{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# lens modellingh of SDSS1206+4332 with multiple options\n",
    "This notebooks takes the data and psf configurations of the pre-analysis and configures (and runs) the lens modelling and parameter inference.\n",
    "There are two modes:\n",
    "    - local execution of a single model: this is mostly to test a model and having an output in a finite time. Thius is the default setting of this notebook.\n",
    "    - cluster compute: it sends the configuration files to a cluster where the same models can be executed on multiple cores. This is the mode the results were produced.\n",
    "    \n",
    "In the second mode, the notebook initializes all the models that have been included in the analysis of Birrer et al. 2018.\n",
    "In the last blocks of the notebook, some quick model inspections are performed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/sibirrer/Science/Projects/LensModelling/SDSS1206/Public\n"
     ]
    }
   ],
   "source": [
    "# import libraries\n",
    "import numpy as np\n",
    "import os\n",
    "import pickle\n",
    "import copy\n",
    "import time\n",
    "\n",
    "import lenstronomy.Util.util as util\n",
    "from lenstronomy.Workflow.fitting_sequence import FittingSequence\n",
    "import lenstronomy.Plots.output_plots as out_plot\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from mpl_toolkits.axes_grid1 import AxesGrid, make_axes_locatable\n",
    "\n",
    "cwd = os.getcwd()\n",
    "base_path, _ = os.path.split(cwd)\n",
    "print(base_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set up the Data() and PSF() class of lenstronomy\n",
    "\n",
    "import h5py\n",
    "# import the data\n",
    "data_file = os.path.join(base_path, 'Data', 'HST', 'data.hdf5')\n",
    "f = h5py.File(data_file, 'r')\n",
    "data_reduced = f['image_data'][()]\n",
    "background_rms = f['background_rms'][()]\n",
    "exposure_map = f['exposure_map'][()]\n",
    "ra_at_xy_0 = f['ra_at_xy_0'][()]\n",
    "dec_at_xy_0 = f['dec_at_xy_0'][()]\n",
    "transform_pix2angle = f['transform_pix2angle'][()]\n",
    "f.close()\n",
    "\n",
    "kwargs_data = {'image_data': data_reduced, \n",
    "                    'background_rms': background_rms,\n",
    "                    'noise_map': None,\n",
    "                    'exposure_map': exposure_map,\n",
    "                    'ra_at_xy_0': ra_at_xy_0,\n",
    "                    'dec_at_xy_0': dec_at_xy_0, \n",
    "                    'transform_pix2angle': transform_pix2angle,\n",
    "                    }\n",
    "\n",
    "# get data and PSF estimate from file\n",
    "psf_file = os.path.join(base_path, 'Data', 'HST', 'psf.hdf5')\n",
    "f = h5py.File(psf_file, 'r')\n",
    "kernel_point_source = f['kernel_point_source'][()]\n",
    "psf_error_map = f['psf_error_map'][()]\n",
    "f.close()\n",
    "\n",
    "\n",
    "kwargs_psf = {'psf_type': \"PIXEL\", \n",
    "                   'kernel_point_source': kernel_point_source ,\n",
    "                   'kernel_point_source_init': kernel_point_source ,\n",
    "                   'psf_error_map': psf_error_map,\n",
    "                   'psf_error_map_init': psf_error_map\n",
    "                  }\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## show image and initial guesses of point source coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sibirrer/Library/Python/3.6/lib/python/site-packages/ipykernel_launcher.py:12: RuntimeWarning: invalid value encountered in log10\n",
      "  if sys.path[0] == '':\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.07998115006475026\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sibirrer/Library/Python/3.6/lib/python/site-packages/ipykernel_launcher.py:57: RuntimeWarning: invalid value encountered in log10\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# read-in the coordiante system of the exposure\n",
    "from lenstronomy.Data.coord_transforms import Coordinates\n",
    "ra_at_xy_0 = kwargs_data['ra_at_xy_0']\n",
    "dec_at_xy_0 = kwargs_data['dec_at_xy_0']\n",
    "transform_pix2angle = kwargs_data['transform_pix2angle']\n",
    "coords = Coordinates(transform_pix2angle, ra_at_xy_0, dec_at_xy_0)\n",
    "\n",
    "# read-in the reduced cutout image\n",
    "data_cutout = kwargs_data['image_data']\n",
    "numPix = len(data_cutout)\n",
    "\n",
    "plt.matshow(np.log10(data_cutout), origin='lower')\n",
    "plt.autoscale(False)\n",
    "\n",
    "# estimate point source positions in (ra/dec)\n",
    "im_pos_ra = np.array([ -0.55917549, -0.56050771])\n",
    "im_pos_dec = np.array([ 1.28024453, -1.75975331])\n",
    "lens_center_ra, lens_center_dec = 0., 0.\n",
    "\n",
    "# set the luminous satellite position\n",
    "ra_sat, dec_sat = -0.11536459274976199, 0.91898834920946271\n",
    "\n",
    "# set the perturber galaxy central positions\n",
    "ra_pert = [-2.32019894, -2.32019933, -1.68019931, 6.63612394, 6.07970227] \n",
    "dec_pert = [ 2.79985456,  3.83985426,  4.31985428, -2.08278664, 5.83744312]\n",
    "\n",
    "# flux values (arbitrary units) of the perturber galaxies (this has been estimated independently on the HST images)\n",
    "flux_pert = [145.19774956059135, 63.79016370630126, 320.18619968879653, 112.77441486726345, 80.21861599639342]\n",
    "\n",
    "x_pert, y_pert = coords.map_coord2pix(ra_pert, dec_pert)\n",
    "x_at_radec_0, y_at_radec_0 = coords.map_coord2pix(0, 0)\n",
    "plt.plot(x_pert, y_pert, 'ob')\n",
    "x_image, y_image = coords.map_coord2pix(im_pos_ra, im_pos_dec)\n",
    "plt.plot(x_image, y_image, 'or')\n",
    "for i in range(len(x_image)):\n",
    "    plt.text(x_image[i], y_image[i], i, fontsize=20)\n",
    "plt.plot(x_at_radec_0, y_at_radec_0, 'og')    \n",
    "plt.colorbar()\n",
    "plt.show()\n",
    "\n",
    "deltaPix = coords.pixel_size\n",
    "print(deltaPix)\n",
    "x_coords, y_coords = coords.coordinate_grid(numPix)\n",
    "wht_map = kwargs_data['exposure_map']\n",
    "\n",
    "plt.matshow(np.log10(wht_map), origin='lower')\n",
    "plt.autoscale(False)\n",
    "\n",
    "\n",
    "plt.plot(x_image,y_image,'or')\n",
    "for i in range(len(x_image)):\n",
    "    plt.text(x_image[i], y_image[i], i, fontsize=20)\n",
    "plt.colorbar()\n",
    "plt.show()\n",
    "\n",
    "psf_kernel = kwargs_psf['kernel_point_source']\n",
    "plt.matshow(np.log10(psf_kernel), vmin=-6)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sibirrer/Library/Python/3.6/lib/python/site-packages/ipykernel_launcher.py:23: RuntimeWarning: divide by zero encountered in log10\n",
      "/Users/sibirrer/Library/Python/3.6/lib/python/site-packages/ipykernel_launcher.py:31: RuntimeWarning: invalid value encountered in log10\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# set the two masking regions used in the analysis\n",
    "\n",
    "import lenstronomy.Util.mask as mask_util\n",
    "\n",
    "object_off_x, object_off_y = coords.map_pix2coord(90+10, 107+10)\n",
    "mask_off = 1 - mask_util.mask_center_2d(object_off_x, object_off_y, 2., util.image2array(x_coords), util.image2array(y_coords))\n",
    "\n",
    "r_mask_list = [3, 3.2]\n",
    "mask_list = []\n",
    "for r in r_mask_list:\n",
    "    mask_outer = mask_util.mask_center_2d(lens_center_ra, lens_center_dec, r, util.image2array(x_coords), util.image2array(y_coords))\n",
    "    idex_mask = 1 - mask_util.mask_center_2d(lens_center_ra, lens_center_dec, 3.5, util.image2array(x_coords), util.image2array(y_coords))\n",
    "    mask_i = (1 - mask_outer) - mask_off\n",
    "    mask_i[mask_i > 1] = 1\n",
    "    mask_i[mask_i < 0] = 0\n",
    "    mask_list.append(mask_i)\n",
    "\n",
    "    \n",
    "f, axes = plt.subplots(1, len(r_mask_list)+1, figsize=(8, 4), sharex=False, sharey=False)\n",
    "for i in range(len(r_mask_list)):\n",
    "    ax = axes[i]\n",
    "    mask_i = mask_list[i]\n",
    "    im = ax.matshow(np.log10(data_cutout*mask_i), origin='lower')\n",
    "    ax.text(1, 1, 'mask for chi^2 calculation')\n",
    "    ax.autoscale(False)\n",
    "    divider = make_axes_locatable(ax)\n",
    "    cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
    "    plt.colorbar(im, cax=cax)\n",
    "\n",
    "ax = axes[i+1]\n",
    "im = ax.matshow(np.log10(data_cutout), origin='lower')\n",
    "ax.text(1, 1, 'reduced data')\n",
    "ax.autoscale(False)\n",
    "divider = make_axes_locatable(ax)\n",
    "cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
    "plt.colorbar(im, cax=cax)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Options for lenstronomy\n",
    "- mask_list (larger, smaller): 2\n",
    "- perturber lens model (SIS, SIE, NFW): 3\n",
    "- source description (double Sersic, + n_max=2, +n_max=5, +n_max=8): 4\n",
    "- foreground shear (False, True): 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "ssh_command = 'sibirrer@hoffman2.idre.ucla.edu'\n",
    "dir_path = os.getcwd()\n",
    "dir_path_cluster = '/u/flashscratch/s/sibirrer/'\n",
    "\n",
    "shapelet_beta = 0.15  # initial guess of the shapelet scale (in arcsec)\n",
    "\n",
    "psf_iteration = True  # bool, we perform an iterative PSF reconstruction\n",
    "psf_iter_num = 200  # number of steps in the PSF reconstruction\n",
    "psf_iter_factor = 0.5  # factor of f* new + (1-f)* old PSF in each iterative step\n",
    "psf_symmetry = 4  # number of symmetry axis rotations\n",
    "\n",
    "shear = True  # adding of a external shear component in the model\n",
    "flexion = False  # addition of explicit flextion terms in the model\n",
    "with_satellite = True  # adding satellite galaxies in the model\n",
    "\n",
    "group_halo = False  # additon an additonal group halo in addition to the main deflector\n",
    "mass_scaling = True  # keep mass scaling fixed for external perturbers\n",
    "mass_light_scatter_dex = 0.1  # scatter in the M/L ratio of the external perturbers\n",
    "composite_type = 'DOUBLE_CHAMELEON'  # 'CHAMELEON', 'MGE', 'INTERPOL', 'DOUBLE_CHAMELEON'\n",
    "mass_light_joint = True  # joint mass and light parameters in the composite model option\n",
    "\n",
    "\n",
    "point_source_model_list = ['LENSED_POSITION']  # we model the point sources in the image plane\n",
    "\n",
    "n_p_short = 100  # number of particles in the PSO (for tests)\n",
    "n_i_short = 200  # number of iterations of the PSO (for tests)\n",
    "n_p_long = 200  # number of particles in the PSO \n",
    "n_i_long = 400  # number of iterations of the PSO \n",
    "\n",
    "\n",
    "def configure_model(job_name, lens_model, perturber_model, mask, n_max, foreground_shear, subgrid_res, num_perturber, group_halo=False, cluster_compute=True):\n",
    "    \"\"\"\n",
    "    this definitons takes as an input some specific options that are varried in the modelling and merges them\n",
    "    with the other choices made and runs the modeling and parameter inference\n",
    "    \n",
    "    job_name: string, the file with its specific configuration will be named that way\n",
    "    lens_model: string: 'composite', 'SPEMD' as options\n",
    "    perturber_model: string, type of model for the perturbers ('SIS', 'SIE', 'NFW', ...)\n",
    "    mask: 2d numpy array, masking region of fit\n",
    "    n_max: maximal polynomial order of shapelets in the source plane\n",
    "    foreground_shear: bool, if True, adds a foreground shear model\n",
    "    subgrid_res: subsampling of the surface brightness of pixels\n",
    "    num_perturber: integer, number of perturbers being modeled (in subsequent order of the defined list above)\n",
    "    group_halo: bool, additon an additonal group halo in addition to the main deflector\n",
    "    cluser_compute: bool, if True, instead of running the chain, saves and copies the configuration files to a cluster\n",
    "    \"\"\"\n",
    "    n_max_start = -1  # we start with a simple model (without shapelets) and then later no in the fit add complexity if required\n",
    "    with_shapelets = True\n",
    "    triple_type = perturber_model\n",
    "    deflector_model = lens_model  # 'composite', 'SPEMD'\n",
    "    #lens_model = 'SPEMD'  # 'NFW_SERSIC', 'NFW_PJAFFE', 'SPEMD', 'COMPOSITE', 'NFW_SERSIC_DOUBLE'\n",
    "\n",
    "    # here we though the dice in the M/L scatter relation and fix then the relative amplitude of the Einstein radii of the external perturbers\n",
    "    flux_pert_scatter = 10**(np.log10(flux_pert) + np.random.normal(loc=0, scale=mass_light_scatter_dex, size=len(flux_pert)))\n",
    "    # convert flux to Einstein radius (see paper)\n",
    "    theta_E_pert = np.sqrt(flux_pert_scatter)\n",
    "    # for convenience, we normalize the Einstein radii to set the maximal value to 0.2. In the fit, the overall amplitude is a free parameter.\n",
    "    theta_E_pert /= np.max(theta_E_pert)\n",
    "    theta_E_pert *= 0.2\n",
    "    theta_E_pert_list = theta_E_pert\n",
    "\n",
    "    lens_model_list = []\n",
    "    lens_model_deflector_bool = []\n",
    "\n",
    "    source_light_model_list = ['SERSIC_ELLIPSE', 'SERSIC_ELLIPSE']  # 'SHAPELETS', 'DOUBLE_SERSIC'\n",
    "    if with_shapelets:\n",
    "        source_light_model_list.append('SHAPELETS')\n",
    "    if deflector_model == 'composite':\n",
    "        lens_light_model_list = ['DOUBLE_CHAMELEON', 'UNIFORM']  # 'HERNQUIST_ELLIPSE', 'PJAFFE_ELLIPSE', 'DOUBLE_SERSIC', 'CHAMELEON', 'DOUBLE_CHAMELEON'\n",
    "    else:\n",
    "        lens_light_model_list = ['SERSIC_ELLIPSE', 'SERSIC_ELLIPSE', 'UNIFORM']\n",
    "    light_model_deflector_bool = [True] * len(lens_light_model_list)\n",
    "    light_model_deflector_bool[-1] = False\n",
    "\n",
    "\n",
    "    \n",
    "    #  ======================================================  #\n",
    "    #  SPECIFY PARAMETER CONSTRAINTS  #\n",
    "    #  ======================================================  #\n",
    "\n",
    "\n",
    "    # lens models\n",
    "    fixed_lens = []\n",
    "    kwargs_lens_init = []\n",
    "    kwargs_lens_sigma = []\n",
    "    kwargs_lower_lens = []\n",
    "    kwargs_upper_lens = []\n",
    "    mass_scaling_list = []\n",
    "    joint_with_light_list = []\n",
    "\n",
    "\n",
    "    if deflector_model == 'SPEMD':\n",
    "            mass_scaling_list.append(False)\n",
    "            lens_model_list.append('SPEMD')\n",
    "            lens_model_deflector_bool.append(True)\n",
    "            fixed_lens.append({})\n",
    "            kwargs_lens_init.append({'theta_E': 1.5, 'e1': 0, 'e2': 0, 'gamma': 2., \n",
    "                                 'center_x': lens_center_ra, 'center_y': lens_center_dec})\n",
