQBjxojejuyCxSf1H3/8YQ8dAkGGkSQJlUrFs2dRnDt3hYoV\nq9mt7JgJk9Ac2Jswfn3gWKpLBgWC7I6cy5/oCZPxGzYI7bcb0XV5i6tXJb7+WkXPngZeecU+E8QF\njsdiHo8//viDKlWquNT8DrFe3/Y+XEFn3749OH78KKdOXcDHx8duOtQH9uHbuT2xH04gftQYq324\nQp1ao9NeOkQeD/vqyBKdZjN+LZqguH6NyF/+4O33A9i9W8lvv8UREJByWdmtDTvDvbfGJkvzeISF\nhTFp0iSKFy9OYGAggYGB5M2bN8MF2gOxXt/2PlxB58CBQ/juu+0sX76Ud98dYTcdpkZN0IS2wXPe\nLOI6dMZcuIhVPlyhTsG1ciCkhXgu2Pp4xnQ+mz6bnMENiHl/Klu3LuS99/TkyWN6IW9H+nW4Uxt2\njntvrU3GsDi5dNKkSYSFhTF06FCioqL44IMP6Ny5M3PnzuXXX3/FlHprEQjsSo0atWjSJJhFixYQ\nHR1t17KjJ30GgPfEj+xarkDgahgrVSG+Z18Kbl9Cm9LnefddsRFcdsPqVS0lSpSgd+/erFixgjVr\n1lC9enX27NlDx44ds1KfQJAuxo0bz6NHj1i/Pv2bU2UGc5GixL77Hh7fb0d97IhdyxYIXI2YsePB\ny4tNJcaRI4ej1QjsjcWhlqdPn6b4fuXKlalcuTKyLBMVFYWfn5/NxQkE6eX112vz+ut1OPfSkj17\nEDtkOB7fbMDno7FEHTkBuM68KIHAnsh58hA3dDje06egO/kzpuq1HC1JYEcsBh6BgYHky5cvWUrq\n55NNZVnGbDZz+PDhLBEoEKSXb77Zhrd3xic+ZRhPT6InTCJH/15ovv2GuE5d7a9BIHARYgcOwWPl\nMjwnfYzuuz2IPOnZB4uBR4kSJQgLC0vTpm3btjYTJBBkludBx4MHD8iTJ49dV2TpW7XFULkqntOn\nENe6HXh42K1sgcCl8PYm9v1x+L4/As3e3eibhzhakcBOWJzjsWnTJotOrLERCOzJ0aOHqVKlLL/8\n8rN9C5YkYj6aiDLiJp6rl9u3bIHAxYh/qyemEqXwnvYpmEXW0uyCxcBDa0VCJGtsBAJ7Ur16TXx8\nfFi6dJHdyzY0aIShQSO85s9Gioq0e/kCgcugUhE3eiyqixfQ7NnlaDUCO5GulOkv4swp0yUJlMq0\nYyqFQiKtuMvScVv5kCQpTa320mHJxtV0vvPoDjlahrJz40Y6nTrB1pp17aoj/pPJ+AYF4rVyWWJS\nsdS0ZqUOe9x7e+mwxkdaZNfnQrdrl5O8v6F4aafSaezQEdPMqXjPm4kptFWyuR7ZrQ27ynMhM7hl\nynSRKMj2PlxNpyxDoemHNuMAACAASURBVLbtCf96HRHffYepWh2rfdjkWipXRRfcDI+vviSm/zuQ\nQiZVV6tTR+vIbEKj7PpceDk39X/nOYlOpZKYEaPxGz4Y5d7d6IObp9+HG7VhV3kuZAaxO63AbfEu\nVgz/GjW59d13yVZl2YPYEaNRPH6M57rVdi9bIHAldB06YypaDK+5M0kWKQncDquHWl58cD9/7axD\nLQLBc8qMHIXK28chew0Za76OPrABngsXENenv1jhIhCkhlpN7Lvv4fv+CNTHj2IIbOBoRYIsxC2H\nWgSCr4uVpPv1K/iWShjP7n79Cl8XK5nEpvvOTknPafmtzXXEjhhNzjdb4bFhHfF937a5f4HAEi+3\ne0j4PEjSf50LKdmkxoufG6VSwZrm32RaI0B85254z5iC55KFIvBwc5xqqOXo0aM0a9aM4OBgli5d\nmuy4Xq9nxIgRBAcH07FjRyIiIhygUuBqPLt8mT9Gj+TBgwd2L9tQrz6G6jXw+upL0tgFSyAQeHgQ\n17s/2n17UP7zt6PVCLKQdA21vJitFLDpUIvJZGLy5MmsWrWKgIAAOnToQFBQECVL/heJb968GT8/\nP/bv38/OnTuZPXs28+fPt0n5AjdGoeDBkcOEhW3h7bcHJTt86v7vwH/f5Da23mK7siWJuHeG4vd2\nbzQH9qFv1sJ2vgUCJ8CWPYdxvfvj9flcPJcsInrmvMxKEzgpFns8/vjjD06dOsWJEyfYuHEjGzdu\n5Oeff05831acPXuWYsWKUaRIETQaDS1btuTgwYNJbA4dOkS7du0AaNasGSdOnHDIpEGBa+FbsiS+\npcuwebNtuoTTiy6kFaaChfB0QE4RgcCVkPPlI75DZzw2bUB68tjRcgRZhMUeD6PRyLx589i6dSsF\nCxZElmXu3LlD+/btee+991Cr1TYRcu/ePfLnz5/4OiAggLNnzyazKVCgQIJwlQpfX1+ePHmCv79/\nEjulUoGXlybN8l6eMJve47byoVanrdVeOizZuKLOba+VS3z/iz59GTduLDdvXqNs2bLIssy2jglb\nAXTc1j6JDw8PtY2vRYPpnUFoJnyE99XLyBUqJNOakTLSryNjNpZ02kuHNT7SQjwX/mPba+UyrPP5\n5+a5zrabkm6Z8aLujOiUh49A2rAOv41rMYwek+3asKs8FzKDxcBj5syZxMTEcODAAXz+zUUQHR3N\njBkzmDFjBh999FGWCMsMJpOZ2Fh9mjZKZdprlC0dt5UPLy9NmlrtpcOSjavrDA1tz/jx41i3bh0f\nfzwx0Uf3nZ0Sh1oAquWrTny8webXInXuTu5pnyF98Tkx875MU6u1ZWRER0ZsLOm0lw5rfHh7p55F\nWTwXMn48teEULy9NMh8v6s6QzuKlUNWrj3LlCiLfGYZSrcpWbdgZ7r01Nml91ixhMfA4fPgwe/fu\nTbIc0cfHh4kTJ9Kihe3GqwMCArh7927i63v37hEQEJDM5s6dO+TPnx+j0cizZ8/IlSuXzTQIXJ+O\nl/9K8mF5Pls/ICCAnj37UKBAwWTnVMtX/T/7LFjZAiDn8ie+Qxc8Nm8k5pNPkXOKdiuwL92vX0ny\neuOrpW3iNys+M/E9++A3oA/qw4cwBze1uX+BY7EYeEiSlGIOBKVSadPcCBUrViQ8PJybN28SEBDA\nzp07mTNnThKboKAgtm/fTtWqVdm7dy+1a9d2SH4GgWsyM5OT1V781idJEutC0rc5YnzvvniuW4V2\n67fE9xuYKS0CgSti7URUXYtQzLlz47l2FTEi8HA7LE4uLVGiBGFhYcne/+677yhevLjNhKhUKiZM\nmED//v0JCQmhRYsWlCpVigULFiROMu3QoQNPnz4lODiYVatWMXr0aJuVL3AfTsXFJP68/C0vPj6e\nS5f+coguY8XKGCpVwXPdGpGdUWB3XvxcnIqLcbSctNFqie/SHc3eXUgv9IQL3AOLPR6ffPIJQ4cO\nZevWrfyfvTuPb6LO/wf+mkySnrSlpU0LtJQCFSi3HCICUih3KZTD7yIILt4HArqeq6769WJ1112+\n6srqT/FaBbkEZdUieODJTQUUikC5WmihpS1tc3x+f6QJvZO2ycwkfT0fD5Q2k8mrk8zw7szn856U\nlBQAQHZ2NsrLy/Hyyy97NMzIkSMxcmTNxjH33HOP8+8BAQH45z//6dHXpNblttsW4Jdf9uGnn/ao\ncrasfM48tLl/MfS7dwLDhrp+ApEGuHM5xdMN+crnzkPwy/9AwHtvw7KIv2T6E5eFh8lkwqpVq/D9\n99/j8GH7b48jR47E0KE8aJLvSUsbh08/3YDs7L3o3buv8/vVe3k05zKKuyoyZyD08YcR+O7bsLHw\nIIXUPvM3ICik6etQoNNvddakrqgcPhIB765A6cIlgE5T/S6pBVwWHg5Dhw5lsUE+b/z4Sbjvvnuw\nYcP6GoWHO6ofaN0ZFV4fERaOiinTELBmFS799a+ArvEpfkT+pKnFSvl1sxF2160w/PQDzFdd7aVU\npDSXJaSjYVdLlyFSyoCgEOef2vegiIqKwrBhw7Fxozp3rAWA8tlzoSstgfzpRlVen1qnxvYLraqY\nmA4RHIwAlZr/kXe4POORk5OD9PT0Rpe5ePGixwJ5giTZfyNtjE4nobG6y9XjnlqHJEmNZlUqh6tl\nfCUnJPv77zD3eM1TzO93TsaUKVNx332LkJNzyNkeffaGmTXW4c3Pj+3qYbB26AjDhx9AzpjR7Ndo\naQ53l3H13iuVw511NKY1Hxeq7xM7y0rt+0XVXeLe71z/tNrar1F7TJQs62rkrO9WAy3eXuFhME+e\ngoD1a3HpuRcavMOzP32GfeZY2wIuC49Nmza5XIksyx4J4ylCwI3T4K5OlbtzKr3l6xBCaCKHq2V8\nJeeqbt1rNN+pfW3barVhypSp6N27Lx4/8AikXy8fTB2ngd27jGJfpuHr3o2vo2LaDAS9ugy2vHyI\ndu0afQ13cjT/cdfLuH7vlcnh3joa1pqPC+8k2M9wzPlkFkTMdOy4CEgA+sdc2ch6ar5G7XFPVqut\nWTlr7zP/mfJRo+son/UHhK38APJ/N6EyPcPt16nOlz7DvnKsbQmXhUf79u1djv7n/VLIl0RFtUNE\nRCSkU+r1gCmfPgvB//cSAjasQ/mNN6mWg0jrLCOuhTXGhMBVHzRSeJAvcVl43HDDDRg7dixGjx6N\n9u0vd32srKzEjh07sG7dOgwZMgSZmZmNrIVIW3777VcceGc/us1Ixt6LewB46e60DbD2TIGtR08E\nrlnFwoM0T+kZLTXIMioyZyLojdcgnS+EaBvp+jmkaS4Lj9dffx0fffQRlixZghMnTiAsLAwVFRWw\n2WwYNmwY5s2bh549e7paDZEqGhpEV1hYgNwvjyOyRySQABRVFDmn1M7eMNNr02mdJAmWWdfB+MTj\n0OUehy0+wbuvR1RlQP5qAFXddwddB0DlwsINFZkzEPyv/4Pxs02o+J/r1Y5DLeSy8AgICMD111+P\n66+/HmazGefPn0dgYCDCwsKUyEfULLXHdtQuQAYOHAx9sB5n95xFkakIFpsZRRVFTX6dlhygLTNm\nwvjE4wjY+DEu3X5Xs9dD5K53J628vG9I9v2ksRkujoJkS+6XAIDwgHCPZGgqS9/+sMYnIGDDOhYe\nfsDtPh4AYDAYEBMT460sRIqY/ftvEALQDeyP0/t+gzxGnTFKonMSLD17IeDTDSw8SBN2xkwHYC9I\nNHUbLElCxaQp9sstxUUQYS0vgEg9bhceb775Zp3vhYaGolevXujRo4dHQxEpwTiwFyq//hmh59ui\nNKrUI7/NNVXFxMkIfvF5SGfPQkRHK/76RO5w7BvV7+SstIr0DPvlls//i4oZ16mWg1rO7cIjOzsb\n2dnZGDVqFABgy5YtuOKKK/DBBx9g/PjxuPnmm70Wsqla83x9b63D13LW/m2tRnZJggQBY9/u0EVF\nwFZsRUT7cAwwDQQAfJDxEWy2xs+CNJTD2Q9EAiCA99NXNZrVnJ4B6YXnEPTFJlTMne/WazRlGfbx\nuIzHBce6L/9FgoAs6y73s/n9txoLSpKEnXnbUVx1GXJX/g4MMA10ZlPyuCAGD4EtNg6BG9fDct0f\nmrQOX/oM+8qxtiXcLjzOnDmDNWvWICTE3uP/7rvvxq233or33nsPmZmZmio8WvN8fW+tw9dyOvoW\nONR4jhAQAhjYMw1i0xi8l9jN3t+galr4/6yf4cbg0vpzONYhQXK5zYQQqOzeE9aEROg3foyy2Tc0\n6Wd1bxn28XDgccHOsW84+tU4lpnzySznpRYAuNJ0Jd6Z+GGdgafvTPzQ+Ryljwvlk6cg6N0VsBYV\nA6Ghbq/Dlz7DvnKsbQm3C4+CggIYjZfvK2EwGHDu3DkEBgbW+D6R1r3fObnGwfb6bIGd+Tuc/Wok\nXB5U5/XR/ZKEigmTEPTmvyFdLIZow0HbpKLshy///exAIKFps7vqaw7mSZWTMxD8+mswbslCZfpU\nj66blON24ZGeno5Zs2Zh9OjREEJgy5YtmDx5MsrKytClSxdvZiRqMlezWhzL/Fh0JYqe+j9g8R9g\nsP0/WGxmGHQG59RaJVROSkfway/D+GUWKjLYD4c8x1EIOM5kOMdoZD8MSZKcZ+iqF9hF3R6wPycg\nvM5+pDbz4KtgC49AwBefsfDwYW4XHnfeeSdGjBiBnTt3AgCeeOIJ9O7dGwDw4osveicdUQvtvFQK\n4HIhUrsAkU3tgMJiYN9hIKXlr9e0tut25oGDYYuIgIGFB3lJUUAcgMv7w4AmPFdTPT30elSmjoYx\n63PAZgN03hmDQN7VpHfNYDBAp9NBlmUYDAZvZSJSjC4sFEhsD+mX3xEeEA69zv65LqooQlFFUZ1T\nx16h16NyZCqMX2bZByIQKWhn/o4an/PwgHBVZni5q3LMOOjOnYV+zy61o1AzuX3GY8WKFVi1ahXG\njh0LIQT+9Kc/YdasWZg7d6438xF51Jxjh7HrUikEgCKrFeFtuiOoXwoubfgSfSNGYc+F3Y4JKYqq\nTB2DwPVrIO//BdaUXgq/OrV2O2Om28+KxAOQQxEuyxgQHNLkOliJsyOVqWkQkgTjF5/B0l+96b3U\nfG4XHh999BFWrlyJ4OBgAMDNN9+M6667joUHaZLjkkpj16jDZRkDgkIwN3MB5q79HEW/F2HAFVdi\nV9X4DiV7FphHjQYAGDd/gUssPMhDHIVAnTFPk1Y6LwfO+WQWdlZ932I1Q48SoOw0cGQN3vX2rQOa\nQURFwXLlIBizPkPZ/Q+7fgJpTpM6l8qyXO/fibSq9piO+gqRQYMGIz41AYcrDkGfr0dxRRHCFD7V\nbIuNgyWlN4xbsnBp4WJFX5v8X2Nt0Zuq+mUZWdZhxfgPPLZud1WmjUPIs09BysuDMJkUf31qGbcL\nj8zMTMycORNpaWkQQiArKwvTp093/UQVsFGQ59fhqzmrN0TaWWYfWFdkswLCfsZDkoDo6Gj0vCEF\nO/O2A7Bf4x5gGtho8y9vvPfm0WkIfOWfkMtKgTZtNLtN1crBBmKeyeHYJ3ZeKgUEMKD3M5DKShEB\noKjS3ihMqvpPfRmk6t35XGxTb20vy7gJwLNPIXDrZlTOnuNXn2FfOda2hNuFx4033ojBgwc7Z7U8\n//zzmm2VzkZBnl+Hr+Z0XKPeeanUPqZDlhGuk9E/KMT5W6DVasP20z+j6PgFwCRBp3Pd/Msb733F\nqNEI+uffIH+1FZUTJrm1Dm2898rkYAOx+tfR8J1la76O42yfY2aLYyyTEHDuDzXWJUmNNsmzf1H/\nMvXlbP4ydR+39kiBrV009Fu/xKXrZrtchy99hn3lWNsSLguP/v3716hwq3/oJElyFiJEvqxiVwUs\nKy2IWNwWhli9W4PkPH0rcfPAwRBBQTBs+7qq8CCiekkSKoePgOGbrzgTzAe5LDx27eKUJfJ//Qb0\nw7crv0H7wvaI75ugToiAAJgHDoHx229Qqk4CIpeqF9jBwUaUlVWqksM8YhQC166G/OtBIMUDTXhI\nMU0aXErka+qb3SJJ9l+Seh7c4/ye6DUXxrAfcf7QecSPUqnwAGC+Zrh90FxhAcC71ZKHOS6zOAwI\nClEpSctVDh8JADB+sxWVLDx8CgsPahXe7dS1RvGxpaS4xuOjTAOhv2YcfvllH95PX+XWtU1vtFWv\nvHo4QgAYvv8O1ikZHl8/+R93L/FV3wccY56qj32ac+ywvbV61f1aHPcs0lTn0mpsCZ1g7ZQIwzdf\nofK2O9WOQ03AwoNahTnHDjsPshYIZ4MwCYDePoYfAwcOxqefbkBBwTlERES6XKc3+nxY+g9wjvNg\n4UGeNOfYYWfBbanaAxz7g6MIGRBzJVD1ua5+LxetqhwxCgHrVgMWCyCxfbqvYOFBrYq5Vk9SUfW9\nLSXF+LlnMj74YDVCQkLrf7ISjEaYB10F47ZvUa5eCvJx1Tv0Vle96HZ87e76qvNkX5CWMI8YiaB3\n3oS8ayesAwaqHYfc5JeFB+fre34dvp5Tkqp6E9T3HAARsgy0b4+0lP7Q6STYbI0fkHU6qWY/A9T8\nzLXkvbcMH4Hgp5+AfL4AaBvlMofa771SOdjHw/11SBIACZBqfYwNkJzFt0GSnPcGCK9qCGl/XtXn\nWgIk2HPU+qg7s6l9XLCOvBYAYNz2NayDBje4Dl/6DKu9TZuyTHP5ZeHhr/P1vZmj+jI/lJbgybwT\n+LXiEmRJQjdjIF5ITMKeomIsOnUMgdXuCPk/EVF4Li5BlZz1aWh7CtH4/Vccj014cTQqLlTANCgW\nQGPXz3V4p1Y76Zqv2/z3vmLoNQgGoNu2DZUTJje6DvbxcJ+njwt79uzGq6/+E7//ngOdTkZiYiIW\nLrwXx479jmeeeRIBAQHOZ02YMBlLljzg9s/R0uOCEECRxVrjMx8uyzW+NjsuowgLLlSWILziNETO\n6jp3WLZabXVmrDpeW/XjV0QkLMlXQP7he7/5DKu+TZu0TPP4ZeFBzXfRasWc44extH0CMsLaolII\n/FBWggBd1TiI4BBs7Nxd5ZRN926nruh5cE+9N4ATAAqsFugh4edtZoh9R2CI3Q8A6PlmFwCXx3Mo\nMdDO0rcfhNEI/c8/Ai4LD1JDaWkJHnhgEe6990GkpqbBYjFjz57dMBiMAICUlN549dU3VMnmGM/k\nOLOhh+S8pBIuyzhnqYQEG0TVb7MGWwUsF/ahaP/j2AL7Z37/jTmY/ftvNRrwaXUGjHnIUASsXwvY\nbIDOO7+hk2fxXaIacirtIwsywyMhSxKCdDqMCg1Dr2BtHnSaosBqqff7BkiIkvX23wh79AMKi2GO\nXQKLzYyiiiKFUwIICICld1/of/5J+dcmt+TmHgcApKWNhyzLCAgIxODBV6