{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ef7b06ba",
   "metadata": {},
   "source": [
    "# Exploring the DR19 quasar value-added catalog\n",
    "\n",
    "This is a demonstration on the VAC struture and how to use the VAC to access the parameter that you are mostly interested in."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a70b0f30",
   "metadata": {},
   "source": [
    "## Learning Goals\n",
    "- know how to read and use the DR19 quasar VAC\n",
    "\n",
    "## Introduction \n",
    "\n",
    "SDSS-V DR19 quasar catalog include ~80k objects with detailed spectral parameters of DR19 quasars using the latest version of [PyQSOFit](https://github.com/legolason/PyQSOFit) with host decomposition priors. Visual inspection is applied before the catalog is compiled. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ec8c1de",
   "metadata": {},
   "source": [
    "## Import packages\n",
    "\n",
    "This tutorial requires three commonly used python packages\n",
    "\n",
    "- ``numpy`` for doing large array operations\n",
    "- ``matplotlib`` for plotting\n",
    "- ``astropy`` for reading fits table\n",
    "\n",
    "Missing packages can be installed via ``!pip install [package]``"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5db556fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import packages\n",
    "\n",
    "import os,sys,time\n",
    "import numpy as np\n",
    "from astropy.io import fits\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "from astropy.table import Table\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "from astropy import constants as const\n",
    "from astropy import units as u"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18ca03ef",
   "metadata": {},
   "source": [
    "Here are some functions to set the plotting parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "90dac316",
   "metadata": {},
   "outputs": [],
   "source": [
    "def set_mpl_style(fsize=15, tsize=18, tdir='in', major=5.0, minor=3.0, lwidth=1.8, lhandle=2.0):\n",
    "    \"\"\"Function to set MPL style\"\"\"\n",
    "\n",
    "    plt.style.use('default')\n",
    "    plt.rcParams['text.usetex'] = False\n",
    "    plt.rcParams[\"axes.axisbelow\"] = False\n",
    "    plt.rcParams['font.size'] = fsize\n",
    "    plt.rcParams['legend.fontsize'] = tsize\n",
    "    plt.rcParams['xtick.direction'] = tdir\n",
    "    plt.rcParams['ytick.direction'] = tdir\n",
    "    plt.rcParams['ytick.right'] = True\n",
    "    plt.rcParams['xtick.top'] = True\n",
    "    plt.rcParams['xtick.major.size'] = major\n",
    "    plt.rcParams['xtick.minor.size'] = minor\n",
    "    plt.rcParams['ytick.major.size'] = major\n",
    "    plt.rcParams['ytick.minor.size'] = minor\n",
    "    plt.rcParams['xtick.major.width'] = lwidth\n",
    "    plt.rcParams['xtick.minor.width'] = lwidth\n",
    "    plt.rcParams['ytick.major.width'] = lwidth\n",
    "    plt.rcParams['ytick.minor.width'] = lwidth\n",
    "    plt.rcParams['axes.linewidth'] = lwidth\n",
    "    plt.rcParams['legend.handlelength'] = lhandle\n",
    "    return\n",
    "\n",
    "set_mpl_style(major=8.0,minor=4.0,lwidth=1.2)\n",
    "\n",
    "def get_levels(count_arr, quantile):\n",
    "    # Function to get the levels of the histogram\n",
    "    values = np.ravel(count_arr)\n",
    "    isoprop = np.asarray(quantile)\n",
    "    sorted_values = np.sort(values)[::-1]\n",
    "    normalized_values = np.cumsum(sorted_values) / values.sum()\n",
    "    idx = np.searchsorted(normalized_values, 1 - isoprop)\n",
    "    arr = np.take(sorted_values, idx, mode=\"clip\")\n",
    "    return arr\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bcddbf1",
   "metadata": {},
   "source": [
    "# Read the VACs\n",
    "\n",
    "We will also demonstrate the use of [DR16Q](https://iopscience.iop.org/article/10.3847/1538-4365/ac9ead), please **have at least one of the quasar catalogs downloaded** before you continue. \n",
    "\n",
    "Remember to **change the path** to the VACs.\n",
    "\n",
    "SDSS DR16Q VAC ``dr16q_prop_May01_2024.fits.gz`` can be downloaded [here](http://quasar.astro.illinois.edu/paper_data/DR16Q/dr16q_prop_May01_2024.fits.gz) (1.3 GB)\n",
    "\n",
    "SDSS DR19VAC ``DR19Q_prop-v6_1_3.fits`` can be downloaded [here](https://data.sdss.org/sas/dr19/vac/bhm/qso-properties/1.0.1/DR19Q_prop-v6_1_3.fits) (335 MB)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d869738e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# SDSS DR16Q\n",
    "path_to_dr16q = ''\n",
    "sdss4_cat = fits.getdata(path_to_dr16q+'dr16q_prop_May01_2024.fits.gz', 1)\n",
    "# SDSS DR19Q\n",
    "path_to_dr19q = ''\n",
    "sdss5_cat = fits.getdata(path_to_dr19q+'DR19Q_prop-v6_1_3.fits', 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60c57937",
   "metadata": {},
   "source": [
    "## Catalog structure\n",
    "\n",
    "demonstrate the VAC structure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e4bf2df9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><i>Table length=82363</i>\n",
       "<table id=\"table139908563608944\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>FIELD</th><th>MJD</th><th>CATALOGID</th><th>FITS_FILE</th><th>VERSION</th><th>RA</th><th>DEC</th><th>NEXP</th><th>EXPTIME</th><th>PROGRAMNAME</th><th>SURVEY</th><th>Z_PIPE</th><th>FIRSTCARTON</th><th>OBJTYPE</th><th>CLASS</th><th>SUBCLASS</th><th>VI_REMARK</th><th>Z_VI</th><th>Z_FIT</th><th>Z_SYS</th><th>Z_SYS_ERR</th><th>SN_RATIO_CONTI</th><th>EBV</th><th>CONTI_PARA</th><th>CONTI_PARA_ERR</th><th>FE_UV_PARA</th><th>FE_UV_PARA_ERR</th><th>FE_OP_PARA</th><th>FE_OP_PARA_ERR</th><th>LOGL1350</th><th>LOGL1350_ERR</th><th>LOGL1700</th><th>LOGL1700_ERR</th><th>LOGL2500</th><th>LOGL2500_ERR</th><th>LOGL3000</th><th>LOGL3000_ERR</th><th>LOGL4200</th><th>LOGL4200_ERR</th><th>LOGL5100</th><th>LOGL5100_ERR</th><th>CONTI_NPIX</th><th>FRAC_HOST_4200</th><th>FRAC_HOST_5100</th><th>DN4000</th><th>HOST_DECOMP_PARA</th><th>HALPHA</th><th>HALPHA_ERR</th><th>HALPHA_BR</th><th>HALPHA_BR_ERR</th><th>HALPHA_NA</th><th>HALPHA_NA_ERR</th><th>NII6549</th><th>NII6549_ERR</th><th>NII6585</th><th>NII6585_ERR</th><th>SII6718</th><th>SII6718_ERR</th><th>SII6732</th><th>SII6732_ERR</th><th>HBETA</th><th>HBETA_ERR</th><th>HBETA_BR</th><th>HBETA_BR_ERR</th><th>HEII4687</th><th>HEII4687_ERR</th><th>HEII4687_BR</th><th>HEII4687_BR_ERR</th><th>OIII5007</th><th>OIII5007_ERR</th><th>OIII5007C</th><th>OIII5007C_ERR</th><th>OIII4960</th><th>OIII4960_ERR</th><th>OIII4960C</th><th>OIII4960C_ERR</th><th>HGAMMA</th><th>HGAMMA_ERR</th><th>HDELTA</th><th>HDELTA_ERR</th><th>CAII3934</th><th>CAII3934_ERR</th><th>OII3728</th><th>OII3728_ERR</th><th>NEV3426</th><th>NEV3426_ERR</th><th>MGII</th><th>MGII_ERR</th><th>MGII_BR</th><th>MGII_BR_ERR</th><th>CIII_BR</th><th>CIII_BR_ERR</th><th>SIIII1892</th><th>SIIII1892_ERR</th><th>ALIII1857</th><th>ALIII1857_ERR</th><th>NIII1750</th><th>NIII1750_ERR</th><th>CIV</th><th>CIV_ERR</th><th>HEII1640</th><th>HEII1640_ERR</th><th>HEII1640_BR</th><th>HEII1640_BR_ERR</th><th>SIIV_OIV</th><th>SIIV_OIV_ERR</th><th>OI1304</th><th>OI1304_ERR</th><th>LYA</th><th>LYA_ERR</th><th>NV1240</th><th>NV1240_ERR</th><th>Ha_STAT</th><th>Hb_STAT</th><th>Hr_STAT</th><th>Hd_STAT</th><th>MgII_STAT</th><th>CIII_STAT</th><th>CIV_STAT</th><th>SiIV_STAT</th><th>Lya_STAT</th><th>CaII_STAT</th><th>OII_STAT</th><th>NeV_STAT</th><th>LOGLBOL</th><th>LOGLBOL_ERR</th><th>LOGMBH_HB</th><th>LOGMBH_HB_ERR</th><th>LOGMBH_MGII</th><th>LOGMBH_MGII_ERR</th><th>LOGMBH_CIV</th><th>LOGMBH_CIV_ERR</th><th>LOGMBH</th><th>LOGMBH_ERR</th><th>LOGLLEDD_RATIO</th><th>LOGLLEDD_RATIO_ERR</th><th>ZSYS_BEST</th><th>ZSYS_BEST_ERR</th><th>ZSYS_WEIGHT</th><th>ZSYS_WEIGHT_ERR</th><th>ZSYS_LINES</th><th>ZSYS_LINES_ERR</th></tr></thead>\n",
       "<thead><tr><th>int64</th><th>int64</th><th>int64</th><th>str40</th><th>str40</th><th>float64</th><th>float64</th><th>int64</th><th>float64</th><th>str14</th><th>str13</th><th>float64</th><th>str48</th><th>str16</th><th>str6</th><th>str21</th><th>str12</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64[5]</th><th>float64[5]</th><th>float64[3]</th><th>float64[3]</th><th>float64[3]</th><th>float64[3]</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64[5]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[6]</th><th>float64[2]</th><th>float64[2]</th><th>float64[2]</th><th>float64[2]</th><th>float64[2]</th><th>float64[2]</th><th>float64[2]</th><th>float64[2]</th><th>float64[2]</th><th>float64[2]</th><th>float64[2]</th><th>float64[2]</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64[8]</th><th>float64[8]</th></tr></thead>\n",
       "<tr><td>15342</td><td>59328</td><td>5178567892</td><td>015342-59328-5178567892</td><td>v6_1_3</td><td>264.15295</td><td>5.8766738</td><td>5</td><td>4500.0</td><td>MWM_30min4</td><td>mwm-bhm</td><td>0.7100690603256226</td><td>bhm_gua_bright</td><td>QSO</td><td>QSO</td><td>BROADLINE</td><td></td><td>-1.0</td><td>0.71006906</td><td>0.71006906</td><td>-1.0</td><td>7.137793762039086</td><td>0.0878130382343944</td><td>6.848464573216972 .. 0.0007151953689483</td><td>1.0672726258320608 .. 0.0002389777324534</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>1.0950457207670183 .. 0.0045606948124386</td><td>0.3732379405541053 .. 0.0021275142183766</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>44.76015336844755</td><td>0.0273882528905744</td><td>44.77320402684053</td><td>0.0344052338181057</td><td>2210.0</td><td>0.2297318167293708</td><td>0.2257062971525569</td><td>1.2630651744824348</td><td>0.6902975205681087 .. 0.7501534278696886</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>4862.553707114385 .. 4862.264436372341</td><td>0.3785196306230318 .. 0.0815461588208563</td><td>4859.191517858816 .. 4865.5384101468</td><td>3.3456433700248454 .. 3.835174256374557</td><td>4686.275629328655 .. 4686.649657092268</td><td>0.3216928132083012 .. 0.117055455667014</td><td>4663.64141664896 .. 4666.527731969736</td><td>15.448659441904056 .. 15.371624010489995</td><td>5008.124089697561 .. 5007.701810623061</td><td>0.3268317530369131 .. 0.0505955694557087</td><td>5007.213670267557 .. 5007.849428039953</td><td>0.3198822437411763 .. 0.073089935162443</td><td>4960.183086368056 .. 4959.739291536995</td><td>0.323703108083464 .. 0.048399275972315</td><td>4959.281382061748 .. 4959.911053949501</td><td>0.3168201239864174 .. 0.0723902710242327</td><td>4341.386201510096 .. 4341.359064613586</td><td>1.1395572349006216 .. 4.512007868474939</td><td>4103.529974235959 .. 4103.609271615552</td><td>3.800431770952855 .. 8.89980948423272</td><td>3969.803503659298 .. 3969.809064877447</td><td>21.295809819217084 .. 21.13762155998802</td><td>3750.438616547563 .. 3750.438944138603</td><td>28.43020347783045 .. 28.434597830133495</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>418.0 .. 0.7884694057762973</td><td>300.0 .. 0.6041659581145843</td><td>212.0 .. 0.6327776114818465</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>67.0 .. 0.4931744401861184</td><td>172.0 .. 1.981850114677968</td><td>0.0 .. 0.0</td><td>45.73981501352247</td><td>0.0344052338181057</td><td>8.87810344455854</td><td>0.11883020124152946</td><td>0.0</td><td>-1.0</td><td>0.0</td><td>-1.0</td><td>8.87810344455854</td><td>0.11883020124152946</td><td>-1.238658976153637</td><td>0.12371069816786628</td><td>0.709992406775048</td><td>0.0003375834537265582</td><td>0.7099834175816068</td><td>0.00037548912376351697</td><td>0.7094637931918648 .. 0.0</td><td>0.0025666435125556437 .. -1.0</td></tr>\n",
       "<tr><td>15156</td><td>59257</td><td>6809075280</td><td>015156-59257-6809075280</td><td>v6_1_3</td><td>137.17267</td><td>-1.5371117</td><td>4</td><td>3600.0</td><td>eFEDS1</td><td>bhm-mwm</td><td>0.5061729550361633</td><td>bhm_spiders_agn-efeds_boost1</td><td>QSO</td><td>QSO</td><td>STARFORMING BROADLINE</td><td></td><td>-1.0</td><td>0.50617296</td><td>0.50617296</td><td>-1.0</td><td>4.679397753627298</td><td>0.022267524582721</td><td>1.3716355828918836 .. 4.087467867680716e-05</td><td>0.3365813516786886 .. 5.722873515996475e-05</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.2601741044827577 .. 0.0003524305058192</td><td>0.0525614551882824 .. 0.0006878615573089</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>43.58805129180033</td><td>0.0465488558360647</td><td>43.5258628473304</td><td>0.0483641781181667</td><td>1846.0</td><td>0.6809553259308994</td><td>0.7367668049824289</td><td>1.2160871359901253</td><td>175.585113509005 .. 0.6452908089386172</td><td>6564.196159398608 .. 6564.716363006135</td><td>0.5261247672301579 .. 0.1971431783799744</td><td>6558.11266727231 .. 6557.6449036576</td><td>4.190017882085613 .. 2.951178402006008</td><td>6564.795250307843 .. 6564.796389103973</td><td>0.1724640368661312 .. 0.1724640921247555</td><td>6550.030421468916 .. 6550.031557703787</td><td>0.1720761493706959 .. 0.172076204505629</td><td>6585.462905869005 .. 6585.464048250356</td><td>0.1730069977925268 .. 0.1730070532244099</td><td>6718.475527749999 .. 6718.476693205072</td><td>0.1765013784774964 .. 0.1765014350294222</td><td>6732.85592250548 .. 6732.857090455122</td><td>0.1768791664871969 .. 0.1768792231605402</td><td>4863.23665076706 .. 4862.895475384923</td><td>0.3413796840145551 .. 0.2856500890748066</td><td>4862.106442510551 .. 4862.319976714134</td><td>1.741007512939177 .. 1.6227659141736694</td><td>4687.694883330903 .. 4710.659667471524</td><td>0.339784610355764 .. 12.536999080163696</td><td>4710.511791033136 .. 4710.8052264135895</td><td>23.15884711192484 .. 22.74706505859467</td><td>5008.256323746958 .. 5007.972027582414</td><td>0.4477848269871174 .. 1.1825128688055884</td><td>5007.832114738227 .. 5008.470072328193</td><td>0.4690889753369447 .. 0.2915646712790476</td><td>4960.314054587594 .. 4956.212471435863</td><td>3.2057453370975963 .. 2.4637646868727643</td><td>4959.893906381897 .. 4960.525757029145</td><td>0.4645985522306546 .. 0.2887736256452626</td><td>4342.308755901162 .. 4341.835028190197</td><td>2.657957533044737 .. 1.81742068651738</td><td>4131.413561920956 .. 4130.517764729966</td><td>10.392314335098035 .. 9.538736037276522</td><td>3951.4841075856825 .. 3951.957644091765</td><td>27.927585694197205 .. 27.77173903803873</td><td>3764.652667854816 .. 3765.138296875008</td><td>19.18003752872505 .. 19.33365175410404</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>270.0 .. 0.7643276628855351</td><td>419.0 .. 0.5940742456469302</td><td>299.0 .. 0.663713492414862</td><td>212.0 .. 0.6352730518402431</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>66.0 .. 0.8811964791004768</td><td>173.0 .. 1.225417582262018</td><td>0.0 .. 0.0</td><td>44.49247383401234</td><td>0.0483641781181667</td><td>7.2291346540606165</td><td>0.16044445373996913</td><td>0.0</td><td>-1.0</td><td>0.0</td><td>-1.0</td><td>7.2291346540606165</td><td>0.16044445373996913</td><td>-0.8370313651658421</td><td>0.1675754052985188</td><td>0.5062914664832447</td><td>0.000314764368800201</td><td>0.5062970925639722</td><td>0.0003542657266980387</td><td>0.5065430617918572 .. 0.0</td><td>0.0020812438795851426 .. -1.0</td></tr>\n",
       "<tr><td>15407</td><td>59375</td><td>4345880981</td><td>015407-59375-4345880981</td><td>v6_1_3</td><td>253.99414</td><td>46.135058</td><td>4</td><td>3600.0</td><td>AQMES-Bonus</td><td>bhm-mwm</td><td>2.472958564758301</td><td>bhm_aqmes_bonus-dark</td><td>QSO</td><td>QSO</td><td></td><td></td><td>-1.0</td><td>2.4729586</td><td>2.477705563671485</td><td>0.01431920370314022</td><td>3.848290275182433</td><td>0.0150575967374255</td><td>2.5606033959846286 .. 0.0009410157539709</td><td>0.3495842948453287 .. 0.0002878120026913</td><td>0.0074434902685993 .. -0.009960980711011</td><td>0.0284696710650678 .. 0.0037356598951919</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>45.63966069173965</td><td>0.0104265317115803</td><td>45.610985690010246</td><td>0.0099183952749939</td><td>45.44780677550092</td><td>0.0279094400455939</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>1604.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>2797.211824956001 .. 2797.4046381487133</td><td>9.08325959073818 .. 7.786439617368615</td><td>2797.211824956001 .. 2797.30278572746</td><td>7.995258729692978 .. 7.607448084416546</td><td>1903.2824846515896 .. 1903.248726900708</td><td>7.53602686374029 .. 6.709431529550784</td><td>1893.241730880095 .. 1893.243043176476</td><td>3.790142679547216 .. 3.7293842577513487</td><td>1858.5895429273096 .. 1858.5908312046024</td><td>3.720771328621936 .. 3.661124974142695</td><td>1747.7795047405095 .. 1747.9082632933332</td><td>13.152089139704344 .. 13.082429085821332</td><td>1546.8072221764855 .. 1553.4474765760492</td><td>6.59448959897054 .. 2.365913122641245</td><td>1639.9507757453312 .. 1640.0750975348724</td><td>1.0701595736231866 .. 3.080739586133859</td><td>1632.3589086957195 .. 1632.5807891031234</td><td>1.8440263303134543 .. 1.8368345167474445</td><td>1405.1684416912497 .. 1405.7392735769529</td><td>5.003193331608827 .. 5.306160894749496</td><td>1302.5285727432754 .. 1302.5702464464698</td><td>3.4020493713770747 .. 3.4128386159223965</td><td>1217.7792898490738 .. 1221.447222174636</td><td>3.848207518946992 .. 2.425342907147524</td><td>1237.4740577127868 .. 1237.4749154652343</td><td>5.905814596851769 .. 5.96827679431658</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>278.0 .. 0.3651809588322425</td><td>605.0 .. 0.4611255630694246</td><td>515.0 .. 0.6395038444738842</td><td>475.0 .. 0.5920422764600487</td><td>458.0 .. 0.8169675916861749</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>46.22058566741527</td><td>0.0104265317115803</td><td>0.0</td><td>-1.0</td><td>0.0</td><td>-1.0</td><td>8.720795925451698</td><td>0.5311430485532571</td><td>8.720795925451698</td><td>0.5311430485532571</td><td>-0.6005808031539885</td><td>0.5312453770057488</td><td>2.491463004512518</td><td>0.013616358093362629</td><td>2.477705563671485</td><td>0.01431920370314022</td><td>0.0 .. 2.491463004512518</td><td>-1.0 .. 0.013616358093362629</td></tr>\n",
