{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yZbnmZd-ggKE"
   },
   "source": [
    "# Gaia Unlimited: WD Space Density\n",
    "### Rix, Hogg, and Gaia Unlimited Collaboration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ChCBfInqabiz"
   },
   "source": [
    "##### This notebook is in the context of the paper on illustrating the concepts of a selection function and of its use in astronomy through the devising, cleaning, and SF-correcting of a sample of white dwarfs with the goal to get the luminosity color function. This first part of the notebook is about\n",
    "\n",
    "* starting with an initial sample, queried from eDR3, to get candidate sources for white dwarfs within 1/3mas parsec.\n",
    "\n",
    "* attaching astrometric fidelity flags from Rybizki et al 2021, which eliminates techichally spurious objects with great efficiency; this is NOT done within the notebook as HWR's is unable to link to the GAVO site form within Jupyter\n",
    "\n",
    "* making a color-color cut in the BP-G and G-RP plane, to isolate objects with single-WD SEDs, which eliminates \"physical contaminants\" (correctly measured objects that are not single WDs)\n",
    "\n",
    "* then -- for different choices of parallax-S/N -- the luminosity-color-function of WD's is calculated; i.e. the space-density of WDs of given M_G and B-R, at the Sun's location.\n",
    "\n",
    "* all Figures for the paper are generated here....."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:36.427246Z",
     "start_time": "2021-04-20T17:41:34.505129Z"
    },
    "id": "IJOfwTV8abi6"
   },
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'pyia'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-2-9219861f9da0>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mticker\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mAutoMinorLocator\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mMultipleLocator\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolors\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mcolors\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mpyia\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mGaiaData\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mscipy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minterpolate\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0minterp1d\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mscipy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mintegrate\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mdblquad\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'pyia'"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "from tqdm.auto import tqdm\n",
    "from matplotlib.ticker import AutoMinorLocator, MultipleLocator\n",
    "import matplotlib.colors as colors\n",
    "from pyia import GaiaData\n",
    "from scipy.interpolate import interp1d\n",
    "from scipy.integrate import dblquad\n",
    "from scipy.stats import gaussian_kde\n",
    "import glob\n",
    "import os\n",
    "import pathlib\n",
    "\n",
    "# import astropy.table as at\n",
    "import astropy.units as u\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# from matplotlib import rc\n",
    "\n",
    "\n",
    "font = {\n",
    "    'family': 'monospace',\n",
    "    'color':  'black',\n",
    "    'weight': 'bold',\n",
    "    'size': 20,\n",
    "}\n",
    "\n",
    "cmap_r = 'inferno_r'\n",
    "cmap = 'inferno'\n",
    "\n",
    "style = {\n",
    "    'font.family': 'serif',\n",
    "    'font.size': 22,\n",
    "    \"axes.titlesize\": \"medium\",\n",
    "    \"axes.labelsize\": \"medium\",\n",
    "    'axes.edgecolor': '#000000',\n",
    "    \"xtick.direction\": \"out\",\n",
    "    \"ytick.direction\": \"out\",\n",
    "    # \"xtick.major.size\": \"8\",\n",
    "    # \"xtick.minor.size\": \"4\",\n",
    "    # \"ytick.major.size\": \"8\",\n",
    "    # \"ytick.minor.size\": \"4\",\n",
    "    'xtick.labelsize': 'medium',\n",
    "    'ytick.labelsize': 'medium',\n",
    "    'ytick.color': '#000000',\n",
    "    'xtick.color': '#000000',\n",
    "    'xtick.top': False,\n",
    "    'ytick.right': False,\n",
    "    'axes.spines.top': True,\n",
    "    'axes.spines.right': True,\n",
    "    'axes.linewidth': 1.5,\n",
    "    'image.aspect': 'auto',\n",
    "    'figure.dpi': 80\n",
    "}\n",
    "\n",
    "plt.style.use(style)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:36.435715Z",
     "start_time": "2021-04-20T17:41:36.430505Z"
    }
   },
   "outputs": [],
   "source": [
    "cache_path = pathlib.Path('../cache/')\n",
    "cache_path.mkdir(exist_ok=True)\n",
    "\n",
    "plot_path = pathlib.Path('figures')\n",
    "plot_path.mkdir(exist_ok=True)\n",
    "pdf_dpi = 300"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "FbyrzPj_abjJ"
   },
   "source": [
    "# Download files from Keeper\n",
    "\n",
    "Bits of code to download files when not already present.\n",
    "\n",
    "The few lines below are not downloading the files if they are already existing on disk. However, it does not check you have the same version but checks if the file sizes match to avoid re-downloading."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:36.446702Z",
     "start_time": "2021-04-20T17:41:36.439758Z"
    },
    "id": "mnhwWDqzabjK"
   },
   "outputs": [],
   "source": [
    "def download_file(link: str, file_name: str, overwrite: bool = False) -> str:\n",
    "    \"\"\" Download a file on disk from url \n",
    "    \n",
    "    link: url of the file\n",
    "    file_name: path and filename of the download location\n",
    "    overwrite: set to re-download (default False)\n",
    "    \n",
    "    Returns the filename of the data\n",
    "    \"\"\"\n",
    "    \n",
    "    with requests.get(link, stream=True) as r:\n",
    "        r.raise_for_status()\n",
    "        \n",
    "        total_length = int(r.headers.get('content-length'))\n",
    "        if os.path.exists(file_name) and not overwrite:\n",
    "            if (total_length is None) or (os.stat(file_name).st_size == total_length):\n",
    "                print(f\"file '{file_name}' already downloaded.\")\n",
    "                return file_name\n",
    "        \n",
    "        with open(file_name, 'wb') as f:\n",
    "            pbar = tqdm(total=total_length)\n",
    "            for chunk in r.iter_content(chunk_size=8192):\n",
    "                if chunk:  # filter out keep-alive new chunks\n",
    "                    f.write(chunk)\n",
    "                    pbar.update(len(chunk))\n",
    "                \n",
    "    return file_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:37.984165Z",
     "start_time": "2021-04-20T17:41:36.451086Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "xGME5TKiabjK",
    "outputId": "083e589b-643d-4210-f0ac-646c9aecd269"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "file '../cache/WD-Jan31-2021-fidelity-ge-0.9.fits' already downloaded.\n",
      "file '../cache/WD-Jan31-2021-initial-sample.fits' already downloaded.\n"
     ]
    }
   ],
   "source": [
    "url = 'https://keeper.mpdl.mpg.de/d/6c4fe72d41c749488fec/files/?p=%2FWD-Jan31-2021-fidelity-ge-0.9.fits&dl=1'\n",
    "file_name = cache_path / 'WD-Jan31-2021-fidelity-ge-0.9.fits'\n",
    "\n",
    "download_file(url, file_name)\n",
    "\n",
    "url = 'https://keeper.mpdl.mpg.de/d/6c4fe72d41c749488fec/files/?p=%2FWD-Jan31-2021-initial-sample.fits&dl=1'\n",
    "file_name = cache_path / 'WD-Jan31-2021-initial-sample.fits'\n",
    "\n",
    "download_file(url, file_name);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:37.992197Z",
     "start_time": "2021-04-20T17:41:37.986536Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "CViy7rjvabjK",
    "outputId": "f0b04495-8b3c-46ea-8315-bf4fd693a9b1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['../cache/WD-Jan31-2021-initial-sample.fits',\n",
       " '../cache/WD-Jan31-2021-fidelity-ge-0.9.fits']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "glob.glob(str(cache_path / '*fits'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Dl-V3e1AbZOg"
   },
   "source": [
    "# Actual Work"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GNOsYfIhabi8"
   },
   "source": [
    "The starting point is a Gaia eDR3 query that is designed to get possible WDs (2 magnitudes below the MS at the same color), within 1/3 kpc, and G<20 and \"at least decent parallax S/N:  $\\delta\\varpi/\\varpi >5$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RbyhPgtBabi8"
   },
   "source": [
    "```sql\n",
    "SELECT *\n",
    "FROM gaiaedr3.gaia_source AS g\n",
    "WHERE\n",
    "g.phot_g_mean_mag < 20.0\n",
    "and g.parallax > 3.\n",
    "and g.parallax_over_error > 5.\n",
    "and g.phot_g_mean_mag + 5 * log10(g.parallax/100.) > 4.+ (13./3.3)*(g.bp_rp+0.8)\n",
    "```\n",
    " \n",
    " where the last condition is a broad cut in CMD-space, \"well below the main sequence\"\n",
    " This eDR3 query results in 'WD-Jan31-2021-initial-sample.fits'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:38.829251Z",
     "start_time": "2021-04-20T17:41:37.993690Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "t9ZLL7ZGabi9",
    "outputId": "bc5461a7-4fc9-41d0-c5d4-d8ec81c9c6ec"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "read in 737,899 catalog rows\n"
     ]
    }
   ],
   "source": [
    "# read in the initial catalog\n",
    "file_name = cache_path / 'WD-Jan31-2021-initial-sample.fits'\n",
    "catalog = GaiaData(str(file_name))\n",
    "\n",
    "# get the few columns we need; without subscript refers to the innitial sample\n",
    "BmR = catalog.bp_rp.value\n",
    "MG = (catalog.phot_g_mean_mag - catalog.distmod).value\n",
    "l = catalog.l.value\n",
    "b = catalog.b.value\n",
    "\n",
    "print('read in {0:,d} catalog rows'.format(len(catalog)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tvQbFTH8abjG"
   },
   "source": [
    "#### Let's now look at this initial sample, by making a density plot in the $M_G$-(B-R) plane; here we also set the CAMD box\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:38.840743Z",
     "start_time": "2021-04-20T17:41:38.833817Z"
    },
    "id": "W_BXeA4NabjF"
   },
   "outputs": [],
   "source": [
    "# now get the color-magnitude-density distribution; start by setting basic parameters\n",
    "\n",
    "# these limits encompass the initial sample selection comfortably:\n",
    "MGmin, MGmax = 5, 17.\n",
    "BmRmin, BmRmax = -0.8, 1.8  \n",
    "\n",
    "# by empirical experimentation, brings the finescale structure of the LCF to the fore\n",
    "cmd_gridsize = 120"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:38.859016Z",
     "start_time": "2021-04-20T17:41:38.848252Z"
    },
    "id": "CppP-DefabjF"
   },
   "outputs": [],
   "source": [
    "def get_density(M, c, Mmin=5, Mmax=17, cmin=-0.8, cmax=1.8, Veff=None, gridsize=120):\n",
    "    MG_grid = np.linspace(Mmin, Mmax, gridsize+1)\n",
    "    BmR_grid = np.linspace(cmin, cmax, gridsize+1)\n",
    "    \n",
    "    if Veff is None:\n",
    "        Veff = np.ones_like(M)\n",
    "\n",
    "    dM = MG_grid[1] - MG_grid[0]\n",
    "    dc = BmR_grid[1] - BmR_grid[0]\n",
    "\n",
    "    distribution, xe, ye = np.histogram2d(\n",
    "        c, M, \n",
    "        bins=(BmR_grid, MG_grid),\n",
    "        weights=1 / Veff)\n",
    "    \n",
    "    distribution = np.ma.masked_where(distribution <= 0, distribution)\n",
    "    distribution = np.ma.log10(distribution / (dM * dc))\n",
    "    \n",
    "    return distribution, xe, ye"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "APW Note: Fixed spurious sources in vertical stripe at left edge of plot, and changed colorbar label to mag^-2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:38.876154Z",
     "start_time": "2021-04-20T17:41:38.863545Z"
    }
   },
   "outputs": [],
   "source": [
    "def make_cmd(mag, col, *get_density_args, N_name=''):\n",
    "    Veff_dummy = np.ones(len(mag))\n",
    "    distribution, xe, ye = get_density(mag, col, *get_density_args)\n",
    "\n",
    "    fig, ax = plt.subplots(1, 1, figsize=(10, 7.5), tight_layout=True)\n",
    "\n",
    "    im = ax.pcolormesh(\n",
    "        xe, ye, distribution.T,\n",
    "        cmap=cmap_r,\n",
    "        vmin=2.9, vmax=6.5,\n",
    "        rasterized=True)\n",
    "\n",
    "    ax.set_xlim(xe.min(), xe.max())\n",
    "    ax.set_ylim(ye.max(), ye.min())\n",
    "\n",
    "    ax.set_xlabel(r'$\\mathrm{B}-\\mathrm{R}$ [mag]')\n",
    "    ax.set_ylabel(r'$\\mathrm{M}_\\mathrm{G}$ [mag]')\n",
    "    \n",
    "    clb = fig.colorbar(im)\n",
    "    clb.set_label(\n",
    "        r\"log $\\mathrm{n}_0(\\mathrm{M}_\\mathrm{G},\\mathrm{B}-\\mathrm{R})$ [mag$^{-2}$]\",\n",
    "        labelpad=8,\n",
    "        rotation=90)\n",
    "    ax.text(0.95,\n",
    "             0.95,\n",
    "             fr\"$N^\\mathrm{{{N_name}}}_\\mathrm{{sample}}$\" + f\" = {len(Veff_dummy):,d} \",\n",
    "             fontsize='medium',\n",
    "             transform=ax.transAxes,\n",
    "             va='top',\n",
    "             ha='right')\n",
    "\n",
    "    return fig, ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:40.337521Z",
     "start_time": "2021-04-20T17:41:38.878569Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#@title make 2D density plot of sample at hand\n",
    "# we start with the initial sample\n",
    "fig, ax = make_cmd(MG, BmR, N_name='init')\n",
    "\n",
    "ax.set_title(r'WD candidates after initial Gaia query')\n",
    "fig.tight_layout()\n",
    "fig.savefig(plot_path / \"initial_eDR3_query_CMD_distribution.pdf\", dpi=pdf_dpi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "rKHzHM9pabi_"
   },
   "source": [
    "The plot above shows the enormous numbers of \"spurious\" sources that are in this largely empty part of the CAMD. Rybizki et al have devised an astrometric fidelity parameter (prob_v1), which is good at eliminating spurious sources. We have via the GAVO interface matched the above sample with fidelity_v1 and have picked fidelity_v1>0.9. This results in the following file which we plot analogously."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:40.656359Z",