    "            kwargs_lens_sigma.append({'theta_E': .2, 'e1':0.1, 'e2':0.1, 'gamma': 0.2\n",
    "                        , 'center_x': 0.1, 'center_y': 0.1})\n",
    "            kwargs_lower_lens.append({'theta_E': 0.01, 'e1': -0.5, 'e2': -0.5, 'gamma': 1.5, \n",
    "                                 'center_x': -10, 'center_y': -10})\n",
    "            kwargs_upper_lens.append({'theta_E': 10, 'e1': 0.5, 'e2': 0.5, 'gamma': 2.5, \n",
    "                                 'center_x': 10, 'center_y': 10})\n",
    "    elif deflector_model == 'composite':\n",
    "        # Sersic fit to the lens light profile\n",
    "        lens_model_list.append('NFW_ELLIPSE')\n",
    "        lens_model_deflector_bool.append(True)\n",
    "        mass_scaling_list.append(False)\n",
    "        sersic_lens = {'n_sersic': 5.3809697450303835, 'center_x': -0.0015653120745398427, 'center_y': 0.05678130863602721, 'r_eff': 0.41217361578131523}\n",
    "        fixed_lens.append({})\n",
    "        kwargs_lens_init.append({'theta_Rs': .8, 'Rs': 5., 'center_x': -0.0015653120745398427, 'center_y': 0.05678130863602721, 'e1': 0, 'e2': 0})\n",
    "        kwargs_lens_sigma.append({'theta_Rs': 0.5, 'Rs': 2., 'center_x': 0.1, 'center_y': 0.1, 'e1':0.2, 'e2':0.2})\n",
    "        kwargs_lower_lens.append({'theta_Rs': 0, 'Rs': 2., 'center_x': lens_center_ra-0.2, 'center_y': lens_center_dec-0.2, 'e1': -0.5, 'e2': -0.5})\n",
    "        kwargs_upper_lens.append({'theta_Rs': 10, 'Rs': 30, 'center_x': lens_center_ra+0.2, 'center_y': lens_center_dec+0.2, 'e1': 0.5, 'e2': 0.5})\n",
    "\n",
    "        lens_light_kwargs = [{'R_sersic': 1.3479852771734446, 'center_x': -0.0014089381116285044, 'n_sersic': 2.260502794737016, 'amp': 0.08679965264978318, 'center_y': 0.0573684892835563, 'e1': 0.22781838418202335, 'e2': 0.03841125245832406},\n",
    "                                 {'R_sersic': 0.20907637464009315, 'center_x': -0.0014089381116285044, 'n_sersic': 3.0930684763455156, 'amp': 3.2534559112899633, 'center_y': 0.0573684892835563, 'e1': 0.0323604434989261, 'e2': -0.12430547471424626}]\n",
    "        #from lenstronomy.LightModel.light_model import LightModel\n",
    "        light_model_list=['SERSIC_ELLIPSE', 'SERSIC_ELLIPSE']\n",
    "        from lenstronomy.Analysis.lens_analysis import LensAnalysis\n",
    "\n",
    "        if composite_type == 'DOUBLE_CHAMELEON':\n",
    "            i_ligth = 0\n",
    "            k_lens = 1\n",
    "            if mass_light_joint is True:\n",
    "                joint_with_light_list.append([i_ligth, k_lens, ['ratio', 'w_c1', 'w_t1', 'e11', 'e21', 'w_c2', 'w_t2', 'e12', 'e22', 'center_x', 'center_y']])\n",
    "            kwargs_chameleon = {'theta_E': .8, 'ratio': 1, 'w_c1': 0.15, 'w_t1': 0.003, 'e11': 0.098, 'e21': -0.19, 'w_c2': 0.26, 'w_t2': 0.66, 'e12': 0.095, 'e22': 0.01, 'center_x': 0, 'center_y': 0.06}\n",
    "            lens_model_list.append('DOUBLE_CHAMELEON')\n",
    "            lens_model_deflector_bool.append(True)\n",
    "            mass_scaling_list.append(False)\n",
    "            fixed_lens.append({})\n",
    "            kwargs_lens_init.append(kwargs_chameleon)\n",
    "            kwargs_lens_sigma.append({'theta_E': 0.6})\n",
    "            kwargs_lower_lens.append({'theta_E': 0})\n",
    "            kwargs_upper_lens.append({'theta_E': 10})\n",
    "\n",
    "    if group_halo is True:\n",
    "        lens_model_list.append('NFW')\n",
    "        lens_model_deflector_bool.append(False)\n",
    "        mass_scaling_list.append(False)\n",
    "        fixed_lens.append({})\n",
    "        kwargs_lens_init.append({'theta_Rs': 0.1, 'Rs': 10., 'center_x': lens_center_ra, 'center_y': lens_center_dec})\n",
    "        kwargs_lens_sigma.append({'theta_Rs': 0.1, 'Rs': 1., 'center_x': 1, 'center_y': 1})\n",
    "        kwargs_lower_lens.append({'theta_Rs': 0, 'Rs': .01, 'center_x': -10, 'center_y': -10})\n",
    "        kwargs_upper_lens.append({'theta_Rs': 10, 'Rs': 30, 'center_x': 10, 'center_y': 10})\n",
    "\n",
    "    if shear:\n",
    "        lens_model_list.append('SHEAR')\n",
    "        lens_model_deflector_bool.append(False)\n",
    "        mass_scaling_list.append(False)\n",
    "        fixed_lens.append({'ra_0': 0, 'dec_0': 0})\n",
    "        kwargs_lens_init.append({'e1': 0, 'e2': 0})\n",
    "        kwargs_lens_sigma.append({'e1':0.1, 'e2':0.1})\n",
    "        kwargs_lower_lens.append({'e1': -0.2, 'e2': -0.2})\n",
    "        kwargs_upper_lens.append({'e1': 0.2, 'e2': 0.2})\n",
    "\n",
    "    if foreground_shear:\n",
    "        lens_model_list.append('FOREGROUND_SHEAR')\n",
    "        lens_model_deflector_bool.append(False)\n",
    "        mass_scaling_list.append(False)\n",
    "        fixed_lens.append({'ra_0': 0, 'dec_0': 0})\n",
    "        kwargs_lens_init.append({'e1': 0, 'e2': 0})\n",
    "        kwargs_lens_sigma.append({'e1':0.005, 'e2':0.005})\n",
    "        kwargs_lower_lens.append({'e1': -0.01, 'e2': -0.01})\n",
    "        kwargs_upper_lens.append({'e1': 0.01, 'e2': 0.01})\n",
    "\n",
    "    if flexion:\n",
    "        lens_model_list.append('FLEXION')\n",
    "        lens_model_deflector_bool.append(False)\n",
    "        mass_scaling_list.append(False)\n",
    "        fixed_lens.append({'ra_0': 0, 'dec_0': 0})\n",
    "        kwargs_lens_init.append({'g1': 0, 'g2': 0, 'g3': 0, 'g4': 0})\n",
    "        kwargs_lens_sigma.append({'g1': 0.01, 'g2': 0.01, 'g3': 0.01, 'g4': 0.01})\n",
    "        kwargs_lower_lens.append({'g1': -0.1, 'g2': -0.1, 'g3': -0.1, 'g4': -0.1})\n",
    "        kwargs_upper_lens.append({'g1': 0.1, 'g2': 0.1, 'g3': 0.1, 'g4': 0.1})\n",
    "\n",
    "\n",
    "    for i in range(num_perturber):\n",
    "        lens_model_list.append(triple_type)\n",
    "        lens_model_deflector_bool.append(False)\n",
    "        mass_scaling_list.append(0)\n",
    "        if triple_type == 'NFW':\n",
    "            if mass_scaling is True:\n",
    "                fixed_lens.append({'theta_Rs': theta_E_pert_list[i], 'center_x': ra_pert[i], 'center_y': dec_pert[i]})\n",
    "            else:\n",
    "                fixed_lens.append({'center_x': ra_pert[i], 'center_y': dec_pert[i]})\n",
    "            kwargs_lens_init.append({'theta_Rs': theta_E_pert_list[i], 'Rs': 5., 'center_x': ra_pert[i], 'center_y': dec_pert[i]})\n",
    "            kwargs_lens_sigma.append({'theta_Rs': theta_E_pert_list[i]/3., 'Rs': 1.})\n",
    "            kwargs_lower_lens.append({'theta_Rs': 0, 'Rs': .01, 'center_x': -100, 'center_y': -100})\n",
    "            kwargs_upper_lens.append({'theta_Rs': 10, 'Rs': 10, 'center_x': 100, 'center_y': 100})\n",
    "        elif triple_type == 'NFW_ELLIPSE':\n",
    "            if mass_scaling is True:\n",
    "                fixed_lens.append({'theta_Rs': theta_E_pert_list[i], 'center_x': ra_pert[i], 'center_y': dec_pert[i]})\n",
    "            else:\n",
    "                fixed_lens.append({'center_x': ra_pert[i], 'center_y': dec_pert[i]})\n",
    "            kwargs_lens_init.append({'theta_Rs': theta_E_pert_list[i], 'Rs': 5., 'center_x': ra_pert[i], 'center_y': dec_pert[i], 'q': 1., 'phi_G': 0})\n",
    "            kwargs_lens_sigma.append({'theta_Rs': theta_E_pert_list[i]/3., 'Rs': 1., 'e1': 0.1, 'e2': 0.1})\n",
    "            kwargs_lower_lens.append({'theta_Rs': 0, 'Rs': .01, 'q': 0.5, 'phi_G': 0, 'center_x': -100, 'center_y': -100})\n",
    "            kwargs_upper_lens.append({'theta_Rs': 10, 'Rs': 10, 'q': 0.5, 'phi_G': 0, 'center_x': 100, 'center_y': 100})\n",
    "        elif triple_type == 'SIS':\n",
    "            if mass_scaling is True:\n",
    "                fixed_lens.append({'theta_E': theta_E_pert_list[i], 'center_x': ra_pert[i], 'center_y': dec_pert[i]})\n",
    "            else:\n",
    "                fixed_lens.append({'center_x': ra_pert[i], 'center_y': dec_pert[i]})\n",
    "            kwargs_lens_init.append({'theta_E': theta_E_pert_list[i], 'center_x': ra_pert[i], 'center_y': dec_pert[i]})\n",
    "            kwargs_lens_sigma.append({'theta_E': theta_E_pert_list[i]/3.})\n",
    "            kwargs_lower_lens.append({'theta_E': 0, 'center_x': -100, 'center_y': -100})\n",
    "            kwargs_upper_lens.append({'theta_E': 10, 'center_x': 100, 'center_y': 100})\n",
    "        elif triple_type == 'SIE':\n",
    "            if mass_scaling is True:\n",
    "                fixed_lens.append({'theta_E': theta_E_pert_list[i], 'center_x': ra_pert[i], 'center_y': dec_pert[i]})\n",
    "            else:\n",
    "                fixed_lens.append({'center_x': ra_pert[i], 'center_y': dec_pert[i]})\n",
    "            kwargs_lens_init.append({'theta_E': theta_E_pert_list[i], 'center_x': ra_pert[i], 'center_y': dec_pert[i], 'e1': .0, 'e2': 0})\n",
    "            kwargs_lens_sigma.append({'theta_E': theta_E_pert_list[i]/3., 'e1': 0.1, 'e2': 0.1})\n",
    "            kwargs_lower_lens.append({'theta_E': 0, 'center_x': -100, 'center_y': -100, 'q': 0.5, 'phi_G': 0})\n",
    "            kwargs_upper_lens.append({'theta_E': 10, 'center_x': 100, 'center_y': 100, 'q': 0.5, 'phi_G': 0})\n",
    "\n",
    "        elif triple_type == 'SPEMD':\n",
    "            if mass_scaling is True:\n",
    "                fixed_lens.append({'theta_E': theta_E_pert_list[i], 'center_x': ra_pert[i], 'center_y': dec_pert[i]})\n",
    "            else:\n",
    "                fixed_lens.append({'center_x': ra_pert[i], 'center_y': dec_pert[i]})\n",
    "            kwargs_lens_init.append({'theta_E': theta_E_pert_list[i], 'e1': 0., 'gamma': 2., 'e2': 0., \n",
    "                                 'center_x': lens_center_ra, 'center_y': lens_center_dec})\n",
    "            kwargs_lens_sigma.append({'theta_E': theta_E_pert_list[i]/3, 'e1': 0.1, 'e2': 0.1, 'gamma': 0.1\n",
    "                        , 'center_x': 0.1, 'center_y': 0.1})\n",
    "            kwargs_lower_lens.append({'theta_E': 0, 'gamma': 1.5, 'center_x': -100, 'center_y': -100, 'e1': -0.4, 'e2': -0.4})\n",
    "            kwargs_upper_lens.append({'theta_E': 10, 'gamma': 2.5, 'center_x': 100, 'center_y': 100, 'e1': 0.4, 'e2': 0.4})\n",
    "        else:\n",
    "            raise ValueError(\"not a valid triple_type option!\")\n",
    "\n",
    "    if with_satellite:\n",
    "        lens_model_list.append('SIS')\n",
    "        lens_model_deflector_bool.append(False)\n",
    "        mass_scaling_list.append(False)\n",
    "        fixed_lens.append({})\n",
    "        #fixed_lens.append({'center_x': ra_sat, 'center_y': dec_sat})\n",
    "        kwargs_lens_init.append({'theta_E': 0.1, 'center_x': ra_sat, 'center_y': dec_sat})\n",
    "        kwargs_lens_sigma.append({'theta_E': 0.05, 'center_x': deltaPix, 'center_y': deltaPix})\n",
    "        kwargs_lower_lens.append({'theta_E': 0., 'center_x': ra_sat-0.1, 'center_y': dec_sat-0.1})\n",
    "        kwargs_upper_lens.append({'theta_E': .5, 'center_x': ra_sat+0.1, 'center_y': dec_sat+0.1})\n",
    "\n",
    "    lens_params = [kwargs_lens_init, kwargs_lens_sigma, fixed_lens, kwargs_lower_lens, kwargs_upper_lens]\n",
    "\n",
    "\n",
    "    # lens light models\n",
    "    fixed_lens_light = []\n",
    "    kwargs_lens_light_init = []\n",
    "    kwargs_lens_light_sigma = []\n",
    "    kwargs_lower_lens_light = []\n",
    "    kwargs_upper_lens_light = []\n",
    "    joint_lens_light_with_lens_light = []\n",
    "    \n",
    "    i_lens_light = 0\n",
    "    for i, model in enumerate(lens_light_model_list):\n",
    "        if i == 0 or model == 'UNIFORM':\n",
    "            pass\n",
    "        else:\n",
    "            joint_lens_light_with_lens_light.append([0, i_lens_light, ['center_x', 'center_y']])\n",
    "        if model == 'SERSIC':\n",
    "\n",
    "            fixed_lens_light.append({})\n",
    "            kwargs_lens_light_init.append({'R_sersic': 0.2, 'n_sersic': 4, \n",
    "                                       'center_y': lens_center_dec, 'center_x': lens_center_ra})\n",
    "            kwargs_lens_light_sigma.append({'center_x': deltaPix/10, 'center_y': deltaPix/10, 'R_sersic': 0.1,\n",
    "                                       'n_sersic': 1, 'e1': 0.1, 'e2': 0.1})\n",
    "            kwargs_lower_lens_light.append({'R_sersic': 0.01, 'n_sersic': 0.5, 'center_y': -10, 'center_x': -10})\n",
    "            kwargs_upper_lens_light.append({'R_sersic':10, 'n_sersic': 8, 'center_y': 10, 'center_x': 10})\n",
    "        elif model == 'SERSIC_ELLIPSE':\n",
    "            fixed_lens_light.append({})\n",
    "            if i == 0:\n",
    "                kwargs_lens_light_init.append({'e1': 0, 'e2': 0, 'n_sersic': 1, 'R_sersic': .8, \n",
    "                                           'center_y': lens_center_dec, 'center_x': lens_center_ra})\n",
    "            else:\n",
    "                kwargs_lens_light_init.append({'e1': 0, 'e2': 0, 'n_sersic': 2, 'R_sersic': 0.2, \n",
    "                                           'center_y': lens_center_dec, 'center_x': lens_center_ra})\n",
    "            kwargs_lens_light_sigma.append({'center_x': deltaPix/10, 'center_y': deltaPix/10, 'R_sersic': 0.5,\n",
    "                                       'n_sersic': 1, 'e1': 0.1, 'e2': 0.1})\n",
    "            kwargs_lower_lens_light.append({'e1': -0.8, 'e2': -0.8, 'n_sersic': .5, 'R_sersic': 0.02, 'center_y': -10, 'center_x': -10})\n",
    "            kwargs_upper_lens_light.append({'e1': 0.8, 'e2': 0.8, 'n_sersic': 4, 'R_sersic': 10, 'center_y': 10, 'center_x': 10})\n",
    "        elif model == 'CHAMELEON':\n",
    "            fixed_lens_light.append({})\n",
    "            if i == 0:\n",
    "                kwargs_lens_light_init.append({'e1': 0, 'e2': 0, 'w_t': 0.8, 'w_c': .3, \n",
    "                                           'center_y': lens_center_dec, 'center_x': lens_center_ra})\n",
    "            else:\n",
    "                kwargs_lens_light_init.append({'e1': 0, 'e2': 0, 'w_t': 1., 'w_c': .3, \n",
    "                                           'center_y': lens_center_dec, 'center_x': lens_center_ra})\n",
    "            kwargs_lens_light_sigma.append({'center_x': deltaPix/10, 'center_y': deltaPix/10, 'w_t': 0.5, 'w_c': .1\n",
    "                                       , 'e1': 0.1, 'e2': 0.1})\n",
    "            kwargs_lower_lens_light.append({'e1': -0.8, 'e2': -0.8, 'w_t': 0.001, 'w_c': .001, 'center_y': -10, 'center_x': -10})\n",
    "            kwargs_upper_lens_light.append({'e1': 0.8, 'e2': 0.8, 'w_t': 10, 'w_c': 10, 'center_y': 10, 'center_x': 10})\n",
    "        elif model == 'DOUBLE_CHAMELEON':\n",
    "            fixed_lens_light.append({})\n",