       "<tr><td>15403</td><td>59383</td><td>5976262100</td><td>015403-59383-5976262100</td><td>v6_1_3</td><td>243.38835</td><td>51.45355</td><td>6</td><td>5400.0</td><td>AQMES-Bonus</td><td>bhm-mwm</td><td>0.759943425655365</td><td>bhm_aqmes_bonus-dark</td><td>QSO</td><td>QSO</td><td>BROADLINE</td><td></td><td>-1.0</td><td>0.7599434</td><td>0.7599434</td><td>-1.0</td><td>1.5312525645396844</td><td>0.022623757710807</td><td>0.8489636771358278 .. -3.058446497062457e-05</td><td>0.0454808413152818 .. 1.819630054220816e-06</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.1548217110070027 .. 0.0057550214006738</td><td>0.0079819484355425 .. 9.126650742974016e-05</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>43.45964399389661</td><td>0.0505318181507696</td><td>43.64999456481221</td><td>0.044427668314853</td><td>2320.0</td><td>0.6190547047100878</td><td>0.4693915203374427</td><td>1.2824997956773247</td><td>12.26485180158268 .. 1.007185944708432</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>4860.965840506864 .. 4861.2338230214045</td><td>0.7570933912152213 .. 2.7216414071126565</td><td>4857.600116759625 .. 4863.81285933566</td><td>5.705739410222122 .. 5.1849399101183735</td><td>4685.95713217545 .. 4696.390049923749</td><td>7.4760893194920754 .. 9.61539470809339</td><td>4695.719250451319 .. 4696.407588816297</td><td>10.873404871865205 .. 10.541373635153832</td><td>5006.699886879682 .. 5006.851652370145</td><td>0.964682178604562 .. 1.0401477555319616</td><td>5006.867474768468 .. 5006.868362878462</td><td>0.9714614153958792 .. 0.936481891378662</td><td>4958.772516940805 .. 4958.874382053229</td><td>1.135302976231742 .. 5.132725939960437</td><td>4958.938500569914 .. 4958.939380178346</td><td>0.9621619583308528 .. 0.927517280943448</td><td>4318.7855409399 .. 4340.808573135333</td><td>5.07816922534721 .. 4.876418846737124</td><td>4103.97019378146 .. 4104.375435505707</td><td>4.659011753100231 .. 5.710882268150272</td><td>3933.6853246618102 .. 3934.156233040589</td><td>23.694305886466964 .. 23.854254752104225</td><td>3727.287919164655 .. 3727.734148934299</td><td>17.297212076738106 .. 17.497239062661947</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>409.0 .. 1.2708993489879288</td><td>298.0 .. 0.7473595176293238</td><td>212.0 .. 0.7492800159854345</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>66.0 .. 0.8711155137860833</td><td>173.0 .. 0.7183230441982718</td><td>0.0 .. 0.0</td><td>44.616605551494146</td><td>0.044427668314853</td><td>8.131295569800253</td><td>0.10519997022552548</td><td>0.0</td><td>-1.0</td><td>0.0</td><td>-1.0</td><td>8.131295569800253</td><td>0.10519997022552548</td><td>-1.6150605634236683</td><td>0.11419654744056862</td><td>0.7597428352872524</td><td>0.0004739517450670846</td><td>0.7597204025368494</td><td>0.0005335400320022187</td><td>0.7587442973173226 .. 0.0</td><td>0.003126375812494801 .. -1.0</td></tr>\n",
       "<tr><td>15301</td><td>59375</td><td>4602376459</td><td>015301-59375-4602376459</td><td>v6_1_3</td><td>206.56107</td><td>28.231344</td><td>3</td><td>2700.0</td><td>AQMES-Wide</td><td>bhm-mwm</td><td>0.659266471862793</td><td>bhm_aqmes_wide3</td><td>QSO</td><td>QSO</td><td>BROADLINE</td><td></td><td>-1.0</td><td>0.6592665</td><td>0.6592665</td><td>-1.0</td><td>18.51495438563445</td><td>0.0136750196970875</td><td>28.152409847770343 .. 0.0004404917069013</td><td>0.1407462590918839 .. 2.8021919712047766e-05</td><td>0.8110062621469183 .. -0.0007913485516335</td><td>0.0253114529336073 .. 0.0006378996983553</td><td>0.3143474369693422 .. -0.0048301637518556</td><td>0.0541346523164065 .. 0.0003495934296113</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>45.24987588923264</td><td>0.0022251817151754</td><td>45.19969693539597</td><td>0.00209620711842</td><td>45.125090391431634</td><td>0.0021674834618927</td><td>45.07847349995637</td><td>0.0027347124269141</td><td>2165.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>4860.916085479927 .. 4862.84556756547</td><td>0.3455275299033928 .. 0.8608107088543875</td><td>4864.290020224816 .. 4866.383232971327</td><td>0.755476176834236 .. 0.7973373541367437</td><td>4684.9140829278695 .. 4685.474265571742</td><td>0.2910818670688968 .. 0.1772461760606347</td><td>4709.96570144803 .. 4710.610420997935</td><td>0.2730782923731567 .. 0.0888696894653549</td><td>5006.4467713298645 .. 5006.342414216277</td><td>0.3536232064666365 .. 0.0584752485860917</td><td>5006.389978550694 .. 5006.392280984112</td><td>0.2524787917673166 .. 0.0651704163492468</td><td>4958.52182437676 .. 4958.385776671796</td><td>0.3502380963900577 .. 0.0551237194390523</td><td>4958.465575254809 .. 4958.467855647845</td><td>0.2500619014545009 .. 0.0645465629672799</td><td>4340.197097054735 .. 4352.081067601827</td><td>0.5190537883822799 .. 0.4416167678195961</td><td>4101.848779318644 .. 4101.830838567063</td><td>0.6375131613563099 .. 0.5535826517393616</td><td>3971.777267234348 .. 3972.2520617747823</td><td>38.29743089064846 .. 38.21645793474863</td><td>3691.573680909104 .. 3691.575580544154</td><td>31.046346172907533 .. 31.25908721746646</td><td>3454.373311948857 .. 3454.2873498054405</td><td>1.9269937096814829 .. 4.980322577842344</td><td>2799.3725329568306 .. 2799.544975873714</td><td>1.67945122232436 .. 0.4662348720919453</td><td>2801.313848032667 .. 2799.739767550798</td><td>0.7103552367377688 .. 0.3844023055789876</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>417.0 .. 0.6251835204727273</td><td>299.0 .. 1.186589141212989</td><td>209.0 .. 1.9051158089038585</td><td>300.0 .. 0.9429184306866432</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>67.0 .. 1.2427001043258068</td><td>172.0 .. 9.643194000627338</td><td>124.0 .. 1.7152560309322264</td><td>46.0450844866383</td><td>0.0027347124269141</td><td>8.587703981064617</td><td>0.07212708085208526</td><td>8.898772144435817</td><td>0.2767651067517277</td><td>0.0</td><td>-1.0</td><td>8.587703981064617</td><td>0.07212708085208526</td><td>-0.642990039543875</td><td>0.07217890581257908</td><td>0.6589191851975977</td><td>0.0003209741644328914</td><td>0.6589920835160977</td><td>0.00040847683592234725</td><td>0.660419582083714 .. 0.0</td><td>0.0022303838882634383 .. -1.0</td></tr>\n",
       "<tr><td>15169</td><td>59313</td><td>6870766130</td><td>015169-59313-6870766130</td><td>v6_1_3</td><td>135.11209</td><td>2.8535923</td><td>6</td><td>5400.0</td><td>eFEDS2</td><td>bhm-mwm</td><td>0.7033466100692749</td><td>bhm_spiders_agn-efeds_boost2</td><td>QSO</td><td>QSO</td><td></td><td></td><td>-1.0</td><td>0.7033466</td><td>0.7033466</td><td>-1.0</td><td>2.956145497348107</td><td>0.0430983740719784</td><td>0.6631151183711381 .. 7.712611428544673e-05</td><td>0.2162524048721081 .. 2.586605708341517e-05</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0639982511430048 .. -0.0099998525111768</td><td>0.0329231308882072 .. 0.0061518254792049</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>43.7059318270751</td><td>0.0549026096149383</td><td>43.68786268266819</td><td>0.0556716976643443</td><td>2199.0</td><td>0.541908334706125</td><td>0.6123461244235057</td><td>1.327411072875538</td><td>289.32362022465 .. 0.6933199367521629</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>4860.049804303424 .. 4863.927094893286</td><td>5.615886070108445 .. 10.891661787361045</td><td>4882.630521692876 .. 4863.72535860943</td><td>14.962900999626072 .. 14.359423156205594</td><td>4683.857266158741 .. 4684.281980064671</td><td>5.98177219164927 .. 10.249659675164366</td><td>4687.104830920299 .. 4687.314848985881</td><td>12.95385343197313 .. 11.13340170050651</td><td>5005.242695360387 .. 5005.317258990044</td><td>5.451489247331665 .. 6.736351435428787</td><td>5004.654507882039 .. 5005.272337019861</td><td>3.279052347299057 .. 3.325350943778176</td><td>4963.113712930158 .. 4963.1473097207545</td><td>12.204647305698929 .. 10.856019269592707</td><td>4956.746717633997 .. 4957.358632511665</td><td>3.247663137150994 .. 3.293518533515908</td><td>4336.502398476394 .. 4336.742791671559</td><td>5.217516375250398 .. 9.603600209145952</td><td>4090.287053361755 .. 4084.6489551786817</td><td>16.764499529576597 .. 10.901175280448342</td><td>3954.245452305487 .. 3954.7175862823137</td><td>23.24899550105215 .. 23.214227183028243</td><td>3734.940701984808 .. 3734.943018553124</td><td>24.15284485741085 .. 24.336635521698557</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>414.0 .. 0.532053437767764</td><td>300.0 .. 0.7772483742290329</td><td>212.0 .. 0.9952001870709876</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>66.0 .. 0.6843957329851547</td><td>173.0 .. 0.9052935131446596</td><td>0.0 .. 0.0</td><td>44.654473669350125</td><td>0.0556716976643443</td><td>8.43469422097004</td><td>0.31050172332113085</td><td>0.0</td><td>-1.0</td><td>0.0</td><td>-1.0</td><td>8.43469422097004</td><td>0.31050172332113085</td><td>-1.8805910967374757</td><td>0.31545309969347624</td><td>0.7023997150243353</td><td>0.0011598583763584257</td><td>0.7027378233496437</td><td>0.001339979325289804</td><td>0.7109571398873529 .. 0.0</td><td>0.005718667998481447 .. -1.0</td></tr>\n",
       "<tr><td>15265</td><td>59292</td><td>4592708457</td><td>015265-59292-4592708457</td><td>v6_1_3</td><td>142.39364</td><td>3.9760787</td><td>5</td><td>4500.0</td><td>eFEDS3</td><td>bhm-mwm</td><td>1.9190104007720947</td><td>bhm_spiders_agn-efeds_boost3</td><td>QSO</td><td>QSO</td><td>BROADLINE</td><td></td><td>-1.0</td><td>1.9190104</td><td>1.9166665150367337</td><td>0.004047569135165782</td><td>2.8438997688975585</td><td>0.0482577439201795</td><td>3.6769592925978154 .. -0.0014851175900934</td><td>0.0598910809834762 .. 0.0001473730449384</td><td>0.062048699511763 .. 0.0099997184835586</td><td>0.0124571242210436 .. 0.006032332109736</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>45.625644723676366</td><td>0.0065237405623683</td><td>45.57554159261711</td><td>0.0036182242420288</td><td>45.48380154990255</td><td>0.0060108157268921</td><td>45.45941595614897</td><td>0.0069712235990699</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>2114.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>3416.8888572757896 .. 3417.1928380176414</td><td>20.45059166551277 .. 14.078467537860888</td><td>2794.067819882476 .. 2797.367094485712</td><td>4.486422746596418 .. 2.949416948566977</td><td>2788.2663237042966 .. 2799.3604601513707</td><td>6.256320995295937 .. 1.962223769917728</td><td>1905.8779713001932 .. 1905.958620086232</td><td>1.1482734983139835 .. 1.3676527453225162</td><td>1896.4689692505835 .. 1896.727332011132</td><td>5.676099373194688 .. 5.774413924501346</td><td>1861.7577128393127 .. 1862.01134676107</td><td>5.572209173063015 .. 5.668724263553372</td><td>1758.6754542664696 .. 1759.151800460204</td><td>14.150211378498623 .. 14.033109204116728</td><td>1547.564886632772 .. 1544.2456894128268</td><td>0.905375898084003 .. 0.5263745170125276</td><td>1642.4596293994896 .. 1650.7186940098145</td><td>3.015131038311665 .. 8.73401207745519</td><td>1652.3414087774172 .. 1652.6134394702894</td><td>12.093272654246109 .. 11.933782988191751</td><td>1394.163323282968 .. 1394.4909348798194</td><td>3.892315524377864 .. 3.94714183867768</td><td>1300.109518311053 .. 1300.3170255286586</td><td>3.1600393381810363 .. 3.1472728656564186</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>301.0 .. 0.6214768348230585</td><td>600.0 .. 0.5717100342409461</td><td>542.0 .. 0.8737813696354946</td><td>464.0 .. 0.6956400089974315</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>125.0 .. 1.0844733577440189</td><td>46.171223185190165</td><td>0.0069712235990699</td><td>0.0</td><td>-1.0</td><td>9.250117641841074</td><td>0.18363493139843048</td><td>8.7232709203837</td><td>0.06446108119718322</td><td>9.250117641841074</td><td>0.18363493139843048</td><td>-1.1792650017684707</td><td>0.1837672059649776</td><td>1.9168768987919176</td><td>0.002868406174628077</td><td>1.9166665150367337</td><td>0.004047569135165782</td><td>0.0 .. 1.9114612290633808</td><td>-1.0 .. 0.009355767015805325</td></tr>\n",
       "<tr><td>17031</td><td>59616</td><td>27021600598721638</td><td>017031-59616-27021600598721638</td><td>v6_1_3</td><td>115.977095311</td><td>37.562899704</td><td>2</td><td>1800.0</td><td>bhm_spiders</td><td>BHM</td><td>1.2403233051300049</td><td>bhm_spiders_agn_ps1dr2</td><td>science</td><td>QSO</td><td></td><td></td><td>-1.0</td><td>1.2403233</td><td>1.2403233</td><td>-1.0</td><td>1.2257605870707484</td><td>0.054732826691228</td><td>0.9527922895102848 .. 0.0002223005423766</td><td>0.1013902406477029 .. 0.0001285810373371</td><td>0.0643907149822098 .. 0.0003578960359606</td><td>0.021162271934827 .. 0.0075161373906909</td><td>0.0858346727028447 .. 0.0099985595044655</td><td>0.1009510364191612 .. 0.0080823102526848</td><td>-1.0</td><td>-1.0</td><td>43.99281249546068</td><td>0.1734177251066135</td><td>44.37711778705138</td><td>0.041580002682398</td><td>44.40556536428781</td><td>0.0445854802134029</td><td>44.27394839388076</td><td>0.1100813787955594</td><td>-1.0</td><td>-1.0</td><td>2282.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>4366.948466244863 .. 4366.478357899925</td><td>16.59569936719936 .. 10.45638837402521</td><td>0.0 .. 0.0</td><td>6.140079369130035 .. 4.2699948074623535</td><td>3958.471398962955 .. 3958.4792354963215</td><td>21.873952095727415 .. 21.87401598625752</td><td>3714.107541304895 .. 3714.1148777085737</td><td>19.2148618516394 .. 19.40318367300324</td><td>3393.6154920017552 .. 3393.8475711273645</td><td>32.829149922629995 .. 32.612592810898605</td><td>2803.3286884260438 .. 2799.8716901778544</td><td>5.95852216137996 .. 7.312238857834245</td><td>2799.455388428206 .. 2800.7152974070045</td><td>13.920378788924154 .. 9.703388045533757</td><td>1899.076736517847 .. 1899.4029223670923</td><td>14.938835736037165 .. 12.031232716826366</td><td>1895.7751879975788 .. 1895.7778377132072</td><td>3.057605703313584 .. 3.058759836779928</td><td>1861.076629932212 .. 1861.0792311498367</td><td>3.0016420480716306 .. 3.002775057320605</td><td>1749.6957712468045 .. 1749.7147212385794</td><td>11.123942827339192 .. 11.069729544838196</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>1637.03307911403 .. 1636.870373266314</td><td>2.74345786556421 .. 4.001616548038555</td><td>1640.05692132592 .. 1640.700901502226</td><td>8.123812685615576 .. 8.175662046074763</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>298.0 .. 0.7380241187779047</td><td>211.0 .. 0.6542938153142519</td><td>294.0 .. 0.5611898367440465</td><td>582.0 .. 0.678188133702373</td><td>156.0 .. 0.6567825693744554</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>67.0 .. 0.889859376517356</td><td>172.0 .. 0.6942371232269202</td><td>124.0 .. 0.8517314423715434</td><td>45.117372593329</td><td>0.0445854802134029</td><td>0.0</td><td>-1.0</td><td>8.72010194245275</td><td>0.33878981785203316</td><td>0.0</td><td>-1.0</td><td>8.72010194245275</td><td>0.33878981785203316</td><td>-1.703099894241312</td><td>0.34171099737361915</td><td>1.2413140887466834</td><td>0.011249891112288466</td><td>1.2413140887466834</td><td>0.011249891112288466</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td></tr>\n",
       "<tr><td>15234</td><td>59280</td><td>4597929349</td><td>015234-59280-4597929349</td><td>v6_1_3</td><td>173.62689</td><td>43.639558</td><td>4</td><td>3600.0</td><td>AQMES-Medium</td><td>bhm-mwm</td><td>1.0899014472961426</td><td>bhm_aqmes_med-faint</td><td>QSO</td><td>QSO</td><td>BROADLINE</td><td></td><td>-1.0</td><td>1.0899014</td><td>1.0899014</td><td>-1.0</td><td>3.263011898146821</td><td>0.0225959927492284</td><td>2.7698515703278304 .. 0.0001999585030839</td><td>0.1503306701344797 .. 0.0001146570215737</td><td>0.2442407387448497 .. 0.0099878730777473</td><td>0.0354738793895137 .. 0.0032441565475987</td><td>0.359659524384881 .. 0.0099777303342537</td><td>0.0352528894964621 .. 0.0006481864007693</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>44.734444812767066</td><td>0.02077167376531</td><td>44.73006695513336</td><td>0.0223771957640686</td><td>44.61967387287672</td><td>0.0094922313307286</td><td>-1.0</td><td>-1.0</td><td>2284.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>4862.682651623521 .. 4862.687906952502</td><td>0.6252758671475931 .. 0.5948189180035115</td><td>4862.682651623521 .. 4862.766915737171</td><td>2.439733634673757e-06 .. 0.0001482098368796</td><td>4687.018015986782 .. 4687.028099942333</td><td>0.649793822869924 .. 0.5247402904137743</td><td>4687.018015986782 .. 4687.09923605543</td><td>2.3942954157973872e-05 .. 2.8838729122071527e-05</td><td>5007.657686203315 .. 5008.271282768836</td><td>0.1183247719677638 .. 0.4091199333270197</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>4959.721147589753 .. 4960.301364899367</td><td>0.8093506114732918 .. 0.5836814537842656</td><td>4960.297892887164 .. 4960.301331106841</td><td>0.5837740996835237 .. 0.5837097714302217</td><td>4341.023661678563 .. 4340.94370236213</td><td>4.797887401958633 .. 6.297206507457759</td><td>4106.077289689464 .. 4097.394981585388</td><td>3.531054414035225 .. 5.271297691905147</td><td>3967.3608419281695 .. 3967.368300324223</td><td>25.536994337249556 .. 25.774761575228467</td><td>3691.3810066093806 .. 3691.3883032562826</td><td>21.279635909174203 .. 21.43572600903758</td><td>3442.0095853407497 .. 3442.0652980686</td><td>21.14368567534848 .. 10.291045906183172</td><td>2799.168831179143 .. 2794.9104420486487</td><td>1.5673738829400463 .. 1.966535257677151</td><td>2793.99993543143 .. 2796.151581078628</td><td>4.848700521069986 .. 2.0865572552816047</td><td>1904.4378100514969 .. 1905.2649315976323</td><td>1.2306533798612236 .. 1.1577430057109268</td><td>1886.3690339628904 .. 1886.6632361523675</td><td>3.1714435095901763 .. 3.077319934740672</td><td>1851.8426376517284 .. 1852.131455029853</td><td>3.1133962698831965 .. 3.0209954479993257</td><td>1751.03212037374 .. 1751.242672183621</td><td>0.93342597315916 .. 0.943207793691272</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>284.0 .. 0.9181825194598516</td><td>299.0 .. 1.333918121120828</td><td>212.0 .. 0.6806497217331471</td><td>299.0 .. 