     "start_time": "2021-04-20T17:41:40.340495Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "read in 126,638 catalog rows\n"
     ]
    }
   ],
   "source": [
    "# read in the initial catalog\n",
    "file_name = cache_path / 'WD-Jan31-2021-fidelity-ge-0.9.fits'\n",
    "catalog_af = GaiaData(str(file_name))\n",
    "\n",
    "# get the few columns we need; without subscript refers to the innitial sample\n",
    "BmR_af = catalog_af.bp_rp.value\n",
    "MG_af = (catalog_af.phot_g_mean_mag - catalog_af.distmod).value\n",
    "l = catalog_af.l.value\n",
    "b = catalog_af.b.value\n",
    "\n",
    "print('read in {0:,d} catalog rows'.format(len(catalog_af)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "APW note: changed \"N^init\" to \"N^af\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:41.406988Z",
     "start_time": "2021-04-20T17:41:40.658301Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = make_cmd(MG_af, BmR_af, N_name='af')\n",
    "\n",
    "ax.set_title(r'WD candidates with good astrometry')\n",
    "\n",
    "fig.tight_layout()\n",
    "fig.savefig(plot_path / \"astrometric_fidelity_cleaned_CAMD_distribution.pdf\", dpi=pdf_dpi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7NTyRLQ-abjA"
   },
   "source": [
    "Let's look at what this first cleaning did to the sky distrbution: it worked beautifully, as expected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:42.213957Z",
     "start_time": "2021-04-20T17:41:41.408856Z"
    },
    "cellView": "form",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 336
    },
    "id": "6rlPOTZQabjA",
    "outputId": "b7c8d49c-b77e-4add-b208-05b5268035af",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x320 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#@title Sky distribution: initial vs after current cleaning\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4), sharex=True, sharey=True)\n",
    "ax1.plot(catalog.l.value,\n",
    "         np.sin(catalog.b),\n",
    "         '.',\n",
    "         color='black',\n",
    "         alpha=0.002)\n",
    "ax1.set_xlabel(r'$\\ell$ [deg]')\n",
    "ax1.set_ylabel(r'$\\sin{b}$ [deg]')\n",
    "ax2.plot(catalog_af.l.value,\n",
    "         np.sin(catalog_af.b),\n",
    "         '.',\n",
    "         color='black',\n",
    "         alpha=0.002)\n",
    "plt.xlim(0, 360)\n",
    "plt.ylim(-1, 1.)\n",
    "plt.xticks(np.arange(0., 361., 90.))\n",
    "#plt.yticks(np.arange(-1.7, 1.7, 0.5))\n",
    "ax2.set_xlabel(r'$\\ell$ [deg]');\n",
    "#ax2.set_ylabel(r'$\\sin{b}$');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2IvUrpvaabjB"
   },
   "source": [
    "And now, the next cleaning step, dubbed \"astrophysical contaminants\" in the draft. We will eliminate objects whose position in the color-color plane shows that their SEDs are more complex than a single black-body (stellar spectrum); we seek to model single WDs, which **all** should satisfy this criterion; again, a contamination reduction without significant completenes reduction (except that we will retain binary WDs where both components have similar T$_{eff}$).\n",
    "\n",
    "We chosse BP-G *vs* G-RP as the coordinates of the color-color-plane. The two panels show the full extent of the color-color plane (left) and a zoom in to the single-stellar(WD) locus. The red dots show an eyeballed selection criterion, cast into a polynomial.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Ads2rXdPabjB"
   },
   "source": [
    "Make a 2D density histogram of sources in the B-G vs G-R plane; the first panel is a wide view, that shows all the WD-Mdwarf etc.. pairs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:42.239681Z",
     "start_time": "2021-04-20T17:41:42.215492Z"
    },
    "id": "wcvXoYu4abjB"
   },
   "outputs": [],
   "source": [
    "BmG_af = (catalog_af.phot_bp_mean_mag - catalog_af.phot_g_mean_mag).value\n",
    "GmR_af = (catalog_af.phot_g_mean_mag - catalog_af.phot_rp_mean_mag).value\n",
    "\n",
    "# specify the grid on which to calculate the density\n",
    "cc_gridsize = 200\n",
    "xgrid = np.linspace(-4., 1.4, cc_gridsize+1)\n",
    "ygrid = np.linspace(-1., 4.1, cc_gridsize+1)\n",
    "\n",
    "# use the 2D density construction from (way) above\n",
    "color_color_density, cc_xe, cc_ye = np.histogram2d(\n",
    "    BmG_af, GmR_af, \n",
    "    bins=(xgrid, ygrid))\n",
    "\n",
    "dc1 = xgrid[1] - xgrid[0]\n",
    "dc2 = ygrid[1] - ygrid[0]\n",
    "color_color_density /= dc1 * dc2\n",
    "color_color_density = np.ma.masked_where(color_color_density <= 0, \n",
    "                                         color_color_density)\n",
    "\n",
    "log_color_color_density = np.ma.log10(color_color_density)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:42.684634Z",
     "start_time": "2021-04-20T17:41:42.241506Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(8,6), \n",
    "                       tight_layout=True)\n",
    "\n",
    "im = ax.pcolormesh(\n",
    "    cc_xe, cc_ye, log_color_color_density.T,\n",
    "    cmap=cmap_r,\n",
    "    vmin=2.5,\n",
    "    vmax=9.,\n",
    "    rasterized=True)\n",
    "ax.set_xlabel(r'$\\mathrm{B}-\\mathrm{G}$ [mag]')\n",
    "ax.set_ylabel(r'$\\mathrm{G}-\\mathrm{R}$ [mag]')\n",
    "ax.set_title(r'candidate WDs in color-color plane')\n",
    "ax.set_xticks(np.arange(cc_xe.min(), cc_xe.max(), 1.))\n",
    "ax.set_yticks(np.arange(cc_ye.min(), cc_ye.max(), 1.))\n",
    "clb = fig.colorbar(im)\n",
    "clb.set_label(\"log $( \\mathrm{n}_0~[\\mathrm{mag}^{-2}])$\",\n",
    "              labelpad=8,\n",
    "              rotation=90)\n",
    "\n",
    "fig.savefig(plot_path / \"color_color_distribution1.pdf\", dpi=pdf_dpi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dYgb6tPmabjC"
   },
   "source": [
    "Now we'll make a zoomed in version of the plot, and illustrate the color-color cut to isolate the simple SEDs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:42.707388Z",
     "start_time": "2021-04-20T17:41:42.686792Z"
    },
    "id": "5IRVLIGrabjC"
   },
   "outputs": [],
   "source": [
    "# specify the grid on which to calculate the density\n",
    "xgrid = np.linspace(-0.5, 1.05, cc_gridsize+1)\n",
    "ygrid = np.linspace(-0.5, 1.2, cc_gridsize+1)\n",
    "\n",
    "# use the 2D density construction from (way) above\n",
    "color_color_density, cc_xe, cc_ye = np.histogram2d(\n",
    "    BmG_af, GmR_af, \n",
    "    bins=(xgrid, ygrid))\n",
    "\n",
    "dc1 = xgrid[1] - xgrid[0]\n",
    "dc2 = ygrid[1] - ygrid[0]\n",
    "color_color_density /= dc1 * dc2\n",
    "color_color_density = np.ma.masked_where(color_color_density <= 0, \n",
    "                                         color_color_density)\n",
    "\n",
    "log_color_color_density = np.ma.log10(color_color_density)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:43.176436Z",
     "start_time": "2021-04-20T17:41:42.708794Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 460
    },
    "id": "fofTeIG8abjC",
    "outputId": "7c4d4486-194b-4498-e315-8d77b5c7f3bb"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(8,6), \n",
    "                       tight_layout=True)\n",
    "                       \n",
    "im = ax.pcolormesh(\n",
    "    cc_xe, cc_ye, log_color_color_density.T,\n",
    "    cmap=cmap_r,\n",
    "    vmin=3.5,\n",
    "    vmax=8., \n",
    "    rasterized=True)\n",
    "\n",
    "ax.set_xlabel(r'$\\rm B-G$ [mag]')\n",
    "ax.set_ylabel(r'$\\rm G-R$ [mag]')\n",
    "ax.set_title(r'color-color cut to isolate simple SEDs')\n",
    "ax.set_xticks(np.arange(cc_xe.min(), cc_xe.max(), 0.5))\n",
    "ax.set_yticks(np.arange(cc_ye.min(), cc_ye.max(), 0.5))\n",
    "clb = fig.colorbar(im)\n",
    "clb.set_label(\"log $( \\mathrm{n}_0~[\\mathrm{mag}^{-2}])$\",\n",
    "              labelpad=8,\n",
    "              rotation=90\n",
    "              )\n",
    "\n",
    "x = np.linspace(cc_xe.min(), cc_xe.max(), num=500)\n",
    "y = 0.48 + 1.15 * (x - 0.2) - 1.0 * (x - 0.2)**2 + 0.70 * (\n",
    "    x - 0.2)**3. - 0.2 * (x - 0.2)**4\n",
    "ax.plot(x, y, '-', color='tab:blue')#, alpha=0.9)\n",
    "\n",
    "fig.savefig(plot_path / \"color_color_distribution2.pdf\", dpi=pdf_dpi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "BEcV-wuOabjC"
   },
   "source": [
    "We now use this cut to pare down the sample, retaining only sample members \"below\" the line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:43.449556Z",
     "start_time": "2021-04-20T17:41:43.177860Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "vFqggvhWabjC",
    "outputId": "ba823844-2498-4e5e-b858-9b14dd1036d5"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We have now selected 113,383 candidates\n"
     ]
    }
   ],
   "source": [
    "#now demand that \"good\" objects lie below the red dots, i.e. satisfy the single-$T_{eff$}$ SED cut\n",
    "x = BmG_af\n",
    "GmRmax = (0.48 + 1.15 * (x - 0.2) - 1.0 * (x - 0.2)**2 + \n",
    "          0.70 * (x - 0.2)**3. - 0.2 * (x - 0.2)**4)\n",
    "\n",
    "iselect = (GmR_af < GmRmax)\n",
    "# subscript \"_c\" refers to quantities after the color-color cut\n",
    "catalog_c = catalog_af[iselect]\n",
    "BmR_c = BmR_af[iselect]\n",
    "MG_c = MG_af[iselect]\n",
    "print('We have now selected {0:,d} candidates'.format(len(MG_c)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "BEBt5_hLabjD"
   },
   "source": [
    "This cut seems like is was very effective to eliminate CVs, galaxies (? Ron says) etc..\n",
    "\n",
    "Let's now look at what all that cleaning did to the sky distribution: it does look pleasing "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:44.223081Z",
     "start_time": "2021-04-20T17:41:43.451708Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = make_cmd(MG_c, BmR_c, N_name='cleaned')\n",
    "\n",
    "ax.set_title(r'face-value $N(\\mathrm{M}_\\mathrm{G},\\mathrm{B}-\\mathrm{R})$ of clean WD sample')\n",
    "\n",
    "fig.tight_layout()\n",
    "fig.savefig(plot_path / \"WD300pc_af_cc_uncorr.pdf\", dpi=pdf_dpi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Rs3K3Kl3ZrTp"
   },
   "source": [
    "Let's check one more time what the sky distribution is that we ended up with ? Isotropic?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:44.954212Z",
     "start_time": "2021-04-20T17:41:44.224516Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x320 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#@title Sky distribution: initial vs after current cleaning\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4), sharex=True, sharey=True)\n",
    "ax1.plot(catalog.l.value,\n",
    "         np.sin(catalog.b),\n",
    "         '.',\n",
    "         color='black',\n",
    "         alpha=0.01)\n",
    "ax1.set_xlabel(r'$\\ell$ [deg]')\n",
    "ax1.set_ylabel(r'$\\sin{b}$ [deg]')\n",
    "ax2.plot(catalog_c.l.value,\n",
    "         np.sin(catalog_c.b),\n",
    "         '.',\n",
    "         color='black',\n",
    "         alpha=0.01)\n",
    "plt.xlim(0, 360)\n",
    "plt.ylim(-1, 1.)\n",
    "plt.xticks(np.arange(0., 361., 90.))\n",
    "#plt.yticks(np.arange(-1.7, 1.7, 0.5))\n",
    "ax2.set_xlabel(r'$\\ell$ [deg]');\n",
    "#ax2.set_ylabel(r'$\\sin{b}$');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "zLlFlGyaZ3Oh"
   },
   "source": [
    "## Now, on to the density calculation, via calculating the effective survey volume\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "h5L2aNVMabjD"
   },
   "source": [
    "Now calculate the maximal volume for each points, assuming a homogeneous distribution and no dust. There are three aspects that can limit the maximal volume (Eq. 12 in the draft):\n",
    "1. the formal parallax cut\n",
    "2. the magnitude limit\n",
    "3. the plxSNlim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:45.065757Z",
     "start_time": "2021-04-20T17:41:44.956036Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ZafeuO-MabjD",
    "outputId": "e63b0a53-dda3-4cc4-e2b1-d9050b0567cb"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The initial catalog of  113383  sample members gets pared down to 52373\n"
     ]
    }
   ],
   "source": [
    "# to start calculateing the LCF of white dwarfs Phi_0(M,c) we adopt some fiducial sub-sample cuts\n",
    "mG_ref = 22.  # this is the empirical calibration of (mG,varpi) --> plxS/N (see Eq. 3 in paper)\n",
    "Glimit = 19.5 # we don't push to the faintest limits\n",
    "plxSNmin = 20.  # it is this parameter that we will modify later, we will take \"20\" as our fiducial SN_varpi\n",
    "plxcut = 3.  # <333 pc\n",
    "hz = 300 * u.pc # a density scale height of 300pc\n",
    "\n",
    "# subscript \"_cut\" refers to the sample aftetr (various) plxS/N cuts\n",
    "# the following has been modified/corrected March 6, 2021; see Eq 3 & 4 in the paper\n",
    "# note that the cuts here are on the expected<S/N_plx> = f(m_G , varpi)\n",
    "iselect = (\n",
    "    (catalog_c.phot_g_mean_mag.value <= Glimit) &\n",
    "    (catalog_c.parallax.to_value(u.mas) >= plxcut) &\n",
    "    (catalog_c.parallax.value * 10.**(-(catalog_c.phot_g_mean_mag.value - mG_ref) / 5.) >= plxSNmin)\n",
    ")\n",
    "\n",
    "catalog_cut = catalog_c[iselect]\n",
    "BmR_cut = catalog_cut.bp_rp.value\n",
    "MG_cut = (catalog_cut.phot_g_mean_mag - catalog_cut.distmod).value\n",
    "print('The initial catalog of ', len(catalog_c),\n",
    "      ' sample members gets pared down to', len(catalog_cut))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "w3_HuAqWabjE"
   },
   "source": [
    "For the subsequent steps we need two auxilliary functions: the one, get_Veff calculate the actual maximal volume within which the object would has S_C~1; the second one, is a dummy, it just counts each sample members volume as \"1\", so that we can make analogous maks that are N(M,c), not Phi_0(M,c)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:45.071354Z",
     "start_time": "2021-04-20T17:41:45.067651Z"
    },
    "id": "V8iipi7jabjE"
   },
   "outputs": [],
   "source": [
    "#@title functions to calculate V_eff; and a \"dummy version\" thereof\n",
    "# assign to each object in 'catalog' a Veff; not catalog must have columns 'parallax' and 'phot_g_mean_mag'\n",