    "            kwargs_chameleon_init = {'ratio': 1.5, 'w_c1': 0.15, 'w_t1': 0.003, 'e11': 0.098, 'e21': -0.19, 'w_c2': 0.26, 'w_t2': 0.66, 'e12': 0.095, 'e22': 0.01, 'center_x': 0, 'center_y': 0.06}\n",
    "            kwargs_lens_light_init.append(kwargs_chameleon_init)\n",
    "            #{'ratio': 1, 'e11': 0, 'e21': 0, 'w_t1': 0.8, 'w_c1': .3, 'e12': 0, 'e22': 0, 'w_t2': 1., 'w_c2': .3,\n",
    "            #                               'center_y': lens_center_dec, 'center_x': lens_center_ra}\n",
    "            kwargs_lens_light_sigma.append({'ratio': 0.5, 'e11': 0.2, 'e21': 0.2, 'w_t1': 0.2, 'w_c1': .1, 'e12': 0.2, 'e22': 0.2, 'w_t2': .5, 'w_c2': .1,\n",
    "                                           'center_y': deltaPix/10, 'center_x': deltaPix/10})\n",
    "            kwargs_lower_lens_light.append({'ratio': 0, 'e11': -0.8, 'e21': -0.7, 'w_t1': 0.001, 'w_c1': .001, 'e12': -0.8, 'e22': -0.8, 'w_t2': .001, 'w_c2': .001,\n",
    "                                           'center_y': -10, 'center_x': -10})\n",
    "            kwargs_upper_lens_light.append({'ratio': 100, 'e11': 0.8, 'e21': 0.7, 'w_t1': 10, 'w_c1': 10, 'e12': 0.8, 'e22': 0.8, 'w_t2': 10, 'w_c2': 10,\n",
    "                                           'center_y': 10, 'center_x': 10})\n",
    "\n",
    "        elif model == 'PJAFFE_ELLIPSE':\n",
    "            fixed_lens_light.append({})\n",
    "            kwargs_lens_light_init.append({'Ra': .1, 'Rs': 0.5, 'center_x': lens_center_ra, 'center_y': lens_center_dec, 'e1': 0, 'e2': 0})\n",
    "            kwargs_lens_light_sigma.append({'center_x': deltaPix/10, 'center_y': deltaPix/10, 'Rs': 0.1, 'e1': 0.1, 'e2': 0.1, 'Ra': 0.05})\n",
    "            kwargs_lower_lens_light.append({'Ra': .01, 'Rs': 0.01, 'center_x': -10, 'center_y': -10, 'e1': -0.6, 'e2': -0.6})\n",
    "            kwargs_upper_lens_light.append({'Ra': 10, 'Rs': 10, 'center_x': 10, 'center_y': 10, 'e1': 0.6, 'e2': 0.6})\n",
    "        elif model == 'HERNQUIST_ELLIPSE':\n",
    "            fixed_lens_light.append({})\n",
    "            kwargs_lens_light_init.append({'Rs': 0.5, 'center_x': lens_center_ra, 'center_y': lens_center_dec, 'e1': 0, 'e2': 0})\n",
    "            kwargs_lens_light_sigma.append({'center_x': deltaPix/10, 'center_y': deltaPix/10, 'Rs': 0.1, 'e1': 0.1, 'e2': 0.1})\n",
    "            kwargs_lower_lens_light.append({'Rs': 0.01, 'center_x': -10, 'center_y': -10, 'e1': -0.6, 'e2': -0.6})\n",
    "            kwargs_upper_lens_light.append({'Rs': 10, 'center_x': 10, 'center_y': 10, 'e1': 0.6, 'e2': 0.6})\n",
    "\n",
    "        elif model == 'UNIFORM':\n",
    "            fixed_lens_light.append({})\n",
    "            kwargs_lens_light_init.append({'amp': 0})\n",
    "            kwargs_lens_light_sigma.append({'amp': 0.001})\n",
    "            kwargs_lower_lens_light.append({'amp': -1})\n",
    "            kwargs_upper_lens_light.append({'amp': 1})\n",
    "\n",
    "    if with_satellite:\n",
    "        lens_light_model_list.append('SERSIC')\n",
    "        light_model_deflector_bool.append(False)\n",
    "        fixed_lens_light.append({})\n",
    "        kwargs_lens_light_init.append({'R_sersic': 0.05, 'n_sersic': 1., 'center_x': ra_sat, 'center_y': dec_sat})\n",
    "        kwargs_lens_light_sigma.append({'center_x': 0.1, 'center_y': 0.1, 'R_sersic': 0.03,'n_sersic': 0.5})\n",
    "        kwargs_lower_lens_light.append({'R_sersic': 0.01, 'n_sersic': .5, 'center_x': ra_sat-0.2, 'center_y': dec_sat-0.2})\n",
    "        kwargs_upper_lens_light.append({'R_sersic': 1, 'n_sersic': 5., 'center_x': ra_sat+0.2, 'center_y': dec_sat+0.2})\n",
    "\n",
    "    lens_light_params = [kwargs_lens_light_init, kwargs_lens_light_sigma, fixed_lens_light, kwargs_lower_lens_light, kwargs_upper_lens_light]\n",
    "\n",
    "    # possibilities for source models: 'SERSIC_ELLIPSE', 'DOUBLE_SERSIC', 'DOUBLE_CORE_SERSIC', 'CORE_SERSIC', 'SHAPELETS', 'BULDGE_DISK'\n",
    "\n",
    "    fixed_source = []\n",
    "    kwargs_source_init = []\n",
    "    kwargs_source_sigma = []\n",
    "    kwargs_lower_source = []\n",
    "    kwargs_upper_source = []\n",
    "    joint_source_with_point_source = []\n",
    "    i_source = 0\n",
    "    i_ps = 0\n",
    "    for i, model in enumerate(source_light_model_list):\n",
    "        joint_source_with_point_source.append([i_ps, i_source, ['center_x', 'center_y']])\n",
    "        i_source += 1\n",
    "        if model == 'SHAPELETS':\n",
    "            fixed_source.append({'n_max': n_max_start})\n",
    "            kwargs_source_init.append({'center_x': 0, 'center_y': 0, 'beta': shapelet_beta, 'n_max': n_max_start})\n",
    "            kwargs_source_sigma.append({'center_x': 0.1, 'center_y': 0.1, 'beta': shapelet_beta/2., 'n_max': 2})\n",
    "            kwargs_lower_source.append({'center_x': -10, 'center_y': -10, 'beta': 0.05, 'n_max': 0})\n",
    "            kwargs_upper_source.append({'center_x': 10, 'center_y': 10, 'beta': 10, 'n_max': 55})\n",
    "        elif model == 'SERSIC':\n",
    "            fixed_source.append({})\n",
    "            kwargs_source_init.append({'R_sersic': 0.2, 'n_sersic': 2., 'center_y': 0., 'center_x': 0.})\n",
    "            kwargs_source_sigma.append({'center_x': 0.1, 'center_y': 0.1, 'R_sersic': 0.01,\n",
    "                               'n_sersic': 0.5})\n",
    "            kwargs_lower_source.append({'R_sersic': 0.02, 'n_sersic': 0.8, 'center_y': -10, 'center_x': -10})\n",
    "            kwargs_upper_source.append({'R_sersic': 10, 'n_sersic': 5., 'center_y': 10, 'center_x': 10})\n",
    "        elif model == 'SERSIC_ELLIPSE':\n",
    "            fixed_source.append({})\n",
    "            if i == 0:\n",
    "                kwargs_source_init.append({'e1': 0, 'e2': 0, 'R_sersic': 0.1, 'n_sersic': 2., 'center_x': 0., 'center_y': 0.})\n",
    "            else:\n",
    "                kwargs_source_init.append({'e1': 0, 'e2': 0, 'R_sersic': 0.2, 'n_sersic': 1., 'center_x': 0., 'center_y': 0.})\n",
    "            kwargs_source_sigma.append({'center_x': 0.1, 'center_y': 0.1, 'R_sersic': 0.05,\n",
    "                               'n_sersic': 0.5, 'e1': 0.1, 'e2': 0.1})\n",
    "            kwargs_lower_source.append({'e1': -0.6, 'e2': -0.6, 'R_sersic': 0.01, 'n_sersic': .8, 'center_x': -10, 'center_y': -10})\n",
    "            kwargs_upper_source.append({'e1': 0.6, 'e2': 0.6, 'R_sersic': 10, 'n_sersic': 5., 'center_x': 10, 'center_y': 10})\n",
    "\n",
    "        elif model == 'PJAFFE_ELLIPSE':\n",
    "            fixed_source.append({})\n",
    "            kwargs_source_init.append({'Ra': .1, 'Rs': 0.5, 'center_x': 0, 'center_y': 0, 'e1': 0, 'e2': 0})\n",
    "            kwargs_source_sigma.append({'center_x': 0.01, 'center_y': 0.01, 'Rs': 0.1, 'e1': 0.1, 'e2': 0.1, 'Ra': 0.05})\n",
    "            kwargs_lower_source.append({'Ra': .01, 'Rs': 0.05, 'center_x': -10, 'center_y': -10, 'e1': -0.6, 'e2': -0.6})\n",
    "            kwargs_upper_source.append({'Ra': 10, 'Rs': 10, 'center_x': 10, 'center_y': 10, 'e1': 0.6, 'e2': 0.6})\n",
    "\n",
    "    source_params = [kwargs_source_init, kwargs_source_sigma, fixed_source, kwargs_lower_source, kwargs_upper_source]\n",
    "\n",
    "\n",
    "    fixed_ps = [{}]\n",
    "    kwargs_ps_init = [{'ra_image': im_pos_ra, 'dec_image': im_pos_dec}]\n",
    "    kwargs_ps_sigma = [{'ra_image': deltaPix * np.ones(len(im_pos_ra)), 'dec_image': deltaPix * np.ones(len(im_pos_ra))}]\n",
    "    kwargs_lower_ps = [{'ra_image': -10 * np.ones(len(im_pos_ra)), 'dec_image': -10 * np.ones(len(im_pos_dec))}]\n",
    "    kwargs_upper_ps = [{'ra_image': 10* np.ones(len(im_pos_ra)), 'dec_image': 10 * np.ones(len(im_pos_dec))}]\n",
    "\n",
    "    ps_params = [kwargs_ps_init, kwargs_ps_sigma, fixed_ps, kwargs_lower_ps, kwargs_upper_ps]\n",
    "    mass_scale_params = [{'scale_factor': [1., 2.]}, {'scale_factor': [.5, 0.5]}, {}, {'scale_factor': [0, 0]}, {'scale_factor': [100, 100]}]\n",
    "\n",
    "    kwargs_params = {'lens_model': lens_params,\n",
    "                    'source_model': source_params,\n",
    "                    'lens_light_model': lens_light_params,\n",
    "                    'point_source_model': ps_params,\n",
    "                    'cosmography': mass_scale_params}\n",
    "\n",
    "\n",
    "\n",
    "    #  ======================================================  #\n",
    "    #  SPECIFY MODEL OPTIONS  #\n",
    "    #  ======================================================  #\n",
    "\n",
    "\n",
    "\n",
    "    kwargs_model = {'lens_model_list': lens_model_list,\n",
    "                    'source_light_model_list': source_light_model_list,\n",
    "                    'lens_light_model_list': lens_light_model_list,\n",
    "                    'point_source_model_list': point_source_model_list,\n",
    "                    'additional_images_list': [False],\n",
    "                    'fixed_magnification_list': None,\n",
    "\n",
    "                    #multi-plane options (optional):\n",
    "                    'multi_plane': False,\n",
    "                    'z_source': -1,\n",
    "                    'redshift_list': [-1] * len(lens_model_list),\n",
    "                    'cosmo': None,\n",
    "                    #kinematics options (optinal):\n",
    "                    'lens_model_deflector_bool': lens_model_deflector_bool,\n",
    "                    'light_model_deflector_bool': light_model_deflector_bool # list of bools whether the light model is part of the main lens and its kinematics or not\n",
    "                    }\n",
    "\n",
    "    num_source_model = len(source_light_model_list)\n",
    "\n",
    "    kwargs_constraints = {\n",
    "                    'num_point_source_list': [len(im_pos_ra)],\n",
    "        'joint_lens_with_lens': [],\n",
    "        'joint_lens_light_with_lens_light': joint_lens_light_with_lens_light,\n",
    "        'joint_source_with_source': [],\n",
    "        'joint_lens_with_light': joint_with_light_list, # list [[i_light, k_lens, ['param_name1', 'param_name2', ...]], [...], ...],\n",
    "        'joint_source_with_point_source': joint_source_with_point_source, # list [[i_point_source, k_source, ['param_name1', 'param_name2', ...]], [...], ...],\n",
    "        \n",
    "        'image_plane_source_list': [False]*num_source_model,\n",
    "                    'solver': True,\n",
    "                    'solver_type': 'ELLIPSE',  # 'PROFILE', 'PROFILE_SHEAR', 'ELLIPSE', 'CENTER'\n",
    "                    'mass_scaling': mass_scaling,\n",
    "                    'mass_scaling_list': mass_scaling_list\n",
    "                   }\n",
    "\n",
    "    kwargs_likelihood = {'force_no_add_image': False,\n",
    "                        'source_marg': False,\n",
    "                        'point_source_likelihood': True, \n",
    "                        'position_uncertainty': 0.00004,\n",
    "                        'check_solver': False,\n",
    "                        'solver_tolerance': 0.001,\n",
    "                        'check_positive_flux': True,\n",
    "                        'check_bounds': True\n",
    "                        }\n",
    "\n",
    "    # data kwargs set-up\n",
    "    kwargs_data_band = {'image_data': kwargs_data['image_data'], \n",
    "                        'background_rms': kwargs_data['background_rms'],\n",
    "                        'noise_map': None,\n",
    "                        'exposure_map': wht_map,\n",
    "                        'ra_at_xy_0': ra_at_xy_0,\n",
    "                        'dec_at_xy_0': dec_at_xy_0, \n",
    "                        'transform_pix2angle': transform_pix2angle,\n",
    "                        'ra_shift': 0, 'dec_shift': 0\n",
    "                        }\n",
    "    # psf kwargs set-up\n",
    "\n",
    "\n",
    "    kwargs_psf_band = {'psf_type': \"PIXEL\", \n",
    "                       'kernel_point_source': kwargs_psf['kernel_point_source'],\n",
    "                       'kernel_point_source_init': kwargs_psf['kernel_point_source'],\n",
    "                       'psf_error_map': kwargs_psf['psf_error_map'],\n",
    "                       'psf_error_map_init': kwargs_psf['psf_error_map']\n",
    "                      }\n",
    "\n",
    "    # nummerical options (per band)\n",
    "    kwargs_numerics_band = {'subgrid_res': subgrid_res,\n",
    "                            'mask': mask, \n",
    "                            'idex_mask': idex_mask,\n",
    "                            'psf_subgrid': True, \n",
    "                            'subsampling_size': 11,\n",
    "                            #'psf_error_map': True,\n",
    "                            #'psf_keep_small': False,\n",
    "                            #'psf_keep_error_map': True,\n",
    "                            'point_source_subgrid': 3}\n",
    "    \n",
    "    kwargs_psf_iter = {'stacking_method': 'median',\n",
    "                      'keep_error_map': True,\n",
    "                      'psf_symmetry': 4,\n",
    "                      'block_center_neighbour': 0}\n",
    "\n",
    "    band_list = [kwargs_data_band, kwargs_psf_band, kwargs_numerics_band]\n",
    "    multi_band_list = []\n",
    "    multi_band_list.append(band_list)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "    \n",
    "    #  ======================================================  #\n",
    "    #  SPECIFY A FITTING SEQUENCE  #\n",
    "    #  ======================================================  #\n",
    "\n",
    "    if cluster_compute is True:\n",
    "        n_i, n_p = n_i_long, n_p_long\n",
    "        mpi = True\n",
    "    else:\n",
    "        n_i, n_p = n_i_short, n_p_short\n",
    "        mpi = False\n",
    "    shapelet_beta_fixed = False\n",
    "    if n_max < 0:\n",
    "        shapelet_beta_fixed = True\n",
    "    # here we run a series of fitting sequences one after the other\n",
    "    fitting_kwargs_list = [\n",
    "        # we start with a PSO with the input guess and uncertainties, we keep the power-law slope fixed\n",
    "        {'fitting_routine': 'PSO', 'mpi': mpi, 'sigma_scale': 1., 'n_particles': n_p, 'n_iterations': n_i, 'gamma_fixed': True, 'foreground_shear_fixed': True,\n",
    "        'fix_lens': False, 'fix_source': False, 'fix_lens_light': False, 'fix_point_source': False, 'shapelet_beta_fixed': True},\n",
    "        # we now perform a first PSF iteration based on the best fit model of the first PSO\n",
    "        {'fitting_routine': 'psf_iteration', 'psf_iter_num': psf_iter_num, 'psf_iter_factor': psf_iter_factor, 'kwargs_psf_iter': kwargs_psf_iter},\n",