0.6317566320831243</td><td>476.0 .. 1.0466193923688665</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>67.0 .. 0.9170272662072112</td><td>173.0 .. 1.06360450373058</td><td>125.0 .. 1.1275215356123431</td><td>45.44187418417455</td><td>0.0223771957640686</td><td>0.0</td><td>-1.0</td><td>8.546662366806032</td><td>0.31198520736548074</td><td>0.0</td><td>-1.0</td><td>8.546662366806032</td><td>0.31198520736548074</td><td>-1.205158727749044</td><td>0.31278668210962157</td><td>1.090611643628197</td><td>0.001847711499080967</td><td>1.0889548391095147</td><td>0.0019612650499437685</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>104644</td><td>59828</td><td>27021597957657285</td><td>104644-59828-27021597957657285</td><td>v6_1_3</td><td>10.3168557002</td><td>0.00356009748498</td><td>2</td><td>1800.0</td><td>bhm_filler</td><td>BHM</td><td>2.131061553955078</td><td>bhm_aqmes_bonus_faint</td><td>science</td><td>QSO</td><td>BROADLINE</td><td></td><td>-1.0</td><td>2.1310616</td><td>2.118667815542581</td><td>0.004472396274488843</td><td>3.9529472537320895</td><td>0.0234099937935224</td><td>7.400852708450145 .. 0.0001558652325361</td><td>0.1566220819704256 .. 0.00051990493564</td><td>0.1719291375934517 .. -0.0007814762049144</td><td>0.0271223821179944 .. 0.0020125053855519</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>45.90209639450909</td><td>0.0080822934390845</td><td>45.92394287512717</td><td>0.0032128878998243</td><td>45.90176836463758</td><td>0.0058148683402237</td><td>45.87460089097653</td><td>0.0092288574644143</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>1985.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>2782.7269496926465 .. 2789.498342715341</td><td>4.746545359847232 .. 2.852961030263714</td><td>2789.1474462745814 .. 2789.756287659354</td><td>2.5522536903069977 .. 2.2550812688193678</td><td>1937.5769058004337 .. 1940.9354404262383</td><td>15.414725988937905 .. 13.846272111892633</td><td>1897.7151041985728 .. 1897.7946891070048</td><td>2.3632205648087847 .. 2.5003436862539274</td><td>1862.9810396578764 .. 1863.059167915972</td><td>2.3199663084452595 .. 2.454579652031839</td><td>1762.1048836777084 .. 1762.3750341626785</td><td>14.268553038844402 .. 14.286490257744504</td><td>1539.8540358731009 .. 1540.1134899866531</td><td>1.3756013764075306 .. 0.6043281297962722</td><td>1636.9498296883223 .. 1627.7970741602724</td><td>6.374647883242574 .. 9.586862340130663</td><td>1627.1612907229508 .. 1627.8002073369123</td><td>6.170407404385742 .. 6.172830259346711</td><td>1388.1071397749474 .. 1388.2624682877197</td><td>1.6593265629578582 .. 1.613577865484217</td><td>1303.84032226023 .. 1304.018332780926</td><td>1.6347908931066968 .. 1.6331334208553017</td><td>1203.090796547628 .. 1215.7217099180325</td><td>0.7263090088608806 .. 0.9344957481280288</td><td>1236.0739343712853 .. 1236.2246086858509</td><td>0.1372149091681649 .. 0.1057134187673227</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>289.0 .. 0.5161260247774444</td><td>594.0 .. 0.6271017946230596</td><td>525.0 .. 0.7550953871722803</td><td>439.0 .. 0.7087408434761688</td><td>386.0 .. 0.9672781756482648</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>46.58640812001772</td><td>0.0092288574644143</td><td>0.0</td><td>-1.0</td><td>9.445046055477338</td><td>0.09127909205818002</td><td>9.245417780869111</td><td>0.0567587061426916</td><td>9.245417780869111</td><td>0.0567587061426916</td><td>-0.7593802059689523</td><td>0.05750410883659439</td><td>2.120912263964721</td><td>0.0035651375707783364</td><td>2.118667815542581</td><td>0.004472396274488843</td><td>0.0 .. 2.1106466384429785</td><td>-1.0 .. 0.006190541545897221</td></tr>\n",
       "<tr><td>104666</td><td>59933</td><td>27021597933576449</td><td>104666-59933-27021597933576449</td><td>v6_1_3</td><td>17.2727649861</td><td>-2.09947464472</td><td>2</td><td>1800.0</td><td>bhm_filler</td><td>BHM</td><td>1.4214847087860107</td><td>bhm_aqmes_bonus_faint</td><td>science</td><td>QSO</td><td></td><td></td><td>-1.0</td><td>1.4214847</td><td>1.4214847</td><td>-1.0</td><td>3.257603795849737</td><td>0.0533528341089178</td><td>4.956291488333875 .. -0.0001893588459681</td><td>0.0539016831169192 .. 0.0002996810725003</td><td>0.0716049441962241 .. 0.0021378400796458</td><td>0.0142255651702782 .. 0.0042760444371611</td><td>0.3182432095627518 .. -0.0098162409893268</td><td>0.1162499652096471 .. 0.0085007801085314</td><td>-1.0</td><td>-1.0</td><td>45.3197972280209</td><td>0.0146095834368153</td><td>45.282695341833765</td><td>0.0034415894952317</td><td>45.26814435423522</td><td>0.0046474778863654</td><td>44.973541469302326</td><td>0.0665107693913675</td><td>-1.0</td><td>-1.0</td><td>2119.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>4103.338187872109 .. 4103.076875901914</td><td>4.650267490081205 .. 4.463646678276746</td><td>3903.357878404605 .. 3903.365590783844</td><td>23.08648667548323 .. 22.863424126399195</td><td>3729.447564854473 .. 3729.4549235548457</td><td>21.026727974433697 .. 21.216047789729373</td><td>3460.982307812065 .. 3436.7234103084165</td><td>16.054515684458238 .. 19.01113919597105</td><td>2786.2852012941207 .. 2799.323846450769</td><td>6.345359384722087 .. 2.595385670142832</td><td>2799.1716071909423 .. 2799.3955765216824</td><td>2.8349822390389363 .. 2.100139696727865</td><td>1909.8023945032332 .. 1910.849536335213</td><td>7.038573446518058 .. 5.922137735386968</td><td>1886.7326244369392 .. 1887.0156544855463</td><td>5.584062234441262 .. 5.709064437448319</td><td>1852.199573293888 .. 1852.4774230159264</td><td>5.481856599031971 .. 5.604570874532328</td><td>1732.844852564445 .. 1733.1151107909482</td><td>16.245234695472504 .. 16.23471752240232</td><td>1543.1745839608395 .. 1542.6867431322385</td><td>4.050860350165863 .. 6.264323878384403</td><td>1647.7187497131968 .. 1648.3657383616674</td><td>3.9956917626567474 .. 4.426238567947962</td><td>1647.7187497131968 .. 1648.3657383616674</td><td>8.028235699699621 .. 8.146194176743734</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>206.0 .. 1.2389198073098506</td><td>301.0 .. 0.6391665341791628</td><td>601.0 .. 0.6244021698399018</td><td>482.0 .. 0.7987490334572285</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>65.0 .. 2.3441579196953417</td><td>169.0 .. 1.6842298490658143</td><td>125.0 .. 1.526854727962238</td><td>45.97995158327641</td><td>0.0046474778863654</td><td>0.0</td><td>-1.0</td><td>9.15747473265676</td><td>0.16009147523470865</td><td>0.0</td><td>-1.0</td><td>9.15747473265676</td><td>0.16009147523470865</td><td>-1.2778936944979122</td><td>0.1601589194941374</td><td>1.42231003299554</td><td>0.0029601197909052495</td><td>1.421308420373246</td><td>0.003573178782386786</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td></tr>\n",
       "<tr><td>104644</td><td>59828</td><td>27021597957657682</td><td>104644-59828-27021597957657682</td><td>v6_1_3</td><td>10.3002925342</td><td>0.430100900297</td><td>2</td><td>1800.0</td><td>bhm_filler</td><td>BHM</td><td>1.0248757600784302</td><td>bhm_aqmes_bonus_faint</td><td>science</td><td>QSO</td><td></td><td></td><td>-1.0</td><td>1.0248758</td><td>1.0248758</td><td>-1.0</td><td>4.63138691848283</td><td>0.0163290806247054</td><td>9.905335995874507 .. 0.0020337682499802</td><td>0.1548818739927071 .. 0.0003727523546716</td><td>0.2392919196125831 .. -0.0005350443202811</td><td>0.0331553895449587 .. 0.0013394237746608</td><td>0.6159400767202783 .. 0.0017862859210407</td><td>0.2810093158167603 .. 0.0072447268603821</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>45.2336872028026</td><td>0.004986034381929</td><td>45.2173851550347</td><td>0.0067759649413829</td><td>44.97011385517825</td><td>0.0394109652187246</td><td>45.22753666435205</td><td>0.0444389265144309</td><td>2200.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>4856.702012597728 .. 4855.186560903459</td><td>5.543877750253159 .. 1.8747262447614048</td><td>4852.200754122239 .. 4851.711431539972</td><td>4.549213690498618 .. 4.268613810624629</td><td>4684.609929815196 .. 4692.369435777955</td><td>10.037887805313405 .. 12.370129829977486</td><td>4702.811561216845 .. 4703.377938823527</td><td>12.738394903310107 .. 12.65225884264146</td><td>5035.245897182763 .. 5014.129561987221</td><td>16.19000182216223 .. 13.219758563071991</td><td>5002.346076576263 .. 5002.945451368034</td><td>6.988092509215676 .. 6.792598303970863</td><td>4987.045266368063 .. 4966.382252793621</td><td>17.794810670572133 .. 8.1708275871747</td><td>4954.460384125906 .. 4955.05402131446</td><td>6.837660134342514 .. 6.600036365568485</td><td>4349.079364538007 .. 4334.109801769904</td><td>5.24728307627538 .. 6.979449356811074</td><td>4103.805599100739 .. 4093.14291015449</td><td>10.79339520264466 .. 8.978033368697652</td><td>3954.129654952501 .. 3954.131261423835</td><td>28.751530587110665 .. 28.54551871816102</td><td>3707.1698240143 .. 3707.170133027072</td><td>32.352224363456344 .. 32.403577203559735</td><td>3447.970293370511 .. 3448.339196371855</td><td>19.49680610229529 .. 12.356745393359006</td><td>2805.668432317769 .. 2797.817601806541</td><td>4.747819852845396 .. 1.342218342446131</td><td>2797.9164640773365 .. 2797.8394508614665</td><td>2.128737077444839 .. 1.3318799891530944</td><td>1895.6434338309696 .. 1905.7788493855933</td><td>4.677805023329256 .. 3.810331629668213</td><td>1897.496111574992 .. 1897.9767277949295</td><td>5.672682995048717 .. 5.670830505204435</td><td>1862.7660552776324 .. 1863.2378747320463</td><td>5.568855325219374 .. 5.567036741677157</td><td>1762.3768680721926 .. 1762.4448277607958</td><td>5.080169308056725 .. 4.984536131105074</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>418.0 .. 1.009893796131465</td><td>299.0 .. 0.8274922063280304</td><td>212.0 .. 0.6971212372187999</td><td>293.0 .. 0.4867193885232041</td><td>373.0 .. 0.7762136477921434</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>66.0 .. 0.7631403411725277</td><td>173.0 .. 1.042588959675509</td><td>124.0 .. 0.9250375474563372</td><td>45.92919238407589</td><td>0.0067759649413829</td><td>0.0</td><td>-1.0</td><td>8.825943077173488</td><td>0.0814220563226959</td><td>0.0</td><td>-1.0</td><td>8.825943077173488</td><td>0.0814220563226959</td><td>-0.9971212382151577</td><td>0.08170351863110373</td><td>1.0246576939354584</td><td>0.0020711491580222255</td><td>1.0234518884258086</td><td>0.0025367732967705166</td><td>1.0212470164783234 .. 0.0</td><td>0.0032960910667605716 .. -1.0</td></tr>\n",
       "<tr><td>104666</td><td>59933</td><td>27021597933588312</td><td>104666-59933-27021597933588312</td><td>v6_1_3</td><td>16.5788326952</td><td>-1.10229536495</td><td>2</td><td>1800.0</td><td>bhm_filler</td><td>BHM</td><td>1.4754209518432617</td><td>bhm_aqmes_bonus_faint</td><td>science</td><td>QSO</td><td></td><td></td><td>-1.0</td><td>1.475421</td><td>1.475421</td><td>-1.0</td><td>5.68192040738153</td><td>0.0621181599391967</td><td>5.999823415869798 .. -0.0015730739778001</td><td>0.1067026689227645 .. 0.0002563429889287</td><td>0.1725775078398328 .. -0.0045150079252824</td><td>0.0233456254328245 .. 0.0049216516603018</td><td>0.2941391574751151 .. -0.0099817262232008</td><td>0.4386762286756607 .. 0.008879286085179</td><td>-1.0</td><td>-1.0</td><td>45.53229297310919</td><td>0.0084059045879705</td><td>45.43458296043829</td><td>0.005361556199567</td><td>45.39107660370216</td><td>0.0076577181463299</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>2088.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>4102.888692365579 .. 4102.891536287365</td><td>3.692183045339789 .. 4.668420889617664</td><td>3925.4591180937946 .. 3925.46599002694</td><td>20.491455356448117 .. 20.4641278718434</td><td>3732.416755563697 .. 3732.863647190137</td><td>23.551897333516536 .. 23.550778712264677</td><td>3461.177575963676 .. 3461.2880227444707</td><td>27.654650398464355 .. 27.642241114112267</td><td>2800.17544641468 .. 2806.8596655735664</td><td>3.2289737258467994 .. 3.636978933344381</td><td>2807.288016818024 .. 2806.383765972909</td><td>5.489673801556364 .. 3.1048791464384067</td><td>1908.3188260676804 .. 1908.8887567940887</td><td>8.00056160068516 .. 8.654895599944439</td><td>1897.7151041991829 .. 1897.7550830332968</td><td>3.4373029528986763 .. 3.469974159622211</td><td>1862.9810396584755 .. 1863.0202867560915</td><td>3.374389661884834 .. 3.40646288432697</td><td>1755.3489367863235 .. 1755.473574646861</td><td>9.970701357254596 .. 9.971612748895724</td><td>1548.5868449537995 .. 1549.3372988543915</td><td>10.88966003317239 .. 10.766224347818024</td><td>1647.8705807476815 .. 1647.938935578205</td><td>2.740483455656431 .. 4.989044513980275</td><td>1638.6932271184069 .. 1638.898689207013</td><td>11.201212642487576 .. 11.420737074820522</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>179.0 .. 0.9195103975713812</td><td>301.0 .. 0.6687141773039068</td><td>569.0 .. 0.6392402124202655</td><td>443.0 .. 0.6153434729221341</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>66.0 .. 0.9391227350994052</td><td>167.0 .. 0.6480016869465782</td><td>125.0 .. 0.8808746507588365</td><td>46.10288383274335</td><td>0.0076577181463299</td><td>0.0</td><td>-1.0</td><td>9.267696535325035</td><td>0.198758059743407</td><td>0.0</td><td>-1.0</td><td>9.267696535325035</td><td>0.198758059743407</td><td>-1.2651832476992482</td><td>0.19890552269902506</td><td>1.483444833207078</td><td>0.005144749653493414</td><td>1.483444833207078</td><td>0.005144749653493414</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td></tr>\n",
       "<tr><td>104644</td><td>59828</td><td>27021597957657688</td><td>104644-59828-27021597957657688</td><td>v6_1_3</td><td>10.3344530468</td><td>0.436415348388</td><td>5</td><td>4500.0</td><td>bhm_filler</td><td>BHM</td><td>2.3599741458892822</td><td>bhm_aqmes_med_faint</td><td>science</td><td>QSO</td><td>BROADLINE</td><td></td><td>-1.0</td><td>2.3599741</td><td>2.3639318850995115</td><td>0.0070268938791941985</td><td>2.535191406805789</td><td>0.0161177838313588</td><td>0.0181843429203354 .. 0.0004232638116072</td><td>0.0 .. 0.0</td><td>0.2219835426586769 .. -0.0099917238685968</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>45.51092988410655</td><td>0.0</td><td>45.48540824039306</td><td>0.0</td><td>45.223465431735846</td><td>0.0</td><td>43.37302278801857</td><td>0.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>1750.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>2797.348482372065 .. 2797.081452312699</td><td>0.6989195436501632 .. 4.528115768717271</td><td>2801.8639753108214 .. 2818.374662950666</td><td>30.156099267473337 .. 12.527314268555983</td><td>1909.2951548399528 .. 1908.4743484252729</td><td>1.7422147923094826 .. 1.905148278709703</td><td>1897.715104196085 .. 1898.0110759430936</td><td>5.419976133504861 .. 5.577893001574466</td><td>1862.9810396554344 .. 1863.2715942027064</td><td>5.320773781996081 .. 5.475800282235696</td><td>1732.6446492028488 .. 1732.8999303657556</td><td>10.918960402720929 .. 10.791969005160126</td><td>1547.2815385677425 .. 1547.1168786861465</td><td>0.4443502410235851 .. 0.3299521372392746</td><td>1637.3281438276642 .. 1637.3740738383403</td><td>5.440853454142712 .. 4.046349741764402</td><td>1627.1612783759722 .. 1627.5433546331487</td><td>4.613549870032102 .. 4.4454592973783065</td><td>1399.5649971114635 .. 1399.5966389508849</td><td>1.2841648299488495 .. 1.289063809520144</td><td>1309.5829090925563 .. 1309.7871544720238</td><td>3.0764892937254444 .. 3.0839772962511915</td><td>1215.8787096117646 .. 1215.3426767932183</td><td>0.1297125642370247 .. 0.1082851026552589</td><td>1237.9600589454585 .. 1238.1123191869674</td><td>0.55041580185366 .. 0.5858299503960325</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>301.0 .. 0.5470496297136029</td><td>585.0 .. 0.6244378681303929</td><td>524.0 .. 0.5861974136415892</td><td>483.0 .. 0.6844178430219482</td><td>454.0 .. 1.1321269198795287</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>46.091854859782174</td><td>0.0</td><td>0.0</td><td>-1.0</td><td>9.14970767322094</td><td>0.16694976657791713</td><td>8.51155980398218</td><td>0.10936425696576481</td><td>8.51155980398218</td><td>0.10936425696576481</td><td>-0.5200754893175699</td><td>0.10936425696576481</td><td>2.3616863667801593</td><td>0.004796181429508478</td><td>2.3639318850995115</td><td>0.0070268938791941985</td><td>0.0 .. 2.3639196975533587</td><td>-1.0 .. 0.006178533940464914</td></tr>\n",
       "<tr><td>104644</td><td>59828</td><td>27021597957658354</td><td>104644-59828-27021597957658354</td><td>v6_1_3</td><td>10.0778097941</td><td>0.748765070537</td><td>3</td><td>2700.0</td><td>bhm_filler</td><td>BHM</td><td>2.0615341663360596</td><td>bhm_aqmes_bonus_faint</td><td>science</td><td>QSO</td><td></td><td></td><td>-1.0</td><td>2.0615342</td><td>2.057931100634502</td><td>0.006830386974961067</td><td>2.5812174427188226</td><td>0.0168463034788638</td><td>3.2181063369662866 .. -0.00095751082681</td><td>0.0805806199544179 .. 0.0002962731603507</td><td>0.0300692803989477 .. 0.0045191564473844</td><td>0.0151156420713505 .. 0.0088618348528071</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>45.4121955307762</td><td>0.012087340991929</td><td>45.42992887214234</td><td>0.0055078598327007</td><td>45.4920852561594</td><td>0.0085163236691521</td><td>45.47771335484646</td><td>0.0110549350224502</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>2081.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>2804.075652520404 .. 2795.656691321331</td><td>6.398994381186412 .. 2.519542161581512</td><td>2795.687249777637 .. 2795.6279206826407</td><td>4.458458553601986 .. 4.474582526328732</td><td>1915.3654048053183 .. 1915.490145793282</td><td>3.127867638197813 .. 3.42944599810528</td><td>1886.14498367758 .. 1886.5049090580744</td><td>5.744311661677443 .. 5.757907911132634</td><td>1851.6226881806303 .. 1851.9760258118</td><td>5.639172965380453 .. 5.652520361356665</td><td>1732.8448555224188 .. 1733.115113749387</td><td>8.266823019683784 .. 8.266336357785917</td><td>1541.4226408453933 .. 1541.397068342192</td><td>3.586849581728643 .. 0.696790251185007</td><td>1637.7052335512617 .. 1637.8407029982443</td><td>2.8716377218436264 .. 6.132311566357657</td><td>1627.1612954944965 .. 1627.8002121103318</td><td>4.831553451547279 .. 4.833446216471657</td><td>1398.7705052331169 .. 1399.1345160794344</td><td>3.6098259911681225 .. 3.756417148367518</td><td>1299.0739308738737 .. 1299.1167359460792</td><td>2.0501202068732027 .. 2.0576038449668204</td><td>1216.0940740692306 .. 1211.9846693273616</td><td>0.3184932601169521 .. 2.277335491618487</td><td>1241.181018298046 .. 1241.1823184138689</td><td>3.484027317702271 .. 3.523872834634176</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>292.0 .. 0.4904676851874407</td><td>619.0 .. 0.6149222412761077</td><td>536.0 .. 0.8008939291226358</td><td>455.0 .. 0.7330315901372129</td><td>329.0 .. 0.9856948662106833</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>46.18952058388765</td><td>0.0110549350224502</td><td>0.0</td><td>-1.0</td><td>8.945603451815952</td><td>0.25098187636024866</td><td>9.256332983693524</td><td>0.18871993609567123</td><td>9.256332983693524</td><td>0.18871993609567123</td><td>-1.1671829449234394</td><td>0.18904344968367676</td><td>2.0587654454579645</td><td>0.005307517913078191</td><td>2.057931100634502</td><td>0.006830386974961067</td><td>0.0 .. 2.0631935786760627</td><td>-1.0 .. 0.00928692597285898</td></tr>\n",