    "# the assumption is that we have cuts in parallax (plxmin), magnitude (Glimit), and PlsS/N\n",
    "# there are three possible issues that limit Veff: plxcit, Gmin o plxSN; hence thee cases\n",
    "\n",
    "\n",
    "def get_plxmin(M, Glimit, plxSNmin, plxcut, mG_ref=22.): \n",
    "    # mG_ref = reference magnitude so that m and varpi yield a \n",
    "    # cetain plxSN; empiically calibrated fom eDR3\n",
    "    plxmin = np.max([\n",
    "        np.full_like(M, plxcut), \n",
    "        10**( (M + 10 - Glimit) / 5),\n",
    "        np.sqrt(plxSNmin)*10**((M + 10 - mG_ref) / 10)\n",
    "    ], axis=0)\n",
    "    return plxmin\n",
    "\n",
    "\n",
    "def get_Veff(M, Glimit, plxSNmin, plxcut):\n",
    "    plxmin = get_plxmin(M, Glimit, plxSNmin, plxcut)\n",
    "    return (4 * np.pi / 3.) / plxmin**3 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ORBR-FKflT24"
   },
   "source": [
    "In the Cell below, we provide the code that does the Veff calculation for the case of a density slab, with a vertically Gaussian profile or scale-height h_z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:45.080517Z",
     "start_time": "2021-04-20T17:41:45.076578Z"
    },
    "id": "e2-SkrStlgag"
   },
   "outputs": [],
   "source": [
    "# these are the pieces needed for calculating the effective volume \n",
    "# for the vertically-Gaussian slab of scale-height h_z\n",
    "\n",
    "def integrand(plx, b, hz):\n",
    "    d = 1 / plx\n",
    "    z = d * np.sin(b)\n",
    "    return d**2 * np.cos(b) / plx**2 * np.exp(-0.5 * (z / hz)**2)\n",
    "\n",
    "def gaussian_slab_Veff(plxmin, hz):\n",
    "    # this is the analytic result, for latitude b and minimal parallax plxmin\n",
    "    return 2. * np.pi * dblquad(\n",
    "        integrand,\n",
    "        -np.pi/2., np.pi/2., \n",
    "        lambda plx: plxmin, lambda plx: np.inf, \n",
    "        args=(hz, ))[0]\n",
    "\n",
    "#  this function takes an input vector of absolute magnitudes M \n",
    "# to calculate plxmin = f(M,Glimit,plxSNmin & plxcut) and then \n",
    "# feeds it into the gaussian_slab_Veff() above to calculate the \n",
    "# effective volume. To speed things up, we construct an array of \n",
    "# abs.mag M first, precalculate Veff, and then interpolate.\n",
    "def get_Veff_gaussian_slab(M, Glimit, plxSNmin, plxcut, hz):\n",
    "    plxmin = get_plxmin(M, Glimit, plxSNmin, plxcut)\n",
    "    return np.array([gaussian_slab_Veff(x, hz) \n",
    "                     for x in plxmin])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:53.318982Z",
     "start_time": "2021-04-20T17:41:45.083775Z"
    }
   },
   "outputs": [],
   "source": [
    "# do pre-calculation on grid of abs mag\n",
    "M_grid = np.arange(3., 30., 0.04)  # enormous range of possible abs. mag.\n",
    "Veff_grid = get_Veff_gaussian_slab(M_grid, Glimit, plxSNmin, plxcut, \n",
    "                                   hz.to_value(u.kpc))\n",
    "\n",
    "Veff_grid_limit = get_Veff_gaussian_slab(M_grid, Glimit, plxSNmin, plxcut, \n",
    "                                         hz=np.inf)\n",
    "\n",
    "gaussian_slab_Veff_interp = interp1d(M_grid, Veff_grid, \n",
    "                                     bounds_error=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:53.777361Z",
     "start_time": "2021-04-20T17:41:53.320795Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8.0, 16.0)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(M_grid, Veff_grid_limit)\n",
    "\n",
    "dense_M_grid = np.linspace(8., 16., 2048)\n",
    "plt.plot(dense_M_grid, gaussian_slab_Veff_interp(dense_M_grid))\n",
    "plt.yscale('log')\n",
    "\n",
    "plt.ylim(0.0005, 0.32)\n",
    "plt.xlim(8., 16.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: In the limit where hz >> kpc, this should be identical to other Veff"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "R1RHJPwdabjE"
   },
   "source": [
    "Now get the Veff for all objects in catalog_cut, taken with the first fiducial set of G,varpi,SNvarpi parameters.\n",
    "The point here is to illustrate that for same sources the magnitude, for some the parallax, and for some the SNplx lmits the survey volume."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:54.455933Z",
     "start_time": "2021-04-20T17:41:53.779246Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#@title illustrate how the effective volume depends on M_G\n",
    "MG_cut_list = np.linspace(8,16,1000)\n",
    "##Veff_cut = Veff_interp( MG_cut )\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10,7.5), tight_layout=True)\n",
    "\n",
    "for SN, color, lw in zip([5, 20, 80], \n",
    "                         ['tab:blue', 'k', 'tab:green'],\n",
    "                         [2, 4, 2]):\n",
    "    Veff_cut = get_Veff( MG_cut_list, Glimit, SN, plxcut)\n",
    "    ax.plot(MG_cut_list, Veff_cut, '-', \n",
    "            label=rf\"$\\varpi / \\sigma_\\varpi > {SN}$\",\n",
    "            color=color, alpha=1., lw=lw)\n",
    "    \n",
    "ax.set_xlabel(r'$\\mathrm{M}_\\mathrm{G}$')\n",
    "ax.set_ylabel('effective Volume [kpc$^{-3}$]')\n",
    "ax.set_title(r'What limits the effective survey volume?')\n",
    "ax.set_ylim(0.0005, 0.32)\n",
    "ax.set_xlim(8., 16.)\n",
    "ax.text(8.2,\n",
    "         0.1,\n",
    "         r'$V_{eff}~$=$f~(\\varpi)$',\n",
    "         fontsize=\"large\",\n",
    "         rotation=0,\n",
    "         rotation_mode='anchor')\n",
    "ax.text(10.7,\n",
    "         0.07,\n",
    "         r'$V_{eff}~$=$f~(\\varpi / \\sigma_\\varpi)$',\n",
    "         fontsize=\"large\",\n",
    "         rotation=-33,\n",
    "         rotation_mode='anchor')\n",
    "ax.text(13.3,\n",
    "         0.01,\n",
    "         r'$V_{eff}~$=$f~(\\mathrm{m}_G)$',\n",
    "         fontsize=\"large\",\n",
    "         rotation=-50,\n",
    "         rotation_mode='anchor')\n",
    "\n",
    "ax.legend(loc='upper right', fontsize=16)\n",
    "\n",
    "ax.semilogy()\n",
    "fig.savefig(plot_path / f\"Veff-{int(plxSNmin)}.pdf\", dpi=pdf_dpi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7gQd5rTRabjE"
   },
   "source": [
    "Now, let's set up a 100x100 grid in MG-(B-R) space, weigh each point by 1./Veff(M_G)\n",
    "and make a plot; this is effectively the luminosity-color function of single WDs, Phi_0(M,c).\n",
    "\n",
    "Again, this starts with defning two function calls for getting the (dummy/real) density; we'll make several plots along these lines."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1Xl37YqXabjF"
   },
   "source": [
    "Now we will make the first WD CLF on the grid just specified, taking default parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:55.266363Z",
     "start_time": "2021-04-20T17:41:54.457589Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 580
    },
    "id": "3U8DBLxrabjF",
    "outputId": "847beded-67c1-4cc7-ee05-ac6231351493"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#@title Estimate Phi_0(M,c), using the effective volume from the selection function\n",
    "Veff_cut = get_Veff( MG_cut, Glimit, plxSNmin, plxcut)\n",
    "distribution, xe, ye = get_density(MG_cut, BmR_cut, Veff=Veff_cut)\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10,7.5), tight_layout=True)\n",
    "\n",
    "im = ax.pcolormesh(\n",
    "        xe, ye, distribution.T - 9,  # kpc^-3 to pc^-3\n",
    "        cmap=cmap_r,\n",
    "        vmin=-5.0, vmax=-1.4,\n",
    "        rasterized=True)\n",
    "\n",
    "ax.set_xlabel(r'$\\mathrm{B}-\\mathrm{R}$ [mag]')\n",
    "ax.set_ylabel(r'$\\mathrm{M}_\\mathrm{G}$ [mag]')\n",
    "ax.set_title(r'$\\Phi_0(\\mathrm{M}_\\mathrm{G},\\mathrm{B}-\\mathrm{R})$ of WDs, incl. selection function')\n",
    "clb = fig.colorbar(im)\n",
    "clb.set_label(\n",
    "    \"log $\\mathrm{\\Phi}_0(\\mathrm{M}_\\mathrm{G},\\mathrm{B}-\\mathrm{R})$ [mag$^{-2}$ pc$^{-3}$]\",\n",
    "    labelpad=8,\n",
    "    rotation=90)\n",
    "#plt.text(0.4, 6.5, \"N$_{sample}$ = \" + str(len(Veff_cut)), fontsize='small')\n",
    "#plt.text(0.5, 8., r\"$\\varpi_{lim}=3$ mas\", fontsize='small')\n",
    "#plt.text(0.5, 9.5, r\"$\\varpi/\\delta\\varpi>$ \" + str(plxSNmin), fontsize='small')\n",
    "ax.text(0.95,\n",
    "         0.95,\n",
    "         \"$N_\\mathrm{{sample}}$ = {0:,d} \".format(len(Veff_cut)),\n",
    "         fontsize='medium',\n",
    "         transform=plt.gca().transAxes,\n",
    "         va='top',\n",
    "         ha='right')\n",
    "ax.text(0.95,\n",
    "         0.85,\n",
    "         r\"$\\varpi_\\mathrm{lim}=3$ mas\",\n",
    "         fontsize='medium',\n",
    "         transform=plt.gca().transAxes,\n",
    "         va='top',\n",
    "         ha='right')\n",
    "ax.text(0.95,\n",
    "         0.75,\n",
    "         r\"$\\varpi/\\sigma_\\varpi >$ \" + str(plxSNmin),\n",
    "         fontsize='medium',\n",
    "         transform=plt.gca().transAxes,\n",
    "         va='top',\n",
    "         ha='right')\n",
    "\n",
    "ax.set_xlim(xe.min(), xe.max())\n",
    "ax.set_ylim(ye.max(), ye.min())\n",
    "\n",
    "fig.savefig(plot_path / f\"WD300pc_plxSN_{np.int(plxSNmin):d}.pdf\", dpi=pdf_dpi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HCB-K3fLabjF"
   },
   "source": [
    "Now we will make a map that looks like the above, but just has V_eff, i.e. presumes that each pixel has 1 point in it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:55.994787Z",
     "start_time": "2021-04-20T17:41:55.268138Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 580
    },
    "id": "G2nqH2lCabjF",
    "outputId": "ddd34311-49d4-4353-fe50-83fdf6afc5b2"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-29-0fa5ad86aca2>:17: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3.  Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading'].  This will become an error two minor releases later.\n",
      "  im = ax.pcolormesh(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#@title Create a plot that shows V_eff\n",
    "\n",
    "# Evaluate Veff on a grid:\n",
    "M_vals = np.linspace(MGmin, MGmax, cmd_gridsize)\n",
    "c_vals = np.linspace(BmRmin, BmRmax, cmd_gridsize)  \n",
    "M_grid, c_grid = np.meshgrid(M_vals, c_vals)\n",
    "\n",
    "dM = (M_vals[1] - M_vals[0])\n",
    "dc = (c_vals[1] - c_vals[0])\n",
    "\n",
    "Veff = get_Veff(M_grid, Glimit, plxSNmin, plxcut)\n",
    "distribution_dummy = np.log10(1 / Veff / (dM * dc)) - 9  # kpc^-3 to pc^-3\n",
    "distribution_dummy[M_grid < 4.+ (13./3.3)*(c_grid+0.8)] = np.nan\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10,7.5), tight_layout=True)\n",
    "\n",
    "im = ax.pcolormesh(\n",
    "    c_vals, M_vals, \n",
    "    distribution_dummy.T, \n",
    "    cmap=cmap_r,\n",
    "    vmin=-5.5,\n",
    "    vmax=-1.4,\n",
    "    rasterized=True)\n",
    "ax.set_xlabel(r'$\\mathrm{B}-\\mathrm{R}$ [mag]')\n",
    "ax.set_ylabel(r'$\\mathrm{M}_\\mathrm{G}$ [mag]')\n",
    "ax.set_title(r'$\\mathrm{V}_\\mathrm{eff}(\\mathrm{M}_\\mathrm{G})\\rightarrow $ upper limit on $\\Phi_0(M,c)$')\n",
    "clb = fig.colorbar(im)\n",
    "clb.set_label(\n",
    "    r\"log $\\mathrm{\\Phi}_0(\\mathrm{M}_\\mathrm{G},\\mathrm{B}-\\mathrm{R})$ [mag$^{-2}$ pc$^{-3}$]\",\n",
    "    labelpad=8,\n",
    "    rotation=90)\n",
    "\n",
    "ax.set_ylim(M_grid.max(), M_grid.min())\n",
    "\n",
    "fig.savefig(plot_path / \"WD300pc_survey_volume.pdf\", dpi=pdf_dpi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ENNyQ3DrabjG"
   },
   "source": [
    "Let's now compare this to the un-corrected distribution: we do this by setting Veff=1 for all points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:56.812788Z",
     "start_time": "2021-04-20T17:41:55.996345Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 580
    },
    "id": "JogAzz4eabjG",
    "outputId": "b83af6f7-6f45-4ee0-b3b7-0db48d245411"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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T5BGcT77a4Izu1ySSj3+2qs6tpZxf5L2chfMpWpjIpNwVJHcCbJhIPH4/nMnDNWXXiexvhbNmxvv+0fdEuWFmV7mbj6rql77j94nI6LBzVfUe1k+U3iAZ7THGJId19k1jFFkRs4+IbBt9wB0pDqSwBFDV6Tg54AGu9XdkxVkM6h84qfqer+G868W3gqrr/3A+0r8lrmfibd9HrB95vAv4xL12mIRegxh9jTO6n42z4Fh03YOpJaY8ha9VTavhRq47BZiNE97wd3d3TeEwH+OkYmwD+LMfxURV71fVy1X1tjhOa41zI+l3Hc4kx8gj8BwlalVWERmWSJt99YnbcXuF9Rlq7qtvvQ3JnUT/oLt5cS2j+wPdrzVl1Kmp/uj38nXiy5IkzsJel7ib18eajakeojv3nam5s/8Z6+fubFZLubiIyKE4YUO5OHNPLggp1gY4WEKybIlIN5zfAaXp3Vga06xZZ980GBHJFpH+4uTDj+gVsu9BYDpOzOo7InK+iOwkIofhjK5tFVVnf3GWio+4EOc/qj1xVnI9TER2EJHjcUZ8+wJHqao/TWDkvL7Ap252iQHu+a/gfLR9u6q+Vs+XITK6nxX1fZi4XwNxlrHvD0S/Hpu7x6vDmtzR8EfczTEicoL7Gp0B3As86h4rdM/dzNe2pL5WbhaPTdzNmkb2Yf3ofuQGo6YbgxWsD3U4NKxMiqzCGW31G4kzQrwf60NHksmTq16cfPVrcTpcu+Hc+PxLVcen4Nqpdh/OJNk2rO94V3M/uTnE3UwkfCryXt4V+J/7Ht5eRE7AuWncCLhLVe+Pumasf8fioqq/sj77z1Kcm/KwcuV4J4zX2NkXkQ3dNm0Yta+/+9hORPYVkcvFmRA8HucTu38AR9aQ0UxxJkNPFif15i4isqOInIZzo5AB3KBNZKVpY1oMbQQre9mjZTzwruwaePjKtsaZ0PoLTgrFtTi5qK/D6cBFnzvbd67gTO57D+c/zXJgAfAcsHUt7Ys+b4l73l84/wkemKTXoD1OXPcK3FViaykb12uAc4NT0+vb01d3JuvTQ5a5r89InFznN/jOnZrK1wonLCdyrY1qKbebr101Xof1q/F+U0uZUSSwEm5N5+F8GlOCM3m5pnMn+d+v7v5d3DqrgK3ibEfYYy1OZpuRwIBU/U7X4/cg0vZJMZS9zy27Amhbw+s2G8hIsC3+93Lk9+ElQlbGJY6/Ywm05WG3nufqKBdZWXpGPd4jlTifcv6Cc6N0NlBUR31FOIkFXsbJtFXi/u7Pc/ftl+73lj2a1wNnIbf7gZ9wPjldDfyKs7L5cCA/zvpm1/b76z4eSffzTvZD3CdvjDHNhhuSMRtnRLOvugsTpfiaV+DcnJ2qqqFxzSIyCefGq6dv/zXAzcA4VT0mxU1tNkTkIeA8nE8uUrp+gTGmYYnIcOBWnE+zn8S5wWyHc3MeWf26l6rOjqPO2ThzSipqKTZSVS+Jv8WNl3X2jTHNkoichROSNEpVT2uA67XBWVArF9hXVQMhOyLyIdAjpLP/P5zJx9uGnWeC3LjxWcAaYDNNfUy9MaaBiMjfcT7pulVVrwo5/ijOopSJdPZvUGdNkRbDOvvGmGbJnaA9FWcS4+aqOquOU5Jxze2AN3HSl44DPsUJqdkAJ2Z/T2Cyqu4RdU4OzuJF76nqkFS3sbkQkdtx4ssvUNWH0t0eY0xyiMhGOMks/gL6qGpgFF5EeuKkqH02nhv9ltrZt0W1jDHNkqpWisjpOIsUbcz6yY+pvOZ37oTIi4DDcCaP5uFk4fkGZ7Xksb5zynAWUzLxWYQz7+S/6W6IMSapzseZH3JvWEcfwB3NfyTsmAmykX1jjDHGGNMoiMgsnInwh2uSs4i11JF9S71pjDHGGGPSzp2L09Pd/MNND/uaiCwSkbUi8ruIPCEi/epxmX5uHTNEZLWILBGRz0XkX+76Gs2OjewnwM1jXQDMSXdbjDHGGNOkbQwUq2raVh4WkdeBTVN4id9U9fAY2rEnMNHdfBE4HLgdeNvddzhwmfv9aar6bDyNcEf2ewBj3McCoBtOStkh7vaR6ls9uqmzzn4CRGRVbm5uq003TeXvhTHGGGOau99++43S0tLVqto6XW0QkWk4CyWmyiK86S7vVtW7Q9pxFE5yg4jjVXWsr8yZOItSlgGDVPX7WBshIs/