notebook3_age_estimation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# UVIT view of Centaurus A; a detailed study on positive AGN feedback\n",
    "## Jupyter notebooks used in the study: Notebook 3\n",
    "\n",
    "We are making the scripts used for the study publicly available. This notebook is associated with the section 3.3 of the article. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The cell below enable jupyter widget for matplotlib. It can produce interactive matplotlib inline plots. Please comment it if you do not have it installed. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib widget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from astropy import units as u\n",
    "from astropy.io import fits\n",
    "from astropy.table import Table\n",
    "from astropy.stats import sigma_clip, mad_std, median_absolute_deviation\n",
    "from astropy.coordinates import SkyOffsetFrame, ICRS, SkyCoord\n",
    "from scipy.interpolate import interp1d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def flux_to_mag(flux_at_mean_lambda, mean_lambda):\n",
    "    mag = -2.5 * np.log10(flux_at_mean_lambda * mean_lambda ** 2 / (3e8 * 1e10)) - 48.6\n",
    "    return mag\n",
    "\n",
    "# Calzetti (2000) attenuation law\n",
    "def estimate_calzetti(wavelength, color_excess): # Wavelength is in angstroms\n",
    "    wavelength = wavelength / 1e4 \n",
    "    \n",
    "    if np.max(wavelength) >= 0.63:\n",
    "        print('Check input values!')\n",
    "        return\n",
    "        \n",
    "    k_lambda = 2.659 * (-2.156 + \\\n",
    "                        1.509 / wavelength - \\\n",
    "                        0.198 / (wavelength ** 2) + \\\n",
    "                        0.011 / (wavelength ** 3)) + \\\n",
    "                        4.05 \n",
    "    \n",
    "    flux_att = 10 ** (0.4 * k_lambda * color_excess) \n",
    "    return flux_att\n",
    "\n",
    "def band_luminosity(wavelength, effective_area, luminosity):\n",
    "    weighted_luminosity = luminosity * effective_area\n",
    "    numerator = np.trapz(weighted_luminosity, x = wavelength)\n",
    "    denominator = np.trapz(effective_area, x = wavelength)\n",
    "    luminosity_at_mean_wavelength = numerator / denominator\n",
    "    return luminosity_at_mean_wavelength\n",
    "\n",
    "def filter_weighted_att(wavelength, effective_area, flux_att_factors):\n",
    "    weighted_flux_att_factors = flux_att_factors * effective_area\n",
    "    numerator = np.trapz(weighted_flux_att_factors, x = wavelength)\n",
    "    denominator = np.trapz(effective_area, x = wavelength)\n",
    "    filter_weighted_attenuation = numerator / denominator\n",
    "    return filter_weighted_attenuation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "where_is_data = 'data/'\n",
    "\n",
    "hdu = fits.open(where_is_data + 'Kroupa_0.1M_v00-h.fits.gz')\n",
    "# hdu = fits.open(where_is_data + 'Kroupa_0.1M_v40-h.fits.gz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "fuv_filters = pd.read_csv(where_is_data + '2020calpaper_uvit_FUV_filter_EA.txt', delim_whitespace=True)\n",
    "nuv_filters = pd.read_csv(where_is_data + '2020calpaper_uvit_NUV_filter_EA.txt', delim_whitespace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # from 2020 paper\n",
    "F148W_info  = [1481, 500]\n",
    "F148Wa_info = [1485, 500]\n",
    "F154W_info  = [1541, 380]\n",
    "F172M_info  = [1717, 125]\n",
    "F169M_info  = [1608, 290]\n",
    "\n",
    "N242W_info = [2418, 785]\n",
    "N242Wa_info = [2418, 785]\n",
    "N245M_info = [2447, 280]\n",
    "N263M_info = [2632, 275]\n",
    "N219M_info = [2196, 270]\n",
    "N279N_info = [2792, 90 ] \n",
    "\n",
    "F148W_correction = 0.779\n",
    "F154W_correction = 0.787\n",
    "F169M_correction = 0.876\n",
    "F172M_correction = 0.892\n",
    "\n",
    "N219M_correction = 0.540\n",
    "N242W_correction = 0.814\n",
    "N245M_correction = 0.805\n",
    "N263M_correction = 0.824\n",
    "N279N_correction = 0.848\n",
    "\n",
    "F148W = fuv_filters[fuv_filters['Filtername'] == 'F148W']\n",
    "F154W = fuv_filters[fuv_filters['Filtername'] == 'F154W']\n",
    "F172M = fuv_filters[fuv_filters['Filtername'] == 'F172M']\n",
    "F169M = fuv_filters[fuv_filters['Filtername'] == 'F169M']\n",
    "\n",
    "N219M = nuv_filters[nuv_filters['Filtername'] == 'N219M']\n",
    "N242W = nuv_filters[nuv_filters['Filtername'] == 'N242W']\n",
    "N245M = nuv_filters[nuv_filters['Filtername'] == 'N245M']\n",
    "N263M = nuv_filters[nuv_filters['Filtername'] == 'N263M']\n",
    "N279N = nuv_filters[nuv_filters['Filtername'] == 'N279N']\n",
    "\n",
    "linear_interpolated_F148W = interp1d(F148W['#Wavelength(A)'], F148W['EA(cm2)'] * F148W_correction, bounds_error = False, fill_value = 0)\n",
    "linear_interpolated_F154W = interp1d(F154W['#Wavelength(A)'], F154W['EA(cm2)'] * F154W_correction, bounds_error = False, fill_value = 0)\n",
    "linear_interpolated_F172M = interp1d(F172M['#Wavelength(A)'], F172M['EA(cm2)'] * F172M_correction, bounds_error = False, fill_value = 0)\n",
    "linear_interpolated_F169M = interp1d(F169M['#Wavelength(A)'], F169M['EA(cm2)'] * F169M_correction, bounds_error = False, fill_value = 0)\n",
    "\n",
    "linear_interpolated_N219M = interp1d(N219M['#Wavelength(A)'], N219M['EA(cm2)'] * N219M_correction, bounds_error = False, fill_value = 0)\n",
    "linear_interpolated_N242W = interp1d(N242W['#Wavelength(A)'], N242W['EA(cm2)'] * N242W_correction, bounds_error = False, fill_value = 0)\n",
    "linear_interpolated_N245M = interp1d(N245M['#Wavelength(A)'], N245M['EA(cm2)'] * N245M_correction, bounds_error = False, fill_value = 0)\n",
    "linear_interpolated_N263M = interp1d(N263M['#Wavelength(A)'], N263M['EA(cm2)'] * N263M_correction, bounds_error = False, fill_value = 0)\n",
    "linear_interpolated_N279N = interp1d(N279N['#Wavelength(A)'], N279N['EA(cm2)'] * N279N_correction, bounds_error = False, fill_value = 0)\n",
    "\n",
    "F148W_EA_corrected = F148W['EA(cm2)'] * F148W_correction\n",
    "N219M_EA_corrected = N219M['EA(cm2)'] * N219M_correction\n",
    "N245M_EA_corrected = N245M['EA(cm2)'] * N245M_correction\n",
    "N279N_EA_corrected = N279N['EA(cm2)'] * N279N_correction\n",
    "\n",
    "F148W_flux_att_factors = estimate_calzetti(F148W['#Wavelength(A)'].to_numpy(), 0.1)\n",
    "F148W_flux_att = filter_weighted_att(F148W['#Wavelength(A)'], F148W_EA_corrected, F148W_flux_att_factors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "distance = 3.8 #mpc\n",
    "luminosity_factor = (4 * np.pi * ((distance * 1E6 * 3.0857 * 1E18) ** 2)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "time = hdu[1].data['TIME(YR)']\n",
    "epochs = len(np.unique(time))\n",
    "no_of_lines_in_spectrum = int(len(time) / len(np.unique(time)))\n",
    "time = time.reshape(epochs, no_of_lines_in_spectrum)\n",
    "wavelength = hdu[1].data['WAVELENGTH']\n",
    "wavelength = wavelength.reshape(epochs, no_of_lines_in_spectrum)\n",
    "luminosity = np.power(10, hdu[1].data['LOG(LUMINOSITY)']) # ERG/SEC/A\n",
    "luminosity = luminosity.reshape(epochs, no_of_lines_in_spectrum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "F148W_effective_area = linear_interpolated_F148W(wavelength[0])\n",
    "F154W_effective_area = linear_interpolated_F154W(wavelength[0])\n",
    "F172M_effective_area = linear_interpolated_F172M(wavelength[0])\n",
    "F169M_effective_area = linear_interpolated_F169M(wavelength[0])\n",
    "\n",
    "N219M_effective_area = linear_interpolated_N219M(wavelength[0])\n",
    "N242W_effective_area = linear_interpolated_N242W(wavelength[0])\n",
    "N245M_effective_area = linear_interpolated_N245M(wavelength[0])\n",
    "N263M_effective_area = linear_interpolated_N263M(wavelength[0])\n",
    "N279N_effective_area = linear_interpolated_N279N(wavelength[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "F148W_simulated_luminosity = band_luminosity(wavelength, F148W_effective_area, luminosity)\n",
    "F154W_simulated_luminosity = band_luminosity(wavelength, F154W_effective_area, luminosity)\n",
    "F172M_simulated_luminosity = band_luminosity(wavelength, F172M_effective_area, luminosity)\n",