       "<tr><td>104644</td><td>59828</td><td>27021597957658693</td><td>104644-59828-27021597957658693</td><td>v6_1_3</td><td>10.4228035177</td><td>0.595793886596</td><td>3</td><td>2700.0</td><td>bhm_filler</td><td>BHM</td><td>1.1652394533157349</td><td>bhm_aqmes_bonus_faint</td><td>science</td><td>QSO</td><td>BROADLINE</td><td></td><td>-1.0</td><td>1.1652395</td><td>1.1652395</td><td>-1.0</td><td>5.9881188077564</td><td>0.0176303779978443</td><td>5.012381620872475 .. 0.0012662474764758</td><td>0.0106202602268012 .. 0.0002844059017101</td><td>0.1717798125966396 .. -0.0017391324322222</td><td>0.0124578125593188 .. 0.0028104542780388</td><td>0.3698163997256642 .. -0.0099818753151452</td><td>0.307131586829712 .. 0.0014039000245496</td><td>-1.0</td><td>-1.0</td><td>45.17799196877839</td><td>0.0189191151522649</td><td>45.099868048172745</td><td>0.0017698639094554</td><td>45.05949410109113</td><td>0.0009194684725493</td><td>44.7264026600632</td><td>0.1655434875632195</td><td>-1.0</td><td>-1.0</td><td>2298.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>11.660198566152758 .. 11.801565930295055</td><td>0.0 .. 0.0</td><td>11.660198566152758 .. 11.801565930295055</td><td>0.0 .. 0.0</td><td>4.635351808860378 .. 4.417587834378082</td><td>0.0 .. 0.0</td><td>0.2757351739405749 .. 0.0341397247011627</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>4343.340433752631 .. 4343.532232467106</td><td>0.9096162502760308 .. 0.786032847768638</td><td>4103.338180758781 .. 4105.99969774401</td><td>15.36708884075324 .. 9.791540127760529</td><td>3957.891825223778 .. 3957.8954429193177</td><td>25.370610589267244 .. 25.26872338890621</td><td>3752.374964462364 .. 3752.8638376605822</td><td>24.51852729290158 .. 24.567787910373</td><td>3394.594923266236 .. 3394.286964833564</td><td>22.160869472245167 .. 24.749898539542077</td><td>2797.375757791237 .. 2797.8963700005115</td><td>3.075205019109717 .. 0.807907791111802</td><td>2798.021096393673 .. 2798.03622707064</td><td>1.0192412698925182 .. 0.9781111308420803</td><td>1910.9209516799965 .. 1911.1670011925453</td><td>1.2050398760012513 .. 1.7678563619708711</td><td>1894.8409582144304 .. 1894.878295779486</td><td>2.4188241622068745 .. 2.4412440122565613</td><td>1860.1594994478528 .. 1860.1961536198155</td><td>2.3745521877800684 .. 2.396561685128745</td><td>1738.813528458366 .. 1739.2827978276432</td><td>17.400725500621206 .. 17.447866283336225</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>130.0 .. 0.8248178275783747</td><td>300.0 .. 0.7540867866765385</td><td>212.0 .. 0.7636578059574778</td><td>291.0 .. 0.5109498655119548</td><td>576.0 .. 0.7106821795617924</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>67.0 .. 0.732993284498006</td><td>173.0 .. 0.8305912002000769</td><td>124.0 .. 0.6932098274054903</td><td>45.771301330132324</td><td>0.0009194684725493</td><td>0.0</td><td>-1.0</td><td>8.53865222332761</td><td>0.1373373379426864</td><td>0.0</td><td>-1.0</td><td>8.53865222332761</td><td>0.1373373379426864</td><td>-0.8677214383128486</td><td>0.1373404158121551</td><td>1.1693819962307401</td><td>0.002171237762441188</td><td>1.1675836452137618</td><td>0.002407982191003713</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td></tr>\n",
       "<tr><td>104644</td><td>59828</td><td>27021597957658742</td><td>104644-59828-27021597957658742</td><td>v6_1_3</td><td>10.6160295878</td><td>0.604550431484</td><td>5</td><td>4500.0</td><td>bhm_filler</td><td>BHM</td><td>2.6475086212158203</td><td>bhm_aqmes_med_faint</td><td>science</td><td>QSO</td><td></td><td></td><td>-1.0</td><td>2.6475086</td><td>2.648161005068882</td><td>0.005861962060768989</td><td>4.344363489133666</td><td>0.016172750952442</td><td>0.1094130341883214 .. -0.000367996263385</td><td>1.2272629135168245 .. 0.0012130281543311</td><td>0.2481215233274269 .. 0.0003396526411474</td><td>0.0316672577049814 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>45.56572347556112</td><td>0.0109116969700089</td><td>45.554593675129006</td><td>0.0175036992808159</td><td>45.35260507299644</td><td>0.0211193925526451</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>1533.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>2824.505978154625 .. 2804.2952222577114</td><td>19.548217943452755 .. 19.32445148360307</td><td>2786.9812518326016 .. 2787.172165297745</td><td>16.09288914347917 .. 21.101556588453832</td><td>1918.3919624632165 .. 1918.466763192137</td><td>0.2720424075447454 .. 3.314036400444479</td><td>1897.623332493681 .. 1897.7010713698076</td><td>5.5339688408228085 .. 5.528313754899614</td><td>1862.8909476594447 .. 1862.967263673344</td><td>5.432680069680032 .. 5.427128489346046</td><td>1755.7981188882677 .. 1756.0719569557705</td><td>8.107459376058273 .. 8.096447208292034</td><td>1547.1676485511955 .. 1546.3696221898526</td><td>0.3365982594049228 .. 0.408200145085857</td><td>1642.6238267604158 .. 1627.7463280184868</td><td>6.0838958749486665 .. 6.360142069260292</td><td>1627.1612907173303 .. 1627.80020733129</td><td>6.429701974621139 .. 6.432226643464787</td><td>1396.7088232037863 .. 1396.8270189769785</td><td>1.887392987800922 .. 1.7811188652848386</td><td>1295.498836996367 .. 1295.7008857935257</td><td>2.5978769032896025 .. 2.5333932203982386</td><td>1214.62539101139 .. 1214.843579295686</td><td>0.4784696349224759 .. 0.6787775579382469</td><td>1236.3066630529174 .. 1236.3306059125434</td><td>1.2791983868517036 .. 1.3211149952167034</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>193.0 .. 0.5218923013064523</td><td>599.0 .. 2.4727424482950706</td><td>542.0 .. 0.5985415026574957</td><td>480.0 .. 0.7146858416852528</td><td>442.0 .. 1.2103745247976</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>46.14664845123674</td><td>0.0109116969700089</td><td>0.0</td><td>-1.0</td><td>0.0</td><td>-1.0</td><td>8.444670388810401</td><td>0.2226924775121308</td><td>8.444670388810401</td><td>0.2226924775121308</td><td>-0.3983924826912215</td><td>0.22295964807842739</td><td>2.6687746702276693</td><td>0.0028984619116760543</td><td>2.648161005068882</td><td>0.005861962060768989</td><td>0.0 .. 2.644629910946804</td><td>-1.0 .. 0.007608161743129933</td></tr>\n",
       "<tr><td>104644</td><td>59828</td><td>27021597957683308</td><td>104644-59828-27021597957683308</td><td>v6_1_3</td><td>10.7264373196</td><td>0.0827219268114</td><td>5</td><td>4500.0</td><td>bhm_filler</td><td>BHM</td><td>3.0761938095092773</td><td>bhm_aqmes_med_faint</td><td>science</td><td>QSO</td><td></td><td></td><td>-1.0</td><td>3.0761938</td><td>3.0908373520140335</td><td>0.007005815316222763</td><td>3.448064115283837</td><td>0.0171999662698536</td><td>1.8084295172471343 .. 0.0005882929160853</td><td>1.9631041348056044 .. 0.0013621848234143</td><td>0.0184546822268316 .. 0.0095299113043104</td><td>0.0028410163110947 .. 0.0090071780365025</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>45.74173974852189</td><td>0.0079635192634306</td><td>45.78394779763976</td><td>0.0083602319677353</td><td>45.717491864916745</td><td>0.0318257891269802</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>1291.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>1906.9303033908532 .. 1922.386401677149</td><td>5.105105131181745 .. 4.719434767218559</td><td>1897.4960223896912 .. 1897.8370702653829</td><td>5.676098881619623 .. 5.668404632648844</td><td>1862.765967724699 .. 1863.1007733678769</td><td>5.572208690485354 .. 5.564655270103344</td><td>1737.5055341775503 .. 1737.7765192940262</td><td>9.070090985198815 .. 9.046916750439207</td><td>1552.036113071202 .. 1548.9304840825316</td><td>0.9433763901777183 .. 0.7734871100935834</td><td>1637.7911295014255 .. 1634.2945408748806</td><td>3.218909306070032 .. 5.621955403166794</td><td>1634.0182736186086 .. 1634.6596344614918</td><td>3.9399098289902663 .. 4.007943502724515</td><td>1401.6458549938554 .. 1401.8637610639205</td><td>1.6664022077892469 .. 1.634152318027418</td><td>1311.2646030632543 .. 1311.3138443803284</td><td>2.332003797660036 .. 2.3958091013063267</td><td>1221.1755639105238 .. 1221.9831061866944</td><td>4.01409782420842 .. 4.046437267878332</td><td>1241.3194578135249 .. 1241.4729914511845</td><td>2.837963531198966 .. 2.74752801600323</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>591.0 .. 0.7648941273193368</td><td>530.0 .. 0.7476329990585027</td><td>485.0 .. 0.6187288632768481</td><td>423.0 .. 1.2822348235083163</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>46.32266472419751</td><td>0.0079635192634306</td><td>0.0</td><td>-1.0</td><td>0.0</td><td>-1.0</td><td>8.97280409440159</td><td>0.06658226220441285</td><td>8.97280409440159</td><td>0.06658226220441285</td><td>-0.7505099153216435</td><td>0.06705680636084763</td><td>3.092284884649229</td><td>0.00632873903026392</td><td>3.0908373520140335</td><td>0.007005815316222763</td><td>0.0 .. 3.08845412252833</td><td>-1.0 .. 0.008120559211824044</td></tr>\n",
       "<tr><td>104644</td><td>59828</td><td>27021597957683479</td><td>104644-59828-27021597957683479</td><td>v6_1_3</td><td>10.9095291306</td><td>0.0899641995936</td><td>3</td><td>2700.0</td><td>bhm_filler</td><td>BHM</td><td>0.8223167061805725</td><td>bhm_aqmes_bonus_faint</td><td>science</td><td>QSO</td><td></td><td></td><td>-1.0</td><td>0.8223167</td><td>0.8223167</td><td>-1.0</td><td>7.55301610457152</td><td>0.0154598437253503</td><td>13.139085375257764 .. 0.0006178673991454</td><td>0.5730078300736352 .. 0.0001929426810064</td><td>0.5205785802431251 .. -0.0011132967846943</td><td>0.1533931759389872 .. 0.0015006447334925</td><td>0.8959594177682106 .. -0.0006588900343237</td><td>0.0734783456302068 .. 0.0004351185799431</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>45.15389235030551</td><td>0.0177244356805879</td><td>45.104026565142895</td><td>0.0196492388693663</td><td>44.9408507093639</td><td>0.0081659858857818</td><td>44.835784154248486</td><td>0.0161247545355358</td><td>2471.0</td><td>-1.0</td><td>-1.0</td><td>-1.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>4859.482149526684 .. 4859.940940126132</td><td>0.8296529884755728 .. 1.3780852416753078</td><td>4859.482149526684 .. 4859.875731768911</td><td>1.347895007342686 .. 1.5374143052549698</td><td>4684.534745991575 .. 4715.339944651985</td><td>13.278381383118358 .. 6.186927842029945</td><td>4710.511767182365 .. 4718.676819970839</td><td>0.3264724381583619 .. 4.026032691929231</td><td>5004.435991149094 .. 5004.762520421191</td><td>0.550779932342266 .. 0.5684872040424125</td><td>5005.061570169185 .. 5005.06368264336</td><td>0.9347480091855688 .. 0.7833313332248508</td><td>4957.683751290922 .. 4957.146999087541</td><td>2.6804626468519928 .. 2.564672334351144</td><td>4957.149883257619 .. 4957.151975509825</td><td>0.9257999965934688 .. 0.7758327789997566</td><td>4336.062960551502 .. 4347.03127825097</td><td>2.360489011507525 .. 3.3846981108199543</td><td>4110.451761870801 .. 4105.749311028963</td><td>18.90995718281556 .. 13.41914109182153</td><td>3897.2363913517215 .. 3897.7048501132726</td><td>33.76234161974412 .. 33.6225401819886</td><td>3691.264325302312 .. 3691.702997256972</td><td>27.876403244355743 .. 28.111614480148543</td><td>3415.269606948727 .. 3415.537006184297</td><td>22.005198501917448 .. 18.634507097992127</td><td>2795.7217262713634 .. 2799.3328954140543</td><td>2.0568011442071565 .. 0.7497448175158752</td><td>2798.9502635644394 .. 2799.419969695444</td><td>1.3012172928554264 .. 0.8187570797838362</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>-1.0 .. -1.0</td><td>0.0 .. 0.0</td><td>418.0 .. 0.681313577861013</td><td>300.0 .. 0.6618086362147216</td><td>212.0 .. 0.7327110793714182</td><td>288.0 .. 0.5945554734403383</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>0.0 .. 0.0</td><td>67.0 .. 0.8455730951916048</td><td>173.0 .. 1.0715128091151622</td><td>125.0 .. 0.70626437416446</td><td>45.80239514093042</td><td>0.0161247545355358</td><td>8.584549138470258</td><td>0.14517200506317957</td><td>8.497591610014306</td><td>0.1328937792225968</td><td>0.0</td><td>-1.0</td><td>8.497591610014306</td><td>0.1328937792225968</td><td>-0.7955670142014455</td><td>0.13386845881272996</td><td>0.8214518188284237</td><td>0.00048112609476953826</td><td>0.8214637215580608</td><td>0.0005535748382889754</td><td>0.8217806594041988 .. 0.0</td><td>0.0024826910516582146 .. -1.0</td></tr>\n",
       "</table></div>"
      ],
      "text/plain": [
       "<Table length=82363>\n",
       "FIELD   MJD  ...         ZSYS_LINES                ZSYS_LINES_ERR       \n",
       "int64  int64 ...         float64[8]                  float64[8]         \n",
       "------ ----- ... ------------------------- -----------------------------\n",
       " 15342 59328 ... 0.7094637931918648 .. 0.0 0.0025666435125556437 .. -1.0\n",
       " 15156 59257 ... 0.5065430617918572 .. 0.0 0.0020812438795851426 .. -1.0\n",
       " 15407 59375 ...  0.0 .. 2.491463004512518  -1.0 .. 0.013616358093362629\n",
       " 15403 59383 ... 0.7587442973173226 .. 0.0  0.003126375812494801 .. -1.0\n",
       " 15301 59375 ...  0.660419582083714 .. 0.0 0.0022303838882634383 .. -1.0\n",
       " 15169 59313 ... 0.7109571398873529 .. 0.0  0.005718667998481447 .. -1.0\n",
       " 15265 59292 ... 0.0 .. 1.9114612290633808  -1.0 .. 0.009355767015805325\n",
       " 17031 59616 ...                0.0 .. 0.0                  -1.0 .. -1.0\n",
       " 15234 59280 ...                0.0 .. 0.0                  -1.0 .. -1.0\n",
       "   ...   ... ...                       ...                           ...\n",
       "104644 59828 ... 0.0 .. 2.1106466384429785  -1.0 .. 0.006190541545897221\n",
       "104666 59933 ...                0.0 .. 0.0                  -1.0 .. -1.0\n",
       "104644 59828 ... 1.0212470164783234 .. 0.0 0.0032960910667605716 .. -1.0\n",
       "104666 59933 ...                0.0 .. 0.0                  -1.0 .. -1.0\n",
       "104644 59828 ... 0.0 .. 2.3639196975533587  -1.0 .. 0.006178533940464914\n",
       "104644 59828 ... 0.0 .. 2.0631935786760627   -1.0 .. 0.00928692597285898\n",
       "104644 59828 ...                0.0 .. 0.0                  -1.0 .. -1.0\n",
       "104644 59828 ...  0.0 .. 2.644629910946804  -1.0 .. 0.007608161743129933\n",
       "104644 59828 ...   0.0 .. 3.08845412252833  -1.0 .. 0.008120559211824044\n",
       "104644 59828 ... 0.8217806594041988 .. 0.0 0.0024826910516582146 .. -1.0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Table(sdss5_cat)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20a769c9",
   "metadata": {},
   "source": [
    "Remove objects with no redshift or potentially problematic values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "baaf2496",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of objects in DR16: 746268 / 750414\n",
      "Number of objects in DR19: 81397 / 82363\n"
     ]
    }
   ],
   "source": [
    "ind_dr16 = np.where((sdss4_cat.Z_SYS>0)&(sdss4_cat.LOGLBOL>0)&(sdss4_cat.LOGMBH>0), True, False)\n",
    "print('Number of objects in DR16:', len(sdss4_cat[ind_dr16]),'/', len(sdss4_cat))\n",
    "ind_dr19 = np.where((sdss5_cat.Z_SYS>0)&(sdss5_cat.LOGLBOL>0)&(sdss5_cat.LOGMBH>0), True, False)\n",
    "print('Number of objects in DR19:', len(sdss5_cat[ind_dr19]),'/', len(sdss5_cat))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3099c017",
   "metadata": {},
   "source": [
    "## Plotting some basic parameters\n",
    "\n",
    "Feel free to plot any line properties with the catalog\n",
    "\n",
    "Here we only demonstrate the most basic $M_{\\rm BH}$ and $L_{\\rm bol}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8709e55a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Values for contour plots: 1-, 2-, 3-sigma\n",
    "data_percentile = np.array([0.003, 0.05, 0.32])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3dff2a2d",
   "metadata": {},
   "source": [
    "**Bolometric luminosity vs redshift**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "11b91aa7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(43.0, 48.0)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(5, 4))\n",
    "counts_dr16, xbins_dr16, ybins_dr16 = np.histogram2d(sdss4_cat.Z_SYS[ind_dr16], sdss4_cat.LOGLBOL[ind_dr16], \n",
    "                                        range=((0, 5), (43, 48)), bins=50)\n",
    "counts_dr19, xbins_dr19, ybins_dr19 = np.histogram2d(sdss5_cat.Z_SYS[ind_dr19], sdss5_cat.LOGLBOL[ind_dr19],\n",
    "                                        range=((0, 5), (43, 48)), bins=50) \n",
    "xmesh_dr16, ymesh_dr16 = np.meshgrid((xbins_dr16[:-1] + xbins_dr16[1:]) / 2, (ybins_dr16[:-1] + ybins_dr16[1:]) / 2)\n",
    "xmesh_dr19, ymesh_dr19 = np.meshgrid((xbins_dr19[:-1] + xbins_dr19[1:]) / 2, (ybins_dr19[:-1] + ybins_dr19[1:]) / 2)\n",
    "levels_dr16 = get_levels(counts_dr16, data_percentile)\n",