    "        # we run a second PSO\n",
    "        {'fitting_routine': 'PSO', 'mpi': mpi, 'sigma_scale': 1., 'n_particles': n_p, 'n_iterations': n_i, 'gamma_fixed': True, 'foreground_shear_fixed': True,\n",
    "        'fix_lens': False, 'fix_source': False, 'fix_lens_light': True, 'fix_point_source': False, 'shapelet_beta_fixed': True},\n",
    "        # we perform another PSF iteration\n",
    "        {'fitting_routine': 'psf_iteration', 'psf_iter_num': psf_iter_num, 'psf_iter_factor': psf_iter_factor, 'kwargs_psf_iter': kwargs_psf_iter}, \n",
    "        # another PSO, we let the power-law slope freely vary\n",
    "        {'fitting_routine': 'PSO', 'mpi': mpi, 'sigma_scale': 1., 'n_particles': n_p, 'n_iterations': n_i, 'gamma_fixed': False, 'shapelet_beta_fixed': True},\n",
    "        # another PSF iteration\n",
    "        {'fitting_routine': 'psf_iteration', 'psf_iter_num': psf_iter_num, 'psf_iter_factor': psf_iter_factor, 'kwargs_psf_iter': kwargs_psf_iter}, \n",
    "        # now we change the number of Shapelet coefficients for the PSO\n",
    "        {'fitting_routine': 'PSO', 'mpi': mpi, 'sigma_scale': 0.1, 'n_particles': n_p, 'n_iterations': n_i, 'gamma_fixed': False, 'change_shapelet_coeffs': n_max,\n",
    "         'shapelet_beta_fixed': shapelet_beta_fixed},\n",
    "        # we perform another PSF iteration\n",
    "        {'fitting_routine': 'psf_iteration', 'psf_iter_num': psf_iter_num, 'psf_iter_factor': psf_iter_factor, 'kwargs_psf_iter': kwargs_psf_iter}, \n",
    "        # and another PSO\n",
    "        {'fitting_routine': 'PSO', 'mpi': mpi, 'sigma_scale': 0.1, 'n_particles': n_p, 'n_iterations': n_i, 'shapelet_beta_fixed': shapelet_beta_fixed},    \n",
    "        ]\n",
    "    # only when we go to the cluster, we run the MCMC chain (for computational reasons)\n",
    "    if cluster_compute is True:\n",
    "        fitting_kwargs_list.append({'fitting_routine': 'MCMC', 'n_burn': 1500, 'n_run': 1500, 'walkerRatio': 10, 'mpi': mpi, 'sigma_scale': 0.05})\n",
    "    else:\n",
    "        fitting_kwargs_list.append({'fitting_routine': 'MCMC', 'n_burn': 100, 'n_run': 100, 'walkerRatio': 2, 'mpi': mpi, 'sigma_scale': 0.05})\n",
    "\n",
    "    init_samples = None\n",
    "    input_temp = job_name +'.txt'\n",
    "    output_temp = job_name +'_out.txt'\n",
    "    \n",
    "    path2input_temp = os.path.join(base_path, 'Temp', input_temp)\n",
    "\n",
    "    f = open(path2input_temp,'wb')\n",
    "    pickle.dump([fitting_kwargs_list, multi_band_list, kwargs_model, kwargs_constraints, kwargs_likelihood, kwargs_params, init_samples], f)\n",
    "    f.close()\n",
    "    time.sleep(2)\n",
    "\n",
    "    if cluster_compute is True:\n",
    "        path2input_cluster = dir_path_cluster\n",
    "        os_command = \"scp \"+\"'\"+path2input_temp+\"' \"+ ssh_command+\":\"+path2input_cluster\n",
    "        os.system(os_command)\n",
    "        print(os_command)\n",
    "        print('File %s uploaded to cluster' %path2input_cluster)\n",
    "        print('run job on cluster with jobname %s' % job_name)\n",
    "    else:\n",
    "        start_time = time.time()\n",
    "        fitting_seq = FittingSequence(multi_band_list, kwargs_model, kwargs_constraints, kwargs_likelihood, kwargs_params)\n",
    "        lens_result, source_result, lens_light_result, ps_result, cosmo_result, chain_list, param_list, samples_mcmc, param_mcmc, dist_mcmc = fitting_seq.fit_sequence(fitting_kwargs_list, bijective=False)\n",
    "        multi_band_list_out = fitting_seq.multi_band_list\n",
    "        kwargs_params_out = fitting_seq.kwargs_params\n",
    "        output_ = [lens_result, source_result, lens_light_result, ps_result, cosmo_result, multi_band_list_out, chain_list, param_list, samples_mcmc, param_mcmc, dist_mcmc, kwargs_params_out]\n",
    "        input_ = [fitting_kwargs_list, multi_band_list, kwargs_model, kwargs_constraints, kwargs_likelihood, kwargs_params, init_samples]\n",
    "        path2dump = os.path.join(base_path, 'Temp', output_temp)\n",
    "        f = open(path2dump, 'wb')\n",
    "        pickle.dump([input_, output_], f)\n",
    "        f.close()\n",
    "        end_time = time.time()\n",
    "        print(end_time - start_time, 'total time needed for computation')\n",
    "        print('Result saved in: %s' % path2dump)\n",
    "        print('============ CONGRATULATION, YOUR JOB WAS SUCCESSFUL ================ ')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# submit a series of jobs to a cluster\n",
    "if False:\n",
    "    job_series = 'run_3'\n",
    "\n",
    "    lens_model_options = ['composite', 'SPEMD']\n",
    "    perturber_options = ['SIS'] # 3 or 5 perturbers, only SIS\n",
    "    num_perturber_options = [5, 3]  # number of pertrubers\n",
    "    # mask_list [3, 3.2]\n",
    "    source_options = [-1, 2, 5, 8]\n",
    "    foreground_options = [False] # just set True\n",
    "    subgrid_res_list = [3]\n",
    "    re_run_times = 2\n",
    "    job_name_list = []\n",
    "    for i, lens_model in enumerate(lens_model_options):\n",
    "        for j, perturber_model in enumerate(perturber_options):\n",
    "            for k, num_perturber in enumerate(num_perturber_options):\n",
    "                for l, mask in enumerate(mask_list):\n",
    "                    for m, n_max in enumerate(source_options):\n",
    "                        for n, foreground_shear in enumerate(foreground_options):\n",
    "                            for o, subgrid_res in enumerate(subgrid_res_list):\n",
    "                                for p in range(re_run_times):\n",
    "                                    job_name = job_series+str(i)+'_'+str(j)+'_'+str(k)+'_'+str(l)+'_'+str(m)+'_'+str(n)+'_'+str(o)+'_'+str(p)\n",
    "                                    job_name_list.append(job_name)\n",
    "                                    configure_model(job_name, lens_model, perturber_model, mask, n_max, foreground_shear, subgrid_res, num_perturber)\n",
    "                                    time.sleep(2)\n",
    "\n",
    "    print(len(job_name_list))\n",
    "\n",
    "    input_temp = job_series + '.txt'\n",
    "    path2input_temp = os.path.join(dir_path, input_temp)\n",
    "    f = open(path2input_temp,'wb')\n",
    "    pickle.dump(job_name_list, f)\n",
    "    f.close()\n",
    "    time.sleep(2)\n",
    "    input_config = job_series + '_config.txt'\n",
    "    path2input_config = os.path.join(dir_path, input_config)\n",
    "    f = open(path2input_config, 'wb')\n",
    "    pickle.dump([lens_model_options, perturber_options, mask_list, source_options, foreground_options, subgrid_res_list, num_perturber_options, re_run_times], f)\n",
    "    f.close()\n",
    "    time.sleep(2)\n",
    "    path2input_cluster = dir_path_cluster\n",
    "    os_command = \"scp \"+\"'\"+path2input_temp+\"' \"+ ssh_command+\":\"+path2input_cluster\n",
    "    os.system(os_command)\n",
    "    print(os_command)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing the PSO ...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sibirrer/Library/Python/3.6/lib/python/site-packages/scipy-1.1.0-py3.6-macosx-10.13-x86_64.egg/scipy/optimize/minpack.py:163: RuntimeWarning: The iteration is not making good progress, as measured by the \n",
      "  improvement from the last ten iterations.\n",
      "  warnings.warn(msg, RuntimeWarning)\n",
      "/Users/sibirrer/Library/Python/3.6/lib/python/site-packages/scipy-1.1.0-py3.6-macosx-10.13-x86_64.egg/scipy/optimize/minpack.py:163: RuntimeWarning: The iteration is not making good progress, as measured by the \n",
      "  improvement from the last five Jacobian evaluations.\n",
      "  warnings.warn(msg, RuntimeWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10\n",
      "20\n",
      "30\n",
      "40\n",
      "50\n",
      "60\n",
      "70\n",
      "80\n",
      "90\n",
      "100\n",
      "110\n",
      "120\n",
      "130\n",
      "140\n",
      "150\n",
      "160\n",
      "170\n",
      "180\n",
      "190\n",
      "200\n",
      "max iteration reached! stoping\n",
      "-3.199898323319839 reduced X^2 of best position\n",
      "-6801.3838862163175 logL\n",
      "4251 effective number of data points\n",
      "[{'Rs': 4.625029643533624, 'theta_Rs': 0.7046838764575656, 'e1': 0.1906089432851247, 'e2': 0.07131722385893352, 'center_x': -0.0495484088613442, 'center_y': -0.19990626680549697}, {'theta_E': 1.0066339848128993, 'ratio': 2.078743002786514, 'w_c1': 0.11758749725373703, 'w_t1': 0.07095251815528526, 'e11': 0.14992700368240736, 'e21': -0.1469082035492017, 'w_c2': 0.43975835329075946, 'w_t2': 0.6963071881994688, 'e12': -0.1284193210352143, 'e22': 0.05446846606607821, 'center_x': -0.004382672010447515, 'center_y': 0.05819178746951338}, {'e1': 0.015840699364560586, 'e2': 0.06642608727097375, 'ra_0': 0, 'dec_0': 0}, {'e1': 0, 'e2': 0, 'ra_0': 0, 'dec_0': 0}, {'theta_E': 0.18940244687845167, 'center_x': -2.32019894, 'center_y': 2.79985456}, {'theta_E': 0.10685061537605096, 'center_x': -2.32019933, 'center_y': 3.83985426}, {'theta_E': 0.31087467328458374, 'center_x': -1.68019931, 'center_y': 4.31985428}, {'theta_E': 0.07808702413127976, 'center_x': -0.18079562411678912, 'center_y': 1.0145208131525845}] lens result\n",
      "[{'amp': 1, 'R_sersic': 0.07105357611978076, 'n_sersic': 3.3746077455809425, 'e1': -0.3960125787914033, 'e2': 0.002411011638304809, 'center_x': -0.3049249496187507, 'center_y': 0.2552313531959832}, {'amp': 1, 'R_sersic': 0.2258740463331224, 'n_sersic': 1.757445099414268, 'e1': 0.02343401769174131, 'e2': -0.11190451042117414, 'center_x': -0.3049249496187507, 'center_y': 0.2552313531959832}, {'amp': 1, 'n_max': -1, 'beta': 0.15, 'center_x': -0.3049249496187507, 'center_y': 0.2552313531959832}] source result\n",
      "[{'amp': 1, 'ratio': 2.078743002786514, 'w_c1': 0.11758749725373703, 'w_t1': 0.07095251815528526, 'e11': 0.14992700368240736, 'e21': -0.1469082035492017, 'w_c2': 0.43975835329075946, 'w_t2': 0.6963071881994688, 'e12': -0.1284193210352143, 'e22': 0.05446846606607821, 'center_x': -0.004382672010447515, 'center_y': 0.05819178746951338}, {'amp': 1}, {'amp': 1, 'R_sersic': 0.06816704463953843, 'n_sersic': 2.4012841230982835, 'center_x': -0.08137494634119567, 'center_y': 0.9284684812887909}] lens light result\n",
      "[{'ra_image': array([-0.52290233, -0.54901577]), 'dec_image': array([ 1.27357389, -1.74647084]), 'point_amp': 1}] point source result\n",
      "{'scale_factor': array([1.55437337])} cosmo result\n",
      "573.8692088127136 time used for PSO PSO\n",
      "===================\n",
      "iteration of step 2 gave best reconstruction.\n",
      "log likelihood before: -6801.383888674926 and log likelihood after: -6283.514755787708\n",
      "Computing the PSO ...\n",
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      "max iteration reached! stoping\n",
      "-2.4856687379462397 reduced X^2 of best position\n",
      "-5301.931418039329 logL\n",
      "4266 effective number of data points\n",
      "[{'Rs': 4.818154221115877, 'theta_Rs': 0.7167316375647891, 'e1': 0.2170146486652695, 'e2': 0.07931946887096038, 'center_x': -0.04213761711361077, 'center_y': -0.19997748398601814}, {'theta_E': 0.9510989900235965, 'ratio': 2.078743002786514, 'w_c1': 0.11758749725373703, 'w_t1': 0.07095251815528526, 'e11': 0.14992700368240736, 'e21': -0.1469082035492017, 'w_c2': 0.43975835329075946, 'w_t2': 0.6963071881994688, 'e12': -0.1284193210352143, 'e22': 0.05446846606607821, 'center_x': -0.004382672010447515, 'center_y': 0.05819178746951338}, {'e1': 0.026189080294236694, 'e2': 0.0720868040149944, 'ra_0': 0, 'dec_0': 0}, {'e1': 0, 'e2': 0, 'ra_0': 0, 'dec_0': 0}, {'theta_E': 0.1852575227509922, 'center_x': -2.32019894, 'center_y': 2.79985456}, {'theta_E': 0.10451227339047825, 'center_x': -2.32019933, 'center_y': 3.83985426}, {'theta_E': 0.3040714246721712, 'center_x': -1.68019931, 'center_y': 4.31985428}, {'theta_E': 0.1269921914535465, 'center_x': -0.19701455038335994, 'center_y': 0.9045192049559921}] lens result\n",
      "[{'amp': 1, 'R_sersic': 0.03008942782425362, 'n_sersic': 3.525909757020772, 'e1': -0.40626688002405775, 'e2': -0.01961090272780145, 'center_x': -0.30082304990021175, 'center_y': 0.24741415825306712}, {'amp': 1, 'R_sersic': 0.24209178232500908, 'n_sersic': 0.8036348718025768, 'e1': -0.05346792272469263, 'e2': -0.07680515910172445, 'center_x': -0.30082304990021175, 'center_y': 0.24741415825306712}, {'amp': 1, 'n_max': -1, 'beta': 0.15, 'center_x': -0.30082304990021175, 'center_y': 0.24741415825306712}] source result\n",
      "[{'amp': 0.6310607942350599, 'ratio': 2.078743002786514, 'w_c1': 0.11758749725373703, 'w_t1': 0.07095251815528526, 'e11': 0.14992700368240736, 'e21': -0.1469082035492017, 'w_c2': 0.43975835329075946, 'w_t2': 0.6963071881994688, 'e12': -0.1284193210352143, 'e22': 0.05446846606607821, 'center_x': -0.004382672010447515, 'center_y': 0.05819178746951338}, {'amp': 0.002942418632894005}, {'amp': 1.7210903766711714, 'R_sersic': 0.06816704463953843, 'n_sersic': 2.4012841230982835, 'center_x': -0.08137494634119567, 'center_y': 0.9284684812887909}] lens light result\n",
      "[{'ra_image': array([-0.52073295, -0.54719223]), 'dec_image': array([ 1.27515334, -1.74941358]), 'point_amp': 1}] point source result\n",
      "{'scale_factor': array([1.52035712])} cosmo result\n",
      "482.60023307800293 time used for PSO PSO\n",
      "===================\n",
      "iteration of step 1 gave best reconstruction.\n",
      "log likelihood before: -5301.931418039329 and log likelihood after: -5278.055026806056\n",
      "Computing the PSO ...\n",
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      "max iteration reached! stoping\n",
      "-1.914907170347243 reduced X^2 of best position\n",
      "-4068.2202834027175 logL\n",
      "4249 effective number of data points\n",
      "[{'Rs': 4.704348724118866, 'theta_Rs': 0.7268121751528207, 'e1': 0.15542642525341135, 'e2': 0.039480903323232036, 'center_x': -0.021900826818886842, 'center_y': -0.19993375109826364}, {'theta_E': 0.9263146716868081, 'ratio': 1.6206965105017226, 'w_c1': 0.12595880282401667, 'w_t1': 0.05762715750083087, 'e11': 0.0908709505473422, 'e21': -0.14713327197980006, 'w_c2': 0.4805361640470479, 'w_t2': 0.6665618030696224, 'e12': 0.07542751388617847, 'e22': -0.0009124011989241619, 'center_x': 0.0012657615583834831, 'center_y': 0.05834660429097852}, {'e1': 0.009933345684833256, 'e2': 0.05120208566799227, 'ra_0': 0, 'dec_0': 0}, {'e1': -0.0004211407941376389, 'e2': 0.0015240467433331134, 'ra_0': 0, 'dec_0': 0}, {'theta_E': 0.18859830753456927, 'center_x': -2.32019894, 'center_y': 2.79985456}, {'theta_E': 0.10639696345571928, 'center_x': -2.32019933, 'center_y': 3.83985426}, {'theta_E': 0.30955480355784704, 'center_x': -1.68019931, 'center_y': 4.31985428}, {'theta_E': 0.16157571523262243, 'center_x': -0.18947054682718648, 'center_y': 0.91864134096325}] lens result\n",