    "F169M_simulated_luminosity = band_luminosity(wavelength, F169M_effective_area, luminosity)\n",
    "\n",
    "N242W_simulated_luminosity = band_luminosity(wavelength, N242W_effective_area, luminosity)\n",
    "N245M_simulated_luminosity = band_luminosity(wavelength, N245M_effective_area, luminosity)\n",
    "N263M_simulated_luminosity = band_luminosity(wavelength, N263M_effective_area, luminosity)\n",
    "N219M_simulated_luminosity = band_luminosity(wavelength, N219M_effective_area, luminosity)\n",
    "N279N_simulated_luminosity = band_luminosity(wavelength, N279N_effective_area, luminosity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "F148W_simulated_mag = flux_to_mag(F148W_simulated_luminosity / luminosity_factor, F148W_info[0])\n",
    "F154W_simulated_mag = flux_to_mag(F154W_simulated_luminosity / luminosity_factor, F154W_info[0])\n",
    "F172M_simulated_mag = flux_to_mag(F172M_simulated_luminosity / luminosity_factor, F172M_info[0])\n",
    "F169M_simulated_mag = flux_to_mag(F169M_simulated_luminosity / luminosity_factor, F169M_info[0])\n",
    "\n",
    "N242W_simulated_mag = flux_to_mag(N242W_simulated_luminosity / luminosity_factor, N242W_info[0])\n",
    "N245M_simulated_mag = flux_to_mag(N245M_simulated_luminosity / luminosity_factor, N245M_info[0])\n",
    "N263M_simulated_mag = flux_to_mag(N263M_simulated_luminosity / luminosity_factor, N263M_info[0])\n",
    "N219M_simulated_mag = flux_to_mag(N219M_simulated_luminosity / luminosity_factor, N219M_info[0])\n",
    "N279N_simulated_mag = flux_to_mag(N279N_simulated_luminosity / luminosity_factor, N279N_info[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b6052ea912ef480ab168d6ad1876d1bf",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams.update({'font.size': 20})\n",
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "\n",
    "\n",
    "ax.plot(np.unique(time) / 1e6,  N245M_simulated_mag - N219M_simulated_mag,\n",
    "        label = 'N245M $-$ N219M',\n",
    "        linewidth = 8, zorder=10)\n",
    "\n",
    "alpha = 0.7\n",
    "linewidth = 5\n",
    "ax.plot(np.unique(time) / 1e6, N242W_simulated_mag - N219M_simulated_mag,\n",
    "        label = 'N242W $-$ N219M',\n",
    "        linewidth = linewidth, alpha = alpha)\n",
    "\n",
    "ax.plot(np.unique(time) / 1e6, F154W_simulated_mag - F148W_simulated_mag,\n",
    "        label = 'F154W $-$ F148W',\n",
    "        linewidth = linewidth, alpha = alpha)\n",
    "\n",
    "ax.plot(np.unique(time) / 1e6, F169M_simulated_mag - F154W_simulated_mag,\n",
    "        label = 'F169M $-$ F154W',\n",
    "        linewidth = linewidth, alpha = alpha)\n",
    "\n",
    "ax.plot(np.unique(time) / 1e6, F172M_simulated_mag - F169M_simulated_mag,\n",
    "        label = 'F172M $-$ F169M',\n",
    "        linewidth = linewidth, alpha = alpha)\n",
    "\n",
    "ax.plot(np.unique(time) / 1e6, N219M_simulated_mag - F172M_simulated_mag,\n",
    "        label = 'N219M $-$ F172M',\n",
    "        linewidth = linewidth, alpha = alpha)\n",
    "\n",
    "ax.plot(np.unique(time) / 1e6, N245M_simulated_mag - N242W_simulated_mag,\n",
    "        label = 'N245M $-$ N242W',\n",
    "        linewidth = linewidth, alpha = alpha)\n",
    "\n",
    "ax.plot(np.unique(time) / 1e6, N263M_simulated_mag - N245M_simulated_mag,\n",
    "        label = 'N263M $-$ N245M',\n",
    "        linewidth = linewidth, alpha = alpha)\n",
    "\n",
    "ax.plot(np.unique(time) / 1e6, N279N_simulated_mag - N263M_simulated_mag,\n",
    "        label = 'N279N $-$ N263M',\n",
    "        linewidth = linewidth, alpha = alpha)\n",
    "\n",
    "ax.legend()\n",
    "\n",
    "ax.set_xlabel('Age (Myr)')\n",
    "ax.set_ylabel('Colour')\n",
    "\n",
    "fig.savefig('UVIT_filter_colors.png', dpi = 150, bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "age_from_N219M_F148W_color = interp1d(N219M_simulated_mag - F148W_simulated_mag, \n",
    "                                   np.unique(time) / 1e6, bounds_error = False)\n",
    "\n",
    "age_from_N245M_F148W_color = interp1d(N245M_simulated_mag - F148W_simulated_mag, \n",
    "                                   np.unique(time) / 1e6, bounds_error = False)\n",
    "\n",
    "age_from_N279N_F148W_color = interp1d(N279N_simulated_mag - F148W_simulated_mag, \n",
    "                                   np.unique(time) / 1e6, bounds_error = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "F148W_mag_from_age = interp1d(np.unique(time) / 1e6, F148W_simulated_mag)\n",
    "N219M_mag_from_age = interp1d(np.unique(time) / 1e6, N219M_simulated_mag)\n",
    "N245M_mag_from_age = interp1d(np.unique(time) / 1e6, N245M_simulated_mag)                              "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "N245M_N219M_simulated_color = N245M_simulated_mag - N219M_simulated_mag \n",
    "median_N245M_N219M_simulated_color = np.median(N245M_N219M_simulated_color[12:150])\n",
    "# median_N245M_N219M_simulated_color = 0.074 #for v00 model\n",
    "# median_N245M_N219M_simulated_color = 0.075 #for V40 model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "N245M_N219M_color_from_age = interp1d(np.unique(time) / 1e6,\n",
    "                                      N245M_simulated_mag - N219M_simulated_mag)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "jet_PA = 37.39994 #degrees, from total intensity 6.3 cm radio data. \n",
    "\n",
    "# From NED.\n",
    "CenA_ra = 201.3650634\n",
    "CenA_dec = -43.0191126\n",
    "cenA_centre = SkyCoord(CenA_ra * u.deg, CenA_dec * u.deg, frame = 'icrs') \n",
    "\n",
    "arcsec_to_kpc = 3.8E3 * np.pi / (180 * 60 * 60)\n",
    "\n",
    "# Outer region\n",
    "outer_filament_ra = 201.5884734\n",
    "outer_filament_dec = -42.8144597\n",
    "outer_filament_radius = 4.5 * u.arcminute\n",
    "outer_filament_centre = SkyCoord(outer_filament_ra * u.deg, \n",
    "                                 outer_filament_dec * u.deg, \n",
    "                                 frame = 'icrs')\n",
    "\n",
    "# Inner region\n",
    "inner_filament_ra = 201.4875682\n",
    "inner_filament_dec = -42.9561239\n",
    "inner_filament_radius = 4.5 * u.arcminute\n",
    "inner_filament_centre = SkyCoord(inner_filament_ra * u.deg, \n",
    "                                 inner_filament_dec * u.deg, \n",
    "                                 frame = 'icrs')\n",
    "\n",
    "tbl = Table.read('SF_sources.fits')\n",
    "\n",
    "tbl_coo = SkyCoord(tbl['RA_J2000'] * u.deg, tbl['DEC_J2000'] * u.deg, frame = 'icrs')\n",
    "cenA_rotated_frame = cenA_centre.skyoffset_frame(rotation = jet_PA * u.deg)\n",
    "rotated_coo = tbl_coo.transform_to(cenA_rotated_frame)\n",
    "tbl['rotated_coo'] = rotated_coo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "colour_excess = 0.0652\n"
     ]
    }
   ],
   "source": [
    "outer_mask = outer_filament_centre.separation(tbl_coo) < outer_filament_radius\n",
    "sorted_outer_tbl = tbl[outer_mask]\n",
    "\n",
    "ratio_cost = 1\n",
    "colour_excess = 0.005\n",
    "\n",
    "while abs(ratio_cost) > 0.00001:\n",
    "    N219M_flux_att_factors = estimate_calzetti(N219M['#Wavelength(A)'].to_numpy(), colour_excess)\n",
    "    N245M_flux_att_factors = estimate_calzetti(N245M['#Wavelength(A)'].to_numpy(), colour_excess)\n",
    "    N219M_insitu_att = filter_weighted_att(N219M['#Wavelength(A)'], N219M_EA_corrected, N219M_flux_att_factors)  \n",
    "    N245M_insitu_att = filter_weighted_att(N245M['#Wavelength(A)'], N245M_EA_corrected, N245M_flux_att_factors)  \n",
    "\n",
    "    N219M_observed_flux = sorted_outer_tbl['N219M_ext_corrected_flux'] * N219M_insitu_att \n",
    "    N245M_observed_flux = sorted_outer_tbl['N245M_ext_corrected_flux'] * N245M_insitu_att \n",
    "\n",
    "    outer_N245M_N219M_observed_color = flux_to_mag(N245M_observed_flux, N245M_info[0]) - \\\n",
    "                                       flux_to_mag(N219M_observed_flux, N219M_info[0])\n",
    "    \n",
    "    mean_outer_N219M_by_N245M = np.median(outer_N245M_N219M_observed_color)    \n",
    "        \n",
    "    ratio_cost = median_N245M_N219M_simulated_color - mean_outer_N219M_by_N245M\n",
    "    colour_excess = colour_excess + ratio_cost\n",