    "levels_dr19 = get_levels(counts_dr19, data_percentile)\n",
    "ax.contour(xmesh_dr16, ymesh_dr16, counts_dr16.T, levels=levels_dr16, colors='blue', alpha=0.5, label='DR16')\n",
    "ax.contour(xmesh_dr19, ymesh_dr19, counts_dr19.T, levels=levels_dr19, colors='red', alpha=0.5, label='DR19')\n",
    "ax.text(4.8, 43.1, 'DR16', color='blue', fontsize=15, ha='right', va='bottom')\n",
    "ax.text(4.8, 43.5, 'DR19', color='red', fontsize=15, ha='right', va='bottom') \n",
    "ax.set_xlabel('Redshift')\n",
    "ax.set_ylabel('Log Lbol')\n",
    "ax.set_xlim(0, 5)\n",
    "ax.set_ylim(43, 48)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b24eccf1",
   "metadata": {},
   "source": [
    "**MBH vs redshift**\n",
    "\n",
    "Note that the break at z~2 is due to the change from MgII to CIV emission line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "58374bad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6.0, 11.0)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Ll5Ncc3JIjOHh9HpFtMOaauaWFsbQ8/LMn9doaKHExPAWHc0WMJ1u6M9UocLDoJKrJ0N4rSEhgy9QkgTcfjsXPSFUMGeO87dvFEAU3S5YMHzRJEGuTU2MsAYEDPAikcxNSiK5nj0LXLtGcsvLYwXvYN4nQIK8fJktWhs3AtnZfN6aKt+ICH5+Tg7J+e67WX1sMNBlH0pkJDeXxNraSuNtzhyepxUV9KCrqngTtQKBgfTc589XW8FUjCqo5OrJGCokbAqNBti+nfcGg5o3swIFBYyuarXAqlXD+KDjx4Hubvhs2IDwcKmXaxITh3jfxIm8FRezire2Fnj77aG92PHjmYMvKCBBigqqoUhZYMUKkmtmJoVF0tOV5y3BaGR/7KlTTFdERwMPPKDkeGWZ0ZOKCt4qK/m7mppYgZyWBmzeDEydat02qlDh5lDJ1ZMhhPmtIVeA+a7773fe9owyOMRrvXmTpAMAU6ciJmYKamsZGh6SXAUmTqSYw9GjJEtrvNjly0muoojN359Nt9Zg8mTmasvLWR7d1ka9aks5+sZGKn0VFfHxokWMlJhGUySJPbPBwco2GwxKT25VFfDWW9wpmzerU4FUeDzUOIwnwxbPVYVNMPNaZzewireqyrYPMRjMVY3On0dsLP8cMO86GHQ6ks4TTyiKSW+/TY+2o6P/66dPp9coJtpMn2592NVU4Uv85mXLBn5/djbwwgskVh8feqt3321dHlWr5ef+n//D79NqGVZ+4QXqITc3W7e9KlS4IVRy9WSo5OoUVFcrnLhgARBy/HP2n772GmflWgtRLevjw8fXr2N8aBsARkbtgvBiheBEZib7hJqazF8nSawcFrA13JqUZP54/vz+r7l4EXjnHeZSx48Hvvc9+wRJ/PxoOPzTPwGzZ9MguHgR+POflfm2jkRDA/Uqjx5Vx+mpcBpUcvVkCLEBterXIWhpoYP63HMkPx+fnlxrQQFf0NZGkQVrIXpFFyxgWNZgQKxfAySJnGu3Y6bTMez6+OMk0aYmtlf1RXu78ndjo23f0Zd0RCuPKUwthMTE4UtohoUBO3YA3/kOjYjubhZH5eYO73NN0dbG8HNeHsPRIvavQoWDoZKrJ0O03wgPVoVd6OpiW+mf/0wHVZaZXvzud3tyraaFQ7YQSFQU7ysruagD8IsN7Q0N9+1UsRleXtxYb+/++dSaGv4ogdRUcxHkoSD0qgXee49TlkyxcSMNB4A61W+84ZhQblwcw9+zZ7NQaqDvtgddXQyl19QoM4uPHVOGJqhQ4UCo5OrJEOFglVztgsFA8f0//5mCSF1djG4+9hiwa5dJtN1UjtCWKIHovRGer48P4OfXW8hkJoNoD3JyeJ+YaC7OYDRyZJxez/+FhdEtP3vWus9taFCGOtx7L8WQu7pY3GTquet0wNat7KX19ubvfP55B/ww0CPfts3yd9sKoxH48ENOgfLzA558UpGH/PJL9harUOFAqOTqyRBtDiq52gSjkanK//1faty3tJB/7rsPeOqpAZQkbcmzmiImhiQhBpWPGwdIUm/6Mzd3mCk/Qa59K4bPnOFAWV9fkuOGDXz+9Gnrxs4dPEiDYvJkCvg/+CB/S2srQ6p9P2POHOZbY2KUsOvhw7RehgMvr6G/2xrIMtt9cnL4mQ89RLWodevoecsyiVdUOw8HBgNz7efO2X/eqBgVUMnVk6F6rjZBlqk5//zzLLJtaODI0rvuYi3NnDkWdIKF4IapHKCA0ciim6NH+1cpeXubK2eFhQFg1NPbmzxkd2FTczNDpZJkTq5VVUrrzx13sPUlOZmtNZ2dikdqCbducSdpNNwxkkSPe+9ebn9dHb3IviHm8HDmSsVA9tOngVdfVYYS2AtrvnsoHD3KAilJYjXzpEl8XpJY2Tx9OonwnXcUrW5bIcv0fsVA36+/pvV2+bJaNDVGoZKrJ0OQa12d4h2pGBAFBZy69t57XD/9/IBNm9gFsnixyQi4gXDHHRyAsHOn8pzRSJWh556j13P8OFtIXn2V5CSOh0iwAr3kqtUqGh52R1CF1zphgiL1ZDAwHGwwkDDmzuXzksQfC7CvdKDiJ4AEs38//16yRMkZA1RS2ruXhVllZdyRfT1TLy9lP/n6MgT797+bF1bZA2u+2xLS05Xc891391ep0mhIuHFx3M433+xfeT0UyspYSf7uuzR0AwJo1Ij+37//3XxGoYoxAZVcPRkhIVyp9XrbF4QxAoOBMws+/e8CaM+cRHz5GdwdmYYfrc7AyoBM6LKv0OO4dYuFLgMZKb6+JJuAAP4/K4vTzz/+mO/x81P6SAsLufj/+c/03kwLoEy8WNPQsF0QkoamXuupU2yg9fOjwISpG56QwPyrwcAE80BITSU5BAYyZNoX4eHAnj3Mtebmshd1IK8sKYlhYqFLfOqUnT/Sju82xfXrymzb9euBhQsHfp1OB+zezTRLUxPDz9YYBA0NPAf+9jcedy8vKlr9n/8D/OAHDMd7ezNE/+qrCvmqGBNQFZo8GRoNF+zqal60w22FGGVobKRTaTx7DvNufo3YWCA+FvCuBnDIwpu8vZnji43lbcIERYwhK4thVVFY4+dH8YMlSxi+bGqip5SRwYX38GHzz+7xXAFFnamoiNFa0QprFbq7lVJj4YlVVChtJXfeyXh3X2zcSGK6fJnbbepVNzYqHt7mzUo1bV9MmEDP9J136LkHBLAwqO/rw8Lo8e/bR2nDJUuGL87c97t9fTmAYiA0NzM8K8tUjFqzZvDP9vend/zyywytv/MODQxL8wRzc1kgJvKqc+cCt91m/htXr2Z/8LFjzMPeuMGIw+LF/OyhhjCo8Gio5OrJMBiUi3+4ua1Rhs5OOgvdJZVYnv81ZiQDkSunc0HT63kzGJT77m4aKF1dZDzT4hZfX97EPvb3JzktXmzOisHB9FbWrCGBpaWZz0U1qTQeN463ujqGrK3R1O9FcTG3OyRECd1+8w296lmz2MIyEGJjOUT98mWGjx9+mCSs19MDE0VMKSmDf/+0aawS/vRTerupqSTT6Ghl4k1MDL3lkBASd3o6yX24MP3uc+d4GwwzZ9LYsGbobmgoCfaVV3j833hj6PdMmUJjZPz4gf8fGMhw9NKlNLZycnheNDebpxlUjDqo5OqpkGVa5lVVDGsNNCx9DOPgQXJhdKQfFi6S4Ocr05MabDSf0UiCLStjeLW8nH93dPDm50dVicWLB2/J0elYhTp/PsOFr73G52/eNBsGGx9Pci0sHJxcu7r6fJ1IEGs0CmmIPOrSpYMTycaNZPOqKpLIww+TmAsLaSjcfbd1RDRvHkn55EllRnB9vXlLi5cXX6PRDFwMZi/mzeOxOndu8FqDuDhgyxbbpu1ERzP8/M03A8tKCoioxfTp1u2vyEh672L8n2jTUjFqoZKrK1BZyQvMNCxnK44cYZhSFGSoEoi9uHmTUThJAu7cFQy/EwkM42VlMfdmCRoNF8HISKUYyGjk8aqvpwHj72/9hkgS3/PAA8AHH9B7W7WqV3d38mRGkC3VulRUsNA1O7uPnr041g0NJC8vL6WCdqj4ckgIBRreeIO/6a9/peeu1bK5NzLS+t+3aBFv7e3KpBsx9aa6Wtm2Bx6gx+lILFigCFg4GpMmcR85EmVlwPvv83xKSWHIWMWohkquIwmjkXktkRt78EHLk0YGw9mzSpGINfM9PQH19VTP0esZYgwN7X8fEDCkl9DeToceoBM3eTLo6QhyHSyPNhA0GiX/ai9mzeL2NzRwGxYtAqA4c+Xl5t5pdTXTdGL0LqDo2c+fD6xfF4AgHx/GvuvqGBq2RQozLIzk8dZbSth6+3b7xxD6+fG9pu83GFjsFRys5hZNW4gSEiiOYcs5qMIjoZLrSKG5mWX5Qq0HYLXNI48ofXfWICeHMU+A+b2BBNU9Dd3dSo8MYLlVxMeHnueyZRY/6sAB7urwcEU7ATNn8r0NDcylOTJEaQ00Gm7zgQPMTy5cCEgSQkIUzi0uZsT62DHW6sgy19/Zs+mgnT9Psr1wAbh8WcKO+ghM9SuFtraW3qbwXK2ZRgMw1/rYYzT0Jk60T3B/MGi16tg4gNXSb75J8YvYWBrUg/Z9qRgtUMl1JHDrFgtG2troWdx1F3DtGuN9b79NL8K0p9ASurqAr75SKiCHNcHbTSDL/E0VFfRMt23jQtTQwFt9Pe+bmuipHTjAx7ff3s/6z86mYyiU83p5Rqej95iZScGHkSZXQKkara2lgdSTZJ08mT9n/37zduVZs+hkC36Kjyc/HzzI9tHM4nDU1pciIr4WUxMN0PS8UdZ5o6NdSRN3dNB5HDBr4OfHPLQK56Czkx5rfT2jBXv22FgWrsKToZKrM2EwMGkmQrgxMUp+NCmJea/iYobnnnxy6FYFUTwSGjogubgara38OTEx/ClWbd6FCyQ9SeJEFEuhSYOB4fDDh3nf3MxQZo+mblsbFe4A1plMnNjn/bNn83uuXbO9yMUR8PGhx3r6NOUJTcg1K0uZez9tGp3zgYpPJ07kaXLtGnD9hXB0VQIZh2pxoKoLS3q6Qo7I3pAH2O9JSfxcW1KqKoYBg4HRmPJyGo1797JyWMWYgUquzkJDA8PAYlTXkiWsSBEC66Jx/ZVXGA596y16sJbyU7W1yqSSO+6wPvw3Qqis5E8QQ1GCglisOXEi78ePN9eWl2WgI7cU+ve+RkcrUJmyASXZ8QguZw1QTEwf/tNqgZUr6YZ9+iljpK2taNyyC1nZvrh4kRG4yEgLNUvx8SxGam3lFHTRaDqSWLqUYeHCQha4jB+PmTNZ9OrvT091qAyBJDGCO+PJcJT/L9DWWIuChm50dABGjRdkiTtNp2P3kI8PT51r16ipkJLCtlR3rH8zGHgMm5t56+qisWFLDZlbQJZ5jublMVK1Z4977nAVToVKrs5Afj4rA9vbucJt3dp/+DRAIt27l/Jo1dVsXH/kEXMWAhgr/Pprrj5Tp9rYFOl83LzJ9HFnJ39SZycXx+vXeQPIjTExNOIbGoC2ymbMPvs+fDsNqI6YhasRKwETnV0fHxJNVJRSzxQcDLQEpKB1biD8PnsXLZkFKP3gFeQmbkZDWAL8/DWmzqw5tFrGWjMy2OfpCnINDqYHfekSDaUdO+Dvz9nntsIrOhwTJwIx8dVIWVaBkC5AG6jD0p9x35nuAyE3fP06v/rKFZJscjJtjpG202SZokWXLytzbZube6fymSEwkMZScrJlXQu3w5Ej/HEaDXtZLfXA2gq9np9bWDi4OlV0NLB8udtFtsYa3JZcMzIycPjwYZw7dw7nzp1DaWkpAEAeQvLstddew3PPPYdr167B29sby5Ytw69+9SusWLFiJDabBPjppyTWCRMY6jRR5umHkBAS7KuvstgmNdW8TL+jg20cubkkiC1b3Oai6eoCDh1isQ1Aj/PBB7mwl5XRaS8p4X1rKxdUAAhsLkfKlXfg09kEQ2g4Wjbci9mREoKCuNgWFfFn37zJW3/EIzDscaQU70NAVxXWFL2FSO8QRC2aBd01L+CKkQaJwcB7o5ELk5AMtFec3RFYvpwMd/260qpiD8LDAa0WOn07Jp56BwgGEBEABPR/aVQUj0t5OUk2J4eh6KwsEuukSYwwTJzIU3YoEjMYmB+urFRO8+jooet0Wlv50y9csHwItFpGPYKC6MXW1zPcv38/baO5c1lwO9JRfZtw4QLvjUZKTdbV0aiy1wVvbeVFdu6c9VOBAgOVgRMqXAJJHoqtXIRt27bhs88+6/f8YJv7ox/9CP/zP/8DPz8/bN68GR0dHThy5AhkWcaHH36Ibdu2WXxvck+15FXT/gd7cPkyw8EBAcCPfmS9WyDep9NxREtICC9KMdxZpwPuv9++1h0noKiINoRQAly6lNrwA3GFLNNbLSkBNDeuISb1E/h5dcNnQgS0j+zpZ3yI1tKiIn6+aU1TYCBfHhYGRPo0YVbdaQTmXbJeHD4ujkIJrmril2XgD3+gm/bUU/2HnNuCW7do3VRXM5qxbp1Vv6u0lOnn7Oz+ktSSxNC6COnHxPA1VVXKraamv26+Tsf3TJrEW1wcPWijkXbhhQv8PlGwpdMxmDNlikKmQUGMfAjbsbubfJKZaU7GQUHkjblzua1uYmsqKCpiZCInR/nBWq0yTGHaNOsqhqurWV+QlaXILIaEsLXMUmFUZSVf7+sLPP00oyUqbIKjuMBtyfU//uM/0NraisWLF2Px4sWYMmUKOjs7LZLrN998g02bNiE8PBypqamY1tO0npqainXr1sHf3x/5+fkItaC/65AdKsvASy/RbVu/XhnGbO17X3+drTqzZjFHK0LLwcGcQTmcXksHQa+n93PmDDc5JISVuUO2SNbW0vpOTeXjqVPp1Tsi1qfXUxmopIQrrUZjftNqeR8RwYXN1avxvn10ye+8UxnRNhwYjXa5crKsGDEiwmCpC6ovfHzoEfv4kKz72jaSRG+2tVXJwwO0JebPpyNn7aGXZV5SWVm0QU2/a9w42hXTp5PU3arLpbWVMfjMTIYNBPz9GSr296c10fder6fgiOnIpPHjWak3a9bgP9JoZJqprIzn+u7drj/fPQyjnlz7wtfXd1ByvfPOO7F//348++yz+NGPfmT2vx/+8If485//jD/+8Y/4yU9+MuD7HbJDCwoodeflBfz4x8ooMGtRVUWlALFYGo10AR58cGAh9hFGdTUj1FVVfDxvHmurLC6SLS1cXC5fVmLCAHtKNm9289ieE3HsGG9z57Li2Y3Q0kKiFWRbVaVIGJveTKvBZZnnRnGxIstsStL+/vQ0588ffuurXk+7JCuL96YetK+vUpIwdaqbaVdUVZFkL13iTrYGksRI1fLlDCNYS5LV1cCLL3Jn3Xvv6OiF7+iggT6cSI+VUMnVBO3t7QgLC0NnZyeKi4sRZ6LfCgAnT57EmjVrsHbtWhw7dmzAz3fIDn3nHca+Fi1i6NEeHDyoeHcpKSyGGsmKk+JixgHFfu65LymWceigjM4uCd6B3lh3hy8Sk30VUXsfH178HR30Ii9fZrWk+ByNhsmyhQstTzIZK8jJYbg/IoIpgFGI5maeSlota8fsTS0Phs5OnmLZ2SRa03SkRsMiOFnmzWjs/3dsLA3EWbNG8BIzGlmQ1NBAF7ytrf99dzdd8aVLB9fCHgynT7NtzceH4eHhTiRyJWSZ04pKSmiMCmlSJ8FR5Oq2BU22IDs7G52dnYiMjOxHrACwoEeD9NKlS87bCCEOAAyqIDQk1q1jpVBUFEOGIxnSuXaNoeg+KC8HcnOAhJ4wcHIy4H0SwEmTF0kSL+TubnN3Ii6ObktSktrnJyCs79paGiMeUwZrPYKCBi6QdyR8fEiMs2aRs0pLeQlmZ9NRFPUAlpCXx5uvL8PU8+cz+mrvJSfLyiQ6SaJd3C/gpNHYLzNpC5Yvp5FbXEw90L17PTc8fOECiRVgjcGMGR5xzYwKci3qGQ82ELECQEBAAEJDQ1FfX4/m5mYEWQix5ubm9lotQ6GfVZOayqtrxgx6JPbCx4d6wSON5mbgyy/5d3Q04OcHGRKuXQNyqiTIoRImTgTmLAC0+k5zCSC9vqdxtWeKSGQkve6UlMErpccqAgIU3cPy8pFZbEc5NBql4nnDBqUATqTgJcn8b6OR3JOZydeeP89bVBRJds4c67M6RiOzH6dPm08YfOklF5ZKaDQshnj+eTJ+RkavprVHob2drU0Awx+trSz62LLF5o+ydm3Pzc1FogNa9UYFubb05DD8Byl1DwgIQENDw6Dkajfa2niVArQYPQ2yzH6HtjauBN/5DrqNWnzyCXDNH8Bc1mYtWmfB+NXrGaPr6OALwsI810oeKUyYwFW9tFQlVycgNJS3wRATw/M6Px+4eJHdUVVVzMwcPsygy+TJrGieOLH/TISuLr4vNVUZ9evtTXLOzWVV9SuvMJLpbC9+QISHc8TggQP0+BITPc/YPXKE61JUFOs03nqLJeTz57v92L5RQa6OQmJion1x9rM92nPjx7tGt3a4uHKF8TQvL2D7dsgaLd5+i4uOVsvw1qBpDi8v3mwt4BrLmDCBKlOmhV4qRhySxFKAhAQ6SaK4t7RUKc46eZKv8/dnZkNkN4qLlXkJAQFMkS5ezEKqjg4Kq9y6xUzL3LnAmjUuEGpaupRWQ2EhNbz37h3hDRgGamrocQOsrJ8yhVbKtWu0fh5+2KaPs3Ztt9bDHQqjglwDe872toEkXnrQ2lPt4HCvtaKC8SCAQvqe6LFdvsz7FSuAqCicTyexCuU2T7QX3B5C/LigwO5WGhWOhZ8fyXHxYlY7FxQot8ZGRiRbW81Dv2FhvGzmzTMvivL1ZRfMoUNKq+rlyww3r1ljf52SzZAkppn+8hcmmE1nG7o7xGgoWaaVEhFh3tLk5hgV5DqpR5C1RCS9+6C1tRUNDQ0ICwtzLLkKNSaDgSXznlgFazAoY/CSktDcDHzzDR9u3KgSq9MgpJDa29mTaKFeQIVrIIRKRBdLa6uie9zSwstGKFNZsqc1GraqpaRwsl9OjtKNk5iojMCNjrbeturuZpDMpjajiAj2yjc18VybMsWGN7sQkZE0DD77jMNPsrJ4AMLC3K6FbSCMCnKdMWMGfHx8UF1djdLSUkzo0wt1oUeObI6j5cBOnKDn6u/P1htP9FpFbCswEHJUNPb3aATHxXlm/YPHQLQmXbtGq9wectXr2dNoNA6vzFXFkAgI4M2ePt0JE+jFlpYqJGsq7enrS74TZBsZSRKtrmZktLpaudXX05GbPp1NCfHxVh72iROZhigu9hxyBWjdtLQw99rc7FEThkYFufr5+eG2227D/v378cEHH/QTkfjwww8BAPc4sgq3rIzJGIDzWT3gYA+I3FwAQFtMAj57T0J2Ntf9e+5RI5VOx9SpCrmuW2f5dbLMhaWy0vxWU6PI602fzuS4I89Do5GWlo+PejI4AIJkq6p42eXnMxUqWsNv3ODrvL2VXK4l5OTwFhVFkk1JGaJX15RcHYmODjoYFRU8J/39WdTpyPNw1SpFhe3eez1mwtCoEJEABpc/XL9+Pfz8/Bwnf6jXA3/7G6+S5GTOaPVQGJ9/EeUXynHAbzuKx83tDWU5QpVPxRBobASefZaux89/bh7ra2sj6ebkMFdmqZ7Az48rscGgRFCsLU3t7maxS10dP18kFcWtvV3Je/n50WsIDFTcONFSNGOGOgTcThiNTCPm5/NWVMTDAnBXR0Yqt4gI3nd2smD24kWFhP39GWlavNiCmFtJCWUR/f2Bn/3MvihHeztTSKZkKsqkTeHtTUJcvtztRmNag1EvIvHVV1/ht7/9be/jrp6zaJmJQMMzzzyDu+66CwCwceNG/PCHP8T//M//YN68edi0aRO6urpw+PBhyLKMV1991SKx2gRZ5vi3qiouLj3f74moym9Fyf5yNDUBlSsSMXEiPdaoKFdvmeegoUGpLtVoWDSt1fJm+vfkyXQuzRASwtWyupquTFSU4pIUF5uPFRPayNHR5regIL7/k0+4Sr//PqtmtmyxnJhra6N2rbVTVmSZ72lrG3icjU5HI3PBAttk+oYDvZ4iHKGhHk3sGg092gkTyEcGA3+WGGIwEAIDeXjXr6e+wrlzPA9PnGBt5bx5wO2396lbio3lCdnWRmPKWu/PYAByc9FyKhOl32ajvcWAadP6NAaEhrItJiqK53FpKacBnT/PpuM5c8ZkysJtybW6uhppaWn9njd9rrrPhf7f//3fmDdvHv7yl7/g8OHD8Pb2xsaNG/HMM884buTcsWM8oyWJTdoeN8mZ69KJE0DOR3mY2QR0hMZg47ZALF48Jq8BmyEcvosX6W1Yg9OnOadg9uw+/5g6VSHHvqNmoqPJyNOnK4vjQIiKAr7zHSb0Tp5kxUxBAUNops3w9fUsXb1wQXGPQkP5GlNvNCCA53VAABOCnZ3Me/X1bFtbaQRUV9PCyMykATB/PntPnJUquXmTgieNjXwcHGzu4ombW4kLWwet1nrj1teXlcrLljFievYsPd+MDDqqu3aZtLVqtczLFxXxmA1FrhUVQGYmWlIvo/hGK6qqaGO1+kcitzIOa3bGIHJ2dK/gTC/Wr2c/05EjZPxPPuGGbd485vq5PSYs7GxYFQo4f15RMbrnHurkegCE49HQQKv4+HHez7zxKZK7M5Hw8EoEbNvk6s10a7S30yC/fp1rR2en8r+EBBaKazTkR4OBBoz4u7qai5+3N6fMRUaafLAY9gCQPBMSSKbTptmnB1tSwgWttpaPFy8mgV++zJybuNxjY4GVKxlCHk4+VZb5nRcucMcI0tZoGC6eOdM8lOzvb//omsZG9jdeucLHXl7KKLaBEBvLqtIxFIopKGB/bUsLd/W2bSaDoA4fppWXkDCAldeDtjbg8mW05lUiP59p/S5dACqj58B36Vw0+MagtJTBgj17OIloQOj1QFoarXhxsUyfTpfbzYUsxpxwv7Mx5A7V64Hf/Y6r5dq1tNDcEE1NXEfFDNTGRt6LNU8g0N+Ih6v/C1H+LZAefYQXnAoAPMSVleSM0lLeC64SCA1VHLShsg1GI/Dmm/RyY2JIsGb8cuOGojnriBxVVxf7qc6d6/+/qVPp7lhdZmoDOjtJ4KZasANB5G8DAuhBxcZyx0RHD9yDWVZGGaSrV7kzJYn5vHXr+Ni0nFbchFcbFETheg/0Yu1FUxPw7rvcbQB7aufPB+b73UDgl+8O+f7ubuBsuhYVITNQETMP0SsSsWqtFuPH8xC//TYLsby8GBxJSRnkw9raKHmVlcXH8fHAo48O/0c6ESq5OhhD7lBZBv77v3nR7t49QALN9WhsZM2C6fxMAUniOhMSwrTY2rhc+Lz/Jhedn/7UzQZhjiwMBqY5CwtJpuXlAztE48bRUp87l90MtnBTSwvw3HNca2wd9Ws3cnPprbS303haunTkJOOqqhg3r6hg+FgUTA223EiSQraxsSTfCxd4YATi44FNmxjiHAxNTZyPXFvLJOS2bY74VR6D7m5GZi9eVBxHjWzAmvaDSIxoREyMBTtOo8GJ0gScqJ2NsPF+2LmzT6Sl57M//JADEgCKYqxfb+F6KC7mixsbucZs2zYEG7seKrk6GFbt0K+/pjewcKFrxPUHQVsbdUxrarg+JScr+qqhoUxLmaXsPvmE1uTixR5dlDUcdHZy7T57VnF0BPz8lEKTuDjeDze9fvky8NFHXGO++93hzzb1OBiNbN0Q+drmZnqZ5eW8WZpzqtFwQV62zDYV/KIi4NVXSeh79jA+OsbQ1cVurwsXuDsEtFraWzNnMnov0uOlpTTQZRl4/HHLIjJGI8lbiNMlJZE3ewMPsgycOcMXGY20THfsGNoocgOM+mpht8T06STXnBylRcEN0N3NUbI1NSTRRx/lvUV0dTF5CLCSb4yhuZnpoPPnlUE+AQE0SASRjhvn+MM7ezYjmzduUHTmO98ZY+2jGg0tFH///u4QQHIVRFtRwdzG1Kk0AAc9oS1g0iR662fPcjDFP/6jR1cW2wNvbzru8+ZxfcjM5KVfW6sIWXz5Jc/7mTOVtPzcuQMQqywzzOPlBY2GAYTISO7aa9d4uB56CAjWttJ4v3WL75s9m87IGNv3KrnagilTeLY2N/Pid8ksKXMYjYy6FBfT23r4YSvWoexsEmxY2JiS3auqojF9+bJSmBsRwRTknDnOGehtCklikKCwkPmw06eB1aud+50ehcBAepeO9DBvu43ne309hX7dLOI0koiIoKTphg0kWiFcUVrK9UPoS/j4kDjNYDQy7HL1qtJ6ExODedHRCN8Wg3e+DkV5uYS3/70Ad3Z8hLjgZmi8vSi4P3++2zgiIwmVXG2BlxfbFq5f5wXrYnKVZVqd2dnctIceGtgh6AcxNH6M9J81NHDqllDAAWiVr1jBYMSwd0FTEyuggoNpsAwijB4URJGOTz5hV9fMmVYeMxX2wdubVTevvcYeleTkMV+8J0lKt9Lq1Tx9TYl2y5Y+XVSyzIk6Ikza0MBbzwU1EcAPjD5Iy4uEXFKKPMjIj4rEhB/uQOL8aOuur+pqJojnzx81F4RKrrZi+nSSa07O4JJ1IwDTltsdOwYpizdFa2uv5KG7FxYMF0Yjw7/ffsvQuSSxZWbFCgc47LLM/Xj+PM8FIUMIcGUaN05Rfx83joU4PdI5c+ZwncrJ4dyHJ58cOjwsy8wL19bS6zC9tbTQuPL2ZpGKuInHWu3AA8PFvYj2GY397wE6KVOm8Pzy9R3mfnMFpkxhaDk9Hfj8c1YPe8pkmBFAcDAV2Syqsp04QcNE9PaHhCgqTRUVQHU1/NCJNQklKPcD0rrm4+qkLTAc9saUm2xxtZhqlWXGqr/+mhfppUu8INy8XccaqORqK0TTWFkZw8OOHmFnJc6fZ78qwFDjzJlWvvHKFa6aEyYwTjRKUV7OdVRMqJo8mcqAwzaKW1q4GGRkMNQoEB7OqrL2dr6mpcW8gsTXF/iHfwBCQyFJ3JbnnqOnkJrKllNTdHYyfJyXx/uamv7tVKbo7h78/8NBXh7D6ZLEYM2UKR5Iths3MsHY0MA2pTvvdPUWeQYyMoCjR/n3nXcqg51Nxf8NBqCmBprKSkwICsKdsfEIPsVUd0EBlWLnzmWE3qx1u7OTHrGIpOl0vG7eegt44gmPnw+tkqutCAwkMZWU0PVwgZDEpUs8JwE6z1ZPr2luVoYPj9JCpvJyGh4XLtAo9vVl/mjBAhvDvwaDIvnX2spF+eZNHnORsPX15aqxaJHC2u3tJN26OuW+oEDJ+e3cCYDewu23s7Dp8GEWVmk0/Jq6OpKuqTMM0AMdN442UXg478U0MYOB5NrVpRCtuOn13BdGI+/7/i28WOHhmt7r9TzVCwroNZeV8SbIdvx41hwlJjIa4LYFWj4+zLe++SaLEh2d2x2NuHVLEc1Zs4be/0DQahU5TgC+oC2zaBGjRpcusTHh6lXy84IF4Fr02ms8qTQaMu+cOcDLL/O5d94hwbrtCTU0VHK1B1OmcMUxnZo8AjAYaHSnpvLxwoVW9kt2dbF65swZrrbe3sw9jQIYjYxM5efz4hWN8wCLFO+4YwgVPlmma5aVRQIUPZmijHggTJjAlWP27P7Ngn5+vJnGwaqqgOefZ0llaSnfD1ZwXr3KNUwMWDJFWBjTgwkJDM2GhblmrREzTZua6EWLAeK1tfw5YpSajw+3NTGRN7eL7CUm8qLJyODivWED23vGcI+3RcgyjUFZ5olqh2hOaChw333cxV9/rQh5LVgAhppra2kZmua0Hn6Yrm5JCS3lPuNDPQkqudoDUVY6gi3C9fWsCi4t5eOVK7k2DOqNGY0MYX77rdJDOHHiABULngNZZu2DmCJSUGDOg1ot86qLFw8x6L21lQUUfcO7ppAkpXUkIIAfOGuW7UIMUVH0cDMzGWLbu7f347dvZyuDXq/0JIeE0At0N3IKDmaaXqTqm5tpGOTm8tbeznIE0eUVHs7TLSSE7zW9d1lXxpYt3NlZWQwZXLjApKBDKttGEXJzaRR6e9NCHca+GT+evbQlJT3ndFsbrwWAF4BpsUhEBN8grDeVXFU4E9evM3zY0UGnaNs2nqyD4tYtWp5VVXwcFsb46KxZHrWIyDK5T5Bpfn7/QS4+PgwmCMlUi6kaWeZFm5HBnWoa3p0zh0VHpmTq6+s4V3HNGsbHbt1iz8PEiQD4Nbt2OeYrRhpBQT2yevOV0WmCaIuLuTb2lY0U8PEh0Q5UVyROT42G62xCAu0ahxCylxcvoClTKHAgQpAJCYzTjzllDws4c4b3CxY4JLEulqGoKDBv092tVMr1RXg4r9OammF/ryuhkqsbQ68nPwqJ2IkTGUEZVM+9tpYxGFER7Oen5Euc3cjpIDQ3K0Sal9dfPUmno7EbH89bbKwFDtTrmcCsquLt6lXz1V6Ed5OTnV89Om4cw2sXLtB7feQR537fCMN0dNqaNaxVyc9XZH6bmpT79nb+f6DpdX1RVMTCGPH5IkweFzeMaK4k0SJISmI8/uxZnmgvvMCw8fr1Hl9MMyxUVHB/SBJFOBwAcayjxumB/T0L2ooVAxv6YmKPJcvMQ+AZq+0YRF0d8MEHSrXrypXM+Q+6oNTXU+6tpYUvXLKEK52biZZ3dSkFteLW2sqFt7i4v8Gq0XAxjY/nwjphwgB2QkMD405CuL2qijuxb1WQtze91EWLRk5nV2DNGoYj8/JomQ9ktY8S+Piwgn2gKvauLh7rpqb+Gs6mmZauLqViuq5OETo4fpwG1pQpjODMmGFn0b6PDytvFi5kMcPVq/SqLl9mA2hcHL/Iy4u3vn97UATIJoiijqQkh+QmjEblmo6pvswLPjjYct2HSq4qnIWrV9lG0tnJCOX27VYUNra2soS9pYWhrQcfpLfkJigrYxSuqMhyy4iuuw2SbITkHYDY8VKvZzpp0gCOZXMzCUq4uJbypj4+jEVFRnKxTE52XcJPjNI5f57e62OPjd4FehB4eyuVzkNB5HcbGkiyeXlKakDI9331lSLfN2uWHad9WBjwwAM0Rg8coEX7zTeDv0fMc3PDAR7DQnOzMtJv+XKHfGR9PY0onZeM4Ks9xL10qWVPQZwYtbVuJTNrK1RydTMIcXeApLJjhxVyhl1dnANVW8sFfO9el/Xf9kVTE0lVTJwS0Om4iQEBQJimEZPyjiGiLBMB/jJCw7XQtQUBxcFAUwiQH8yd4OtL71QMmjSFRsP4cHQ0iVQQalCQe12ca9awkKqwkL9jjKsFWYvQUKb/FizgeltVRWK9ft1cvu/wYR76WbPoeNmUQp08mRMVsrIU4Wm9XulnEkN6ARblvPsuLd/RJMaSlsbfOGmSw6RRRb41Qc6FVN1TJDVYC2NoKK/n7m6SvT260m4AlVzdCBUV9FgBpki3bLGinsZgYPy4tJTWtJsQa1cXayJOn1Y81TlzgFWreO14e4PJt5MnmVTW6oHJ6JEMMigSa5Zgqmgg3FtPEAYPDmZIOi2N3qsz5qqOckiS0la5apW5fF9BgZJiP36cKYSFC1noZlVaXZIUpfuBYDTyhBbiBx9/zPPYoryRB6Gri0YF4DCvFVDyrdNqUoEwDF0kpdUymiAq4lRyHUPom8dzAPLyeJ12d7Mp3ypi7e6mm3vzJl3B3btdrrokrs8zZ5Tun0mTWIjZW1VvNALnL9ClbW/nc5MnM/81fjzfaFoBI25tbVxR4+P5ejfLJVuNVatYsVxczAOfmOjqLfJomMr3tbdT5+P6dV4Wog93/35eV8nJjOTaXb+m0dCI276d519aGgsIw8M9/ziePElvfdw4K9oRrEdNDeDb0YDIplySa0jI4OFeWVYM5bo6Xu8eCJVc7YFoNnVAst9gIMeIyveoKOD++60g1uZmthCUldHSe+ABl064MRoVSUbRKhMWRr5MSjK5jkpLafULtYfoaL5o6lTlRSEhylT30YigILpTaWmsVPX0RdmN4OfHluK5c3keZmayQLu2VunB9fJiDcP8+Yqaqc2QJMqjnT/Pi9jThSjOn1eUTNavd6haSVgYoNf6oKQ1DJPkekgHD7KwZPPmgQXRv/2W64MoEfdQqORqKzo7GXsChm3d1dTQ8RQVwYsW0cPrK/rTD5WVzLE2NjIUvGuXlar9zkF5OYUQBF+GhTG1OGeOyZrT1cWE2PnzimV6222Mf3uwxJndWLqU4fCbN3kijGKdZ1chIIBV9itWMOVy7RrX9Lo6hWhjYniu2tX+nZFBYo2OHkKxxM1x44aip7p2rcNzyEuXAqmpfvh2xvcRl5iKySWnWTvxyiu0vDduVKrQ0tIUkr/nnpGv6HcgVHK1Fbm5vKDCw5WScRshy7SmDxxgZNffH9i61Qrx/cZGmuJnzpDkw8OBPXtcVhXc1cW04dmzCl9u2ECnzMyQLy1lzFuU1s+dS0ELD1WJ6upiTk8MBamsZNTa25v7YKDb5Ml9apfGjWN8MjubC8pdd7ns94x2iPR8bCztucpKpkvPn+fxe/99Zfza7NlW2noGA48bYLlf0xNQVETpN1lmLtQJk778/SmBeOKENz6tX4vvPLkQAeeOchG8do3XwOLFDNsdOMA33XaborvpoVDJ1Vbk5PDezhJ8o5E8I6rdExKYvrFYg2Qw8DsvXKC6j2gEnDKF7TYuyjtmZzPVJAQekpOpkmb2O4xG4NQpzsYzGpkc27bN4ypkRUhRkKnoELAVO3Zw8e7F0qXckVlZtEo8ZsSM50KSeud8Y/VqGoZpaSy6+fhjnqqrVtH+GzTSe/myMhXL7KB6EKqqGAHT6xmFu/tupxkJy5dzl9XXA/s+C8Rjj90D76VLqZJz6xYPhMDixTw4Hg6VXG2B0aiQq50h4UOHSKxaLdfT5cstnM+1tWzZyMxUKoMAkuqCBWQzF+R5mppYHCL0Y0ND6XT168Otr+dqVVzMx8nJvHg9pAipo4MhxMxM5SeYIjBQWaSjo+mIdnczoND3VlnJ0+azzxhsiI3t+ZD4eFrrorR16VLmmj3VC/Iw+Pkxvbh8OUe9pqYyZPz55zwca9bQeernycqyIrQwWL+mO6OpiX3xHR2K9JsT0zN+fmxkePllpo/eew/YvTsK2r17GQ08dIgXSlISqzlHwTUgyfIIqs+7MZJ71EKuXr1q+UXFxTw7fH2Bn/3M5ovq/HllgtPOnTyP+qGpiRO08/KU5wID2Rowf77doejhQsw0PnCAhKHRMBq2dm2fHLEs0xPbv58v9PEh+6akuP0FYzSy9TQzk8aDUA+SJNYcxceTSGNibItoG410EG7dInc+9ZTJ+y9cUPqvAMbQRAwzNpbV06Gh3K9i/J2prFVLC79A6EF6iPHijujqYhr19GnFno2IYEpwxgyT0zc3l6PrvL2BH//YfJ/X1/ME8vEZxHJ2MdrbqeRWVcUf+MQTPO9GAKWlnDTX3c2ajO3be3aR0cjwQVSUy/eZVVxgBVTP1RYIr3XqVJuJNT+fYVSA6YQBibWyEti3jwQrSXQHFyzgvQut444OGgUilB0Xx1qD3gZ9g4GrUXMz88HXrvH5yZN59YSGumKzrUZDAxfVrCzueoGoKNo0KSnDax3WaOgY/P