jJEN4IuTYAzgrRy8B+qvqoljrbeyss58AEZnWt2/fvtOmTUt3U4wxxhjThPXr14/p06dPV9X6hKbUy/rOfirytlQAxPT8RORkILJOyU+qumVIGcHJud8TZwG6E5PRShEpwhnZLwLuUNUrklFvY2Ax+8YYY4wxBknBvziVRH3/cVgBdUapP3Q390/gaYZS1TU4K6GDk0mt2bDOvjHGGGOMaQyWRX1fWxjNfPdrBxHJT+L1I3MxeyaxzrSzPPvGGGOMMS2egMQ9El83FSDmkPHpUd9n1lIuBQ1Nab1pZSP7xhhjjDEm7dxJsT+7mxvXUrSb+3WRqpbUUq6aiFwkInfVUSxyzT9iqbOpsM6+McYYY4zB6RYm+xG3p92ve4pIoAJ3gu4e7uYbcdS7PXBGWJ1uva2AXd3Nt+Kot9Gzzr4xxhhjjGks7sOJnd8QOCfk+Bk4ufJXA7dEHxCRp0VkjYjcWEPdbYDhNRz7P6AQWA7U9QlAk2Ix+8ajEu/6FJmclKaWGGOMMaYhSQrGgONN8K6qa0XkYGACcL+I9ARedQ8fBlwOrACOUdXfI+eJSEfgFHdzOHC9r+pV7tfbRWQb4CWcm4puODcQRwJ/AUep6oI4m92oWWffGGOMMabFEwiPcKmf+CboOqeoThWRvsA/gCNwFrsCmAXcC9yrqvN95ywRkdHAUUBgwS5VvUhEXsRZKXdX4EmgNc4nBL/g3Bz8R1WXxNXYJsA6+8YYY4wxplFR1WXAVe4j1nNOBU6t5fhHwEf1b13TYp19Y4wxxhiDTeVsnqyzbzwsRt8YY4wxpvmwzr4xxhhjjEnJBF2TfvZTNcYYY4wxppmykX1jjDHGmBZPqGG9qXrXa9LLRvaNMcYYY4xppmxk3xhjjDHGYGPAzZN19o0xxhhjDCKZ6W6CSQG7hTPGGGOMMaaZspF9Y4wxxpgWTpCUpN4UBE16rSYeNrJvjDHGGGNMM2Uj+8YYY4wxJkWpN026WWffNIhKnvVsZ3JSmlpijDHGGNNyWGffGGOMMcakJGbfpJ/9VI0xpgVSVVq3bo2IICJcfvnltZbfcccdEREuvPDCBmqhicfs2bOrf5a1PZ5//vnQ89etW8eYMWM49thj2WSTTcjLy6OwsJDNN9+cM888kylTpiTcttLSUl5//XUuuOACBg0aRLt27cjKyqJdu3YMGjSIm266ieXLl9d4fizPK/LYc889k3rtFkWcFXST/UBsBd10s86+Mca0QL/88gurV6+u3n7llVdqLFtZWcmPP/4IwPbbb5/ytpnEFRQUUFhYWOMjOzs7cM7PP/9Mjx49OOmkk5g2bRr/+te/mDhxIu+88w5Dhgzh6aefZocdduCOO+5IqE3nnnsuRxxxBM8++ywHH3wwL774Ip999hkPP/wwmZmZXH/99fTv35+ff/65xjpyc3NrfV65ubkA9OrVK+nXNqapszAe0yAsRt+YxuW7774DnE5UVlYWv//+O1OmTGHbbbcNlJ0xYwYlJSWAdfYbu2nTptGzZ8+4zlm8eDF//fUX/fv356uvviIvL6/62G677Ubv3r0566yzuOKKK+jbty+HHHJIXPVXVVUhIrz11lvsvPPO1fsHDhzI0Ucfzc4778w333zDhRdeyHvvvRdaxyOPPMKwYcNqvMZ5553Hww8/zLnnnpv0a7cktqhW82Qj+8YY0wJ9++23APTv358DDzwQgJdffjm0bPSNQd++fRumgabBXX311Z6OfsQZZ5xRPWJ+3333xV3vRhttxJFHHunpbEdkZ2dz7LHHAvDJJ5/EXTfA6tWrGT16NAMGDGDQoEENem1jmgIb2TfGmBYo0oHfbrvt2HPPPRk3bhwvv/wyN910U6Bs9I1BWBiIado22mgjLrvsMvbZZ5/Q4yJC//79mTVrFj/88EPc9d988821Ho+E4HTp0iX0+HfffUf37t1rPP/pp59mzZo1nH/++Um/dsuSmkW1wGL2061FdvZFZEvgXGB/YEN390JgGjAZeFhVS9LUPGOMSbnozv4hhxxCdnY206ZN49dff6V37941ljXNT8+ePbnzzjtrLZOR4XQCi4qKknrtqqoqXnzxRQCGDh0aWiYstCzaf/7zH9q3b8/xxx+f9Gsb0xy0uDAeERkOfA9sBlwL7AkMAT4EjgDuAuwWv5Gq5FnPwxgTvz///JOlS5cCTge+bdu27LXXXgCMGzfOU1ZVqzOxWLx+4/f2229z6KGH0qtXLwoLC+natSsHHnggo0aNoqKiIuF6f/31VwAGDx6clHauWrWKSZMmccghh/DZZ59x8cUXc80118Rdz6RJk5g+fTqnn346+fn5DXrt5kYgJdl4bFw//VrUyL6I/B2nM3+rql7lOzxBRKqAsxq+ZcYY03AiYTkZGRlss802AAwZMoT33nuPl19+mX/+85/VZX///XdWrlwJ2Mh+PMaOHcvFF1+c8PkLFy5M6LzLLruMiy++mMsvv5xWrVrx008/cccdd3Daaafx3//+l9dff51OnTrFVee0adOYPn06IsLw4cMTald0XVtvvTVVVVUAbLPNNrz//vuBlJmxeuihh8jIyAhMzG2IaxvTVLSYkX0R2Qi4A/gdZ0Q/zC044T1LG6pdxhjT0CJhOX369KGgoACAI444AhHh66+/Zu7cudVlIzcGmZmZ1TcGTd2oUaMQEWbPnp2ya5SUlLBo0aKEH/HKy8tjr732YvLkyfzf//0fe+65JwMGDOCkk07is88+Y+DAgXz++eccc8wxcdd9++23A86NxNZbbx33+dE222wzvv/+e7744gtGjhxJRkYGe++9NyeccEL1TWWs5s+fz6uvvsoBBxzAJpts0qDXbq6EzKQ/TPq1mM4+cD5QBIxR1dDPMlV1tqo+oqqrw44bY0xzEOnAR4/Ud+3alZ122glV9eTcj74xiDVMwsCwYcNQ1YQf8dpggw344IMP2GGHHQLH8vPzqzvskydP5q233oq53ldffZWnn36aXXbZhREjRsTdLr/c3Fz69+/PoEGDOOOMM/jiiy84+OCDef755znggAMoKyuLua5HH32UioqK0Im5qb5285SiRbUskCftWlJnPzJz58u0tsLUSyYneR7GmPiFdfbBCeUBbwrOSFmL12/adtttt+pPcd58882Yzvn222855ZRT2GqrrXjjjTfIyclJeruys7O5//77Afjiiy8YNWpUTOdVVFTw2GOP0atXLw466KAGvbYxTU2L6OyLSGegp7v5h4jsKyKvicgiEVkrIr+LyBMi0i+NzTTGmJT766+/mD9/PhDs7B911FEAfPTRRyxZsgRYP7Jvnf2mLTMzk27dugHEFL70ww8/cMABB9CjRw/+97//0a5du5S1bZNNNmHTTTcFYPz48TGd8+qrrzJ//nzOPffc6kxBDXXt5iwjBf9M+rWUn0L0KjD/At7AychzJLAvMBY4GfhORGy42BjTbEVG6iHY2d90003ZaqutqKys5LXXXmPevHn89ddfoWXXrl3LlVdeyaabbkpeXh7t27dnxx135IUXXqgu88cff3DBBRew5ZZbUlhYSOvWrdl333359NNPPXXdcMMNiAg//vgj55xzDh07dqRt27acddZZlJaWUlxczHnnnUenTp0oKirilFNOYe3ataF1fP/995x22mm0b9+eVq1aceyxx8Y82XXt2rVcffXVbLrppuTm5tKtWzfOO+88li9fHtP50caOHcsGG2yQ8CMVYg0PmjJlCnvvvTfdunVj4sSJDZKDPnKNefPmxVT+oYceIi8vj9NPP73Br21MU9NSsvG0j/r+b8Dxqjo2at9nIvIb8BjwhIhMVdXvG7SFxhjTACIj9T169KB9+/aB40OGDOHHH3/k5Zdfru4EiUigs3/eeefx3HPPcd5559G/f39WrVrF999/z2effVa9KulXX33FxIkTOeqoo+jRowdLlizh8ccfZ++99+brr7+mf//+njpPPfVUevTowU033cQnn3zCyJEjyc/PZ+bMmeTm5lbvf+aZZ+jatWt1HHq0oUOH0r59e2688UZ+++03HnroIWbMmMHXX39dvYBSmNLSUvbZZx+mTZvG2WefTZ8+ffjll1946KGH+Pzzz/nss89qPd8vMkG3oZx99tnsvPPOnHbaaaHHKysrqz/R6dGjR431fPvtt+y33350796dCRMm0KFDh+pj69atY+HChWy00UZkZcXWfZg3bx777LMPI0eOrDVtZ2SCbOvWreusc/r06UyaNImhQ4d62tcQ127eBJFUTKi1mP20q88EoqbywBm1V/cxo4YyAsxyy4wJOT4cmOs+yrt06aLGGNPUHHPMMQrokUceGXr8u+++U0Bzc3P18ssvV0A32WSTQLm2bdvqeeedV+u1iouLA/uWLl2qnTp10jPPPLN63/XXX6+AHnfccZ6ygwYNUhHRE044IbC/Q4cOnn2ROnbffXetqKio3v/oo48qoA8++GD1vieffFIBnTVrVvW+2267TXNycvTbb7/11Dt+/HgF9LHHHqv1uaZbjx499NBDD63x+AcffBD5P1DHjx8fWuarr77Sdu3a6YABA3Tp0qWB4xMnTgy8bnWZNWuWAnrnnXfWWGb+/PmamZmpgF555ZV11nn++ecroF9++WWDXzsV+vbtq8A0TW8/aVqG5Gm7gm2T/siQvLQ/v5b+aClhPNGr4X4cVkCdd/uH7ub+IcfvVtWNVHUj4JfaRhOMMaaxqms13G233ZaePXtSWlrKI488AoTH67dt25YvvviCOXPm1Hit6Ow9JSUlLF26lKqqKgYNGsQ333wTKH/OOed4tnfeeWdUlbPOOiuwf+nSpaxatSpQxwUXXEBm5vrRyWHDhtGmTRveeOONGtsJ8NxzzzFo0CA23nhjlixZUv3YaaedKCws5P3336/1/Mbg7bff5osvvgjsLykp4corrwSc1+6QQw4JlPniiy/Yd9996d27NxMmTAj91KcmlZWViAgiUv3+8rvvvvtYvHhxYH9VVRUXX3wxlZWVFBQUcN5559V6rTVr1jB69GgGDhzIwIEDY2pfsq7d3AkgZKTgYdKtpYTxLIv6vrbPVee7XzuISL6qltRS1hhjmpSVK1fy+++/A7UvkDVkyBDuuece1qxZU2PZu+66i1NOOYUePXqw9dZbs99++3H88cczYMCA6jJlZWXceOONjB49OnBT0KtXr0Cd3bt392y3bdu21v3Lly8PhF706dPHs52dnc0mm2zCrFmzany+AD///DMlJSU1LjgVmbvQWLVu3ZrKykr23ntvLr30UnbffXc6dOjAjBkzuOOOO/jhhx8YMGAAL7/8MiLe7tcPP/zA/vvvz6pVq/jhhx/YaKONQq9RWVkZuj+6I+3/WeXk5JCbm8ucOXPYcsstGT58ODvssAMdO3Zk5syZPPDAA3z88ce0bduW5557LnC+3+jRo1m1alVM6TaTfW1jmqqW0tmfHvV9bQFpdgNqjGm2pkyZEvnIPqbOfkTYyP5RRx3F4MGDGT9+PBMmTOCJJ57grrvu4uabb+bqq68G4OKLL+bRRx/l/PPPZ9ddd6Vdu3ZkZGTwf//3f/z222+BOqNH5GPZH3kuyaCqDB48mOuvvz70eCqz0STD119/zfjx43njjTd45ZVXuPfeeyktLaV9+/Zss802jBw5klNOOSU0fea3335b/SnJunXr4r72J598AsCOO+4YiKHv1q0b8+bN44UXXuB///sfTzzxBDfffDPl5eW0bt2aPn36cOONN3L22WfHNDH54YcfpkOHDhx33HF1lk32tVuCDGkpAR8tS4vo7KvqIhH5GegDbFxL0W7u10U2qm+MaW722GOPmDrIu+22W0zlOnfuzBlnnMEZZ5xBSUkJBx98MNdffz2XXXYZubm5PP/885x66qnVucwjrrvuuoSfQ11+/vlnzyqv5eXlzJo1i5122qnW8zbbbDNWrFjBvvvum7K2pVJOTg5HH300Rx99dNznDhs2jGHDhiV0XVXlvvvuA+Af//hHaJkOHTpw7rnncu655yZ0jWg//PBDXOWTee3mT1K04q2No6ZbS7qFe9r9uqdI8NZVnM8193A3aw/uNMaYFqyysrI6g0lEfn4+ffr0oaKigtWrnUXIMzIyqKqq8pT76KOP+Pzzz1PWtgcffNATbjJq1ChWrFgRGqce7YQTTmDq1Kk899xzgWOVlZUsW7Ys5Czzj3/8g48++ogLLrggoRsNY0zqtYiRfdd9wN9xRvbPAR72HT8D6AGsBm5p2KYZY0zTsXr1ajbccEOGDBnCNttsQ/v27fnuu+8YOXIk+++/Px07dgTgiCOO4KmnnqKoqIhtt92WGTNmMHLkSPr161d9Q5BsK1euZL/99uOoo45i5syZPPTQQ/Tt25czzzyz1vOGDx/Om2++yUknncT48eOrJwf/9ttvjBs3jptvvjnh0e/mqqysjJ9++okRI0Zw1VVXpbs5JgmkRY0BtxwtprOvqmtF5GBgAnC/iPQEXnUPHwZcDqwAjlHV39PRRmOMaQoKCgq44IILmDBhAm+++SalpaV0796dq6++miuuuKK63H333UdeXh4vv/wyTz75JFtttRUvvfQSY8aMYdKkSSlp21NPPcW9997LddddR3l5OUceeST3338/eXl5tZ6Xl5fH+++/z1133cVzzz3Hyy+/TF5eHj169ODEE09k7733Tkl7m7KcnJw6sxwZY9JPkjnBqSkQkfbAP4AjcEbywcmv/xZwr6rOr+ncqDqm9e3bt++0adNS11BjjDExu+GGG7jxxhuZNWsWPXv2THdzjIlZv379mD59+nRV7ZeuNojItKyMgr4dC4KT8etrSfG3VFQVp/X5tXQtZmQ/QlWXAVe5D2OMMcYYY5qtFtfZN8YYY4wxQRaz3zxZZ98YY4wxxpCRktSbJt3sFs4YY0yTd8MNN6CqFq9vjDE+NrJvjDHGGNPiSYrCeGxRrXSzkX1jjDHGGGOaKRvZN8YYY4xp4QTISMEYsI3rp5+N7BtjjDHGmEZHRLYUkftF5CcRWe0+fhWRV0VkuIjkJ1CniMgwEflYRFa4dX4jIpeKSLMcBLfOvjHGGGNMiycImUl/JDq2LyLDge+BzYBrgT2BIcCHOAuj3gV0ibPOTGAc8CSwDDgaOBj4AbgbmCwiRQk1uBFrlncwxhhjjDGmaRKRv+N05m9VVf8iqBNEpAo4K4GqR+DcMLwHHKmqVe7+j0REgdOAx4ATEmt542Qj+8YYY4wxhowU/IuXiGwE3AH8jjOiH+YW4FxgaRz1dgcudTevjeroR1wHVAHHi8iOcTW6kbPOvjHGGGOMaRSdfeB8oAgYo6oVYQVUdbaqPqKqq+Oo92QgB5ivql+G1DkX+MrdPD3ONjdq1tk3xhhjjDGNxfHu10CHvJ4OdL9+U0uZr92vByX52mllMfvGo5JnPduZnJSmliSuOTwHY4wxpiGJO0E3FfXGXFakM9DT3fxDRPYFLgR2whntXwRMAu5S1WlxNmWrSL21lIkc21hE2qjqyjiv0SjZyL4xxhhjjGkM+kZ9/y/gDZyMPEcC+wJjccJxvhORmEfyRKQV0NbdXFJL0cVR328Ua/2NnY3sG2OMMcaYlCyqFaf2Ud//DTheVcdG7ftMRH7DyZjzhIhMVdXvY6i3VdT362opF32sdQz1Nglp/6kaY4wxxphmrYOIzI16DK+hXEHU9z/5OvoRjwOzcSbbXpnkdjZLNrLfgsQSy94c4tubw3MwxhhjGpRChqZgDFgBWKqq/WIoXRL1/ceh1amqiHyIE9u/f4ytiM7ak1dLuehjq2Ksu9GzkX1jjDHGGNMYLIv6flEt5ea7XzuISH5dlbopOle4mx1rKdop6vu5ddXbVFhn3xhjjDGmxROEjKQ/iCMbDzA96vvaUgPFVanrR/drj1rKRI7NaS6ZeMA6+8YYY4wxLZ6QmkW14umVq+oi4Gd3c+NainZzvy5S1ZJaykV7x/26fS1ldnC/vh1jnU2CdfZbkExO8jyMMcYYYxqZp92ve4pIoJ8qIgLs4W6+EUe9zwBlwIYisoP/oIhsCAx0N5+Io95Gzzr7xhhjTAv06aef8q9//YsDDjiA3r1706ZNG3JycujWrRuHHHIIY8aMQVXT3UzTgFIxsp+A+4A5wIbAOSHHz8AJt1kN3BJ9QESeFpE1InKj/yRV/RO4x938t3vTEO1GnH7x86r6RSINb6wsG48xxhjTAt1///2MHbs+s2FRURHZ2dksWLCABQsW8NZbbzFy5Ehee+01WrVqVUtNxiSPqq4VkYOBCcD9ItITeNU9fBhwOc5k22NU9ffIeSLSETjF3RwOXB9S/TXA5sAQ4BURuR9ntP804HTgM+Cs5D6j9LORfWOMMaYF2muvvXj00Uf5/vvvWb16NatXr2bt2rUsWLCAm2++mczMTCZOnMhll12W7qaaBiFkaEbSH4nMpVXVqTir6d6J08Gf4D4OB+4F+qnq+75zlgCjgbXA3TXUWwkcjdOx7wS8ghPLvx1wGbCHqq6Ju8GNnNhHdPETkWl9+/btO23atHQ3pUb+nPqxslh+Y4wxANdccw233HIL+fn5rFy5kuzs7HQ3qVnq168f06dPnx5jHvqUEJFpudKm7xb5hya97p9K3qBUV6b1+bV0FsZjjDGmSSsrK6NNmzasW7eu7sJ12GCDDViwYEESWtX07bjjjgCUlJSwbNkyunTpkuYWmVRysvEkktGy7npbGhE5NQXVvqqqCS30ZZ19Y4wxTdr06dNp06YNGRkZFBcXk5mZSceOta2bs96qVasoKSkhKyuLDh06cMABB6S4tU3Hxx87C5gWFRXRuXPnmM6ZPXs2vXr18uybOHEi+fn5XHfddXz22Wfk5uYyePBgRowYQd++fQF46qmnuOuuu/j1119p3749xx57bPWnCjVd57nnnmPChAn8+OOPLF++nKKiIvr3789JJ53EWWedRWZmME372rVrefTRR3nuueeYPXs2K1euZIMNNmDAgAEcfPDBHHPMMbRt2zaOV6l5EYvuTpZRRNYOTp6v8a5DEDPr7BtjjGnStt12W+bPn0///v2ZMWMGJ598MqNGjYrp3IsuuogHHniArl278ueff6a2oU3A2rVr+fPPP3n66ae58847Aec1CiYuCbfhhhvy44/O2kVbbbUVAB9++CEffvghV1xxBddeey0vvPACDzzwAB9//DFff/01zz//PEuXLuWxxx5j0aJFXHPNNdx7773MnTuXF198MfQ6w4YN48MPP2T//fdn5MiR1T+/hx56iHPPPZdXX32VN954g6ys9d2ctWvXstNOOzFt2jQuvvhibrvtNoqKivj555+57bbbOOuss/jkk0948skn6/MSGhOxAChPUl3d63OydfabqWTF3ofF/rfUuH7/a9FSXwdjGqNXXnmFGTNmAHDJJZfEfF779u0BWLRoUSqalbBRo0Zx2mmnJXx+PPPxFi5cSNeuXQP7s7OzufDCC7nppptiris7O5v+/ft79j355JNMnTqVoqIiAAYPHszPP//Me++9x0UXXUSfPn24/fbbq8tvu+229OzZk5deeolff/2V3r17h15r0KBBvPXWW9Uj+AMHDuSoo45i33335d133+XBBx/0vBdGjhzJ1KlTOemkk7jnnnuq9w8cOJCDDz6YLbfcssWnGk1FGE8Ltr+qJjQS7yci9bppsM9rjDHGNHn/+c9/ANhpp53YdtttYz6vsLAQcOL+i4uLAaejLSLMnj27ulzYvlTKz8+nS5cuCT/ikZmZWX1ebm4uACLCJZdcwhVXXBEaDhOPk046qbqjH7HXXnsB8Prrr3PWWd5Mh927d2ezzTYD4JNPPgmtc9iwYdxxxx2BtokIw4YNA+DZZ70DNJGbwcjPPFr79u254IIL4nrvGNNU2Mi+McaYJm3x4sVMmjQJgEMOOSRwfOTIkbzzzjuceuqpHH744Z5jS5YsASA3N5eCgoKUtzVWxx13HMcdd1yDXKtTp04sXLgQgKqqKv744w/uvfde7r77bp588kleeeUVBg8enHD92223Xeg1wZkPEDZy37lzZ3799dcaJ0tHOvRhNt54YwB++uknz/7NN98ccG7cBgwYwNChQ6tvbgCuvfba2p9IMydu6s1U1GvSy0b2jYlRJid5HsaYxuHjjz+mqqoKgP322y9w/JlnnmHcuHHVZaJFOpN1jYafcsoplJSU0KNHjyS0uPHKyMigV69e3Hfffdxxxx0sWbKE448/vvpTj0REQqWiRUbk27VrF3pOJNa+tLQ09HhlZSVPPPEE+++/P127diUvL4+srCyysrLYZ599AFizxpsu/ZxzzmHAgAGUlZVxzjnnsMEGG3DSSScxZswYVq5cmfDzMybElsAvSayvX33qs86+McaYJi0SniEi1ZNCI8rKyvjyyy8B2GSTTQLnfvfdd4AT/12bzMxM8vLyYp6o2hyce+655ObmMm/ePN5+++2E68nIqLmrUduxmpSWlrLvvvtyxhln8Msvv3DdddfxwQcfMGXKFKZMmcLIkSNDzyssLOTTTz/loYceYptttmHFihWMGTOGk046iS5dunDuueeyYsWKuNvTnGQgSX+0RKr6s6pWJLG+X+pTn3X2jTHGNGlz5swBnFFifyjO5MmTKSkpAdaHjkQsXLiQyOKIe++9d63XCIvZv+GGGxARfvzxR8455xw6duxI27ZtOeussygtLaW4uJjzzjuPTp06UVRUxCmnnMLatWtjek5jx45lgw02SPiRDHl5eXTo0AGA3377LSl1JsNDDz3EpEmTyM7O5r333uPcc89ll112oX///vTv3z+Q+jNaTk4O5513HlOmTOGXX37h1ltvpV+/fpSWlvLII49w0EEHhX4CZExTZjH7xhhjmrRIZz5shddnnnmm+nv/ZM6xY8eiqmRmZnLUUUclfP1TTz2VHj16cNNNN/HJJ58wcuRI8vPzmTlzJrm5udX7n3nmGbp27erJPFPbc0p3hqA1a9awePFigMAE23SaOHEi4MTgR+LwE9G7d2+uvPJKrrzySu655x6GDx/O559/zscff8zuu++erOY2KRZf3zzZyL6plT9OPSxWvZJnPQ9jjGlIkbjvJUuWeOK0f//9d5577jm6d3dSVEc+AQCnIxvJI3/iiSfWa3XYPn368Oqrr3Leeefx7LPPMmjQIB588EHatm3LK6+8wrnnnsszzzzDoEGDeOKJJ2Kqc9iwYahqwo+6VFTUHRFwzz33UF7uZPxrTJ3fyPOr6XnWtF7CxRdfzCmnnBJ67NJLL61eTCsyWbklsjCe+hGRziKSW8vxfBGpV878RFhn3xhjTJM2cOBAwJm0OWLECKqqqpg/fz7HHnssGRkZXHzxxYAT/qGqLFq0iKOPPpq5c+fSpk0bbr755npd/5xzzvFs77zzzqhqIKXkzjvvzNKlS1m1KqEV75Nq6tSp7Lzzzjz11FPMnTu3er+qMn36dC644AKuv/56AI455phA7vx02nXXXQH4+eefmTJliudYVVUVjz76aOh5K1eu5K233uKvv/4KHJs/fz6rVq1CRBgwYEDS22yaNxE5Q0QW4SyktVJExojIhiFFjwJmNWzrLIzHGGNMEzdkyBA222wzZs6cya233sqDDz5IcXExVVVVPP744xxwwAH885//5Mknn+SFF16gpKSEqqoqCgoKePHFF6tH/hPlPz8yQlzT/uXLl9O6det6XTMZPv/8cz7//HPAic8vKipizZo1rFu3rrrM4YcfzlNPPRVXvVOnTvVsz5o1i44dO9KnTx/KysqYNWsW8+bNA6C8vJypU6dSWFhIr169mDdvHsuXL6+e2/DXX38xdepUOnfuTOfOnQG44IILeOaZZ5g+fToHHngg1157LQMGDGDx4sXcc8891Sv4RtqSk5PD5ptvjoiwbNkydt99d4YPH07//v3JzMxk+vTp3H777VRVVXHjjTey6aabxv9iNgNCahbVau5j+yKyF/AY8DMwGtgQp1O/n4gcqarhi0U0IOvsG2OMadLy8/OZOHEil112GRMmTKCsrIyBAwdy9dVXV+fVf+mll7jmmmuYOXMmXbp0Yb/99uPaa6+tXrypPmpadKqm/Y1hldY+ffowZswYPvjgA7766isWLlzI0qVLycvLY4sttmDQoEGcfPLJoalM6+LPiHT66acDTqd/9uzZ1QtqgTOivtVWW7HHHnswadIkrrnmGs/NxcMPP8zDDz/M9ddfzw033ABAq1at+OyzzxgxYgSvvPIKw4cPJysri969e3PUUUcxfPhwDjvssOq29OjRg9mzZ/PAAw+w22678cYbb3DrrbeyYMECKioq6Ny5MzvuuCP3339/Qs/XtHhXAz8Ag1S1DEBEtgTGAe+KyDGq+k46G2id/WYqLHbeH28fS5lYNMec88l6bYwxDWOjjTZi7NixNR4//PDDAwtqtWT5+fmccMIJnHDCCUmvu7abmZ49e9Z6fNSoUYwaNarOa7Ru3ZrbbruN2267LeY2FBUVcfrpp1fffBg/SdEE3eY+tk9/4LZIRx9AVWeIyE7AG8CrInKKqr6YrgZaZ98YY4wxxpjEFAJr/DtVdZWI7A+8CowRkVZA+CpxKWadfWOMMcYYQ0YLWjQuiWYB24cdUNV1InIY8CJOXP+HDdmwCMvGY4wxxhhjTGImAkeLSE7YQVUtB44GxgJ7NmC7qkljmCjU1IjItL59+/aNrLzYGJSUP+zZzs8+t85zmmtcuv95NYfnZIwxpnnq168f06dPn66q/dLVBhGZVijt+u6Yf1zS6/6iZCxrdXlan18qicj2wD+A+1T181rKCXAXsJ2q7lVTuVSwMB5jjDHGGGPhHglQ1W+BOme6qzO6Pjz1LQqyn6sxxhhjjDHNlHX2jTHGGGOMm3wzuf9aKhHJFJHrRGTrdLfFwniaiVhi9P3KyoNLtudkN/1496bYZmOMMcY0K1nADcBsnEW30toQY4wxxhjTwlnqzebJwniMMcYYY4xppmxk3xhjjDGmhRNSMwJsnxWkn3X2jYfFuxtjjDHGNB/W2TfGGGOMaekEJBUx+wLY+q1pZZ19Y4wxxhhjEzmbKevsGwNU0vRTjhpjjDHG+Fln3xhjjDGmxZPUhPHYFN20s09sjDHGGGOMaaZaXGdfRPYRkXEiMk9EykRktYh8JyL/FpH26W6fMcYYY0xDi6TeTPajpY7rq2opsDPwVrrb0qLCeERkBHA1sAK4EfgS6AicCfwLOENE9lLVn9PWyBTyx6XnZ58bKLN6weme7VZdn0hpm9LB/zqAxegbY4wxJrlU9Yt0twFaUGdfRPbB6egrcKDvB/C6iLwFHAQ8BeyUhiYaY4wxxqRNRksdhm/mWlIYz4nu169quNN6wP26o4j0bJgmGWOMMcY0DpKCf8YhIpUi0jcd125Jnf0N3a+zazgevb9LSltijDHGGGNakrQtL9ZiwniAOe7XmjryG0R9/1uK25Jyical+2P0kxXf3pjy2Ft8vjHGGOMlpCaMx8b2Pd4TkfIYy5YBfwEfA/9V1T8SvWhL6uw/hzMRd0cR6amqs33Hj3O/Pq+qSxq0ZcYYY4wxprnbEGd0v7Z7oOjjmwODgYtFZKiqvpTIRVtMZ19VPxCRfwIjgPEicj7wFdAB5ybgTOB54Jz0tdIYY4wxJj1sFD6lTgMOAY4G3sUZsV8ElAPZOJEnuwL7AvcAPwFtge2BIcBoEZmmqjPivXCL6ewDqOptIvIOcB/wYdShFcBlwOOquiYdbTPGGGOMMc3WT8DtwC61peQUkUE40SgHqOpMd9+mwGTgUuDseC/cYjr7IpIJXIWTT38R8HfgR6AdcDBwN3CliJymqu+GnD8cGO5udlm6dGmDtDtRical+2Prixe8HyjTqmvtdYfF+cdSJp2x9I1pToExxhiTDhliY/sp9E/g33Xl3lfVL0XkHpz1oE5y9/0mIrcBFyVy4ZaUjec/wL+BZcA2qvpfVf1UVd9U1fOBc4GuwBsisqv/ZFW9W1U3UtWNgF86dOjQoI03xhjTMlVWVtKpUycyMjKYP39+upuTNnPmzOH+++9nyJAh9OrVi7y8PAoLC+nTpw/nnHMOU6dOjamepUuXcuWVV7LFFltQUFBA+/bt2WOPPRg9enSKn4Fp4XYBPo2x7KfAXr59nwHdErlwixjZF5EewFnu5l2quiKk2GM4I/89cUb/D2qQxhljjDG1+PTTT1myZAk77LAD3bol9H99kzdnzhx69OiB6vrMhUVFRZSXl/PLL7/wyy+/8MQTT3D33Xdz4YUX1ljPTz/9xF577cXChQur61i9ejWTJ09m8uTJvPHGGzz33HNkZLSksdD1WuazbjBtcKJJYtE+pKzgxPfHraX8XAeyft7Jj2EF1PkLEhkWGNAQjTLGGGPqMn78eAAOP/zwNLckfSorK1FV9t9/f5599lkWLlzI6tWrWbt2LV999RW77bYbFRUVXHTRRbz7biASF4CysjIOO+wwFi5cyBZbbMFXX31VXceDDz5IdnY2L7zwAiNGjGjgZ9c4CCCSgke6n1jjMR+o+U7U60JggW9fP2BhIhduESP7xP9eq0hJKxpQLHHzZeWrAvsqlnzl2fbn3Q+r2x/fHlavX372uXWWaUgWo2+Maaxef/11AA477LA0t6RmU6dOZd26deywww4pqb9du3Z8++23bLfddp79mZmZ7LDDDkyYMIGBAwfyww8/cPvtt3PAAQcE6njssceYOXMm+fn5vPXWW/Tq1QuAnJwczj//fFatWsXVV1/NbbfdxnnnnYeF6zY8EekJzIqh6Amq+nycdc8GetRR7L+q+vd46o3DK8AlIvI2TmbIT1W1Kqp9GThpNq8G9sPJyBM51hH4BzAzkQu3lJH96VHfbxVWQEQE6O9uho7+G2OMMX5lZWXk5+cjIvV+dO3a1VP3r7/+ys8//0z37t3ZdtttA9eurKzkueee47DDDmPDDTckNze31vpXrFiRktfg66+/ZuDAgfTr14/bb7896XML2rRpE+joR8vJyeHkk0+ubkuYSEz+8ccfX93Rj3bhhRdSVFTE2rVreeWVV5LQ6iZGnEW1kv1IcGi/GFhbyyOhcBagtI561yVYbyz+DcwG9sfJCFksIr+JyFQR+Q3nOU90j88CbgYQkVNwOvl9gPGJXLhFjOyr6jQR+QjYDbhMRB4Pids/CydeH+DhBmyeMcaYJmz69Om0adOGjIwMiouLyczMpGPHjjGdu2rVKkpKSsjKyqJDhw6BEenaRvWXL1/OkUceyeTJkwHIyMigTZs2VFRUUFVVFSjfo0cP2rZtG+ezi80GG2xAQUEB06dP58orr+Sqq65i3333ZejQoQwZMoT8/PyUXDdaXl4e4NwA+a1Zs4Yvv/wSgIMOCp+SV1RUxG677cbbb7/NhAkTOPPMM1PXWFOXfiGLnybD31V1VArqrZOqrhCR3YGncSbf5gDBu074ABga1U+dDzzgfj8ukWu3iM6+6yTgPWAL4HsRGYE39ea5OKuWjVDVV9PVyGSJJSwlPzu4r8T3/1PJ9H2D5/WdUEe9yQnRaWzpOY0xJsy2227L/Pnz6d+/PzNmzODkk09m1KhRMZ170UUX8cADD9C1a1f+/PPPwPGaOvuVlZUMGTKEyZMnU1BQwK233sqwYcNo1aoVy5Yt48orr2TkyJEAnHPOOQwePJguXbrU74nW4sADD2TRokWMGzeOp59+mkmTJvHee+/x3nvv0bp1a/72t78xdOhQBg8ejKQoveOkSZMA2Gqr4Af4P/30U/Xk3v79+weOR/Tv35+3336badOmpaSNjZ3F16eWqs4D9hGRnYFDgS2BVsBqYAYwXlU/953zPhDMgx6HFtPZV9U5IrIdzkq5R+HES7UFyoB5wGjgEf+LbIwxxtTllVdeYcYMZ2HLSy65JObz2rdvD8CiRYsCx5YtW8Ynn3xCq1at2Gsvbxa+hx9+mA8//BAR4ZVXXmH//ff31PnII4/wwQcf8Pvvv7NmzZrqEJdUKioqYujQoQwdOpS5c+fy7LPPMnr0aKZNm8bjjz/O448/ziabbMIpp5zCqaeeyiabbJK0a3/xxRe8+uqrAJxxxhmB49FhRRtuuGGN9USOLVjgnxtpTPKo6mc4qTQbREuJ2QdAVdep6oOqureqdlLVbFUtVNXNVXWYdfSNMcYk4j//+Q8AO+20U2hsfU0KCwsBJ+6/uLjYc+ytt96isrKSAw44gJycnOr9lZWV3HrrrQD8/e9/93T0IzIzM6v3p2OUeqONNuLKK69k6tSpfPPNN1xyySV06dKF33//nRtvvJHNNtuM3Xffnccff5xVq+pO6lCbZcuWceKJJ1JVVcWOO+7IaaedFiizZs2a6u8LCgpqrCtybPXq1fVqU1OVkph9k3YtqrNvjDHGJNvixYurQ0gOOeSQwPGRI0dyzDHHVIfkRFuyZAkAubm5gU5oTSE8EydOZN68eQBceumlNbYrkk2mrKwsxmeSGttvvz333HMPc+fO5c033+S4444jLy+Pjz76iDPPPJPevXsnXHdJSQlDhgzh999/p2PHjjz//PNkZmYmsfUmTQ4SkTdEZJaIrBWRBSLyjogME5H6RKX0E5EnRGSGiKwWkSUi8rmI/EtE2iet9fUkIr1F5Pdk1ddiwnhMbHKyW3u2y3ofHSizesHpnu2sjgM922Ex+7GkAo0lHr+utJ/J0tjnCzS29jXUz8WYxujjjz+unhC73377BY4/88wzfPjhh6GhNJFwEX88fVlZGe+++y6ZmZmBG4iJEycC0K9fv1o7ykuXLgUIZPhJl6ysLPbdd1/KyspYtmwZ//vf/wAoLS1NqL7S0lKOOuooJk+eTJs2bXj33Xfp2bNnaNmioqLq74uLi2ndunVoucinK61atUqoTU2ZkJoR4AQH9+8C7gPuxIln3wIn9eSTwDkicriqLk6g3suBMe7XBTgr0p6OkynnPBE5UlW/TKzJSZVD3WlCY2adfWOMMaYeIrH6IhKYHFpWVladBSYsRv27774DYNCgQZ79H374IatWrWK33XYL5Hv/8ccfQ8/x++ijjwBSlvs+Hp999hmjR49m7NixLFu2DHBCjQ444ABOP/30Os4OKisr45hjjuGdd96hqKiIt99+m+23377G8tErD8+bN6/Gzn7kE5PGcoPU0FI0dxqgg4jMjdq+W1XvDim3Dif95BWqGp1D9RsReRknZeVOwEvAHnG24XPgJlWNXkDoW+ANEXkAuAB4U0T6q2pwEk0SuLn0L8BJGrMFUFT7GclhnX1jjDGmHubMmQM4Cz/5Q3EmT55MSUkJAJ06dfIcW7hwYXU8/d577+05VlvKzchk09oWffr111+r6z7wwAM9x4YNG8ZTTz1V+5PyOf/883nwwQfjOmfmzJk888wzPPPMM/z222/V+7faaiuGDh3KSSedxAYbbBBXnQDl5eX87W9/44033qCgoIA333yTnXfeudZzttxyS0QEVWXq1KlsueWWoeWmTp0KOJ+amKRaqqp1vqiquhDYu4ZjJSJyBc7NwO4icrCqvhVrA1T1+FoOXwUMAzoClwFXxFpvrNyO/hvAAcT2gYcm69rW2TfGGGPqIdKZz84O5jN+5plnqr/3x5KPHTsWVSUzM5OjjjrKc2z8eGftnMMPPzxQZ+Q6kTCdMCNGjABg8803Z489vAOgJ5xwAl999RW///47jzzySI0x7i+88ALjx49nxIgRHH10MKQzzNKlSxk7diyjR4/m88/X57zo1KkTJ554IkOHDq11cay6lJeXc+yxx/L666+Tn5/P+PHj2X333es8r7CwkB133JHPP/+cd955h7/97W+BMmvXrq3+NGTffYNpp1uCJjCh9iOcxacKgEOAmDv7tVHVNSLyCU5H/BBS0NnHWc/pQJw8+qOAucAE4AycxbYAugPnAP0gefGw1tlvwWKJow9T0HUfz3bxAm/618qu4R+PJqM9/ljwVMWupzLmPBnx7Y0tJr6xtceYhtSuXTvAmWy7Zs2a6vjw33//neeee47u3bvz559/MmfOHDp37gw42WHuvPNOAE488URPzP4PP/zAH3/8weabb06fPn0C19tiiy34/PPPeffdd1m3bl31YlIRr7zySvXI/e233x7Ia9+nTx9+/vlnTj31VIYOHVrj85o7dy7jx49nxx13DG1HtOnTp3P11Vfz1ltvUV7uLG6ak5PDoYceytChQzn44IPJyqpfl6OiooITTjiBV199ldzcXF599dXAJyK1Ofnkk/n88895/vnnufbaawPx/Q899BBr1qyhsLCQIUOG1KutJjVUtVJE5gObsX4h1GSZ435Ndr0RJwEfqGr1naSIKPCVqk6P2vcMzk3A9iTpZsay8RhjjDH1MHCgk6SgsrKSESNGUFVVxfz58zn22GPJyMjg4osvBpzOpKqyaNEijj76aObOnUubNm24+eabPfXVFsIDzs0BOOE8p5xyCn/99RcAK1eu5I477uD4451ohQsvvJAjjjgicP6oUaOorKz0dPSXLFnC119/Xb3wFKz/JCKWCbRffvklr732GuXl5eywww48+OCDLFiwgHHjxnH44YfXu6NfWVnJySefzLhx48jNzQ2sLRCLs846i80224zi4mIOOeQQvvnmG8CJ/3/44Ye59tprAbjyyitrDZFqziQFjxQ1synVG9EfeKiuQur8Et6DsyZUUtjIvjHGGFMPQ4YMYbPNNmPmzJnceuutPPjggxQXF1NVVcXjjz/OAQccwD//+U+efPJJXnjhBUpKSqiqqqKgoIAXX3yR7t27e+qLdPbDQnjAyfhz+umn88QTT/DSSy8xbtw42rZty8qVK6mqqkJEuOqqqwI3ERHvvPMOhYWF7LLLLtX77rvvPh566KHqybOwfqEv/1yDMJ06deKKK65g6NCh9O3bt87y8frkk08YO3YsAKoamks/2ldffcXGG2/s2ZeTk8P48ePZa6+9mD59OjvssAOtWrVi3bp11Z9GHHvssVxzzTVJb7+JjYg8Cnymqk/WcDwTJ4MOwB9x1HsR0ENVL6ulWOQNE3O9cSoC/MtkVwBh4RCLgcRz0vrYyL4xxhhTD/n5+UycOJFjjz22ekXcgQMH8tprr3H66aez4YYb8tJLL9G/f38qKyvp0qULp556Kt9//30gVefChQv5+uuvad++PbvuumuN1xw5ciQjR45kp512oqioiOLiYnr27MmZZ57JlClTuOWWW8jICP8vfurUqWyyySaeOQaffPJJIFvQ119/TXZ2Nv3796/zNTjkkEO47bbbUtLRB6pTm4IzEr9o0aJaH5WVlaH1bLHFFkydOpV//OMfbL755pSXl1NYWMjuu+/O008/zdixY2t83Zo7ITWLasU5XL4/tY9o7w7ku9/HE+KyPXCGO0k2QERaAZFfuKSEzoRYDvjTPC0Htg4pO4AkDshL9Ed2JjYiMq1v375907EqYUPz59QHyFruvTHN7zuhznP8cf5l5cEVE/35+RPNzV9XTHxjy1FvjDERjz32GGeffTYnn3wyo0ePTnr9JSUlFBQUsPfee/P++858q+XLl9OlSxcGDx7MBx98AMCKFSvYYIMN2H333XnvvfeS3g6zXr9+/Zg+ffr0WLLVpIqITGuX2b7v8R2Ca0HU1/NLn2F55bKYnp+IzAY2AnZV1S98x/JxUm8OBD5zy2jU8adxbhTuUtXrfeeOAoYC/1DVO0Ou+yBwPk7nu5+qLojrScZARCYA5cDBkXaLyLs4I/j7qepv7r6tgXeBlaq6RTKu3TJvX40xxphGqK4QnvrKyckhKyuLuXPXpzx/8MEH6dixY3XYDsA999xDaWkp55xzTkraYUwNVgGZwAcicrOI7C8iA0TkZJw8+QOBb4CjfB39jsApQCEwvIZ6AW4XkdEicoSIbC8ih4rIKzgd/b+Aw1LR0XdNwMn284mIDHb3jcWZEDxNRH4QkR+Br4HOwCvJurDF7BtjjDGNxG677caAAQMCufGTJTMzk912242JEydy7rnn0rVrV26//Xbuv/9+zjjjDK677jpWrVrF/fffzyGHHBJzyk3TPKRwUa1Y7QAcBhwKDAEuAXKBZcD3wJnAaFUtiz5JVZeIyGickf3AYl2qepGIvOjWuSvOSrytcVbn/QW4HviPqi5JzdMC4Dmc1JsKbAJ8jJOC8xScBcKi4+WmASOSdWHr7BtjjDGNxBVXpCK9t9d///tfhg0bxpNPPkmvXr0YM2YMhx9+OF988QX33HMPhYWFXHLJJdW5+o1pKG4nfpz7iPfcU4FTazn+EU6e/rRQ1T+APX37qkTkAJxVdffEmeLwCfCgqq5J1rWts2/iljPLO1ehpPfDdZ7jj9HPyQ5OPk9G/vlYzkskzj+ZGvJaxhjj17t3bz755JPA/v/+97/897//TUOLTGMgkppFtRrBpwWNmnuDczchn0gki8XsG2OMMcYY00iISCcRuS5Z9Vln3xhjjDHGNJVFtVqCzjjzCJLCwnhMrbI6DgzuXPeqZzPnde8CJBW7HBk851dv+F1Z7+CkL3/qzVhSeCYrJCeWMrHUG0uZdIbtpCqEyEKTjDHGmLqJyKY4k4S74kw+DtM5mde0zr4xxhhjjElJzL5xiEge8BRwTCzFcbL2JIV19o0xxhhjjMV2p9YtwN9wOvEzcfL6V9RQthBnFd2ksM6+McYYY4wxqXUs8CNwqKrOqa2giPTHWVcgKayzb+JW7IvJz1r+Z9x1hKXe9PPH50MwFrykPJj20x/7nyz+a/vj1JMlrN5kzSlIFYvRN8aYpk1ITZpMiwyq1h74e10dfdcy4OlkXdg6+8YYY4wxxqTWr8CiWAqq6nzgtGRd2MKzjDHGGGMMGSl4mGp3AcFUhCFEpKeIfJCsC9vPwRhjjDHGmBRS1aeBZSJyq5t+szaFwB7JuraF8Zi4FXz6qmfbH8MfFmtfzPue7fyQGG9/Xv2wevwx+rHE/sciWbn5E4njT1asfbLWE0iVdM4psHUAjDGmbqmI2TcezwP3A7+IyBpgOVAVUi47mRe1zr4xxhhjjDEpJCJbApOAjjjzllu5j5pYnn1jjDHGGJM8GZK0/qUJGgF0At4DJgKLgcoaym4E3JSsC1tn3xhjjDGmhRNSkybTIoOqDQbuV9VL6iooIv2AfyfrwtbZN7UKy1m/epevPNsF747xbGcOeyJwTtbyJz3blV2Dse1ZHQd66wmJq873RbGF5dnPyY4/bj6dMdypunai+frrqieVcwpSxWL0jTHGpFku8EKMZWcBeyXrwtbZN8YYY4wxZNgwfCp9BhTFWLYMp8OfFJZ60xhjjDHGmNS6DrhCRPJjKNuHJHb2bWTfGGOMMcbYCHBq5QGTgWki8izwHbCM8NSbmyTzwtbZN7UKi/vO/2myt0zffr4SIbHia5Z7d7x5eaBMxfYHeXd0Dc4X8Islz35Dxms31LViicdPVltaypwCY4wxJoUmsT6d5tUNeWHr7BtjjDHGtHSSokW1bB5AtHheDcuzb4wxxhhjkkOAjOT1Lz31GsDpvG+lqtPrKigi/YHvk3VhC88yxhhjjDEmteId1U/afZKN7JtahcU/lwxe5dnOef0az3ZZkTenPgBF7eq8lj/PflhMd9l0b905fU8LlCle8L5nu6Cr93iiMd3+nP5haxAkEj+eyDnNIS497Dm01NfCGGMag5SE8ZiIXsC8WAqq6jSSOCBvnX1jjDHGGGNSSFX/SNe1rbNvjDHGGGNsUa1myjr7plZhoTQVS77ybOesLvZuz5oWOKeslzc9Z+V2ZwbKZH430rNdvPE2gTK5vhSeZeWrAmX84UCxiCV8JJY0n4loyDCUxp6msjGlLo3lPP85yUonaowxpukSkTHA5ao6P0n1jQauTLQ+m6BrjDHGGNPCCUpGCh6Sggw/TcDxQNvGUp919o0xxhhjjGmmLIzHGGOMMcZYNp7kOlxEdkh3I8A6+6YOYfHGrbr64pQ7ve3Zrpq5InBODr44/imfBS924qOezayQePxSf1tiSH8ZTNcZvLT/ea5ecHqgTEHXfYIn1lFPmGTEzScaG27x47FL5DVO9PUNu1ay6jbGmFhZuEdSjUh3AyKss2+MMcYYY0zy/AlJn6xQluiJ1tk3xhhjjDGItMjJtEmnqj3T3YZo9omNMcYYY4wxzZSN7Jt6q+zUzbOt09YEysi8Zd7touBbz58z3593HyB77UrvtT9tH2zQ0Q94NnP6nhYs45NIzHRYXH+rrk/EXU8sMfwl5Q97tvND5ir4NcWc76laByCRehvytWrsPxdjTPMnpGYE2Ob8pl9MnX0ROTUF135VVYMzMI0xxhhjjDFJEevI/iiSP9Hga2B6kus0xhhjjDEJyLCY/WYpnjCeBUB5kq7bPUn1GGOMMcYYY2oQT2d/f1VNyki8iCTrpsGkQV3x7Vn9igL79E9vzD5llYEy/hj9zEHDA2WKF7zv2c7/aXKgjD8+sPLLuz3bOYO+CZzjj4kPE0tcf6rEEqPvl85490Slqu665kmk8tqJCHs/JvIeMMaYeFh8ffNkE3SNMcYYY1o6gYxU9PbtDiLtLPWmMcYYY4wxzVSsI/tbAr8l8br9gN+TWJ8xxhhjjEmQkJpFtWxgP/1i6uyr6s/JvKiq/pLM+kx6BWLr37w8UKaq2PdWKw6pZ/F8z7Y/1h6gYM4sz3bZltsHymRPvN6z7f/4qvLNroFz8g9Z4NkuWT4u2L6u3pjugmA1gVhw/9oBADnZrb31pjFWPJH8/Q0pVfMF0vmaxzJfoLH9HIwxxjRdFrNvjDHGGGMstjvFRCQL2BboCnQC8oEl7mOGqs6v+ezEJfxzFZFKEembzMbEeN0MEblERNZInJ83icg2IvKsiMwTkXUi8oeI/FdEeqWqvcYYY4wxpm4i0lNENIbH8QnWLyIyTEQ+FpEVIrJaRL4RkUvdjnjSiUgXEblSRD4AVgJfAK8CjwH3A2OA94A5IvKbiDwhIvsnsw31eWJC8hfaqv2CIv2BkcCOCZx7PPAUsAi4CpgBDAJuBk4QkcNVdVLyWtt81RUCsXr79wP7sr99zbNdWZITKJMxz5ueM3NdaaBM5cbe+7KcLz8ONqBVQa3nVHbpGTglxx/a06tfsF6fsBCdYPhF/Ck9Ew0xSSQkxx9S1JApKWO5ln87lpSUqUxbmcjPKhnnxHpeuuo1xjQPqYjZT1Axtfcx407hLiKZwIvAEGA8cDRQBpwO3A38TUT2V9U18Tc39Hq7AJcDh+D0t6OnL1QBK4B1QHsgz93fy30MFZE/gEeBB1R1bX3aUt+7mPfiyJlfBvwFfAz8V1X/iOdCInIT8E+cO6Jb3e9jPXcbnI5+JbC3qs50D30lIlOBScDLItJXVRfG0y5jjDHGmOagEYXx9FPV2UmucwROR/894EhVrXL3f+RGipyGM9p+Qn0uIiJ9cPqph+N08MuBt4BPgC+BKaq6zHdOLk4nfxAwEOcGoafb5otF5Ebg0ag2x6W+P9cNgR5ug2p6RI5vDgzG6aRPF5Fj4rzWxcAlwO5AvBOGbwNygFFRHX0AVPVD4H9AO+C6OOs1xhhjjDGNmIh0By51N68N6TRfhzPafryIxB094jMVOAL4Fvg7sIGqHqaqt6rqB/6OPoCqlqrqT6r6tKpeqKqbALsCjwCtgIeIY5Dbrz4j+6fh3HkcDbyLM2K/COcOJhvo4jZ0X+Ae4CegLbA9zp3VaBGZpqozYrxeX1WdByASeyInEdkQiMQ+vVJDsZeB/YCTRORSVQ3GjxhjjDHGNFMCZDTf1Jsn4wz6zlfVL/0HVXWuiHyFEyZ+Ok4USaK+Bv6tqm/Vow5U9TPgMxG5ASccqCTRuurT2f8JuB3YRVVrfFFEZBDwHHBAZFRdRDYFJuPcZZ0dy8UiHf0EHMD699o3NZT52v3aGucG5YMEr9Ui+GOi/XHfWR0HBs7J3v5tz3bGT8F49+KfvHHzhfsE77kyZ/7k3dGpXbCBK711Z/rSdWbmhUx2P+ROz6Y/fSdAxaLNvDtCYv9Xt/vKs92q6xOBMnXF1icac+4vExafXbzAO58irH11SVbcd9g5dcW3J/I6JFOynqdf2GuaChafb4xpoQ50v9bUDwSnL7gjcFB9LqSqO9fn/JD6FgNX1qeO+oTx/BPnzqXWux/3Duoe4Maofb/hhNbsXY/rx2pr9+uasI9OXNHzB7ZKcXuMMcYYYxodScEjQQeJyBsiMktE1orIAhF5x82kk8hAdaRvV9t80cixjUWkTQLXaLTq09nfBfg0xrKfAnv59n0GdKvH9WO1sft1SS1loo9tlMK2GGOMMcaY2t0F/IgTMr47ThjLBsCTOBNqO8VakYi0wgkjh9r7goujvk97X1BEWtddKjb1CeNpgzOpNRbtQ8pGZiinWiv367qaCqiqikgpkIsTymOMMcYY04JoSmL248zSvg6YCFyhql9H7f9GRF4GPgR2Al4C9oixzlZR39fYF/QdS1tf0O3kXwpcBHRIRp316ezPBy4EgknVgy4EFvj29QOaTJpLERkODHc3uyxdujSdzUkrf4y+X8WSrwL7sgsKvWWWB3/5swq8v4NlX1YGylSVe6+dt/nyQJniA070bOf/NNmzXR6WZ3/chZ5tycsNlPHH9VcsqPutv3rB6YF9BV33qfO8RMSSz71VV+++WGLF/fX44/7D6o1FY8/5nshrk6iGWssgkXkSxhiTBB1EZG7U9t2qere/kJv+PDTEW1VLROQKnJuB3UXk4PpOgm1Mojr5F+MMqCdNfcJ4XgEOE5G3RWSwiHjqcle63V1E3gEOxcl4EznWEfgH4EmDmSKr3a95NRUQJ71PpHcXnDkKqOrdqrqRqm4E/NKhQ1JutowxxhhjGgURTfrDtTTSh3IfgY5+jD7CWXALnIyQsVgd9X2NfUHfsdC+YLxEZD8ReVZEpojIDyLyqogM8ZXJE5GrgNk4KUDb4mTeeSAZbYD6jez/GzgSJ63l/kC5iMzDaWA+Tg7+bJxwnd9xVqpFRE7BeQKtcJYJTrU57teOtZSJPja3xlLGGGOMMc2QkJpFtZKZelNVK0VkPrAZzhpOsZyzWkRW4HSia+sLRs8DqHdfUERuYX0WncjL0A9noPxhVb1ARLbCWdW3t1tmBfAgcJ+qJi2EJOHOvqquEJHdgadxJt/m4Kz+5fcBMFRVV7jb81l/tzIu0evH4Qf3a5GItK8hI0+PqO9/bIA2GWOMMcaY+CVy//AjsBve/p5f5NgcVV2ZwDWquf3jyCJYS3BWzhWcFXI7AOeKyEc4/eGOwF/AncAjqrqmPtcOU5+R/Uju+31EZGecUJ0tcUbsVwMzgPGq+rnvnPeJLc4/Wd7DmR0iwACc1XL9dnC/rsJZztjEIRjjG/zx+uPkc7f7NlBm2dvePPtVlZmBMkVdF3u2y2a1CpTJHvmaZ1s2Xus9HjgDtH17z3bJFrsHymSVez/VK/j27UCZsl79PNs5s6YFylR2+t67Y5B3M2zOA13rzqGfqhzwfonk5o/12nWtQRAmkXNiEctrU9eaEwBlvvdNou1LJLbe4u+NMTGT1CyqFU/XXEQeBT5T1SdrOJ7J+kyOtaXR9HsHp7O/fS1lIn3B4H/u8YusITUZODIy4C0i7YFXgcE4g+XZOFEuV6tqcbCa5KhXZz8isspXMupKNndVtPdwFtc6gvDO/pHu12dt9VxjjDHGmLTYH+iKk2IzzO44oeIA8UzOfQa4HthQRHbwZfpBRDYEIiuCJmNEayecgeZLoyJbUNVlInIp8BVOH/xBVb0kCderVSrCsxqjK4Ey4DR39d5qIrIbzptrOXBTGtpmjDHGGJN2jWRRrYNEZMdA20TycRZkBWeA+U3f8adFZI2I3Og/V1X/xFngFeDfbmKWaDfi9Imfr2ux2BhtAFQAU0KOfecegyROwq1Ng3T2RaS3iPxezzo6i0h/EemPM/k3sr9/1CMsQgNV/R4YinMX9YGInCIiO4jIucBrwBrgKDflkzHGGGOMaXirgEycvtrNIrK/iAwQkZOBz3FG37/B6bNVxxy5WR5PAQpZnybd7xqcTJIHAq+IyN5uNsnHgTNwbiDOStLzKMDJQBSIi1LVKiAy+bZefeNYJSWMJwY51D4pIhbn4XwE4xc9obYXTuqiAFV9XkRm4Izy34YzQWIhzsIM/6eqs+rZPuPK6jgwsC/Hl1u+LOS8tnO90yUWftY/UGbxL963UWHb1YEyua29MfpZHb1zXfSHeYFzMjZr69kumDg22MCyMd56eoQssNf7aO8pwRJUtOvubd9036eVvuMQzNcf9hrnh97qesWSO94vWXHfscSc+2PeYzknkRj4ROc8+M/zXzusXn8Zf5w/1L12RaztS4TF9RtjwM3Gk4KY/ThH93cADsOZBzoEuAQnNfoy4HvgTGC0qnr+e1XVJSIyGjgKCE3r6WbyORoY5tbzCs6NxS/AZcADqtoQi7162tQQ16lXZ9/NrX8BcBKwBVCUjEaFUdUbgBvqWcf3wIl1FjTGGGOMMQ3K7cSPI4Fsjap6KnBqHWUUZz5ATXMCmqWEO/tuR/8NnImvsdy4pWINZmOMMcYYkwSSimw8LVd7EfmgpmMAtRwH595kn1qOx6w+I/tn4cQ9fQCMwlmAYAJO3NNst0x34BycRQTss+Jmos6P/X8N3pAX+0NXQk7zh9K0nRucQrF01oae7dLi/ECZFYu9aTS7Zld4tjPzggmXsud5l1+QnJD71xxvKlBZsCBY5PVrPNuVGweXnsheNNuz7U9LWtC17t/tsJ9BMlIzlkzfN1Amv2/8v7qJhAtBYmkqY7mWv94wsYRB1SWW1zwsZCdVoTSJvCdSWY8xpnHLsHHZZMoB9qyjTG3Hk/bDqE9n/yTgA1Wt7h2Ic0v4lapOj9r3DM5NwPbElybJGGOMMcaYpuapdDcgWn06+/1xRvFrpaoqIvfgpLW8uR7XM8YYY4wxKRJISGkSoqqnpbsN0eqTerMI+NO3rwIISyuxGOhdj2sZY4wxxhhj4lSfkf3lOKuc+fdtjZMLNdqAel7LpEkiKQrz+06ou96uwXrLfJPjc38KLsqcNa+LZ3vFsrbBuqu897CLZ27s2e7QIxhrX/Frnmc7p10wpWegLT2DGbpWT/a2J3/DXwJlpLP3PH+ouC4KZpitKmzjLbM2WKZki9297esYjFOvWPJVrWVy+tY9GBFLjHzYeySYcjKYgjKRNJqxxI/74/HDnkOiz6suicS7h7UlkfkMyYqtb6jnbYxJH0FTlHrT5gGkW31G9n8EzvetQvYj8M/oVWpFZGvgWuCPelzLGGOMMcYYE6f6dPYn4KTd/EREBrv7xgI9gWki8oOI/Ah8DXTGWbzAGGOMMcY0QoIm/WHSrz6d/eeAyUApsIm7bxTwIU66of44KTezgOnAiHpcyxhjjDHGpFCGJP9h0i/hOHpV/QNfflBVrRKRA3BW1d0TZ7GtT4AHVXVN4s006RJL7HVY3nA/f7xx5ncjg4W2O9OzmfHhR4Ei7XrO82wXrykIlFm+ytue8uXtPNtZvrz7APlt6n57ZvjO098yA2UKui/ybGd2CK6ErWW+kY6f5ng2pbt3nQAI3pWXD74sUCbLv75Bx4HBMiH7ooXlo69Ycnqt50BsawP4Y8wTycWfyBySsPMSjZtPpEyyrpXIfAb/72pYHal6Dhajb4wxjUPSJ826Sx3f7T6MMcYYY0xjJ6Rkgi42up929QnjiZmIdBKR6xriWsYYY4wxxhhHg3T2cSboBnMFGmOMMcaYtBNSM0HXBvbDichqEVnbENeqdxiPm2ZzV5yc+7k1FOtc3+uYxqOuGP2wuG+/Sl98PgRzwHPmvYEy2fdf7tlu02FFoMz8JZ287anwvs2XrWkVOKd9kTev/gYb/BUoU+S7lmQEP+6sWJPvbW9pcC5ARmFpYF80nbkisE/yl3m2c/64NHhiK+/8hbKwynsf7a0nhvkWOb54/ERjsVcv8Mb+h80f8OfD9wt7b+VkN55Y8bBrJxITH8s6ALGcE8vPN1nx+P59scztsbh+Y0wLlkcDDbon3NkXkTzgKeCYWIqD5V8yxhhjjGmsUhKzb9KuPiP7twB/w+nEzwT+AoJpThyFOKvoGmOMMcYYYxpIfTr7x+KsmHuoqs6praCI9Ae+r8e1jDHGGGNMComN7DdL9enstwf+XldH37UMeLoe1zJJkKx82nXF5oYJxOuOuzBYJs875UP/DGmvL61+m03mBYr0WFXo2V642BvDv3htMGZ/ZbH3nMr5GwTKbJzpzZlfXhKcotJ68z892xUrigJlsnPLA/uiSVZVrccByAnm+C/bcvu6T3vRO+dBu3b1bIfl708kv3uYVl2f8GwnEpeeaNx3LPHticSPJ3LtMP72hM9N8D73ZP0+xyKRemKZLxDLXADL329Mw2morC2mYdWns/8rsKjOUoCqzgdOq8e1jDHGGGOMMXGqz03cXcDRdZYCRKSniHxQj2sZY4wxxpgUERSRFDwsP0vaJdzZV9WngWUicqubfrM2hcAeiV7LGGOMMcYYE7/65tl/Hrgf+EVE1gDLgbCA4zqyZ5uGkEjscCz1xBLTXTJ9X892