    "\n",
    "print(\"colour_excess = {:.4f}\".format(colour_excess))\n",
    "\n",
    "# colour_excess = 0\n",
    "\n",
    "F148W_flux_att_factors = estimate_calzetti(F148W['#Wavelength(A)'].to_numpy(), colour_excess)\n",
    "N219M_flux_att_factors = estimate_calzetti(N219M['#Wavelength(A)'].to_numpy(), colour_excess)\n",
    "N245M_flux_att_factors = estimate_calzetti(N245M['#Wavelength(A)'].to_numpy(), colour_excess)\n",
    "N279N_flux_att_factors = estimate_calzetti(N279N['#Wavelength(A)'].to_numpy(), colour_excess)\n",
    "F148W_insitu_att = filter_weighted_att(F148W['#Wavelength(A)'], F148W_EA_corrected, F148W_flux_att_factors)  \n",
    "N219M_insitu_att = filter_weighted_att(N219M['#Wavelength(A)'], N219M_EA_corrected, N219M_flux_att_factors)  \n",
    "N245M_insitu_att = filter_weighted_att(N245M['#Wavelength(A)'], N245M_EA_corrected, N245M_flux_att_factors)  \n",
    "N279N_insitu_att = filter_weighted_att(N279N['#Wavelength(A)'], N279N_EA_corrected, N279N_flux_att_factors)  \n",
    "\n",
    "F148W_observed_flux = sorted_outer_tbl['F148W_ext_corrected_flux'] * F148W_insitu_att \n",
    "N219M_observed_flux = sorted_outer_tbl['N219M_ext_corrected_flux'] * N219M_insitu_att \n",
    "N245M_observed_flux = sorted_outer_tbl['N245M_ext_corrected_flux'] * N245M_insitu_att \n",
    "N279N_observed_flux = sorted_outer_tbl['N279N_ext_corrected_flux'] * N279N_insitu_att \n",
    "\n",
    "outer_N219M_F148W_observed_color = flux_to_mag(N219M_observed_flux, N219M_info[0]) - \\\n",
    "                                   flux_to_mag(F148W_observed_flux, F148W_info[0])\n",
    "\n",
    "outer_N245M_F148W_observed_color = flux_to_mag(N245M_observed_flux, N245M_info[0]) - \\\n",
    "                                   flux_to_mag(F148W_observed_flux, F148W_info[0])\n",
    "\n",
    "outer_N279N_F148W_observed_color = flux_to_mag(N279N_observed_flux, N279N_info[0]) - \\\n",
    "                                   flux_to_mag(F148W_observed_flux, F148W_info[0])\n",
    "\n",
    "outer_N245M_N219M_observed_color = flux_to_mag(N245M_observed_flux, N245M_info[0]) - \\\n",
    "                                   flux_to_mag(N219M_observed_flux, N219M_info[0])\n",
    "    \n",
    "sorted_outer_tbl['N219M_F148W_color'] = outer_N219M_F148W_observed_color\n",
    "sorted_outer_tbl['N245M_F148W_color'] = outer_N245M_F148W_observed_color\n",
    "sorted_outer_tbl['N245M_N219M_color'] = outer_N245M_N219M_observed_color\n",
    "\n",
    "outer_age_N219M = age_from_N219M_F148W_color(np.median(outer_N219M_F148W_observed_color))\n",
    "outer_age_N245M = age_from_N245M_F148W_color(np.median(outer_N245M_F148W_observed_color))\n",
    "outer_age_N279N = age_from_N279N_F148W_color(np.median(outer_N279N_F148W_observed_color))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "colour_excess = 0.2410\n"
     ]
    }
   ],
   "source": [
    "inner_mask = inner_filament_centre.separation(tbl_coo) < inner_filament_radius\n",
    "sorted_inner_tbl = tbl[inner_mask]\n",
    "\n",
    "ratio_cost = 1\n",
    "colour_excess = 0.005\n",
    "\n",
    "while abs(ratio_cost) > 0.00001:\n",
    "    N219M_flux_att_factors = estimate_calzetti(N219M['#Wavelength(A)'].to_numpy(), colour_excess)\n",
    "    N245M_flux_att_factors = estimate_calzetti(N245M['#Wavelength(A)'].to_numpy(), colour_excess)\n",
    "    N219M_insitu_att = filter_weighted_att(N219M['#Wavelength(A)'], N219M_EA_corrected, N219M_flux_att_factors)  \n",
    "    N245M_insitu_att = filter_weighted_att(N245M['#Wavelength(A)'], N245M_EA_corrected, N245M_flux_att_factors)  \n",
    "\n",
    "    N219M_observed_flux = sorted_inner_tbl['N219M_ext_corrected_flux'] * N219M_insitu_att \n",
    "    N245M_observed_flux = sorted_inner_tbl['N245M_ext_corrected_flux'] * N245M_insitu_att \n",
    "\n",
    "    inner_N245M_N219M_observed_color = flux_to_mag(N245M_observed_flux, N245M_info[0]) - \\\n",
    "                                       flux_to_mag(N219M_observed_flux, N219M_info[0])\n",
    "    \n",
    "    mean_inner_N219M_by_N245M = np.median(inner_N245M_N219M_observed_color)    \n",
    "        \n",
    "    ratio_cost = median_N245M_N219M_simulated_color - mean_inner_N219M_by_N245M\n",
    "    colour_excess = colour_excess + ratio_cost\n",
    "\n",
    "print(\"colour_excess = {:.4f}\".format(colour_excess))\n",
    "\n",
    "# colour_excess = 0\n",
    "\n",
    "F148W_flux_att_factors = estimate_calzetti(F148W['#Wavelength(A)'].to_numpy(), colour_excess)\n",
    "N219M_flux_att_factors = estimate_calzetti(N219M['#Wavelength(A)'].to_numpy(), colour_excess)\n",
    "N245M_flux_att_factors = estimate_calzetti(N245M['#Wavelength(A)'].to_numpy(), colour_excess)\n",
    "N279N_flux_att_factors = estimate_calzetti(N279N['#Wavelength(A)'].to_numpy(), colour_excess)\n",
    "F148W_insitu_att = filter_weighted_att(F148W['#Wavelength(A)'], F148W_EA_corrected, F148W_flux_att_factors)  \n",
    "N219M_insitu_att = filter_weighted_att(N219M['#Wavelength(A)'], N219M_EA_corrected, N219M_flux_att_factors)  \n",
    "N245M_insitu_att = filter_weighted_att(N245M['#Wavelength(A)'], N245M_EA_corrected, N245M_flux_att_factors)  \n",
    "N279N_insitu_att = filter_weighted_att(N279N['#Wavelength(A)'], N279N_EA_corrected, N279N_flux_att_factors)  \n",
    "\n",
    "F148W_observed_flux = sorted_inner_tbl['F148W_ext_corrected_flux'] * F148W_insitu_att \n",
    "N219M_observed_flux = sorted_inner_tbl['N219M_ext_corrected_flux'] * N219M_insitu_att \n",
    "N245M_observed_flux = sorted_inner_tbl['N245M_ext_corrected_flux'] * N245M_insitu_att \n",
    "N279N_observed_flux = sorted_inner_tbl['N279N_ext_corrected_flux'] * N279N_insitu_att \n",
    "\n",
    "inner_N219M_F148W_observed_color = flux_to_mag(N219M_observed_flux, N219M_info[0]) - \\\n",
    "                                   flux_to_mag(F148W_observed_flux, F148W_info[0])\n",
    "\n",
    "inner_N245M_F148W_observed_color = flux_to_mag(N245M_observed_flux, N245M_info[0]) - \\\n",
    "                                   flux_to_mag(F148W_observed_flux, F148W_info[0])\n",
    "\n",
    "inner_N279N_F148W_observed_color = flux_to_mag(N279N_observed_flux, N279N_info[0]) - \\\n",
    "                                   flux_to_mag(F148W_observed_flux, F148W_info[0])\n",
    "\n",
    "inner_N245M_N219M_observed_color = flux_to_mag(N245M_observed_flux, N245M_info[0]) - \\\n",
    "                                   flux_to_mag(N219M_observed_flux, N219M_info[0])\n",
    "    \n",
    "sorted_inner_tbl['N219M_F148W_color'] = inner_N219M_F148W_observed_color\n",
    "sorted_inner_tbl['N245M_F148W_color'] = inner_N245M_F148W_observed_color\n",
    "sorted_inner_tbl['N245M_N219M_color'] = inner_N245M_N219M_observed_color\n",
    "\n",
    "inner_age_N219M = age_from_N219M_F148W_color(np.median(inner_N219M_F148W_observed_color))\n",
    "inner_age_N245M = age_from_N245M_F148W_color(np.median(inner_N245M_F148W_observed_color))\n",
    "inner_age_N279N = age_from_N279N_F148W_color(np.median(inner_N279N_F148W_observed_color))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Median age (Outer region) = 64\n",
      "Median age (Inner region) = 48\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_15607/1482344344.py:16: RuntimeWarning: Mean of empty slice\n",
      "  inner_average_ages = np.nanmean(inner_ages, axis = 0)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a85d3009998346568f4a46b959e334dd",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams.update({'font.size': 20})\n",
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "\n",
    "alpha = 0.5\n",
    "bins = np.arange(0, 380, 20)\n",
    "\n",
    "outer_ages = np.array([age_from_N219M_F148W_color(sorted_outer_tbl['N219M_F148W_color']), \n",
    "                       age_from_N245M_F148W_color(sorted_outer_tbl['N245M_F148W_color'])])\n",
    "\n",
    "outer_average_ages = np.nanmean(outer_ages, axis = 0)\n",
    "sorted_outer_tbl['Age_Myr'] = outer_average_ages\n",
    "\n",
    "inner_ages = np.array([age_from_N219M_F148W_color(sorted_inner_tbl['N219M_F148W_color']), \n",
    "                       age_from_N245M_F148W_color(sorted_inner_tbl['N245M_F148W_color'])])\n",
    "\n",