      "[{'amp': 1, 'R_sersic': 0.016767698053437023, 'n_sersic': 3.194416279510387, 'e1': -0.44088482409714685, 'e2': -0.008567446457929518, 'center_x': -0.31047522842369746, 'center_y': 0.2643346360775892}, {'amp': 1, 'R_sersic': 0.23587537084690197, 'n_sersic': 0.8095843625932876, 'e1': -0.10104078999306712, 'e2': -0.0609932424795374, 'center_x': -0.31047522842369746, 'center_y': 0.2643346360775892}, {'amp': 1, 'n_max': -1, 'beta': 0.15, 'center_x': -0.31047522842369746, 'center_y': 0.2643346360775892}] source result\n",
      "[{'amp': 1, 'ratio': 1.6206965105017226, 'w_c1': 0.12595880282401667, 'w_t1': 0.05762715750083087, 'e11': 0.0908709505473422, 'e21': -0.14713327197980006, 'w_c2': 0.4805361640470479, 'w_t2': 0.6665618030696224, 'e12': 0.07542751388617847, 'e22': -0.0009124011989241619, 'center_x': 0.0012657615583834831, 'center_y': 0.05834660429097852}, {'amp': 1}, {'amp': 1, 'R_sersic': 0.17346454088014346, 'n_sersic': 2.431686730532339, 'center_x': -0.08100200369516634, 'center_y': 0.9315240492909337}] lens light result\n",
      "[{'ra_image': array([-0.52229325, -0.54418805]), 'dec_image': array([ 1.27536158, -1.74550308]), 'point_amp': 1}] point source result\n",
      "{'scale_factor': array([1.54777402])} cosmo result\n",
      "511.2496089935303 time used for PSO PSO\n",
      "===================\n",
      "iteration of step 10 gave best reconstruction.\n",
      "log likelihood before: -4068.2202834027175 and log likelihood after: -3821.907519412276\n",
      "Computing the PSO ...\n",
      "10\n",
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      "max iteration reached! stoping\n",
      "-1.7185576964794067 reduced X^2 of best position\n",
      "-3651.0758261704996 logL\n",
      "4249 effective number of data points\n",
      "[{'Rs': 4.877339840521481, 'theta_Rs': 0.7321630022982027, 'e1': 0.15889307932425062, 'e2': 0.04257594837336364, 'center_x': -0.021526161817756236, 'center_y': -0.19838197360228357}, {'theta_E': 0.923918885912782, 'ratio': 1.3948753193922914, 'w_c1': 0.15861105226671762, 'w_t1': 0.027110698119909092, 'e11': 0.09545606746811472, 'e21': -0.14923562123028014, 'w_c2': 0.4782416007170287, 'w_t2': 0.5669442791528283, 'e12': 0.08484374460333775, 'e22': -0.0048147430414775426, 'center_x': 0.0006791374351637256, 'center_y': 0.056193838092707796}, {'e1': 0.010318837461108208, 'e2': 0.0536766539541966, 'ra_0': 0, 'dec_0': 0}, {'e1': -0.0028006212782186765, 'e2': 0.002495356847476541, 'ra_0': 0, 'dec_0': 0}, {'theta_E': 0.18778001720937454, 'center_x': -2.32019894, 'center_y': 2.79985456}, {'theta_E': 0.10593532831718575, 'center_x': -2.32019933, 'center_y': 3.83985426}, {'theta_E': 0.3082117071951052, 'center_x': -1.68019931, 'center_y': 4.31985428}, {'theta_E': 0.16708473983487038, 'center_x': -0.18738776353383355, 'center_y': 0.9216425390438575}] lens result\n",
      "[{'amp': 1, 'R_sersic': 0.014656927894292196, 'n_sersic': 3.2983938685748107, 'e1': -0.44193477170313944, 'e2': -0.01638081983798143, 'center_x': -0.30943006836053094, 'center_y': 0.26469470586310484}, {'amp': 1, 'R_sersic': 0.2369422521915646, 'n_sersic': 0.8336445745304567, 'e1': -0.10053465172124267, 'e2': -0.05370472890997748, 'center_x': -0.30943006836053094, 'center_y': 0.26469470586310484}, {'amp': 1, 'n_max': -1, 'beta': 0.15, 'center_x': -0.30943006836053094, 'center_y': 0.26469470586310484}] source result\n",
      "[{'amp': 1, 'ratio': 1.3948753193922914, 'w_c1': 0.15861105226671762, 'w_t1': 0.027110698119909092, 'e11': 0.09545606746811472, 'e21': -0.14923562123028014, 'w_c2': 0.4782416007170287, 'w_t2': 0.5669442791528283, 'e12': 0.08484374460333775, 'e22': -0.0048147430414775426, 'center_x': 0.0006791374351637256, 'center_y': 0.056193838092707796}, {'amp': 1}, {'amp': 1, 'R_sersic': 0.21369845993534117, 'n_sersic': 2.3976548984984936, 'center_x': -0.08315882439704138, 'center_y': 0.9355846168529369}] lens light result\n",
      "[{'ra_image': array([-0.52048409, -0.54373933]), 'dec_image': array([ 1.27710924, -1.74516882]), 'point_amp': 1}] point source result\n",
      "{'scale_factor': array([1.54105854])} cosmo result\n",
      "480.6519069671631 time used for PSO PSO\n",
      "===================\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iteration of step 1 gave best reconstruction.\n",
      "log likelihood before: -3651.0758261704996 and log likelihood after: -3642.3926628639856\n",
      "Computing the PSO ...\n",
      "10\n",
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      "max iteration reached! stoping\n",
      "-1.6886155813946917 reduced X^2 of best position\n",
      "-3587.4638026730227 logL\n",
      "4249 effective number of data points\n",
      "[{'Rs': 5.024073445032067, 'theta_Rs': 0.7103442599944014, 'e1': 0.16578507767175404, 'e2': 0.039647235729847644, 'center_x': 0.003486581144864188, 'center_y': -0.19996859952716975}, {'theta_E': 0.9398732437095613, 'ratio': 1.3436465335582555, 'w_c1': 0.155178490787383, 'w_t1': 0.026713863951339928, 'e11': 0.08669188398305298, 'e21': -0.15651558764077902, 'w_c2': 0.47257956107323595, 'w_t2': 0.5660057779304656, 'e12': 0.09523751364954909, 'e22': -0.008216400609027162, 'center_x': -0.0009137646504526828, 'center_y': 0.05616269260252516}, {'e1': 0.008020738868800099, 'e2': 0.050796106304318064, 'ra_0': 0, 'dec_0': 0}, {'e1': -0.0033835662576685017, 'e2': 0.0021735954100041213, 'ra_0': 0, 'dec_0': 0}, {'theta_E': 0.19251387086414634, 'center_x': -2.32019894, 'center_y': 2.79985456}, {'theta_E': 0.1086059124857057, 'center_x': -2.32019933, 'center_y': 3.83985426}, {'theta_E': 0.315981592075466, 'center_x': -1.68019931, 'center_y': 4.31985428}, {'theta_E': 0.17030876824555854, 'center_x': -0.17725048698608006, 'center_y': 0.921729549203742}] lens result\n",
      "[{'amp': 1, 'R_sersic': 0.014280487740633094, 'n_sersic': 3.3141542645248596, 'e1': -0.4260543321631645, 'e2': -0.018094419133695392, 'center_x': -0.31139947685896185, 'center_y': 0.2757913885135811}, {'amp': 1, 'R_sersic': 0.24020772684842248, 'n_sersic': 0.8434799005204029, 'e1': -0.10107643152203193, 'e2': -0.050122673927515446, 'center_x': -0.31139947685896185, 'center_y': 0.2757913885135811}, {'amp': 1, 'n_max': -1, 'beta': 0.15, 'center_x': -0.31139947685896185, 'center_y': 0.2757913885135811}] source result\n",
      "[{'amp': 1, 'ratio': 1.3436465335582555, 'w_c1': 0.155178490787383, 'w_t1': 0.026713863951339928, 'e11': 0.08669188398305298, 'e21': -0.15651558764077902, 'w_c2': 0.47257956107323595, 'w_t2': 0.5660057779304656, 'e12': 0.09523751364954909, 'e22': -0.008216400609027162, 'center_x': -0.0009137646504526828, 'center_y': 0.05616269260252516}, {'amp': 1}, {'amp': 1, 'R_sersic': 0.25344834442215153, 'n_sersic': 2.4110332254118916, 'center_x': -0.07886424097454811, 'center_y': 0.9406263571104403}] lens light result\n",
      "[{'ra_image': array([-0.52044378, -0.54266627]), 'dec_image': array([ 1.27728401, -1.74553441]), 'point_amp': 1}] point source result\n",
      "{'scale_factor': array([1.57990796])} cosmo result\n",
      "524.5219869613647 time used for PSO PSO\n",
      "===================\n",
      "Computing the MCMC...\n",
      "Number of walkers =  82\n",
      "Burn-in iterations:  100\n",
      "Sampling iterations: 100\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sibirrer/Library/Python/3.6/lib/python/site-packages/emcee/ensemble.py:335: RuntimeWarning: invalid value encountered in subtract\n",
      "  lnpdiff = (self.dim - 1.) * np.log(zz) + newlnprob - lnprob0\n",
      "/Users/sibirrer/Library/Python/3.6/lib/python/site-packages/emcee/ensemble.py:336: RuntimeWarning: invalid value encountered in greater\n",
      "  accept = (lnpdiff > np.log(self._random.rand(len(lnpdiff))))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "InMemoryStorageUtil does not support storeRandomState\n",
      "437.8372128009796 time taken for MCMC sampling\n",
      "3053.862975358963 total time needed for computation\n",
      "Result saved in: /Users/sibirrer/Science/Projects/LensModelling/SDSS1206/Public/Temp/test_out.txt\n",
      "============ CONGRATULATION, YOUR JOB WAS SUCCESSFUL ================ \n"
     ]
    }
   ],
   "source": [
    "# run a single job locally\n",
    "if True:\n",
    "    job_name = 'test'\n",
    "    lens_model = 'composite'  # 'composite', 'SPEMD'\n",
    "    perturber_model = 'SIS'\n",
    "    num_perturber = 3\n",
    "    mask = mask_list[0]\n",
    "    n_max = -1\n",
    "    foreground_shear = True\n",
    "    subgrid_res = 1\n",
    "    configure_model(job_name, lens_model, perturber_model, mask, n_max, foreground_shear, subgrid_res, num_perturber, cluster_compute=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## output analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'Rs': 5.024073445032067, 'theta_Rs': 0.7103442599944014, 'e1': 0.16578507767175404, 'e2': 0.039647235729847644, 'center_x': 0.003486581144864188, 'center_y': -0.19996859952716975}, {'theta_E': 0.9398732437095613, 'ratio': 1.3436465335582555, 'w_c1': 0.155178490787383, 'w_t1': 0.026713863951339928, 'e11': 0.08669188398305298, 'e21': -0.15651558764077902, 'w_c2': 0.47257956107323595, 'w_t2': 0.5660057779304656, 'e12': 0.09523751364954909, 'e22': -0.008216400609027162, 'center_x': -0.0009137646504526828, 'center_y': 0.05616269260252516}, {'e1': 0.008020738868800099, 'e2': 0.050796106304318064, 'ra_0': 0, 'dec_0': 0}, {'e1': -0.0033835662576685017, 'e2': 0.0021735954100041213, 'ra_0': 0, 'dec_0': 0}, {'theta_E': 0.1925138708641463, 'center_x': -2.32019894, 'center_y': 2.79985456}, {'theta_E': 0.1086059124857057, 'center_x': -2.32019933, 'center_y': 3.83985426}, {'theta_E': 0.315981592075466, 'center_x': -1.68019931, 'center_y': 4.31985428}, {'theta_E': 0.17030876824555854, 'center_x': -0.17725048698608006, 'center_y': 0.921729549203742}] [{'amp': 1, 'R_sersic': 0.014280487740633094, 'n_sersic': 3.3141542645248596, 'e1': -0.4260543321631645, 'e2': -0.018094419133695392, 'center_x': -0.31139947685896185, 'center_y': 0.2757913885135811}, {'amp': 1, 'R_sersic': 0.24020772684842248, 'n_sersic': 0.8434799005204029, 'e1': -0.10107643152203193, 'e2': -0.050122673927515446, 'center_x': -0.31139947685896185, 'center_y': 0.2757913885135811}, {'amp': 1, 'n_max': -1, 'beta': 0.15, 'center_x': -0.31139947685896185, 'center_y': 0.2757913885135811}] [{'amp': 1, 'ratio': 1.3436465335582555, 'w_c1': 0.155178490787383, 'w_t1': 0.026713863951339928, 'e11': 0.08669188398305298, 'e21': -0.15651558764077902, 'w_c2': 0.47257956107323595, 'w_t2': 0.5660057779304656, 'e12': 0.09523751364954909, 'e22': -0.008216400609027162, 'center_x': -0.0009137646504526828, 'center_y': 0.05616269260252516}, {'amp': 1}, {'amp': 1, 'R_sersic': 0.25344834442215153, 'n_sersic': 2.4110332254118916, 'center_x': -0.07886424097454811, 'center_y': 0.9406263571104403}] [{'ra_image': array([-0.52044378, -0.54266627]), 'dec_image': array([ 1.27728401, -1.74553441]), 'point_amp': 1}]\n"
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      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "analyse_output = True\n",
    "\n",
    "if analyse_output:\n",
    "    job_name_out = 'test'\n",
    "    hoffman2_out = False\n",
    "    input_temp = os.path.join(base_path, 'Temp', job_name_out +'.txt')\n",
    "    output_temp = os.path.join(base_path, 'Temp', job_name_out +'_out.txt')\n",
    "\n",
    "    if hoffman2_out is True:\n",
    "        path2output_cluster = os.path.join(dir_path_cluster, output_temp)\n",
    "        os_command_output = \"scp \"+ssh_command+\":\"+path2output_cluster + \" \" + output_temp\n",
    "        print(os_command_output)\n",
    "        os.system(os_command_output)\n",
    "\n",
    "    f = open(output_temp, 'rb')\n",
    "    [input_, output_] = pickle.load(f)\n",
    "    f.close()\n",
    "    fitting_kwargs_list, multi_band_list, kwargs_model, kwargs_constraints, kwargs_likelihood, kwargs_params, init_samples = input_\n",
    "    lens_result, source_result, lens_light_result, ps_result, cosmo_result, multi_band_list_out, chain_list, param_list, samples_mcmc, param_mcmc, dist_mcmc, kwargs_params_out = output_\n",
    "    print(lens_result, source_result, lens_light_result, ps_result)\n",
    "    for i in range(len(chain_list)):\n",
    "        if len(param_list[i]) > 0:\n",
    "            f, axes = out_plot.plot_chain(chain_list[i], param_list[i])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sibirrer/Software/lenstronomy/lenstronomy/Plots/output_plots.py:217: RuntimeWarning: divide by zero encountered in log10\n",
      "  log_model = np.log10(model)\n",
      "/Users/sibirrer/Software/lenstronomy/lenstronomy/Plots/output_plots.py:754: RuntimeWarning: invalid value encountered in log10\n",
      "  im = ax.matshow(np.log10(psf_in), origin='lower', **kwargs)\n",
      "/Users/sibirrer/Software/lenstronomy/lenstronomy/Plots/output_plots.py:768: RuntimeWarning: invalid value encountered in log10\n",
      "  im = ax.matshow(np.log10(psf_out), origin='lower', **kwargs)\n",
      "/Users/sibirrer/Library/Python/3.6/lib/python/site-packages/matplotlib/figure.py:459: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
      "  \"matplotlib is currently using a non-GUI backend, \"\n",
      "/Users/sibirrer/Software/lenstronomy/lenstronomy/Plots/output_plots.py:248: RuntimeWarning: invalid value encountered in log10\n",
      "  im = ax.matshow(np.log10(self._data), origin='lower',\n",
      "/Users/sibirrer/Software/lenstronomy/lenstronomy/Plots/output_plots.py:277: RuntimeWarning: divide by zero encountered in log10\n",
      "  im = ax.matshow(np.log10(self._model), origin='lower', vmin=v_min, vmax=v_max,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reduced chi^2 =  1.644450346652626\n"
     ]
    },
    {
     "data": {