3vrF167z3g0Ud7JBznzuWiIho029oU9XsBnU4ZymoJZ8/ynBECvGLAqid6VS6Ctzf5cPFiGsInTvB4vfsunbtNm3rqBtPT+Yb580msskzLKT2dBWriOIWEuN9ox+5u/qCqKp7Ue/eOGLECPD137mSjw6VL3IRNm8CLZJQNTVA91x5YZa089xxPyvvvt6mirrYWeOklkpSZtWaKwkK6N52drK546CG3kC8sLAQ++YQEpDN24u7odKSMr4WmtZlk2txMQjCFRsN428qVblsJbDCQvy5cYNpTXAV+fjy08+bRcXSkEV1TQ4Lt6KDNtHVrnxfo9Ty/yst5KyujwSVUgcQIvMBAlsKKe4OBkY6+qlXe3kwjzJ7tEZEDd0NHB23F1FRFCGXGNCPuu/kf8EEn8L3v8TidOsV4skB4uCJ+8E//5PyhENZCllm9JXI6M2f2jKkxgVbLikQnFxtmZjJABzAK7KD5AA6B6rmONJqauPBJEj1XK9HVRUOxo4OOxNatFta4I0dIrJMns7XGxeG9lhZ2zgjZwrBQGXu1HyK8+iYw0DQTrZYXZHi4IgbhZpBldgBcusR8qqlNkJDAVqjp0503PCgigh7svn0k9Zkz+9TFeXlxv5nuO0OPWpWPD4l1MGOlsZEkm5vL+7Y2RltycmhBbN3qGSpWbgJfX6Vb7PhxHrOirHrkFXZi1pwe/c4XX1TeEB/PuoLgYOAPf+CakZvLPh93gKjMExCyVn1RWUn30omYN4+2oKh3dCdydRRUcrUWhYW8j421mvhkmem06mpeh7t2DbJwC9N49WqXEqvRyPbLo0fJ9ZJEL+v2cefhffgmf8Dq1VxAgoKUm5+f23pG7e2M2F28aK7vHxBAp27RIgYLRgJTpzJXffo089cJCUOQuVZrMc8uopHFxXSOfH1D4Os7H77z5sN3qQy/xgr4F92AT/pJaK5eVRbNvt6KikERFETOnDULeO9lH9TWAsYuPTT+/jQkjx/n9ZufT6aYOpVWtU7nXv2v4eFspLckK2owMB5+/TovFAeI5AwGsRmjVUNFJVdrUVTEexsulrQ05ik1GgooDRppEbmxvjO4RhC1tZQprqjg4/HjWYs0wacGePEQn9y4kU1rHoCmJob0MjK41gEkoZkzGZ5PSHBN1FpMnqurY6p01Srb3t/VxfenpQ02T1oCEAsgFuNap2JZ8QcI19Ug+NZLCNh1D/yXzRnejxiDiI8HvIL90W3QoKnRiNDWVh68OXOoKpSVxX6Ty5f5hrlzRzSfOSQkaWjN4IYGpTVmyxanbUpdHaNHgO3nv6dAJVdrITxXK5WQiopYXQ7QWBzybcJ9cRG5FhSw0Ka9nU7oxo09bQiyAXi5R/Q4IcEj4je1tfQMs7KUdGVMDNeVWbNcnwLz8WERxyefsGhmzhzrtMkbGxlVyMhgmkF8log6dnT0v3V2AnUBE3E44XtIuv4RworzgMyP0TCtGIaNtyNuihdmzHD7mjO3gEYDTJuhQde3AaitbUao6HMV/duibzM/ny92oPj9iGH5cpLrxYsUlHBSFO3MGUZepk3zaBGmQaGSqzVoa1PmJllBrs3NrBswGllHYtXADEGugg1GEJmZlC80GFjN99BDJl720RMsrPHz4wLipqFfQKktuXZNKVCaPJmWsal0sTtgzhxG4IqLOTr0vvsGfp1ez91/7hx/l5gZMW4c1/J58wZPoxqNYtB4AEqK9qLx6HGEZB5H6M10NFWU4dvknTjoH4IFC+hRe+gAkhHD9OlAnk8QamqakdjQYJ4fj40FHnmElrVG47K2uWEhIYFVu5WVtOKc4FY2N5O7gdHrtQIquVoHERKOiGCibhAYDFQTa2lhauuee6xc1F3gucoy66hOneLj5GTyZ2/fanExXStAKdRwQxQWUo701i3luenTmRp2V+1/SWLU7aWXWGA1YQKPR2Oj+c1UPwRgaHLZMlr81oS0NRplMPn8+Rrg3vXouhqH5jc+RktVKcbnvoAzMffh/PlpyMxkoejq1R6rTOl0TJ0KZIXEIaikDM3nsxHUt6dOktwrz2orROj400+Zd1i+3OHtXGfPcp2cONGlkuhOh0qu1sCGfOs333Cx9/GhOqHVIcgRJtfuboYlRUvqmjXsnuk1BLq6+AJZppvlZv16ssyC2BMnlIi9RsMCpZUrPaNlbvx4FotlZFBzwxK8vdkXvWyZY0Jo3snTEP7P30P4++9jclkZpjbsQ3r9IpwN3oy0NG9cuMBoy8qV7pUydAf4+ADei+YAJedQc/I6gnbd5fo8g6ORkkKru7mZRSNz5zrsozs6lJGxq1e7VzTJ0VDJ1RqI1XsIcr16VVFF27bNxqjQCJJr32l1W7cOcP0cOMB4YkgIcOedTt8mayHL7Co5cUKZwqPVMj+8cqXTCxwdjg0bWJjZ3a1M2ut78/V1wiIUGkplnm++QejZs9gon8d8Yy4O+21HdvsknD7NCutly7hf1Q4eBVPXTkD5wXGoLq3DlBvZkOY4doqMy6HV0roSszDnzHHYCZiezjqAqKgBJFNHGVRyHQpdXcpMuEFiGPX11I4FuBjZ1NrW1qb0iAyTXOvr2dZoSRpEDDNvarIwra62luGgCxd4QW3f7haC8uJ3nT/P1iaA4euFC9na4qYR6yHh7880nUvg5cVpCzNmQPr0U0Q01mNX+6sonbISX7evR1mlFidOMD+2d69nRANGArOSJFwZnwK/3ONoOHEJYaONXAH2p504wdzryZNc1IYZHu7uVvT5V60a3V4roJLr0KiuZlVIYOCgJZWnTpG4Jk+mN2IV2ttpGaalKb0iISF2b+q1a0yViI8aDBERwO7dfUSgbt2iSpSomlm5kgo/LkBbG4su8/J4M+1P9fGhYb1s2ZApcBXWID4eePpp4MABSBcvIq7gFJ6KK0TOnTtw8GwI6uqo8f7kk2pVMUDDtTWEhUzG+kYXb42T4OfHirlTp9hmlJnJFgK7Bt8S6emUww4L89xBQrZAJdehIFb1QaQIW1p47gEk1iELTdraSKhnzzJGArDScN06u0bZGY3M9Z45w8fjxw8eko6IYJ2CWaqouppNrkYjF9uVK0e0u1uWSaa3bpFMRa+tgEbDop+UFEap3MCZHl3w8QHuvZexus8+g1RSjBm1L2Dy7ffilTMzUVVFZaknnnC5eJjLkZ4OeDXUwN8fGDdzFAty3HYb171vv2WK6P336T3s3GmVVSvLTEEJJc9z5/j82rVuq4rqUKjkOhSEZugg5JqWplS/9atO7egw14otKzPXIY2JIamajd2wHi0trE4uKODjlSutJHhTtLUxCSvkF/fuHTHBd4OBNROnTyvdTgLR0ewMiI/nZql5vxFAUhINvQ8/BEpL4fvpu3h09R14sWMZqqt5mjz8cJ9JSGMM2dlAUGslJk4EpJhRHCvXaFhxN3s2L9AzZ1h/8umnDHv1Wa86OrgOiaWuvLx/tXtkJI3jsQCVXIeC8FwtVMp0dipDMlas6DnfyspY2VRWxhzmQIiJYYnuMMIsxcU0Jpub6YVu22Zh2s5gMBj4IXV1jPnt3DkixCrGe509qwxc9/Hh9gtCVdtBXISwMLqohw8DZ88i4NRBPHJnNP5+JB5FRRzT+8ADY8P7GAiNjUBMSyUCJmBsJKK9vdlKkJTE3rGbN+mGmgjKNDVxKIXpVCmAS1tkJKNpsbEk1rFy3qjkOhSGINeLF2mxhYf3zE+vqwPeeEOR0AFIWmI2pzjLhtHjIMsk9IMHyY0RESxMioiw44P276e56e1Na9TJSczWVnr66elMOQMk0WXLWEOhhnvdBFotpcU6OoDMTEQc/QC77/oeXv80BNev87S5887RX5TSFwYD0NpkQEBbNc9Ve8hV6A572s6LjgY2b+bszEOHWI8RHQ29nvZ5UxMLCxMTlXHEMTFjN8phFbk+8cQTdn+BJEl4+eWX7X6/yzEIuRoMSuvNihWARm8yAmfCBFp7sbEOJazubqopXbrEx0lJTJXZFTI9d47lt5LEcS1OFHTv7mbqJj1dKYgOD+d+mzvXeZNoVAwDkkRx6cpKoLwck1Lfw31bn8CHn3ohPZ0L6erVrt7IkUVzM+DXWgMNjNAF+dpepl5aSuM7IqKPFJqHYPFiFkbk5DB18N3v4uAhHUpKaBg//rjntcM5C1Ytaa+99prF/0k91pelsbAeTa56vRLnGCDnevUqQ0SBgcDcOTLwyadMHAYG0pUczoTtAdDRwWJeoa62cSMLk+wygHNz2csK8IPsKKSyFlVVvA5FTnXCBJbiz5gxdkJEHgudjmooL74IlJUhueArtNy+FfsPSDhyhKf4vHmu3siRQ1MTENhaCR+fnnyrLRefUG7p7CTJvvoqE9ieVIItSbTmn38eqK5G3guHkF57FySJY65VYlVgFbm++uqrAz4vyzKeeOIJrFq1Ck8++aRDN8wt0NDA0Km3d78wriwzxw8w9eCVdpq9MFotFyMHE2trK9shystpIT74IPOSdqGmhpXBssyVccUKR25qL2SZjvHBg7RTAgMpWDFtmudFxMY0QkMZ2XjrLeDiRSy9Jw5NKxfi9GmOVAwPd1+ZSUejqQkIaCG52hwSPnqU115gIEM1tbXAK6+QYEdq5uFgkGVuU3j44BdoQACwfTuan3sTJSfSEZGUiJQHZo56UQhbYRW5Pvrooxb/98QTT2Dq1KmDvsZjIeZ5hYX1O9kKCxkt8/YGFs1sAZ47wn/ceafDV5quLuDNN9meEhDAa9FuGbyWFvZUdHRwO+++2ylM19bGhVfMYp42jQVXal+qhyIxkWXo33wD7N+PjT+djYYGH1y9yrqnYWSOPApNDUaE1efBxx+2pVHa2pQcUnIyDZaDB8nWH30E/MM/OGNzrYcsM9904QJnMu7cOXhYKTERZ7EMOuNZJBfvx/LlM0duWz0Eoy4od/36dezZswexsbHw8fHBlClT8E//9E+osTz40jKys3k/gDKTmEU4ezbgJ3Xw5PTxoWSQA2E08toTxPrEE8MgVr2exCoGIQ86vd1+FBQAL7xAYtVqKQI0ArVSKpyNCRN47+0NyVvXK5ZSWurSMcQjCp9L6QhqKYfWz7ungtHaN/oo60haGokVIIHZ8jnOwtGjJFaAF+5XX1mWeetBXDgrEus1EXjxRaCkxNkb6VkYVeT67bffYtGiRXj77bcRGhqKu+++Gz4+PvjrX/+K+fPno8SWo28wANev8+8+ovWyrHhks2ZBKXHt6hryhLQV33xDjvfyYv3DsKZYffst48r+/nR/Hcx2RiO/4vXXaZCHhwPf+Q4rgdUw8CiAmPIwcyag0SAsjKeQwaAohI5q1NcjJP0b/rl4s22pH60WePRRCjNotQwNr10L/PjHLHx0JdLTlelX8+fzYs3IUJ4bCBUVmNV9CXPmANVzNqC2Fnj5ZXK0g5dAj8WoqdFsa2vD7t270dbWhl//+tf4zW9+A4B54Z///Of44x//iCeffBIHhcU4FPLyGDoNCurnuZaWsmrQx0fkPXvIVZZZrOCgfpILFxTVpW3bgLi4YXxYXp7yYffeO6gohj1obWU5vphxMH8+R6qNtoEhYxZGo2Js9ghnSxLPyexsXhOjOu/aEzaVu7rREDoFwbPsiFBpNOxtX7KEhWIjJNQyKK5fZ2sNQJJfu5btgl99RaYMDBw4GnfkCCDLGLdmNh65azz272cHw/HjykeNdYwaz/Xjjz9GZWUlZsyYgX/5l3/pfV6SJPz7v/87pkyZgkOHDiErK8u6D7xyhfdJSf1yD6KQadq0nqiql5cSXjXtbx0G8vOBL7/k3+vWDVOLs72dqioAm0kdHIYqK2MxqRi1t2MH+Vsl1lGE4mLm6319qfLRAxEpHvUhwYsXgbw86CUdsmdshZduGKEYX1/3INbCQuacZJnrwpo1fH7xYuXvL79U0mMC+fkUktBogNtug58fcN997NoCSLBirNxYxqgh14yMDADAmjVroOlDhjqdDitXrgQAfCZG1wwGvV6J+/YJCV+7RmNPo2E7SS+Et+oAcq2tpRdoNFJLd+3aYXyYLPMCEXHazZuHvX2myMpiwWNTE1v3nnpqbIhyjzkIr3XGDDNiENGUUU2uTU29OdLKpPVo9xvn+X3ZlZXUstTrGebvqwiyfj3DT7LMzoLiYj4vy8xVASRkkwjY4sV0BAA6vuKUGasYNeTa2toKAAiz0GgV3pOstMpzlWXmRmbNMot1tbXxpAFIrGaFRQ4i1+Zm9rK2t3PhuvfeYeYrL19m9ZVGQ/PSQe6kwcA22U8+4fU5fTrzqzarRKlwf8iykm/to685fjzPz4YGpgZGHYRx2tkJTJiAqoRlADxcdaixUekYmDSJDap9K4MlCbjnHl7Yej0XpepqMmZpKdeRAaz+tWsZRZZlOsVFRSP0m9wQVpGrVqu1eJMkCa+//rrF/3uNkIkX2dMnViiSfn2Qn58/6P/NoNOxefXBB82Y7eBBLiCRkUrUpBcOINeqKupz1tZy8tywi3kbGhRrYN06JYY3TLS1seVRzGZcu5bFVqp04ShFaSm9N2/vfpOSfH0Vg2pUeq9XrlCNSKsF7r0XeiOXTI/1XNvbefE2NbGV6KGHLFsKGg1FpOPilPcJr3XFigELIoWo14wZCif3HcgxVmDVKWJJfcnZ77UFa9aswb//+7/jq6++Qk1NDSJMXKjS0lIcPnwYANDc3GzxM3Jzc5HcJwws0NWlCMyHhQH/+I9XzV8wTHItKuKJKHSK9+4dpjJadzcV1js76X2bxbDtR0UFFR4bGrjWbt9u42B4FZ4HUX8wffqArBIXR6emtNQ9ukochrY2iigDtKajotDdzYduS65ZWVRfs4SKCh6s4GBgz56h5wfqdOyje+UVpe/fx4fScBag0bDu4o03GE1+6y3gu991vdKjpbW9L3Jzc5HogHGbVp0iRjE8242xefNmLFiwABcuXMCWLVvw17/+FUlJSbh8+TK+973vQd/TiNc3H2sthMi8n5+FC6utjfd2GBN1dUx/iCjNrl3D0vVXZi9WVJAB77tv2DqDsswI85df0tAYN45GrzsIy6hwEmSZFaMiRGEhmS7SI6POQ7l1i9d1eHivcSrGL7ttsd6hQ0PH5319ab2HhFj3mf7+DB2/+CIfe3sPKWau09G5fe89OskFBWOvFsNd7S+bIUkSPv74Y9x11104f/48lpqMQ4qOjsa//uu/4le/+pXFnCwAJCYm4urVqwP+77nnuHjs3QtMndrnn2JOq1Zrs0ZvRweJtb2dUdthzcoUubEvvuAHBwRQaWWYgp8tLSRVUeMVH8+PHetDs0c1ZJkSWxcv8vGKFRbdUkE0BsMIbdtIQRRuBQYCWi1kWRnF7LYausuWsU0G4DHr24srSTyOtv4AITAB8NzQ6wd132/dYs4VYCbBHSIaltb2vrDWwx0Ko4ZcAWDy5MnIzMzEJ598gjNnzqC9vR3JycnYs2cPPv74YwD27ThZZhgUsKCxLerOk5JsEmYQ6kvV1bwGdu0aBrFWVTGE1ZNbRlwcGdDWqR0mkGVGBL/+muSv1TI6tmqVe3QSqHASZJnVahcvKkLtg6jzi3PBAwJctkF4Zz3uanu7kvVxW3JduZJWcGkpF5ZNm4av4FJWpqxxvr60ti9fZjXxAMjOZuDMYCCpPvCAG4fRnQiH/WSDwYCvvvoKN2/eRGBgIDZv3ox4u5Xl7YeXlxceeOABPPDAA2bPn+kRUFgnasVtQHs7Q6HAAOTa0cETDWAtug04coTtYkJ9yS6t//Z24NgxqqwYjfywlSvJgsNgwJYW83L6mBjmV8fCbOgxj6NHKdEHUL1k7txBXy4yDqPOc+1DrrW1fBgc7MbVwhoNj9mLL3JxuXgRWLDA/s+TZVrXssy+wJgYikmnptLg6kPcV6/SYTAa6Wvcf//YNcStJtfs7Gz84he/wIkTJ6DX65GUlIT/9//+H7Zt24a8vDzccccdyDVJpGu1Wvzud7/DT37yE6dsuC2oqKjAhx9+iPDwcNx33302v1+MdA0KGsACy8xk8VBUlE0SNVlZihjFvfeypcEmGI28cI4cUfK9s2ZxwPUwRljJMi+Qr7/mx2o0rAZWvdUxglOnFNm7u+4aklgBhVxHu+cqQsLDkiAdCURGspXw0CG2OCQk2L8mZGayDNzbmz3yOh1VIqqqWDhlkiPLyqJWjSwDc+aQ48fySEmryLW4uBgrVqxAQ0NDb/XvuXPnsGPHDhw8eBA//elPcevWLSxatAjx8fHIy8tDRkYGfv7zn2Px4sVY069vxTm4cuUKpk6dCl+TnpCSkhLcf//9aG5uxmuvvQY/OxKFFkPCYqYaQK/VyvBLSQnTWQCHTaek2LhBRUUMAQtB18hIag2aKOfYg85O4LPPlJbGmBheIHYPClDhWTh3Tmm12LTJ6kiMMLrGiufqYOVQ52DZMoadiou52Dz8sO3h4fZ2eqkAW/lEaG3BAha5paYCU6f21r0Jm2zBAg7bGsvECljZ5/q73/0O9fX1WL9+PY4cOYLLly/jlVdeQUREBJ5++mlcunQJL7/8Ms6dO4f33nsP6enpeOmllyDLMv7yl784+zf04o9//COio6Oxfv167N69Gxs3bsTUqVNx7tw5PPPMM3aPxROea788S0EBy9O9vWmqWYHOTlbQGQwURrntNhs35tIllsWLwa533MFxVcMk1tZW4LXXSKwaDa+lp55SiXXMIDNT0Zhds4apBSvhkZ5rY+PQVbWCXA0GQK/v9Vw9glxFeFino664PXqE337L8FVkJPv+BZYuJVHn5qKzqBLvvqsQ68qV1J4Y68QKWOm5Hj58GJGRkfj888/h39MjkpycDH9/f+zatQtJSUl4/PHHzd7z5JNP4tlnn0WqmGE4Ati2bRsqKiqQlZWF06dPIywsDHfccQd+9KMf2ZVrFbDouaan837OnCFL0wVOnqQK07hxzGHaZEx2diqjqlJSSKwOmGxTX895sXV1rLrfvXuYQwJUeBauXmXIAqDHY6Pqukd5rm1tDJdmZvLimziR6ZRZs/pf4Kb9Np2dqKvjcun2YWGB8HBg40ZGuQ4fZgjX2kqs8nKFkO+80zwnFBYGJCWh/fxVHP23VGSP3wYvL2DrVqt9jDEBq8i1pKQEGzZs6CVWgQ09Ax1nWVARmDVrFj4X8c8RwLZt27Bt2zaHf+6Anmtzs9KbYmX4rLFRmZe8ebPVfKzg1Cla2+HhtEodkAStruaIuJYWri0PP+xBi4eK4aOuThFvX7CAOXsbw4ce47l2dnLQcFMTH8syUyxFRTRaN29m+4qARkOC7eqC3NGJ2loash7huQosWcLwcEEBE6KPPWbd8f3mG+6fGTPE6C8ztKUsxcW/XYWv/jLC4jdjxyP+jhKAGzWwynnv7OxEVFRUv+eFXm+QhTLXwMDAXvEGT4XBoMi6me2CS5e4mkycaHUJbXo6P2/yZDv6vjo6mBMDmA9zMLFGRwNPPqkS65hDVRXP43HjmCizo23DY8jVaOTJDlBY5cc/NlcaEkoxpq/vccfbu7S9AhJu24YzEEQrlbc3p+CINWQoiIOam8u1zhSyDMOZNHR3A0aNFx5/3GHKqqMKamR8CJSU0OD19zep6JVlhpWAQfv/TNHdzfnDAK9nm9ew8+e5IZGRDunIrqlRiDUmhnOc7WoFUuHZEH3Q3d12J8qG20Y5YvDzU66dkhI+Fh0OEyb0F6JvaSG5ajRoMPDiCAx04zYcSwgLU6ZhffONUpk1GB54QBEI/vjj3vmtogc6sPAqJC8trs5+EF1ew5GTG71QyXUI3LzJ+6lTTRaRsjK6fV5e/UbSWcKVKzSMQ0NtFnHiCS4k6FauHPZqVlPD4iVBrI88Mky5RRWeCyGBJ4hkGBghGfHhYdEi3l+6xHB4VRUZc6ApGUJMPCgIDU1cKofR5eZaLFzIosfubuDDD5XGfUvw9uY+EZrkJ09SGeL4cSAtDZIE1KzahvqwBFRUOH/zPRFW97keOHAAt1kobbX0vxsiJ+nBMCXXXogwyaxZVo2CkWWlJ3/xYjschEuXuPgFB9vRt2MOlVhVmMHfn6Si1zMXaUfMU9h6HkGuCQn8jfX1lBLSajn9aqCwjSDX0NDBFdo8ASI8/OKLLFZ6/30q1wyWXpIkFkRFRrKd5/p1RVXm9tvhW5cCpPPjxppusDWwmlwrKipQYcFEGex/ksfEjPqjqYkzhSXJhFyNRlZXAlaXxhUXU0Pfy8uiYphlGI2K2sTy5cPKtebksKahrU0lVhU9kCQabXV1Y4NcJYlenOjnvesuy+IvglFDQnr/9Kh8a1+EhLAV4PXXKf77+ecsjBxqjZ47lzn5d99lQeWKFcDy5YjpSXOpnuvAsIpcjx496uztcEvcusX78eNNSKiggG6fn5/VvaXCa50zxw4yy85mjsTX124ZM72ea4mILI8fzwEEKrGqAMBFt65O8dRshEeRK8DQcEEBR1ANdk2ZeK715b1/ejbi4phPffddSioFBdE7HQoTJwJPP80w+pQpAJQe+PJyHnsP9qOcAqvIde0AE+fHAgS5Tptm8qSYbZmUZJUX2dSkRFKWLLFxA2RZ8VoXL7ajd4e8/OGHipjTsmW8lsaikLYKCxB512GSq8dAjFwbCmJ/hISgoeca9nhyBVj0cc897G0+dYo552XLhn5fQIBZW050NFNcbW3sTBzGjJBRCXWJtQCDQSkk7A0JGwyKNqCVuc/z5xnZnTzZDrWjwkJWNXp5mSukWIlLl5T5q/7+TLm4w+gnFW4GB5Grx3iu1qInFiwHh3h+zrUv5s9nBO7IEfb4BgbanDj18gIiIujMVlSo5NoXarWwBVRWsvPF19ekBaekRJmTOmnSkJ8hy8o4TJu9VoAVegDbfQIDbXprTg4r6Lu6GMX5h39QiVXFAGhuVqzIoeQALcAjlJlshdHYS66tulB0d9OIsHa+uEdg1SouTLJM1SobkZ2ttA1b090z1mCV52qpStgaSJKEI2J4rwdBWONeXibVvSIMbPakZZSXc+3y9raD2IqKuOhpNDbpvAI84YWa3cKFrNlQtT5VAOBCWl3NnGNBAXVnOzqYchBtKjZCFLRERDhsK12P0lJapn5+qNJTkiksbJSlUySJEbhz52yK7be3U1FRNE1ERFAnXYU5rDpVjh07BkmSeifi2AJPrRYWw3PEcGQAivfY0mJVBj8nh/eJiXZclKKIbP58m0oUZZkVwa2tzIls2aIS65hGXzItLOzvoUZHAzt32i3PVVzMexsmLro/8vJ4Hx+PympeQKNylrFwOa089tnZTDU1N3P5W7GCUtSjyuhwEGzaJQsXLsTevXuxzJrkt4dDtK/q9ey71umgkKvBQNYdYnyd6JG1WTSioADIz6enbOO4vvR0FmJ5eXFQsXrSj2F0dnIig9DvFNDpmNaYMoW3CROGZYGNSnIVofKEBFT27D6PIFehomTt8bSBXFNTlbkhERHs4lEHfFiGVUvv73//e+zbtw8ZGRm4cOECEhMTsWfPHuzZswdTzdQVRg98fGiZyTJ5VKcDmcrPj3ER0Y5jAS0tjCwBfaqNh4IYjggwpmtDksdgUEY/bdrURwtZxdiC0UgFIlEQN3myQqbjxztEmxqgEyzW51Gz0HZ2KgZJYiKqLvBPtydXoxH4+99Zvvvoo9ZFvGpqeG8FuQpZ4iVLuL54nAzkCMMq8+bnP/85srKykJWVhZ/85Cfo6OjAb37zG8yYMQPLly/HX//6V9SIgzRKIEmK92oxNDwIhNc6frwNtUilpZRPKizkgiikx6xETg43KyDA7vSZitGCI0d4Qnh5AY8/znFHq1fTvXQQsQIKB0VGDhnI8Rzk55OowsJgDAlDVRWfdntyLSigNGtDA/DWW9YVqAnLaIiEeWurMh3stttUYrUGNsWCUlJS8J//+Z8oLCzEkSNH8Nhjj+HGjRv4wQ9+gAkTJuDuu+/Gu+++iw4zNvJciMXCbFiGYMrm5kHfK/KtVoWEGxroZbz0kkKsW7bYXNsuBgPMn+/Q9VPFUDAYaBjl5LA8/NQpVl9+8gmwbx/wt78xET5SY2OyspT+6G3bnDqyRISER43XWl4OfPEF/542DXV1TA3pdB6gzmQ6vaa2Fnj77cE1hGUZvRPgh/BcRRQuIsIqxVcVsLPPVZIkrF+/HuvXr8dzzz2Hzz//HG+99RYOHDiA/fv3Y+LEiSgoKHDwpo487PVcTXtkBw0Jd3RwIT57llewJFHGacMGm4m1vl75TjuFnFTYCllmhcfBg4pZbwllZdSidnY/VEkJZe0A5uudLPo6qvKtBQXAO+8wLBwbC6xbh8p8/isqys3FMrq7FbWarVs5HL20FPjgAwrwD2RtNzZy3dFqh0w/CXJVR8tZj2GXu/j4+GD79u3w9vZGa2srvv32W7S1tTli21wOe8m1sJAGY2CgSY+sKTo7qS5x+jTzIwCVTzZv5kVtBy5c4FqfkOBhw5w9FUYjxc/FcAo/P7o2AQFU7DC9z8+nV5Ga6lxyramhrJ3BwN6I9eud913g15SV8W+PJle9nmGfw4f595QpFLX38fGckHB2NteV0FCGriIjgTfeYH7q4EHgzjv7v0eEhMeNG7IASpDrqIlQjACGRa6nTp3Cvn378MEHH6C+vh4ajQabNm3CY4895qDNcy2EsWc2712ckIOYsZWVvJ88eYCX6fUM/4ocdUQESXXaNLtNY1lWIkILF9r1ESpsRWEhiVWrZR/yqlVsaB4ICQmUzSwo4Huc0RSYl0ey7+ggE9x3n9NdrbNn6TAFBnpoj6tezzD+yZPUKQVo/OzY0ZtUFMaDzepqIw0hIRUZyeM+YQJvopd5IIjUlhVFkza8VEUPbCbX69ev46233sLbb7+NoqIiyLKMBQsW4Fe/+hV27dqFGLc/C62HqAcICOh5oryceTVJGjT2Ksh4wLU2M5PEGhDAkruUlGEnSEtLGeHx9raj7UeFfRCr7owZrPAYDCEhJOCTJ4Gvv2aUwg6daIs4f56fazTShdy1yzLROwilpcC33/LvjRvdPGTaF0I67fhxRfIxOJhh9AULer04o9GDwt7TpnE6R14ei0SOHCGxenkBd989+HutOHgREXQaamrUNcZaWEWu5eXleOedd/DWW28hKysLsiwjPj4ev/zlL7Fnzx7MHKXyHCLy21vtK/pcZs8etABA1K3040zT8XGrV1PW0AEQswRmzFCr+EYMtiah1qzhqMK6OrLSli32f7doFSkqUoQhABpq997r9Obm9nam8gwGIDmZE8k8Bs3NLC4TBQpBQbwWFyzot9+qqxXxKrcPC0dH81ZZySK6khKS5n339U6xGQ6ionj6ijC5iqFh1VU4ceJEyLKM8PBw/MM//AP27t2L5cuXO3vbXApZVjzXwEDwrBIFA0MIOwit1X7keuUKC18CAhwWv5VlZZaAOrB4BCE81wGT6gNAp6MO5ZtvsmFwzhzribmlhUQqbhUV/SuP16/neelkF1IogDU0MFV3zz0e5LXevKnIl+l0jDgsXmzRGCkq4n1cnIeonM2Zw7yx6I+6805O73IARM+8Sq7WwypyNRqNkCQJAQEBOHz4MA4fPmz1F0iShOzsbLs30FVob1dIMiAAwDc9IvpJScxrDIIByVWWFSH+Zcsc5mIWFzNd5ONDmUUVI4DWViXHZUsBWmIiF8BLl9ju8d3vDr5qi0G8aWn9R86EhlJladIkhpntlC60FamprJ3x8qJioke0ZfQdaBwTQ/myIa5jQa5WzOhwD6Sk8HfKMg2txYsd9tFiV1VXq7NbrYXV8SNZllEowk82wFO1hYXX6ucHeDXWKrFXK+QIBbmarZs3bvDM9PV16EkvNmvmTFXqcMQgvFZ7mv5uv50eVEUFF/sVKwZ+XU0NB/EKVfzoaIVMJ01ySWVJURHXbgC44w4PKPIB+u/HpUtZ62DFxeJx5BocDGzfTs/ArjFcljFuHHdZdzeDb2pHwtCwajnOz8939na4HczyrSdP0lybPt2qFaWf52rqtS5Z4jBz32hUQ8Iugci3WhsSNkVAAKvDP/uMMpdJSeZDQmWZRW9ff82VzN+fQhAuriJpbSVHGY10kNy+Kl0ULe3fb9d+bGzkTaPxsN7OOXOc8rEaDW3JigoaHSq5Dg2ryHXy5MnO3g63gyDXcVK90udipYh+v4KmvDx6OzqdXUPPLaGoSJE4Tkhw2MeqGAq25lv7Yt48EmhhIfDVV8Du3YyzdXRw5IgIRyQk0BMJCnLEVtsNWabYVFMTF9gRy7N2dlpfVS2abquqGCEqLVVKfe3Yj8JrjY11euG1x2DWLJLrqVPkcI/IQ7sQaiDRAgS5xpWdA7yMzJdZ2UFtFhaWZaXKeOFCk76e4UPUV82cqcodjhhqa5WV116XRpLIUM8/zxBxVhbDvu+/z5ibRsNim5Ur3SK5deYMJy3pdMADD4wQ2Vy7xv2xdClj0IPtB1kGXn9dOS4CGg3VzlassHk/CoE5jwkJ2wMbR4guWAAcO8ZI+82bzhcb83So5GoBnZ28D9A3ci/ZEJbr7ua9Tgeq8wi9YEv5NTsh+t7tdaBU2Ijycgqid3SwfHI4Oz4iAli7lm05X37J5/R6qjzt2OE2scjycqWfdcuWEWxJEV5nWhoN0sGiRgUFJFatlm0nUVG8TZ5sV/zSYFAM11FdJCiUIfz9h3xpbS1tHVnmUmajOuuYhEquFiAIstcjtMHyFVrZ3jpZWZkWLXL4GSkMTzU8MwIoLKQQutCd3bt3+OGC1avZNiGmPMyYwbygm4yX6e4GPv6YZDNrFlX1RgymE12+/ZbFD5aEW1JTeT9//tCCCVbg5k2qkgYFjfJ0i5UTca5dY4lAZycPw4MP2q3SOqagkqsF9JKrHXtIkGtg+U0unjqdzePjrIHI7bpB5HD0oqODE+iPH6dnOXkyc6SOUFgSTf6HD9PTWrLEbQ6m0cg8a3U1F9QR72cVmttCGOGLL+jB9o1FVlcrqmkO6r0/f573KSmj3HAdYlC6wcDqcGG7TJ7MoIqLSwA8Biq5WkAvuWoA2JaaoNC/LCP0Ys/Q8yVLbBjqaj0EuY7qBcBVaG5mq8z580qOYPp0Jh2H6FHW68kHJSWsqyktZdBi9+4B3urrS+ZyIwhivXaNzvl991kVOXQshOe6YQM3JDOT5cqPPGKuRSh6V6dPd0ivb20t88uS5IEzkWtrmRQVOf3BzlNZHnRQelMTVbhEdH7lSh4Kda2xHiq5WoBZWFg/6Ev7ob0diKi5AV/fciDcm2emE6CGhZ2AujpKVGZmKpVpUVE8hhZcmY4OOk+CTCsqlLcK1NayG2soGWJXQ5Y5se7yZf7UnTtdFBoVnmtAAImitZXx2rffBp58kqHM1lYWgwEOq2dIT+f9tGke1G7S2srIyvnzisXd2cn4raXFob1dGffV54fm5nK8dFsbbb9t25wza2K0QyVXCxDk6uUF28m11YgZBUfhNRsMVTnJ7FfDwg5EeTlJ9epVxWqZOJF5UQsTi0RL6uHDChcI+Psrg0m0Wuqonz5Nfh5CGMhlkGVGXzMzuSbv2OGiilBT7VF/f+7ABx5gRXBpKSUkv/MdjonT67mTHVDW29XF1ljA4RoMzoFez4KvEyeU6EpCAou7srPZ5nX33QMvEMJrDQnp9XBFY8OxY/w7NpbGldsPiXdTqORqAWKyja01K3o9EFZ2FQGtVfAK9HVYHmggqGHhYaK1lS5aZqai4AMwxLhq1aALdmUl1y7R/REeTg6eMIEdW6Ghypomywyv5eSwMPixx9zPIJJl6lZcuKCkgh0kS2s7uruVC1C0rnl7A3v2AC+/zDDAW28p/XLLlztkh2ZlkaPCw928SliW2Qt95Ii5DOfmzZTCvH6dpb0ZGUyQrlvX/zMGyLempVHXBGDX4JYtqurbcGDXrnvjjTesep23tzfCw8Mxd+5cRAnlZw9Bv2phK9HRLmNSMSffeK1Z4VTxVTUsbAe6u8lyly4xzGiq+JGURFIdpN+ku5sL0NmzfKu3N9eupUstnyuSRA110ZWVmTnClbdDQJY5Tzs9ndu6bZuLFb+E1+rlZZ439PdnlfbLLytDk0NDHWIFyDLnKQBuVVfWH9XVHD4gVMKCg5kMnTNH2ehZszgk4ssv6YYGBvZPIPepFJZlkivAEYJOqL8cc7CLXB977DGbNIMlScLGjRvxv//7v5g2bZo9Xzni6PVcJdvcw87yOgS2VECj00Ja4jgN4YFgYw/46IdeT9ejq0u5F393dioDzkUIDaCrOXcu2WSI8H1tLYs8hJOblESpYGtkfkNDScKHD9PhSElxD6+gs5PFSzdu8PHWrS4eIWcqFRoc3J/lwsJIsK++yo1futQh1mVREXnL29vNR+gdPUpi9fYmAy5fPnDh0qJFLMo7fpwhlsBAJXFqNCrtXz3kWl/PmyQ5VPp8TMOuy/vXv/41CgoK8MYbbyAwMBCbN2/GpJ4QWnFxMQ4dOoTm5mY8/PDD8PHxwZkzZ3Do0CGsXr0aGRkZmOAmDfKDQVyvUpPJMGVr3lfFlbctOMbp/Yri49vbnfo17g1Z5kJx+nR/hR5LCA0lmc6da3UC9OpVFvp0djJSee+9tsv9LltG76ixkbk9Vy9iTU1MX1ZXk+jvuccNiNU0Nr1hw8Cvi4lhbD0vz2HJ0cxM3icnu/mkn/h4Vk8HBJBcBzMs1q0jwV64oFRaT5rEEEVVFReQnhBFSAgftrdTRTI+fmR+zmiGXeT68MMPY8mSJXjiiSfwpz/9CSF9TPempib83//7f/HJJ58gLS0NCQkJ+NnPfoZnn30Wv//97/G///u/Dtl4Z6KXXBvqgRCYi6sP9r4ecm0JdP7IEOFomfbbjxkYDMyXnj5NdjCFt7dy8/FR7sPCuHpOnGhV3E+WWTl55gzXcWB4vX5aLYuOv/6a+qwLFrhOtrK1FXjjDda1BAezsNSlNq8sAwcOmMemk5Mtvz421mFKBl1dNJ4Ayj67NebNo6hGfT3DDYOFxCWJBU2trSxwevttHmghbLNhQ+8iotXSsb14kftCJdfhwy5y/ed//meEhYXhb3/7GzQDWE7BwcH429/+hmPHjuGXv/wl3n//ffzud7/Du+++iwMHDgx7o0cCWi3gpe9gubot5FrNXFBroPN14kStx5gi185OWuKpqYr+o48Pw2BLlgwcSrQRej3rRc6cUYZDazQkxvXrhxeFnD+fFZmNjUz7uiL32tFBj7Wmhh7L449bfXo7B7LMeLlI+o1wbPrGDRJsWJgHaAnrdAx5nDjBa2CofLMo+37jDVbVvf46nx8/vp/i1ezZCrlu2aLqlQ8XdpHr0aNHsXnz5gGJVUCj0WDJkiU4dOgQABY3zZ07F8eOHbNrQ0caWi3g217PvGZAgNVq5drqkfNcBbn2bQPxaMgy2a2jQ+nFE39XV7OXT/TnBQUx1rpwoUNiee3tLLBMS1NkV729+fFLlzqGgHQ6tmQeOsTU4ty5I1uQ1tXFQtuKCqbhHnnEDYj1yBFaMgBj0yNscYiQ8Ny5blzIZIolSxixKS7mzVRUYyDodMBDDwGvvEKLSpJY8NTnxIuP5znR0kIhDVWYf3iwi1zb2tpQYdq6YAGVlZXoEAsh6NF6uUMVhxXQagHfjgaSq7WrT1sbpGZ6Uy0BzvdcR01YuKuL3mh6OlsL+iow9EV4ON3IOXOGXRUky8wxZWVxkRXSlcHBJFQH8bYZFi0isdbV0UtISXHs51tCdzfwzjsUu/DzAx5+2CGiRsPDsWOMkQMsqR7hQbGNjaziBty8kMkUgYE89y9epPc6FLkCXCwefpjVawkJA+YANBqei6mpjKqo5Do82LUypaSk4MSJEzhx4gTWWJhWcfLkSRw/fhyLTao2iouLEemuHfR9oNEAfh31MGpgfRd1T3tAu28Y9FoHaM8OAY/3XFta6CampyveqIBGQ1YTNz8/LhBJSUwODdPFqKpi6PfKFZKcQHQ0PcvZs50XFvP2ZpHnt9+SZGfPdr7HZDCw0jk/n9+/d+8ITrgZCEKx4PhxPr7jDpcoN1y6xE2ZMsXDxBKWLye5Xr/O/Ks1Gx8SwkKwQTBnDsk1O5uXpFsXd7k57CLXn//859ixYwduv/12PPLII