    "inner_average_ages = np.nanmean(inner_ages, axis = 0)\n",
    "sorted_inner_tbl['Age_Myr'] = inner_average_ages\n",
    "\n",
    "ax.hist(outer_average_ages, bins= bins, alpha = 0.8, label = 'Outer region', histtype = 'step', linewidth=5)\n",
    "ax.hist(inner_average_ages, bins= bins, alpha = 0.8, label = 'Inner region', histtype = 'step', linewidth=5)\n",
    "\n",
    "ax.axvline(x = np.nanmedian(outer_average_ages), color = 'tab:blue', linewidth = 3)\n",
    "ax.axvline(x = np.nanmedian(inner_average_ages), color = 'tab:orange', linewidth = 3)\n",
    "\n",
    "ax.set_xlabel('Age (Myr)')\n",
    "ax.legend(loc = 'upper right')\n",
    "\n",
    "print(\"Median age (Outer region) = {}\".format(int(np.round(np.nanmedian(outer_average_ages)))))\n",
    "print(\"Median age (Inner region) = {}\".format(int(np.round(np.nanmedian(inner_average_ages)))))\n",
    "\n",
    "fig.savefig('age_distribution.png', dpi = 150, bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d6added41e174b3586af443e34bbbf1b",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+gAAAMgCAYAAACwGEg9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAABzMUlEQVR4nO3dd3gU5f7+8XvTCYFACCAlNBFBbAioCFKkKFIUFASVogjYUPSgR+RIOUpTFD2o4BEQ5CCIiNJEkd6li0iRKqETCAkQ0uf3B9/ML4FsSNnsPpu8X9e11zXZeWbmM/tMkr13Zp9xWJZlCQAAAAAAeJSPpwsAAAAAAAAEdAAAAAAAjEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAM4OfpAuBeqampOn78uIoVKyaHw+HpcgAAAAB4iGVZunDhgsqXLy8fH87dmoCAXsgcP35cERERni4DAAAAgCEiIyNVsWJFT5cBEdALnWLFikm68ktYvHhxD1cDAJ5z6OhudV31TIbnZjT+SlUr1vJQRQAAuFdsbKwiIiLsjADPI6AXMmmXtRcvXpyADqBQK1YsRL5FfK95jr+NAIDChq++moMvGgAAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAG8PN0AQAAALgiNTVVycnJSk1N9XQpAAzn4+Mjf39/ORwOT5cCFyKgAwAAeFhMTIxiY2MVFxdHOAeQbf7+/ipWrJjCw8Pl6+vr6XLgAgR0AAAAD7EsS6dOnVJ0dLSCg4MVHh6uoKAg+fj4cFYMgFOWZSklJUUXL17U+fPndfnyZUVERBDSCwACOgAAgIdER0crOjpaN9xwg0qWLOnpcgB4mZCQEIWGhurIkSOKiopS2bJlPV0S8ohB4gAAADzAsiydP39exYoVI5wDyLUiRYqoePHiunDhgizL8nQ5yCMCOgAAgAckJycrISFBoaGhni4FgJcrVqyYkpKSlJSU5OlSkEcEdAAAAA9ISUmRJPn58Y1DAHmT9t1zBpn0fgR0AAAAD2IwOAB5xd+RgoOADgAAAACAAQjoAAAAAAAYgIAOAAAAAIABCOgAAAAAABiAYUMBAAAM1nnCeiUVspGZ/X18NOv5Bp4uA4VA2uBqQ4YM0dChQz1bDCACOgAAgNGSUlOVnGJ5ugw3y/8PJGJiYvS///1PCxcu1K5du3T69Gn5+/urbNmyql+/vtq3b6/HH3/cvn0VALgDl7gDAACgUJk4caJuvPFGvfzyy1q0aJH+/vtvXb58WbGxsdq3b5+++eYbdenSRbfffrvWrFnjlpocDoccDgdncYFCjjPoAAAAKDTeeOMNjRkzRpLk5+enLl26qH379qpcubISExO1d+9ezZgxQ0uXLtWuXbvUokUL/e9//9Pjjz/u4cqRHyyrsF2dAtMR0AEAAFAofPbZZ3Y4j4iI0Pz583XHHXdkaNOoUSP16tVL3377rbp3766EhAQ99dRTql69uu68804PVA2gMOESdwAAABR4f//9twYMGCBJCgkJ0bJly64J5+k98cQTmjp1qiQpMTFR3bp142wrgHxHQAcAAPBSfr4Or36408cff6z4+HhJV0bsrl69+nWX6dKli9q0aSNJ2rlzpxYsWHBNmypVqsjhcKhnz55Zrqtnz55yOByqUqVKpsunGTZsmP199LSHs3UfPXpUAwcO1F133aWSJUsqKChIlSpV0hNPPKHly5c7reXw4cP2uqdMmSJJmjNnjh5++GGVL19efn5+atq0aZb7c7WmTZvK4XDYy+3bt08vv/yybrrpJgUHB8vhcOjw4cMZlklOTtakSZPs7QYGBio8PFyNGzfO0F9Z2bFjh7p166YKFSrY+//0009r69atkpy/7mmy893/1NRU/e9//9PDDz+sG264QQEBASpdurSaNWumzz//XImJiU6XHTp0qL0NSYqPj9cHH3ygu+66S8WKFVOxYsV0991369NPP1VycvJ19xcFH5e4AwCQTQX5dlfc1sr7+Pk69MOLDT1dRp50+HytW0aotyxLX3/9tSSpSJEi6t27d7aXfeWVV7Rw4UJJ0ldffaV27drlS405NWnSJPXr10+XL1/O8HxkZKQiIyM1a9Ys9erVSxMmTJCfn/O3/JZlqXv37po2bZrLaps7d66eeuopXbp0yWmbAwcOqH379tq1a1eG58+ePavVq1dr9erV+vzzz7Vw4ULddNNNma5j6tSp6t27t5KSkuznIiMjNX36dM2aNUtffvllnvfl3Llzat++vdauXZvh+aioKK1YsUIrVqzQp59+qkWLFqly5cpZruvUqVN68MEH9fvvv2d4ftOmTdq0aZMWL16sH3/8UT4+nEMtzAjoAABkU8G+3VXB/OABkKQ///xT586dkyQ1btxYoaGh2V62efPmCg4OVlxcXL6M6L548WIlJibqtttukyS98MILevHFFzO0KVmyZIafJ0+erOeee06SdOutt6pv376qU6eOgoODdejQIU2aNEk//fSTJk2apNDQUH344YdOt//xxx9rx44duv/++/XCCy+oRo0aOn/+/DVnu7PryJEjevrppxUcHKx33nlH999/v3x9fbVp0yaFhIRIkk6cOKGGDRvq1KlTKlasmPr06aMWLVqobNmyiomJ0eLFi/XJJ59o3759euihh7R169Zr+mzNmjV69tlnlZqaqiJFiui1117TQw89pMDAQG3evFkjR45Unz59VLt27VzthySlpKSobdu2Wr9+vSSpSZMmevnll1W1alUdP35ckydP1o8//qjdu3erefPm2r59u72PmenYsaN2796tV155Re3atVNYWJj27t2rd999V7t379b8+fP15Zdfqm/fvrmuGd6PgA4AAIACLf0Zy7vuuitHy/r6+uqOO+7Q+vXrdebMGR0/flzly5d3WW01atTI8HOZMmV06623Om0fGRmpfv36SZJ69OihiRMnZjhDXqdOHXXs2FGDBg3SiBEj9PHHH6tv377XbCfNjh071L17d02ZMiXDpfa5dejQIZUvX17r169XpUqV7Ofvuecee7pPnz46deqUIiIitGLFClWrVi3DOpo2bapOnTrp/vvv18GDBzVmzBi9++67Gdq8/PLLSk1NVUBAgJYsWaL77rvPnnf33Xfr8ccfV4MGDbRt27Zc78uECRPscH71a1S3bl21a9fOfp0PHDigd999V6NHj3a6vrSz5Om/PnDXXXfpwQcf1C233KJTp07p888/J6AXclw/AQAAgAItKirKnr7hhhtyvHzZsmXt6bNnz7qkptz65JNPFBcXp/Lly2d5+fqwYcNUoUIFpaam2pf3Z6ZEiRL69NNPXRLO04waNSpDOE8v/Xf5P/3002vCeZo6deropZdeknTlioH0NmzYYH/o8tJLL2UI52nKlCmjsWPH5nofpCuj/ktSeHi409fo3//+t2rWrClJ+vLLL5WQkOB0ff369cv0u/1hYWF65plnJF35wCQmJiZPdcO7EdABAABQoF24cMGeLlq0aI6XT79MbGysS2rKrblz50qS2rVrp6CgIKft/Pz81KDBlXEl0s4CZ6Zdu3YqVqyYy+oLCAhQp06dnM5Pqz84ONgegM+Zxo0bS5KOHz+uyMhI+/mlS5fa0z169HC6fJs2bVSqVKls1X2148ePa/fu3ZKkzp07O32NfH197XAdHR1tD06XmaeeesrpvLp169rThw4dyk3JKCAI6AAAACjQ0oerixcv5nj59MsUL17cJTXlRkxMjPbv3y9J+uKLL64Z7f3qx+zZsyVJJ0+edLrO22+/3aU13nTTTVl+cLB582ZJUlxcnPz8/LKsv23btvZy6fdh586dkqTAwMAsvw7g6+ub63vXp21Dynh5fmbSz0+/3NXSzrRnJiwszJ5O/4ESCh++gw4AgAu4+5ZRuVVwB7kDnEt/FjWrsOrMqVOnMl2Xu50+fTpXy8XFxTmdd/UAdHl1vfW5Yh+io6MlXQm1vr6+WS5XunTpXG0vbVBBKeNXHDKT/msT6Ze7WnBwsNN56UduT0lJyU6JKKAI6AAA5JE33e7KXbe1Akxyxx132NM5HTQsJSVFO3bskHQl7LlygLicSh/c+vfvr169emVruYCAAKfzrhdwc+p660vbh6pVq2revHnZXm/VqlXzVFdeXO/7+ZbF31S4DgEdAAAABdqtt96qsLAwnTt3TqtWrVJMTEy2b7W2ZMkS++xto0aNrpmfduYzNTXrWxVmdU/w7Ep/9j4uLi7Ly7tNlbYPp06dUs2aNbO8R7szaWfpz507p5SUlCw/FDhz5kyu6kx/yfn1rrpIf4VF+uWA3OA76AAAACjQHA6HunXrJkm6fPmyvvzyy2wvO27cOHu6Z8+e18xP+3572mXXzuzduzfb23SmdOnSqlChgqQrHxx445nbOnXqSLryAcPatWtztY60e5snJCTojz/+cNouJSVF27dvz9U20n/48dtvv2XZduPGjZkuB+QGAR0AAAAF3quvvqrAwEBJV25BljbYWlZmzpyphQsXSpJuueWWDIOWpUm79Hrr1q1OA/POnTuzDJKS7IHVsrpNlyS1b99eknTw4EF7EDhv8sgjj9jT77//fq7W0bx5c3s6q1vILVy4MNe3xStfvrxq1aolSfruu++cDtyWkpKiKVOmSLpyZv+uu+7K1faANAR0AAAAFHhVq1a1A+HFixfVvHlz+17amZk1a5Z9C6+AgABNmzYtw0BeaZo0aSLpym25ZsyYcc38Cxcu6Nlnn71ufeXKlZMkHThwIMt2b7zxhv1Bw/PPP2+Piu7MTz/9ZH+H3gT169dXq1atJF2pbciQIVm2P3z48DWva4MGDezR5z/77DOtW7fumuXOnDmj1157LU+1pt2H/cyZM+rXr1+mH8AMGzZMu3btkiT17t3b7hsgt/gOOgAAgBdKTrHU4fPcXSJsCncPWPjKK6/o4MGD+uSTT3TkyBHVq1dPXbt2Vfv27VW5cmUlJSVpz549+uabb+x7bQcEBOjrr792emb06aef1tChQxUbG6tevXpp//79evDBB+VwOLR582Z99NFHOnbsmOrUqZPlAHX33XefDh06pHnz5umLL75Qw4YN7bPqxYsXV5kyZSRd+aBhwoQJeuaZZ3Tu3Dk1bNhQ3bp1U9u2bVWpUiUlJyfr6NGj2rhxo2bPnq0DBw5o/vz5Lr+dWl589dVXqlevnk6cOKF///vf+uWXX/Tss8/qtttuU1BQkM6ePasdO3bo559/1rJly/Too4+qa9euGdbx2WefqUmTJkpMTFSLFi30+uuv66GHHlJgYKA2b96skSNH6uTJk7rzzju1ffv26w70lpnnn39e06dP1/r16zV16lT9/fffeumll1StWjWdOHFCkydP1pw5cyRJN954o9555x2XvD4o3AjoAAAAXooR+XPu448/Vs2aNTVo0CCdO3dO06ZN07Rp0zJtW7NmTU2YMME+S56Z0qVLa+LEieratavi4+M1ZMiQDGeFg4KC9PXXX2vhwoVZBvQBAwZo9uzZSkhI0PPPP59hXo8ePezLqKUr34UvUqSI+vTpo9jYWE2aNEmTJk3KdL0+Pj4qWrSo0+16Qvny5bV+/Xp16tRJmzZt0m+//Zbl97wzu/d8o0aNNHnyZPXu3VuXL1/W8OHDNXz4cHu+n5+fxo8fr1WrVmn79u1Z3pvdGV9fXy1YsEDt27fX2rVrtWLFCq1YseKadrVq1dKiRYsUEhKS420AV+MSdwAAABQqzz//vA4cOKBx48bpoYceUkREhIKCghQSEqIbb7xRXbp00YwZM/THH39kGc7TdOrUSevWrVOHDh1UunRpBQQEKCIiQj169NDmzZvVqVOn667jzjvv1Pr169W1a1dVqlTpupdKP/HEEzp8+LBGjRqlpk2bqkyZMvL391dwcLCqVaumdu3a6aOPPtLhw4fVrFmzbL827lK5cmX99ttv+uGHH9SlSxdVrVpVwcHB8vf3V+nSpXXffffpH//4h1auXOn0w4e01/epp55S+fLlFRAQoAoVKqhz585as2aNnnvuOcXGxkpStkftv1pYWJhWrVqladOm6aGHHlLZsmXl7++vUqVKqWnTpvr000+1fft2Va5cOdevBZCew/LG4R+Ra7GxsQoNDVVMTEymn0YCQGFxMPJPPbKsS4bn5j4wU9Uiajtdxtk9xAvCfdC9aR8Kivj4eB06dEhVq1bN8uxeYbx3PccjXKV69eo6cOCAnn76aadXShQE2f17cjWygXk4gw4AAACgwNm0aZM96N69997r4WqA7CGgAwAAAPA6Wd0q7+zZs+rdu7ckKTAwUE888YS7ygLyhEHiAAAADObv4yMp1dNluJV/JrczA67WsmVLVa1aVR06dNDtt9+u0NBQRUdHa+3atfr888914sQJSdK//vUvhYeHe7haIHsI6AAAAAab9XwDT5cAGMmyLC1fvlzLly932ubFF1/U22+/7caqgLwhoAMAAADwOlOnTtX8+fO1cuVKnThxQlFRUfLz89MNN9ygRo0aqU+fPrrvvvs8XSaQIwR0AAAAAF6nSZMm2boNHuBN+IIPAAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACugudPn1aCxYs0ODBg9W6dWuFh4fL4XDI4XCoZ8+eeVp3XFycqlWrZq+vSpUqLqkZAAAAAGAGP08XUJCULVs239Y9ePBgHTp0KN/WDwAAAADwLAJ6PomIiFCtWrW0ePHiPK9r27Zt+vjjjxUUFCR/f39duHDBBRUCAACvMLm1lJrk6Srcy8dfenaRp6sAALfjEncXGjx4sObPn6+TJ0/qyJEj+uKLL/K8zpSUFPXu3VspKSl6++23FRYW5oJKAQCA10hNklIK2SMfPpCYMmWK/VXBw4cPu3z9MNOKFSvsfl+xYoWnywGui4DuQsOGDVPbtm1deqn7J598oi1btujmm2/WP//5T5etFwAAAABgFgK6wf7++28NHjxYkjR+/HgFBAR4uCIAAAAAQH7hO+gGe/HFF3Xp0iV169ZNzZo183Q5AAAAXqtnz555vqsOvE/Tpk1lWZanywCyjTPohpo5c6Z++uknlSxZUmPGjPF0OQAAAACAfMYZdANFR0erf//+kqRRo0apTJkyni0IAACYydff0xXkTUohG50eAK6DgG6gN954Q6dOnVKDBg3Uu3fvPK0rISFBCQkJ9s+xsbF5LQ8AAJjA1196bomnq8ibiS3cFtKnTJmiZ555RpJ06NAhValSJcP8pk2bauXKlWrSpIlWrFihY8eO6cMPP9S8efN07NgxBQcHq169eurfv79at26d6TYOHz6sqlWrSpK++uor9ezZU7/++qv+85//aNOmTYqOjlb58uX10EMPadCgQapYseJ16964caO+/PJLrVy5UsePH5dlWYqIiFDz5s3Vv39/3XTTTdna33Llymn8+PGaOXOm9u/fr7Nnz2rIkCEaOnRoNl9ByeFwSJK93LJlyzR+/Hht2LBBJ0+eVIUKFa4ZIT86OlqfffaZFi5cqH379unChQsqVaqU6tevrx49eqhjx47X3e68efP02WefacuWLYqLi1PFihX1yCOP6B//+IduuOEGValSRX///bd69OihKVOmZFh2xYoV9ldFly9frqZNm2a6jYsXL+rTTz/V3LlztXfvXl26dEmlS5fWvffeq549e6pt27ZO63PFsQOkIaAbZtWqVZo8ebL8/Pw0YcIE+w9hbo0cOVLDhg1zUXUAAAAF35o1a/Too4/q7Nmz9nPx8fFavHixFi9erA8++EADBgy47nreeustjR49OsNzhw8f1oQJE/T9999r5cqVqlWrVqbLJicn65VXXtH48eOvmbd3717t3btXX375pT777LPrntCJiopShw4dtH379uvWnF2DBg3SiBEjsmzz008/6amnntL58+czPH/ixAnNmzdP8+bNU5s2bTRz5kyFhIRcs7xlWXrhhReuuXXxvn37NGbMGP3vf//TTz/9lOd92bZtm9q2bavjx49neP7YsWP6/vvv9f3336tjx46aPn26goKCslyXq44dFF58B90gCQkJ6tOnjyzL0quvvqrbb789z+scOHCgYmJi7EdkZKQLKgUAACiYTpw4oQ4dOsjX11ejRo3SmjVrtHHjRn300UcqUaKEpCvvr/78888s1/Pll19q9OjRatKkib755htt3rxZS5YsUffu3SVJZ86c0bPPPut0+V69etnhvHXr1vrf//6njRs3atOmTfryyy9Vu3ZtJSUlqU+fPpo/f36WtfTq1Uu///67unfvroULF2rLli364YcfdM899+Tglfn/fvjhB40YMUK33XabJk+erI0bN2rlypV6/fXX7Ta//vqr2rdvr/Pnz6tKlSoaPXq0VqxYoa1bt2r+/Pl6+umnJUkLFy5Ujx49Mt3OqFGj7HBesWJFffrpp/rtt9+0atUqDRo0SDExMXr88ccVFxeXq/2QroTw5s2b6/jx43I4HHrmmWf0yy+/aPPmzfr66691xx13SJLmzJnjtM40rjp2ULhxBt0gw4cP1969exUREZGjy42yEhgYqMDAQJesCwAAoKD766+/VLlyZa1du1YVKlSwn69fv77q16+vxo0bKzk5Wf/973/1ySefOF3PunXr1Lt3b33xxRcZrohs3ry5AgICNHHiRG3YsEHbtm1TnTp1Miz7/fff6+uvv5Z0Jeg/99xzGebXq1dPTz/9tNq0aaNly5bplVdeUevWreXnl/lb+x07dmjSpEkZPhC46667sv+iZLK+5s2ba+HChRneZzZu3FiS7LsQpaSkqFWrVvrhhx8UHBxst6tTp47atm2rxo0bq0+fPpozZ46WLl2q5s2b221OnDihf//735KkatWqaf369RnGZbr//vv18MMPq1mzZkpMTMz1vvTv31/R0dGSrrzWvXr1sufVrVtXnTt3VuvWrbV8+XLNmjVLPXv2dHqZuquOHRRunEE3SNolUC1atNCCBQs0c+bMax6XLl2SdOUPX9pzy5Yt82TZAAAABcq4ceMyBKw0jRo1ss86r169Ost1lCtXTuPGjcv064rpL3HObD0jR46UJHXo0OGacJ4mKChIn376qaQrl82vWLHCaS0PPPBAlmfrc8rHx0cTJ050ehLoq6++0qlTpxQUFKRp06ZlCOfp9e7dW3fffbe9THpTp05VfHy8JGns2LGZDpp833336aWXXsr1fpw4cUI//PCDJOnBBx/MEM7TBAYG2l8/lWS/5s644thB4cYZdIOkffr31VdfXfNH6mpRUVHq2rWrJKlJkyZ64IEH8r0+AACAgq5EiRJq06aN0/l169bVhg0bdPDgwSzX8/jjjzsNsDfffLNCQkJ08eLFa9Zz7NgxbdmyRZLUuXPnLLdRq1YthYeHKyoqSuvXr1eLFi0ybffUU09luZ6catiw4TWD7KU3d+5cSVfeo17vbkSNGzfWxo0btX79+gzPL126VJJUqlSpLPuje/fuGjt2bDYrz2j58uVKSUmRpEzDeZoqVaqoZcuWWrRokVasWKGUlBT5+vpe085Vxw4KN86gAwAAAP/npptuko+P87fIYWFhkqQLFy5kuZ6aNWtmOb9kyZKZrmfz5s32dNeuXeVwOLJ8REVFSZJOnjzpdFuuGNcoJ+tL24dffvnluvWPGTNG0rX179y5U5J05513ZhqG09x22225/jpn2jYkXff7+Gnz4+LinAZsVx07KNwI6AaxLOu6j8qVK0uSKleubD+X1SVNAAAAyD5nl2OnSQtgqampLllP2hncNKdPn75eiZnKaqC0tA8DXCWr9SUlJV0zant2XF1/2vfCr3cG3tfXN9f7d+7cOXu6bNmyWba94YYbMl0uPVcdOyjcuMQdAAAAMET6wD59+vRsn/3OKqRmdQY6N7JaX/r6O3furHfeecel2/YUy7I8XQIKCQK6C61Zs0b79++3f0675EiS9u/frylTpmRo37NnTzdVBgAAAG9QqlQpe9rhcOjWW2/1YDU5FxQUpODgYMXFxen8+fO5rr9kyZI6efLkda8oSElJsc+251TaJeeSdOrUKVWqVMlp21OnTmW6HOBqBHQXmjhxoqZOnZrpvLVr12rt2rUZniOgAwAAIL30t1xbvHixPSiwN6lTp4793jcuLu66l35npnbt2jp58qS2b9/udFA2Sfrjjz+UkJCQqzrTf3jw22+/ZRnQN27cKOnKZexVq1bN1faA7OA76AAAAIAhqlevrltuuUWSNHPmTB05csTDFeVc+/btJV25LfBnn32Wq3Wk3RP97NmzWrhwodN2afeLz42mTZvawX/SpElO2x05ckS//vqrvYyz+80DrkBAd6EpU6Zka6C3tEduHD58WJZl6fDhw64tHgAAAEb417/+JUmKj49Xx44ddebMGadtExIS9Pnnn9v3DDfB888/r/DwcEnSO++8o0WLFmXZfu3atVq1alWG53r06GGPzv7aa69l+hqsX78+1x8ASFL58uXVoUMHSVdGnJ88efI1bRITE/Xss88qKSlJkvTyyy/nentAdvDxDwAAgDdKSZImZn7fa6+RkuTpCozUtWtX/fLLL5o6daq2bNmiW265RX379lWTJk1UunRpXbp0SQcOHNDq1as1Z84cnTt3Tt27d/d02bbixYtrxowZat26tRISEtS2bVs99thjeuyxx3TjjTdKkk6cOKEtW7bohx9+0I4dOzRu3Dg1btzYXkf58uU1ZMgQvf322zp48KDq1q2rt956S/Xr11dCQoJ++eUXffjhhypfvrwuXbqkM2fOyOFw5LjWsWPHaunSpYqOjtZzzz2ntWvXqkuXLgoLC9OePXs0ZswYbd++XdKVQe9at27tktcIcIaADgAA4K0IuAXWpEmTVLZsWX344YeKiorS8OHDNXz48EzbFi1a1OUjtedVixYt9Msvv+ipp57SyZMn9d133+m7775z2r548eLXPPfWW2/p77//1hdffKHIyEi99NJLGeaHh4fru+++U8eOHSVdGaAupypWrKilS5eqbdu2On78uCZPnpzpmfSOHTs6HWsKcCUucQcAAAAM4+vrq9GjR2vXrl36xz/+oTp16qhkyZLy9fVVsWLFVLt2bT311FOaOnWqTpw4oSJFini65Gs88MADOnDggD799FM99NBDKleunAICAhQUFKSIiAi1atVKw4cP1549ezK9AsDhcGjChAmaO3euWrVqpbCwMAUFBal69ep65ZVXtG3bNtWrV0+xsbGSpNDQ0FzVWadOHe3du1cjR47UPffcoxIlSiggIEDly5dXx44dNW/ePH3//fe5+gAAyCmHxU39CpXY2FiFhoYqJiYm008qAaCwOBj5px5Z1iXDc3MfmKlqEbWdLtPh87VKTrn236afr0M/vNjQ5TXmh4KwDwVFfHy8Dh06pKpVq2b9xn9ii8J3ptzXX3puiaergBc4evSoIiIiJF25o1KvXr08XJFnZPvvyVXIBubhDDoAAAAArzRjxgx7+t577/VgJYBrENABAAAAGOfSpUs6ceKE0/nbtm3Tu+++K0mqW7euatd2fgUU4C0YJA4AAMBkPv6ersD9CuM+4xpnzpxRrVq19Oijj+qhhx7SzTffrMDAQB0/flw///yzJk2apMuXL8vhcOijjz7ydLmASxDQAQAATPZs1veQBgqy+Ph4zZw5UzNnzsx0fkBAgL788ssMt2gDvBkBHQAAAIBxKlSooG+//VaLFi3S5s2bdfr0aUVHRys4OFhVqlRRixYt1K9fP1WuXNnTpQIuQ0AHAAAAYBx/f3917txZnTt39nQpgNswSBwAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AACAB1mW5ekSAHg5/o4UHAR0AAAAD/DxufI2LDU11cOVAPB2aX9H0v6uwHvRgwAAAB7g7+8vX19fXbp0ydOlAPBy8fHx8vHxkZ8fd9H2dgR0AAAAD3A4HCpWrJhiY2O5PBVAnly8eFHBwcGcQS8A6EEAAAAPCQ0NVVJSko4fP05IB5Ar0dHRiouLU/HixT1dClyAayAAAAA8JDg4WBUrVtTRo0d1+fJlFS9eXMHBwfL19ZXD4fB0eQAMZVmWkpOTFRMTowsXLqhkyZIKDQ31dFlwAQI6AACABxUrVkyVK1dWTEyMzp8/r7Nnz3q6JABeIjAwUGXLllXJkiU9XQpchIAOAADgYcHBwQoODtYNN9ygpKQkRnYHcF2+vr7y8/PjapsChoAOAABgCIfDoYCAAE+XAQDwEAaJAwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEB3odOnT2vBggUaPHiwWrdurfDwcDkcDjkcDvXs2TNb64iPj9fcuXPVr18/3XPPPQoLC5O/v7/CwsLUoEEDDR06VCdOnMjfHQEAAAAAuJ2fpwsoSMqWLZun5Xfs2KFGjRrpwoUL18yLjo7Whg0btGHDBn300UeaOHGiOnfunKftAQAAAADMQUDPJxEREapVq5YWL16c7WViY2PtcN6wYUO1bdtW9erVU6lSpXTmzBnNmTNHEydO1IULF/Tkk0+qWLFiat26dX7tAgAAAADAjQjoLjR48GDVr19f9evXV9myZXX48GFVrVo128v7+Pioc+fOGjJkiG655ZZr5rdq1UqtW7dWhw4dlJKSon79+mnfvn1yOByu3A0AAAAAgAcQ0F1o2LBheVr+vvvu03333Zdlm0ceeUQdO3bU999/rwMHDmj79u2qU6dOnrYLAAAAAPA8BonzQs2aNbOnDxw44MFKAAAAAACuQkD3QgkJCfa0jw9dCAAAAAAFAenOC61cudKerlmzpgcrAQAAAAC4CgHdy/z+++9auHChJKl27dqZDiYHAAAAAPA+DBLnRRISEvTcc88pJSVFkjRixIhsLZP+kvjY2Nh8qw8AAAAAkHucQfciL7/8sjZv3ixJ6tGjh9q3b3/dZUaOHKnQ0FD7ERERkd9lAgAAAABygYDuJUaOHKmJEydKkurWravPPvssW8sNHDhQMTEx9iMyMjI/ywQAAAAA5BKXuHuBL774Qm+//bYk6eabb9aiRYtUtGjRbC0bGBiowMDA/CwPAAAAAOACnEE33IwZM/Tiiy9KkipXrqwlS5aodOnSHq4KAAAAAOBqBHSDzZs3T927d1dqaqrKlSunpUuXqmLFip4uCwAAAACQDwjohlq6dKk6d+6s5ORklSpVSr/++qtuvPFGT5cFAAAAAMgnBHQDrVu3To888ogSEhJUvHhx/fLLL6pdu7anywIAAAAA5CMCumG2b9+uNm3a6NKlSypatKh++ukn1a1b19NlAQAAAADyGaO4u9CaNWu0f/9+++eoqCh7ev/+/ZoyZUqG9j179szw84EDB/Tggw/q/PnzkqT33ntPoaGh2rlzp9NtlilTRmXKlMlz7QAAAAAAzyKgu9DEiRM1derUTOetXbtWa9euzfDc1QF99erVOn36tP3za6+9dt1tDhkyREOHDs1xrQAAAAAAs3CJOwAAAAAABiCgu9CUKVNkWVa2H1fr2bNnjpa3LIuz5wAAAABQQBDQAQAAAAAwAAEdAAAAAAADENABAAAAADAAAR0AAAAAAAMQ0AEAAAAAMAABHQAAAAAAAxDQAQAAAAAwAAEdAAAAAAADENABAAAAADAAAR0AAAAAAAMQ0AEAAAAAMAABHQAAAAAAAxDQAQAAAAAwAAEdAAAAAAADENABAAAAADAAAR0AAAAAAAMQ0AEAAAAAMAABHQAAAAAAAxDQAQAAAAAwAAEdAAAAAAADENABAAAAADAAAR0AAAAAAAMQ0AEAAAAAMAABHQAAAAAAAxDQAQAAAAAwAAEdAAAAAAADENABAAAAADAAAR0AAAAAAAMQ0AEAAAAAMAABHQAAAAAAAxDQAQAAAAAwAAEdAAAAAAADENABAAAAADAAAR0AAAAAAAMQ0AEAAAAAMAABHQAAAAAAAxDQAQAAAAAwAAEdAAAAAAADENABAAAAADAAAR0AAAAAAAMQ0AEAAAAAMAABHQAAAAAAAxDQAQAAAAAwAAEdAAAAAAADENABAAAAADAAAR0AAAAAAAMQ0AEAAAAAMAABHQAAAAAAAxDQAQAAAAAwAAEdAAAAAAADENABAAAAADAAAR0AAAAAAAMQ0AEAAAAAMAABHQAAAAAAAxDQAQAAAAAwAAEdAAAAAAADENBd6PTp01qwYIEGDx6s1q1bKzw8XA6HQw6HQz179szx+n7++Wd17NhRFStWVGBgoCpWrKiOHTvq559/dn3xAAAAAACP8vN0AQVJ2bJlXbIey7L0/PPP67///W+G548dO6YffvhBP/zwg/r06aMJEybI4XC4ZJsAAAAAAM/iDHo+iYiIUKtWrXK17L/+9S87nNepU0czZszQxo0bNWPGDNWpU0eS9N///lfvvPOOy+oFAAAAAHgWZ9BdaPDgwapfv77q16+vsmXL6vDhw6patWqO1rF//369//77kqR69epp1apVKlKkiCSpfv36at++vZo0aaLNmzdr9OjReuaZZ3TjjTe6fF8AAAAAAO7FGXQXGjZsmNq2bZunS93Hjh2r5ORkSdK4cePscJ4mODhY48aNkyQlJyfr448/zvW2AAAAAADmIKAbxLIszZ07V5JUs2ZN3XvvvZm2u/fee3XzzTdLkn788UdZluW2GgEAAAAA+YOAbpBDhw7p2LFjkqQmTZpk2TZt/tGjR3X48OH8Lg0AAAAAkM/4DrpBdu/ebU/XrFkzy7bp5+/evTvH33UH4H06T1ivpNRUT5dRYPgnR0qhGZ9764c/lOR33ukyySlcsQQAAPIPAd0gkZGR9nTFihWzbBsREZHpcgAKrqTUVAKiC/lm8lqmplhKdvAaAwAAzyCgG+TChQv2dEhISJZtixYtak9fvHjRabuEhAQlJCTYP8fGxuahQgAAAABAfuE76AaJj4+3pwMCArJsGxgYaE9fvnzZabuRI0cqNDTUfqQ/8w4AAAAAMAcB3SBBQUH2dGJiYpZt058Vv/pWbOkNHDhQMTEx9oPL4QEAAADATFzibpBixYrZ01ldti5Jly5dsqezuhw+MDAww9l2AAAAAICZCOgGST8w3NGjR7Nsm/5MOJetA/DzdXi6BK/jY137mvn4OnL1Wvr7cEEaAADIOwK6QW655RZ7es+ePVm2TT+/Vq1a+VYTAPP5+Tr0w4sNPV2G1zkY+aceWZbxuVEdblO1iNqeKQgAABR6fORvkKpVq6p8+fKSpJUrV2bZdtWqVZKkChUqqEqVKvldGgAAAAAgnxHQDeJwOPTII49IunKGfMOGDZm227Bhg30G/ZFHHpHDwaWtAAAAAODtCOiG6d+/v/z8rnzzoF+/ftfcQu3y5cvq16+