      "image/png": 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6IiIi4nIXwy00b978chdBqKYEBweTPzCFAiTGVgx/f3+2Q/nw4cMAgCZNmjj1myAI1QuJsc5z2epr9erV6NOnD4KDg+Hl5YUmTZqgZ8+emDt3LoDf53F/8803AAqmPRRtJac/xMXF4b777sN1112HunXrwsfHB61bt8a0adPg4Lo5AeTn52PevHno3r07/P394ePjg7CwMPztb39DWpqpxk05ePAgrr/+etSqVQsff/yx5bdDhw7hwQcfxFVXXQUvLy/Ur18fQ4cORWJiIpvX0aNHcc8996BRo0bw8fFB27ZtsWgR/fpRHhcvXsScOXPQvn17BAYGwtfXF6GhoRg2bBi++uorAL/PwwSAb775xlKnJbU2Fi5ciJEjR+Kqq66Cj48P6tati+7du+OTTz5hj100zefixYt44YUXcM0118DLy6t4Dr6dsgmCUDlwGhhKqeK40rJly+L7vuQ8bQA4ceIEnn76aVx77bXw8fGBv78/+vTpgy+//JIcp+S87g0bNqBXr17w9/e3TPlbuXIl/vrXv+Lqq69G7dq1Ubt2bXTo0AFz5szBpUvWLxV2ymhOKVy6dCmUUnjsMevIwCIuXLiAwMBABAcHI8/4nLVkyRL07t0bAQEB8Pb2xrXXXouXXnoJFy5cKL1yDYqmvOzbtw9vvfUWbrjhBvj4+JApejExMRg4cCCCgoLg5eWFVq1a4YknnsBJbggYCp4jDz/8MMLDw+Hj44N69eqhc+fOePHFF4nv9u3bMXLkSDRs2BBeXl5o0aIFHnjgAWRm0lFWJafovPvuu2jTpg28vb3RqFEj3HfffTh16hTZZ9euXbj99tsRGhoKLy8vNGjQAO3bt8ejjz6K3NyC1Y1CQ0Mxbdo0AEDv3r0tzxa7dVWWTgBQ+tRHO89zZ8rHTV/673//ix49ehTn36ZNG7z66qtsWynSPzh79iyeeOIJNG/eHF5eXggLC8OMGTOgtWbPT6haaK3x9ttv4/rrr4e3tzeaNm2KBx98kL2HzLZdpHE2ZcoUANY2WeQ7btw4AMDdd99t+a2Ic+fO4dVXX0Xbtm1Ru3Zt1KlTB5GRkViyxBzVaNVU27ZtGwYNGoR69eqR9u7M+2vJKVnLly9H586d4evri3r16mHMmDH49ddf2Xo7ceIEnn32WbRu3Rq+vr7w9/fHjTfeiMmTJ+Ps2bPE1+7zSBCEPxeXZQTGe++9h7///e9o3LgxhgwZgqCgIPz222/YtWsXFixYgAceeAABAQGYMmUKFi5ciAMHDhQHegCWF9oZM2YgNTUV3bp1w6BBg+BwOPDdd99h6tSp2LRpE7766ivUrPn7MP6LFy9i8ODBiI2NRUhICO644w7UrVsX+/fvx4oVKxAVFYXw8PBSy75z504MHDgQOTk5WLduHfr27Vv82w8//IBbbrkFJ06cQL9+/XDrrbfi2LFjWLlyJaKiorBixQoMHDiw2P/YsWPo1q0b9u3bh6ioKERFRSEzMxMTJ07ELbfQJS3LYvz48ViyZAlat26NsWPHwsfHB4cPH8bmzZuxYcMG9O3bF23btsWUKVMwbdo0tGjRwvIHTskXw/vvvx/XX389evTogeDgYBw/fhzr1q3DXXfdhT179rAv0QAwcuRIJCYmYsCAARg+fDgaNmxou2yCUBGk57pspkyZgpUrV2Lnzp145JFHEFC4/ltAiXXgDhw4gF69emH//v2Ijo5G//79cfbsWaxduxb9+/fHu+++i3vvvZfkvXz5cmzYsAEDBgzAxIkTceDA78vATp48GTVq1ECXLl3QtGlTnDp1Cl9//TUeeeQRJCYmWjqA7ZTRZPjw4fD398enn36KmTNnwsMYL7pq1SqcPHkSkyZNsvw2YcIELFiwAM2aNcPIkSMREBCALVu24Pnnn8fGjRsRGxtL8iqLRx55BPHx8Rg0aBAGDhxoeeZMmzYNU6dORb169TB48GA0bNgQu3btwr///W+sW7cOCQkJqFv39yWZk5KS0K9fP5w4cQI9evTArbfeinPnzuGnn37C1KlT8fzzzxf7rl27FiNHjoTWGqNGjUKLFi2wfft2/Oc//8GqVauwefNmtGxJl1V+8sknERMTgyFDhuCWW25BXFwc3n//fezduxdff/11sd+uXbvQpUsXKKUwdOhQtGzZEqdPn8bevXsxd+5cvPTSS/D09MSjjz6KlStX4ptvvsG4ceNIx5jdunIWu89zZ8pn8swzz+DVV19FUFAQ7rjjDtSpUwfr16/HM888g5iYGHz55ZeoVauWZZ/c3Fz069cPhw8fxoABA+Dh4YGVK1di8uTJcDgclveZqoLEWCuPPvoo5syZg+DgYNx3333w9PTEqlWrsHXrVly8eJG0iZKEhoZiypQp2LRpE2mTRe9pO3bswKpVqzBs2LBi8c6if0+ePImbbroJycnJaN++PSZMmIBLly4hJiYGd9xxB3788Ue89BJdZjchIQGvvvoqoqKiMGHCBBw7dqy4nM6+vxYxd+5crF69GkOHDkXPnj2xdetWfPbZZ9i5cyd27NgBLy+vYt/09HT07t0bBw4cQIcOHXD//ffj0qVL+L//+z+8+eabmDhxImrXLpgG5erzSBCqKhJjnURrbXsD/DUw2LJ5e2uyAduLN4727dvrWrVq6aNHj5LfsrKyLOmePXvqgmLy/PLLL/rSpUvE/txzz2kAeunSpRb7008/rQHoIUOGaIfDYfnN4XDo3377rTg9ZcoUDUDHxcVprbWOjY3VdevW1cHBwXrHjh2WfXNzc3WrVq20l5eX3rRpk+W3X3/9VTdp0kQ3btzYcsx7771XA9CPPvqoxT8xMVF7eHhoAHrKlCmlnnsRJ0+e1Eop3aFDB52Xl0d+P3bsmCUNQPfs2bPU/Pbu3UtsFy5c0DfddJP28PDQhw4dsvxWdI3atGlDrp+zZSvJ6NFaR0bSrXdvurVpQ7dOnawb5xMSQreWLemmFN08Pa0bcIrZzpCNOybnR7ejZIuO1mQzy+XpSX2Aw2QLDNRki4igm7lfgwaabMB5snF1CHxqbN8ym3neN2pdIi61APR8FzcASdqJGOjuDQjUwChjO8ZsOzRgjUFFpKenawB63LhxFvu4ceM0AJ2ens7u17NnT62U0kuWLLHYs7Oz9Y033qi9vb31kSNHiu0LFizQALRSSq9fv57Nk4sl+fn5euzYsRqA3rJli9NlNJ8H9913nwag16xZQ/wHDhyoAehdu3aRco8YMUKfO3fO4l8U82fNmsUe36SovE2aNNH79u0jv3/99dcagI6MjNTZ2dmW34rKUTL+X7hwQYeGhmoAevHixSS/jIyM4v/n5OToevXq6Ro1auhvv/3W4jd9+nQNQN98881seUNCQvSBAweK7bm5uTo6OloD0Fu3bi22P/744xqAXrlyJSnLiRMndH5+fnHafF6alFdXRfWxYMECdn/uuVWR53lp5SvZ9r7//vvi+srMzCy25+bm6sGDB2sA+uWXX7bk06JFCw1ADxgwwNK+jh49qv39/bW/v7++ePEiWwattQ4O1sX39+8b92wxfXZoII3ZlhnbNmYz826rdSXE2Cstvnbo0EHr/HzLZiR1fr42EpTvvvtOA9CtWrXSx48fL7afP39ed+3aVQPQLVq0KLaX1rbLapNl3Q9FbXXGjBkW+/nz53W/fv20UkonJycX2+Pi4jQKroeeN28eyc+V99eisvv5+Vniq9Za33777RqA/uyzzyz2yMhIDUC/8sorpAxZWVn6/PnzxWlnn0ccp07RjbvgZ89qy3bkCN1MH7sb177s+l24YN04H3dvnNGOn928XK0Lzsn0+SPqzNUdzdhYXWLsH7k5OQKjHgCr0ND589RLKU4kyoqHhwc8PT2JPYhTbSyDq666irU/9thjeOmllxATE4PbbrsNQMFQ07lz58LHxwfz5s2z9AwDKB4ey/HJJ59gwoQJCAsLw4YNG8hc7P/973/45Zdf8M9//hM9e/a0/NakSRM8+eSTePTRR7Fx40YMHDgQubm5WLx4Mfz8/MhSqR07dsSdd95peyqJUgpaa3h5eaFGDdqHV79+fVv5FNGqVStiq1WrFv7xj3/g66+/xsaNGzF27Fji8+KLL5LrV5Gy1akD3HgjtZcyMpFgjs7mZhR17EhtK1YcILY2bVoQW0qK9fqEhIwjPmfO0PwzMuhwTKU6WdJaH6I7gt4b8fFU2DM4mAq5xccvNyzdiU929m+MjROFs1ZkVtYexieQWAICqDLTmTO3Gz5MVqRM1rBVveYOBgC41bCNZ/zo17WKsHPnTnzzzTcYNWpUsQp+cYkCAjBt2jQMHz4cn3/+OR544AHL78OGDUP//v3ZfLlYUqNGDTzyyCP46KOPEBMTgy5dulSo7OPGjcN7772HRYsWYfDgwcX2I0eOICYmBu3atUObNr+L5M6ePRseHh6YP38+fHx8LHk9//zzePvtt7F48WI88sgjtsvw5JNPsiMd5syZAwB4//33yUiS8ePHY/bs2Vi8eDHefPNNAMCaNWuwf/9+DB06lIj6AUCzZs2K/79q1SqcOHECt99+O6KjrYLFkyZNwrx58xAbG4uDBw+S59W//vUvi83DwwN333034uPjsW3bNnTu3Nnib9YTAAQG0nvcDqXVlbNU5Hlul/nz5wMAnnvuOTRu3LjY7uHhgddffx3r1q3DBx98wIoszpkzx1JvDRs2xLBhw/DRRx9hz549aN26NXvMzMxDoGKcPzGe1zA2Tvx5hJGmInOBgdZ3sdOnraNiqleMteKK6N6CBQsAAM8++yzq1atXbPf29sarr76K3r17V1r5TI4fP45PPvkEHTt2xJNPPmn5zdvbGzNmzEBMTAw+/fRTsuxq27Zt8fe//53k6ez7a0kefvhhS3wFgHvvvRdLlizBtm3b8Je//AVAwVS3hIQEtG3bFk899RQpQ8l3x4o8j0rCDaLjRCNNGgVeJLYTZ+iIGk5s0hTe5N4B7ewH0PJzbZU7H06o1I5YLedjV+TW9LMr/smVlaOWDXFUTtjTVYFOrvy8SGjlRMbqHGPdxWWZQnLnnXdi0qRJuO666zBmzBj07NkT3bt3d+ll4+zZs5g9ezZWrFiB//u//0NOTk7hl8wCSs7DS01NxalTp9ClSxenhJFmz56NVatWoXv37li9ejX74paQkACgYNib2SEBoHgu7s8//4yBAwciNTUV586dQ3R0NCvu1KtXL9sdGHXr1sWQIUOwZs0atG3bFiNHjkR0dDS6dOkCX19f2+dZxMGDBzFjxgxs3LgRBw8exHmjl6q0uY3mS687yiYIHBL4K0ZR/Dp16hQbv7KysgAUxC8T7r4v4vjx45g5cybWrVuHffv2kTnOpcUSZ+jWrRuuvvpqrFmzBtnZ2cXxefHixcjPz7dMlTt37hx27tyJoKAgzJo1i83Py8uLPc+yKK0OEhIS4OnpiWXLlmHZsmXk94sXLyIrKwvHjx9H/fr1sWXLFgDAgAF0ZR+TH34oWO3rpptuIr95eHigR48e2L9/P5KTk0kHRkem5zYkJAQAkF1Cgv+2227D7NmzMXz4cIwaNQp9+/ZF9+7d2Y4pu5TVXpzB1ee5M5RVx1dffTWaNWuG9PR0nDp1yvIc9/f3R1hYGNmHq+OqgsTY3ylqF+Yf+wAQFRVVoWlR5ZGYmIj8/HyiXVZEkS6NM7Ha2ffXktiNJUWxrV+/fuzHLK48rjyPBKGqIjHWOS5LB8bjjz+OoKAgzJ07F3PmzMGsWbOglELPnj0xc+ZMNiBy5Obm4qabbsK2bdvQunVr3HbbbWjQoEHxyI5p06ZZRLaKBNOcXSbt22+/hdYaffr0KfWr0/HjxwGAfUktyZnC7tgioadGjRqxfiW/9tjhs88+w4wZM/Dpp58Wz6/19vbGqFGj8O9//7vU45js27cPnTt3RnZ2NqKjo3HLLbfA398fNWvWxP79+7Fo0aJSRe5KK3NllU0QOFThJrhOUfyKjY1FbGxsqX5nmM9Jpd33J0+eRKdOnZCeno7OnTtj7NixqFevHjw8PHDy5EnMnj3bKcHMshg3bhyeffZZLF26FPfffz8AYNGiRfD09LSMZMjOzobWGllZWcWijpVBaXVw/Phx5OXllXusM2fOoH79+k42hKOHAAAgAElEQVQ9o4qeIaWtnFFk54RCOV2RIs2P/PzfR1B27twZ8fHxePnll7F8+fJizZJrrrkGU6ZMwe23307yKQ9nn22l4erz3Bns1PHBgwdx8uRJSwdGabotXB1XBSTGWinr/c3Dw8PpkcTOUBSrExMTSxWHB5yL1c6+v5bEbixx5n6tyPNIEKoiEmOd57Itozp27FiMHTsWJ0+exPfff48VK1Zg/vz56NevH1JTU22Nxli1ahW2bduG8ePHFw/pKyIzM5O8NBYFWme/+n344YeYPn06pk2bhkuXLuGFF14gPkUvL6tWrcLQoUPLzbPI/+jRo+zvR44ccaqMPj4+mDp1KqZOnYqMjAx8++23WLhwIT755BPs378f8fHxtvJ54403cPz4cSxYsMDy5RIoUO0va1RISUV3d5RNEErDfd+7/hwUxaPZs2fj4Ycfdmrf0u77Dz74AOnp6ZgyZQr5ipaQkIDZs2e7VFaOu+66C88//zwWLVqE+++/H8nJyUhJScGwYcMsf0wUnWe7du2Kv6JWBqXVgb+/Py5duoQTJ07YyseZZ1TRuZT2rChahYQb4ecMkZGRWLt2LS5cuIDt27djw4YNeOutt3DHHXegQYMGToswl1ZXRV9lzdVigLI7YSpjFE9plKxjbtRJZdVxVUBi7O+UfH8zpzHn5eXh2LFjlule7jj2Y489hjfeeMOpfcuKU4D991dXcCW2ufI8EoSqisRY57jsI1YCAgIwcOBAvP/++xg/fjxOnDiBb7/9tvj3oqF43BeLvXv3AgBuvdWcM47i5VdLEhERgYCAAOzatat4jW27ZYyNjUV0dDRefPFFMu8QALp27QoAtv8Yj4iIgK+vL3bs2MEuu7Vp0ybb5TMJCQnBnXfeiZiYGISFhWHz5s3FPdpAwYtiaV+Aiup05MiR5DeuTiu7bILgLEVzB13Z/kyUFUudjV92cCWWlFXGsggJCcFNN92ErVu3Ys+ePcUdrUVLERZRp04dXH/99fjxxx9tdypUhK5duyI7Oxs//vijbX8AWL9+fbm+7dq1A8A/K/Ly8oqvZfv27W2Wtmy8vLzQrVs3vPDCC8XaHqtWrSr+3dVrV0TR6MaMjAzyW1JSErE5+zx3pXxl1fHevXtx6NAhtGzZssyVcqoDrsbY6krRPcXFsc2bN7t1hE3nzp1Ro0aNSo3V7oj/pR0jJiaGLKF9OcojCFcSEmOdx6kRGN7e9RAaah0yqhQnNniszHzi4uLQq1cv0hv8228FIoIltRGKRB4PHjxIhL+Klp3atGkThgwZUmzft28fKxJUs2ZNPPDAA3jllVcwceJELFu2zCL8dfHiRZw6dYod/eHn54cNGzZg6NChmDlzJi5cuGD5gjhs2DC0atUK77zzDnr37s0uN5WQkIAbb7wRvr6+8PT0xJ133on3338fU6dOLRZxAwpe1hYvXkwrrhSysrJw5MgRIqR09uxZnDlzBh4eHpYlverXr8++JAKl12lMTAw++OAD22VytWwlOXOGF3XkhJm4VfEK/34qhhOcXbGCKnsOGUIFO7n+pOho6x9HhVM8LeTmTiG28PDyh66npdGhoeHhphgbkJaWTmxhYVQgLzPTOqdeayrOyU0jz8ykLxBKWQUDtR5CfICPiCU7m5YVaGhJZWWlMD7m8G0qsFVdArmPTz1ERFhjbHIyN3zd+Tn0JWOp+TW5Y8eOiI6OxhdffIH58+djwoQJZP+UlBQ0atSoeHnk8igZS0re/8nJyXj11VedLmN5jB8/Hl999RU+/PBDLFmyBEFBQRZRzyIef/xx3HPPPZgwYQIWLlxI/vjMzs5Genp6pfzh/9hjj+F///sf7r33XixfvpxoNZw9exYpKSnFL+xDhgxBaGgoVq9ejSVLlpApGocOHSr+sjt8+HDUq1cPS5YswT/+8Y/iPABg1qxZSE9PR9++fYn+hTN8//33aNeuHRHxLBo5WNqz2hU6duyIGjVq4NNPP8VTTz1VnPeJEyfYjwbOPs9dKd+ECRPw4Ycf4qWXXsLQoUOL88rPz8c///lPXLp0Cffcc49L51s6mQCuM2yPMX7/YWzcNzxTnJk+W7KzuxoWOgqmusRYE7sihSUZP348PvjgA7z88ssYNmxYsZCnw+HA008/7ZZyFtGwYUPceeed+Pjjj/Hiiy/imWeeIZobv/zyC2rUqGFbLNfZ91dX6NChA7p164bvv/8eM2bMIPV0/Phx1K5dG97e3pX2PMrJoTZOoPNcXq0y0wD/LmpHeNMudgQoubbKCYJycGXNM0Qp7QpqcmKWZvldua+cyd+uyKaderUrOOqqSKjd866uMdZdXJYpJCNGjECdOnXQtWtXhIaGQmuN+Ph4JCYmokOHDpYhqX369MGyZctw6623YuDAgfDx8UGLFi1w1113YciQIQgLC8Mbb7yBlJQUtGvXDgcPHsTatWsxaNAg9kVlypQp2Lp1K9asWYOrr74agwcPhp+fHzIyMvDll19i5syZZOpEEb6+vli7di1GjhyJOXPmwOFwYN68eVBKwdPTE1988QX69euHQYMGoVu3bmjbti18fX2RkZGBxMRE7Nu3D5mZmcUPgFdeeQUbN27ErFmzkJSUhKioKGRmZuKzzz7DwIEDsXr1alv1+euvvxYr7d9www0ICQnB6dOnsXbtWhw5cgQPP/ww/Pz8LHW6dOlSDBkyBO3bt4enpyd69OiBHj164IEHHsCCBQswevRojBo1Ck2aNMHu3buxYcMG/OUvf8Fnn33mxJV2vmyCILiHPn36YObMmbj33nsxcuRI+Pn5ISAgAA8++CAA4NNPP8VNN92Ee+65B3PmzEGXLl0QEBCAQ4cOYdeuXdi9ezcSEhJsd2CMHTsWM2fOxKOPPoq4uDiEh4cjLS0Na9euxa233srGkvLKWBYjRoxA3bp1MWvWLOTm5uKhhx5iV7qaMGECtm/fjrlz56JVq1bo168fmjdvjhMnTiA9PR3ffvst7r77bsybN8/WeZZFnz59MH36dDz99NMIDw/HwIED0bJlS5w5cwYHDhzAN998g6ioKGzYsAFAwWpPy5Ytwy233II77rgD7777Lrp27QqHw4Gff/4ZGzduLJ5iUadOHcyfPx+jR49Gz549MXr0aDRv3hzbt2/Hl19+icaNG+Pdd9+tUPlfe+01fP3114iOjkbLli1Rp04d/Pjjj1i/fj0CAwNx3333Ffv27t0bNWrUwNNPP43du3cXj6h47rnnbB0rODi4+A+ztm3bYtCgQTh9+jTWrVuHHj16IDk5mezjzPPclfJ169YNTz75JF577TW0bt0ao0aNQu3atbF+/Xrs3r0bUVFReOKJJ+xWp1BN6N69Ox566CG89dZbxe3C09MTq1atQmBgYKmaKZXF22+/jbS0NPzrX//Cxx9/jKioKDRq1AiHDx/Gzz//jMTERCxZssR2B4Yr76+u8Mknn6BXr1545pln8Pnnn6NXr17QWiMtLQ1ffvklUlNTizu+K/t5JAhC9eKydGBMnz4dMTEx+OGHH7Bu3Tp4e3ujRYsWmDFjBu6//37LS+ff/vY3HDhwAEuXLsVrr72GvLw89OzZE3fddRdq166Nr7/+GpMnT8amTZsQHx+Pq666Cs8//zwef/xx9gW5Vq1a2LBhA+bNm4ePPvoIixYtgtYaTZo0wYgRIxAVFVVm2b29vbFixQqMGTMG7733Hi5cuID58+ejRo0auOGGG7Bz50688cYbWLt2LRYsWIAaNWogODgY7dq1w7Rp0yzzsYOCgvDdd9/hmWeewZo1a5CUlIRrrrkG//nPf4q/wtkhNDQU06ZNw6ZNmxAXF4djx46hXr16uOaaazB9+nSyDNXs2bOhlMLGjRuxbt06XLp0CVOmTEGPHj1www03IC4uDs899xz+97//IS8vDzfeeCO++OILBAQEON2B4WzZBMEVpOe6fPr164fXX38d77//PmbNmoWLFy+iRYsWxZ0DzZo1w/bt2/HWW2/h888/L17Fo3Hjxrjuuuvw0EMPkZFUZdGkSRPEx8dj8uTJ2Lx5M2JiYhAREYG5c+eib9++bCwpr4xl4evri9GjR+PDDz8EQKePlOSdd97BgAEDMG/ePHz11Vc4efIk6tWrh+bNm+OJJ57AX//6V9vnWR5PPfUUunfvjjlz5mDz5s1YtWoV/P390bRpU9x3331kudSOHTtix44dmD59OtavX4/vv/8efn5+CAsLI/pLw4YNw3fffYdXXnkFMTExOHXqFBo3boyJEyfi+eefr/DqHA888AACAwOxdetWbN68GXl5eWjWrBkeeOABTJo0CS1a/D5a7dprr8WiRYvw73//G3PnzoWjcN1qux0YQMFys40aNcKSJUvwzjvvoHnz5nj44YfxxBNP4L///S/xd+Z57mr5ZsyYgXbt2uHtt9/GRx99hNzcXLRq1QovvfQSJk2aVOoIwuqGxFgrs2fPxtVXX4133nkH7777LurXr48RI0bglVdewY3c+u+VSN26dfHNN9/gvffew6efforPP/8cDocDjRo1Qnh4ON58803cfPPNTuXp7PurK7Rs2RI//PADXnvtNaxcuRJvv/02vL29ERoaikmTJlk6Iyr7eSQIVzoSY51DlVxytDx8fDrq0FDrXNTUVG4Kye/DwLUufzk4QeD4y18ATgdr/35q44b3mVNIClfespCayk0hoWPyuCkkxhLrlTyFZAWzn70pJNHR9KtLfLx1+crLMYUEoEJ85hSSkrHjd8yvWUOg9a7i+WdhSumZzF52uBXYrrW2t+zRH4Cvb0cdEWGNscnJm0r117qXewskCMIfilKJoFNIuI5+u1NITLiVK8wpJLdA6x0VjrFXWnzt2LGjTtq2zWIrd6h7OUt+ClcunEa+nSkkHNxUDW5ahqu4Oj2Bw+70CrP8VWkKSUX2c3UKiV0/O/upmjUtsbG6xNg/ksu2CokgCEJlIa+YgiAI7kNirCAIgvuQGOscTnVgOBwOpKb+ZLEpZX4pAAIC3LN8lPDnIjQUYMTnycgHANi9m9rM3mVuWmpkJO1WX7KE+l17LbXFx1tHHzVoQNt9VhYVn+N67Vu3tqbT0sKID7fkuacnN9qCjmJo0MA61NLQ5AMAOBwHqBF0KKzWuZZ0cPAa4pOZSUe2NGgQSGxZWXsMSy7xAczCWsO8Ipaqy/nz55GcbL1+3t69iJ/DISv3CEL1pC0AU3F6GeNH9V0ATijZ9OP2M5+DiqSqS4w1Ke+ranU97z8DjB4/Tp9xbbQF9/7F+dUyRMa50R3cfucctKWZIyK4r/0O+qoFX65czEiEWsZfgNwIBk6UlMvL3NfOiInSsLOvXZFNO9gdbeHqyBM7VOcY6y5kBIYgCFUefnV7QRAEoTKQGCsIguA+JMY6h3RgCIJQ5bEz81sQBEFwDYmxgiAI7kNirHNIB4YgCFUaGXonCILgPiTGCoIguA+Jsc7jZAeGB4BGFos5Hx4AsrMPl0i1IL8Lgh0OHeJXFzlyhNpataI2U4H655+pT2qqvbJw8wAB60oeWVlUl+Dmm+sT27FjNKe0NNNCRSq4FVm4+Y+NGtGlxUz9j7i4RXRH0IK1aTOJ2FJSNhnl6kV8MjPt9iVfZaT3Mj5lz8+uXnjCjLEORzbjVzQhl7YvQRCqLoGBnsjOXm+xNWgwlPhlZVG9i5AQqp2UkZFpWDgNANNWfV+lnV81oPrWRXWHez+q601XITmabW3/3Pte3Tr2NBEuovy8OOz4cfpp3Mohrq7Gwflw2hweHva0MtyJqyuC2MWuxoadFU0uN0qp/gBmo2CQxwda6+nG714oWDqwA4DjAG7TWu8v/O1pAPcAyAfwsNY6pqw8lVLxAPwKs24IYJvWerhSqheAVfhdqOkLrbV1XXgnkREYgiBUeeQVUxAEwX1IjBUEQXAf7oixSqmaAN4BcDOAQwASlVKrtdYlV+S4B0C21jpMKTUGwAwAt6mCVTrGALgeQBMAXymlri7ch81Tax1d4tifo6DTooh4rfXgyjo3tz+TjhzJd/chhGrIyZOXuwRCVaFo6J0rW1VH4qsgVB/MUYNXCq7G2GqB1pe7BIILyGUTqhJujLGdAezVWu/TWl8EsBTAMMNnGICiYdnLAfRRSqlC+1Kt9QWtdToKhkh3tpOnUqougJsArLRXTOdx+wiM4OBDiIig00hSU88y3j8wNusyjm3a1CUeKSlfMvtdQyyRkdZyJCTQ4wUHtye2zEyuXNzUGHMeQAcmf7qEGTc1wGT/fmrj9mvUiNoCjdUrzSU7S8uf84uIoLZsY4T7WebSctM+uKkUnJ8glEe1eVl2kuDgQ4X/0niUmXmI2ABzODlQsGzj7wQG0hiVnR3P7Eenr9x8s3VZ7dhYuqQvwAQRcHO5zOlFAGCN9Z6eI4hHbi4dNxwdTdeVi483p3zR+Wrh4XQqFBcDzWXxGjemPoeYyxEaSm39+1Pbhg3WNDe1zsuL2rZupTYzxnLDrLlnSy6zwrG5TOHHH58mPuHh9JmdlraT2KKj6ZLN8fHmlLKGtBDMdDsOT09ru87NpRekd2964nuZWW1BQeXbYmOXM6Wg91Fg4GzG78rjzxpjoTUuaXvTFu0MH7e7ZKNdv8raj9u3IuUypzHYnWJgp6zcFAlBqOq42KqDlFJJJdLvaa3fK5FuCiCjRPoQgC5GHsU+Wus8pdQpFLzgNQWwxdi3aeH/y8tzOICNWuuSLwWRSqmdAA4D+KfW+sfyTq4sZAqJIAhVHnmdEQRBcB8SYwVBENyHizH2mNa6Y+WWpFK4HcAHJdI/AGihtT6jlBqIgpEZ4RU5gJMdGOcBmF/UqCBOu3a3WNLc132AfqYPDo4mtszMA5Z0Ssr7xCc8nAoNpqVtJLaEhO8t6REjbic+K1Y8T4uKZ4lFKfpFz9rRBChFv2RyX+bq1KG2uLjvDAv95DN8OB1lwmF+HeSEgDoyzZ8rK4f5Fc4UjAT4L4ZUuJKWjWs7nPAm91XU/CJ27bXUh/vSGBtLbYmJicR2112dLOndu+l+XFkzMqiAZu/e4yzp/fupGBv3BZcbccMRF2cVhWvZchzx4b6QcKOb/Pys93diIv1EGR1Nyx8fz013sFZQZOQg4pGQYH4pt44NrV7qzQ7QkVy07UVGPmpJJyRwo9A6MTbuC7Z1KFR29nTG5w3GRmNsbOweawk60RESiYlc/k8Qi7c3Hf3gcHS1pGsyWrFt29LYzIv1HjDSdPRAq1YtiS0piZgQFWVNc1PguFjDxf7kZGrr29ea5kavceXiYr056mPJkt+YctF2wsXittbBO+jdm4624MraqRM32oKO1mnQwCpInJVFRxAFB9NjZma+RWxRUQ9Z0jt20AvCnaP5/AT4WBkbu8mS9vQcRXxyc+n9wI9ussbBrCxO3JiOusrI+InxM2+S6xiffUb6giVVnWKs+YXfjvAfdx9xgn52xRNNXBUfdPV4pWFn9IOd0RZ2y8Ht52BEI+28w9q15eRSEVvzHfbMGeKCo1m0XD7M4C8zpnN5cYKgeeyokvJHsZw+Q/fj8ucwR99x4pxc/OP4o8Ur7d4zdkYR2W3TXP2Y+3Kip3bq0I0x9lcAISXSzQptnM8hpZQHAH8UiHmWtW+peSqlglAwzaT4gVdyJIbWep1Saq5SKkhrzbwh2KO6PJMEQfgTo1zcBEEQhPKR+CoIguA+3BRjEwGEK6VaKqVqoUCUc7XhsxpA0VfNUQC+1lrrQvsYpZSXUqolCkZMbLOR5ygAa7XWxV1kSqnGhboaUEp1RkH/A1260QlkCokgCFUaBfqNURAEQagcJMYKgiC4D3fF2EJNiwcBxBQeYr7W+kel1AsAkrTWqwF8COBjpdReACdQ0CGBQr//AvgJQB6Af2it8wGAy7PEYccAMIfajgJwv1IqDwXTOcYUdpK4jHRgCIJQ5ZGhZIIgCO5DYqwgCIL7cFeM1VqvA7DOsP2rxP8dAEaXsu/LAF62k2eJ33oxtrcBvO1MuctDnkmCIAiCIAiCIAiCIFzxVHgERmTkLcT2vVUrE0pxS/dRDh+mNh8fq1CVw0HFLDmhnrvu6kNsW7ZY0ytWrCc+wN/KKmIxhaNoLAQGWgXfOPEezpacTJdb693bKgDGCaHFM9pfnFClKWbJLbfHLaXHCcxxYpkmXFk5OKG7o0etaU78xhSOA/g2sGOHNc0tWfjJJ9TGCZru2UMFEZcts6b9/Oh+nOhSp05UQDMuzrpG4c03UwFY7nqYbRrg21hw8ABL2hQdBICPP6aijNxyxDk5Kyzp8HAqTBcfzzQoHGVs5tLG3D3Z20jTgXaXoydWKTUTwBAUKBn/AuBurTXTqivKQ8RCYywn2EmLojUVpVTKFFSmYsqenrTOW7Wisd9YqRKJiaYYMQD8lbFxAmD0mMGGQjDX1rlYlpNDbf37W5fM/uUX6mN3+Wozf87H7vNg4kRq40VIrXTtSm2c8K8ZUzt1ooKdXLm42G/GcG4ZbC6vzMxsYvPza0MdDUJCqEJ0RgYVBG/Zkt4zcXHplvSIEfRe4K4395zi/Fq27GVJc8/Z1FQuxnLrqFtFedu0GUA8UlK4GEsFTekys18xPqbgKH3wVtevXbxAp5m2t5yoHT+7S5NycczXuCwVEeysTGoxYv7mnxd26wve5bc07r2Ku47cvXtV43PEdviIb7l5cUL0589Tm/mexr3D2hV6NNsKJyzJCXZy+ft6Uz/OZmJXLNNVYUxX2zB3f3B16OqywnbLZeZv5zqWRnWNse5C6ksQhCpNkXqzK1sFiQXQWmt9A4D/A/B0xbMUBEG4snA1xgqCIAjlIzHWeUQDQxCEKs/lCORa65KfSbeAfsYUBEGoFvzZX5YFQRDcicRY55AODEEQqjQVXD87SCmVVCL9ntb6PRfymQDgM9eLIQiCcGVSwRjr2jH/sCl6giAIl5fLEWOrOtKBIQhClacCgf+Y1ppRPSlAKfUVgMbMT89qrVcV+jyLgiWmFrteDEEQhCuXy/ByHQvg6cJlAGegYIreU398MQRBENyPdGA4h5MdGF4AwiwWU0wOAJSyChJGR1Phrfh4KlypFBWqatCgtiUdGckJIFLhP4eD5pWZaRUfjI7mxAc5cU4qJte6NTERQUVOVK0x86dQRAQdeW6KhHECQlxe9etTmymsx4lNcnlxx+QwRUJrVmAx40