xS5HBspkLffGu2f/+VGgjLTxvmWzCOaxL2zjzZmfv8obO5xfmhc4Z0mJN2Z/+bqCQBl/SrKO7ZcFylTN6OXZLui4PFCmcpW37vLV3mtntwqusZHV3vc8K4OJr3K+/NizXTZocKBM2bY7B/Z5/DousKukd91lcvp6o/RiiTkPU9d8kFjea7HE4yca991Q8eOJzJOI5Xc3bH5NsuZkJLIOQCKvX7LqMcYEWerN5qk+efa3BCYBHXHy6LdyHzWxd5AxxhhjjDENqD4j+yOATsB7wERgMVBZQ9mNgJvqcS1jjDHGGJNClnqzeapPZ38wcL+qXlJXQRHpB/y7HtcyDSSWj979/GWKF7wfKJO7xhvOUtGue6BM9qLZnu2qAf0DZTKmTK2zPa029iaJ6lCc79kuLQ9GlZVUePctW5cfKDNnRQfPdnFZMPVmz0xvKtA8X0gRBENyMnypODM7lgTb92tnz3ZOpxXBett4I+hypnwWKKNrvOE/5YN382z7fwYAVWtGerYri9oFyviFhYYkkmYx3uM11esXFs6SSJhRIu1JVRhKWOhUfrZ/O7GfSyzqOi/RMEIL0THGmPqpT2c/F3ghxrKzgL3qcS1jjDHGGJNCGRZx3SzVp7P/GRBcMShcGU6H3xhjjDHGNDIiqQnjEUl6lc1Fg70y9ensXwfcIiIfqWow7sCrD/ADEFz20xhjjDHGmJblNBpo0eL6dPbzgMnANBF5FvgOWEZ46s1N6nEdkyTJWpq+rjjlrI4DA/tK/WV8aTYBqgrbeM/ZeJtAmYLp0zzbWhYchcjp5Y2Tb7dugWe7siJ4z1le4f1VWFOWEyjzV4k3jr9KgzflhUu8cf3rSoJpPlstbevZbtvD276yX4NJrSrLvMHXWhpsn670zgUIm/OQOcf7AVvOjG8DZQJ8P5ew+RY5b17u2S7p9WSwnt7eNfj88eQQ9n57uI7jsYklhWciseuNKZ480RSayXoOyYj9b0yvpzEtkaXebDiqOrqhrlWfzv4k1qfTvLr+TTHGGGOMMcYkU30X1Yon3shuF40xxhhjGiVNUepN6/6lW31ihRTor6oZdT2ArZPUXmOMMcYYY0yM6jOyH++ovs3HTrN0xiAH4vhDYvYrtzvTu2PJV8GKOnlzvK+bHIy/z+6w0rOdmeedMSAZwVGGTu286wCE5dCvVO+98dJ1wXj8qqWdPNsdSwoCZbr5Yv0ry72/hoXtve0HaL3tH57tikXBRFjlC7154jMm/BYoQ7d13mv37efZzvTNiQDIXDzfs52/Nti+yk7dvDt88fkAFb6fZ8nycYEyOX1P817LF4ceNl/Ev65D2JyRROPZ65KseTDJuFayctQ3h1z3yXrNjWlpLGa/eapPZ78XMK/OUoCqTqOBZhwbY4wxxpj4CClKvZn0Gk28Eu7sq+ofdZcyxhhjjDHGpEtMo+0iMkZEutVdMjYiMjqZ9RljjDHGmPoRNOkPk36xjuwfD9wMzK+rYBz1/V8S6zONya/BWOxADHdITLdfWOw1vO3Zyhy6RfC8Lz/2bGtJmWe7Y3lwvsDqeZ09293KQ5LA+8xfG8yHv9IX658VMj+g7K8NPNsbVSzxbFdVBe/BM6eXe7bzui0JlClb7s3xn99+UaBM6cy2nu2ckqme7bA/y1W+ePyMb6YGymT4fgyVIe+B/EWzPdvlXXoGygTj71d5tnOyvfMSnDID6ywTi0Ri4FMVNx+mrnoSWRMj7LzmEN/eHJ6DMcYki8XRG2OMMcYYMkST/mjpRGQLERkgIu18+/NF5EoR+U5EVonIUhF5T0QOTnYb4onZP1xEdkh2A4wxxhhjjGlORGQQMBrYzN1VJSJPA2cDeTiL026Pdw7zPsA+InKNqt6arLbE09kfkayLGmOMMcaYRkRSk42nJabjEZENgHeB1qx/BTKBYcAcoC0wAFgJvAP8CWwE7At0Av4tIu+q6nfJaE+snf0/Sf4SaGV1FzGplKz44rLpT3q28/tOCJRZveB0z3ZoPL4vzruiXfdAkZxD7vRujzqjzvZVFXvf5rk9lwXL+HLdl5YEc+h38cXSh/1RnL2qrWd7cUl+oEy7Ku9fvj+WeOcLdNfgX8ay0hzPdvt1OYEymbneuP51czsGyuR0WuHZrlzubd/qWcF5862Lf/JsS9eQPxvFaz2b2R9/FCzTe2NvW3xzKwAYNNi77VuPIeyPhj83v//96FzbG/sfS979RHLmh51TUv5wnddOVV74VMWu+3+fAVp1fcKznch8gXTm+E+kvcYYU4OLgDbAEuBSYAqwLXA3MBTnJuB74BBVrZ6/KiLtgVeBXYG/A+ckozExdfZVtWcyLmaMMcYYYxofITUx9i00I88BOIPk56vqi+6+aSJSCrzgHjs5uqMPoKrLROQS4Gtg92Q1pj6LahljjDHGmGYiJWE8LdOm7tfXfPtfj/r+k7ATVfVbESnBCetJCuvst2CJfiTtPy+/b90fxceSHjGWuC5/iEbOsMcDZXTi9d4dSxd427ciGAJTuc6bMjOvsCRQZuOOyz3bGb/1CJTxj4osWlsUKONPz1lc4U3zWekL6wEoyin1bGtIqE+Hbt5Um5k55YEyZYvberZz2q32bGcVrAucU1XsC2laECwji1d4tjM2ax8owwLvz4FO7QJFsn3pOWWZN+SqeJcjA+f4f5r+sJ4wsYRsJCKs3lhChmKppzGFkPhDdsI0ZHvr+nnG0pbG9PoaY5q8VsAyVfV0bVS1TESWAe1UdVX4qQCsAoKdgQRZZ98YY4wxxtjIfvIIEBxxc9S0P2Usz74xxhhjjGm0RCRDRD4XERWR2fWoZ7ZbR22PR5LY9EbBRvaNMcYYY0xjXgTrEmDHJNVVClTUcjwYq9rEWWffxM2fStAff19WXlsYWs1l/Kk2Q9Nz+lIxhinv0tOznd1qjvf4vOB8gZw2azzbkllZ53W6bLggsK/KF0vv3waQkkLPdmllpmd7UbH3OMC6Cu+vaubSYFrNikpvmVatVgfKtOrknXew7i/vORmZVYFzsjp6X5uS34NhhP7Y/4zFywNlKv7yzk3I7Bp8nvzq/VmpL11n7pzvA6foT5M92+WDLwup15vWNSyu3/+ejCVFpl+y5sEkiz9FZiyx9g05XyBZKUfrOq+xz4EwxtRMRDYB/g2sAYIT4eL3d1UdlYR66tJeRD4I2w9QwzFPmWSxzr4xxhhjjGmsMfuPAYuBl4CQ0ZxGKwfYs5bjtR2DJK5vZZ19Y4wxxhjT6IjImcDewIHAzmluTjyeSncDolln3xhjjDGmhRNJzci+BKNZYzxPugF3AqNV9V0RaTKdfVWtOwd0A7LOfguSSHysPz4fwnPkx3McwmP2AzH6vjhrgPy+Ezzb/phkgNw1vnhxX9x3Ts7cYINyvHHzTA8WWT3PG6teURb89enWfZ5nu+2qlcH2zevm2V5a7A1BXF7qy2sfsm9NeXCtgBLfvnZrCwJlWq1u5dnedNdvPduV/pz6QMUSb/tyN1gWKFO5ynstLQmuUyC++QBVhW0CZTJ9Pxv/fzsZU6YGzikfvJu3ju9GBttX5M3pX7zg/UCZgq77eM9JY5x3ItcOOyeRGP2w6ySrjJ/FzRvTmKRmBd16RKP8B2cJnkuT1xYA+onIEzifFGyEM2F3JvAG8B9VDf4n18RZ6k1jjDHGGNNoiMhxwBHARaq6NMnVXw7kul/3AIYB83EmAU8VkUFJvl7aJW1kX0QygZuBnyOznEWkLfBtSPHZwL6qGkz9YYwxxhhjGlxjmKArIh2A+4E3VPX5JFf/OXCTqkZ/7Pkt8IaIPABcALwpIv1VdVFoDU1QMkf2jwOuAKZE7csEeuIs+/uH+/gT507q2CRe2xhjjDHGNE4dRGRu1GN4LWXvBfKBYP7jelLV430d/WhX4aT37EjTyvpTp2TG7B8LfKiqU0KODVfV6nyibm7R44Fk37GZWiQSHxuWa9yvrtzjYdfOyY7hHF98PkDFxM28O7bYPXjeIN/fkHEXerc7eeO3AXSeN0RPq4Izigo7e8tUlmYHypSvzfdsZ+eWBcps0MH7iWSrfG98e+GqYCz70nXemPg15cFrLynxllkZEvvftdw7h6BsoneNkq4bBdcOyM73ri9S0LXuT1TLFwbnbWTkelcIz5o+LXiif+6EL+9+1bb9g6d8+bFnu7Jvv0CZ7EWzPdv+uR8QPv/Dr6Crd9v/vk40zj+RePdYfu9ikazY+mTkug+bIxTL36C6JGtugOXrN81dCkf2l6pq8I9z4PpyMHAycJ6qhkywSx1VXSMinwAHAIfgDGA3C8kc2d8B+F+MZf8HDEjitY0xxhhjTBMlIq2AR4CP3K/pEBlh6pmm66dEMkf2OwH+YcFi4DacGP1oC93yCRGRDOAinDkChaohy5QGz+kJnATsC/QH2uJ8XDMDeB14WFWDqVOMMcYYY5o5gZRk44kj8+YAYGNgQ6Bcgjk7IwPUPUSkImr/6ar6dD2aGC3BRKGNWzI7+yX4ljFW1RKcGCi/QmBdyP46iUh/YCSwY11lo875B/B/OG+UMTjxYHNxUi5d7B67QEQOVtUfEmmXMcYYY0xTluYJul8BW9Vy/DycOP75OKE2ETGF+4jIRUAPVa0tHj+Sq/uPWOpMBRE51f32G1UNiXeNXzI7+78CuwAPxlB2F7d8XETkJuCfwBfAre73seiDM1n4X6o6Imr/NyIyHpgI7A6MF5EtVbU43rY1V8mKofXHQ/tzmkNs8bsM9v2OLvmqzmuXHT7Cs53z3k2BMv5Y8NzKYD53f755yawMlNFKb8x5eWkwH35OjjeOv6rKG03XIeSDKv8f4FbZwZj91b48+2W+tgDMXdXWs11YUujZDvuQrGNHb4x+6Zpg/v72/X/zbGfkVgTKSL4/+VbwWpW+zwa10vucwuL8ywYN9mxn+tdZCFE5pjC4c6/jvNfyr/sQwv++jiWvfZhE4r6bWqx4LO1NRnx+KjW119yYpkRV1wLB/3xdIvKX+225qtZYrhbbA0eKyD/CskG6YUS7uptvJVB/sozCWZxARWQcTvagenX6kxmzPx44WkS2rq2QiGwFHO2Wj9fFwCU4HfOf4zx3LXC7f6f7A7/e3ewOHJlAu4wxxhhjmi53Bd1kPxoyMEZEnhaRNSJyYw1F2gA1ZQL6P5zIk+XAXaloXxwEp4/+N+B7EXmpPpUlc2T/PuBsYIKIXAqMVdXq4T0RycJJz3kXsBgnh2q8+qrqPLe+eM57F/heVctrOB4durM1TqiPMcYYY4xJE3e9po3czcgy9tluSDfAWlWd5ZbtCJzi7h/O+oHciFXu19tFZBvgJZwJud2AM3AGe/8CjlLVYGq6htPL/doN2Mt9HFifCpPW2VfVlSJyCM5k16eBR0XkZ2A10AonlCYPmAccrqorErjGvATb9mIdRaI/zlmTyDWaq7CP1etK+Rf2UXddKQshJK2mP2QH4Ndx3u123QNFyqY/WWv7yva/LrAvJ9uXKnLm2YEy2W2800xkbjCtpl/xilaBfW03/MuzvXKBd656YdHawDn+UJ9VJcFQGn+oz8rS3ECZzAxvGX/ozyJfmA9Asa+edq1XB8pUfOsNK+rYZ3agTEah9/XTkBAnrfA+z5w+3oi6qsXBm/ycWXV/ulm8/UGe7XwmB8oUfPu2ty0FwTLFIaleo4WFnlXEEGrmD/9JZ4pHSy+5XiIpUY1puhTJSEXMfr3qPBLw/6feDfjR/f5DYE8AVV0iIqOBo4C7A61QvUhEXgSG4ITrPAm0xumn/oJzc/AfVV1SnwbXl6pG5gv8AXwG3CIiwdjdOCRzZB9V/d692/o7cDjQF+eFXAV8B7wG/FdVV9VcS1r0jvr+4xpLGWOMMcaYBqGqo3Bi2GMtfypwai3HP8JJ7dmk1BKZEpOkdvYBVHU1cIf7aCoiq/l+o6qT0tkQY4wxxph0yJDAvFXTDCRzgm6TJCIdcGK1yoCz0twcY4wxxhhjkibpI/tNiTizfB8D2gEXqup3tZQdzvoZ3F2WLl1aU9Fmzx+3WlcMP0BZuTdyKyc7eE7WXjM92yW+tIYAWb2P9u4IiYf2p17MWOtdK628NwHFC973bBec+Giw0BhvHH9m22DMfsm8fM92u02C6X9X/emdwJCd660nJ680cM5GOd7pKsuXtg/Wu8abTrIot+6lLIrLvPH4JeXBsMA1vjL+c8BZASVa9uxugTJZOd5PIYu6LwqU8cf1U+ZNb5rRKZhOVAu8z1uKg3MeCiaO9e5o0zpQhnW+170gmJ4z/ydvHH+JL4Y/++NgAod8//t6+r6BMiUdvbH+qUpBGUs8flhcenOMXY/lOTWH52lMrITU5NlvlqtUJYGIZOIsDvuzG64UmZD8bUjx2cC+YSlDYxFTZ19EXk+kch9V1SOSUE8y3YwzUeNmVa11fQBVvRt3woeITOvQoUPfBmifMcYYY0yDSPOiWi3NccAVOCsHR2QCPXGyREZGLgXYAyfk/PlELhTryP6hONOp63OD1qjeQSJyFXA1cJeqXpvu9hhjjDHGmBbjWOBDVZ0Scmy4qn4Q2RCRD4DjSXFnP2I2TpqjJk1ErgVuAm5V1avS3R5jjDHGmLSSFI3sWxxPTXYAHoqx7P+A8xK9UKyd/Qq3bA+cjxKeBp6KLGTQlIjIDTi5VP+tqtf5jnUEslR1YTra1hglEuMblmvcH4McS5x/Qdd9Avt0oneNjJy9govkVc753tseX1x1lj9XP1DQ9zTvjlFnBMoUH3Cit57lfwbKFFXWndErb2WRZ3vN4nbe66zyHgdQ9f61bNdhWaCMP4tCeUj8/bI13rz/BTneOPXMkEwMJRXeepaUBGPZSxd6y1RWBGPri4q8S1iUh+TZzyko8Wy3aTvbe86s4PoCmQu8a59k9gzOKdA1FZ5tKVseKFPZt59n2z/XA6C8S0/Pdth7wC/w++Cfd0JwnYdEct0nGo8fi+YYux7Lc0rVXIXmOAfCGBO3ToB/8a5i4DacwfVoC93yCYk1G083nMmpP+DEEl0L/CoiE0VkqIgE//dvhETk3zgd/Rv8HX3XnST4EYkxxhhjTNPlLKqV7Ecji+JuTEoAz+ieqpao6lWq+ruvbCFQd9aNGsTU2VfVJap6r6puB2wHPAAsxRnlfwJYKCKjRGSvRBuSaiLyf8C/gGtUNTgcbIwxxhhjTMP4FdglxrK7uOUTEneefVX9XlUvwcm2dxQwHsjBWbFsgojMEpEbRGSTRBtVExHpLCL93VV6N4za3z/qEYhdcEN3/uluXi0ia8IeYJ+lGmOMMablESBDNOkPC9mv0XjgaBHZurZCIrIVcLRbPiEJ59lX1QrgVeBVN9b9ZGAYsDVOmM+1IvJPVU3mSrrn4YTh+P0Y9X0vgrFOe0Z93yRCjhqLRGJJ/fHHEBK3HBI3n+NLZhp27dVbePPhZ01/MtiAIm8MfFbHgd7r+HOuA5W+3PyZndoFyvhzrMuyYNw8net+e+Us9MauF2rdfwqz8ry5+FfND4bu5eV5P+GrrAzGzedkemPXK6u89/uFIbn5MzO8cfy5WRWBMv45BX8uDbavw7o8z3ar4uJgmc5LPNtlf3p/Dpmtgzn0M7fwvd9WrgqUodK33SoY+58xZapnW4qCfx79Iwn+GH5Z4A+/hArfWhBhc1H8/OtSAOT7Lr7atw5Fq65PBM5pTLHhicxDSLdUta+xP29jTIO4DzgbZ6D8UmCs27cGQESycNJz3gUsBu5P9EJJWUE3KsxnW+BSnAm9UI/JBDVc5wZVlToes0PO2zOG8yKPPZPZZmOMMcaYpkCkKukPE05VVwKH4MTuPw2sFJFvReRDEfkWWOnuLwMOVdUViV4rKSvoikhPnDCeU3FG1gVnLK3uVBXGGGOMMSbtbFGthqWq37uh6X8HDgf6Aq2BVcB3wGvAf1U15CPr2CXc2ReRAuBvOKE7u+GutAxMBZ4CnlHVRfVpnDHGGGOMMc2Vqq4G7nAfKRF3Z19E9sTp4B+FE/8uOJl5xuDk3v82ec0ziUpnfGz4derONV684H3fHv92MP4+05dTH4L50ct7e49XbrZFnecUb39QoIw/1rryy7uD9fjivum9caBMTq+53nP+8sbJly9tEzinstQbsF3UKZgnftXCjp7t9gVLA2X8sfWri72x61Uh8wda53tj67NDYvbX+uLx15bmBcqs8OXnLy4L5sOv8s0h8Le3sOOKwDmVq7yvX2brYHSiZHr/1GXmhVx7217eMtOnBesp9s0Z8L+PZwXP8Qu+z4P5+vP7TgiU8f9O+2P0w9a3CJs/ky4Wp25MIye4qTKTX69Jr5g6+25mnaE4YTrdcX505Tgzg0cBb6pqeYraaIwxxhhjjElArCP7M3FWRRBgCvAkMEZVg0OHxhhjjDGmidEUxezbPIB0izeMZzYwF9gP2E8krs9mVFWPiPN6JkGNLcWeX372uYF9q/GmKIwllWDZdmcGy/jSevpTHxJyDt+N9GyGpUcMC9vxKznM+7r703UCkONNiVl16I6e7bwPPwqcUlXs/VWVrGCGg6wCbzjL4l96BMoUFXnTfmZkeuv5a3kw5WhejjftZ2l5YCkLCnJLvW3J9Oe6hFUl3pChssrgn595yzt4z/GFGXUvC147K8f7oWKrrksCZfK39O6r/Ck41ylznfc5VC4Npi7NKPGmW815/RpvgdXBdKK5vlCzzEHDA2Uq53jfW5Xj2gfKFO9ypGe7oKv3eNjvlD+0x5++M0xTTJGZiFjSkjam1KXGmKZDRF5PQjVJ6zfH09kXoCfQg8QisOzWzhhjjDGmkbJsPElzKOsjYhKVtB9GrJ39p5J1QWOMMcYY07gIqZmg28Ln584GPkx3I2Lq7KvqaaluiDHGGGOMMc1ABU4fuwewB87iWE+p6qx0NCYpi2qZ5iOdMaqB1JYhscP+tIVhsfXF7bp7tv3pOgMx/ECOL446LD0iG2/jrXd5cM24goljPdtl2+4crKdLT++1Z3iz1eoWwXSdmb6Uj1UzVwTKVJV7f50LWq8JlCno7I05XzBjU8/2Bu2Dc+6Xr/Kmb8z3xecD5Pji5sNi9v2WrW0V2OdP/elP4fnbn96fLUCHVt74e3+6ToB1y7zPIa99MGY/B28604xWwRSjpbO9sfS5W3jTidI+GGuvk37xbq+9PlAmc8ECz3ZYethAvRN99exV9+9qWHpOv7DY/+Yolr9tFqNvWhQhNSvetsyh/W7AyTiZLLcBrgX+JSIf4WSxfElV19Z8enIFE1IbY4wxxhhjEqKqS1T1XlXdDtgOeABnTao9gCeAhSIySkT2aoj2WGffGGOMMcYgGZr0R0unqt+r6iXAhjgL0o4HcnDWrpogIrNE5AZ3TauUsM6+McYYY4wxKaSqFar6qqoeidPxHw78iBPXfy3wq4j8IxXXtph94+GPUY0l53YiefVXLzg9UMafVz+sXn+cfNnyJwNlCvp655OXTfeVaReM+w6N0ffx50vPWLsyWM9ex9VZj/85aEict5/O88baZ2wWPCenwhtznrfp4kCZikVFnu3OveZ6thf9Fpwv0LGdt94FSzoGymSu88Z5ti0KzhcozPOuAxAW17+uLMezXVrhTQxfVhH8k7V4VZta6wDYaON5nm1ZWRgoU7bam9O/9bZ/BMrk7erd1p/meHeEzLfI6ud9zfHF50PwfRO6PoNPuW/uR3lIPH6mb/2IsBz/ZeXe+Qthcf2NKY4/nesAtJQ1CExLZYtqNRRVXQLcC9wrIhcDt+P0yTul4nrW2TfGGGOMMaaBiEhPnDCeU4FeONOYK4Fg5o8ksM6+McYYY4yxRbVSSEQKgL8Bw4DdcJc2AKbirGf1jKouSsW1rbNvjDHGGNPSSWoW1WqhqTericieOB38o4BCnFdkKTAGJ/f+tzWdmyzW2Te1SlUu6rD8+LHkAM/pW/f6bv4Y/ZxZ0zzbFSEx+34Fn74arPfwEd56w+KYfXMRQuvZcnvPtvhy6LMumMeeDeuO6w/LC++X1cUbS1+61Jt/vk0Hb3w+QNk6b6779qWrA2X8cfKr1gZj4v0jRh3argiUySz2xs1rifd/iYKc4Guzel2+Z7u0PDtQZulf3nkGhYXB9MadNvPG36/7LRg6mb3CO09DMr1/Qit9cfQA2R9+5D2ne/Bn6Y/RD7wnCL6XKjfu5S3gi88HqNzuTM92ZqBE+LoTAV297/VEYteTFe+ezhh5i883xsTCzawzFCdMpztOB78cJxPPKOBNVS2vsYIks86+McYYY0wLJ6RmUa0WOrA/E2dmsgBTgCeBMaoaXLmyAVhn3xhjjDHGmOSbDcwF9gP2E4nr1kdV9YhkNMI6+8YYY4wxxhbBSi4BeuLk0U/kA46k/TCss2/qzR+Lm2icf74v1Dosht+fEzwWlZ26ea8TksNc/vDmm6/s2y9QJvP+y71lLmsdKOOnS4Ox19kfe2O4ywbv5j2+aHbgnKrCNoF9gfb5Yv0DMd2AfDbds1006C9vHd+3C5yTs84bj19RFvyzUVDljQZfvSYYs19SmuvZnr8kGBPfpsD7enX0xfWX+OYPAOTllHm2F64MPoeKVd72+dsCkDnbm/c/r7A4UCbLl4u/sKc3Z76OmRo4p6qd9/WSmSsCZTI6xfC+buN9v2Uunl/nKaX+ePzlwaxugZ9m76MDZfzrYmR1HBgo4//99Us03j2WdTySdS1jjEmSp9LdgGjW2TfGGGOMafFsUa1kUdW6s4k0oIx0N8AYY4wxxhiTGjayb4wxxhjT0glgefabJevsm7glEqNfVx1h9eSH5LGP6dp9vef5443Dcvz75wLkvHh5oEzlblt4tnXi9YEyBcuWeXd0CMauV80t8Wz787CXzQvGnMuJPWs9BwBf/vbMObMCRSorvB/m6Rpvbv68nosD55T83tmz3bbrkkCZ4hWtPNuFbYK5+P257svKgkHe5RXeP0mZGd40cLm53vh8gOISbxx/Uc66QBn/R9P+3PwAxXM38mz75w8AFBZ44/izC30/y9bBOH/J8j6HjE4hH6j64vG1IOR98613fgC+92NYDH+WL0Y/c01wHYXM6d51KPCtSwFQsf1BgX1+/jk2Odl1z2kJtCXk97mh4u+TtQ6AMU1ZKlJvtjQiciLwnKom7c5JRHoAG6vqx4mcb2E8xhhjjDHGJMczwDQROVFE6khdUDsR6SMijwO/AHsnWo919o0xxhhjDJKhSX+0QI8AmwGjgYUi8l8R2VtEgh8phxCRzUVkuIh8BUwHTgN+A95NtEEWxmPilshH28n4iD/s2mHpOf3hP/6wnVjSfnJiMISo2BcOFAt/GAVADt96d5R6U2bmZAZDLfCl66wqDv7qZvhDP0JCQTKWzvHuqAwUCSjo5w3tKZ3Ztu6TQnTO8YahLFsQTL25ak2RZ3tNifdvY2VVcHyiKN8XSpNVESiTm+1dlXzd6pxAmYpKb3rOlcXB10/VG3w6Z3pvz3bHLt5UpgBZed7Qo7zFwTSbuX29+2RxSLhNV2/78IXfaA9vGFKYyu3ODO4rGufZzukbTCKR++XdvrYEQ+H8YW2VvnSxpRtvEzinVdcnam5spJ4EwgZjSdfpr8dCdowxyaCq54nIPcCtwJHAWcCZQKWI/AT8ACwGlgOlQDv30QvYAYj88RRgHnAj8ISqJhxjZZ19Y4wxxhiTotSbLY+q/gocLSK9cDr7w4ANgP7uI+yFjowmVQHvAI8Bb6hqDMNytbPOvjHGGGOMMUmmqrOAq0XkGmBrYDdgR6Ar0BHIA5YCS4AZwEfAx6q6MpntsM6+McYYY0wLJ5KaGHv7tADczDzfu48HG/r61tk3DSIsjWZdkpWe059WMxCfH+O1/fHFYfMF/ILR45CT50ttmJfr3e4ajBXnV2+sfcb2XQNFyrv09GxnL5pdZ/vYYmPv9k9zAkVKZnhTZpYsbRMo4/9jLpnBTx210htvn5cfTJGZk+ONb1/ji+EvLY8/XSdA61ZrvG3RYOLnVSUFgX1+i1a19Wy3K/DVu6BL4Jwu3b0pMStLg8+harG3zZIf/M9RWvneJ22821WFwZ+L/z1Qzrg6y5TxZKCMb7ZA4HcKoGKL3T3bWR0HercDZ0DJ9H092/l9JwTKFC9437Pdqmswtt7/uxjL35tkpBBubCx9qGmuRCQD+BRnVPwPVe1Zj7oEGIoTR98f50/cLzhZdB5Q1bD/ups0y8ZjjDHGGGMgoyr5j+S4BKejXy8ikgmMA54ElgFHAwfjTJq9G5gsIkU119A02ci+McYYY4xplCE3IrIJ8G9gDVDfjvgIYAjwHnBkVIabj8R58qfhTIw9oZ7XaVSss2+MMcYYYxqrx3BSVb4EXJZoJSLSHbjU3bw2JJXldTjhPceLyL2q+kWi14qzXR2BI4ABwIZAPlACzAe+Bl5X1eDy9nGwzr5JuljiRhPJgx0mljz7/hj9WGLtw2J+/fHFYfnI/bHM/hz/AGX7e2OZ+TUYRx1oz14za20LAL2P9myGxWeTQFx/dhtvXHpmXmmgTFW5909J+ergvAP/xK/MkHz460q8gzZFRd5rF1T5o8fhr6XtPdv+nPoAq9d42xOWr79tofda68qCufj9/HH+YXMK8C21UOSbPwAgf3rnYHTYNDh3Ii8nZP2FKBlTpgZ39vbOyQj7eftj/XNmfBsoU7bl9t4dYe/Zdt09mxVLvvJs+2P4nfZ537MVEzcLFGnle++H/e1IZE5QIpL1dytVLD7f1FdjWwRLRM7EWTn2QGDnelZ3MpADzFfVL/0HVXWuu5DVjsDpQMo7+yLyT+BanA5+FU5mnnU4WXo6AOcA94vIzar6f4lex2L2jTHGGGNMoyIi3YA7gdGqmvDqsVEOdL9+U0uZr92vByXherUSkXOBW4DxwGAgX1W7qGoPVe2CcwOwG/AGcLNbPiE2sm+MMcYY09KJJnNCrbfexPwHKGN96E19beV+/aOWMpFjG4tIm2Tnu/e5EHhBVY8PO6iq5cAnwCciMha4CKg7NCGEjewbY4wxxphGQ0SOw4ljv0hVlyahvlZAW3dzSS1Fo2PjN6rvdevQC2eicCzeBXomeiEb2TdJF0vcaLJiS3OyWwf21RVXG3ZOTHzxxWG5xv2xw6HzA3zxzv7Y/7B6Vy843bOd5WtLWL3+9oYpaeeNq85ncqBM1oIFnm3t2jFQRn+Y59nOyA7G45csbuetNydYpqjNas92pW8uQNjCBZ07LPNsl5UF4+bXlXpz0ldUBmP//Qpyg3MTsnzrB5T46s0POWfpKu/7bdXa4HyG1oVrPdvZc4P5+lf59rXeaJH3nCN7Bc7J+MYbx1++x26BMjlffuzd0Sq43kDOLO/aEGW9+gXKFLw7xrNd2ddXZs73gXP8ygcH596V+36H/HMBIJh7P5bY+kQk+nerOeb097Mc/81DY8jGIyIdgPuBN1T1+SRV2yrq++AiL+HHEuwsxGwBzqTcJ+oqCOzglk+IjewbY4wxxhgkQ5P+cHUQkblRj+G1NONenHj1hpl5nz5PAueIyAgR2SCsgIh0FZFbgLPd8gmxkX1jjDHGGJNKS1U1+JGgj4gcjJM15zxVnZvE60d/bJxXS7noY8GP2ZPrFqA7cBXwTxGZi5NusxTIBbrhhBIJzuj/LYleyDr7xhhjjDEtnZCiCboxFnPi6h8BPnK/Jo2qrhaRFThx+8FY1PU6RX2fzJuNsDZVAmeJyIPAcTghPd3cNpQAPwHP4kzinVKfa1ln3zQ7icSJ+uNNY8nfH0s9YfMDMvtOqPWcMP4c5aFt6Vv3fIGweOe6lG3rTW0ciPEGKtd6B0qyNwwOiGQUesMkK1YEF0Jc9rt3PlSmL/a/KiQ/flamN69+dk5ZoEypL2d+WC7+KvX+j1RWEfzzWFRQ7G2f7z9G1eD/av7Y/7D8/ctXt/Js++cCAHRs752bsHpeZ892uwm/Bc6pzPJeK2fKZ4EyZYMGe7YrfPnyAfJ/mlxnmewevp/dnFnetmwcMqdgrTfRRWnI+7Pg27e9194+mBHPP6fF394sX65+iO133v/7azHoNbPXxiTBAGBjnIWlykUCf08j/wH0EJHo/xxOV9WnY6j/R5xUlj1qKRM5NifFmXiqqer3QN2TmurBOvvGGGOMMSbdE3S/Yn16zDDn4cTxzwf+v707D5OkKvM9/n1r6+7qlV7ApgFhAIEGRRBbkUVxQQV1UPSqM4qA+4Ig6MVRhnUcHa80Co56HQQE57qMiLjirtCKNIvKvjR709BNL9VbVVdVV733j4iUjBNRlZFZmZXb7/M88WSdjBMnTmZkVJ2Mes8