fJMnPz0/9+/d3d4kAAAAAgHzAd9BdaM2aNdq/f7/9c1RUlD29f/9+TZkyJUP7nj17XrOOGjVqaMCAARo1apQ2b96shg0b6p///KduvPFGHThwQKNHj9a2bdskSW+88YZuuummfNkXAAAAAIB7EdBdaOLEiZo6dWqm89auXau1a9dmeC6zgC5Jw4cP1+nTpzV58mRt27ZNXbp0uaZNr1699N577+W5ZgAAAACAGbjE3UA+Pj6aNGmSFi5cqEceeUTly5dXQECAypcvr0ceeUQ//fSTJk6cKB9u6wMAAAAABQZn0F1oypQp11zGnhcPP/ywHn74YZetDwAAAABgLk7BAgAAAABgAAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAK6wRITEzVp0iQ99NBDKleunAIDAxUSEqKbb75Zzz77rDZs2ODpEgEAAAAALuLn6QKQucjISLVp00Z//PFHhucTExP1119/6a+//tJXX32l1157TR9++KEcDoeHKgUAAAAAuAJn0A2UnJycIZzffvvtmjJlitavX6/Fixdr8ODBKlq0qCRp7NixGjNmjCfLBQAAAAC4AGfQDTR37lw7nDdo0ECrV6+Wr6+vPb9ly5Zq3769GjRooKSkJI0cOVKvvfaa/PzoTgAAAADwVpxBN9DatWvt6YEDB2YI52nq1q2rtm3bSpKio6O1Z88et9UHAAAAAHA9ArqBEhMT7elq1ao5bXfjjTfa0wkJCflaEwAAAAAgfxHQDVSjRg17+uDBg07bHThwQJLkcDh000035XtdAAAAAID8Q0A3UNeuXVW8eHFJ0ujRo5WSknJNm23btmnhwoWSpC5dutjtAQAAAADeiYBuoNKlS2vKlCkqUqSI1q5dq/r16+vrr7/Whg0btGTJEg0bNkxNmjRRYmKi7rzzTn300UeeLhkAAAAAkEcM+22oDh06aPPmzfroo480efJk9ejRI8P8smXLatiwYerTp499y7XMJCQkZPh+emxsbL7VDAAAAADIPc6gGyopKUnffPON5s+fL8uyrpl/6tQpzZgxQytWrMhyPSNHjlRoaKj9iIiIyKeKAQAAAAB5QUA30KVLl9SiRQsNHz5cZ8+e1Ztvvqndu3crISFBMTExWrx4sRo1aqRNmzapXbt2+uSTT5yua+DAgYqJibEfkZGRbtwTAAAAAEB2EdANNGTIEK1atUqSNGnSJI0ePVo1a9ZUQECAihcvrpYtW2r58uVq1qyZLMvS66+/rh07dmS6rsDAQBUvXjzDAwAAAABgHgK6YSzL0ldffSXpyu3Wrv7ueRo/Pz+9++67kqTU1FR7GQAAAACAdyKgG+bUqVM6d+6cJKlOnTpZtq1bt649vWfPnnytCwAAAACQvwjohvHz+/8D6ycnJ2fZNikpKdPlAAAAAADeh4BumLCwMPt74uvXr88ypK9cudKerlq1ar7XBgAAAADIPwR0w/j4+KhNmzaSpOPHj2v48OGZtouOjtY///lP++e2bdu6pT4AAAAAQP7gumgDDR48WHPnzlVcXJyGDh2qLVu2qEePHqpWrZri4+O1YcMGffzxxzpy5IgkqXnz5mrVqpWHqwYAAAAA5AUB3UA1a9bU3Llz1bVrV0VFRWn+/PmaP39+pm0feOABfffdd26uEAAAAADgagR0Q7Vo0UJ79uzRpEmTtGjRIv355586f/68/Pz8dMMNN6h+/fp68skn1b59ezkcDk+XCwAAAADIIwK6wUqVKqU333xTb775pqdLAQAAAADkMwaJAwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADODn6QIAwF06T1ivpNRUT5eRa8kplqdLQAGWnGKpw+drPV1Grvn7+GjW8w08XQYAAHlCQAdQaCSlphJygSx49++H9374BgBAGi5xBwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAzAIHEAIMnP1+HpEnLN34fPWpF9V44X7x1QzbsHsgMAIGsEdACFnp+vQz+82NDTZQBu4e23Iuvw+VpCOgCgwOK0CwAAAAAABiCgAwAAAABgAAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACuuGioqL0/vvvq2HDhrrhhhsUGBio8uXL65577tEbb7yh9evXe7pEAAAAAIAL+Hm6ADj33Xff6YUXXtDZs2czPH/ixAmdOHFCGzdu1L59+/Tjjz96pkAAAAAAgMsQ0A319ddf65lnnlFqaqrKlCmjF154QY0aNVJYWJhOnjypAwcOaP78+fL39/d0qQAAAAAAFyCgG2j37t3q06ePUlNTdf/992v+/PkKDQ29pl2/fv2UmJjogQoBAAAAAK7Gd9AN1K9fPyUkJCg8PFxz5szJNJynCQgIcGNlAAAAAID8QkA3zJ49e7R06VJJ0ssvv6zw8HAPVwQAAAAAcAcCumG+++47e7pTp072dHR0tPbt23fNgHEAAAAAgIKBgG6YDRs2SJJCQ0NVq1YtTZ8+XXfccYfCwsJUo0YNhYeHq1q1aho2bJguXrzo4WoBAAAAAK5CQDfMrl27JElVqlRRv3799PTTT2vHjh0Z2hw6dEhDhw5VgwYNdPz4cU+UCQAAAABwMQK6Yc6dOyfpynfRP/vsM5UoUUITJkzQ6dOnFR8fr02bNql169aSpJ07d6pTp05KTU11ur6EhATFxsZmeAAAAAAAzENAN8ylS5ckXQnWvr6+WrRokfr27avSpUsrMDBQ9erV04IFC+yQvm7dOs2ZM8fp+kaOHKnQ0FD7ERER4Zb9AAAAAADkDAHdMEFBQfZ0p06ddO+9917TxsfHRx988IH984wZM5yub+DAgYqJibEfkZGRri0YAAAAAOASfp4uABkVK1bMPouedpY8M7Vr11aFChV07Ngxbdq0yWm7wMBABQYGurxOAAAAAIBrcQbdMOkvQa9YsWK22p4+fTpfawIAAAAA5D8CumFq165tT6ekpGTZNm2+nx8XQgAAAACAtyOgG6Zx48b29IEDB7Jse/DgQUlShQoV8rUmAAAAAED+I6Abpn379vL395ekLEdnX7lypc6ePStJuv/++91SGwAAAAAg/xDQDVOqVCk999xzkqRff/1VM2fOvKbNhQsX1L9/f/vnvn37uqs8AAAAAEA+IaAbaNiwYapUqZIkqVu3burXr5+WL1+uLVu2aMqUKbr77ru1fft2SdILL7yg+vXre7BaAAAAAIArMLqYgUqXLq2ff/5Z7du31/79+/Xpp5/q008/vabds88+q08++cQDFQIAAAAAXI0z6IaqVauWtm/frg8++ED33HOPwsLCFBAQoIoVK+qJJ57QsmXLNGnSJPv76gAAAAAA78YZdIMVLVpUAwYM0IABAzxdCgAAAAAgn3EGHQAAAAAAAxDQAQAAAAAwAAEdAAAAAAADENABAAAAADAAAR0AAAAAAAMQ0AEAAAAAMAABHQAAAAAAAxDQAQAAAAAwAAEdAAAAAAADENABAAAAADAAAR0AAAAAAAMQ0AEAAAAAMAABHQAAAAAAAxDQAQAAAAAwAAEdAAAAAAADENABAAAAADAAAR0AAAAAAAMQ0AEAAAAAMAABHQAAAAAAAxDQAQAAAAAwAAEdAAAAAAADENABAAAAADAAAR0AAAAAAAP4eboAAEAhMrm1lJrk6SquSJRU9Krn5r8qBeRiXT7+0rOLXFAUAAAozAjoAAD3SU2SUgwJ6FYmF5FZKVJKqvtrAQAAEJe4AwAAAABgBAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAZgkDgAgBl8/d27vZRMnnP4Sr6+WSxjyAB3AACgQCKgAwA8z9dfem6Je7cZ+ae0rEvG59p9IkXUdr7MxBaEdAAAkG+4xB0AAAAAAAMQ0AEAAAAAMAABHQAAAAAAAxDQAQAAAAAwAAEdAAAAAAADENABAAAAADAAAR0AAAAAAAMQ0AEAAAAAMAABHQAAAAAAAxDQAQAAAAAwAAEdAAAAAAADENABAAAAADAAAR0AAAAAAAMQ0AEAAAAAMAABHQAAAAAAAxDQAQAAAAAwAAEdAAAAAAADENABAAAAADAAAR0AAAAAAAMQ0AEAAAAAMAABHQAAAAAAAxDQAQAAAAAwAAEdAAAAAAADENABAAAAADAAAd2LvPnmm3I4HPZjxYoVni4JAAAAAOAiBHQv8fvvv2vs2LGeLgMAAAAAkE8I6F4gNTVVvXv3VnJyssqUKePpcgAAAAAA+YCA7gX+85//aNOmTapZs6Z69erl6XIAAAAAAPmAgG64yMhIvfPOO5Kk8ePHKyAgwMMVAQAAAADyAwHdcC+++KIuXryoHj16qGnTpp4uBwAAAACQTwjoBps1a5YWLFigsLAwffDBB54uBwAAAACQj/w8XQAyd/78eb366quSpNGjR6t06dIergiFXecJ65WUmurpMvIkOcXydAkAAACAUwR0Q7355ps6efKk7rvvPgaGgxGSUlMJuAAAAEA+IqAbaM2aNZo4caL8/Pw0YcIEORyOXK8rISFBCQkJ9s+xsbGuKBEAAAAA4GJ8B90wiYmJ6tOnjyzL0muvvabbbrstT+sbOXKkQkND7UdERISLKgUAAAAAuBIB3TAjRozQ7t27ValSJQ0ZMiTP6xs4cKBiYmLsR2RkpAuqBAAAAAC4Gpe4G2TPnj0aOXKkJGncuHEqWrRontcZGBiowMDAPK8HAAAAAJC/COgGGTt2rBITE1WtWjXFxcVp5syZ17TZuXOnPb1s2TKdPHlSktSuXTuXBHogN/x8cz9Oggn8fbiYCAAAAJ5HQDdI2mBuBw8eVNeuXa/b/t1337WnDx06RECHR/j5OvTDiw09XQYAAADg9ThtBAAAAACAAQjoBpkyZYosy8rykX7guOXLl9vPV6lSxXOFAwAAAADyjIAOAAAAAIABCOgAAAAAABiAgA4AAAAAgAEI6AAAAAAAGICA7mWGDh1qDwzXtGlTT5cDAAAAAHARAjoAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAGIKADAAAAAGAAAjoAAAAAAAYgoAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAGIKADAAAAAGAAP08XAAAAkF3vRb8hXysl03l733NzMS6U7PDVv0p+4Oky8sTfx0eznm/g6TIAwKsR0AEAgNfws1LkYyV7ugyX85WUnGJ5uow8SvV0AQDg9bjEHQAAAAAAAxDQAQAAAAAwAAEdAAAAAAADENABAAAAADAAg8QBAACv4XBIDifzUrzgbY2vMh/gziHJz9fZnpnF+wezAwBzmf+fDAAA4P/UKFtMSkm6doavv/TcEvcXlFMTWzit/4fnGrq/nlzo8PlaQjoA5BMucQcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQDfQ1q1bNWLECLVu3VoREREKDAxUSEiIatSooZ49e2r16tWeLhEAAAAA4GJ+ni4AGTVp0kSrVq265vnExETt27dP+/bt09SpU9WtWzdNnDhRAQEBHqgSAAAAAOBqBHTDHDt2TJJUvnx5derUSffff78qVaqklJQUrV+/Xh9++KGOHTumadOmKTk5Wd98842HKwYAAAAAuAIB3TA1a9bUiBEj9Nhjj8nX1zfDvHvvvVfdunVTw4YN9ddff2nGjBl64YUXdP/993uoWgAAAACAq/AddMMsWLBAnTt3viacpwkPD9eHH35o/zx79mx3lQYAAAAAyEcEdC/UtGlTe/rAgQOeKwQAAAAA4DIEdC+UmJhoT/v40IUAAAAAUBDwHXQvtHLlSnu6Zs2aHqwE8DKTW0upSZ6uwvV8/KVnF3m6isItJUma2MLTVRQOKQXwdxgAgP9DQPcyqampGjVqlP1z586dPVgN4GVSk3hzj/zDsQUAAPKIgO5lxo4dq40bN0qSOnTooHr16mXZPiEhQQkJCfbPsbGx+VofAAAAACB3+AKzF1m5cqXeeustSVKZMmU0fvz46y4zcuRIhYaG2o+IiIj8LhMAAAAAkAsEdC/x559/qkOHDkpOTlZgYKBmzZqlsmXLXne5gQMHKiYmxn5ERka6oVoAAAAAQE5xibsXOHTokFq1aqXo6Gj5+vpqxowZatKkSbaWDQwMVGBgYD5XCAAAAADIKwK64Y4fP64WLVro+PHjcjgcmjx5sjp06ODpsoCCx9ff0xVcH4OQeZ6PFxwnhRV9AwAoAAjoBouKilLLli118OBBSdK4cePUvXt3D1cFFEC+/tJzSzxdxfVNbEFI9zRuZwcAAPIR30E3VExMjB588EHt2rVLkjRq1Ci99NJLHq4KAAAAAJBfCOgGiouLU5s2bbR161ZJ0qBBg/TPf/7Tw1UBAAAAAPITAd0wiYmJ6tChg9auXStJevXVV/Xee+95uCoAAAAAQH7jO+iG6dq1qxYvXixJeuCBB9SrVy/t3LnTafuAgADVqFHDXeUBAAAAAPIJAd0wc+bMsaeXLVum22+/Pcv2lStX1uHDh/O5KgAAAABAfuMSdwAAAAAADMAZdMNYluXpEgAAAAAAHsAZdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAzg5+kCgOzoPGG9klJTPV1GvvD38dGs5xt4uozrei/6DflaKdc875CkicXcXk+upCR5uoL8kZIkTWzh6Sqyp6D2AQAg23hfBzhHQIdXSEpNVXKK5eky8ol3/IPys1LkYyVf87zDIUKXCegDAICX4H0d4ByXuAMAAAAAYAACOgAAAAAABiCgAwAAAABgAAI6AAAAAAAGYJA4eD0/X4enS8iWgjsYiiRff09XkDc+XlK/t9SZGwV53wAA2cb7OhR2BHR4NT9fh354saGny8iWDp+vLZB/zFPkJz23xNNlFA7PLvJ0BQAA5Bve1wFc4g4AAAAAgBEI6AAAAAAAGICADgAAAACAAQjoAAAAAAAYgIAOAAAAAIABCOgAAAAAABiAgA4AAAAAgAEI6AAAAAAAGICADgAAAACAAQjoAAAAAAAYgIAOAAAAAIABCOgAAAAAABiAgA4AAAAAgAEI6AAAAAAAGICADgAAAACAAQjoAAAAAAAYgIAOAAAAAIABCOgAAAAAABiAgA4AAAAAgAEI6AAAAAAAGICADgAAAACAAQjoAAAAAAAYgIAOAAAAAIABCOgAAAAAABiAgG64I0eOaMCAAapVq5aKFi2qsLAw3X333RozZozi4uI8XR4AAAAAwEX8PF0AnFu4cKGeeuopxcTE2M/FxcVp06ZN2rRpkyZOnKiffvpJ1apV82CVAAAAAABX4Ay6oX7//Xd17txZMTExCgkJ0fDhw7Vu3TotXbpUvXv3liTt3btXbdq00cWLFz1cLQAAAAAgrziDbqj+/fsrLi5Ofn5+Wrx4sRo0aGDPe+CBB3TTTTfpzTff1J49e/TRRx9p8ODBHqwWAAAAAJBXnEE30KZNm7RixQpJUq9evTKE8zT/+Mc/VKtWLUnSxx9/rKSkJHeWCAAAAABwMQK6gX788Ud7+plnnsm0jY+Pj7p37y5Jio6OtgM9AAAAAMA7EdANtHr1aklS0aJFVbduXaftmjRpYk+vWbMm3+sCAAAAAOQfvoNuoN27d0uSqlevLj8/511Us2bNa5bJrn3vP6CQIN/cFegBI50875CkicXcWEnujTp3QZaTeXvfc2spueJjJXu6BAAouFKSpIktPF1Ftnj7/zN4Hu/rzHExPsXTJeAqBHTDxMfHKyoqSpJUsWLFLNuWLFlSRYsW1aVLlxQZGZmj7fhYyfKxnP1Z8R4Oh668qfECvkpWAXjJAQD5hf9nKOR4X+d+PhYB3TQEdMNcuHDBng4JCblu+7SA7uxWawkJCUpISLB/Trun+sWEAvLL6JBiL3vHmd0L8Sly+lGrF0t1OBQbG+vpMoAcu3DholIup1zzHMcz8tXlZCnFO/5vOVNQ/5/BALyvc7u0TGAVhE8bCggCumHi4+Pt6YCAgOu2DwwMlCRdvnw50/kjR47UsGHDrnm+8Yc7c1khkInhoZ6uAHCJO3Wvp0sAAMDtzp49q9BQ3s+ZgIBumKCgIHs6MTHxuu3Tzo4XKVIk0/kDBw7U66+/bv98/vx5Va5cWUeOHOGX0ENiY2MVERGhyMhIFS9e3NPlFEr0gefRB55HH3gWr7/n0QeeRx94XkxMjCpVqqSwsDBPl4L/Q0A3TLFi/39gDGeXrad36dIlSc4vhw8MDLTPsqcXGhrKH0IPK168OH3gYfSB59EHnkcfeBavv+fRB55HH3iejw839zIFPWGYoKAghYeHS5KOHj2aZdvo6Gg7oEdEROR7bQAAAACA/ENAN1CtWrUkSfv371dysvOBMvbs2XPNMgAAAAAA70RAN1CjRo0kXbl8fcuWLU7brVy50p5u2LBhttYdGBioIUOGZHrZO9yDPvA8+sDz6APPow88i9ff8+gDz6MPPI8+MI/DYkx942zcuFH33HOPJKlv376aMGHCNW1SU1N16623avfu3SpRooROnz4tf39/d5cKAAAAAHARzqAb6O6779b9998vSZo0aZLWr19/TZsPP/xQu3fvliS9+uqrhHMAAAAA8HKcQTfUtm3b1LBhQ12+fFkhISF6++231axZM12+fFkzZ87Uf//7X0lSjRo1tHnz5gyjvwMAAAAAvA8B3WDz58/X008/rdjY2Ezn16hRQwsXLlT16tXdXBkAAAAAwNUI6Ib7+++/9cknn2jhwoU6evSoAgICVL16dXXq1Ekvv/yygoODPV0iAAAAAMAF+A664SpXrqyPPvpIe/fu1aVLlxQdHa1NmzbpzTffvG44j4uL0wcffKC7775bYWFhCgkJUa1atTRgwAAdOXLE5bXu3r1bb7zxhm6//XaVLFlSRYoUUZUqVdSiRQuNGDFChw8fdvk2TefuPkiTmpqqBg0ayOFw2I/CKr/7IDk5Wb/++qveeOMN3X///SpdurT8/f1VokQJ3XXXXRowYIAOHDjggj0xy5EjRzRgwADVqlVLRYsWVVhYmO6++26NGTNGcXFxLtvOzJkz9eCDD6pcuXIKCgpSlSpV1K1bN23YsMFl2/BW+dkHsbGxmjlzpnr37q277rpLJUqUUEBAgEqXLq2mTZtqzJgxOn/+vGt2xIu56/cgvRMnTqhEiRL23/amTZvmy3a8hTv7YMmSJerZs6eqV6+uokWLKjQ0VDVq1NDjjz+u8ePH6+LFiy7dnrdwRx/s2rVL/fr102233abixYvbf4+aNWumsWPH6sKFCy7Zjjc5ffq0FixYoMGDB6t169YKDw+3/y707NkzX7bJ/2Q3sVAg7d+/37r55pstSZk+QkNDrYULF7pkW6mpqdagQYMsPz8/p9uTZI0dO9Yl2/MW7uyDq40bN+6a7RVG+d0Hp0+ftkqVKpXlcS/JCggIsD7++GMX7plnLViwwAoNDXW6vzfffLN14MCBPG3j8uXLVtu2bZ1uw8fHx/r3v//toj3yPvnZBz/99JMVGBh43eO6bNmy1rJly1y8Z97DHb8HmXnssccybKdJkyYu34a3cFcfnDt3znrkkUeu+zuxbdu2vO+Ul3FHH4wZM+a67zErV65s/f777y7aK++Q1evRo0cPl26L/8nuVTjftRdwFy5csGrWrGn/0vTu3dtaunSptW7dOmv48OFWSEiIJckKDg52yR+z5557zt7WHXfcYf3nP/+xVq5caW3cuNH6/vvvrXfffde64447ClRAuR5390F6R48etYoXL245HA4rPDy80AZ0d/RBZGSkvf4777zTGjJkiPXTTz9ZW7ZssZYtW2a98cYbVlBQkN3miy++cPFeut/27dut4OBgS5IVEhJiDR8+3Fq3bp21dOlSq3fv3va+1qxZ07pw4UKut/Pkk0/a62rWrJn1448/Whs3brQmTZpk3Xjjjfa8L7/80oV75x3yuw+mTZtmv+F68MEHrbFjx1rLli2ztm7das2bN8964okn7G0EBwcXylDirt+Dq82bN8+SZJUpU6bQB3R39cH58+etunXr2utr06aNNW3aNGv9+vXWmjVrrOnTp1v9+/e3KlasWOh+F9zRB99++22GD7tfe+01a+HChdZvv/1mffPNN1ajRo3s+eXKlbPOnz/v4r00V/qAHBERYbVq1SrfAjr/k92r8L1rLwSGDBli/6K8//7718xft26d/Ulks2bN8rStSZMm2dvq37+/lZKS4rRtQkJCnrblTdzZB1d79NFHLUnWs88+azVp0qTQBnR39MHRo0etli1bWuvXr3faZsOGDVaRIkUs6coZ+9jY2FxtyxRNmza1JFl+fn7WunXrrpn//vvv26/7sGHDcrWNFStW2Oto166dlZycnGH+mTNnrEqVKlmSrJIlS1rR0dG52o63yu8+mDlzptW3b1/r77//dtrmP//5j72NBx54IMfb8Hbu+D242oULF6yIiAhLkvX1118X+oDurj7o1q2bvZ2ZM2c6bZeammolJSXlejveyB19cOutt9rrWLBgQaZtOnbsaLf58MMPc7UdbzR48GBr/vz51smTJy3LsqxDhw7lS0Dnf7L7Fb537QVcYmKiVaJECUuSVatWLaeBuW/fvvYv2+bNm3O1rdjYWKtkyZKWJKtp06Z5KbtAcWcfXO3777+3JFnh4eFWVFRUoQ3onuyDzPzjH/+wtzNnzpx8205+27hxo70fffv2zbRNSkqKVatWLfsfdWJiYo638/DDD1uSLF9fXysyMjLTNjNmzLBrGTNmTI634a3c1QfZUa9ePftMe1RUVL5sw0Se6oN+/fpl+ECxMAd0d/XB6tWr7e0MHTo0r2UXKO7og5iYGHsbd911l9N2v//+u93usccey9E2CpL8Cuj8T3Y/BokrYFasWGEP3NOjRw/5+GTexekHj5gzZ06utjV9+nRFR0dLkoYOHZqrdRRE7uyD9GJjY/XKK69Ikj744AOVKlUqz+v0Vp7qA2eaNWtmT3vzgHE//vijPf3MM89k2sbHx0fdu3eXJEVHR2vFihU52sbFixe1dOlSSVLLli1VsWLFTNt17NhRxYsXl5S/fWcad/RBdqUNTpaamqpDhw7lyzZM5Ik+2Lhxoz777DMFBARo/PjxeVpXQeCuPvj0008lSSEhIfrHP/6R4+ULMnf0QWJioj1drVo1p+1uvPFGezohISFH20DW+J/sGQT0Amb16tX2dJMmTZy2q1evnooWLSpJWrNmTa629d1330mSypQpY2/LsiydPHlSBw4cKLSjmbqzD9J76623dOzYMTVu3DjfRu/0Fp7qA2fSv2Fw9mGBN0h7XYsWLaq6des6bZf+Nc/p67px40b79cqq7wICAnTvvffayyQlJeVoO97KHX2QXQXluM4pd/dBcnKy+vTpo9TUVP3zn//UzTffnOt1FRTu6IPExETNnTtXktS6dWuFhIRIutIff//9t44cOZIhQBY27uiD8PBwhYWFSZIOHjzotF36D75r1KiRo20ga/xP9ozC8x+1kNi9e7c9XbNmTaft/Pz87E8c0y+TXampqdq0aZMk6d5771ViYqKGDRumChUqqFy5cqpevbqKFy+uevXqadq0abIsK8fb8Fbu6oP01q9fry+++EL+/v6cXZFn+iArK1euzFY9pkt7japXry4/Pz+n7dLvY05f1+z2Xfr5ycnJ2rdvX462463c0QfZlXZc+/n5qXr16vmyDRO5uw/GjBmj33//XTfeeKPefvvtXK+nIHFHH/z++++Kj4+XJDVo0EAnT57UM888oxIlSqhKlSqqXLmyQkND9fDDD2vdunW52Avv5q7fgz59+kiStm7dqkWLFmXa5t1335Uk+fr66rnnnsvxNuAc/5M9g4BewERGRkq68olmiRIlsmwbEREhSTpz5kyOLwmKjIy07zlZpkwZNW7cWEOHDtWJEyfsNpZlacuWLerevbu6dOmi5OTkHG3DW7mrD9IkJSXZZ1cGDBigW265JVfrKUjc3QdZOXHihL766itJV84GpL/c3ZvEx8crKipKkpxe4pamZMmS9pUJaX2RXenbX287aX2Xm+14I3f1QXYsXLhQO3bskCQ9+OCD9qWNBZ27++DgwYP697//LUn6/PPPFRQUlKv1FCTu6oNdu3Zl2OZtt92mKVOm6NKlSxmeX7Roke6//359/PHHOVq/N3Pn78GgQYPUokULSVKHDh00YMAALVq0SJs2bdK3336rpk2bavbs2fL19dV//vMf1apVK8fbgHP8T/YMAnoBkxaa0y7FykraH0xJOb4c/dy5c/b0tGnT9Ntvv6lWrVpasGCBLly4oAsXLmj+/Pn2pXizZs3Sv/71rxxtw1u5qw/SjB49Wjt37lTVqlX1zjvv5GodBY27+8AZy7L0/PPP2/W88847KlKkiEu34S5p+yDl7HXN6Wuak+3kZ9+ZyF19cD3nzp3TSy+9JOnKGau0s1eFgbv7oG/fvrp8+bKeeOIJtWrVKlfrKGjc1Qfp3+cMGzZMUVFRatu2rTZv3qz4+HidOnVKn3/+uYoXL67U1FS9/vrrTs/wFjTu/D0ICQnRokWL9OWXX6pixYr68MMP9fDDD+vuu+9Wly5dtHLlSnXs2FFr167Viy++mOP1I2v8T/YMAnoBk3Y5VkBAwHXbBgYG2tOXL1/O0XbSf4KckJCgiIgIrVmzRm3atFFISIhCQkLUtm1brVmzRuXLl5ckjR07VseOHcvRdryRu/pAkvbt26fhw4dLujKYjbeGP1dzZx9kZcSIEZo3b56kKwPFvfzyyy5dvzulvaZSzl7XnL6mOdlOfvadidzVB1lJSUnRU089pb///luS9K9//Ut16tRx2fpN584++Prrr7VkyRIVL15cY8eOzfHyBZW7+uDq9znt2rXT3LlzVbduXQUGBqpMmTJ64YUXtHDhQvn4+MiyLL355puF4it97v5btHnzZs2YMcPp99CXLFmiqVOnKjY2Nlfrh3P8T/YMArqHJCcny+Fw5PkxZcqUDOtNu/wtOwOXpL+cN6fB7urL7AYNGmQP5JFeeHi4/Z25xMREo0Z29PY+kK6cXYmPj9djjz2mhx9+OMfLe1pB6ANnpk+fbl/RUKVKFX3zzTdePZBW+t/5nLyuefnbcr3t5FffmcpdfZCVF198UT///LMkqU2bNoXuqh139UFUVJQ9avjw4cNVrly5HC1fkHnib5F05e4omf0Nb9SokTp27ChJ2rlzp3bu3Jmj7Xgjd/4tmj17tpo2baply5bptttu0w8//KCzZ88qMTFRBw4c0IgRI5SUlKTx48frvvvu08mTJ3O8DTjH/2TP8N53i8hUsWLFJGXv0pL0nw5n5xKlzLaTpnXr1k7bPvjgg/Z02sByBZm7+mDy5Mlavny5ihUrpk8++SRnRRZw7uoDZxYuXKhnnnlGlmWpbNmy+vXXX3XDDTe4ZN2ekv53Pieva17+tlxvO/nRdyZzVx84M3DgQP33v/+VdCWUfPfdd/L19XXJur2Fu/rg9ddfV1RUlOrVq8dlu1fxxN+iqlWrZjl6fmF9nyPlbx+cOnVKPXv2VEJCgmrXrq1169bp0UcfVVhYmPz9/VWtWjUNHDhQ8+fPl8Ph0J9//ql+/frlbGeQJf4ne4bzYReRr/z8/Fwysu7Vn6pXrFhRv/32my5duqTz589nOUBW2gAOpUuXznBZSnZUrFhRDofDvpSrQoUKTtumHzTi9OnTOdpOfvL2Phg9erSkK7e9SH9bsfTSv94zZ86UdOU7Qu3atcvRtvKLt/dBZlasWKHHH39cSUlJKlmypBYvXlwgRrgOCgpSeHi4oqKidPTo0SzbRkdH2/+o0//+Z0f6QWiOHj2qevXqOW2bfhCanG7HG7mrDzIzevRojRo1SpJ01113acGCBYXyDIk7+uD48eOaNm2aJOmBBx7QrFmzsmx/+vRp++971apVdc8992R7W97IXb8H6dvnZHAsk97n5Bd39cHMmTPtZd9+++0M33FOr3nz5mrevLmWLFmiOXPmKDo6WiVLlszRtpA5/id7BgHdg/Ljdku33HKLvv/+e0nSnj177HsSXi05Odm+b2RuRrwsWrSoKleurMOHD0u6cts1Z2dSUlJS7OmsbsXhCd7cB2mXEi1YsEALFiy4bvuuXbtKkipXrmxMQJe8uw+utnHjRrVr107x8fH2wDa33357ntdrilq1amn16tXav3+/kpOTnf4+79mzJ8MyOZH+LgTp15PVdgrTbb7c0QdX+/zzz/XWW2/Z6/rll18UGhqap3V6s/zug/SXkb7//vvXbb97927773uPHj0KfECX3PN7ULt2bXs6/fuYzJj8Pie/uKMP0n+Af9ddd2XZtm7dulqyZIlSU1P1119/FYrfA3fgf7JncIl7AdOoUSN7Ov29l6+2efNm+1PJhg0b5mpbjRs3tqfTQk5m0s/L6kx7QeHOPkDmPNEHO3bs0EMPPaSLFy8qKChI8+fPL3BvENJe10uXLmnLli1O26V/zXP6utavX98eiCarvktMTNSGDRuuWaagc0cfpDdt2jR7cMNq1appyZIlCg8Pz/X6CgJ39wGu5Y4+qFy5sipVqiQp6/c4V88vDO9zJPf0QfrQf71b9SYlJWW6HPKG/8keYqFASUhIsEJDQy1JVq1atazU1NRM2/Xt29eSZEmyNm7cmKttzZ07117H8OHDnbYbOnSo3W7atGm52pY3cWcfXE+TJk3sbRQm7u6DvXv3WmXLlrUkWf7+/tbChQtzvS6T/fbbb/br1bdv30zbpKSkWLVq1bIkWSVKlLASExNzvJ3WrVtbkiw/Pz8rMjIy0zYzZsywa3n//fdzvA1v5a4+sCzL+v777y1fX19LklWxYkXr0KFDeai84HBnH2QlrYYmTZq4fN2mc1cfvPbaa/Z21q5d67Rd06ZN7XbO/mYVNO7ogzFjxtjb+Pzzz7NsW69ePUuS5XA4rKioqBxtp6A4dOiQ/Xr16NHDZevlf7L7Fa537YXEO++8k+Uvybp16yw/P78s/7Gn/yV31iYlJcW69dZbLUlW8eLFrT179lzTZteuXVZISIglySpdurR16dKlvOya13BXH1xPYQ3oluW+Pvj777+tiIgIS5Ll6+trfffddy7cC/Pcf//99j/qdevWXTP//ffft1+zIUOGXDP/q6++ynK+ZVnW0qVL7Tbt27e3kpOTM8w/c+aMValSJftN37lz51yxa17DHX3wyy+/WAEBAZYkq0yZMpn+fS/M3NEH11OYA7pluacP/v77bysoKMiSZNWtW9e6ePHiNW2mTZtmr6dNmzZ53S2vkt99sHv3bsvhcFiSrAoVKlhHjx7NtI4vvvjCXk+DBg3yulteKzcBnf/JZip879oLgdjYWKtGjRr2L1OfPn2sZcuWWevXr7dGjBhhB+YiRYpY27Zty3Qd2Q2Hq1evtt/EhYWFWaNHj7Y2bNhgrV+/3ho1apRVsmRJez0zZ87Mnx02kDv7ICuFOaC7ow+ioqKsm266yW7z5ptvWn/88UeWD2dvMLzF1q1brSJFiliSrJCQEGvEiBHW+vXrrWXLlll9+vSxX4saNWpYsbGx1yyf3WDSpUsXu12zZs2suXPnWps2bbImT55s3Xjjjfa8CRMm5OPemim/+2D9+vVWcHCwJV25ImT69OnXPa6jo6Pzf8cN4q7fg6wU9oDurj5IHzJvueUWa8qUKdbmzZutpUuXWi+99JJ9lUnx4sWtv/76Kx/32Dzu6INnn33WblO6dGlr+PDh1qpVq6xt27ZZ8+bNs5588kl7vq+vr7V8+fL83WmDrF692vrqq6/sxwcffGC/Fg0bNsww76uvvsp0HfxPNlPhe9deSOzbty9DcLj6Ubx4cWv+/PlOl89JOJw9e7ZVrFgxp9vy9/e3xo8f7+I9NJ87+8CZwhzQLSv/+2D58uVO1+3s4crLzjxl3rx5VvHixZ3uY40aNax9+/Zlumx23wzExcVZDz/8sNNt+Pj45DrYFAT52QdDhgzJ8XHt7M1fQeaO34OsFPaAblnu64O33nrLPpOb2aNMmTKZnkEuDPK7D+Lj460nnnjiun+DihYtak2fPj0f99Q8PXr0yNHf6czwP9lMDBJXQFWvXl3btm3T6NGjVa9ePZUoUULBwcG6+eab9dprr2nHjh1q27atS7b12GOPaefOnRowYIBq1aqlkJAQe1svvfSSdu3apeeff94l2/Im7uwDZI4+yB/t2rXTjh079Nprr6lGjRoKDg5WiRIlVK9ePY0ePVrbtm3L8wiuRYoU0cKFCzV9+nS1bNlSZcqUUUBAgCIiIvTkk09