Fr126qZZpz7DB6HtyD\nLSXFKLJa6xTYjsJBwuXfYh1/FxCw2MwNfuZrFx2N3XxRaeYhQ6ErLoJ8YL/aUchNLDyohi7GQMgS\ncNeJ37H5YhEuNPCPtS8ScON298lV/3DknKzx7Z35O7AzfwfmfDKrTsdSbzAPGgL97p1ApTrNmahx\n8fEJ0Olk/O//Po7vv9+G4uJi109SgGOWiruDRgH7HWntpYeoNfTUN5iHDAUAGH78XuUk5C4WHlRD\nG1nGhs5XQJIkLDl1DD0O7sHc44eRZ7b/A7ijrBRdD+x2/tleVqJyYvc09htaeLU7LeuTu9lP1x4+\nAb3OoES0epkHDYZUUQF99l7VMlDDQkJC8corr0OSJCxd+jTS09PwwAOLUVhYAADYvz8b48df6/yT\nnb1P0Xyi2v8dRYhjOrnjEosEG/S2CkRZzgGQgF7PQIIES88n7JdrykrrNBzTIltCJ9hi42D4iYWH\nr9DEGI8LFy5g8eLFOHnyJDp06ICXXnoJ4eF1b0veo0cPJCcnAwDi4uLwr3/9S+morUJyQBCWdUgE\nAByqKMcdJ37HA8ePYkRgKK700TEejR1Ai6xWnEwZYC9OgpKwuVN76I6dw6jJqQDs4zqUOMtRnWWg\nfYS+YftPsHCaoCYlJnbGI4/8BQBw7NhRPPnko/jHP17E0KFXo2fPXqqN8dBXm7kCXC5CHGdDJEkH\nPWRIAMKMgUDFaRh09rEp4UHtgKB2AIABwSEQov7uv5oiSTBfNRSGH39QOwm5SROFx/LlyzF06FDc\ncsstWL58OZYvX44//elPdZYLDAzE+vXrVUjYenULCMT/REThnaJzGBGoYn8LL7JAONunF1mt0D3/\nd4zsmAAYDKr1K7DFtYe1Q0f7OI9b7lAlA7mvU6dETJw4GevXr8HQoVerksHRmXTnpVIUWOtebDFD\n1JhSboawLxeUBARVjffo9UyDjfG00rujPpYhQxGwbg10J3Jh6xivdhxyQROXWjZv3oypU6cCAKZO\nnYqsrCyVE7VehyrK8cq5PJyqurRy0lyJNUWFGBzSRuVkzTfn2GEUWa2NLlNktV6+Ph7dDjpDzcss\n705aWeOPEiyDh8CwnQNMtejYsaP4z3/eRX5+HgAgL+8MsrI+Q0pKb5WTNc4xzslcNZpDAJAknf0s\niGTwSjdeJViGDgMAGH74TuUk5A5NnPEoKChATEwMACA6OhoFBQX1LldRUYHMzEzo9XrccsstGDNm\nTL3LybIOwcHGRl/TVTtgd9oFe2IdBkPjWZXK4VgmWi+wp+ASXvs9z3kPh/ERbbG0c2esPnsOsq7+\nvErnbEh929PZAKmBp1W/Di4AoKAAvy5fjg6T0hHco2ezcnjkvR86FPLa1Qi5cBaifQev5WjONlUj\nR0tbeHvyuBAVFY7fftuPlSvfx8WLxWjTJgzDh4/AokVLsGXL5kZfy5vHBftnXYJBklDp5rYSsDfR\nczRYW5Xc3es5m7KMW+vo3xciOBhB+3ZDvmFuk3N6LIcf/pvgDYoVHvPnz8e5c+fqfH/RokU1vpak\nuh0hHbZs2QKTyYTc3FzMmzcPycnJSEioeydRq9Xm8lbNjuY4zX3cU+twdVtppXI4lomAhNfaJ9Z5\nPEjokBkcgcxOEfXmVTpnQ+rbnlarDWE6GecamKHjqEmcnzpZxrH//AfnQizINL/tXK76mQ4l3vuA\n3v1gBGD+/idUTpjUrNfx1jZVI4c76wgJCWjwMU8eF0JD2+Lxx5+pd5mxYydh9OgJDb6WN48LVqsN\nFyyWJs1qAarOglQ1rspcZT/77PiHp7EzfFo6fun79IP088/15vGlz7CWtmljyzS2r7miWOHx1ltv\nNfhYVFQU8vPzERMTg/z8fERG1n+DLpPJBACIj4/H4MGDsX///noLD6LaGurhAVw+ERIl23eHK+M7\nYbcpFrr924BhfRRIVz9Lrz4QOh30e3c3WHgQ1acpZYcBknNm17udumJOtncyeZul3wAEvflvwGwG\nDOrNSCPXNDHGIzU1FevWrQMArFu3DqNHj66zTFFRESqrehoUFhZi586d6NpVu4OdSDve7dTVeQfa\nxgwICsGAoBC83zkZKSm9UHLiogLpGhEcDGvyFdDv3a1uDvIZ73bqinBZduPTDhghweDWkr7BMuBK\n+xT0A7+oHYVc0EThccstt2Dbtm0YO3YsvvvuO9xyyy0AgH379uGRRx4BAOTk5GD69OmYMmUK5s2b\nh5tvvpmFB7mteq+OhmwpKcbOS6Xo/ssu9OzZCyWnSmCzeOdeBe6y9O4L/R4WHuQd1S/JaLUlurvM\n/e0DY/U7d6ichFzRxODStm3bYsWKFXW+37t3b/TubR8lPmDAAGzYsEHpaORHDLX6G9RW/bGUlF4w\ntYvF8wP+hvh49S7nWfr2Q+CqD6A7cxq22DjVcpD/qaw2vXZAUIhzumztm8T5CltCJ9iiouwdf7FA\n7TjUCE0UHkTetr97X5h+cf2bUJHVCglAZuZMTJ+ubNOw+pj79AcA+zgPFh7UgOrNverr4dEqSBLM\n/a+EYRfPeGgdCw9qFTr8srNJB+PaM6tqdy79z5SPPJDKNUuv3hCSBP2e3agcO0GR1yTf1FDjsNoa\nmVleR+3PvVI9bJrL0v9KGL/MAkpKgFD/bHjoD/yy8HDMR2+MTiehsSEurh731DokSWo0q1I5XC3j\n6zkbu8QC2A/GBkgY1SYMqFrHo48+hMrKSjz//It1ChHF3vvwMNi6doNh3556l9XCe69UDnfW0Rh/\nPi5IkvtnOgTsA0shAaNCw7DlYjF2XSpFSlX33oMp/Z2vUftzXzuT1o4LtisHQrLZEJC9B5Zhw93O\n6ekcLVmH1rapN/hl4SEE3Lg26er6pTvXN1u+DlE1d17tHK6W8Z+c9YuS9RgQZL83hQT7OnJzc5Gd\nvRdWq61OIx2breXbw91tau7TD4Zt3zSwrFa2qTb2p8b483FhR1mp22cxDJBwbWgYJAl4J6Ereh7c\nU+O5l9erq/O5r51Ja8cFW6++aANAt3cPrFcNa0JOz+ZoyTq0tk29wS8LD6KmMECqMbjOMaiuW7dk\nfPLJxygvL1c1nyWlNwJXr4RUWAARGaVqFiItEzExsMaYoFf4bsDUNCw8yO81dldNCfaptvXdACs5\n+QrYbDYcOZKj6rVtS09723b9wQMwX32Najmo9dH6mI76WFN6QWbhoWksPKhVSwsNb/Cxbt2uAAAc\nOvQrevZMUSpSHdYe9teWD/zCwoOazdGhtHa/jv3d+6qUyDssvfog6F//B1RWAsbG789C6tBEAzEi\ntbzbqWuDt/vu2rUbBgy4EgaDugcvW2wcbBER0O/fr2oO0i5Xzb8cZ/ZaA0uv3pDMZsiHflM7CjWA\nZzzI7+28VNqs5wUFBeG//93i4TTNIEmw9EhhK2hq0Lud7INEG7oRouOWAfWNZfI3ll72+yvps/fC\nmtJL5TRUH57xIL83ICikzh0pHNNn3eGtW0M3hbVHT8gHD9inZhDVo75LJu1kPdrJeowKDfP5luju\nsiZ1gQgK4gBTDWPhQX7PccbDUWZIsE+fDZflRgeeAsDy5a+gV69usFqt3g3pgqVHCnQlF6E7katq\nDtI2CahRTreWjMdW0QAAIABJREFUYqMGWYalR0/of2HhoVV+eanFnxsFeSuHPzcQq352w9FIrLiq\nkNh1qbTO8tVfo02bNjh7Nh8nT+aic+ckj/4sTdmmIsU+wNT46wGYExM9moMNxDybQc3jQu3PuSTZ\nP+u7ql1udKzXn49f1t59YFy/DrJOAiTJpz7DWt2mnuSXhYc/NwryVg5/biDWv9pvfY620o4D8wWr\ntZ71XX6NpKRuAIDDhw8hISHRoz9LU7apLbk7AED6JRvWMeM8mqPl770yOVra0Kg1HBeuDQ0DYP+c\nS7D/zGYIXKh2xq56gzB/PX6Ze/ZG4Io3IY4fh61jvE99hrW6TT2Jl1qoVRJVfywQjV5ucZzl+P33\nI8oEa4AIC4e1YzwHmFKzWCCcf1xdXvQH1h723jfybwdVTkL18cszHkTV1Z4um3JwT43fABsTHR2N\nkJBQ1QsPALAmXwH50CG1Y5CGVf+sO2at9Dy4B0Uqj1FSmiXZ3oNHf/AgzKlpKqeh2njGg1qdAcEh\nNX4D3FJS3OCykiThhhtuRK+qKXpqsnRLhj7nEGDzvymQ5D1FVmuNz3trICKjYIuO4RkPjeIZD2pV\n5hw7jOo33NS7MaX2iSee9mIi91m7dINUVgbd6VOwdeiodhzSuNm//1Zj9rU7n3V/YrmiO/S/HlA7\nBtWDZzyoVdJDgr6qhbQ7HR0vXiyGTeUzDdZuyQDAjozUZNU/6w116vU31iu6Q/71V/a+0SAWHkQu\nfPjh++jSpSNyc4+rmsPa1T7DRs7hOA8iVyzJ3e29b06dVDsK1eKXl1paw3x9T+fw5z4eNR+3/ye1\njX3a4fudk12+RkJCAgDg2LGjSEpKciuHV977uDjY2oTBcPgQzB7sxcA+Hp7NoJXjAiQJEkSDn3Wt\n5PTWNhdVd3U2Hv4NUnKXVvXes4+HClrDfH1P52h5LwffyPlOQlfIsg5/OGK/XOH4f83TzzVfo1On\nzgCAnJzDGDHiWjezeue9t3btCt2hQx7txdDy916ZHC3tK9DajgvvJ3Zzfr4B+2e9sc+5Wjm9tc1t\nXe0zW6QD+yEmjG9V770yP0vz8VILkQuxsXEIDAzUxpTarsmQD3OMB5ErIioKtnbRkH/lzBatYeFB\n5IJOp0Pnzkk4elQLhUc3yKdOAiUlakch0jz7zBYWHlrjl5daiDzt1lvvRHBwsNoxYOlqv06vP3IY\nlj79VE5DpG3W5CsQsHoVZ7ZoDAsPapWaOqVw9uy5XkrSNM6ZLYcPsfAgl1rL1NmGWLt0ha64CDh7\nFgiNUDsOVeGlFiI3lJeX47fffkV5ebmqOayJ9oGusgbGmxBpnbWLvfDS5fj//Wl8CQsPIjds2bIZ\n11wzCAcP7lc3SFAQrLFxkI8dVTcHkQ+wdO4CgIWH1rDwIHJDx47xAIDc3FyVk9jPeuiO/q52DCLN\nsyV0gtDrIR1m0z0t8csxHq2tUZAWmkj5Ss7m5khM7AQAOHkyF7KsU/W9F4mdYfhqi8dysIGYZzP4\ny3HBV3I2uoxshK1TZ+hychR77w/024eOLyWizbXhzu+XfFuM3NuOIGV/fwA65Ew5iLLtJbji594w\ndggAAFzcWoQTi46i/8GBkGUdDvTbA8tZMyT58j122v5PO8S/kIjC9wtx4p7foQvSARJg7BSA2Ec6\nImxchEd/Fm+dm/DLwqO1NQrSRhMpX8nZvByhoWFo0yYMx44drXpMvffe0ikRAadPwVpSCoSG+Ow2\n9c46Gsbjgqcf10rOxpexJCVBX6PpnndzAIDNVnO72GwCotr3hRDQBeuQ99dTaP9iJ+cyQM1tmvBO\nV4SODKvxCjabgE3YEDwwBJ03doewCZx/5xyO35SD5D29IYfrPfazeKuBmF8WHkTumHOs5nXfxmYA\nSJKEjh3jceKENi61AIB8/BhQ1RaaqD5N+Yz7K2tSVxi3fQPYbIBOO6MLIm+KQcEreWh3VyyMnQOa\nvR5JJyFiZhRO/+k4Ko9UIKi/9v9Z1867QKRxDz30KG677S61Y8DaKREAIB/jOA8iV6xJXSCVlUF3\n5rTaUWowxBnRdk475C891aL1CKvA+f+cg2SQYOho9FA679J+aUSkEePHT1Q7AgDAmmi/UZ189HdY\nVc5CpHWOKbXykRzY2ndQOU1N7e6JxaEh2Sg/eKnex3Pn5QD6y2M8TI93QPR8EwCgbEcpDnTdDVuZ\nFZJeQodXEqGPNiiSu6U0ccZj06ZNmDRpErp37459+/Y1uNzXX3+NcePGIS0tDcuXL1cwIRFQWFiA\nLVs2o6ysTNUcIioKtpBQ6Dillsgla5J9Sq18JEflJHXp2xkQuSAG+c/Xf9YjfkUX9Djcz/kncm60\n87HgK0PQ43A/dP+tH9qMi0DZD75zGwVNnPFITk7GsmXL8Pjjjze4jNVqxZNPPok333wTJpMJM2bM\nQGpqKrp2bX3XLMkzmnq9e9u2b7BgwQ3YvPlb9OunYtdQSYItsTNkTqklF1rjmI7abO07QAQGQtZo\nL492d5pwaFA2gvqHNOv5cqiMuKUJODQoGxGz2yGot/q3dnBFE2c8unTpgqSkpEaX2bt3Lzp16oT4\n+HgYjUZMmjQJmzdvVighERAfnwAAyM09rnIS+zgPNhEjcoNOB9E5SdFuv8IiYCu3Of8IS8P3ipHD\n9Yi63YSCl880+/X0bfVoe307nH1BW+NYGqKJMx7uyMvLQ2xsrPNrk8mEvXv31rusLOsQHNz4IBtJ\nkiAauXGQq8c9tQ6DofGsSuVwtYy/5GxJjm7d7Kds8/JOITDQoOp7L3XrCnnz5wg0yhBSw7ux1rep\np9fRGB4X/DOnW8t0ToT++PEWZXU3hyRJOP6HmmdXQoe2gSRJzuOGrNPBaJSdeTre0xGF/86HJEnO\nbSpJEo7PPVyjj0fYqHAkf9gDAUY9dLU+zx0XdcDe3ruAI2YE9g71/jZtAcUKj/nz5+PcuXN1vr9o\n0SKMGTPGo69ltdpQVlbZ6DKy3PgcZVePe2odwcHGRrMqlcPVMv6SsyU5goPDEBAQgGPHjqO83Kzq\nex8Y2wHGigpU5J6CpV10vcu4m0PNberpdYSENDwtkccF/8zpzjLGhETIX3+DstIKeyc5L+botr1X\ng487jhsJa+w3e3RuOx1wxf6+AACz2f45bWg95eVmBGdGoFNmRM1t31ZCzxMDarxOS3+WxpZpbF9z\nRbHC46233mrR800mE86cuXwqKi8vDyaTqYWpiNwnSRJiY+Nw5kzLpr95gi3e3sJddyIXaKTwICLA\nlpgIQ8lFSOcLISKj1I7T6mlijIc7evfujaNHjyI3NxeVlZX45JNPkJqaqnYsamWWLfsX7r33QbVj\nwNrBUXioP96ESOuEo/fN8WPqBiEAGik8vvjiC4wYMQK7du3CrbfeigULFgCwn9W4+eabAQB6vR6P\nPfYYbrrpJkycOBETJkxAt27d1IxNrdBVV12Nbt2S1Y4BW8eOAAD5xAmVkxBpn0hMBADoWHhogiYG\nl6alpSEtLa3O900mE/797387vx45ciRGjhypZDSiGg4d+g0///wj5sy5QdUcIiwcttA29kstRNQo\nm7PbLwsPLdDEGQ8iX7FlSxYWLboT588XqhtEkmCLj2fhQeSOsDDY2rblpRaNYOFB1ARxce0BAKdO\nqT/A1NqhI3QneamFyB3WhETIx4+qHYPAwoOoSRyFx+nT6hcetg7x0GmgmRmRL7AldOIYD43QxBgP\nT5Mk+xzkxuh0Ehqru1w97ql1SJLUaFalcrhaxl9ytjRHx6pBnWfOnG7y9vjo15V4ZfcyHD7/G0IN\noehj6otFA+7DVe2vblZOER8PXWEh5PJLQEj97ZZ9YZt6ch2N4XHBP3O6s4wkSbAlJsL42aeQJQC6\nusvyvW/6Ms3ll4WHEHDZHAVw1UDFdYMVT6xDCKGJHK6W8Z+cLcsRFRUNnU6HkydPNGkdr+7+Pyzb\n9TcsHfESRiWMhlFnxLb8rfgkZyMGma5qVk5LB3sRhNxcWBucaaP9berZdTSMxwVPP66VnK6XEULA\n2jEBUmUlxKlTsFWduVQ6hz9t05bwy8KDyFsMBgOysr5Bp04Jbj+nuKIIz//0NP6Z+gomd5ni/P7E\nLpNwbVwaKqwVeOr7x7D+8FoAQEbXaXh06JMIloOw7eQ3uCPrZtzU5za8uvuf0Ekylo74O4yyAY9e\neByFDwB37v47FnZ7FQCw9KdncLDwAGRJRtbxz9ElogteGvUKerXr7dkNQeRjrJ06AQDkY0cbKDxI\nKRzjQdREvXr1RkREW7eX3573Eyqs5ZiYlF7v43/f8VfsyPsZX87ahi3XfYedeTvw9+1LnY/nl+Wh\nwlKOPTf8igcGP4J7t96Nj377EFmj1+Kb/we8cHYljhUfdS7/36OfYErXqfjtj8cwPXkW5m+aDbPV\n3Oyfl8gf2OLthQfHRamPhQdRE3311Ra88cZyt5cvLC9EZGAU9Lr6TzCu/m0l7h34AKKDo9EuqB3u\nG/QgVv32ofNxg86AxVf+CQbZgGldp6OgvAA397kdIR27omeBDt2tkfjlXLZz+b7R/ZDeZSoMsgF3\n9L8b5dZy7Mj7ufk/MJEfsLbvAADQnTqpchJi4UHURJs2bcTTTz/p9vKRgZEoLC+AxWap9/G80jPo\n2ObypZv4Ngk4U3r59tZtAyMh62QAQKA+CAAQHRQD6PWwxcYhqMKGUnOJc/n2oR2df9dJOrQPaV9j\nfUStUkgIbBERkDkFXXUsPIiaKDY2DkVFF1BeXu7W8gNNgxEgB2DT7xvrfdwUEosTFy+f/j1xMRex\nIXFurVvEtYdkrnl30FMllw+sNmHDqdJTbq+PyJ/Z2nfkGQ8NYOFB1EQxMfa7Ip89m+/W8mEB4bh/\n8CN44Ot78emRjSgzl8FsNePzI5/hie8eRWa3Gfjb9r/i3KVzKLhUgBe3P48ZybPcWrctNhaorFl4\n7Dm7GxtzPobFZsG/dr+MADkAV5oGNe2HJPJD1g4dIJ9k4aE2v5zVwvn6nl+Hv+T0RA6TyV54nDt3\nFolVN59ytY67r7wHsaGx+PvOv+KOrJsQagxF/9gBWDTgPvSJ7ocScwlGfTgUADCl6zTcN/hB6HRS\n1Xouf56FpHN+Lcs6+xmPykrodPavdToJEzpPwsc5a3D3l7chKSIJKya+j0BjQLN/XvbxaFoGfzku\n+EpOd5Zx5BQdOkK3/ed6M/O9b/oyzeWXhQfn63t+Hf6Ts+U52rWLBgCcOXOmkeXqriOz60xkdp3p\n/Do42IiyMvvZiqevWYqnr1laY3mbTWBo3DXYM++gc10SdMi/oxiA/TNuNcXi26etOPvndFitNths\nAkZdAF5Nex2A/R9aq9XWop+XfTyamsFfjgu+ktP1Mo6c1vYdoDtfCOvFEiA4WPEc/rRNW8IvCw8i\nb+rRIwUHDx5BeLj7U2q9xdGPQHfmNGydk1ROQ6Rtjpkt8qmTsHbtpnKa1otjPIiayGg0Ijo6BrIs\nqx0Ftlj7oFE574zKSYi0z1bV7Zc3V1QXz3gQNcOyZS/BZIrF9OnuDQL1FhEXC8B+xgMA7h/8sJpx\niDSNvTy0gWc8iJrhgw/ew4YN69WO4Tzj4Sg8iKhhNselFp7xUBULD6JmiIkxuT2d1ptEeAREYCB0\np1l4ELkUEABbu2joTp9SO0mrxsKDqBliYkzIz89TOwYgSbCZYqHLY+FB5A5rh44846EyFh5EzRAT\nE4OzZ/MhhFA7Cqxx7aE7w8GlRO6wte/AMR4q88vBpWwU5Pl1+EtOT+UwmUwwm80oL7+E0NDQZq3D\nU9tUxMVBv2d3s5oiubMMG4g1LYO/HBd8Jac7y1TPKTp2hO7br+vk5nvf9GWayy8LDzYK8vw6/Cen\nZ3LceuuduO22uyFJUgPLKvjex8TCeOY0rBar/V/X5qxDA9vUM+toGI8Lnn5cKzldL1M9p8UUi8CL\nxbAWXwRCQhTN4U/btCV4qYWoGQwGA6Q6/8irwxYbB6msDFJxkdpRiDTPVnWvJR1736iGhQdRM+Tn\n52HRojvxww/fqx0FtpgYAIDu7FmVkxBpn81k730ja2FweCvFwoOoGSRJwvvvv4NfftmrdhTYoh2F\nh/rTe4m0zlF48IyHelh4EDVDZGQUJEnCuXPn1I7iLDwkFh5ELtliWXiojYUHUTPIsoy2bduioEAD\nhUfV3XJ5qYXINdE2EsJo5BR0FbHwIGqmqKh2KCwsVDsGRFQUhCTxUguROyQJthgTz3ioyC+n03K+\nvufX4S85PZmjY8d4yLKu2f0zPLZNA4wQUVGQC842uTeBO8uwj0fTMvjLccFXcrqzTO2cwhQLOT+v\nxvf43jd9mebyy8KD8/U9vw7/yem5HB9+uBZAQ581Zd97W3QMpLz8epb3rW3KPh522tjffCWn62Vq\n57SaYiHnHKr1HL73TV+meXiphcgP2NpFQ3eOYzyI3GEz8VKLmlh4EDXT+vVr8Ic/TNfE/Vps0dEc\n40HkJpspFroLF4DycrWjtEosPIia6dSpU9i8+QsUa6BjqC06hrNaiNzk7OXBJmKq0EThsWnTJkya\nNAndu3fHvn37GlwuNTUV6enpyMjIQGZmpoIJieqKiooCAG1MqY2OgVRWCpSWqh2FSPOcvTw4pVYV\nmhhcmpycjGXLluHxxx93ueyKFSsQGRmpQCqixl0uPAqQlNRV1SzC0cvj3FnYatz4iohqs8awiZia\nNFF4dOnSRe0IRE0WFdUOgL3wUJst2tFELB+2TonqhiHSuMuXWlh4qEETl1qaYsGCBcjMzMSHH36o\ndhRq5dq1i0ZSUhdN3KX28v1aOM6DyBXRrh2ELEOXxzEealDsjMf8+fPrva/FokWLMGbMGLfW8Z//\n/AcmkwkFBQW48cYbkZSUhEGDBtVZLiQkACEhAS3OrBRfycqcNUVG9kROzuEWrcNjWdNGAkIg3DNr\nq8NX3vvG8LjgHT6b02JBCAAtXpj0lW3aXIoVHm+99VaL12EymQDYr62npaVh79699RYeREREpE0+\nc6mlrKwMJSUlzr9v27YN3bp1UzkVERERNYUmCo8vvvgCI0aMwK5du3DrrbdiwYIFAIC8vDzcfPPN\nAOwD+GbPno0pU6Zg5syZGDlyJEaMGKFmbCIiImoq4Qeee+45MW7cODF58mRxxx13iKKionqX++qr\nr8TYsWPFmDFjxGuvvaZwSiE+/fRTMXHiRHHFFVeIvXv3NrjcqFGjxOTJk8WUKVPEtGnTFEx4mbtZ\n1d6m58+fF/PnzxdpaWli/vz54sKFC/Uu1717dzFlyhQxZcoUceuttyqa0dU2qqioEPfcc48YM2aM\nmDFjhsjNzVU0n4OrnKtXrxZDhgxxbseVK1eqkNJ93N88T+v7m6/sa0L4zv724IMPiquuukpMmjSp\n3sdtNpt46qmnxJgxY8TkyZNFdna2y3X6ReHxzTffCLPZLIQQYunSpWLp0qV1lrFYLGL06NHi+PHj\noqKiQqSnp4tDhw4pmvPw4cMiJydHzJkzx+WBsKCgQMFkdbmTVQvb9Pnnn3futK+99lq9770QQvTr\n10/JWE7ubKN3331XPProo0IIITZu3CjuueceTeZcvXq1eOKJJxTP1lzc3zxPy/ubr+xrQvjW/vbT\nTz+J7OzsBguPrVu3igULFgibzSZ27dolZsyY4XKdmrjU0lLXXHMN9Hr7ONl+/frhTD3d6Pbu3YtO\nnTohPj4eRqMRkyZNwubNmxXN2aVLFyQlJSn6ms3lTlYtbNPNmzdj6tSpAICpU6ciKytL0dd3xZ1t\n9OWXX2LatGkAgHHjxuH7779X/P4vWngvPY37m+dpeX/zlX3N3axaMWjQIISHNzxfzvGZkCQJ/fr1\nQ3FxMfLzG79vlF8UHtWtXr263rEfeXl5iK1qkwvYZ8jkaXgOty/0K9HCNi0oKEBMjL2HRXR0dIPN\nvCoqKpCZmYlZs2YperB0Zxvl5eUhLi4OAKDX69GmTRucP39esYzu5gSAzz//HOnp6Vi4cCFOnz6t\nZESv4v7mHi3vb76yrzly+Mv+VvtniY2Ndfm51ETnUne40wfk1VdfhSzLmDJlitLxnJTsV9JSnsiq\nhMZyVidJUoPNvLZs2QKTyYTc3FzMmzcPycnJSEhI8EpefzVq1ChMnjwZRqMRH3zwAR544AG8/fbb\nqmbi/uZ53N+0QYv7m6f4TOHhqg/ImjVrsHXrVrz11lv17gwmk6nGJZi8vDxnXxBP8qV+JS3NqoVt\nGhUVhfz8fMTExCA/P7/B+/g4csXHx2Pw4MHYv3+/IgdCd7aRyWTC6dOnERsbC4vFgosXL6Jt27Ze\nz9bUnNUzzZw5E3/9618Vy9cQ7m/c36q/pi/sa44cvri/1af2z3LmzBmXn0u/uNTy9ddf4/XXX8er\nr76KoKCgepfp3bs3jh49itzcXFRWVuKTTz5Bamqqwkld86V+JVrYpqmpqVi3bh0AYN26dRg9enSd\nZYqKilBZWQkAKCwsxM6dO9G1qzI3dXNnG6WmpmLt2rUAgM8++wxXXXWV4m3Y3clZ/brtl19+6Rf3\nWOL+1jRa3t98ZV9zN6uv7G+Oz4QQArt370abNm2cl+Ma5NHhryoZM2aMGDFihHPakWPU8pkzZ8RN\nN93kXG7r1q1i7NixYvTo0eKVV15RPOfnn38uhg8fLlJSUsTQoUPFH//4xzo5jx8/LtLT00V6erqY\nOHGiKjndzSqE+tu0sLBQ3HDDDSItLU3MmzdPnD9/XgghxN69e8XDDz8shBBix44dYvLkySI9PV1M\nnjxZ8Wlp9W2jl156SWRlZQkhhCgvLxd33323GDNmjJg+fbo4fvy4ovnczfnCCy+IiRMnivT0dDFn\nzhxx+PBhVXK6i/ub52l9f/OVfc2drFrZ3xYvXiyGDRsmevbsKYYPHy5Wrlwp3n//ffH+++8LIezT\naf/yl7+I0aNHi8mTJzc6g8xBEkKFIb1ERETUKvnFpRYiIiLyDSw8iIiISDEsPIiIiEgxLDyIiIhI\nMSw8iIiISDEsPIiIiEgxLDyIiIhIMSw8yGv69+/f7OeWl5djzpw5sFqtOHHiBPr06YOMjAzn41dc\ncQWee+4559dvvPEGli1bVud1HX8vLy9HRkYGevXqhcLCQufjjz32GHbs2FEn65o1a/Dkk082mrGy\nshLXX389LBZLs39OIi3z5j786quvYtKkSUhPT0dGRgb27NlT5zW5//onFh6kSatXr0ZaWhpkWQYA\nJCQkYP369c7HjUYjPv/88xoHocYEBgZi/fr1dVr57tmzB/369WtWRqPRiKFDh+LTTz9t1vOJ/Flj\n+/CuXbuwdetWrF27Fhs2bMCbb75Z4w6ntXH/9S8+c5M48l1vvvkmVq9eDQCYMWMG5s+fDwB4+eWX\n8fHHHyMyMhJxcXFISUnBggULAAAbNmzACy+80OA69Xo9rrvuOqxYsQKLFy9uVq6cnBwkJiY6D4yN\nOXToEJ5++mmcPn0aU6ZMQWFhITIyMjBmzBi8+OKLqt4RmcjbPL0Pnz17Fm3btoXRaASABm821xju\nv76LhQd5VXZ2NtasWYOVK1dCCIFZs2Zh8ODBsFgs+Pzzz/Hxxx/DbDYjMzMTKSkpAOynQHNzc9Gx\nY8dG13399ddjypQpuOmmm5qV7euvv8bw4cMBXD6V61BUVOS8aVNFRQXuuece/OMf/0B8fDwmTJiA\nlJQU9OnTB1arFfv27WvW6xP5Am/sw8OGDcPLL7+McePGYejQoZg4cSIGDx7cpFzcf30XCw/yqh07\ndmDMmDEIDg4GAKSlpWH79u2w2WwYPXo0AgICEBAQgFGjRjmfc/78ebRp08blukNDQ5GRkYG3334b\ngYGBTc727bff4plnngFw+VSuw5o1a5CdnQ0A+O6779CjRw/nXUvNZjNuvPFGAIAsyzAYDCgpKUFo\naGiTMxBpnTf24ZCQEKxZswbbt2/Hjz/+iMWLF+Pee+9FZmam27m4//oujvEgzQkMDHTeVtuVefPm\nYfXq1bh06VKTXuPSpUsoLi6GyWRyueyBAwfQs2dPAEBeXh6Cg4Nx5ZVXOh+vrKxEQEBAk16fyJ+5\nsw/LsowhQ4Zg4cKFePTRR/H555+7vX7uv76NhQd51cCBA5GVlYVLly6hrKwMWVlZGDhwIAYMGIAt\nW7agoqICpaWl2Lp1q/M54eHhsFqtqKiocLn+iIgIjB8/Hh999FGTcv34448YMmSIW8saDAbk5eUB\nAP72t7/BbDY7Hzt//jzatm0Lg8HQpNcn8hXe2IePHDmCo0ePOr8+cOAA2rdv73Ym7r++jYUHeVVK\nSgoyMzMxc+ZMzJo1CzNmzEDPnj3Rp08fpKamYsqUKbj55puRnJxc49TssGHDsGPHDrde449//CPO\nnz/fpFzVrw+7kp6eju3bt2PcuHHo3r07+vXrh6effhqA/QB47bXXNum1iXyJN/bhsrIyPPjgg5g4\ncSLS09ORk5ODu+66y+1M3H99nCBSSUlJiRBCiLKyMjFt2jSRnZ3tfCw7O1vcd999QgghcnNzxaRJ\nkzzymqNGjRIFBQVi6tSporKyssXru/POO8WRI0c8kIzI9yi9D3P/9Q8cXEqqeeyxx3D48GFUVFRg\n2rRpzhHxgP23rCFDhsBqtUKWZVy8eBEZGRk1BpA1RXl5Oa677jqYzWbodDqsXbu2xfkrKysxZswY\ndO7cucXrIvJFSu3D3H/9iySEEGqHICIiotaBYzyIiIhIMSw8iIiISDEsPIiIiEgxLDyIiIhIMSw8\niIiISDEsPIiIiEgxLDyIiIhIMSw8iIiISDEsPIiIiEgxLDyIiIhIMSw8iIiISDEsPIiIiEgxLDyI\niIhIMSw8iIiISDEsPIiIiEgxLDyIiIhIMSw8iIiISDEsPIiIiEgxLDyIiIhIMSw8iIiISDEsPIiI\niEgxLDyIiIhIMSw8iIiISDEsPIiIiEgxLDyIiIhIMSw8iIiISDEsPIiIiEgxLDyIiIhIMSw8iIiI\nSDEsPIhe3DcqAAAbf0lEQVSIiEgxerUDUMtUVFTg+uuvR2VlJaxWK8aNG4eFCxciNzcXS5YswYUL\nF5CSkoKlS5fCaDSqHZeIiFo5SQgh1A5BzSeEQFlZGUJCQmA2mzF79mw88sgjePPNNzF27FhMmjQJ\njz32GLp3747Zs2erHZeIiFo5XmrxcZIkISQkBABgsVhgsVggSRJ++OEHjBs3DgAwbdo0bN68Wc2Y\nREREAFh4+AWr1YqMjAxcffXVuPrqqxEfH4+wsDDo9fYrabGxscjLy1M5JREREQsPvyDLMtavX4+v\nvvoKe/fuxZEjR9SOREREVC8WHn4kLCwMQ4YMwe7du1FcXAyLxQIAOHPmDEwmk8rpiIiIWHj4vMLC\nQhQXFwMAysvL8d1336FLly4YMmQIPvvsMwDA2rVrkZqaqmZMIiIiAJzV4vMOHjyIBx98EFarFUII\njB8/HnfddRdyc3OxePFiFBUVoUePHnjhhRc4nZaIiFTHwoOIiIgUw0stREREpBgWHkRERKQYFh5E\nRESkGBYeREREpBgWHkRERKQYFh5ERESkGBYeREREpBgWHkRERKQYFh5ERESkGBYeREREpBgWHkRE\nRKQYFh5ERESkGBYeREREpBgWHkRERKQYFh5ERESkGBYeREREpBgWHkRERKQYFh5ERESkGBYeRERE\npBgWHkRERKQYFh5ERESkGBYeREREpBgWHkRERKQYFh5ERESkGBYeREREpBgWHkRERKQYFh5ERESk\nGBYeREREpBi92gGISDukJyTPrvBx4dHVeXZtRKQGnvEgIiIixbDwICIiIsWw8CAiIiLFsPAgIiIi\nxbDwICIiIsWw8CAiIiLFsPAgIiIixbDwICIiIsWw8CAiIiLFsHMpkUZ5vIuoJ3m4I6m7PL1F2AmV\nSHk840FERESK4RkPH3f69Gncf//9KCgogCRJmDVrFubNm4dly5Zh5cqViIyMBAAsWbIEI0eOVDkt\nERG1diw8fJwsy3jwwQeRkpKCkpISTJ8+HcOGDQMAzJ8/HwsWLFA5IRER0WUsPHxcTEwMYmJiAACh\noaFISkpCXl6eyqmIiIjqxzEefuTEiRM4cOAA+vbtCwB47733kJ6ejoceeghFRUUqpyMiImLh4TdK\nS0uxcOFCPPzwwwgNDcUf/vAHfPHFF1i/fj1iYmLw3HPPqR2RiIiIhYc/MJvNWLhwIdLT0zF27FgA\nQLt27SDLMnQ6HWbOnIl9+/apnJKIiIiFh88TQuCRRx5BUlISbrzxRuf38/PznX/PyspCt27d1IhH\nRERUAweX+rgdO3Zg/fr1SE5ORkZGBgD71NmNGzfi4MGDAIAOHTrgySefVDMmERERAEASQrB5H5EG\nsXOpb+EWIXIPL7UQERGRYlh4EBERkWJYeBAREZFiWHgQERGRYlh4EBERkWJYeBAREZFiWHgQERGR\nYlh4EBERkWJYeBAREZFi2DKdiC5jR9Jmc7fPLLcwtXY840FERESKYeFBREREimHhQURERIph4UFE\nRESKYeFBREREimHhQURERIph4UFERESKYeFBREREimHhQURERIph51Ki1oAdSYlII3jGg4iIiBTD\nwoOIiIgUw8KDiIiIFMPCg4iIiBTDwoOIiIgUw8KDiIiIFMPCg4iIiBTDwoOIiIgUw8KDiIiIFCMJ\nIdjSkMiHSWoHoKZ5wr13TLDbLPkpnvEgIiIixbDwICIiIsWw8CAiIiLFsPAgIiIixbDwICIiIsWw\n8CAiIiLFsPAgIiIixbDwICIiIsWw8CAiIiLFsHMpkY9j51LfwgMutXZ6tQNQy5w+fRr3338/CgoK\nIEkSZs2ahXnz5uHChQtYvHgxTp48iQ4dOuCll15CeHi42nGJiKiV4xkPH5efn4+zZ88iJSUFJSUl\nmD59Ol5++WWsWbMGERERuOWWW7B8+XIUFRXhT3/6k9pxyQt4xsO38IBLrR3HePi4mJgYpKSkAABC\nQ0ORlJSEvLw8bN68GVOnTgUATJ06FVlZWWrGJCIiAsDCw6+cOHECBw4cQN++fVFQUICYmBgAQHR0\nNAoKClROR0RExMLDb5SWlmLhwoV4+OGHERoaWuMxSZIgSTwhT0RE6mPh4QfMZjMWLlyI9PR0jB07\nFgAQFRWF/Px8APZxIJGRkWpGJCIiAsDCw+cJIfDII48gKSkJN954o/P7qampWLduHQBg3bp1GD16\ntFoRiYiInDirxcdt374d119/PZKTk6HT2evIJUuWoE+fPli0aBFOnz6N9u3b46WXXkJERITKackb\neBHNt/CAS60dCw8iH8fCw7fwgEutHS+1EBERkWJYeBAREZFiWHgQERGRYlh4EBERkWJ4kziVpaen\nu1wmMjISK1asUCANERGRd7HwUJnNZsPy5csbfFwIgdtvv13BRERERN7D6bQq2759OwYOHNjiZaj1\n4nRa38IDLrV2LDw0qKioCKdPn0b37t3VjkI+gIWHb+EBl1o7Di7ViLlz56KkpAQXLlzAtGnT8Oij\nj+LZZ59VOxYREZFHcYyHRly8eBGhoaFYtWoVpk6d6rzpG7Ve0hMePJfxOH/P1gp331fB94z8FM94\naITVakV+fj42bdqEa6+9Vu04REREXsHCQyPuuOMOLFiwAAkJCejTpw9yc3ORmJiodiwiIiKP4uBS\nIo3ipRY/xUst1MpxjIfKnnrqKUhSwweiP//5zwqmISIi8i4WHirr1auX2hGIiIgUw8JDZdOmTavx\n9aVLlxAUFKRSGiIiIu/i4FKN2LVrFyZOnIgJEyYAAA4ePIi//OUv6oYiIiLyMBYeGvHMM8/gjTfe\nQEREBACge/fu2L59u8qpiIiIPIuFh4bExcXV+Fqn49tDRET+hWM8NCIuLg47d+6EJEkwm814++23\n0aVLF7VjEZGHcZostXb8lVoj/vKXv+C9995DXl4eRowYgQMHDuCxxx5TOxYREZFHsYGYhlVWVsJo\nNKodg1TCBmL+ie8EtXY846ERc+fOxYkTJ5xf7927FzNmzFAxERERkedxjIdG3HLLLbjpppswd+5c\n5Ofn46uvvsKzzz6rdiwiIiKP4qUWDfnxxx/xxz/+EW3btsXatWsRHR2tdiRSES+1+Ce+E9Ta8YyH\nRrz88sv473//i3fffRe//vor5s6diwcffBDXXnut2tGIiIg8hoWHRly4cAGrVq1CYGAg+vfvj+HD\nh+PPf/4zCw8iIvIrvNRCpFG81OKf+E5Qa8czHhpRWFiIf//73zh8+DAqKiqc33/77bdVTEVERORZ\nLDw04r777sOECROwdetWPPHEE1i7di0iIyPVjkVqcvcshSfPjBAReRn7eGjEhQsXMHPmTOj1egwe\nPBjPPvssfvjhB7VjEREReRTPeGiEXm9/K2JiYrB161bExMSgqKhI5VRERESexcJDI26//XZcvHgR\nDzzwAJ566imUlpbioYceUjsWERGRR3FWC5FGuT1yw50xHpzVohl8J6i14xgPjcjNzcVtt92GIUOG\nYOjQobj99tuRm5urdiwiIiKPYuGhEffeey/Gjx+Pbdu24ZtvvsH48eOxZMkStWMRERF5FAsPjbh0\n6RKmTp0KvV4PvV6PjIyMGv08iIiI/AEHl2rEiBEjsHz5ckycOBGSJOHTTz/FyJEjceHCBQBARESE\nygmJiIhajoNLNSI1NbXBxyRJwubNmxVMQ1rAwaX+ie8EtXYsPIg0iv1IWzcemMlfcYyHRmzatAkl\nJSUAgFdeeQV33XUX9u/fr3IqIiIiz2LhoRGvvPIKQkNDsX37dnz//feYMWMGHn/8cZfPe+ihhzB0\n6FBMnjzZ+b1ly5Zh+PDhyMjIQEZGBr766itvRiciInIbCw+NkGUZAPDVV19h1qxZuPbaa2E2m10+\nLzMzE6+//nqd78+fPx/r16/H+vXrMXLkSI/nJSIiag4WHhphMpnw2GOPOWezVFZWwmazuXzeoEGD\nEB4erkBCIiKilmPhoREvvfQSrrnmGrzxxhsICwvDhQsXcP/99zd7fe+99x7S09Px0EMP8WZzRESk\nGZzV4gdOnDiB2267DRs3bgQAnDt3Dm3btoUkSfjHP/6B/Px8PPvssyqnpKbirJbWjQdm8lc846Gy\nadOmeWSZ6tq1awdZlqHT6TBz5kzs27evufGIiIg8ip1LVZaTk4P09PRGl7l48WKT1pmfn4+YmBgA\nQFZWFrp169bsfERERJ7ESy0qO3nypMtlZFlGbGxsvY8tWbIEP/30E86fP4+oqCjcfffd+Omnn3Dw\n4EEAQIcOHfDkk086CxHyHbzU0rrxwEz+ioUHkUax8PBT7rS4bwLBdvjkYzjGg4iIiBTDwoOIiIgU\nw8JDI9555x322yAiIr/HwkMjzp07hxkzZuCee+7B119/DQ69ISIif8TBpRoihMC3336LNWvWIDs7\nGxMmTMCMGTOQkJCgdjRSAQeX+ikOLqVWjmc8NESSJERHRzsbgBUVFWHhwoVYunSp2tGIiIg8gmc8\nNGLFihVYv3492rZtixkzZmDMmDEwGAyw2WwYO3YssrKy1I5ICuMZDz/FMx7UyrFzqUYUFRVh2bJl\n6NChQ43v63Q6vPbaayqlIiIi8iye8SDSKJ7x8FM840GtHM94EGmVJ/+B4j9OPocFBfkrDi4lIiIi\nxbDwICIiIsWw8CAiIiLFsPAgIiIixbDwICIiIsWw8CAiIiLFsPAgIiIixbDwICIiIsWw8CAiIiLF\nsHMpkcIkD7fMJt/CjqTU2vGMBxERESmGhQcREREphoUHERERKYaFBxERESmGhQcREREphoUHERER\nKYaFBxERESmGhQcREREphg3E/n979x8Tdf3Acfx1QDjDRLnknKYtm6zm0rlwims1D4EKTkgga7Qp\ns7mcikqbgyzXCC3JNVatDaS11piLDGGhrtLmj2lFtpJcOnUtBUOoUxBkQhyf7x/O+379KgYk7493\n93z8BXcfbq837+3Di8/7c+8DDBvoBlJsNDZ0bNEF3Lm44gEAAIyheAAAAGMoHgAAwBiKBwAAMIbi\nAQAAjKF4AAAAYygeAADAGIoHAAAwhuIBAACMcViWxSZ/QAALhv1NOQkBoYMrHgAAwBiKR4ArLCxU\nQkKC0tLS/I+1tbUpNzdXycnJys3NVXt7u40JAQD4L4pHgFu4cKEqKique6y8vFwJCQn66quvlJCQ\noPLycpvSAQBwPYpHgJs1a5aio6Ove2zv3r3KyMiQJGVkZGjPnj12RAMA4AYUjyDk9XoVGxsrSRo3\nbpy8Xq/NiQAAuIriEeQcDoccjmB43wMAIBhQPIKQ0+lUa2urJKm1tVUxMTE2JwIA4CqKRxByu92q\nqamRJNXU1CgxMdHmRAAAXMUGYgEuPz9f9fX1unjxopxOp1atWqX58+drzZo1am5u1oQJE1RaWqox\nY8bYHRXDJBgW0jgJAaGD4gGEgDu9nHASAkIHSy0AAMAYigcAADCG4gEAAIyheAAAAGMoHgAAwBiK\nBwAAMIbiAQAAjKF4AAAAYygeAADAGIoHAAAwhuIBAACMoXgAAABjKB4AAMAYigcAADCG4gEAAIyh\neAAAAGMoHgAAwBiKBwAAMIbiAQAAjImwOwCA4WcN8DjHsKYAAK54AAAAgygeAADAGIoHAAAwhuIB\nAACMoXgAAABjKB4AAMAYigcAADCG4gEAAIyheAAAAGPYuRSA3+3e4XSgrwcgdHDFAwAAGEPxAAAA\nxlA8AACAMRQPAABgDMUDAAAYQ/EAAADGUDwAAIAxFA8AAGAMxQMAABjDzqUABo0dSQEMFVc8AACA\nMVzxCGJut1tRUVEKCwtTeHi4qqur7Y4EAAhxFI8g9/HHHysmJsbuGAAASGKpBQAAGOSwLIv7xIKU\n2+1WdHS0HA6HFi1apEWLFtkdCQAQ4lhqCWLbtm2Ty+WS1+tVbm6upkyZolmzZtkdCwAQwlhqCWIu\nl0uS5HQ6lZSUpIaGBpsTAQBCHcUjSHV1damzs9P/9aFDhzR16lSbUwEAQh1LLUHK6/VqxYoVkiSf\nz6e0tDQ9/vjjNqcCAIQ6bi4FAADGsNQCAACMoXgAAABjKB4AAMAYigcAADCG4gEAAIyheAAAAGMo\nHgAAwBiKBwAAMIbiAQAAjKF4AAAAYygeAADAGIoHAAAwhuIBAACMoXgAAABjKB4AAMAYigcAADCG\n4gEAAIyheAAAAGMoHgAAwBiKBwAAMIbiAQAAjKF4AAAAYygeAADAGIoHAAAwhuIBAACMoXgAAABj\nKB4AAMAYigcAADCG4gEAAIyheAAAAGMoHgAAwBiKBwAAMIbiAQAAjKF4AAAAYygeAADAGIoHAAAw\nhuIBAACMoXgAAABjKB4AAMAYigcAADCG4hHEDhw4oJSUFCUlJam8vNzuOAAAUDyClc/nU1FRkSoq\nKrRz507V1dXp9OnTdscCAIQ4ikeQamho0P33369JkyYpMjJSqamp2rt3r92xAAAhjuIRpFpaWjR+\n/Hj/9y6XSy0tLTYmAgCA4gEAAAyieAQpl8ul8+fP+79vaWmRy+WyMREAABSPoPXII4/o999/V2Nj\no3p6erRz50653W67YwEAQlyE3QEwPCIiIrRhwwa9+OKL8vl8yszM1NSpU+2OBQAIcQ7Lsiy7Q8C8\nAwcOaOPGjerr61N2draWLVtmd6RBc7vdioqKUlhYmMLDw1VdXW13pAEpLCzUvn375HQ6VVdXJ0lq\na2vT2rVrde7cOU2cOFGlpaWKjo62OWn/bjaG9957T1VVVYqJiZEk5efn64knnrAz5i01Nzdr3bp1\n8nq9cjgcevbZZ7V48eKAm4v+xhFI89Hd3a2cnBz19PTI5/MpJSVFeXl5amxsVH5+vtra2jRt2jSV\nlJQoMjLS7rj4tyyEnN7eXisxMdE6e/as1d3dbXk8HuvUqVN2xxq0efPmWV6v1+4Yg1ZfX28dO3bM\nSk1N9T+2efNmq6yszLIsyyorK7NKSkrsijcgNxvDu+++a1VUVNiYanBaWlqsY8eOWZZlWR0dHVZy\ncrJ16tSpgJuL/sYRSPPR19dndXZ2WpZlWT09PVZWVpb1008/WXl5eVZdXZ1lWZb12muvWZWVlXbG\nxG3CPR4hiD0+7DVr1qwb/oPeu3evMjIyJEkZGRnas2ePHdEG7GZjCDSxsbGaNm2aJGnUqFGaMmWK\nWlpaAm4u+htHIHE4HIqKipIk9fb2qre3Vw6HQ999951SUlIkSc888