9ixYwcm9lhPxcXF+Oijj/DGG29AlmX8/Oc/BwA0NjYiIyMD999/v+O23ono9Vz9YL3nWlEBSRqZkDDgwZ5rTQ2vYFOJwfBwslpiIonU29vhjFNfrxCqaJMEGDWbMYPRyISEkQkNisheVRUXMmfKyxmNnG6Tk8PfumePi4uXmprYgynaQTZvZnh/hCEUtgAPKGTqi6goYOpUxm/PnmWS1AGIiWEBfXU1edud+rE9DXaR63333Ydnn30Wv/jFL/DSSy/h73//u9n/ZVmGt7c3nn32WWzfvh0AUFtbi9/85jfYYKm83s0gcq5GH1hPrpVKMdNI9KCaeq6y7AH5IoMB2L+fiU2xg+LiGOKdMcMpyUejkeR19izbXAW0Wq5Ns2fzq0dkALgJfH1JsCdP0oGbMcM5x0+W2eZ49Sp/84MPsuLZZbh+nSIInZ3coM2bGX93AYqL2bus01F3weOwfDnJ9eJFilY7YFKTJNF7PXLEdQV3owV2J6x++MMfYuvWrXj55Zdx5swZlJeXAwBiY2OxcuVKPP7440gwUfxOSEjAL37xi+Fv8QhBqwV0nU3kAGtUAgCgqAhaLdAcNB56PetynJliDgzkwtDdzTyaNakXl6G7m3FJ09mlK1da3RZjKzo6uOakpSkKcZLE8F9KChdTV49NXbaMpF9Wxnnfjm5/kGV+fkYGf/uOHTQoXAKxMYcO8e+4ODYLuyhNJMscpwbQwHLEBMERhSxTYQyg0drd7ZAfYTCw/QxQVOpU2IdhLf3x8fH4t3/7N0dti1tBowG8u1pIrtY0NdbXA3V18PLWoCWcrkFzs3PzOF5eTEFmZfHmtuTa0cEeu6IibvQDDzitWqKujoR68aJSnOTvzyIiJ8yrHxYCAugZnDvH1pigIG6fuIWEKPcxMdbngIWuxvHjJG4A2LTJhd6Z0cgeVqEvuHgxw5gu1O28coWno07H9iqPw5kzyri9e+912EjLQ4do6Pn48GNV2A/PKN21Aenp6fjDH/6AU6dOobq6GgEBAUhJScETTzxhk2yjVjJC191G6VlrTtwelQFpYhwCW33QWctKRGcXScydS2K9coU1IW5XjN3SQuaorGQsdPduhzcTyjIXhLNnSSoi4hwVRe8wJWXIEawuw4oVDNm2tvJ8aWwc+HV+fiTH5GR6uAPxkiwzBH78OIf8AAx3r1jh1PkRg6Ori+pAYqD5pk0OE9q3F52dbKsFOPTInQwuq5CVpfyAzZsZxx0mjEYWbotW4+3b3Xd6k6dgWEtxZWUlXnnlFZw8eRKlPULSEyZMwJo1a/D4448jeoTLET/66CM8+OCDMBgMWLBgAVavXo3q6mqcPHkSp06dwjfffIN9+/ZZ9Vm6rlZIkCFDsm5knIilJCYiuIC5HNEr6UzEx9OzaWzkwjqYqM2Io76exFpXRwNl7166YA6CwUCjIjXVfKjNtGlcv+Pj3T8PHRoK/OQntEGamvrfGht5LrW1sVvpwgWlaDo5mflTSaIQwvHjyn7w9mZOd/lyJTfvdMgyV2mDgbfWVg4GLS+n1efSUTuEwQC89x73bViYw8bAjhxyc4HPPuPfy5c75Ac0NfEwiZqEDRvU+a2OgN3k+tFHH+GJJ55AS0sLZJPqncuXL+PgwYP4/e9/j5dffnnEqoP1ej2efvppGAwG7Nu3D7t37+793/Xr17Fq1Sq8/fbb+M53voP1VsSBvLtaYATQ7R0wdPjKaFSa5RIS4NdTiToSLTKiAOHkSRq0bkOuVVUk1uZmMsgjjzhs+nRbG/OI584pBoxOx4rPpUt7tcg9BhqNEgoeCEYjF76rVykr29ZGLY3z50mc/v6KAqS3N/eBQ8cIGwxkeaHu3pMCQX09D4BerxDqQJV8AQEUMYiLc9AG2QdZJi/l5XE/7dzphpGewdDZyWIwo5HhmM2bh/2RN2+y9bWtjfvknntGru96tMOuU+v8+fN46KGHYDQasX37djz88MOYMmUKJElCQUEB3nzzTXzyySfYvXs3Tp8+jUV9xx05ATdu3EBVVRVmzJhhRqwAMGvWLOzduxd//vOfkZ6ebhW56jpb0AlA72tFSLi8nPI+vr7AhAm9i9pICerPnUtyvXWLHpCD0i/2o7iYOdb2dsZmH37YPjFeExiN9ODS0mhEiGKLoCB6aAsXOm0mvcuh0dALj49XRtddvcrC29ZW3nx8SKrLljloP3R10Xq5eJEkKkbz2QJJov7vjh0OM6yGg2+/ZQWsRkNidZA08cjh2DEaM+PGMSE6jLCMwWAujCUOk8tFRUYR7CLX3/3udzAYDPjwww97W20E5syZg61bt+KTTz7B/fffj9///vf48MMPHbKxg8HHykq5cCvPHu8ukmuXt/X5VkyZAmg0vVWoIyXuEBFBp6CkhFr2LsuvAWT4994j+8XFsalyiLLctjYSRkEB1w4xIc701rdyMTaWvzM5eWxpoGo0bAVOTKSCXV4e95nDqp8FqZ45Y34C63SMo/a9hYTQ/dNqlXvxtyS5TVw+PV2ZZHfPPS6smrYXVVVKQvTOO4flcjc0MA1eUsLHS5cyFe5RXrwHwK7deerUKaxYsaIfsZpi+/btWLlyJU6KM9rJSEhIQGJiIrKzs/H222/3Cwu/9dZbCAsLG3SbTeHVSWWGbh8ryNUk3wpgxD1XgCHRkhI2xbuEXBsa6BYcP06zODGRTZUDNJAaDCTSvDzeRPHNUJAkjnlbvlzJNY5laLXMLzsE3d0k1dOnFVINDwfWrKGyRmCgx+7wGzc4iQhgZbDTezfr62kFWdvCNxTEKD6jkcnQYVgG168zNC7Ul+6910N7fD0AdpFrY2Nj7/zWwTBp0iSkp6fb8xU2Q6vV4vXXX8fdd9+NPXv24E9/+hOmTZuGqqoqnDx5EklJSXjttdcwbpDwVG5uLpJ7kpadtS3QN7dDuuYP/8//v36vvSpmVBmNDIMCXITgmjmrycnsdqisZPvF+PFO/kLxu3NymLgR42PExtx3n5lLaTSy9eHKFSVvaIroaIY9IyIY4rR0G0te6oihu5tq/qKiZdw4YO1aJt9c2C7jCLS2Up1KljkExoJa6/DR3s5YfWYmrVxvb+D733dMu8CVK7RGdTq2BNgBo5Fh4NOn+TgujmFglw5tGGEkW1mQkpubi8QeR2k4sItcY2JicPHixSFfl5mZiRgHVocOhZUrV+L48ePYvn07Lly4gAsXLgDgRJ5NmzaZiVoMCWsVlkxDXz0rvyAAe9JU9kK0aly+TAdk2zYnfInBQGbMzmb411QPWJLYYjNvXu+oF6ORa8K1a0p+UCAggF5XYqIyjUOFCyC0EQsLab1s2cIKOQ8nVYGMDEa6Y2M52tShzrfRyOsgK4vXhF6v/K+ri9buQw8N7zs6O9l8CrBvyA42bGtjGFhkr1asYEWwaqg6F3aR6+23346///3v+OUvf4nf/va30PY5SrIs45lnnsGNGzfw1FNPOWRDrcE777yDxx9/HMuWLcM777yD5ORklJWV4Y9//CP+9Kc/4ejRozhz5ozF/GxiYmKvR5r1u69Rf/AcfG9fi2X/PEgBlCSxzLOujhWVLjQFly4luV6+zByKQ1sw2tqYSzXVEPTzI0NOm8ZQlZ8fQ775CqGaeqh+foxqzZ5tuVdTxQhClilHef06V9qHHmLdwCiBwcBcK8BUgsPOt9ZWTvK5fJkVhALR0TQsx4/n/NTsbEZ2pk+3/7uOH1eKmOxouykv52Xb0EBn+t573aijYITRG20cAtZ6uEPBLnJ95pln8PHHH+M//uM/8M4772Dnzp2Y0nNRFhYW4oMPPkBBQQHCw8Pxq1/9yiEbOhRu3ryJRx99FFFRUfjyyy8R2OMKTZs2DS+++CLKysrw5Zdf4pVXXsH3v//9IT9Pb6CJ66W1woUV5CqGd7sIcXEUZC8tpffqMOWZqirOKquvp3ezeDEXjLi43hWrogLI+JYRLNNwuL8/CTUpiYSqWstuhNxcso8kMYw/iogVoIHX3MyoiMMIRZaVuX0AT/A5c0iqMTGKa7x8OWOw+/czXWRPtVBVlaLCtGWLzZ+RlQV88QUd6nHjgF27WLyvYmRgF7nGxcXh22+/xZ49e3DlyhX84Q9/6FU+Ej2vKSkp2LdvH+JGqLft3XffRXd3N+64445eYjXFzp078eWXX+LEiROOJ1dRuGBJXmcEsWIFJXzPnaN077AF6XNy2GHe2cn80UMP9V6hXV0k04wMErpAQABD1ElJLDxSCdVNIapPFy8ede6MkDIG+PMcdg4WFZFYvbyYtJw2beAPX7OGnm19PUl27VrbvqdvEZMNlWsGAyPJ4vBOm0bbydVa2mMNdhdfp6Sk4NKlSzh27BhOnjyJsh4R0/Hjx2P16tVYt26do7bRKpT0WJIhFir0xPP19fVWfZ7Nnivgcs8VIKmNG0dH+sKFYUzykmVKHx0+rAy83LkT8Penl5rB4uDOTr5cq+UasGCBGvLthSzT6rh4kTtk06aRH79jCbW1ivC7i6bSOBMlJdz1Xl7UlHYYUlN5P3fu4DJGPj4UefjwQ/YAzZljW3HT1assWPDysqmIqaWFxrXI3qxdC6xb57GF3h6NYXc2rVu3ziKRvvLKKygpKcGvf/3r4X7NkBCFU+fPnx/w/6JqeYqVoS+7yNUNPFeNhh7rF1+wVdEuq12v57xNMexy4ULgzjtRVKrFwYPmXuq4cfz3vHkjKLPn7ujooOWRkWE+OLakhJ6/O4jZimTktGmjUjkgLdUISQZSUjSOOy9ra5lHBazrd0tO5jmQnw8cPMi4rDXo7OTrAZuKmGprmeptbCS3b9+uyhi6Ek71L1566SX85je/ceZX9OLenhEOJ06cwPPPP2/2v7Nnz+LZZ58FAOzYscOqzxMzvG0KC7uB5wrQqA4K4uZcvmzjm1tbeYVmZtLc3bIFxjvvxrGTWrz6KolVq2VR0qOPAj/4Acl8zBOrLJM8P/sM+NOfGNKrrKTnMWcOd1B5OfDSS8qoGlehq4veNEB5q1GGovRKBLz6F6w480es8k5TLubh4uxZHufp063T2JQkCj5oNGy2FZGCoWBaxLRypVVvqaoCXn2VxBoeDjz1lEqsrsao0eRYsGABfvrTn+KPf/wjnn76afz1r39FUlISysrKkJqaCqPRiO9+97vYuHGjVZ+nN0jwhpU1BG7kuQLc5mXLGNE9fdqGzorGRl6hDQ3sMH/gATSEJ+Lj15lqAkjcmzerZGqGnBw2EZp6qVFRdOnnzGGyq76ekpDV1dzHO3c6UAHCRmRm0jsKD/dAqaLBUXehAEX/8jb82rsQGwuEp+0Hbp3j/h7OIJG2NiWSM0jVrtFIzWdZ7om2R0byYjxzhsVN8fGDLypivBNgdRFTeTllvNva+BMfeUS9Pt0Bo4ZcAeAPf/gDVqxYgRdeeAEZGRnIzs5GUFAQ1q5di6eeegoP2dBzZjTQY7WKlEQBVVsbIMuQZdcnOBYtYqqnupoh4q1bh8i7VFYC+/bR3R03Dti9GzdqIvDpC4xy+viwT1AV9e6Ds2cZwpNlLoTJydz5cXHmOzwsDHjySebgbt2iAPsPfkAjZiSRm6v0TS5ZMmqSce3tlN5tee08Itu6IEfHIOGfFgBHDzFempFBL9JeHD9OsY3YWFbpWdiGjz9WHNS5c3sO79q1DCHV1ZFkB1KyqKvj9PZr1/jYyiKmujrqf7S1sVNg7161cMldMKrIFaDsorUSh4NBZ2Sljl5rhWaxmATSIyghHrqyqEfkXN59lxHAgADAotNeUMD2gs5OIDIS+l17cSgtpHe2dVwccP/9zp9N61GQZZLq2bOQZaB15kIYb9sIXbAfdDpAC6Afbfn6Muf6/PNATQ2tn02bRm6b8/J4nPV6Lt4jMFDD2TAY6CkeO0Zyiw6bhpn6K5g6rwO6mHD+VklipZ29qKhQBr1v3jygQVJZyX7SujrzbQPAi/H222lYnTjBaIbIo7a387lz5/gGsa1WnBetrSTW1lZ2AT388MjbaiosY9SRq6OgkzthhJXkKq6insohU651JWbMoMf62WfseQ8IGKAO48oVzpwyGIBJk1C7+SF8+KFfr97vypXAbbep7TRm6O6mi3L9OlpagG+wEZk3VgLZygGXJKrVeXnxfvJkGjuSVssF+u236fUuWjQyVkteHr9Tr+eJ8cADHn9Qb92ifSPG7UVFAZt3JSHxswNAewPLZgFW9dmrFCdaYmRZUT/pg6tXGYjo7iZnNjQM8DmmxU0HDrCNJz2dHrFQOps6laRqRfi6q4uBpro6nj5796rE6m5QydUCvI2d6ADQrbXijBU6h25GrgBFyltbGXE6eJAEO2dOzz9TU9H1xUE0NQGlIUk4330fSl/xgtHI3vjt212XFnRbtLYC774LY2ExCkq0OOS3DRWRKb1RCnEqyDIXwK4uPr50iYZKdDQU3cfcXCbGd+507jbn5yse6/TpHk2sTU0ks8uXlbowf38agAsWABqNDiiYS8Olo4Mn/G232f+FWVksOPD27jc/ta9eb0ICOfM//3OAz+kpDsQLL7C46c9/Vgogo6P52Vbq2YqB72Vl/O1796ryoe4IlVwtQGfo6CFXGzzXnhXWpeRaXMykT2Qk47mhoVi5UkJLC9ebTz8FGupl6I4egvZcKtragNIJS3Ar/A7I5dz++HgSqzt0jLgVehJczYV1uJrri9QpD6ExdDKSkpjOCwzkqdDdzZtez/svvuBhKS7uIVdJYpjw+eeZYysstJjHGxba20msn3zCDZk2zQMnhDOfeO0agyyFhcr1pdUybbx2bR+vbcECpSho0yb7XbqODho/AL/E5ILoq9e7ciX1egdNBUVFKcVNTU08YW67jX1sVuaQxMD33FxGRPbsGWYnVd9FysuL3Q+xsSzIu+ceaiZaOmf6vl+S2KowaxZbj/7xH7mhfVFTwx+SlsaQ+JUrvHhefRV47LHBt3nfPuC552ixyjK/67vfBb7zHffwaHpg1VXWVzt4LMDLwJxrt8aDwsLnzyuqLgIBAZDi4nD7hDggOg4ZJdGo+OvXiKq6AgDITdiEzoUrsGCShEmTqL0fGupW56h7oLgYhn3voOh6G3KqQpE1ew8QGYkH7jIXNxLjTE3X8/h4EmtJiUmaU1QTnz/PMOF3v2v/Tm9vZy9GdTVv4m9T3dtp0zgC0EOItauLDt6VKwz/mp7SkyYxQpucbKEqNiqKpNrezqoie3H0KCMVERFmaixVVYyw26XXu24df1xwMD/TRlGRo0fNB75PmGDT2y3j0Ud5bzSyayAnhy15r7/OcPW+fYO3bYn3i3mSZ86QOL/8kud33/Pu1CmSoa34/vfp/Xt7M8cVEMDv+u53GUJ47TXbP9NJsOpKE5KG9kDy0FXay8A8SLfGA8LCRiMrQIW1npDAC7i8nItDdjak7GxsNgLxeUBbJxA8WQPt/duwdNOcsVdd2NnZn4hqapSJ7GLSkTiAkoSmshZkXzOgQjMel+fvxrT5gbjzTutaHoQCqJCj7cX69Yxvlpez6szWopuWFi5eN25Yfk1oKBfHO+5we2I1FbS6ckVR/wKYMk1JIYlZpalgZX+oRZgWMd15p1kY/ZNPSKx26fV6e7Ps3g7cuMHaJ4C1FA5N2QxESrm5wC9/Cbz/Ps/V06fpZVvz/rQ0GhJHjrCqcu9e8/9HRwNPP01rc/FihslfemnwbfzoIxJrWBgjCgsX8vnycobVX3+dEaHhTiJyEKy62owjOTvNTaDzFM+1s5MnXU4OH992G1VdJIlxyYoKruolJdCUlGDGjAZWL+7caXWOx2Mhy7TCS0uZoKqsJJn2EfuQZdog7e1KnrSzU/lb3GrDp6Ng0Q5su9cbSUnWb4Yg15oafkevMRMQwHDjoUOMHVdXcxGzxpu5do3EKsYOhYRwlY+M5C0qShmO6+ZobWVq8+JFpTgJ4Bo6Zw5J1RrNBofBtIgpObl3TjPAdby8nJf6E0+MXK6zro4pHYAOryWOcygSE5ncDQoCXn6ZP7hnjOeQWLqU4d0XXmCxR19yXb7cvLrSmrC4EAf66U8VYgUYwv6v/yLB/ud/eha5jjnIcm9YuEuyP+fqdMgya/GLi+mVbN9uHp/y8uLKbjo8oaWF2+nvP0Ib6QIYjSSfEyfMh7ibIigITT6RyG2OwrXqSFQZI6D38wX8AAly70GUegb7GjVeiF8Sie/fJdm86/z9mRerraWdY+ZxLF3KbczMpG7trVvshx0sT3j8OOODAF267duHJ5DgIjQ18RBdvKhcQjodBz7Mn880tEsCX+npShHT7beb/Ssri/ezZg1NrBkZPLzDtW9kmfZzRwcwceLIdm8BoOKY6Ok7dQpYtcq694m1yNI1aCsyMng/kNzu2rVc1zIzeewmTXLMdw4DKrkOBKOx96I2wIp8cx/PVXgmzc1O2DZTXLtGYvXxoSyLNQmY0VxWaDQynnjiBN1EgMckOpozNmNj0eIfhSsVEcjM9kNFRc/7grmORkdz9wQFmd8HBjJFNhzVm7g4kmtpaR9y1Wo52T45Gfj8c7pun3zCeONAzFJSwqZOgBGKdes8rvK3vZ0tvufOKfPFJ0wgoc6e7eKWkhs3qKQEMIrQp6pPdM0MVkQUF8fD9O23jKQuXkySDQqyb5MqKpQhBC4p9A4JYaXzhx/SqLOWXMUC6Kg5d62tvB+odc3bmxdqUxMtIJVc3RQaTe+6Juut0CUVK0RPVZxoqauo4HrvFDEJo1FZZFescGBlg4ciJ4fhp9paPvbzY/xs6VLUt/siL48tHPn55tWm06Yx9Dh9unNTkhMm8Jo3HXpghmnTGM56+WWKw58+3X8R6+5mbFCWudEbNjhvg52A7m6m4k6dUkhq8mRmMpxRLG0ziopIILLM/PcAI6ViY+kciT7wgfD44yw6OnOGttKpUwxKzJvHS9XW6l4x43v6dBdW8M+bx31z/br17zlwgPc2TPUZFJGRTO8UFjJ0YArTedpiJJCLoZLrQJCkHvPQYF6maAmCXHtW5/Bw8mx3N4+5U/JFV6/yyvX1HZUjw6yGwcAmXjEKzM8PbfNWIC9iCXJLfJD/Qv+m/kmTyE3JySMnFSdsn9JSrt0DhjvHj2fxzBdfsBAkLs58gPnRo/TIg4LoSXgIjEZGFI8dU5yZ6GiGNxMT3aQyXZQAC5GNu+8ecMPGj+d9WZnl46jV0gufN48236lTDDBlZDBlOXMmnWJrHDpZZjAGoFfvMohFbKiRnUYjLdg//pERpHvvZZW6I7BmDcPTr73Wn7BfeUX52+khQ+ugkqsl9JCrTZ5rD7lqNFw8Skpo4TqcXI1G5t0AmsJjVZqloQH44AMYi0vR0ADkRi5Dhu96VKSaJ7k0GvLU1KksjnGFjGN0NE+ptjbWWFmseF2wgB5UVhY9he99j2RaVKQYEPfc4xECsrLMKOuRI0qUPjSUnmpKipuQKkCP5623lKTmjh0Ww00xMfxXSwvX8ME8SUkiT8+YwcN3+jSDEtevsz/WmkxOaanS8uNSQZehqjQHev6pp4AXX3Tcgf7pT3lNvPceLeR/+icWNHz0EfDrX3P91evdZpi0Sq6WIBIb1oyr6kOuAC/CkhKGhh0udn/lClcrP78x67V2ZN5A/aufoq6sA5XNfrg6dRtqDTOAel7LMTHsL01I4HXo6hnlXl4k2LIyLpgWyVWS6DVVVLC6+cMPGS4W4eD58xkfdGPIMnVMjh9XwuD+/nQ8Fi0aoY6gxkaGjoaybNvbSaxNTXztQw8NLHrQA52O0cnKSnrid99t3VouesjFII2iIk6yefRRhpotQXitM2cOulnOh7COxo0b+P+iz7Wjg4bhjRtsrVmxYmhRCGuxcCFFJp56CvjDH3gTuOsu7qBPP3UbEXSVXC1hmOQqLpjeohlHoa/X6gGtFo5CXR2Qfc2Alk8Ow/sCBfObguNwbd4O6CJDsXA6w4xTprhnMfT48Qq5Dio6oNOxVepvf2P+6IWe2HZwcL/qVXeCLNMzO35cyUnqdOy4GLEAiywzBv3117wuY2IYn01J6V+R1t3NMGNVFaMDe/dadeKsWkVp6QsXyCX33We9wRAZSVUlUeT/xhvkpYGkj41GJd9qtUiFsyDm/1rqQevb5/qHPwA//zkVmtavd1xSfe9eft777zPm7uvL2oO77mKBH+AGO4tQydUSRFuNHWFhQLlYyssHybHZCqORJYi1tVwERuGg64FQVMTq0uJL9Ui69iGCm0shA2hOWYHArRvwSLIWsbFuFGa0gAkTKMhk1az08HBWEb/3npI0vvdet0wByLLS+SRG2up0rJJdsWIEC9Q7O9n7e/kyH0sSrdsDB9hLPG0aFZumT+f1/fHHNF58fbloW6VOQZ4Wb792jc7vrl3W27k+Pvy6N99kdOuNN+jc9c3BFhUx9Ozr6+KW9MZGFgsCJDZr8LOfsRbi0CHgN78xz4kOFxMmAD/+sflz7e2sNAsKGt4EJAdCJVdL8OrxXK0paBLKPibkGh3NC7CtbejcjFVobmbIIzeXj9etG/Vea2EhcPRbGY0X8xBRcwOLqi4jMqgDYcl+CHl0G0KWzHD1JtoEkV8rK7OyinzWLCoNiX4ONxP9EKR67Jgi/uDjQ5tv2bIRHthdUUFvpq6OO3bDBobQr1xRyrSzs3nz86MLWVTECNWuXTb3CScn07595x3W77z6Kke+WfubBcG+8QbPh9dfJ8FGRiqvEV7rrFkuFtf6yU/YBrN48QBjtQbB739Pcn3zTeBf/sW5JeGvvMJtfPppt6lHUMnVEmwJC/cRkQB4MUREMOJUWjoMcm1s5OJ64QI9ZJ2OiZ7haKa6Obq7gSNfd6L4i0xMKD2H+I5axMQAkxYCftN7Ck5CQly9mTYjIoK5364uprCsav/buJHH2nTVdQPU1NCZEYPBRdH6smUuWNsqK8lunZ08L3bsYGESQKZfsoTsn5XFW3MziVWSOKjYtCLbBsTHM7jw/vvk9rQ02wbw+PqSkF9/ne//6CPWr0kSrwFBri6rEs7LA/75n/kDAwLYJmYL5s/nDvr0Uyon/fWvw9+m8+f7zyH+7DOGoCMi6CW7CVRytYA+uhCDQzBnY6PZ01OmkFzz8vq3ZQ2J+nrW8GdmKhszaRKJ1VFN2W6I8ss1SP/rOQTczMQ0QxdiY4HJM3zhu2g2w3lTp7pNNaCt0GjovebnM99m1WGUJLc63m1tzKmmpyve9+rVdGhcErFuaGACs7OT18dDDw3M7pGRNFRuu40H4Pp1XqC26Fj2QU4OdT8AerH2fJSfHwn2f/6HBJuTw+rirCzu67CwAUfIOh6i6MhoZHFXTg6LkmSZ4fS337avMvNf/5Xk98orwDPPmCeXTfuI8/N5/9vfssYAYHj3uefMP09EcGbNIuFfuUIrJDyc4h8jqpM5OFRytQCjnqXnXjorEnmiK1wIGPQgMZEqNLdu2fDFHR0MpWRmKiHp+HjKe7lMD865MBqByotlqPngKOrSbiJY7mk9WB2JyLuW0HNzdbmvgzBpEteRoiJzeVR3h8FAp+HYMaa3AJLApk0uXM/a2kiszc00QCwRqyk0Gl6YwwixG41sOT55ko/j4qicZG8wJSCAzvWpUzRcpk1Tuq6WLRshW/L113nv5UVnYfx49grdey+nBNgrCzV3LuU5P/6Y+r+mw27T0vq/Pi9PmeM3kLX24x/zJDx1iifipEnA//2/wC9+4VZGKKCSq0UYeshV520FmYny9Pp6s2RafDzPyfp6poIsVbH3orqa1YuCpBMTSapuIOXlSHR1sZCjqAgov94A75NHEF7GIhQZEvznT8fcp5bCd1a85xgTVkpxiUNZVOTk7XEQRFvNoUNKN0ZUFHv4TfTsRx7d3Ux41tSQDPbsMSdWYZg6mJlkmeqUomZq6VLqxQ9XknD5cnJNWRkLnWtryS3z5w9/mwfFcIXQrXn/Rx857rv/679sf4+LoJKrBdhEriEhSgNzY2Nvn5W3N1M/BQX0Xgct7r1xg1etyBvdf/+oIdWODpJJfj6LlCoqAE1nOyYXncSEkjRoZAO8vABjyhxEPbAOM1cMZYW4EQoKyDzl5ey/mjqVRlFc3IArblwc7YX6ejpc9urNjgTKy1nwKWroAgJYLLpggYsj80Yj+3+Li5VKX1O3saWFnlhrK43TRYscJsh74QKJVaNhC46j8qEBAYx4njnDCAHAzR4lAZsxCZVcLcAmcpUkuqVVVTQ5TZqYp07l+puba4FcZZlhDtG7OmUKY0wjWmrpWHR1cd3Lz+dNSMUBgMaox4TSc5hReQLhAR0ImQYEzklA0H2bII0fpJve3VBTw5mS2dnKc2VlvJ04wXLQ+HieAFOn9rZ5+PiwMLWiggaHm7TkmaG6mmHPa9f4WKtleHL1ajfoBJJltttkZ9Og3b3bPBzY2cnB3qJ8ef9+5mY2bqQSwzAiIVVViqb/hg2OLzRasUIZZqDRjJlOu1ELlVwtwGiwIecKMO8qyHXq1N6nExNp/efnM29lZkB3dNBbFQu0o2JMLkBrK3DjYCFqT1xFbY0MoyxBljTwhYR4SYOgYAkxMcDktisYF9kA34lwQ4FZK9DaSkPo/HklFLxwId2O8nKGKHJzmQ+8cUMZZJ6YyJyglxcmTSK5Fhe7F7nW19POu3RJ6c2ePZve6pApjZHCsWN0HyWJVcGm0R2DgX3B5eU0TlesYPKytpbPT57M68uOIRfd3XSW9Xpe3itWOO4nCQQG0ls9e5ba1y4T6VfhEKjkagG9nqu1kmMWippiYnjRtLTQU+mt/KupYX61poYW+N13j9AEZMfBaCSPXLwgo+VIGuJzDsIbMmJBDy0sjA5baGiPx2MA4A+uGuvXs9jB1ZW/ssxeKVF1FhRkfvP35zbq9Vz1Tp6kdwT0r+iJiuJvkmVzoi0u7tlRF4HFizFpEj0Ud8m7NjXRXrh4UUlVzprFVmq3GhN7/rwS4bnrLnqiArLMlo+8PMZS9+xhUc6iRWxlS01lTuKll1j1umGD1aIRANuOqqp4LW/b5jxbcNMmpg7cXOFShRVQydUCbAoLAxbJVZLotGRlcX2NjwdX1X37uEgHB3NqhAeNjOvoYCtGejrQ1Chjes6XSCjPQFAQELI8CdGzIxEYIEOSjVz0jCb348bR03OpUGoPBFmKOZEDQaPhimowKK+LjaUHZKlHQpK4sI8fT0Hd9HTgq68YLp4/H5Mm8bKrqGAI3VV5te5uctXZs4rI2NSp7FYR01/cBtevcx8CSh7VFIcOKcnQnTuVH+Djwx+0aBHVzbKy+Lpr1ziByIqS7WvXlDzo9u3OVZzSal08/UaFw6CSqwUYjCRVL62VFW0i71NUxBJxk8rFadN4TV+6BKyfVQHtRx8pfXk7d3rMAPOODjoB5871OG+yjNkFX2KeNgMxiyUE3reZyTlPCPGmpyvzJn18eJB8fVllJG4tLUrfH0BDaMMGxuxs+Y3z5zOJ2dwMVFQgOC4OYWEMw+bkuGYxzc1l6lJMEJsyhRzkljV0RUWsOBVzVtetM///mTNK78q995qlZXoRHEyXc+lSKueXlfGCHIJcGxqUXtaVK91OJEuFG0MlVwvoBj0rb6nbujeMH88YWmUlc0IrV/b+a+ZMINivGxEXj6H6VipioowMOVrTl+cmuHWLi4zgmcgIGVukA5giZ0CjlVg66fDxP07C9evsdwDoWa5dO3Ce22ikt9rcTGsiLs4+j9vLix670MIE+VmEYkeSXFtbaVOIVpLgYEZYp093U5toqDmrly7RawUYUx1KuSw2luHgsrIhlZmMRrZndnQwsGSL+pIKFZ4pdTMCEOTqJVtJrpKkKI6cO2emSexVlId7S5/DpOLTKCkyQk5Kps6ZBxBrZydJVUzlGjcOeHCnjKdnHEFCdRpTpvfe6znEWlioeEELFzL3a6mATKOhETR+PEPAwwlli+hESwsApX8xL6//MHdnQAyL+ctfSKzidP3HfyRnuSWxNjYOPmc1N5d5VkAZvTMUDAalt2iIxObx43SafXz41R5YZzgkJMn8ptOxhCAlhaJNH32kpAyseb9Gw66oZcuA//5vRXa9L2pqqKb43e+y1MTLi+/vO1zHEo4fZ7diTAyPz/jxwJYtSpTBHaB6rhbQDR20AHSwklwBnpHffMNF4fp1LsgHDwJZWZgUBOT5ByN1yl0IXzwD8R4QCc7N5ckqVB2XLmVU1Dv1BHD6FJ+86y7PKcSqrKTwgF7PcMJdd40cq/Qh19BQijDk5VGMq2+k05GoqWEIuKCAj2NiKLrjdnlVvZ4WXFMTT7pTpyzPWS0rYwWw0UjXf/Nm645lQQEtxsDAQXdAQQFT5ABn07vJiFCnQYxjNRq563NyOFTg9dcZZd+3b/DWIPF+g4H77swZimJ8+SUjJX0HD5w6BXznO/Zt67/+KyWEfXwYIIyKYk3iyZOMMGzdat/nOhoquVpAF3TwhY3k6uXFwonjx4EjR2hxt7UBkgTdqiUwLLkNtRd9cObMCOmF2onOTrZwiiKOsDA6p1OmgFfN0aP8x+23swXFE9DYyBVCeEH33z+ylcpCLaKHXAF6r4Jc1651LM8L4Y7cXB5Hg4HctH79CErqybJyDbS3D3zf3KyQaVtb/88ICqL4rumc1bo6HsuuLlootpTv5uTwfpA4eFubEtyYP39sFBgN5DHm5gK//CV1+9evZ72FJTu67/vT0mgwHjnCpoi9e83/Hx3NATaLFnEJ+fOfWchtzXb+5jc09D/8kJkagbY2RTnRHaCS6wCQZaAbLOG0OiwssGgRzbK6Oj6OiqIpFReHJXVAWibl5Kqr3W7QCQD24372mRKqXLIE2LiwHt55N4CjNxhWBZiAsmX8lCvR3c3FuKmJO3337pGvVhaea0/OFaDz7OvLfZ2fPzw5wc5OkmlBAW+mwh0A67Xuusum7pPhob2d+7ykxLb36XRMBAcH06pbudJcfam1laHi1la64A8+aP08Nlk2J1cL+PprHqaICIYaxyoSExkcCApiCPeJJ1hOYg2WLmVY+YUXGLzrS67Ll5svH9YYe+3twE9/yu359NP+A+b9/d3LEFLJdQAYjYBesjHnKhAUxNxPejoXhhUrepM148ZxQb1+ncWN7hK+ANiWefRoz9ojyxivrcQ9024gtugGcK7C/MVr17IQaCRRX69U/9gq0H30qNKkuHeva3LdfcLCAHkkJYWnyvvvc7P65rBMc1mWbm1tPH59Rw+PG8dow8yZJNcRy6t2d7MISRCrtzdXPj+//vdBQQqZBgcrO2EgdHWRsOvqSLx799o207i6mueRl5dFS+bGDQ5a0WgY3FDlB4E//Yne58WL9BtWrbLufUIgparKMdvx8cfsdHziif7E6o5QyXUAdHcDRm0PuRq7bP+A227jbYBFYvlykuulS1RkM412uQJVVeSe69cBv7ZaTK3IwHzf65gRVQ8voeyn0VDdZuZMVr+MmPvTg6tXmfzt7GRYessWtmQMwRbt7UB1RhG0H6aivQ0oWbMVuishCAnhT4iKcsziaTQy+jnosRwgLAww0JGRwfd3dAxvO8LCSKbi5pKRt0YjY6pC9/fxxx2jRCHUl8rKuKP37rW9hU14rfHxAx74jg6llXbFChYWq+B5tGULw7BHj1pPriJI46hhNd9+y/sVKxjt2bePhpCfH5/bts3FQ+X7wI02xX3Q3Q0YNCRXjcFGzxUYdNGfOJF1FGVltAI3b7Z3K4cHg4Gp4ZMnGS0Lr7uJ26reRfwkA0lCp2NcaOZMhtBcZQXk5wMffMC/AwIYDvziC3osA8SAOjtpKFy5AhRfb8H8jI/h2yGjImYebpRNB8qU1+p0VCKaO5frra15yI4OEmNaGheSDRsYrBjw8Jt6rkJbEOSdH/5QeXqgm6kGx0A3rZbn1UjbPAPizBm6f15eLEJylMRTaiqTgF5eVF8Soi3Wor6eBwuwGBI+fJjHMTycwRkVCubNI7lev279e0Qb+R13OGYbhNZ1dTVn55aXK/979llGgb76iteCO0Al1wHg6wtowBhbR5cGjgwiShIF0N97j+tQVNTIF9vW1DDEUtZDNPPGV2Fj94cIHGcgyyxdSmJ1BxUlU6X4xYupLQv0C+0WF3N/3rzJolOtvhPzsvYhTGqA16Qw6HfegTX+tHgbGpSpNJcu8RYcTDsiIYFe32AC9fX1VDW6eJGRSoFvvuGFf889A1jQYhCDcHNNtj8kxEVepjMgGmhvv53RDkdB7CC9njvZFkWzwkJecG1tPNADCDrn5yvcu3Wre5z67gSh8ClERyzBaOS+/OMfWW19771MizsC4rufeYYBtPffp2F8/Trw/e8zH3z//TR23aG1TCXXAaDTAUE+XDUb270dSq4AvaXVq+k1fvEFw3mOXIcswWhk5ejhw/TO/fyAe25rRdLptwFdJ1ll7173auiLjSXZp6UpxJqS0iuV093NcNHZs0oBT+Q4A26rfB+Tk8rhHxkAPPkwMM6cLYWkcFYWvdymJrYnnzvHCzM2lkQbH0/VIi8vEnhqKh0z8V3R0Qz1d3b2dl2hrg7YtavPYCOtlqHIri4u8h7Q42wzGhvZ7iRJjp9IkJJCvcjTp5kiCAhgInkoXLzIfhCDgSGjXbv6RWG6upT+yMWLR+Za9DSI890SaQ30/FNPAS++6DiiEzUFWi2nEwkPdckSPk5IYP3CN99QT8TVUMnVAsICuqAHUNfiDWfkzm+7jcn5a9dYLPDUU86dPFJQwBOwspKPExKAbXfrEfzJu3Tlxo2jielOxCqwcSNd0ro6hld7SjiLi1k1KOSc584Fli+TEX36U0h1uUBAj4D7ADtWkljGHxdHJ0to7Ofn07MX0+NOneIuCQlRCsABruvLl5N8xeIREcEIdnEx2wr6RUX9/bmSt7c7Zz+5GiKnOXGic9IIGzcyfp6VRbfl0UfNezFMYTRylT1zho+TkigMPIBLevQovaKQEH6Fiv6oqeG9pTVK9Ll2dPDw3LjBa2DFClYNOwIis7JhQ//Qb1QUq+Hff5/pLpVc3RjBvl2oA1DXZkM1og2QJF7rjY30oPbtY1O1ox2ahgZ6qlev8rGvL4l98SIZ0mdfKIUnu3e7rzel03HG7eHDwNq16Nb54+ghepGyzFqhrVt7HJlDh4ErAwi4DwIvL4aExZCVpiZlFm1+Po9RXR1fN3cu+0QHaqNKTOQxfPttvv7llxmmmjGj5wV+fjwgA/VzjgaI0YnOGukiSTzQra20ht54w/Jctu5uRf1k7Vo2XQ7gQpWUMOoBUFnRluLjsYSLF3mflDTw//v2uf7hD8DPf04FsPXrHRMNmDyZ22FJtVI876jq5OFCJVcLCPHtRB2A2ibn1eLrdPRuXnqJ3tf77zsuKtvdTa/r9GmmqSSJlanr1/c4FSdP0cQUJCSSKu6K2FjgkUdQUgJ8+qJiSc+dy4IJPz/QSxGeiiUBdysQHMzPFdPj6ut5wU6cOPQM+4gIRiHef5/E/O679IZWrAAk4c2NRs+1q4s/GDCxJpwArZbn6+uv0yoVJ8JA8PJiCamF5ke9nuFgWeaxtibKPBbR2MiUB8D1wxr87GcMHBw6RNGHV14Z/nbMn89IlaW8r4gsucscFJVcLUDkXGubndvoFhhIp/Hll7k2ffUVC2LsyVPIMlNLN27wpBYi+1OmkIB6e8OuX6d0CsAQ63DUC0YInZ3MUZ8+zd8ZGMj91LuOZ2baJuBuJSSJoTBbQvZ+fjSS9u9XctyNjcCdglxH2nMVJ4ZeT6tL3PR63kRF1XCSY3l5/I6wMOcbat7ewJNPklz7NveaIjx80JX21CkaTQEBTA2oGBg/+QmDBYsX26Yb8/vf85J8803gX/5l+N7r1q38nDNnePqaRviNRh5PQNHtdjVUcrWAwB5ybWjzdvrMzehoCoO/8w4r3iIiFA1yWebCXFOj3OrrSTZijezqUv42XWtCQ9nqM2uWybpZXs5SYYCFQm4uX1hRwSKFy5eVytw5c2gT+PmBO+joUUUIdtky6wTcnQytljmgyEiS7LlzwIa5fvABRo5c6+oot1VUZC7XNBACA+max8XxPjbWtpJZERIeqSkAGs2wei4qK2msARzr6up+c3dEXh7wz//MKExAAB0AWzB/PgMHn34K/Od/An/96