qzZo1Gjp0qGt2yAu5ow+QNfrA89zVByNHjtTatWvVrVs3ValSRYGBgQoNDVX9+vX17rvv6q+//lKDBg1csEfeJ7/7IDAwUDNnztSyZcvUvXt31ahRQ0WLFpWfn5/CwsLUoEEDvfPOO9qzZ4+efPJJF+4Z0uN/sns5LOv/bmQNAAAAAAA8hjPoAAAAAAAYgIAOAAAAAIABCOgAAAAAABiAgA4AAAAAgAEI6AAAAAAAGICADgAAAACAAQjoAAAAAAAYgIAOAAAAAIABCOgAAAAAABiAgA4AAAAAgAEI6AAAAAAAGICADgDIkRUrVsjhcNiPLl26XHeZnj172u0zs3XrVo0YMUKtW7dWRESEAgMDFRISoho1aqhnz55avXp1nmp+8803M9S8YsWKLNunb5vVo2nTppkuf/VrVKxYMcXFxV23zsuXLys0NDRHtZoqP44TyXXHyunTp7VgwQINHjxYrVu3Vnh4uL3tnj17Znc3FR8fr88//1zNmzdX6dKlFRAQoAoVKqhNmzb69ttvr7s8xwoAID0/TxcAAPBus2bN0qBBg3TbbbflavkmTZpo1apV1zyfmJioffv2ad++fZo6daq6deumiRMnKiAgIEfr//333zV27Nhc1eYqFy9e1I8//qgnn3wyy3Zz585VbGysm6pyr7weJ5Jrj5WyZcvmuo40e/fu1SOPPKK9e/dmeP748eM6fvy4fvrpJ02ZMkWzZ89W0aJFs7VOjhUAKNw4gw4AyBPLsjRkyJBcL3/s2DFJUvny5fXqq69q9uzZ2rhxo9avX6+PPvpIFSpUkCRNmzYtR2c2JSk1NVW9e/dWcnKyypQpk+PaXnjhBf3xxx9OH1999dV11xEUFGTXfz1pbdKWKUjyepxI+XesREREqFWrVjmq5cyZM2rZsqUdzjt16qQFCxZo69atWrBggTp16iRJ+vnnn9W1a9dsrZNjBQAgCwCAHFi+fLklyZJkhYeH29NbtmxxukyPHj3sdldr06aN9e2331rJycmZLnvmzBmrRo0a9vKrVq3Kdq1jx461JFk1a9a0Bg4caK9j+fLlWS6X1m7IkCHZ3lZ66V+jzp07W5IsX19f68SJE06XOXXqlOXn52dJsp544ols12oqVx8nluXaY2Xw4MHW/PnzrZMnT1qWZVmHDh2yl+vRo8d19++ll1667nEyePBgu83333+faRuOFQBAepxBBwDk2quvvqrAwEBJyvXZ0QULFqhz587y9fXNdH54eLg+/PBD++fZs2dna72RkZF65513JEnjx4/P8aXxrtKqVSvdcMMNSklJ0YwZM5y2mzFjhpKTk1W2bFm1bNnSjRXmP1ccJ5Jrj5Vhw4apbdu2ubrUPSUlRdOnT5ckVa5c2T7OrjZ48GBVqlRJkjRy5MjrrpdjBQBAQAcA5FrFihXVp08fSVfC02+//ZYv20k/GNuBAweytcyLL76oixcvqkePHk4Hc3MHX19f+xLnrC5d/vrrryVJTz75pNMA6q3cdZxIuTtWcmrfvn06f/68JKlly5ZO+8vX19cO0Js3b9bhw4ezXC/HCgCAgA4AyJOBAweqSJEikq6cMcwPiYmJ9rSPz/X/dc2aNUsLFixQWFiYPvjgg3ypKSe6desmSdq2bZv+/PPPa+bv2rVLW7duzdC2oHHHcSLl/FjJjXPnztnT1zsDn35+ZgPcXY1jBQAKNwI6ACBPypUrpxdeeEGStHjxYq1Zs8bl21i5cqU9XbNmzSzbnj9/Xq+++qokafTo0SpdunSut/vdd9/p5ptvVpEiRVSsWDHddNNN6tGjh5YvX56j9dSpU0e33nqrpMzPjKY9V7t2bdWpUyfX9ZrMHceJlLNjJbfSj8geExOTZdv083ft2nXddXOsAEDhRkAHAOTZW2+9ZYcWV58dTU1N1ahRo+yfO3funGX7N998UydPntR9992nXr165Wnbu3bt0l9//aX4+HhdvHhR+/fv19dff60HHnhAHTp0uG44Sy/tbOf06dOVmppqP29Zlv195oJ+RjQ/jxMp58dKblWvXl3+/v6Srn9WPP38I0eOZGv9HCsAUHgR0AEAeVa6dGm9/PLLkqTly5fn+AxzVsaOHauNGzdKkjp06KB69eo5bbtmzRpNnDhRfn5+mjBhghwOR662GRwcrC5duujLL7/U6tWrtW3bNi1evFiDBg1SqVKlJEk//vijHnnkESUlJWVrnU899ZR8fHx09OjRDGd5V6xYocjISPn4+Oipp57KVb3eIj+PEylnx0peFC1aVM2bN5ck7dixw+mAbjNmzNAff/xh/3zhwoVsrZ9jBQAKLwI6AMAl3njjDRUrVkySnI5qnVMrV67UW2+9JUkqU6aMxo8f77RtYmKi+vTpI8uy9Nprr+m2227L9XaPHTumGTNm6LnnnlOjRo105513qmXLlnrvvff0559/2pcWr1y5Msua0qtQoYKaNWsmKeOly2nTTZs2VcWKFXNds7fIj+NEytmx4grDhg2Tn5+fJKlHjx567733dOTIESUlJenIkSN677331KNHjwx3D7h8+XK21s2xAgCFFwEdAOASpUqVUv/+/SVJa9eu1S+//JKn9f3555/q0KGDkpOTFRgYqFmzZmU5INeIESO0e/duVapUKU+38pKkEiVKOJ1XtmxZzZ492w5e48aNy/Z6u3fvLunK7b8uX76sy5cv6/vvv5fk+kuWk5OT5XA48vyYMmWKS+ty9XEi5fxYcYW7775bkyZNUkBAgJKSkvTOO++ocuXKCggIsG+9lpqamuG2b2kfTGSHO48VAIA5COgAAJd5/fXX7XCbl+8YHzp0SK1atVJ0dLR8fX01Y8YMNWnSxGn7PXv22PeZHjduXIZBvPJDtWrV7Ntn7d+/X8ePH8/Wch07dlRwcLAuXLiguXPn6scff1RsbKyKFCmixx57LD9LNoqrjhMp58eKK3Xv3l0bN25Up06dMoRvHx8fNW/eXGvXrs1w27eSJUtme90cKwBQOPl5ugAAQMFRokQJvf766xo8eLA2btyoBQsWqG3btjlax/Hjx9WiRQsdP35cDodDkydPVocOHbJcZuzYsUpMTFS1atUUFxenmTNnXtNm586d9vSyZct08uRJSVK7du1yFehvueUWLVy4UNKVS+LLly9/3WVCQkLUoUMHTZ8+XdOmTZNlWZKkRx99NEdnV7PDz89Pu3fvzvN6ypUr54JqMnLFcSLl7lhxtTvuuEOzZs1SSkqKTpw4ofj4eJUvX17BwcGSpG+++cZue8stt2R7ve48VgAA5iCgAwBcqn///vrkk0909uxZDR48WG3atMn2slFRUWrZsqUOHjwo6crZ8LRLfbOSkJAgSTp48KC6du163fbvvvuuPX3o0KFcBfS0wJRT3bt31/Tp07V48WL7ufy6ZDm/bjPmCnk5TqTcHyv5xdfXN9Pvhae/ndw999yTo3W681gBAJiBS9wBAC5VrFgxvfHGG5Kkbdu26ccff8zWcjExMXrwwQfte0WPGjVKL730Un6VmWfp72mdnbPnaZo3b65y5copOTlZycnJKlu2rFq1apUfJRott8eJ5D3HSmJiombPni3pysBv9913X46W51gBgMKHgA4AcLmXX35ZZcqUkSQNGTLkumeb4+Li1KZNG23dulWSNGjQIP3zn//M9vamTJkiy7KyfKQfOG758uX281WqVMnx/h08eFC//vqrpCvfR69QoUK2l/X19VW3bt0UGBiowMBAPf300/L19c1xDQVBTo8TKe/Hijt98sknOnPmjCTp+eefz3E/c6wAQOFDQAcAuFzRokXt0PTHH3/op59+cto2MTFRHTp00Nq1ayVJr776qt577z231JmZ+fPnKzk52en8U6dO6fHHH7fvf56bM7ejR49WfHy84uPjNWbMmFzX6u1ycpxI5h0rR44ccTpv/vz5GjRokCTppptu0oABA3K1DY4VAChc+A46ACBfvPDCCxozZoxOnDihqKgop+26du1qf8f2gQceUK9evTIM6Ha1gIAA1ahRw+X1punXr5+SkpL02GOPqUGDBqpSpYqKFCmiqKgorVixQhMmTNDZs2clSY0aNTLy0mpvkt3jRHLtsbJmzRrt37/f/jn9tvfv33/N7eV69ux5zTpuvfVWNWjQQJ06dVLt2rUVEBCgw4cP67vvvtO3334r6crI7d9++62CgoKy3DcAACQCOgAgnxQpUkRvv/22+vXrl2W7OXPm2NPLli3T7bffnmX7ypUr6/Dhw64o0anjx49r3LhxWd7j/LHHHtPEiRMVGBiYr7UUdNk9TiTXHisTJ07U1KlTM523du1a+yx9mswCempqqhYvXpxhELf0brnlFv3vf/9TnTp1sqwTAIA0XOIOAMg3vXv3VkREhKfLyJGpU6dq2LBheuihh1SjRg2FhYXJz89PJUqU0G233aa+fftq3bp1mj17tn0vb+SNNx4n0pWQ/8wzz6h27doKCwtTQECAKlSooNatW2vSpEnavn074RwAkCMOK7f3iQEAAAAAAC7DGXQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAAR0AAAAAAAMQEAHAAAAAMAABHQAAAAAAAxAQAcAAAAAwAAEdAAAAAAADEBABwAAAADAAP8P9oOseULzNiwAAAAASUVORK5CYII=",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams.update({'font.size': 20})\n",
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "\n",
    "alpha = 0.5\n",
    "bins = np.arange(-2, 2, 0.1)\n",
    "ax.hist(outer_N245M_N219M_observed_color, bins= bins, alpha = 0.8, label = 'Outer region', histtype = 'step', linewidth=5)\n",
    "ax.hist(inner_N245M_N219M_observed_color, bins= bins, alpha = 0.8, label = 'inner region', histtype = 'step', linewidth=5)\n",
    "\n",
    "linewidth = 3\n",
    "ax.axvline(x = np.median(outer_N245M_N219M_observed_color), color = 'tab:blue', linewidth = linewidth)\n",
    "ax.axvline(x = np.median(inner_N245M_N219M_observed_color), color = 'tab:orange', linewidth = linewidth)\n",
    "ax.axvline(x = median_N245M_N219M_simulated_color, color = 'tab:green', linewidth = linewidth)\n",
    "ax.set_xlabel('N245M $-$ N219M')\n",
    "\n",
    "ax.set_ylim(0, 15.9)\n",
    "ax.set_xlim(-0.6, 1)\n",
    "\n",
    "ax.legend()\n",
    "\n",
    "fig.savefig('with_attenuation_correction.png', dpi = 150, bbox_inches = 'tight')\n",
    "\n",
    "# uncomment the `colour_excess = 0` line to create plots without attenuation correction.  \n",
    "# fig.savefig('without_attenuation_correction.png', dpi = 150, bbox_inches = 'tight') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ada9cee42595439c88b96580d64fc708",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=900.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams.update({'font.size': 20})\n",
    "fig, ax = plt.subplots(figsize=(9, 10))\n",
    "\n",
    "ra_nsr = np.concatenate([sorted_outer_tbl['RA_J2000'], sorted_inner_tbl['RA_J2000']])\n",
    "dec_nsr = np.concatenate([sorted_outer_tbl['DEC_J2000'], sorted_inner_tbl['DEC_J2000']])\n",
    "age_nsr = np.concatenate([sorted_outer_tbl['Age_Myr'], sorted_inner_tbl['Age_Myr']])\n",
    "size_nsr = np.concatenate([sorted_outer_tbl['F148W_area_kpc_square'], sorted_inner_tbl['F148W_area_kpc_square']])\n",
    "size_nsr = (size_nsr * 30000) \n",
    "\n",
    "vmin = 27\n",
    "vmax = 105\n",
    "im = ax.scatter(ra_nsr, dec_nsr, c = age_nsr, vmin = vmin, vmax = vmax, alpha = 0.8, s= size_nsr, cmap='seismic')\n",
    "\n",
    "ax.invert_xaxis()\n",
    "cbar = fig.colorbar(im)\n",
    "\n",
    "cbar.ax.set_ylabel('Age (Myr)')\n",
    "\n",
    "custom_ticks = np.linspace(201.65, 201.45, 3)\n",
    "ax.set_xticks(custom_ticks)\n",
    "ax.set_xticklabels(custom_ticks)\n",
    "\n",
    "ax.set_xlabel('RA (degrees)')\n",
    "ax.set_ylabel('DEC (degrees)')\n",
    "\n",
    "fig.savefig('age_map.png', dpi = 150, bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 25., 344.])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# To find the age spread in Outer region.\n",
    "np.round([np.nanmin(sorted_outer_tbl['Age_Myr']), np.nanmax(sorted_outer_tbl['Age_Myr'])])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  4., 277.])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# To find the age spread in Inner region.\n",
    "np.round([np.nanmin(sorted_inner_tbl['Age_Myr']), np.nanmax(sorted_inner_tbl['Age_Myr'])])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted_outer_tbl.remove_column('rotated_coo')\n",
    "sorted_outer_tbl.write('sorted_outer_tbl.fits', format = 'fits', overwrite = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted_inner_tbl.remove_column('rotated_coo')\n",
    "sorted_inner_tbl.write('sorted_inner_tbl.fits', format = 'fits', overwrite = True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}