wznqSBB8QhBwbTHx9KlS7Vw\n4UJ9+umndkf5V7xer2JjYyVJ48aNk9frtTnR0FRWVsrj8aiwsFDt7e12xxmwpqYmHT9+XDNmzAjo\nufjfcUiBNR8+n0/p6emaO3eu5s6dq0mTJmn06NGKiLh6K+L48eMD9jyF61E8ELC2bdumHTt2aOvW\nraqsrNQPP/xgd6TbwuFwyOFw2B1j0J5//nl9/fXXqq2tVWxsrN566y27Iw3I5cuXlZeXp1deeUWj\nRo267rlAmov/H0egzUd4eLhqa2u1f/9+NTQ06LfffrM7EoYJxSMEBcseH9cyO51OJSUlqaGhweZE\nQ+d0OtXa2ipJam1t9d8QGEjuvfdehYeHKywsTNnZ2frll1/sjvSP/v77b+Xl5cnj8Sg5OVlSYM7F\nzcYRiPMhSaNHj9bs2bP1888/69KlS+rt7ZUknT9/PiDPU7gRxSMEBcMeH11dXers7PR/fejQoYB+\nu7Db7VZNTY0kqaamRomJiTYnGrxrf6wlac+ePXf8fFiWpfXr12vKlCnKzc31Px5oc9HfOAJpPi5c\nuKBLly5Jkq5cuaLDhw/rwQcf1OzZs/Xll19Kknbs2BFw5yncHG+nDVH79+/Xpk2b/Ht8LF++3O5I\ng9LY2KgVK1ZIuro2nJaWFjBjyM/PV319vS5evCin06lVq1Zp/vz5WrNmjZqbmzVhwgSVlpZqzJgx\ndkft183GUF9frxMnTkiSJk6cqKKiIv+9EneiI0eOKCcnR3FxcQoLu/o/WH5+vqZPnx5Qc9HfOOrq\n6gJmPk6cOKGCggL5fD5ZlqUnn3xSK1euVGNjo9auXav29nY9/PDD2rJlC2+nDQIUDwAAYAxLLQAA\nwBiKBwAAMIbiAQAAjKF4AAAAYygeAADAGIoHgCFramrS9OnTlZ6ebmuO6upqFRUV9fv8kSNH9PTT\nTystLc1gKgA3Q/EA8K9MnjxZtbW1dse4pfj4eJWXl9sdA4AoHgD60dDQII/Ho+7ubnV1dSk1NVUn\nT5685c90dXVp2bJlWrBggdLS0rRr1y5JV3cDLSkpkcfjUVZWls6cOSNJ+uabb5Sdna2MjAwtWbJE\nf/31lySpuLhY77//viTp4MGDysnJUV9fny5cuKBVq1YpMzNTmZmZ+vHHH2/IsHv3bqWlpWnBggXK\nycm5nb8SALdBhN0BANyZpk+fLrfbrdLSUl25ckULFixQXFzcLX/m4MGDio2N9V9d6Ojo8D93zz33\n6IsvvlBNTY02bdqksrIyPfroo6qqqpLD4dBnn32miooKFRQU6OWXX1ZWVpbi4+NVXFysrVu3Kiws\nTBs3btTixYsVHx+vP/74Q0uXLtXu3buvy/DBBx/oww8/lMvl8m/DDeDOQfEA0K8VK1YoKytLI0aM\n0KuvvvqPx8fFxWnz5s16++23NW/ePMXHx/ufu3Z/RWpqqt58801JVz/4a+3atfrzzz/V09Oj++67\nT5I0cuRIvfHGG3rhhRdUWFioyZMnS5IOHz6s06dP+1+zs7NTly9fvi7DzJkzVVBQoKeeekpJSUn/\n7hcA4LajeADoV1tbm7q6utTb26vu7m7dfffdtzz+gQceUHV1tfbv36/S0lLNmTNHK1eu7Pf44uJi\nLVmyRImJifr+++/9yyuSdPLkSY0ZM+a6Dzvr6+tTVVWVRowY0e9rFhUV6ejRo9q3b58yMzP1+eef\na+zYsYMYNYDhxD0eAPq1YcMGrV69Wh6PR1u2bPnH41taWjRy5Eilp6dr6dKl+vXXX/3PXVsS2bVr\nl2bOnCnp6lLMtY86v/aJsJJ07tw5ffTRR9qxY4cOHDigo0ePSpIee+wxffLJJ/7jjh8/fkOGs2fP\nasaMGVq9erXGjh2r8+fPD2HkAIYLVzwA3FRNTY3uuusueTwe+Xw+Pffcc/r222+VkJDQ78+cPHlS\nJSUlCgsLU0REhF5//XX/c+3t7fJ4PIqMjNQ777wjSVq5cqVWr16t6OhozZ49W01NTf6PeV+3bp1c\nLpc2btyowsJCbd++XevXr1dRUZE/U3x8/A1voy0pKdGZM2dkWZbmzJmjhx56aFh+PwCGhk+nBTBk\nTU1Neumll1RXV3fL49xut7Zv366YmBhDyW400KwAhhdLLQCGLDw8XB0dHbZvIPZPjhw5ouXLl3Ov\nB3AH4IoHAAAwhiseAADAGIoHAAAwhuIBAACMoXgAAABjKB4AAMCY/wCax8PEO9EWtAAAAABJRU5E\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11eddaac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# the BPT uses a strict classification scheme based on the BPTs for NII, SII, and OI.  If you do not want to use OI, \n",
    "# you can turn it off\n",
    "mask, fig, ax = maps.get_bpt(use_oi=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "the BPT uses a default minimum SNR threshold cutoff of 3 on each emission line.  You can change this globally using the **snr** keyword. **Note: this keyword will change to snrmin in the upcoming 2.12 patch.**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ZjjNKjjfPu0pPHj4U6NxZg7f3mwe/pbdXqUOaeDiYHj268+LFC4KC6qW3KxIS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\nTccoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11edda630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "masks, fig, ax = maps.get_bpt(snr_min=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "or you change it for individual emission lines.  It will use the default value of 3 for all lines you do not specify."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ZjjNKjjfPu0pPHj4U6NxZg7f3mwe/pbdXqUOaeDiYHj268+LFC4KC6qW3KxIS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\n/BdrNrfOQMqnrwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x121968630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "masks, fig, ax = maps.get_bpt(snr_min={'ha':5, 'sii':1})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### [Visual Guide to Marvin Tools](https://api.sdss.org/doc/manga/marvin/tools/visual-guide.html#visual-guide)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## We Want Your Feedback\n",
    "- \"Provide Feeback\" button in Marvin-web that opens a new GitHub Issue.\n",
    "- If you don't have a GitHub account, it takes under 3 minutes to create one.\n",
    "- Please describe your problem as well as you can (including copying in error messages), and we can handle labeling and assigning your Issue."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda env:marvin-py3]",
   "language": "python",
   "name": "conda-env-marvin-py3-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