/C2Z9482s2HDwO/+hXJW5xq//ZvdCqiojigyx2gkqsFeBs7odMBeq0PamqcL3I+fTqt5wMHePIUFTE9V1trebKEJXh7K+JQZutjdzfjlN3dDJm6qbkuyyz0Sk01V8+LiGCIVeRGodfTUBANcCtW8Opzhzp8cDOWLqX1bjAAem9/kutIhIVNhTf6bpROp9y0WlprLS2MaIhGRo2GBDtxIqcHDabVKcssOAOcl291IBobaXMYDDyXLOURxxJE0ZEYX5yTo1TFT5vGOgJ7Bl/9679yX7/yCltoTJWVxBAxQMko/Pa3lEwEqBPz3HPmn/fyy/Se//M/SdopKTxlr12jsb1v39Cpm5GCSq6WoNfD3x+QNVrU14/MBJGlS0mm6ek8sQW0WoYlIyJ4GzeOJ5JORyIV66T429vbgiCCiE+GhvYf3+UmKCpifqe0lI81GnreokXCjDdPneJVpdUyRuym03m0Wi7kBmPPxps2xzoassy42eHDfDx5MvdNYCBPDo2mv/HR3c2IRnExrZniYpJtaSlvaWkk2HXrBg6zXr3K1/v4uG0fi9FI/s/I4L0ss45vJAcjuTNef533Xl6sORg/HnjkEZYubN1qfx3I3Lks3Pz4Y+C//oukKJCW1v/1eXmK+P5AveYTJ7Ko6Te/YRvj558zE7FrF/D//X+qtrBnwN8fQCN03W2QJCf2yJhAkhjuHDeOF39EBNNGYWEO4MHsbMYmAZZFDqaS4AKUlzOyKxwnb29aqIsXW0ib1dcrSZbt293rquoDna6HT8UcUWdJyBiNtEzEqrVsGfMCQ508Oh2beSdN4mORiyguJnHeuMHk8aVL1L5bvlwJiXR1Kbnu5cvdrpWroYGL8YULZjMTMGUKq+aFKuVYxVDZAke8/6OPHPvdkZGcS/yXv9j3/pGCSq6WEBgIWW6Ed1fLiDp4Go0Ths00NzM2A/DD7ayidTRkmVbq6dOKtSpJDAetXz9E1d/+/QwLJyQ4XrDAwfDyAnTdbSSrIDgndNo3RH777fafSJLE6EZoKONuhYUk7bIyKnacP89mwzlz2FTY1KRMsHEDyDI7ddLSaM+IRdzfn8GNBQvcvzhehedjVJHrsWPHsN6KWvHf/OY3+PWvfz34iwIDIcuAd1eLuxnjtkGWgU8+YRFNTAwXRVehuRlobITRyJzO+fNKT1qIxPzXwi1RiIobonosO5sfoNWyGsXN43peXsC42psw+sqsXnO01mF7O3PphYXcJ4725CdPZn/RlSvsr2hs5DmVmkopQoAhFzfQDCwtpSMtJiMCtL8WLmStlTsJu6sY3RhVp1pMTAweFVIhfWAwGPDWW28BAFavXj30hwUFwWjEiHuuDseZM3QLdTrmWUd6dWlqYqz36lXo84pQWUkHrqMDiAMwyaRuxrcUwNv+zO0tXDhwiLG7W1EEX77cI1wQnQ4YV5sDYywc3wNaV8cy8+pq5jx37aJslKMhSfRiZ82iS3jiBEu5AXriLi5kqq9nd9mVK3zs5cWUwuLFzlU+U6HCEkYVuc6cOROv9ZUK6cH+/fvx1ltvYeLEiVi3bt3QHyY8185mz/Vcy8rM+1mdRER6PcmyvZ0OcnNpE/SXr0O6dhWakiJ0dLBoVa8HOnxDIUOCdzAdokmTTNqcurrYUPf111zAN23q39px+jRX0uDgkZ8payd0GgPG1d2CMRqOI6GSEnqO168z1xocTKlHR02hsQQvL4Z/580jwVZVsSrIRWhv52acO8eiMUlitPq220bRMAQVHolRRa6DQXite/bsgWRNGNEkLOyRnmtnJ2dEGY3sNXBAZ7VYz5ubFTLt6FBahSJqbmBi8RkENxZDglKt0Bg8EdVTklEdmYSA2GAsX861uV8U0WhkOeexYyybfvddVp5s3szyRdMipttv95hJ1qGNhfAydELvE2DbNJe+MBpZXJSaSvdfIDGRJZ0jySYBAb0az85Ad7eiS6HRMIih1Sp/azQM/Z44oczBTUjgqeIJg7RVjH6MCXJtbW3FZz0FPQ8//LB1bwoK8uyc6/79DBmGhNgv+dSDvrNf+0LX3YZpN7/G+Lor0OkAn1DAOGEijLOSoU1JQtyEYAQHc1MG1W7VaBjHmzOHJJqayokDf/sbn2ttVYqYPKg5MayagvZtcdPtOw6dnSx5TUtTtN+0WoZply93vrc6wsjJ4ek71HgzgehoBjkSE90+/a5iDGFMkOvHH3+M1tZWzJ8/H0nWLsqBgTAaAZ+uZvfyXAsLWfnr5cU+gsBA5V78nZ9POUBJolzJMAT5u7qojy7EHFJSWHjk58duHv+mCgR88ha8ZrVA0kgUcliyZHhelI8PC68WLWJYWwxdBUjAW7Z41CoaWpWDJgCtsXZUaefksApYuGf+/koy0V1EVB2Ejg72LoohE4GBbEUzGHgzGs3/9vGhbTF3rlu2bKsY4xgT5CpCwlZ7rQDg5wdJArz0HU7aKjsgy8xHCoXqocY/rF077Kb+/ftJrL6+dIDNul4aGoC33wI6W4CoSGqdDSfs2RchITQOli1jCWhBAfOsg6kFuSF8fWQ0AZDTzwM7bChZLSqi9pxez3z5smVkEjeoynU0Kir4U+vqSJTLlvH0VafUqPBUSLI83DZi90Z5eTkm9jTtl5SUIMZCQiY5ORm5ublI7BnCDaMR7SW1rBieENlvPbsqzOuRxNWrHBjq40PSaW+nMk5zM+/F3xoNSSglZVgeXmYmJcYkifMazUY9tbVRi6y2lnG5xx93rjCFLDMs7IHeWs7xchT9/15DiG8nFj+WzKrtoY5LdTU149rbWQS1a9eodM9kmQIPom05NJTTBR1po6lQAXCNtwaCB4a7xo96z/Wdd96BwWDAHXfcYZFYh4JbmB9GIwXqAcbCnDnWC1zbv/qKf69b14dYu7ooNlpbS+9yzx7nKz5JkkcSKwDELY7F/tkPIuXSPnRdvArvwECOKbJEsE1NwFtvkVjj4sg2o5BYu7p4jmVl8fH06WzRddexwipU2IJRT662hITNrJXWVlx46A9oagJinv8XzJzl4hzf5csciePnZ6547QR0d9NB7u5m7ZBZW7DRyCrkkhJltpqlgdUqADBN6jMrATe6tmF2w0eISktjbnzVqv4vbm8nsTY2MhS8e/eoCgMbjewQu3WLp3RtLW2MDRvY4eNBqXQVHgZrPVFrPdyhMKrJ9fr167h48SICAwOxbds2296s0fRWCXd3yQBceNWLcl2AK5CTvcSvv2Y6NzCQ0edep0mWWXGSk8MFf/duj8t/ugrx8UBqRQpyAloQ1XqQSkeBgebDBvR6th9VVZF89+4dFbPQWlpIprduUY7QdChQYCCj5GaRERUqRgFGNbm++eabAID77rsP/rYuUhpNL6l0dxgAuDAsl5XFSo+AAFbi2gmjkYUjLS3mU8dMbzdusOtDkoD77+8TiT16VPnnjh3OE6AfhYiPZ2fRBZ/lWDW3mcpZn3/OYzptGg/ORx+xGtzHh6H20FBXb7Zd0OtZi5WXR0IVQk4Cvr5sm5k6Vak8V6FitGHUkqssy3j77bcB2FglLGDiueq7jIO/1pnQ6xWvddUqm4QTZJmR5Px8LnQFBUBnG2VsZGlwY2Hduj4qeunpykDye+5xes53tGHyZEYA6uqAxiWbENLSwvai99/nMM3MTKotabUsXnKhEoLRyPOmvJz3/v7U5Rda/n0DJ7JMAhXjwgoLedqaYvx4kunUqUwjj8IUsgoVZhi15Hry5EkUFhZiwoQJuO2222z/AK22dwFwKbleuABjfSNqOoNwrWURyt7mgqfTcdHrewvQdUFTmI/Km02ozmuGoaEZPl3NCOxsxsKuZvjJbfj/t3fnUVFd2QKHfwUyCQoqII6giOIQUZyIE8QYQxKNOIWH0SCJJp2kV/fqjtrppE1MJ706HTXDMnntS6LikGg/jVMizgMORJwe4hQHBFREZVJQZuq+P04KJBQKWFJFsb+1alncS906FFi7zjn77GPvYk9Oqy5kturG9VY9KdY3obi4InHLz+8386xnzqixYlDb1QQG1vvL0NA5OKgAc/UqJKfo6DN2rMp+TkqCpUtVNDKsS34UtYHvIzdX9TDT09Xtxo2KqlvGODmpINuihWpycrJKHr9Xs2Zqvt7XV90sZQNrIeqL1QZXQyLT5MmTsanLx2SdDtsmOkAj63wW2oj29ZdsUVQEp0+jJZwg81gqSUmQ2GE41w4+OLHF/+xmvG6cQAd4onoIrq7g5qneDJs1A52uGDijbh7HYOpUtCZ26PXqTdXB4Z7EkpQUVcRA01RRhwZSz9cSdeqkguupU9Cnjy288AJER6uIBiqDuB63z9M0NeOweXPVYGpvrzZU8PBQc6Q5OWpZc36++rqgoKLZhu/38akIqO7ukpwkGjerDK5FRUWsXbsWgClTptTtIjodbo93J23NGZpsWseRXq8xcFg9rGjPyoLFi7mbkc/Fi5CdoyPDsyd3/PoS6K9GCz09VY5Tfn7Vm0uJB25FKoHXeXAArfzdaeL6a+Umw+3WLbVtW3y8mhxbtw7dpEnY2tpULvV444ZKsCktVZNjDWB7N0sWEKCmWi9eVHPb/v6/zq1u3armrwcNqpd2lJWpTN2DByt2jGvTRgXGNm3UrWVL47/qoiL152O4FRerIe927Sxun3QhzMoqg6uDgwPZhipGD8Hj5TH4nE8j5UQ2qQs30arNRHy7PNrgcmf9DtJP5JOU3YJrbfqR0aM3A55sTlhNp1vHBcF/H1eTe52dIcTI9npNm6oxyk6dYMUKNdcXE6N2NzG8o96+rZaEFBaqrWsmTJCJsofk7q6qQ+7fr17uTp3AwZAuWw+KitS+CIcOqaFgUKMUQ4eqJPSa/HodHFTNECsrZyyEycm75f04OeE9cxKt29jgcfM0Bz4/SlaW6Z+mtFT1JNYuSOXoyl+4es2GxF6TaTpqKDPeas6IEbXIY2rSpGK3kkOH7l8i0cdHBU2dTu1cbkhYys9XQTcvT3WTIyKsaq2lOQ0frobnc3MraoI8anfuqJU/n32mqkjm5qoBjKeegj/9Sc2vy+cmIUzLKnuupqTr0B6/N56iYN42OpzeyqZF7Yh4q61Jlppev65WtiQmQkG+RuDx7epEYCATfueBoRJjrfn5qWHcX35RXaTIyOqHc3v0UME4Jka92zs6qknBzMyKPUJlrYTJ2NmpAYKVK9WofECAGoY1pbt31d9Weroq2HDunBoKBtV7HjJEVcasaYljIUTtyX+vGmgyNIjuF1NJWP0LXvvXsKHda7zwkmOdPu2XlalgeuSIeuMz6Jx/it6t0vDqa4/j7BB42Ep/oaFqci8lRdUk7tWr+u8dOFD1UvfvV0VeQQXUqVNlx+lHoEsX9es4dUrV5Jg+vfY9R01TAwx37qhkI0MwTU+vGPK9V4cOKqj+du95IcSjIcG1JnQ6nP5rLD0uX+dEbA53Nm9id7tJjHyq5u9SZWWql3rggEoEAZUA4u8Pgb1L6RSzCxtn4Mlhpqmh6+amxvv27IFt21Rv9n5bjIwYod6p/+//VJcmIkKqLz1CTz8NFy6oD1hHj1atDaJp6u8kPV2N7OfmVuzNYLjp77NCrFWriuQkb2+1tlQIUX8kuNaUkxOu0yfRLWMJ+lNnuPCfw/yQO4gePdTSg+rmREtLK4Lq7dvqmIuLqr3fp8+v6/8OxsPtW2oY1pR1g4cMqajuFBsLo0ZV/706nSoO0a6dekeWbUkeqWbNYORItQxm1y6VX2YIpobbvWUCq+PsrK7l5aV+bV5e6iZbtQlhXhJca6NdO1pPHUX+f29Bn7SdE/u9OHnSGzs7NdQXElI5i9Iw5WkYpjPUag8MvCc/KD9fDceCql5uysShJk3U8PD336vkpr59798btbFRa1lFvejfX332uXoVvv226nlbW5VP1qaNGp13+XVFlYuLujk7y/IXISyVBNfaGjiQTikptDx0lg5ZyznS5DnOuwRy9qyqZx8crDqMN2+qnWXKylSH1BBUqySR7Nqllrt4eUHv3qZvb3Gx6pXq9aounQz1WgzDYMHixerX07q1CqRt26p/PT0leArRUElwrS2dDsaNwxVwPXuWLtombnVOY5vNM/xysQm7d6tlo0VFKrB266a24zSamXn1qlp4CKYv0KBpsHdvRV3ibt1UaqqwKK1bw6xZatBAAqkQ1kNWt9WFvb0qXffkk+hsdLS4dIzwgmgmPp2Hk5OaL8vOVjlFYWHVBFa9Hn76Sd3v00cVajCV4mLVbb53m7rwcFmraqHs7CSwCmFtpOdaVzqdysb18oIffkCXdpVet/8HnzEvsPlkR9LSVI+12iWiR46o9RNOTmo1v6ncvq1KFqanq3fsMWMq7xkqhBDikZPg+rD8/ODVV+E//4EbN3BZG014aCi8MKD6Yd68PNi9W91/8knTbBlSXKyKxcbFqSrsTZuqrctM2SMWQghRIxJcTaFlS3jlFbX59alTKkU4OVktNiwrU0PAZWUV92/eVJOy7do9/PZter3aC3T3brX4EVTFgPHjVZ09IYQQ9U6Cq6nY26s6vW3bwo4dKqvpfnQ6VQfvYYq6XryoisUa6ge3bKkWT3bvLmV4hBDCjCS4mpJOp7Y9ad9elRzU6dS8pyEV9N77Xl4qENfFjRsqqCYlqa+dnNQaoAEDJDNGCCEsgATXR6Fjx0c313nunEpY0jQVSAcOVFutSHF9IYSwGBJcGxJNU0UnNE0lUj3zjBoKFkIIYVEkuDYkly6p+VV7e5WwJL1VIYSwSFJEoiGJi1P/9u0rgVUIISyYBNeG4sYNlcCk05l25xwhhBAmJ8G1ofj5Z/Vvjx6yflUIISycBNeGIC8PTp5U9x9/3LxtEUII8UASXBuCw4dVdaeOHdUaWiGEEBZNgqulKy6Go0fVfem1CiFEgyDB1dIdPAgFBWo9a7du5m6NEEKIGpDgasnS02H/fnX/yScfrg6xEEKIeiPv1paqtBTWr1e73vTsqW5CCCEaBAmulmrvXlWNydlZ7Z4jhBCiwZDgaomuXlVzrQCjR6uNz4UQQjQYUlvYUmgaZGbC5csqsGoa9O6t9mYVQgjRoEhwrYuzZ9XuNIGBanlMXTYmLy2Fa9dUML18Ga5cUVnBBs2aqV1vhBBCNDgSXGsrORnWrlVFHbZvV/Oio0dDkxq8lHo9nD+v1q0mJ6tr3MvODtq1U8UiAgOlOL8QQjRQElxrIyNDbVReVgZt26qlMgkJkJ0NL74IDg7VP/bSJdi4EW7frjjm4gIdOlRsru7lpTZAF0II0aBJcK2psjJYtw6KisDbG6ZOhdRUWLNGDev+7//C5MnGg2NaGqxaBSUlKjkpMBD69IFWreo2pCyEEMKiSbZwTR04oHqqTk4waZIaBvb1VUHWzk5tB7dxo0pEuldWFnz3nQqsvr7wpz/ByJHg7i6BVQghrJQE15pIT4fYWHX/uefUcK5Bu3YQHq6qJyUmwo4dFefu3IEVKyA/Xw0jh4erQCyEEMKqSXB9kLIy2LBBJSP16GG8UlKXLjB2rLofF6f2Xi0qgpUr4dYtVRf4xRfB3r4+Wy6EEMJMZM71QWJj4caNikpJ1Q3lBgSofVd37oRt2+D4cZUA5ewMU6aof4UQQjQK0nO9n7Q0NdcKKrA+KEAOGQKDBqn7GRmqpzpliuq5CiGEaDSk51qd0tKK4eDHHlNDwg+i00FoqEpeOncOxo+HNm0eeVOFEEJYFgmu1dmzR/U+XVxqVylJp4Pnn1dZw5INLIQQjZIMCxujaXD9urpf18L5EliFEKLRkuBqjKapLF+AwkKzNkUIIUTDo9O031Y9aJwcHR0BKDQE07g4VTvY2Rl+/3up82tEz1+XJZ0+fdrMLWlY5HWrPXnN6kZet9qrEgvqSHqu1Rk0CDw84O5dNf8qhBBC1JAE1+rY2sKzz6r7R45UzMEKIYQQD2CVwTUjI4OZM2fSrVs3nJycaNmyJYGBgcyaNat2F+rUCXr1UnOwmzdXrRsshBBCGGF1wfXYsWN0796dBQsWYGdnx9ixYwkKCiI7O5vPPvus9hccNUoVg7hyBU6cMH2DhRBCWB2rWueakZFBaGgoBQUFbNy4keeff77S+cOHD9f+os2bQ3CwKsi/Ywf4+8OvE95CCCGEMVbVc33//ffJzMxk3rx5VQIrwMCBA+t24aAgtUWcJDcJIYSoAasJrgUFBaxcuRJnZ2eioqJMe/HfJjcVFJj2+kIIIayK1QwLHz16lLy8PIYOHYqTkxNbtmxhx44dFBYW0rVrV1544QXatm1b9yfo3FktzcnIUBuj9+plusYLIYSwKlYTXM+cOQOAp6cnYWFhbNy4sdL5d955h8WLFxMREVH3J+naVQXXc+ckuAohhKiW1QTXnJwcADZt2oStrS1fffUVkyZNIj8/ny+//JL58+cTGRlJ9+7d6dOnT5XHl5SUoNfry6tzGKVpavN0wLdbt0fxYzQoSUlJQEUVGFEz8rrVnrxmdSOvWwXDa/EgRUVF2Ng8/Iyp1QRXvV4PQGlpKf/4xz944403ys/NmzeP1NRU1qxZw7x58/juu++qPN7Dw4OMjIz7P4lOB02s5iV7aL6+vuZuQoMkr1vtyWtWN/K61Z6NjQ0eHh4PfR2riRQuLi7l940lNEVFRbFmzRpiY2ONPv66VGASQghhIlaTLezt7Q1A06ZNjX7q8PHxAeDmzZv12SwhhBCNkNUE1759+wJqSU5RUVGV89nZ2UDlHq4QQgjxKFhNcO3YsSMBAQFommZ06NdwzBCEhRBCiEfFaoIrwOzZswGYOXMm6enp5ccTEhJYsGABAL/73e8qPaagoID33nuPrl274ujoSNu2bXn55ZdJS0urv4Y3IMeOHePjjz9m/PjxtG/fHp1Oh06nM3ezLFp+fj4bNmzglVdeoVu3bjg6OuLs7ExAQAB///vfuXPnjrmbaJE+/fRTxo8fj5+fH66urjg4OODt7c1LL73EyZMnzd28BiErKwtPT090Oh1dunQxd3MsVkhISPl7mbHb1q1ba31Nq9ssfdq0aSxbtgw3NzcGDx5MQUEBcXFxFBUVMWPGDL7++uvy7y0sLOSJJ57g0KFDtGnThmHDhpGSksLhw4fx8PDg0KFDdO7c2Yw/jeUxtoYYwMr+jEzq22+/ZcaMGQB0796dXr16kZubS1xcHHl5efj7+xMbG4unp6eZW2pZ3N3duXv3Lr1796Zdu3aA2vT7/Pnz2NnZsW7dOkaPHm3mVlq2adOmsXz5cjRNw9fXl4sXL5q7SRYpJCSE2NhYJkyYYHTq8K233uKxxx6r3UU1K6PX67Wvv/5a69evn9a0aVPN2dlZe/zxx7Xo6Ogq3/vuu+9qgPb4449reXl55ccXLFigAVpwcHA9trxh+Pjjj7U5c+ZomzZt0tLT0zUHBwfNCv+MTCo6Olp79dVXtTNnzlQ6fu3aNa1v374aoEVERJipdZbrwIEDWkFBQZXjX331lQZorVu31kpKSszQsoZh586dGqC9+uqrGqD5+vqau0kWKzg4WAO05ORkk13T6nquNVVcXIynpye3b9/m+PHjVeZiAwICSExM5OjRo/Tr189MrbR8jo6OFBUVSc+1jn7++WcGDx6Mg4MDubm52Nvbm7tJDUKXLl1ISkrixIkT9O7d29zNsTgFBQU89thjODg4sGHDBrp27So91/sw9FyTk5PLV5Y8LKuac62NgwcPcvv2bXx9fY0mOU2cOBGAH3/8sb6bJhqRgIAAQFWFycrKMnNrGg47OzsA+TBSjQ8++IBLly6xaNGi8tdK1C+rKSJRWyd+3fg8MDDQ6HnD8cTExHprk2h8Ll26BKhg0bJlSzO3pmFYsWIF586dw8/PDz8/P3M3x+IkJiayYMECoqKiyvNIRM0sXryYrKwsbGxs6Nq1K2FhYXTs2LFO12q0wfXy5csAtG/f3uh5w/HU1NR6a5NofL744gsAQkNDcXBwMHNrLNO8efM4ffo0d+/e5ezZs5w+fZq2bduyatUqbG1tzd08i6LX65k+fTpubm588skn5m5Og/PRRx9V+nrmzJnMmTOHOXPm1PpajTa4GpY/NG3a1Oh5Z2dnAPLy8uqtTaJxiYmJYfHixdjZ2fHhhx+auzkWa9u2bezatav8a29vb5YvXy65EEYsXLiQI0eOsHTpUlq1amXu5jQYw4cPZ/r06QwePJg2bdpw5coV1q5dy0cffcR7771H8+bN+eMf/1i7i5osNaqBmTFjhgZo7777rtHzFy5c0ADNz8+vnlvWsEi2cN2cPXtWa9GihQZon3/+ubmb0yDk5ORo+/bt00aOHKkB2kcffWTuJlmU1NRUzcXFpcoqh+TkZMkWrqNt27ZpgObm5qbl5+fX6rGNNqHJsJYpPz/f6Pm7d+8C0KxZs3prk2gc0tLSCA0NJScnhz//+c+1/0TcSLm5uTFs2DBiYmLo168fc+bM4ciRI+ZulsV48803KS4uZtGiReZuitUYNWoU/fv359atW8THx9fqsY12WNgwSX316lWj5w3HDRsCCGEK2dnZjBo1itTUVKKiopg/f765m9Tg2NnZER4ezrFjx/jxxx8ZMGCAuZtkEX766Sfc3NyqVKErLCwE1Ie6kJAQAFavXo2Xl1d9N7FB8vPz4+jRo5Wq/tVEow2uhiUQx48fN3recFzW0AlTuXPnDs888wxnzpxh/PjxfPPNN1I6so7c3d0BHrwHcyNz69atarfVLCwsLD9nCLjiwXJycoCKPJyaarTDwkOGDMHV1ZWkpCQSEhKqnF+7di0AY8aMqeeWCWtUVFTE2LFjOXz4ME8//bRkuj4kQ5CQzcAraJpm9JacnAyo18pwzFSFEqxdRkYG+/fvB6pftlmdRhtc7e3t+f3vfw+ouQrDHCuoguGJiYkEBwdLRqJ4aGVlZURERLB7926GDRvGunXrpPjBAxw8eJCtW7ei1+srHS8pKWHhwoWsWLECJycnwsPDzdRCYS3i4uLYsGEDZWVllY6npKQwbtw47t69y/PPP1/tss3qNNphYYC//e1v7Ny5k7i4OPz8/Bg2bBipqanEx8fj4eHBkiVLzN1Ei7N58+ZKy0aKi4sBCAoKKj82Z84cnnvuuXpvm6X68ssvWb9+PaCGM9944w2j3zd//vzy4c7G7sKFC0RFReHu7k6/fv1o1aoVmZmZnDx5kvT0dBwdHYmOjqZDhw7mbqpo4M6fP09UVBReXl4EBgbi5uZGamoqx44do7CwkJ49e/LNN9/U+rqNOrg6OjqyZ88e/vnPf/L999+zYcMGWrZsybRp0/jwww9r/UmlMcjIyDCaNXfvMZkHq8wwZwOUB1lj5s6dK8H1V8HBwbzzzjvExsaSmJhIZmYm9vb2+Pj4MHHiRP7whz/IFmrCJAYNGsTrr79OfHw8R44cIScnB2dnZ/r06cOkSZN4/fXXcXJyqvV1G23hfiGEEOJRabRzrkIIIcSjIsFVCCGEMDEJrkIIIYSJSXAVQgghTEyCqxBCCGFiElyFEEIIE5PgKoQQQpiYBFchhBDCxCS4ClGPdDpdpZuNjQ2urq4EBQXx+eefU1JS8sjbkJKSgk6nK99+rC6mTZuGTqdj7969NX5MdHQ0Op2OuXPnVjmXlJTEuHHjcHd3x8bGptbXFsLSNOryh0KYS2RkJKCK+qekpBAXF0d8fDw//fQTW7dupUmTxvNfU6/XM3HiRBISEggKCsLPzw8bGxu8vLyYNm0ay5YtY8+ePQ/1YUCI+tZ4/gcLYUGio6MrfR0fH09ISAi7du1i9erVTJkyxTwNe4TGjRtHUFBQlfrJKSkpJCQkMGzYMPbt22em1glhWjIsLIQFGDRoENOmTQNg27Zt5m3MI+Lq6oq/v3+V4Hr16lUAOnfubI5mCfFISHAVwkL07NkTgJs3b1Y5p2kaq1atYsSIEbRo0QJHR0e6d+/O3Llzyc/PN3q9K1euMHXqVDw8PGjatCn9+vVj5cqV1T6/pml89913DB06lNatW+Po6EiHDh0YOXIkX331VbWP27dvHyNGjKBZs2Y0b96c5557jjNnzlT5PmNzrjqdjuDgYACWLVtWPhcdEhKCTqdj2bJlADzxxBOV5qpTUlKqbY8QlkCGhYWwEHl5eQB4enpWOq7X65kyZQqrVq3CxcWF/v3706JFC44ePcoHH3zAli1b2Lt3b6VtsZKTkxk8eDDXr1+nc+fOjBw5krS0NF566SXefPNNo88/e/Zs5s+fj4ODA8OHD8fd3Z3r16+TmJjIxYsXjT7uxx9/5IsvvqB///48++yzJCQkEBMTQ3x8PKdOncLLy+u+P3NkZCTXr19n27Zt+Pr6MnToUAD8/f3x8fHhwIEDJCUl8fTTT1e6louLS81eVCHMRRNC1BtAq+6/3fDhwzVAW7lyZaXjn3zyiQZoISEhWnp6evnxoqIi7ZVXXtEA7S9/+Uulx4SGhmqA9vLLL2slJSXlxzdt2qTZ2tpqgBYcHFx+vKCgQHNwcNCaNWumXbp0qdK1SkpKtH379lU6FhkZqQGajY2Ntn79+vLjpaWl2oQJEzRAmzNnTqXHLF26VAO0999/v9LxPXv2aIAWGRlZ5TUxPM+ePXuqnBPCksmwsBBmpNfrSUpK4vXXX2ffvn2MHTuW8PDw8vOlpaV88sknODs7s3r16kq9N3t7exYuXIiXlxdff/01er0egEuXLrF161aaN2/Op59+WinzeMyYMUycOLFKO3JzcykqKsLX15dOnTpVOtekSROGDRtmtP0RERGEhYWVf21ra8tf//pXAElOEo2aBFchzMAwd2hra0uXLl1YtGgRM2bMYP369ZWC4fHjx8nMzGTw4MG0bt26ynWcnJzo168fOTk5XLhwAYADBw4AEBoaiqura5XHREREVDnm6elJ+/btSUhI4O233+bSpUs1+jlGjRpV5VjXrl0BSE9Pr9E1hLBGElyFMIPIyEgiIyMJDw/H398fgG+++aY8gcfAkLizY8eOKgUoDLfNmzcDkJmZCcC1a9cA8Pb2NvrcPj4+Ro8vW7YMDw8P/vWvf+Hr64uPjw+RkZFs2bKl2p+jffv2VY41a9YMgKKiomofJ4S1k4QmIczgt+tc582bx+zZs3nzzTd54oknygOjYai3S5cuDBky5L7XbNWq1UO1acSIEVy8eLG8kMXevXtZvnw5y5cvZ8KECaxdu7bKY2xs5PO5EMZIcBXCAsyaNYudO3eyfft2PvjgA5YsWQJU9Az9/f2rBOTqtGnTBoDU1FSj56s7DtC8eXMmT57M5MmTATh06BCTJk3ihx9+ICYmhmeffbamP5IQjZp87BTCQnz88ccArFixojwADhgwAFdXV2JjY8nOzq7RdQzLWbZu3Upubm6V86tXr65xm4KCgpg6dSoAp06dqvHjTMXe3h5QiV1CNCQSXIWwEH379iUsLKw8QxjAwcGB2bNnk5eXx/jx440mGqWlpbFixYryr319fRk1ahS5ubm89dZblJWVlZ+LiYlhzZo1Va5x+fJloqOjqxSkKCwsZM+ePQB06NDBJD9nbbRt2xaAc+fO1ftzC/EwJLgKYUHmzp2LTqdjyZIlXL9+HYC3336bqVOnEhsbS/fu3QkKCiIiIoIJEybQq1cvOnTowIIFCypd59///jetW7fm22+/pVu3bkRERBAcHMzo0aN57bXXqjxvdnY2UVFReHh4EBwczIsvvkhYWBgdO3bk0KFD9O/fn/Hjx9fLa3CvMWPGoNPpmDlzJmFhYUyfPp3p06eTlZVV720RojYkuAphQQICAhg3bhyFhYV8+umngEoaWr58ORs3buSpp54iOTmZH374gQMHDuDo6MisWbPK52gNOnfuTHx8PJMnT+bWrVts2LCB3Nxcli5dysyZM6s8r6+vLwsWLCAkJITLly+zbt06Dhw4gLe3N5999hmxsbE4ODjUy2twL0PJxh49erB9+3YWL17M4sWLy6tZCWGpdJqmaeZuhBBCCGFNpOcqhBBCmJgEVyGEEMLEJLgKIYQQJibBVQghhDAxCa5CCCGEiUlwFUIIIUxMgqsQQghhYhJchRBCCBOT4CqEEEKYmARXIYQQwsQkuAohhBAmJsFVCCGEMDEJrkIIIYSJ/T+xsoaAbxqk4AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(5, 4))\n",
    "counts_dr16, xbins_dr16, ybins_dr16 = np.histogram2d(sdss4_cat.Z_SYS[ind_dr16], sdss4_cat.LOGMBH[ind_dr16], \n",
    "                                        range=((0, 5), (5, 12)), bins=50)\n",
    "counts_dr19, xbins_dr19, ybins_dr19 = np.histogram2d(sdss5_cat.Z_SYS[ind_dr19], sdss5_cat.LOGMBH[ind_dr19],\n",
    "                                        range=((0, 5), (5, 12)), bins=50)   \n",
    "xmesh_dr16, ymesh_dr16 = np.meshgrid((xbins_dr16[:-1] + xbins_dr16[1:]) / 2, (ybins_dr16[:-1] + ybins_dr16[1:]) / 2)\n",
    "xmesh_dr19, ymesh_dr19 = np.meshgrid((xbins_dr19[:-1] + xbins_dr19[1:]) / 2, (ybins_dr19[:-1] + ybins_dr19[1:]) / 2)\n",
    "levels_dr16 = get_levels(counts_dr16, data_percentile)\n",
    "levels_dr19 = get_levels(counts_dr19, data_percentile)\n",
    "ax.contour(xmesh_dr16, ymesh_dr16, counts_dr16.T, levels=levels_dr16, colors='blue', alpha=0.5, label='DR16')\n",
    "ax.contour(xmesh_dr19, ymesh_dr19, counts_dr19.T, levels=levels_dr19, colors='red', alpha=0.5, label='DR19')\n",
    "ax.text(4.8, 7.1, 'DR16', color='blue', fontsize=15, ha='right', va='bottom')\n",
    "ax.text(4.8, 7.5, 'DR19', color='red', fontsize=15, ha='right', va='bottom')\n",
    "ax.set_xlabel('Redshift')\n",
    "ax.set_ylabel('Log MBH')\n",
    "ax.set_xlim(0, 5)\n",
    "ax.set_ylim(6, 11)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "903cb5f9",
   "metadata": {},
   "source": [
    "**MBH vs redshift**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "674f47de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 3, figsize=(15, 4))\n",
    "z_range = [[0, 1.2], [0.2, 2.8], [1.4, 5]]\n",
    "for i, line in enumerate(['HB', 'MGII', 'CIV']):\n",
    "    counts_dr16, xbins_dr16, ybins_dr16 = np.histogram2d(sdss4_cat.Z_SYS[ind_dr16], sdss4_cat['LOGMBH_'+line][ind_dr16], \n",
    "                                            range=((0, 5), (5, 12)), bins=50)\n",
    "    counts_dr19, xbins_dr19, ybins_dr19 = np.histogram2d(sdss5_cat.Z_SYS[ind_dr19], sdss5_cat['LOGMBH_'+line][ind_dr19],\n",
    "                                            range=((0, 5), (5, 12)), bins=50)   \n",
    "    xmesh_dr16, ymesh_dr16 = np.meshgrid((xbins_dr16[:-1] + xbins_dr16[1:]) / 2, (ybins_dr16[:-1] + ybins_dr16[1:]) / 2)\n",
    "    xmesh_dr19, ymesh_dr19 = np.meshgrid((xbins_dr19[:-1] + xbins_dr19[1:]) / 2, (ybins_dr19[:-1] + ybins_dr19[1:]) / 2)\n",
    "    levels_dr16 = get_levels(counts_dr16, data_percentile)\n",
    "    levels_dr19 = get_levels(counts_dr19, data_percentile)\n",
    "    ax[i].contour(xmesh_dr16, ymesh_dr16, counts_dr16.T, levels=levels_dr16, colors='blue', alpha=0.5, label='DR16')\n",
    "    ax[i].contour(xmesh_dr19, ymesh_dr19, counts_dr19.T, levels=levels_dr19, colors='red', alpha=0.5, label='DR19')\n",
    "    ax[i].text(0.98, 0.05, 'DR16', color='blue', fontsize=15, ha='right', va='bottom', transform=ax[i].transAxes)\n",
    "    ax[i].text(0.98, 0.12, 'DR19', color='red', fontsize=15, ha='right', va='bottom', transform=ax[i].transAxes)\n",
    "    ax[i].set_xlabel('Redshift')\n",
    "    ax[i].set_ylabel('Log MBH')\n",
    "    ax[i].set_xlim(z_range[i])\n",
    "    ax[i].set_ylim(6, 12)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f4c0aae",
   "metadata": {},
   "source": [
    "## About this notebook\n",
    "\n",
    "This notebook was created to illustrate how to read and use the DR19 quasar VAC\n",
    "\n",
    "**Author**: Qiaoya Wu\n",
    "\n",
    "**Last Update**: May 6, 2025\n",
    "\n",
    "If you use ``astropy`` for published research, please cite the authors. Follow this link for more information about citing ``astropy``:\n",
    "\n",
    "[Citing](https://www.astropy.org/acknowledging.html) ``astropy``\n",
    "\n",
    "\n",
    "And of course please [cite](https://sdss.org/collaboration/citing-sdss/) SDSS when you use our data product.\n"
   ]
  }
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