bry56Pu8V+OuIBvsHj1PnkPjx5+PUaToa7IuIiIhIXbn7ViDjVuARM1sT/zjs7mPWG8e3gHOARWZ2iLvfUrzSzBYBhX+j58mQU5Y4TOkk4Gii/2AY0ReVXwGXu3tftfdZoMG+NLU8/zrOk/YufK6nOx1aU0k7WSE6pdqZls4cmZ3Cs0S7maE+C5PPhdsMBeFCWdJBMmldGeEiXT3J0JnOOetTdRZMS7be/+S8RDmVihPonpLcZv3aeak6HcHVqs6udA7P8IpWVrhN/8C0ZH+CsKKslJ5hus6pGWFGYfjP1sGM+WPr5yaKvQPJsKhpO6RDp4YHku30btqQqtOz5YZEufP5B6Tb2Wn3ZDu/+26qTv9Rb03WCcJvwpAdgNHpsxPlrg2PpeqwMfm6pmSk8Bw56D2Jsh31ikR54O5XpraZFoTT5TnvsurkoRAXaQZGIntOVdudLGZ2JfAm4EJ3P6d4nbs/ZmYXAWcCF5jZMe5e3LnziEKFvuPuN1W5X68BruCZOQGFX/r7E/2X4lNm9m53/1E191ugwb6IiIiINBwzm8MzN7cqTFTqNrPCVYmt7v5wXHc+8M74+dOJruKHPg08B3gjcI2ZXUx0Desk4GTgRuC9VX4NrwauBQqXC+4G7gFGgf2AA4B5wPfN7E3u/pNq7h802BcRERERqE02nok5jnR++Z2JJtsC/AF4GYC7rzWzq4iu7C/NaszdR8zseOBE4D3ANUAncD9wBnCJu6czOFTIzKYD3yQa6N8PnODuy4M6LyS66r8fcIWZ7VntycEa7IuIiIi0O6vRBN2cqTezuPsVRAPhvPVPAE4oUceJvkBUfJOqMryP6D8S64Aj3X1NWMHdbzazlwF3EV3h/yDwuWp2QoN9aTl5UllWIoy7zZOeMytWN4wf7llcet950n7mmS9QapusuQopi08qWWVo7+NTz4VpP7PivrvYkijPPjgZNz974xOpbbbesiBRDtN1AvRvSqb57OubnaozNUiR6RnpLzuC+PspwXyBoaF0UHeYnnNwOF0n/APb05l+DWEcfzhf4JG7905tM2dOcHFoNP1Xt3PW1mT5r+l5b6mEp4vmpuqE6S69d3qqTqrdYF8jhx+RqhOmfs1K+znlL5cmn3h6VaLYc+wXUtukz8OMz/UDVyf7tzgjlW6O825oODnvIM/5HMpqV3MBRBre8YAD52YN9Avc/WkzOxv4CvAWqjzYTyetFhEREZH20+HVX9qURTcKOCguXpNjk0KdA8wsne1hAnRlX0RERESkSszsIaIL6tOIJuIuy7hJWBYnGps/ZGbb3X3PavRHg30RERERqUnqzTa1e/zoRLMWdh+zZpoT5eGv2sHQYF9aTqk41mrFvuaJu83aV5jfO882eeLvqxEXXGkMcNi/nu50bHPPwmTu8/6j0u2k4r6D9VnXRXr3fTK5n9UzUnU6g3z9vbO2pOr0PZ2MQ581I11nNIiT7wji8Uc60v95DWP0sybAzejtT5S3ZcwXmBHG9Qf5+tf2zSnZ320D6fz9A5uTsfXTZm5N1Zm176OJcufGdE5/ghj9MId+Vp59y4j9D/U8fFfJOp13J+sM/fNFyQrDGf0N5pUM3Z2eq9e9+pFEuX+H36Tq9C4M+pJ5DiXn96Tub5Gx7/D3RFa7ee79ISJ1cR5RBp5PEV3Z/7f4cTwGnBU/fg4YHL96fhrsi4iIiLQ789qk3qxFhp8G5+7nAZjZ+4G5wI/c/dbxtjGzA4GzgQ3u/qlq9kcTdEVEREREqq/w7+p356hbuBX49ePWqkDTDfbNrMPMTjOzLTaBhLBm9nwzGzYzN7Nzq9hFERERkaZj5lVf2ty3iMJy3mdmrxirkpkdRZRf34Grqt2JpgrjiW+PfCnwogm20wV8gyZ7/VIdeeJaqxX7mplnP8jPX60c+mGcfLXuN1DJ+5VnXkQY6wwwNP+F4+4nay7AwJPJOOre236eqjPriWTMuQ9kXOe4I1nc2jczVWUwiKXvH5iWXJ+RQz/Ms791Wzpufkp38oaN4TYA3UGdoaHkPQjmZMwxGAr6MzKanlOwMbjnwObN6dcdmromHQPvf0mGl/YedG9y33vtm9omPAqdWzak6ows2DlRzsqz3/3sXZLthHn3MwzuemCinPXHYHin3Uu2U8n9N0JZ99rIdR+AcJsc+1a+fhmXJuhWlbtfY2bLgSXAj83sAuBSd38awMzmE131/1eiLwU3u/sPqt2Pprmyb2bnA7cBw0z8ZgMfBw4EBibaLxERERGRMbwdWAlMJZqo+6SZrTazp4CngH8HeoFVcd2qa5rBPnAqcBpwJHBfpY2Y2XOAc4AvAmPezUxERESkrXSMVn9pc+7+MHAY8Euiq/cdwAJgx/hnA34DHB7XrbpmCmNZ7O5PAOS8MUFKfDezS4m+PZ0NvLlqvRMRERERCbj748BrzOx5wGuI8ugb8DjwC3f/ay333zSD/cJAf4I+BBwBvNLd+yv90iAyEaViaGs5p6BWebnDWOGs2Po8+56WDnkvqWt+ED9+bHoO1Ojypcm+zNghVWfuLrclyjusWZGqs3rZ/sk6C9YlymtX7zhuXwGmBvnxIZ17vz8jrj/U2TWSLHeMpOpMmZqMo9+4KR2PH84XGBpKH4Q1q56VKM8McvMDzFyQjLcfvDu5r56Nd6a2sdnJP0GDRx2ZqhPOwehdcW+qDrOTn7fBfZPtdG14LL1NIGsuQLjdzIWXpeqEn/3uZRem6mze9+ZEuTe458RI8PkE6Fly+tidjYXnUE936Xt0ZOf0V8y+AOa1uamWJun+nbvfDtw+2fttpjCeCTGz3YDPApe5e/rOKCIiIiIiLaZpruxXwdeArUSTc0VERESkmK7Ct6S2GOyb2TuB1wJvdvd0brd8bZwOFP6vutO6devGqy6SW55QmkrCbypJsVdpus486UMrkS/0J7nvzU+enKozc8mtJeuwX4ky8Kzd7kq288tk6s1Fs9Jzq7ZvS6bI7O9LhziteXp+otwThNYADARpP8NwoGFP/zqf4sk6YcgOpEOIpk5J36F9ZCSZsnP9+nQYlHsyLHLq1mQo0pQtyfcKYPo+qxLlrLSpbEv2Z+gtX0jXCXQ9cHWinBmiUyLNK8C0IGwnTIcJ0L36kUQ5T7rOUJgGFIAgpWyeEKKs8LlQnhSelVBKzxah1JstqeXDeMxsR+Ai4Bp3v7pU/bG4+1J338XddwHunzdvXtX6KCIiIiJSC+1wZf/LQCfw4Xp3RERERKQhGTWaoFv9JqU8LT3YN7N/BN4CvNfdn6x3f0REREREJlNLD/aBN8aPXzOzr2WsLwSinm1mZxWedM8IfpWWVquUlPWU9RpKxeTX8nXnmQ8Q7j8s54kLDtMaZsmq089vStYZ2ZJMkTjzyGSMvq/bmtrG5iXTVM5amU4D2fPXvRPlroy4+S3r5yTKoyPJKMytW9PpMLu6tyf7kjH5LkzhGbYL0NmZrNM1mq6zbWDquOWuvtmpbcL5DFMf35Sq0zkteVmwe81pqTq229xEeejos5P7fiAdwRnG42d9tsKY+GmLf52uQzKOPzMmfjj5usL0l1O2pKeShXH8Wf3bvjaZ0rMn4zMbnh/ha4raSc5hyXMOlTpXoTV/r+bR1K9bMfstqdUHtZ8GxpvN9QtgZ6JMPV+ZlB6JiIiIiEySlh7sxzfiGvNmXGZWSE2xxt3Td3wRERERaRctn7alPemwioiIiIjUkJmNmNnieuy7aa7sxyk0C/eiX1T0/AFF1e5z93Qi6WQ7ewCF4NbCfeF3LGpnpbv3TbzH0kwaPaayWrn488TA10o1XkOlxynP6wzzrmfta+igZOz14K7JmOms3O1h7nP73TmpOnMGk7H/nXOGUnVmbk7+uh5el2x3YN2c1DbbNifj+DuC2HuAkeFku1nZOMI4/pHtnak67sk6HR3JffUP9Ka2YU3y/gLrVu2UqjJ34dOJcve6dC756Z3JfP09/5O8d+LIXvumtsnKmR8KY/Qz492DHP7TMj+jQT78IK4/M9496F84pwSga0Ny/sfI40tTdfp3zZGvf0NyTsPQ/OTnPM99NJRn/xnN+rqtRtl4TNl4Cgyoy6SIphnsAx8C0n8l4Y6in/cAHinRzuXAS4PnPhgvACcBV5TfPREREZEmpoF5rf2yKIS8lCFgDbAM+L/u/milO22awb67nwucW4V2XjbRNkREREREyrSI6Or+eF+ritc/BzgcONXM3uXu369kp00z2BcRERGRGtJMzlo6CTgWOJ4oG+QyYDUwTBRWvhNwGPBK4CLgXmAOcDBRKvmrzOwud7+n3B1rsC/SRkrFxNc77rYa+6rk/gKQjkvOis8O4+/DXO1ZwtjwnqPOS9UZPTwZI931y/NTdVJR8vcG28zZktpm6rpkbvuOIO8+wMDaZJ2BTTNTdcL8/Fn5+qfNSO5/NMjFPzg4JbXNlGkDyX2v3yFVp78v2Z/tT89N1emckvyv+Pb+ZI7/GRvTydY6g9z8bEvf22Bg7+RnIMxrD+kY+Ow89sF2qbkd6W3C+QJZn+Ewtn4wo39hzvysdsI5BP1PJuP8w5j+PNsAzFxY+nwO36/wHGvW+HeRDPcCnwde4u43jVXJzJYA3wZe7e4r4uf2BK4HPga8r9wd6zuciIiIiESjwmovUvBJ4ILxBvoA7r6c6Mr+eUXPPQj8B/DySnaswyAiIiIiUlsvAf6Us+6fgKOC524kuhFs2RTGIyIiItLuDOioQToeZfgpmA2kYxWzzc2oa0Tx/WXTYF+kjZSKf61WfGye2P/JnB9Qyf0FwtjhrHZCeeKhR5anc6EzI/k7vfPYJ1NVwtjmzgWXJsqjM9J/Q6Y9fFfyiW3p/P2jy7cmylPnbkrXCXLxhzHyAH2PLkyUw7j+2XP7Utts2zotWWeHjel9Bzn+O7vS8w5W3rVXojzvWcnc/Bv/tntqm+lr1ybKnnHvgO51pyXKPfOmp+qMHJ+MieeBdHx7b/AZCGXFuw8kb0GQ+XnMM4ckaw5BqXZS8xDmp9sIz4XehakqKVnnRzhXJqwzmb8n6j1nSVreKuAUyLhpRtopQPiHYH/gqUp2rDAeEREREcE6qr/I310DvN7Mfm5mh5sl3x0z6zCzI83sOuB1wA+K1s0HPgGsqGTHurIvIiIiIrUJ45GCC4DjgKPjZdjMngAGgGlEOfi7icJ1HgL+DcDM3glcAswELq5kxxrsi4iIiIjUkLv3mdmRwJVEk297gD0yqv4WeJe798XlVUSDfYB0nGAOGuyLtIhqxMTniWXPE8NarTql7gtQqWr1L8824WsY3PXAVJ0wRjpPbPPAQcn1WTngU/3bsiH1XM+uQZ2nV6XqbL+rL1Ee3To1VWfucx5LlLvmJ/Pub7k72BEwfcf1ifJAcF8AgI3rknMRurvT8wXC+QD9m2Ykyj1T0zn0B+/fLVGeMr0/VWfmrORzw4+k7xUwdfO7k/ua2Zuq48tuSLZz+BGJcqmYfoCh4fRcijz3hshTJxR+/rLmC+T5XbH5yZMT5TDnfx6TOY+o7ePzNUG35tz9CeAVZnYoUajOfkRX7DcD9wA/dvc/B9v8hnxx/mPSYF9EREREZJK4+41EqTQnhQb7IiIiIqKY/Ralwb5Ii6pWGEo9NVp/KlFJisI8cqVd3PDKRHnkoPekGwpSRXYuOT1VpYuPJ9tZkL6vy0iQ+tPuuS1R7n1BOkSn49Y7k9t0eKpO74K+5H4Gu1N1Nq+Zlyh3do0kyu7pAcxIkE50y/o5qTrbbkum2szq3+YndkyU5z4vnSxjZFPyWPX8NXlBz1c/ktpm+PAzUs+FwpCcrHCblIzUoOQIIwqFYUVhuBCkP+u1Cp/LoxV+l0jrMLPpwKuA5xHl398I/A34tbtvHW/bSmiwLyIiItL2rEa5Mg1If1FuV2Z2CnAuMCdjdZ+Zne3u/1nNfWqwLyIiItLuNEG35szsP4CPM/a7sgNwsZnt5u5nVmu/ut2BiIiIiEgNxWk3PwE8AZwBHAjMIrrwPisuf5wo1ebHzeyIMZoqm67si4jkVI1UoHm2yUqz2NM9fqrDzHSdi39dsk4Yr521b/bYP9mXjBjvkbsvH7d/WSk9h16a/Fs2lRtSdegM9tPXk6oyY8maRHnL8mQcfeeUdLrOMM3nYP+0VJ2R7ck/kaMj6etjo6PJDm78/SGpOrN22JgoT3k6mdKzZ2Y67efUe09LlG23uak6Q0efnSj3P5nOztc1P4itDz4TeeRJBZsl/KyHqTghnXY2z74Vf19DHboGXEOnEKXXPKwoh37BFuAO4A4zuwK4Ia6f8UuxfDqqIiIiIiK19RLggoyBfoK7rye6e+5h1dqxruyLiIiIiK7s19Z84N6cde8F5pWslZOOqoiIiIg0BDObYmZvMLMvm9lyM9tgZtvjx+VmdraZ7VC6pcy2HzEzL7F8rdqvKbYRWJSz7iIgI6ayMrqyLyITVo1Y9mYQvq5ave488dDV2ne43bR0GntGFifzt2fua+/k36WhvY8vue/uZRcmyllx6WFO/64V6QtjvmV7ohzG8DNlSmqbKSvXJcqjg+k/h4NPJS+sDWxI57Ef2NybKE/rTc8PCGP9+55akNxmSzqt9vb+qYlyb/+TqTo9nJ8od63oS9XxQ/+WKG/e9eZUna75L0z2J/j8ZR3vSj5/vQtfUbJOqNLPdbv8Tqoqsxpl4ym7za8CJwF9wJeAZUQD5T2BU4HzgPeb2cvd/b4KejQIbB9n/bYK2szjNuB0M/u5u4+OVcnMOoHT4/pVocG+iIiIiDSKDqLE/Me4e/Ed6G42s6uBG4EXAJcAR1fQ/gfc/YoJ97J8lwPfBn5nZucB17v73790mFkX8DLgbKJ4/bdXa8ca7IuIiIhIo8TsrwR+GAz0AXD3YTP7HtFgv2oTWCeDu3/XzN4OvAH4FbDdzFYCA0AvUehOF1EO/mvd/XvV2rcG+yIiIiLSEIN9dz+rRJXB+HF1rftSA28FvgycDHQDewTrHbiUKO1m1WiwLyLjUuzrM6rxXuTJG56nTrVy/If7ys7Vnozpzsr539OdjGcP28mM1z7qvJL9I3zPl6TrDNz9yoztivp2Tzr01Z6XnCfX1Z+Omx993V6Jcu/qR9KN35sMGR54aMdUlaEgrn/6/L5EeXDTjNQ2W9bNSZS3D6UnU0xdsznZzsbdUnXm7PJwotybMedhZK9kXP/IkvGPJeT7TIT3bMgzF6Va8pwfA8NfTZQr6Z/uAzC5zKwDeEtc/GY9+1IJdx8E3mtmS4lex3OB2URzEm4Hvu/u91R7vxrsi4iIiLQ7s9pc2S9/gm5GEzYLOBg4EziUaOLuZypsbn8zuyxuZxei/xSsAH4CfCXOc19T8YD+/LHWx/H7O7v7Y9XYX/3/XyMiIiIiEjCz/c1shOjK9++AhcAr3P204smtZfo4MCV+fClwIrAKuAC408yWTLjjE7cP8HDJWjnpyr6IiIiI4A0Qsx9YARxINIH1ucCHgd+a2XeJsupsLLO9PwPnu/tlRc/dBvzEzC4BPgL81MwOcPeK5wSYWTqmrjw7l66Snwb7IjKuSuLJ82jGWNdq9C9PG3nq1CrPfu/CippJmbnwskQ5jI/O9EBG7H2Yrz9HnXD+wMiWDalNRg56T6K8fW06/3xo+w7pv9/TuD5R7p22MlWnt6cz+cTQSLKNVcmc+gADq5P3HDDzVJ3R4eSf8J6Z/ak6g3/pSbbT2Zmq0zMluIB497uT/Xv2Lqlthg9/Yeq5UrLO+dBk/g6oxhyCRv+d1UDmxZlnCpa6+9JSG8Ux7nfGxeVmdiVwDfA2YA8zO9Ldh/J2wt3fNs7qfyG6yj8fOAP433nbzfAI0WTbhtBwX+FEREREpA46Oqu/RNa5+y5FS8mBfhZ3HwY+GhdfRDQ4rwp33wL8MS4eW4UmbYJL1ejKvoiIiIg0BXd/yMweJLqj7uuBr1ex+cfjx92r0NbRwAMVbrsP8PMq9AHQYF9EylStf1tPZuhPI6UPzRPKkKUaqTdrldIzj1whE4vTdcLwn57FJ6XqpFJDhmkhl5ye3tfy4MJiENYD0L3swkR5eKfdU3WGDz8jUe6cfmmqzsiMHdL7L6E3CD3quPXOVJ2RzckQne196RSePpq8QNgxZTS9s8HBZHlmMlWo3/5EapPwdY6kaqTf96G7L0/Vmbb410E7lZ0fIYXXVKCBs/FkWE002F9UqmKZqtnZVe7+aEWdMJtRzb4ojEdEREREosF+tZcymNkiM7vXzA4vUXV2/Lhp3FrJtj9qZheWqLZr/FjRIL3IUUwsm87DcRtVocG+iIiIiDSCbqIQlheNVcHMFgL7xsU/l9H2wcC74xtzZbU7EzgsLv6sjHZT3P0P7j4wge373f0PE+lDMQ32RURERKTuV/aLnGpmC8In44H6l4BOoB/4SrD+SjPbYmbnhdvGZgMZcX0AfBaYDmwASv0HoKkoZl9Emka10ktmmay4/nrGEjfaXIU8aV3zxPqH6UKHhkv/Z79nya0l62zeN5mOM0wnmmVkyazUc2Gyy7B/YapQSM9D6MqI++95+K7kfnqnl+yf396Xfm5LMo5/ZGVygGYvW5zapnPFvUEb6fsbDR2UfJ1ZqUvDYz4SzKXIOk6NNAdHqm6I6I62uwL3mNlS4BZgLbAXcApwONAHvL34DrNmNh94Z1w8HTgnaLvwgfy8mR0IfJ9oQu7OwLuB44A1wJvc/clqv7B60mBfREREpM25Gd6Rvg9DNdrNXdd9lZktAv4X8CrgZOAsovCeTcB9RIP4r7v7U8G2a83sKuBNQCq1p7t/1Mz+B3gjUbjO5cAsYDNwf9zuV9x9bbmvsdFpsC8iIiIiDcHd1wFfjZdytz0BOGGc9TcAN1Teu+akwb6IiIiI1Cb1ptSdBvsiIuSLHy9VZzJjh1P55zPivhspljlPX/LUCV93ljxx/nnyufcufEXZ2+QR9m/zkyeX3KYzyLsP0Hls6bDioeUvSJRHPnRGqk54P4HR4H4CPcuXpRvuSYZ72KK5qSrb1ybnPHQF9z+AjPkVwdyErOMdvn956mTJc/621/yAGuXZr+7NYKUC+gonIiIiItKidGVfREREpN0ZUIMJurqwX3+6si8iIiIi0qJ0ZV9EJEO1YsxrJU9McisIY6Yred155l/k3a6UMD8+pPPzh+2GcwMgHcvemVEnT6z/zCBPfVZ8+8C+R47bn/6M/Pip+PsHrk7VmXbv9YmyPfr/UnVGFu+fKHc+vSpZXvzr9DbB+xfODQAYmJ8sVzqnpVSdSj9bjcqzby4rTU5HVURERESkRenKvoiIiEjbs9rE7Ctov+50ZV9EREREpEXpyr6ICO2WT7t5VOM4VOtY5snDnhV/H9YJ4/rDmH6Aad3JclZ8fta+QmGMftachzC+PXydvQvT7Q7dfXmi3LP4pHSdvYMc+oeP09HYYBB/33t1On//0H4HJ+tk7LuSezZkvTelfi+03O+JmlzZl3rTYF9ERESk3ZnhtbiplimMp94UxiMiIiIi0qJ0ZV9EhMpSMVbyL/xmTNXXriFOtUq/OnNhJdukQ33yHJee7mSdrM9fGL6Sp91pi0u/hjAUKSvtZyiV0vP4dKjStKA/WSFOXfOTIURZITqlXneWlj8XFMbTknRlX0RERESkRenKvoiIiEjbM1ypN1uSruyLiIiIiLQoXdkXaRF54k3rGV/a8rGuOTXj6w773IzzDkqp9DXVah5Hnr7kOS5Dw8nY9Z7uWRXtq5Q8ryErbr4SedKdVvIa8qRWbWlGbWL2dWG/7nRlX0RERESkRenKvoiIiEjbU8x+q2q6K/tm1mFmp5nZFjPzCrZ/i5lda2YrzWzQzNaY2V/M7Gtmdkwt+iwiIiLS8Do6q79I3TXVlX0zOwC4FHhRBdvOBn4AHApcDHwJ2AQ8BzgTeD+wL/CzavVXZDI1esx0o/cvj1Z4DdXQaO9DNeLmK4nPr3Rftdp3Zj787tRTNVGrz0S954c02mddpBJNM9g3s/OBTwI3AZ+Lf867bSfwU+D5wBHufmvR6lvM7GfAfdXrrYiIiEgTsRqF8ZjCeOqtmcJ4TgVOA46k/IH5KcBhwIXBQB8Ad+8DTgCWTqyLIiIiIiKNo2mu7AOL3f0JACvjW6KZdQAfj4tXjlXP3X8xod6JiIiINDPF2LekphnsFwb6FTgCWASsd/cHq9glkaZTKme04lOfUe9Y4Wpol3sbtOrrKtYOrzFLu75ukWpqmsH+BBQm8z5qZlOBjwBvB/YCRoEVRBN3L3H3LfXpooiIiEj9eI1i9l0x+3XXDoP9xfFjL7Ac6AEuAO4BdgY+Bvw78C4ze5W7P16XXoqIiIjUU0c7DAvbTzsc1bnx4z7AKuC57r4+fu42M7sO+DXwUuB/zOxQdy87f7+IiIiISKNph8F+b9HPFxcN9AFw9+1mdi7wO6KQn1cBvwwbMbPTgdPj4k7r1q2rTW9Fakjxr/m1wnvVCq+hkej9rL56ziNqlzkt+VmNJugqjKfemin1ZqUGin5eNkadPwLD8c9HZ1Vw96Xuvou77wLcP2/evCp2UURERESk+trhyn7xlfzVWRXcfdjM1gILgV0npVciIiIijcIMr0XMvibo1l07DPbvLvp5vP9P6dMoIpJB4Q5SK/X8LOlzLO2iHQb7fyj6eVcy7r5rZj3A/Lj48GR0SkRERKSh6KZaLanlY/bd/c/A/XHx5WNUO4xnvvj8pOadEhERERGZBC0/2I99In78gJktKl5hZl3AOXHxp+4+1iReERERkRZluHVVfVGUdP01TRiPme0I7BgXFxU9f0BRtfvcfZiAu//IzM4EPgfcEKfavJNoQu7pRDn2lwHvqE3vRUSal2KbRdqEbqrVkprpqH6IZ67AF7uj6Oc9gEeyNnb3z5vZMuA0okH/fGAz8FfgZOAqd99eve6KiIiIiNRX0wz23f1c4NwJtvEn4E/V6I+IiIhIyzCrzZV9pd6su3aJ2RcRERERaTtNc2VfpBkoH7mIiDSnGt1USxN0605X9kVEREREWpSu7IuIiIgImIaFrUhX9kVEREREWpS+wknLqWfcvGL0RaRewt99oN9JUgZl42lZGuyLiIiItL0aDfbLnKBrZlOAVwNHA0uAvYGZRPdGegD4CXCJu2+oqDdmBrwLeA9wANAJ3A98K2635e65pDAeEREREWkUXwWuBf4Z+BnwFuBQ4IPACHAecKeZ7VNuw2bWCVwNXA6sB44HjgFuB5YC15vZjCq8hoaiK/siIiIigjXGBN0OwIFj3P3GoudvNrOrgRuBFwCXEF39L8dngDcCvwSOc/fR+PkbzMyBk4D/At4+gf43nIY4qiLVpBhVEWlH+t0nLWIl8MNgoA+Auw+b2feIBvuHldOome0GfCwu/mvRQL/gbKLwnreZ2Rfd/abyu96YNNgXERERaXsGHd21abcM7n5WiSqD8ePqMjvyDqAHWOXuyzP2u9LMbgZeBJwMtMxgXzH7IiIiItLwzKyDKIYf4Jtlbv6a+PHWcercEj++tsy2G5qu7IuIiIi0O7PaxOxXIfWmmc0CDgbOJJqs+yWi+PtyPDd+fHScOoV1u5rZbHffWOY+GpIG+yIiIjVUz3t/iORnNbqDbuWDfTPbnyhTTiES5W/AK9z992W2MxOYExfXjlP16aKfdwFaYrCvMB4RERERaUQrgAOJ4ujfA4wCvzWzb5vZ7DLamVn087Zx6hWvm1VG+w1NV/ZFREREBKvJTbUAmGdmK4vKS919aamN3H0QuDMuLjezK4FrgLcBe5jZke4+VP3uthYN9kVERGpIYTsirHP3/SfaSJx686PAsURX+08Evp5j081FP08dp17xuk1ld7BBKYxHREREpM0Z0QTdqi8TiNnP4u4PAQ/Gxdfn3GYz0BcX549TdUHRzyvHrNVkNNgXERERkWZSyLG/qIxt7ogfnz1OncK6x1slEw9osC8iIiIiNbqyX042HjNbZGb3mtnhJaoWJueWE2pzXfx48Dh1Dokff15Guw1Pg30RERERaQTdwD5E8fiZzGwhsG9c/HMZbX8LGAIWmdkh4UozWwS8MC5eVka7DU+DfREREZF2Z9BhXVVfKgzZP9XMFoRPxnfQ/RLQCfQDXwnWX2lmW8zsvHBbd38MuCguXmCWutvXeUTj4u+4+00V9bpBKRuPiIiISNszzDpr0m4ZhoBBYFfgHjNbCtxCdCOsvYBTgMOJJtu+PR7AR3sxmw+8My6eDpyT0f6ngecAbwSuMbOL432eBJwM3Ai8t5wONwNd2RcRERGRunP3VUSTbj8EXE80AP8hcBPwVaIr+ucA+7n7dcG2a4GrgK1AZg5/dx8Bjo/bXUCUs/864CDgDOCl7r6l2q+r3nRlX0RERETiCbX15e7riAb2X61g2xOAE0rUceDyeGkLurIvIiIiItKi6v8VTkRERETqyjA6Oqofs1/tm2pJ+Sz6b4aUw8w2TZkyZeaee+5Z766IiIhIE3vwwQcZHBzc7O6z6tUHM7urp6dr8V577VT1tlesWM3Q0Pa73X3/qjcuuWiwXwEzewroBR6vd1/qYB6wrt6dkBQdl8alY9OYdFwaV7sdm12Bfnd/Vr06YGY/Amp5BfNBd39DDduXcWiwL2Uxs5Xuvku9+yFJOi6NS8emMem4NC4dG5Hq0gRdEREREZEWpcG+iIiIiEiL0mBfypV5owqpOx2XxqVj05h0XBqXjo1IFSlmX0RERESkRenKvoiIiIhIi9JgX0RERESkRWmwL2MysyPN7IdmttrMtpnZCjO70MwWTKDNE83Mcyx1yzdcT2Y23czOMbO7zKzfzNaa2a/M7LgJtmvxe7/MzPrMbLOZ3WpmHzMz3Um7hFocFzN7JMd58LUqvoyWZGYdZnaamW0xs6rFpeqcmZhaHBedMyKV0WBfMpnZGcDvgb2ADwNHApfGP99hZosn0LwDW0ssoxNovynFX3BuA84BfgK8AngX0Q3crjGziytstxO4GrgcWA8cDxwD3E40Ee56M5sx4RfQomp1XGKDjH8ebJtA2y3PzA4A/gRcBEyvYrs6ZyagVsclpnNGpFzurkVLYgFeSzTYfgqYF6w7gWiw/hAwrYK2TwQeqfdrbLQFMKI/jg58Olg3DbgrXvf+Ctr+XLztL4COYN1l8bpv1/s9aMSlxsflEeDEer/GZl2A84Eh4Abgs/Fx8Cq1rXOmMY+LzhktWipYdGVfEszMgAuJBjlL3T1xy3J3vxK4H9gDOGXye9iy3gocCmwAvlC8wt0HgM/ExQvMLPeVMjPbDfhYXPxXdw//Y3I20Re7t5nZiyrpeIuryXGRqjgVOI3ov473VatRnTMTVpPjIiKV02BfQocC+8U/XzNGncLzJ9e+O22j8F7+3N0HM9b/CBgBFgBvKKPddwA9wCp3Xx6udPeVwM1BH+QZtTouMnGL3f0r7l7t/NE6ZyamVsdFRCqkwb6EXhM/bnL3B8aoc0v8uI+Z/cMk9KmlmdkU4Ki4eGtWHXffAtwbF19bRvOF45nZbqxwPMtpt+XV+LjIBLn7EzVqWufMBNTwuIhIhTTYl9Dz4sfHxqnzaNHPz61gH91m9oE4y8UqM9tqZg+b2bfN7OUVtNfs9gMK2T0eHadeYV0573mhbp52dzWz2WW03epqeVwK9jezy8zsnjjby1oz+7OZnWVmcytoTyZO50xj0zkjUiYN9iW0a/y4dpw6Txf9vEsF+9gZ+DTwPeBNwMuBS+LH35jZ182snT6buxb9nOd9z/Wem9lMYE4Z7eZuu03U5LgEPg5MiR9fSjSBfRVwAXCnmS2poE2pkM6ZpqBzRqRMyhUsoZnx43jpy4rXzSqz/aeAa4GT3X190fM3mdm1RP86f29c7+wy225WM4t+zvO+533Py223nLbbQa2OS8GfgfPd/bKi524DfmJmlwAfAX5qZge4++oy25bK6JxpbDpnRCrQTldPW5aZvcXMVla4rJjMvrr7de5+XDDQL6x7EPhiXPyEmc2bzL6JTCZ3f1swaCn2L8AWYD5wxuT1SqRx6ZwRqYwG+61hOrCowiX8F/Tm+HHqOPsrXrdpgn0PXVe0j3aJ399c9HOe9z3ve15uu+W03Q5qdVxKiif+/jEuHlutdqUknTNNSueMyNg02G8B7n6Fu1uFS/gH7fH4cf44u1xQ9PPK6r6av+8fYPcqt92oil9znvc913vu7puBvjLazd12m6jJcalg/7tXuV0Zg86ZpqdzRiSDBvsSuj1+3G2cOs8u+vmOKu/fqtxeM7gH2B7//Oxx6hXWlfOeF+rmafdxd99YRtutrpbHJY92PBcagc6Z5qVzRiSDBvsSKoTRzDKzvceoc0j8eJ+7P5S3YTPb0cx+aGYvHKdacQaU8VLftYz4Zk2/i4svyKoT351137j48zKaLxzPg8epUzie5bTb8mp5XMzso2Z2YYlqhXOhLc6DBqJzpgHpnBGpnAb7ErqR6IomwD+OUee4+HGsiVJj6Y3bPHKcOoUb2gwCvy2z/WZWeC9fY2Y9GetfD3QSpQP8URntfgsYAhaZ2SHhSjNbBBS+fJV7PNtBrY7LwcC7x0oxG6eAPCwu/qyMdmXidM40Jp0zIhXSYF8S4lucnwE4cHp4kxIzewewD/AwUW58gvUvNrMnzOxeM9tjjN2cZmZzMrbdEzg1Ln7R3cfLc91qvkv0RWsucHrxCjObCpwVF89y963B+ivNbIuZnRc26u6PARfFxQvMLPw393lEvwe+4+43TfxltJyaHJfY7LDNIp8lmni/ASh1NVPKpHOmMemcEakRd9eiJbUQ3bBklCh+9U3AEuBMovzSTwGLx9juy0RfFBw4I1i3c7y9E92h98PAEcCLiL5grInXfRPorPd7UIf3fCFwHzACfA54MXAMsCx+Xy7O2GZ+0fu9eYx2O4EfxHV+SJTl6HDgG/FzfwJm1Pv1N+pSi+MCXByvGwWuIvqP18HA64Br4nWrgcPq/fobdQF2BA6Il08Xvd8HFC3d5R6buI7OmQY7LjpntGipfKl7B7Q07kIUbnNtPAjfBqwAlgILxtnmUKK7Gd4L7JGxfh7wgfiX88Nxu9uIYiy/Cxxd79dd5/d8OnAucBfQD6wDfg0cN842VxLllz5vnDoGnESUmm5jXP82oqtkqT+8Wmp/XIi+6C4FbgLWE00G3hCXzwbm1/t1N/ISHw8vsexeybGJ6+icabDjonNGi5bKFnN3RERERESk9ShmX0RERESkRWmwLyIiIiLSojTYFxERERFpURrsi4iIiIi0KA32RURERERalAb7IiIiIiItSoN9EREREZEWpcG+iIiIiEiL0mBfRERERKRFabAvIiIiItKiNNgXkaoxsyvMzDOWUTPbaGa3mdlnzWxhvftabJx+bzWzB83sv83spRPcxyMZ7X+nWq+hUZnZvmO8tyfWu28iIu2gq94dEJGWNAysLyp3A3OBg+Llg2b2Gnf/cz06N46w3/OAf4iXfzKz/3D3T05wH2cB18Y/902wrWbwEPDcovIvgJ3r1BcRkbajK/siUgt/cvdnFS3zgGnA24B1wGzgKjOzuvYyLdFvYCpwCHBDvP5MM3v1BPfxhLvfGS8rJ9hWw3P3oaLXeyfRFyoREZkkGuyLyKRw923u/l3gtPipvYD96tej0tx9xN1vBf4RWBs/fWL9eiQiIlIeDfZFZLL9tejn6fXqRDncfQOwPC7uX8++iIiIlEODfRGZbAfGj6NE8dzNohByVJPfm2a2e8Yk1peZ2YvM7BdmtsnMnjaza8xscdF27zKz281swMyeMLOLzGzaOPv4FzP7jZmtMbNhM9tgZjeY2QfMrLNEH3cwswvN7GEzG4zbuNbMXmxmJ4b9r/Z7JCIi5dNgX0QmhZlNMbM3AxfFT13l7uvq2ae8zGwusCQu1uoLyhNEE1mLJ7O+FPgs0Xt2DPBt4DjgD2b2bDM7k+g/De8F3ko0ufg04Mox9nEF8O/AduA9wEvix2Hgq8BPzSwzcYOZ7QLcApwO3Am8Pu7Tb4AfAcfGVVdlvA4REakTZeMRkVp4iZk9VVQuZOMBeAy4IF4aWnyl+/lEg+158dNjDaQnxN2HiQbRFM1bPgk4wN23xOVlZrYPcDRwMXCfu//vov7+FXgEeLOZ7e3uD2TsajlwjLuPxOWbzewHwK+BVwMfAb6Ysd03ibIS/Qp4g7sXrtzfYmY3A3+My8PxRFwREWkAurIvIrXQDexUtMwtWjcLmANMmfxulfQSM3uqsADbiK5mHxGv/xpw9ST257+LBvoFv4sf3wD8V/EKd38MWBEXD8to7wrgE0UD/cJ2Hq8D+OdwIzN7CfDyuPiZooF+YfsbgV+O90JERKQ+NNgXkVr4g7tbYSH6XbMD8DqiK/unEIWilJyga2YnmNn2CpdwoFxK+CWl8N/P7cA/ufsHw4Fujf0l47mn48ctY1y5XxM/pm5c5u5XuPv1Y+zr8fhx34x1r4sfh3nmCn5o2RjPi4hIHWmwLyI155E+d/8pUZz3RuBg4KM5Nu8AOitcyg1V/EPRF5QeooHvf8btXGJmzyuzvYlan/Fc4ar8hjG22R4/pv5zYmadZnaymf3SzJ40s22FL0ZEsfcAMzLaLKRIfcLdt2esB1g9xvMiIlJHGuyLyKRy9yeA6+Li23LUv6L4vwRlLlMn0M9hd7/P3T9CFB8/D/i+mfVW2mYFRitcl2JmU4ji8r8BPAc4nyg05/nx8p5xNp8ZPw6MU0c3yxIRaUCaoCsi9fBY/LhnXXuR36eIvpjsDXwM+Ex9u1ORDwMvIxqUH+3u9xevNLP542y7OX7MTOkZ655Q70REpCZ0ZV9E6mGX+LEprga7+1bgC3HxE2Y2p47dqdRR8eP94UA/h3vix0VjpeYkmuMgIiINRoN9EZlUZjYPeGVcvLWefSnT14A+YDbR1f1mY8FjaLdxtv1x/NgNHD5GnazsPyIiUmca7IvIpLDIwcA1wIL46S/VsUtlcffNwJfj4qlNeHW/kEVnHzN7fvEKM+sA3jfWhnFqzd/GxU9Z0Y0A4u2X8MwXOBERaSAa7ItILSTy1cc567cSXck/gmhy6Vnu/uNxW2k8XwL6ia7un1btxs3sADM7oOipPeLnus1serxuUbyuO163R7ztonh9IZ3pjvH6HePyl4G7ibIUXWdmHzazF5vZ64km7v79jrfxds8JuvcuorsHvwq41sxeZWYvMLOPAN8l+0ZcIiJSZxrsi0gthPnqdwIcuJ8oG8wSd2+6Sa7uvha4NC6eVoOr+3fES8FlcXkR8ML453+L1+0cly+Py5+Jy4fE5Q/G5Q/Ffd8MHAp8HtgELCVKt3kB8HuSN9O6g+AmWe6+Mu7DRcDzgJ8APyUK33k1z8T1D5X/skVEpFZscu8PIyLSnszsEeDZwEnufkV9e1N9ZnY6cCHwR3cfK66/5d8HEZFGoyv7IiJSkpm90sxOGKfKwfHjWHfYFRGROtBgX0Rkcn2jcNdaM/vvenemDC8juovwjuEKM9sTeCOwjShrUfG6fYpe73aiq/oiIjJJdFMtEZHJcTTQEzzXV4d+TMQs4A9m9n+Au4jmYbwY+CTR35MT3P3hYJuHie7QG1pZw36KiEhMMfsiIlKSme0EHA+8HtgLeBbRROxVwO+Ape5+V/16KCIiWTTYFxERERFpUYrZFxERERFpURrsi4iIiIi0KA32RURERERalAb7IiIiIiItSoN9EREREZEWpcG+iIiIiEiL0mBfRERERKRFabAvIiIiItKiNNgXEREREWlR/x/SNNBjTtjVZwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Veff_dummy = np.ones(len(MG_cut))\n",
    "distribution, xe, ye = get_density(MG_cut, BmR_cut, Veff=Veff_dummy)\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10,7.5), tight_layout=True)\n",
    "\n",
    "im = ax.pcolormesh(\n",
    "        xe, ye, distribution.T,\n",
    "        cmap=cmap_r,\n",
    "        vmin=2.9, vmax=6.5,\n",
    "        rasterized=True)\n",
    "\n",
    "ax.set_xlabel(r'$\\mathrm{B}-\\mathrm{R}$ [mag]')\n",
    "ax.set_ylabel(r'$\\mathrm{M}_\\mathrm{G}$ [mag]')\n",
    "ax.set_title(r'face-value $N(\\mathrm{M}_\\mathrm{G}, \\mathrm{B}-\\mathrm{R})$ of WDs')\n",
    "clb = fig.colorbar(im)\n",
    "clb.set_label(\n",
    "    r\"log $\\mathrm{\\Phi}_0(\\mathrm{M}_\\mathrm{G}, \\mathrm{B}-\\mathrm{R})$ [mag$^{-2}$]\",\n",
    "    labelpad=8,\n",
    "    rotation=90)\n",
    "plt.text(0.95,\n",
    "         0.95,\n",
    "         \"$N_\\mathrm{{sample}}$ = {0:,d} \".format(len(Veff_dummy)),\n",
    "         fontsize='medium',\n",
    "         transform=ax.transAxes,\n",
    "         va='top',\n",
    "         ha='right')\n",
    "plt.text(0.95,\n",
    "         0.85,\n",
    "         r\"$\\varpi_\\mathrm{lim}=3$ mas\",\n",
    "         fontsize='medium',\n",
    "         transform=ax.transAxes,\n",
    "         va='top',\n",
    "         ha='right')\n",
    "plt.text(0.95,\n",
    "         0.75,\n",
    "         r\"$\\varpi/\\sigma_\\varpi > {0:d}$\".format(np.int(plxSNmin)),\n",
    "         fontsize='medium',\n",
    "         transform=ax.transAxes,\n",
    "         va='top',\n",
    "         ha='right')\n",
    "# plt.text(0.4, 6.5, r\"N$_{sample}$ = \" + str(len(Veff_dummy)), fontsize='small')\n",
    "# plt.text(0.5, 8., r\"$\\varpi_{lim}=3$ mas\", fontsize='small')\n",
    "# plt.text(0.5, 9.5, r\"$\\varpi/\\delta\\varpi >$ \" + str(plxSNmin), fontsize='small')\n",
    "\n",
    "ax.set_xlim(xe.min(), xe.max())\n",
    "ax.set_ylim(ye.max(), ye.min())\n",
    "\n",
    "fig.savefig(plot_path / f\"WD300pc_plxSN_{int(plxSNmin)}_uncorr.pdf\", dpi=pdf_dpi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2hx-ejQbabjH"
   },
   "source": [
    "We will now explore the impact of changing some of the selection cuts for the sample; the estimate of the CLF should remain unbiased. More lenient $\\delta\\varpi/\\varpi$ cuts will give larger samples, but also larger error bars in $M_G$, hence less \"resolution\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:57.243407Z",
     "start_time": "2021-04-20T17:41:56.815056Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "byHw8YTWabjH",
    "outputId": "1e8c44dd-6d88-47ba-a94b-81b5c5389934"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The initial catalog of  113383  sample members gets pared down to 80439\n",
      "The initial catalog of  113383  sample members gets pared down to 80177\n",
      "The initial catalog of  113383  sample members gets pared down to 23694\n",
      "The initial catalog of  113383  sample members gets pared down to 9080\n"
     ]
    }
   ],
   "source": [
    "sub_distributions = {}\n",
    "sub_Ns = {}\n",
    "for _plxSNmin in [5, 10, 40, 80]:\n",
    "    iselect = (\n",
    "        (catalog_c.phot_g_mean_mag.value <= Glimit) &\n",
    "        (catalog_c.parallax.to_value(u.mas) >= plxcut) &\n",
    "        (catalog_c.parallax.value * 10.**(-(catalog_c.phot_g_mean_mag.value - mG_ref) / 5.) >= _plxSNmin)\n",
    "    )\n",
    "\n",
    "    catalog_cut = catalog_c[iselect]\n",
    "    BmR_cut = catalog_cut.bp_rp.value\n",
    "    MG_cut = (catalog_cut.phot_g_mean_mag - catalog_cut.distmod).value\n",
    "    print('The initial catalog of ', len(catalog_c),\n",
    "          ' sample members gets pared down to', len(catalog_cut))\n",
    "    \n",
    "    # and get Veff for this subsample\n",
    "    Veff_cut = get_Veff( MG_cut, Glimit, _plxSNmin, plxcut)\n",
    "    distribution, xe, ye = get_density(MG_cut, BmR_cut, Veff=Veff_cut)\n",
    "    \n",
    "    sub_distributions[_plxSNmin] = distribution\n",
    "    sub_Ns[_plxSNmin] = len(Veff_cut)\n",
    "    sub_xe = xe\n",
    "    sub_ye = ye"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In lowest parallax S/N distribution, median filter to fill in empty pixels, for aesthetics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:57.249047Z",
     "start_time": "2021-04-20T17:41:57.246053Z"
    }
   },
   "outputs": [],
   "source": [
    "from scipy.ndimage import median_filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:57.254594Z",
     "start_time": "2021-04-20T17:41:57.251119Z"
    }
   },
   "outputs": [],
   "source": [
    "_plxSNmin = 5\n",
    "dist = sub_distributions[_plxSNmin]\n",
    "blurred = median_filter(dist, size=2)\n",
    "# blurred[dist.mask] = np.nan\n",
    "\n",
    "new_dist = dist.copy().filled(np.nan)\n",
    "new_dist[(blurred != 0.) & dist.mask] = blurred[(blurred != 0.) & dist.mask]\n",
    "sub_distributions[_plxSNmin] = new_dist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:59.449529Z",
     "start_time": "2021-04-20T17:41:57.255819Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1120x960 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2, figsize=(14, 12), \n",
    "                         sharex=True, sharey=True,\n",
    "                         constrained_layout=True)\n",
    "\n",
    "for ax, (_plxSNmin, distribution) in zip(axes.flat, sub_distributions.items()):\n",
    "    im = ax.pcolormesh(\n",
    "            sub_xe, sub_ye, distribution.T - 9,  # kpc^-3 to pc^-3\n",
    "            cmap=cmap_r,\n",
    "            vmin=-5.0, vmax=-1.4,\n",
    "            rasterized=True)\n",
    "    \n",
    "    ax.text(0.95, 0.95, \"$N_\\mathrm{sample} = \" + f\"{sub_Ns[_plxSNmin]}$\", \n",
    "            transform=ax.transAxes, va='top',ha='right', fontsize='medium')\n",
    "#     ax.text(0.95, 0.85, r\"$\\varpi_\\mathrm{lim}=3$ mas\", \n",
    "#             transform=ax.transAxes, va='top',ha='right', fontsize='medium')\n",
    "    ax.text(0.95, 0.85, rf\"$\\varpi/\\sigma_\\varpi>{_plxSNmin:.0f}$\", \n",
    "            transform=ax.transAxes, va='top',ha='right', fontsize='medium')\n",
    "\n",
    "cb = fig.colorbar(im, ax=axes, aspect=40)\n",
    "cb.set_label(\n",
    "    \"log $\\mathrm{\\Phi}_0(\\mathrm{M}_\\mathrm{G}, \\mathrm{B}-\\mathrm{R}))$ [mag$^{-2}$ pc$^{-3}$]\",\n",
    "    labelpad=8,\n",
    "    rotation=90)\n",
    "    \n",
    "ax.set_xlim(sub_xe.min(), sub_xe.max())\n",
    "ax.set_ylim(sub_ye.max(), sub_ye.min())\n",
    "    \n",
    "for ax in axes[:, 0]:\n",
    "    ax.set_ylabel(r'$\\mathrm{M}_\\mathrm{G}$')\n",
    "for ax in axes[-1]:\n",
    "    ax.set_xlabel(r'$\\mathrm{B}-\\mathrm{R}$')\n",
    "    \n",
    "fig.suptitle(r'$\\Phi_0(\\mathrm{M}_\\mathrm{G}, \\mathrm{B}-\\mathrm{R})$ of WDs, incl. selection function', \n",
    "             fontsize=24);\n",
    "\n",
    "fig.savefig(plot_path / \"WD300pc_plxSN_all.pdf\", dpi=pdf_dpi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:59.453537Z",
     "start_time": "2021-04-20T17:41:59.450923Z"
    }
   },
   "outputs": [],
   "source": [
    "combined_distribution = None\n",
    "for k, distribution in sub_distributions.items():\n",
    "    if combined_distribution is None:\n",
    "        combined_distribution = distribution\n",
    "    else:\n",
    "        combined_distribution[~distribution.mask] = distribution[~distribution.mask]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:42:00.215374Z",
     "start_time": "2021-04-20T17:41:59.454677Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(10, 7.5), \n",
    "                       tight_layout=True)\n",
    "\n",
    "im = ax.pcolormesh(\n",
    "        sub_xe, sub_ye, combined_distribution.T - 9,\n",
    "        cmap=cmap_r,\n",
    "        vmin=-5, vmax=-1.4,\n",
    "        rasterized=True)\n",
    "\n",
    "ax.set_xlabel(r'$\\mathrm{B}-\\mathrm{R}$ [mag]')\n",
    "ax.set_ylabel(r'$\\mathrm{M}_\\mathrm{G}$ [mag]')\n",
    "\n",
    "ax.set_xlim(xe.min(), xe.max())\n",
    "ax.set_ylim(ye.max(), ye.min())\n",
    "\n",
    "ax.set_xlabel(r'$\\mathrm{B}-\\mathrm{R}$')\n",
    "ax.set_ylabel(r'$\\mathrm{M}_\\mathrm{G}$')\n",
    "ax.set_title(r'combined estimate of $\\Phi_0(\\mathrm{M}_\\mathrm{G}, \\mathrm{B}-\\mathrm{R})$')\n",
    "clb = fig.colorbar(im)\n",
    "clb.set_label(\n",
    "    \"log $\\Phi_0(\\mathrm{M}_\\mathrm{G}, \\mathrm{B}-\\mathrm{R}))$ [mag$^{-2}$ pc$^{-3}$]\",\n",
    "    labelpad=8,\n",
    "    rotation=90)\n",
    "\n",
    "fig.savefig(plot_path / \"WD300pc_combined_Phi0_estimate.pdf\", dpi=pdf_dpi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:41:59.453537Z",
     "start_time": "2021-04-20T17:41:59.450923Z"
    }
   },
   "outputs": [],
   "source": [
    "combined_distribution_kludge = None\n",
    "for k, distribution in sub_distributions.items():\n",
    "    if combined_distribution_kludge is None:\n",
    "        combined_distribution_kludge = distribution.copy()\n",
    "    else:\n",
    "        combined_distribution_kludge[~distribution.mask] = distribution[~distribution.mask]\n",
    "combined_distribution_kludge = combined_distribution_kludge - 9\n",
    "        \n",
    "combined_distribution_kludge[~np.isfinite(combined_distribution_kludge)] = \\\n",
    "    distribution_dummy[~np.isfinite(combined_distribution_kludge)].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T17:42:00.215374Z",
     "start_time": "2021-04-20T17:41:59.454677Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(10, 7.5), \n",
    "                       tight_layout=True)\n",
    "\n",
    "im = ax.pcolormesh(\n",
    "        sub_xe, sub_ye, combined_distribution_kludge.T,\n",
    "        cmap=cmap_r,\n",
    "        vmin=-5, vmax=-1.4,\n",
    "        rasterized=True)\n",
    "\n",
    "ax.set_xlabel(r'$\\mathrm{B}-\\mathrm{R}$ [mag]')\n",
    "ax.set_ylabel(r'$\\mathrm{M}_\\mathrm{G}$ [mag]')\n",
    "\n",
    "ax.set_xlim(xe.min(), xe.max())\n",
    "ax.set_ylim(ye.max(), ye.min())\n",
    "\n",
    "ax.set_xlabel(r'$\\mathrm{B}-\\mathrm{R}$')\n",
    "ax.set_ylabel(r'$\\mathrm{M}_\\mathrm{G}$')\n",
    "ax.set_title(r'estimate and upper limit on $\\Phi_0(\\mathrm{M}_\\mathrm{G}, \\mathrm{B}-\\mathrm{R})$')\n",
    "clb = fig.colorbar(im)\n",
    "clb.set_label(\n",
    "    \"log $\\Phi_0(\\mathrm{M}_\\mathrm{G}, \\mathrm{B}-\\mathrm{R}))$ [mag$^{-2}$ pc$^{-3}$]\",\n",
    "    labelpad=8,\n",
    "    rotation=90)\n",
    "\n",
    "fig.savefig(plot_path / \"WD300pc_combined_Phi0_estimate_incl_upper_limits.pdf\", dpi=pdf_dpi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### That's it! ###"
   ]
  }
 ],
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