aNrGlOhI4T7+FEl0yxT07QiROz5ATauGtpR9B0715q44TuQkKsFyk29jjxadOGXtywMGJCYiK1mW1/yxba9oHfiCUykorhJiVZhTfT0tKJD9CcWMLDWxCbeU2ysvoyecUZaarIqJi9KgOtNVeg34+r1HgAgwH0qeia1gV4A7A2LK3pDVWrljUdHBxIfDIzaXBWigoGhoRYYywXj2JjNxHbhQu9iC011YzFVJjR05OWgYsZ0VRLlMRYTnCXiw9DhlCbeZ9z4lvcPc6J6ZoxkBMNHT6c2rj4xsUpU4CYi81cXr16UZsZf7jj2Y39prgoJ17KxcB27Wh7TU6mwp4REVY/Ls57e9cmNq49RURYRTtXrDhNfCIjqQgm92zkzik93dr2OeFNgAqO3nzzdcSWlGS1paQwFxf0vcrPj14A81pmZDAPMywx0ieIh7tibGn8UVP07Ij1VUR80I6AH+djCnZy2BVrdFXIkIOvi8r7FsplVSPPKhJ62lGL+NT1pkKiJz2o3zn4EpsZL7hnARd7GjSgNhOunZgisaVh1jVXN9z14NoA11bM/Pj4Sm2utp3KFJ21I0Ba2di5jzgfu0Kof3SMrerICAxBEKo0Ctx6FX/AcZXqD+BJAD211lTaXBAEoRpwuWJsCWSKniAI1ZYrIMZWOaQDQxAEwTXeRsGwtFilFABs0Vozi2AKgiD8KSlTY0im6AmCIAiuIB0YgiBUeS7TKiTMBB5BEITqh4sxtkyNoT9+ip4gCMKViWhgOIdy5pmgVJgGZhrWtsQvJMQ615Sb82/OGQb4+fzx8SmWdEQEnVPN8euv1JZrleaAw3Ef8QkMpAsQZGdPZ45wO2PzsaT8/BoSj77M45qb12bOu+XmKdvRYADo/GluThs3r5ubz8zta5afK+v589S2cye1mfO4ufnsnEYFV35z3zNnqA9X91x75eYGHjtWfhm4Oehr11KbeT8kJtL52TzfMbYVxBIdbW3X8fFUN2bECDpne8WKH4jN07O9Jc2dd3a2Oaca8POj94x5z/9AD4eGxm2Und0RublJxdMF2yilv6C72eJqYHtZL9h/NEqFa2COYaUxNjjYOv89M5NOym/ZkgZUrh1nZFj3bdeO7sfdJ9x9aJKV9T6xeXvfS2wOxyxm7zsYm3lfUB2A0aOpJgJXfjO+cefToQO1fcYMZO/fv+y8AV5LIS2N2kYw8jTmdePKyukf7dlDbWaMNeMYAOzYQW2c7pMZY7nYz9mSkqiNy9+MxXa1oLj6MWNsXFwudQLVwCqQXzBhLhzM+HmAeERGdie2hIQUYvPzs77n5OT8xByPubigmkUNGlh1PX6jUkdo0sSaPnasIy5erHiMrUh8LZyi9wYKpuhluZKHSceOHXXStm3l+tmZs87pAFREK6OyqIjehavnzWIGLZs6GSdOlq/VwGXF2TitmusiytcI4d4VOY0NWzAFq0xNEi4v7jnvaju8Eto0QDU8OA0MV8tqd7/KvD9UzZqW2Hg5YmxVR0ZgCIJQ5ZGea0EQBPdxGWKsTNETBOFPg7zHOod0YAiCUOWRwC8IguA+/ugYK1P0BEH4MyHvsc4hHRiCIFRpFCTwC4IguAuJsYIgCO5DYqzzSAeGIAhVHgn8giAI7kNirCAIgvuQGOscTnZg+AHoZbGEhAQSL1MsyxSRBID4+LPElplJ1aU8Pa1iVkeP0rwaNaI2TljQFAyMj6dqaV260P02bLiGGlGXsVnVypo2pR6cOBon9GgKk3HiZZxQjx0/TkCVyysnh9o4QTY7WjCbN0oAACAASURBVE2c+CdHbUN/LzGR+nDt6ccfqW3QIGuaE3blxOQ4cVQ7IqpbGK037nqnp1OBzjp1rO1p9GjavpYto4qm/ftT4c2tW6ktPt4Up7uO+KxY8TyxBQe/SGyZmdZ79/x5KpoI9CeW04wuqVJWY5Mm9LyzstINywWaD1OCqokfgB6GjcZKMz5kZlLB4PR0TqSQKjYGBloDIyfqaFf41yxXVlY48QmnJqSk2I2xZjumBUuhmojo1InazPJzIpL5jKYjF2PNmMSJwHH7RUdTmymyCdC4yF2P48epjSMjw5rmYmdHRhJs925qM8+bE13miIqiNm5fs864eM3Va3Y2fZcwRbWjoz2Jz+bN1Na6dS9iS0ujNrOtmKLhAJCQwAmCTyKWnByrAGiDBjReZ2W1IDataSxW6riRZhoYeXWmqtvVJ8ZasSPgZwoIAoAvcw9eDnHDysQUIOTrxmZmNkU7Tbj7xrzHOaH1JkFUZPM6ZhLSJdQithqOc5Z0nTq+xOf0GbofJ+x5Ls/q581Ug12hR7PdcVXKtTkPD3rd7Ih92r1kdsQsObjztpsXJ9pp4qrwpt371k75uXvGbr1W1xjrLqTDRxAEQRAEQRAEQRCEKx6ZQiIIQpVGAah5uQshCIJQTZEYKwiC4D4kxjqPdGAIglDlkaFkgiAI7kNirCAIgvuQGOsc0oEhCEKVRtSbBUEQ3IfEWEEQBPchMdZ5nOrAqFmzJurWtYp2ZmS8TvwyMiYaFipCxwm0hYe3JDZTDK1ZM5oTJ3rWtSu17d1rWroTnw0bqJJY795U7DMujioNRUdb6yY1lZaBEy/LzKQ2U0hv8GDqw8GJu5l5cYIynLDnWeaycWKfdsrACTP5+1ObKdLGCZxyQq59+1Lbpk3WdLt21IcT7OTghEOXL7emuTbHCaH27k3bvtlWzLIX7EcrdsOGFdQRe4glMHCyJZ2dzSjf4lliycz8gdg8Pdtb0tdeS3NKTqb3kY8P9VPKWhdc+2rTxhoX9u71Ij7VJfB7etZA48ZWIb6MjE+IX3LyOMPCqE0ygp3t2gUTm50Yu38/tXHiiRR6U3BikEOGUOHZtWupX1SUtfxcuQKprjQrwmuWo3596sOJf3LnbcYtLhZwcZcT++Ti5wVDt5Y7H1NAFbAXr0eNoja+7qnNrMO2bakPJ27MCVxzIstm/OTERTkCAqiorfn859oO95xds2Y9cwQaY/38HrWkc3O5GPsEY/uJycsqXp6VxamjUgFBpbg4YKonU2XDwEBrzDl9mgbr6hJjTewI+HECgpw4oF1xRjvYERflqMwycMdztVynz9D96tah+3HCyabALxfr4KDB7pI3FeM0BTs5uLjJlRWMH2krTGam0Ce7Xyk2E7vXw46fXQHKymxjdvMy7ze7+9nxs1uHdgRBXdSuBVB9Y6y7kBEYgiBUaaTnWhAEwX1IjBUEQXAfEmOdRzowBEGo8kjgFwRBcB8SYwVBENyHxFjnkA4MQRCqNNJzLQiC4D4kxgqCILgPibHOIx0YgiBUeSTwC4IguA+JsYIgCO5DYqxzONWBkZ9/AdnZphLmXcQvMtIqCJWQwOVGBebS0hIZP6vgVGYmFZfy9qaiVJw4WkrKccPiSXxGj6YKapygolJ0X/OYnAAlJ+rIic6ZopqcEBonFsOJUpqCb5yAGifiaQonAbzAnB24vDhhTFMELiWF+oSEUBsnuhQZaU3XqUN9OCE3rlxcXZtCfVz+R45QW3w8VUf187PeM1z75YRjgV6MrT2xtG5tloG2X6XoKtRatyA28xrt2EFL0KABFYvMyiIquvDzCzN8aEPJyjIF887TA1YTcnPzkJFhxql9xK9dO+uNmJzMKAEzQsnJyVR0GRhmSaWl0Zs8MJAqe3KCjStWmIKBNF5zYpBcG/KiWq0ETnCUE3gzhYwBewK+XNzlym+KeHLxyK54MldW8zy5+FCTWUSei2/h4dY0d46cWCYVwaaxkjtvLi6aoqQAL3xq1gUXm7OzqW3DBhorg4OtMY/bjxMvBXoztg7EYpafi7EcDsdVxEZjLL0nc3JoXOCpbaR/Ix7Z2Waj44TXqyd2hQtNOHHAyhT2tCOMyVGZZahMgUhWBJOhSWPqd85hzZ+NrzYFO8+B+vnC6se9r9byoMaDx2he5JnkQQU7vZn2ZZ4jQN+37T5X2OvBiP5eNMRE3S3YWRHcWQ67bboiAp1C5SOXQxCEKo/0XAuCILgPibGCIAjuQ2Ksc0h9CYJQpSmaO+jKJgiCIJSNqzFWEARBKB93xlilVH+l1B6l1F6l1GTmdy+l1GeFv29VSoWW+O3pQvsepVS/8vJUSi1USqUrpXYUbm0L7UopNafQf5dSig4VdxIZgSEIQpVHXpYFQRDch8RYQRAE9+GOGKsK5oa/A+BmAIcAJCqlVmutfyrhdg+AbK11mFJqDIAZAG5TSl0HYAyA6wE0AfCVUurqwn3KyvMJrfVyoygDAIQXbl0A/KfwX5eRZ5IgCFUaGYEhCILgPmQEhiAIgvtwY4ztDGCv1nqf1voigKUwhc8K0osK/78cQB+llCq0L9VaX9BapwPYW5ifnTxNhgH4SBewBUCAUoqK5TmBkyMwLsEUdwoJoQKaCQmmKlgb4qMUVV8LC6M2U2gtLY2WKpipgthYKuIVElLfkubE3lJTqY0TbuGEyUxBNk6MLSCA2jg/U6yMOx4nqHnoUPnHPHWK+nCicHZE9AAgzGgCnHAlV1buvE0/U3AOAHbvpjbuug0zbifueHYF/1q1ojZTGJMTzOOEAvPyTFE1en25MtSpQ0Xh4uNPUkci2kaF+gIDqeJfdnY6k9dRYklM/MmS9vSMJj6/UZ04+PjQWJGTY1XS8/OjirY5OeZNQ8tefV6W82DWeXDwDOKVnGyq2zI3CiPE16bNJGIzBcu4dswLdtL2EhHR0pLmYrMpeAnwYpacuLFZ1vr1qQ8Xa7i4a977XNzixNxiY6mtjfGI4+rQruAoF+vN8+TE3Ljyd2G+b7zzjjXNiZJy4sncc9A8Jy5umSLS3H4AkJFBbf37W9N2RZd79y5fZNt8bpVGfDyj9sncW1u2NLSkufabmcmJ7VIV1fh4s4JoYbW+jtiUMgWAASDfkvL2bkg8HA7zBYATgqyeuFss0xQDtCuUWJlinHYxj2m3buz4cefDxVcOM6Zz+7ECi4yRE9C8ZAh7MiEYp89Qwc7mQVQk9GiW1a9RIBXP5MrlC+ak8qx+tZj9OPFPX29OCJWKiXJ+rmJe34q01cps+3by4ny4Ns35VSZuyr0pgJJP10OgIx+KfbTWeUqpUwDqF9q3GPsWLQNRVp4vK6X+BWAjgMla6wullKMpAO6haIvq+kwSBOFPhFLKpU0QBEEoH4mvgiAI7sPFGBuklEoqsd13mU/jaQARADoBqAfgKXcdSDQwBEGo2ijl+vpWudzStIIgCEIxrsZYia+CIAjl43qMPaa1ZhY+L+ZXACEl0s0KbZzPIaWUBwB/AMfL2Ze1a62LRlRcUEotAPBPJ8rhFDICQxAEQRAEQRAEQRCqD4kAwpVSLZVStVAgyrna8FkNYFzh/0cB+FprrQvtYwpXKWmJgrnK28rKs0jXolBDYziA3SWOMbZwNZKuAE6V6OxwiQqPwMjIGEls0dGfW9LcvNWMjEQmt07EYuodcHOZ4+IWEVunTuOIzZyLy83XTU8/TWy9e9dljknnwJ45Q7UHTLj52dycZ39/a5rTreDqgsvL7NSzWwauM5CbN+zrOGFJ1w2jBTt4iPaV5eTQvEy4so4aRW3cnHBTD8TPr/zjAfyc7QsXqM2cU81Nb87PpzYOs/xcPW/aRG2m5gAA/Mr0aZoaBqYmBgAUxCcrWjOT1XHekuLaoVLc/f0ZY+tgSeXk9GF8HjTSB6lLtRqBYdX4yMy8k3h06rTYkt6xg+aSm0sFg1JS6Hz+Nm2sjS2XqZO4uHnE1rLlQ/SgBlyMzcmhAildu9J5+ZyOUUSEVdvgl19o/r16URs3Zzory5rmYo1dLQsz1tx4I/Wx20S5cjTKP2xJezZrQn0a0f0WL6Y2U3eD0w/i6pB7BpnnxD1HOLiYwV0j08bFZg5OC8rUMeLOh9sPoG0TzHz1jsY3ME7rxdubisLk548gttxca/5K0Uah1E6mXB8ztmssKYeDamcA04008xD5E43AsDPX3Y7eBUDn0nM+Hh5XxrdEO9oAdvU6zHuXi2vcO6CPD7WZ71pcU+Tihy8jeMHd4809rPH1hDeNr/U86N8GB4/Rvw3M2Haa0Z7g4qQDVGPDF4Z+BvOi6+FB8+f8fLnb13SzeY/baRd27oXS/Fx9neNwt25MpZbBDTG2UNPiQQAxKHi5nK+1/lEp9QKAJK31agAfAvhYKbUXwAkUdEig0O+/AH5CQWv5h9Y6HwC4PAsPuVgp1QAFuqQ7AEwstK8DMBAFQqDnANzt/MlakSkkgiBUbSoyhUQQBEEoG4mxgiAI7sONMVZrvQ4FHQglbf8q8X8HgNGl7PsygJft5Flov6mUfDSAfzhV8HKQJ5IgCFUbebkWBEFwHxJjBUEQ3IfEWKeR2hIEoWojgV8QBMF9SIwVBEFwHxJjnUZqSxCEqo0EfkEQBPchMVYQBMF9SIx1Gqdqq0YNH9SubVUnCwr6nPgdOWJNZ2RQwcvAQCrYmZY2hTnqk5bUzTdTocyQECrYyQn1mMKIprAhAOzYQUV5vLyoX3Q0LUdEhDXNCcBxQkOcKNz27dY0J3pmChsBvFCSWS5OWM+8ZgB/L93QmhGjOcRkSPKqR2xHj1K/oCBrmhPn5GxcWUNDrWnuvLk65Pw4gTzzWrZrR304gTzzHLm8OHGrqChq48Qb+/alNrN+zLoBeGGpI0c8iS0z01pBxxghK07kTql/E1vB1LuScKqnC400I/RZTQK/h4c3AgOtontZWa8QP/N+NUX/CohgbMuJJSXFtLQgPsHBVLAzPZ3G9fBwa1y89lpagkOHqCgiJ87Yvz9te2a75eJiRga1edKscNYoPleG1q2pzRSWBoDhw63pvXupD/c84OIDd/+ahasXRNv71v20XjkxYNPGxVMuLnIxw7ztEhntXi5/rg65W9isR05cNCGB2jg/85w4sUCO2rVrElubNvT5b75zcPXFPZ8TE7l71yqU7OFBd8zNvUhsfn40xubkHDcs3PPa3I+Ks1eXGGtiR0TQrnAlJ1Jo+tl9f+GwkxcHJxJqR1jQ7nlz5fD1Ll/UsVEDmv85B/Uz7xu774UnTpYvLgoACLBegHo4QVyOnqfvsM2buSYQydWFrwe9n82TuuhBhT45LjHCnux5m2UwRUNLyctO27Er2Mn5cZj72t3PjuCoXZFNu/eDKz4Aqm2MdRdSW4IgVG2k51oQBMF9SIwVBEFwHxJjnebKWLtJEARBEARBEARBEAShDKS7RxCEqo30XAuCILgPibGCIAjuQ2Ks00htCYJQtZHALwiC4D4kxgqCILgPibFO41RtXbqUg5ycjRZbTk574hcZGWhJp6VRYT5OMPDMmWnEZoq0xcaaglRAu3b1ic2OiOemTdSHE7rhxD6Dg6nNFBGqSbW/iKAmACQlUVvHjtY0J/bGlYsTiDQFkDhhN04AqXFjajuaxQgxGRfpUgAVOzrDiNpxwpjHjcvLifRx9zgnjma2sfq0mWDnTmqzK2B34YI1vXkz9eGuNycWaB6Tu47Z2dRmR6wOoO06LY2KOfbuPYrY+HjKNH6DzMwbiY07p6wsQ60WzE1DRCW1NVmNAn9eXg6ysjYZVhpjaRuiAS8wkN7oeXm3E1tOjnkTnCc+mZlUcTckhKoPm/ccF4e59s8RGEht5j3HERlJbVyMNeMgJ4jLlXXMGGoz4ycn/sk1Uc6PFVsLs9b1RW8qnMsJlXJx3cyfi512bydTgJorOyeKnJxMbW3aUJspaLplC/Xhzps7plkX3LXlYpTd56VZF2vWUB8/P2qLjqYXYP9+q427Hunp9AUgJ+cAdYT5zvQd43OHkTYOWI1irIkdsUFOBNMuZlsxxS2545VWLlPgksvLrsimy8KeeVTosRbXNoyDcj52xSwvgQpJmnBF4N4fc3Op7VKQVQCZq4cGzDFPn3FNcJSLk97e9Bx9jXNixVKZ+rqYR/Pi6oe2MerkatupiGAnB9mXKdhFpp1U5JgkfxvnZEc0lKUax1h3IbUlCELVRwK/IAiC+5AYKwiC4D4kxjqF1JYgCFUb6bkWBEFwHxJjBUEQ3IfEWKeR2hIEoWojgV8QBMF9SIwVBEFwHxJjnUZqSxCEqo0EfkEQBPchMVYQBMF9SIx1GidrKw8AoyRokJBgFe309KSCYxkZi4gtOnocscXHmypwtYkPJ4T2889llxHgxQ6joqiNE/vs2pXazHJwgmAc3DFN0UhORNLfn9o4QTOzHHbvEa5+OBG9S83KF0CqU4cK23D5myKAnBhb06bUxmEKJZ09W/7xAP7a1qbNjghEccJMexnx0g4dqM0UgOPqhrNxAnNHjlCb2YY5wc64OCru1qlTd2LLzDRjAKOKBSpMl5NDvUaPtua/bBkXX8z8lZGsToH/EgCzob5LvByOJwwLjbHZ2Z8x+d/C2Ewxzt+IR4MGtKFx7d28DJxQoilQDPBtY/9+auvf35rmBMa4eG2KQQI0LnJxmBPhtQPXHFlxTgZOTLRxY+v1rUl1Vtn9uFhmxgeunrnyc7HYjJ//z977h2lZnfe+3wUzwzAwwCgjDD8MIESiTgIKURJJoJGURq26q41pTU13NE12bU6vk31Ok53fMbmS7Hbv9rS26TE2/WEabfXUJCaGBFJJxgTsoGgGE8ygEAcdyIAjP4SBGVjnD14a1n1/h1nvwMP4vn4/18Wl62a961nPeta6n2ce3vUZJptetcrH2Bxg7dv8xj7HcizL183GwsfyJJuvLMeyXGznHRMsr1r1uIv19FhJMQBY8TkZHMxxkaYm31ZNTRrr6TmftLXXlKtXlGw5nWI+K9kEvGgzV7JZR4Y75xLwtnLFoUM3doAIIhtI+0drhhZv1g0cGLIOACCjLXrepP3duxsyDujH5vnnfa2L55P+19hnH98WE4myWE1Tet7sPrnrkB8bJi89SO4Zzc1p33IFrXye28+dgjyTm0NPXgZQR9Ykm+c564it79Mp1nVUcY4tiuGrlYUQQgghhBBCCCHOEHrdI4SofPTmWgghikM5VgghikM5tiw0WkKIykZfvRNCiOJQjhVCiOJQji2b0zBaXiLQ1DQ6KbN9pa2t3nfB9vAuXJjuz2bX9+67210shMUuZvfnMkcF29t6vdcFUHfCmDE+llNn7Nih67E9bdabAPB9dI2NaZntGWbnM3Wqj7GtaTZWU+N3JrH22f5yO1fY8Rhsf7k9Zk7fAT7H2DXasycts/3fbI7ZzzHYPLzqKh/bbhUx4OvNzh+23xzwnWX74+fPb0rKmzd/3NV517tud7F77vHrdPNmu069qGT27HSiP/+8uUBVlfgj/P73H7pa48enDozeXi+/aWl5p4t1d693sSVLUlFCTc3Zrk5bW4eLNTa2ulh7e+owWbq0ydWp93oUmmuYv6GrKy3PnOnrMGcBWxN2bufmedb/DRvSMlv3X/6yj33cLx2a1+36bajxe5Uvv9zvhWY5yd5nmauB3SPYuNq22HnfeKOPsfzG+rFp08mPB/C93ex+aZ0Xo0f7Omf7qU9hedHeg555hn3SrwfAd7a2Nu1cf//fujrvetcnXOyee7xjY8mSi5NyT89PXZ3m5jQPu3xSVTn29MD2tQ93b731BwyGfV7J9WRQ3wV8DjnQl+aQhsxLztrvNTqrKY3eF3G03vsoRvX5ena9zZnlx3DLFt+HuXN9+2yNT2k27ZEbRu2ss1zs0Q7fvvXEveUyP85HjvhcPW2yr/fs9rQeu0+6voNfjwn1vv2jMP0gk4e1xe6Bdj2web53P+nXeOLKIP3I8UiwYw53TeaS47jJQjm2bDRaQojKRolfCCGKQzlWCCGKQzm2bDRaQojKRolfCCGKQzlWCCGKQzm2bDRaQojKRolfCCGKQzlWCCGKQzm2bDRaQojKR4lfCCGKQzlWCCGKQzm2LMoarbFjmzB/fmo627iRWCMNs2b5WEfHL1zs6qtf42KrVw/dr/nzvbCTyd2sxIsJ2pj8iwngmMTGSrvYee/c6WNMaGb7ZsVAAO8rOycLE62xz7H+N8ALlmBFmESMOWE/GUR7QQA0mI5MW+bNcTt7vCSHjY+9brnXO3dcrTxuwQJfh8kymYjJ9jU3j7F6TI5qBXM9Pb7Orbee72JWTggAGzemksmlS5mw8zsu1tr6Gy7m++/lVlbgFaPvU7UwZswknHvubyaxzk6fK+241dZ6OWB39y9dbOVKb8Z89NG03Nv7pKuzePEbXMwKOwFg4cK0H1bCCACXX+5j06f7WI5smOVhJubt8A5SLDa3DSa8ZGtp7dqh67E6H/mIjzGYzNIK8Wqa/Dphks3X9v3ExX5zUXoD+N6maa4OE5recYePnXdeWmbiSna/YeOaI3pm84ndp1g9m3fZ3GHiWHKbwiWX+JiFzbmVK2e7GBuzzs40x9bXM2HnWherr1/mYl703OLq2PvD0eE77V7xDFuyZ2DiPybVtFChZo1v60Cfr2eFgawt9kzA2j884HOIbZ89y+XmXCs+P1zjhZdsuJ7d4euNG5eWf06Fnb4tdg9h+eLZbWl7kyd7YedL5Fnu0oVejHnYPMP8+yN+nH9t0V4Xe3zTBBez90WWi6ZOzZVs+n5YYSq7RmzusGdw+8sCmJiWCjszyRFt5q4H21bumhxu7jgVSagYHL3uEUJUNvrqnRBCFIdyrBBCFIdybNlotIQQlY0SvxBCFIdyrBBCFIdybNlotIQQlY0SvxBCFIdyrBBCFIdybNlotIQQlc0IJf4Qwu0ArgFwFMAvAbwnxvjCGe+IEEIUiR6uhRCiOJRjy6as0Tp4MDppZ319ravX25saocaP9zaX667zws4HHuhzsd///fSzq1b5fq1Y4WNf/aqPWXkcmyu5IjcrFgS8JCxXEMn6YSU8TJLE5KJMCGqlRTNm+DrnTvUyIjzxRN5BraWNHYDZlLq6fMyan4iNaAqzvY31gzh1aipFYkJNdjqs+X7iqq01U5/J6tj1yLmWbM4xMRObT+yYZ5+dll/3Ol+HMWWKj82fPzopt7V1uzozZ3phJ+u/XUfz5p3j6tjrwdboCCX+P40xfhwAQggfBPAJAO8/lQYPHRpAZ+fuJNbc/EeuXk/PERPxE7S21o/lqlVeHtbamq6TyZO9sNNK/gCgpcWLQ+0aW7TIf461xUSGbB3a+cLqMEkuE2Pae8SNN/o6XoAIXHSRj9lUecsteW29Y9KPfXC1l6NOWbIkKT+73Uvm5tQ859uiiyXl7cTYySR5bHxs3rIiN4DnOyYHXrlysB7+CiaAvfdeH2O3oG6Tpthzw7e+5WPsHsFiVuLMxuJJ78ela2TbtjTH9vX5OQF46TI7ZleXzRVeFmjvXUyKXa0P10zWlwOTbLJ7nM13TpQJYO9+3xYTHlrZYI6gkH1usM/ac6qp8eJHJvasg39+3PFS+tlzZ+SJSufM8vV+simtx56P1qzxsXcsIP+esMPfgPr65iRl9ug7ZoyPzZns26rbsS0pz537Wlfnx0TYyebOnj1pmV0zNp+slBQA5kwlAn4Du44H+vwcsI/pubyww/dr9Ghfzz5bA/5Zl91X2LMFW0dWxsklt3lrxsL6VVOTKf8sKMeGEFYC+H8AjAZwV4zxC+bvxwD4JwCXANgN4J0xxm2lv/sIgPcCOALggzHG756szRDCPwNYhGMPpf8B4A9ijP0hhGUAvgFga+mw/xZj/MypnFd13pGEEK8eRujNdYzxxLcB4wBU8e9HEUK8ahmBHKtvuAkhXjUUlGNDCKMB/DWAFQC2A2gPIXwzxvjTE6q9F0BvjHFuCOFGAF8E8M4QwgUAbgRwIYBpANaEEI6/kRuszX8GcFOpztcA3ALgS6VyW4zxqtN1bnqBIYSobEbwq3chhM8B+D0AewAsH5FOCCFEkYxMjj3t33ATQohXJMXl2DcC2BJjfPbYYcK9OPZi+MQXGNcA+FTp/+8HcEcIIZTi98YYDwHYGkLYUmoPg7UZY3zoV6cU/gMA+T7k6eH0/EJsIYQYKY4n/uH8ASaHEDac8Od9adNhTQhhE/lzDQDEGD8aY5yJY2+dbzvzJy+EEAUz3Bx7CugbbkKIVw3F5djpAE7cr7+9FKN1YowDOPYPcmef5LNDthlCqAXwbgAnih+WhBCeDCF8J4RwYU7nT4a+gSGEeDWzK8ZIdqEfI8Z4RWY7/wzgIQCfPC29EkKIVzn6hpsQQpyUySGEE61Sd8YY7xyx3vyKvwHwwxhjW6n8OIDXxBj3hxDeAeDrAOadygHKeoFRWxswdWpqV2HCku7uVBrFRIObNvnY/PneYmOlbRMn+s8xOdoVGT92MOELE2oxURwTNjJJZE5b53sXF15+OS2zcWZtWWEn4PtKX9rtIJ1nplJms7QNsguyb5+PNTf7mDUZ5RrUyADVGZPb5MleasjGi8EES3Zc2Xxisikm2bRrhJ0ig81DFtuxY+g67BybvKcRu1PHJK6+usXVYXOMxaxc1EqrAD+d3KUeud9CMi/G2FkqXgNgaGPiENTW1mDy5HRQurv9mjv2cvtXTJrkTVhMwLp7t5eH2aHr7PSiz+XL/efYfLfyRJb72eesABEYTIaVltn67enxMTbfrTSSTSGWypgk1N5vWFvvuOxFH1xH5Ix2gQEuIcx5aZuvw06SdZbdOAyvnernAGPnuHResGvL5HpMhMrEnnY+sTlx7bU+9sgjPtbaOvTxcuYJwG+Ntm82twH595vLLkvLfX0kERPa262wE1iyJM0NNTV+Ldv7QwjwgeHl2JM+XIcQ1gAgkxQfjTF+I8b4UQAfuoBx6AAAIABJREFULYnkbkMBL4it0A/gIkwLkyeytux9lckB2ZLMkQjmCjtzJYXunMiCOwwvdTww4GNWesmEnXbeHWPoL4az9feOlUwSOs3FGjY/7mL7zC2W3bfuv9/HrAAbAAaMPH7zev85lpZZbrPPimwJWsEpwO/9z+5ocLGcfFRPjsmeYe08Z9ebjSt77mTtjxqwglE/51hbDLtu2LplsH7ZtTtcKfAp5NiT/iMcgOcBzDyhPKMUY3W2hxBqAEzEMZnnyT47aJshhE8CaAbwB8djJ36jLsb4UAjhb0IIk2OMGT85c/QNDCFE5TMyDowvhBDOxzHJ3C+g/dlCiGqlgIdrfcNNCCFKFPMc2w5gXghhNo69ZLgRwO+YOt8EcDOAdQCuB/DvMcYYQvgmgK+FEP43jkk85+HYbxYJg7UZQrgFwK8DeFuM8T/f5oQQpgLYWWr3jTj2ppL8a00+eoEhhKhsRu63kPzWGT+oEEKcaUbmt5Cc9m+4CSHEK5KCcmyMcSCEcBuA7+LYrzz9SozxqRDCZwBsiDF+E8DfAbi7JOl8EcdeSKBU719xTPg5AOAPY4xHjnXXt1k65N/i2D/orTvmAf3PX5d6PYAPhBAGABwEcGOM8ZS8RnqBIYSobEbwt5AIIUTVMzI5Vt9wE0K8Oigwx5Z+M8hDJvaJE/6/D8ANg3z2cwA+l9NmKU5PIsZ4B4A7yur4EOipXwhR2egFhhBCFMcI5Fh9w00I8apBz7FlU9Zo9fcfQVdXKh1rbmZyqVSSU1+/1B+YHJmJjKwU7HWv83WYeOuJJ3zMiuKYkGW6/eUyANau9bElS3yMCUYtrK9MlDh27NBt5bZf99Iv0wA7cWaNZI2xC9fVlZZra30dZu9htr2ZM9My+xwzODHMedYQiSebc0zcxwStdnhYW0xSlSPQZHPpiPezOckdwPtqZaLMqXrokI8x2ZQdHyucA4D1RFy1ZYuPWZhE146FE31WUeLv7z+K7u7U4Dt79jhXb+vW9qQ8MLA4q312Pe0Se/e7vZiMpQfWls3XbPkyNpMvhzPBGDumZTEZCrZObN/YPeO88/L6YO8bUxoP+Er1ZDDYDS0nkbAcmGmlPlyTytx2kRw1bYBccJJYppjEsnuSF8UxyeZdd/nYsmU+Zpc1W+Zs7rzhDT5m80bO8QA+99l86uhIy+zSstzM1og95ty5vg67T7W0eJlvr/HEMlGyzeHu1lxFOTZH0GnhQuE88Z89Xh0ZxuGKN1lbrK+sHr2c7MO2rQGf2+pIYzVNqWSRzddx/tZG56ftFuv7N7/lx5Ct0x07LnYx27f3vccKI4FJt3hp5E03+fYvvzwtM0H1wYM+lpMv2OVh90l2e3jt3DyRaw5s/O3tJ1fkzn4MaGz0sb196fgzYSefvkOvLXbrZO1n+K+xd78/3oTxGTmninLsmUKjJYSofJT4hRCiOJRjhRCiOJRjy2J4r9+EEEIIIYQQQgghziB63SOEqGz01TshhCgO5VghhCgO5diyKXO0RgFINwGx/ZszZqTOC7a/iHkA2F4uuzdtyhRfh+2Zs3v+Ab+vlO1n+va3feyKzN9U/o1vpOUPfzjvc0xJYWFjyPb31fXt9UE7iOyAbMMXu7g/+9nQ9X7wA1+HbSS+5hofs3u9mUSCTRSGOeaoHS+4KudO9RPxpZf8Xkc2/jmwecj20NtLwuYm2z/N9vyxz9pjss8xF8uGDT525ZVp+emnfR02dZgrw/aV5W/b1uOPmwpVnvjZ0lm4MBU9ML/Iyy/72MqVPvblLx8xdfw++qeeciE6t21OYmmFOQvsvmGAn5NdA2xOsbnN9gTbttheZeY/Yo6NKbUvpoHN5IDkAEdnzXExlqfcSfHN3T62Zo0L1ZkFNY16Ms71n2PHNFww9UUXe2j9WS52/fX+s5//vI994ANpmS1zNg/ZLcIOIctRbO6wGFuT9phf/7qvk6t0svma5X6Wm9kctn29+mpfZ0g/URXl2KMZXzy23gp26tw14fe6H+hLj5fbFnNssPYtDfV5jg/2TNOAtCMH4J02DaT/Bwb8M5P1bM2Z4b0Sj2/yn8uB/fzAvBJsbbGcftttaTmMeY4c1T9bx6f8De6nuCAp/8Vf+JaYf4f11brwfvMqf20fWuXnCfuZ5aebfT2bs3LnJoPd6y2j+rw/ZUqTP+hh+HnRUJPOH+vEGAx2TnZNsr6z9ZHj/mC+iyzXSBXl2DOFRksIUdko8QshRHEoxwohRHEox5aNRksIUdko8QshRHEoxwohRHEox5aNRksIUdko8QshRHEoxwohRHEox5aNRksIUfko8QshRHEoxwohRHEox5ZFWaNVUxPQ1FSbxJjXy4qqmPCKiQZZvYsuSsvMU8akcExmZecGc1leeGFev5hEyMrEcoU4TBYzevTJywAwZoyPDWKDIhUzYMLO2lof+9jH0vITT+R97h/+wceuuiot33STr9PZ6WOve52P2QvHTGXE9jb3oje6GBtCK1Zja4HJ11hb9lrmCoTGjfOxxkYfs+0xmRxbD3b9AV54xESKGzf6WEuLj9nhzxHaOeFSFb25rqsbhenT04u6desRV2/RojQhbNy41dWZOnW2i61f74/5+7+ftsXmLJMisnp2DWza5Ouw3PzIIz5G3JLo7U3LEyf6OuwekZOLWV+t3G2w9t0ByA2CibzqdhBZHBFvugvHDJEsaTBbnL1RdXX5fi1d6mJHZ3ix56htz6YBcs94B7ED/3DgTS728Y+7kIPdd5nMktXLgV1blivZLcieJnvGYbG5c33MysoffdTXYfJS1tdf//W0/Nhjvo6V+7o6VZRjraCTrUsr0My9H7O2cuSGOfJPAGgwbTEhqT2/wdri/ao/SekYh4mwM0dy/sIu/7mL53ox5o83TXAxu27Yo+mhQz72ox/52F9e/0MXC+e3J+XrrvuQq3P//b6tMNobcW+44cGk/K8f+4mr88G7Xu9iLFXb+ym7ju9Y4KXPP90yzcVYnqkbSKWaR2u8tJU9F541iYhi7Q2V/CxytN63P2rAy13Zo/r48en8YT/q5IqZ7dzv6fF1cp6jAZ8H+LrNEOtWUY49U2SoUYUQQgghhBBCCCFGFr3uEUJUNnpzLYQQxaEcK4QQxaEcWzYaLSFEZaPEL4QQxaEcK4QQxaEcWzYaLSFEZaPEL4QQxaEcK4QQxaEcWzZljVZ9vRdHPfywF8zNm5dK4ZhQ6/zzfWzsWB+zPkgmaWHyRCaesTAxXUeHjzG5DpMNWuFhjpAQ4JIZKxNj5z2lmYhhtg/zxJndj12Q2293oT5zkbxSCHixv9/FvGYIOOeBB5JyzVYvJ8RHPuJjzOo0c2ZaJn1ghtYGHHCxeiIfssPIpKoXL8gTalkRLXOesjl9xC8/Kuey84fNQyYxZKK47dvTMhPfNTf7GJPh2rbYWrDnfZT5kKok8Y8e7a9Vba03+Frv4uzZXtjJxpvlsr//+18m5YULz3F1Nm78pYstXuzr2WMyYSeTLl5/vY+xlHT55WmZSdrYOTJsX9lcZ314+xVsAqaWuRf2exHdtAGfV9DW5mOrVrnQgfvuS8rMI+p1eMDkBx90sXNMrO6GG/wHiRFvlDU9At6ut3s36YXnshU+tnatj9n8wObTFVf4GJOt2RjLp0yyydq67jofs7nL+qgB4O67fczOacBPgUsv9XWeesrH2LOWfQ5hqdKeY4y+TrXkWCu+ZAJNS329v2ez+cPuvXZs+fgPT/7JhJ1M7NlQ40WJR+GlmnYS7+/zdSaM98dk42PXUh18H/79EZ8nmWzSPh+xMWQi6Dtv8wLN8IZLXOwBvDUpP/HAf3d1RtX7h7JPwj9Tvue+kB7vPj9R4g+8SPSD97/FxWwOadj8uKvDfjhgY2gF2ACwe3f6XHv22b7Onj0+tn+/v94zZqRzpY/IXhv6/D2QiT0vmD/0czN7Tt+5z7d11ng/7/buT/s2pcnXOUD6z+a+FfeyZ1geJFRJjj1TaLSEEJWN3lwLIURxKMcKIURxKMeWjUZLCFHZKPELIURxKMcKIURxKMeWjUZLCFHZKPELIURxKMcKIURxKMeWjUZLCFHZKPELIURxKMcKIURxKMeWTVmjNWoUMG5cGrv6ai+YszLLLVt8W8QRRv1fixalZSv1Ari4is2DKVPS8ssv+zpMAPfMMz7GZGI50iXWLyaDsufEpDx0YJmJ0TbG7H6Mr37VhQasVRWA1fv9nDRF3GggvYdV3ZxDjlf/+c/7D372sz5mTYctLb4Os6MSmCjWXstRu7zoEFuIJJRM2Llzz0o/xgaHwNxAbI7ZQ+7alfe5np6h6+X2gbljDx5My2yes75WKzU1/lr193s9Y2NjKj/budO3ZccW4Pnz4x9PZZxr1vg673qXF3ayfGflsEyKeOGFPsYcvDb3A16qyWS0bO6xlGfnI5NIfuIWoiT+OjF7msYmX3Sxr7Oe2Esfe8yFDhthJ+Clnc/5llzuBEAUf3AqvankeA0sL7Kbnh1sZqQkbTGhHPuovW7TxhNVKZvUU/0xd45OtdHseYPlGvvMA/CcZ9eDFQ8CQGurjxFnq2vr6afz+sDWvHVxs1xhL2MIvk61YMWXTKptx/ZUfq6wAs3DRJ7J8iTDCjpHDXj5IJUn1uedwM7e9LPM485g42PlqD98xPeLrfm67c+62KTL5iTlu+7yn/vjP/ax3/ns611sK/zk/gdT/jT+i2+s/99c6NMgpl58Kyk9QJ5+w1v/zMWeftpLPO29eOJEf19pJJLhepIS58xid4N0PjH5+pRAnmtJ8jlqtPxMsskYlSn23LcvLb90xNdhzwM7e/y8s/OaCTsZLFfYuc+eNRrIz6ji1NHrHiFE5aM310IIURzKsUIIURzKsWWh0RJCVDb66p0QQhSHcqwQQhSHcmzZaLSEEJWNEr8QQhSHcqwQQhSHcmzZlDVaY8b4fcNMK2D3ErO972PG+Fgf2ctlt1qxPU7WbQHwvVyWpqah6wDA297mY+ycrNeDnSPbf3r22T5WW5uWqaphB5FnsE2wdmCZ2IAd4FvfciGyGw7bTJn0CsTMgVkkZnfDsX3dc4gXAz/4gY/ZTfRMNmKFLYPA8ordS3t0svcEjGIfJGO9I8N5wZwDufv97VzMdWAwT0yONoTNfYbdh37kiK9jtS4H7CSposRfV+d9K62tE1w9ux+UzQ3qzSHY5cRyLFs6LF9bTQKbK8wnw+pt2+Zjf/iHaflHP/J1GGyPuT1PpnigC4XJB8wA1Q2Q/b9sYRLZDcux9pOsDrF1mF3Jx/BZyjPn61/3wVtu8TF7kciN8VnMcTE2B+qcnQPYNzrdm3y43q+FOuIUerHGn+VOsy98hxWLgM9zNjeZP8POJ6bmYOSsEeZEYv6A++/3sRyPmN1rv9eqRqoox1qPBMtj9pqwOrnDwZwXFjbv2KNcznOtdW4AoA9S23f4fp07Oc1bz+3ynoEJJJey8amrSYNjxvi22JpnUjs71o884j/2f678qYvdc8+fuNhr/Uedy+KT8L4Lxifhn5E/jd8xdb7m6lx33Ydc7Pzz/SKPh85Nyj/Z7K8Zu0XRexl136XuNftMC4BOdJZfbRrbO+Cvd+4zLFsP9mci5lFkn2tsHPqY7JbO1pF1xAB+TbJzPFqT4dioohx7ptBoCSEqGyV+IYQoDuVYIYQoDuXYstFoCSEqHyV+IYQoDuVYIYQoDuXYstBoCSEqG725FkKI4lCOFUKI4lCOLRv/S22FEEIIIYQQQghRsYQQVoYQng4hbAkhfJj8/ZgQwr+U/v7REMKsE/7uI6X40yGEXx+qzRDC7FIbW0pt1g11jOFS1uuemhovLNmwwdezcinmjsl90TR/flpmwpp583yMeICcmIlJkqwoBgD6+32MyQbtMZk4buZMH2PiGftZJpnJtu11daVlZg37xjfIATxMFGffgm0jdZjYk9W7zJRfJHXmsIvEJtm4cUPX2bzZx4j9cP94LyTav3+UKfumxo8/y8UGiETNXl8mxWJiTDYUbF5beSwbCra2mOjO9rW729cZO3bozwF+Kq5f7+tYIZWVBFfTm+vRo/3a7+jwCai1Nb3wTNjJXLfXXutjdpkwQfHzz/vYZXaxwvedCZaZAJGlJPbZPXvS8u/+rq/D5J9sndi5xqSIR+e+3sVG5Vhs2eAz3GQGyDJ0eZDlYaZoY9iMZH2NAHgCYsnA3oPIjXcOnnOxozXnutjPt3jRmZX1MTldf78XyrE5bLs/caKvw+7ZLFcy8baVY7KUxPLb9Ok+1t6elpkY7mMf8zE2PlbQyfLJFVekC2TdOlOhinKshY2tveasTo78E/DPBRPGe1Fi70H/b4nsHmr7dRaZr3v7/Dpix7TCTsCLF8+d5LPDzh4v0mVy0cefSNtiz+nPbvd97enxsW9/Oy3fcYdvK0z3FyQeIc+17CLt8zLO4WKlnZ9iN5/7/fUIo/1Yv7ArHQsm6b3ySh+j7ulJ/lnU3tebm/087On3n5sy1vd17/50XkyoISLrGr+Q9u73x5xQ7wWaL+5Px4JdRvbsO6XZj7U9Jsv7L77k5yETgubkCipHtRSUY0MIowH8NYAVALYDaA8hfDPGeKL19r0AemOMc0MINwL4IoB3hhAuAHAjgAtxzAm+JoRw3IM7WJtfBPDnMcZ7Qwh/W2r7S4Md41TOTd/AEEJUNscT/3D+CCGEODnDzbFCCCGGprgc+0YAW2KMz8YYDwO4F8A1ps41AP6x9P/3A3hbCCGU4vfGGA/FGLcC2FJqj7ZZ+syvldpAqc1rhzjGsNEdRghR2VTxvw4KIcSIoxwrhBDFMfwcOzmEcOJeiDtjjHeeUJ4O4MSv4W8HcKlp4z/rxBgHQgh7AJxdiq83nz3+nUHW5tkAXooxDpD6gx2Dfek0C92RhBAVz1F9mUwIIQpDOVYIIYpjmDl2V4xx0enuSyWgFxhCiIomxkEcMUIIIU4Z5VghhCiOAnPs8wBOtC/OKMVYne0hhBoAEwHsHuKzLL4bwKQQQk3pWxgn1h/sGMOmrBcYhw4BW7akMSZys1ITJphjspVDh3zMOsHYN2xyhJ2Al8JZsSHARYxsUjHpi+3buTOIuIUYwY5O9ZIcK32hb+ZqyEla6yk75ssv+zpswIi91PcU+LkpzyJ1tpEYq2dHbBqpQ7nGbumCP29mmrKCU4Be3Jr5vidWCsdkr8wRyuSEdu4zYSeTE1qp4WDkfDOtp8fHmAzKxnL7wNb3pk1pedkyX8dKQu16rKaH68OHvQxw8WIvAbPCSSZT/uxnfcxKEQE/5vb4ALCIvN9nEjubfpj3kUmuWD2WY60zkvnRLp39Sxc7PMmLHq08cUqTF4cdHvAir+0DXkA556XH0wA7oRkzfIwMxoR9+1zM3jVy8yKrZ2+X5PbJFyLDWiPZRCRjMWq+vw9u3uaFqfb5guVTltt+9CMfe/Ob0/Jjj/k67BLlCo9tPeJnpXmKrTdbjx2P3ert8xngZaVWAAz4tXzU3IirKcdacmSc7N7I8sUBItC0S/xA3/CEnYDPiUzYyfLm4QF/zL4BLya3n33xJS/snFLL1Or++XH69PSYZxEle81k/0TJ1sP116flaZP92ANNLvKb1/rzvpjk10/jqqT8SQxf6mnbQr9v69Oj/fNqfOqLLvZfbkvLX/2qP17DANEwk/vKoxv9XLm0NRVt7t3v5wSTYD633c8LK4V9bpdv69yp/rpNIM8DjJw1ydYRm/t2eFhuY88pOf1i67Yho60Cc2w7gHkhhNk49hLhRgC/Y+p8E8DNANYBuB7Av8cYYwjhmwC+FkL43zj2ODEPwH8ACKzN0mceLrVxb6nNb5zsGKdyYvoGhhCioqnmh2shhBhplGOFEKI4isqxJd/EbQC+C2A0gK/EGJ8KIXwGwIYY4zcB/B2Au0MIW3Dsl57dWPrsUyGEfwXwUwADAP4wxngEAFibpUP+CYB7QwifBbCx1DYGO8apoBcYQgghhBBCCCFEFRFjfAjAQyb2iRP+vw/ADYN89nMAPpfTZin+LI79lhIbH/QYw0UvMIQQFY3+dVAIIYpDOVYIIYpDObZ89AJDCFHxKPELIURxKMcKIURxKMeWR1kvMBoavMyNCTRHjx66LSb0Y1ip5rhxvg676KxfTcbxw/rABCxM8pQjmMu1f40iJ3B0ciqdY+folTzgBiTbWSIxwlvf6mOrV7vQtCeecDE7ibaRbtmhAQDiS3ViT6/eA3DVVT7GxKQzZ/qYhVl/yMVll9LOTSaAZTz11NB12JwjQ4/zzvMxNhR23TCBLZtjTB5nRXfsc2xtsfGxkj7mALRyVNt2Nb25bmjwXsQcLrzQx9av9zGWt6z4j809lk+Z5MoKrVgdln5y5cxnn52Wz+p7wVcii7WOdOTIkVREdoAIO1lf50zKkNgxczWbpNde60JTv/xl0v5JjwaAC5bZPcLq12iOZf0noufDNamorY5NMAa5uE983VezzeXei5lD9a//Oi2zdfad7/gYg91abH5jXmzWfyZnvuKKtLxmja/T0eFj7HZm83V7u5f+zZ2bzorDxrVXTTnWwq6JPdfGRl+H5Yuc9pnAnvnF2f3S3gvZHBvVd8DFWE/rSM49inQ90/xKkjWTzB85YgLNvrO7tvnmWd63efjOf/Bn9PTTs13s/PP/1MX+q2/eSTudiJPUya33HnK8n97woI+RetalTNcgSXaHZ73WxejPXOa+WJ+5xtm827kvnTtMiMx+5GRS24YaJmlNYWuGwX92Sts/TFYI+xx7TrHrNFf+aanmHFsU+gaGEKKiUeIXQojiUI4VQojiUI4tH73AEEJUNEr8QghRHMqxQghRHMqx5aMXGEKIikaJXwghikM5VgghikM5tnxO+QWG3T8N+D1AbI8n27fK9g7ZC+o8E6TOYNj9/Ll7nHKxYzF/vt+V3DDXbx7b2eP3gB0yKgvW1zlMLMGkBT09aZlt4O3q8rGPfMSF6j//eRezXgw2hGQnJaaRmN2PXcM2Kt90k4+xAZo1Ky0zkYWtA9DNe5vX+mq2ObZ3k10OtufWxjo7fR3mu1hL+tXa6mObN/tYTr/YerCeCnaJ2D5f1gfr9ejstBtngaVLU6nO0aO+nWpJ/OwmxvKiHV+29525UM4/38esD2XlSl9n40Yfe/e7fcyuCTZ/WL9YPabzse0/X++zSD2J9ZH7lJ17bM+u3YMMAFi9zsd2707LbBDZJLUSGAANJE/NuO++pPxL0i2G9V0A3kdUdwP5zWaXXOJjVoAFn9+msWRAYt9b4+95bKztPZXtvWbDynKZHepHHhm6DgDcf7+PsfVmn3PY/G1v91du4UJvIbn99rTeDTf4OuzZiz1X2elUW+tnhc0n1ZxjLWxOWRrq/YDk7t3fa1wZU5p8nZ09fg/+tEneZXHAOCpGwffraH2DizEvhm0LAOyt5rkBkkuJm2Ni9DE770aP9uPFnucbdjzrg31pY7tnXOyq3HGH/1j8waUuFt7qT2Ar7MLxvotPsc7u8PVstptNbG/xYz9xsff9xetd7MYb0zLzWs2f730XW0hu+7XL/bw7bOYm9UVk/kxk5/VRZl4hB6ivZ4YWf1A71w8P+PnE8j57frL+mtyf+1hbbA0Ol2rNsUWhb2AIISoavbkWQojiUI4VQojiUI4tH/8KSwghhBBCCCGEEOIVhr6BIYSoaPTmWgghikM5VgghikM5tnz0AkMIUdEo8QshRHEoxwohRHEox5ZPWS8wRo3ykqj9ROhjZWjsonR3+9jChT5mP8tEgMzDyOpZWRMTsowe7WNM8MJkMfazTLK1Y4fftcPkj3ZcWR0mYWpgRiprU2IX5HWv87Gf/czHPv5xF6r56leT8rRvebERE3aiv9/HrPCNiESpIXLePB+zVjU2NsR6xqSq48b5j9rYEe+fpHOHzVcrips719exssXB2mLSXNsPNvfZfJ0/38fsJWLHY1OMHfOii9LyjBl+AW7alJbt2qumxD96tJ+mOX7aRx/1dXbs8DGWry+/PC2vWuXrMDngn/2Zj9l5u2+fr7N0aV6/WM7LYc0aHyP+STq3LVZYCwBvamryQbv4yQkdnTXHxUZdcYVva8wYF6ozN9UZZLHOYEZftuiuvTYtM3MluUiHa/z9ZtrAc2lgv8+xP9/hpZG5skybt9h9l62PN7/Zx+zwsNxJbl107lgBLGuP5cWlS72Mk92WFixI67F5yD7X2bnVxZYvn23q+BvV00+nebeac2wO9lz7iLCT3dt39nohYXNzWj7Q5+vU1vq2nt3h15s95v79vl8XzPWyRib2bCBiTwykBzh3hj/JF1/yx2RzcUpj2j7LH+yZ44JJPmcdmJ9KO5m/nkmAP3j/W1wsPukFmr/zhdRCes89V7s6n3r+Gy72k+v9WHz6gS+kx/vBY75fd/l+sf7bZ0wmD2ay4F9btNfFXtjl87D9mYXNw5oaf47seSDnx0krzwSAhhoioiV2AyvLZPlowvi8tuw6yn1e5ZLQtH0uQh1a9Plqy7GnA30DQwhR8SjxCyFEcSjHCiFEcSjHlodeYAghKhq9uRZCiOJQjhVCiOJQji0fvcAQQlQ0I534QwgfAvBnAJpjjLtGridCCHH6GekcK4QQ1YxybPnoBYYQoqIZycQfQpgJ4O0AnhuqrhBCVCIjnGP1glgIUdXoBUb5lPUCo6/PyzGZyMgKrpigjclQ1q/3sfPPT8vPPOPr5MpWrFyUiWjY+eQKXux5MiEOa4tJeKzAjgn5WFuvt4ZFwJ94bmM5YkwAuPHGtPze9/o63/ACJGp+eutb07IVkAJcOJqz8lkdcsEPkfnKBJ12DnABUl437Lpigjk2XEzuxgSgdm6yPjCp4cSJPmalmnZ6AXya7CKPnvbyslzR02Nlr9FXGjn+HMD/DYBM8PLZs8dLNNmS/pd/SctsbjCRMRNj5uRrdo1ZjrXzltXhIqy8ena+sPWVK6gOZd3lAAAgAElEQVS1Y/alL/k6zCH80P43udg7Ln/x5I3DS8gA4PDUc12s7rrr/EFnzkzLLC/ecouPTSW6OztopM7RqV67XEf67xY1uamy63HHHT7GJHY2j+SKXVn+OXQoLbP7rhXaAsAjj/iYlQ8DeeJttiYvvNDH/v7v0xvOrbd6uTGT7TY2znYxO1WamnxbdixeKQ/Sp/sF8dGjPq801Pt5vdfIMdkcZmNkhZ2APx7LWSzG5s+E+lTQeRheisgYRYSdTOxpyc3VbCwGjGR+G8nB7FnloTU+97xjZXqNtm/3YkbmhGcC3vfd8XoX+9jH0vLXPvZFVyeMJuZeeDHmU099OCl/8G/9p1iuY/23j7rsPsaux+NbfL8uvsjLXa10lrVVB/85JqJtQDpZ+tgvGSBrjcHulRbW1wOZsl07X1m/Dg/4ttgxbV+Z9FQUg76BIYSoaEbqzXUI4RoAz8cYnwwhnPkOCCHEGWAE/3XwtL4gFkKIVyL6Bkb56AWGEKLiOYXEPzmEcOL3WO6MMd55vBBCWAP+W9s+CuB/4Ni/DgohRFVzph+u9YJYCPFqQi8wykMvMIQQFc0pvrneFWMkXzQ93na8gsVDCK0AZgM4/nA9A8DjIYQ3xhjJHi0hhKhMTiHH6gWxEEIMgb6BUT56gSGEqGhGIvHHGDsAnHO8HELYBmCRJHNCiGrjFHKsXhALIcQQ6AVG+ZQt8fzZz9JYS4uvx8SCFiYpvOwyH/v2t9PyypW+DnNSjhkzdD3mN2PiJNZ+b6+P7dmTlpnwhYkMmcjIwsR6rP3ndni5zowZqRRpFDMzMaMZg10ka0zr6vJ1rrnGx15+2cescczK61gdgFsMM6yth+u97Ig1z4SvFnY9GGyo7fBY4RwArFvnY1de6WNPPuljdnisuBHgssidO33MzkUmlsqdr+3tbUm5uXmprwTbWCpNqqbEP2qUH6evftXXs3JVlqOYwIzlNzsfmcyVrQnW1oMPpuXWVl+HCRbZ8mXX1H6WSWbZnGXSRTvOt97q69x/v48xV+ZPd5yVlC8Y78Vnzn4LoI4M4gs1Xuw5+bK3pJ8b8FI+uqhZsrE3HGI5G7XtWf85dtM2k2XnPi9uY/e8887zsZyclDN/AS5us22xz5FLRE+b3UJzBOcsx7K5v3x5KtpkgvNx43yMrdONG9uT8uzZi12d3l57Lx7ZHFvUC+JRo7ywzwo7gbz7Pbu+bF7Y4zE5YK7Yc6+RJ7I6u17yz4BTp/oYFW9mXGN2zJx6F8z3osSfb/FjcQV5pWXrsXzOcoP9eQXgQmorxP3YIxe4Os8/7z83bbLP839zV1pmP7Ownz1YPmK508LmKrsvPrud/WyQlpmwk02KBjoH0mB95jxh4s0cqWZdja/DBJqsXp3p21EMT/7J2soRkDKq6Tn2TKFvYAghKppXQuKPMc4a2R4IIUQxvBJyrBBCVCvKseWjFxhCiIpGiV8IIYpjpHOsXhALIaqZkc6xlYheYAghKh4lfiGEKA7lWCGEKA7l2PLwG3+EEEIIIYQQQgghXmGU9Q2MgweBp55KY1ZcCQDTp6flxkZfh71pYqIqK0Viki0m72EyJSttY/IsJphjIh0my7LSF9Y+izHhoa2XI/ocrC071nXM+sNizGLDTtzS3OxjPT0+xiaGvZhMCFpb62PEPHh0aiovZXOOXVs2hixmh4dJ1XIkTIBfR2xOL1zoY0wslTMHmJiO9ZVJsKy4t7vb1zlyxMe45PTipMSm3MyZTUl5x45UcFdNX717+WWfB5lU057v5s1+wGfMGO1ibPna68KEoAw2N6y0k4nJ2NxjuZ/NYysdY8Layy/3sRxhHZv/y5b52Ne/7mNWPLez1wvTprATJxN+2ngiAbOGSzY4rH226GyutwY7IPvmZeWlbH6x2DPP+BiT6+WshY4OH2O3IHt9Wa5h7TO5KBtWG8uViz744F4XW7gwlUuzNXn22Xnth5BKO7du7Xd15s9Pb17btqX/tlVNOdYK+yaQ9Wbr5Eqpc0TeTCqY+2+JE+pTyaKVegJcEMmehxm2/7nnzbDz5dlt/hyZbNLKcHPaBnieGTvWx9jPLO95T1p+//t9nS98wceuvdaP/yWXpOVLax93dQ7Mv9jFLl4wtOQ0V/bK/PhsXthfRtDY6M+npsbHqOzTdCRHeEk+Nii2Xq4MN7eehck4mSTUwoSgOWLPasqxZwp9A0MIUdEcT/zD+SOEEOLkDDfHCiGEGJqRyLEhhLNCCKtDCJ2l/zYNUu/mUp3OEMLNJ8QvCSF0hBC2hBD+MpR+5/Vg7YYQfjeE8JPSZ34cQnjDCW1tK8WfCCFk/C5TvcAQQlQ4eoEhhBDFoRcYQghRHCOUYz8M4PsxxnkAvl8qJ4QQzgLwSQCXAngjgE+e8KLjSwBuBTCv9Of4Lw0erN2tAN4aY2wFcDuAO83hlscYF8QYF+V0XhJPIURFo6/eCSFEcSjHCiFEcYxQjr0GwLLS//8jgLUA/sTU+XUAq2OMLwJACGE1gJUhhLUAJsQY15fi/wTgWgDfGazdGOOPT2h3PQCycTSfsl5g1NT4vfls3/CWLWmZbc1lezq7uvxm+vnz0w33ds8WwPUNrF9TpqRl5rtgbTEfAcPueWVtsf19OVuXx4zxdZgKgo2r3bo8efI5rk4d29jIVhPbFGkv+MGDvs7MmT7GNhzbQWR9YPuzyUWyTbGuszmQu7/S7qPLcU8Mht2juoF8gYpdIjafcvbAPvKIr3PTTT7G3ARLlqTlhx/2G2yvu853lp0TkHoa2Pru67N7tqOrUy0P1yH469zW5vfIA+me9eZm77tobydyEvjrUlubfmtw5UpXhV475iyweZf5A3LdQMxlsXp1WrY+FoA7Km680ccsi8g7f6aHWLDAx2x+YG6aQ5PPcjG2N/21c8l+WZuo2IQnN5JnJ/m91nMmvZgGmEyhyX+T9KH1vv92DqxZ45ti48VyFDslO/7sXsz2tLM94Dbn5fqoGOy62dtgrnNp3rwJLmY/29Pjc8BLL/nP9fcz2UH6oNDc7B8cNm+2A+bnYLXkWEvOHnn2LMfGg+11t3viWZ0cZxsAHDU+AtYHphtjTqppU30/DvQN/aVs1teGGu9EqDOdm0PW/LM7Glzs9Rf5fll/Ru6jKYuxx86zXno2DZBEc+WVfr2x9t1H632iaXjpBRd76IlpLmbdSux5b86svOvYUO/r7dqV1pvS5K/jYXgHBosNmHnB5i9ba8wJwzwSzuVHPrd3v/8cc9zY8WF9ZWOY43/JyQGDMQI5dkqM8fiD4g4AU0id6QBOlBFuL8Wml/7fxnPbfS+Ovew4TgTwvRBCBPD/xhjttzMc+gaGEKKi0b8OCiFEcSjHCiFEcZxCjp1snBF3nvjDfwhhDQDy+hAfTY8fY+nlwWmFtRtCWI5jLzBO/Geqy2OMz4cQzgGwOoSwOcb4w5O1rRcYQoiKRg/XQghRHMqxQghRHKeQY3edzBkRY7xisL8LIewMIbTEGLtDCC0AfkmqPY9fbQcBjm37WFuKzzDx4989HbTdEMLrAdwF4DdijLtP6Ofzpf/+MoTwAI75Nk76AkMSTyGEEEIIIYQQ4tXBNwEc/60iNwP4BqnzXQBvDyE0leSdbwfw3dIWkb0hhMtKv33k9074PG03hHAugH8D8O4Y48+PHyCEMC6E0Hj8/0vH2DRU5/UNDCFERaN/HRRCiOJQjhVCiOIYoRz7BQD/GkJ4L4BfAPhtAAghLALw/hjjLTHGF0MItwNoL33mM8eFngD+G4B/ADAWx3wW3zlZuwA+AeBsAH9T+o2rA6Vvj0wB8EApVgPgazFGYiBLKesFxsGDXsoWo//GycKFqSSSSX+6ur7jYkuX/oaLtbWl9qGxY72sjvkhf/YzH7NiJvY5JmvMlSdaoZk9HsDHgom9rFeNCTtzpZHW/8aON2mSFxQxceiUGcR8Zk+KdYxZ25gZixmWDAfgxU9byPWw3WDSNtYt1n02L3LEm7lSWHvMXPEtGy42N237TFhoBYkAl2rec09avvpqv0AeeOAXLjZ79mtcrKkp/WxvrxV2AgsXppN/8+aQlKvp4bq/H+jqssY1L/CbOTNdr2x+Ak+7SH39Mhfr60uPt3mzz7FveIMLUQGunWfvfKevw4RybB0ygWxzc1q2ol4AuOgiH2PS2uuvT8ssN7N1wo5p1+Z55/k6TAh6220+9r01/ouRb7/ssjRAkvjRGee62AyyLnb2pjLOphVXujps7Fkuu+uutLxsma+zifw7ChtXlrdsPZt7AC5yZXPAxliet6JvANi508fWrvUxm7M3bvTJc8YML0ft6HjSxZqa0gW3cqW/P69a5Z+9amu9oNve93p6/srVWbz4j5LyU0+lc7CacqyV7NXUDO+LyEwimCMpZEI/9ozJ2recRZ5pTifMxz6lmZ23lzrWIZ0wR+v9cxt7zskRiU6c6GNsPb/pIn/v/PcNfi1NvXxOUq6Dl1naew/An+Vsaj48Y46rY4W/gBd2Av4ey/KTFZwCfFzZ3LS5gck52c8xowaItLU+rXg6hZ3ss2yeMGEn6wcTmvo6PpYj48w9b8tI5NjSFo63kfgGALecUP4KgK8MUs/dbU/S7i0ntntC/FkA5Cnz5OgbGEKIiqdaHq6FEOKViHKsEEIUh3JseegFhhCioqmmfx0UQohXGsqxQghRHMqx5aMXGEKIikaJXwghikM5VgghikM5tnz0AkMIUdEo8QshRHEoxwohRHEox5ZPWS8w6uqA6dPT2NatXuZiL0JHR7ur8653eWHnPfd83MXmz789KTOB2saNXlbX2nq+i1nRGpOGMfkNg000K4Fj0kUmirNiVMBL7dh5c3GfxwqimIyNtT/au/yc3AsA5s9/bVKeNMNVoeM1nkhybD3Wr1wRao7Es987I+n4sM9awRUTxzEJ1qFDPmalfy+/nNcHJlKkY23Oac0aXydGv04XL148ZPtMaNfa6oWdTObHzsmyceP9JpLK8aop8dfUAE1N6cLr6el29WYYY3BX1+OuzrvfvczF7r77My5WW/uJpNzZ6S2bnZ3Pudi8ebNdjOVUC1sn7X7q0fxjcxmT2DJBGhOR2b6yfrHzYfnBCpx37/Z1mODy3nt9jJ3TZ+6alpQXLJjm6swn+fS1s/z9ubExFbWx9cvO8fbbfezWW9Myy8MrV/oYy+HsvG3OaG31dXIEy4DP9XPn+jpMXsraYnOlrS3NS42NXtjZ3t7hYkuXeneZzWerVvmOtbRc5mLd3V4cOjBg+/E90i8rGtyTlKopx+aI+KzoM5dcSeHp+lxuP/fuzxMe2vzK5KLZcsaaVNo5qu+Ab6vGiz2ZYHHq1PSY7Nn64ot8rnthlxd2/trlvt4P16c5ccwYL7OcN88fc8LAiz42K32o2dnjx4vlHnbfumB+OhZM2Dlnqh/Xo0R0Xzfg6/UeTOux683yXwO5n1qpZkONH2cme2X3ZjafXPsZIs7B2vL98uPK+lUk1ZRjzxTD0y8LIYQQQgghhBBCnEG0hUQIUfHozbUQQhSHcqwQQhSHcmx56AWGEKKi0VfvhBCiOJRjhRCiOJRjy0cvMIQQFY0SvxBCFIdyrBBCFIdybPmU9QLj8OEBbN36SxMd5+pZGVdnpxcB3nPPXnKEP3KRzZtTKdXixV6M1dPjzWGTJ3uJpxWMMYEgk9h861s+liP7nDjRx5ioh8nLbD+YDJJNdtb/HBkN+xwTXDJhmj0nJoCzUlKAS6RqakaZsv8cE8Wx/tsY+xyLsfPes8fHbPu5MrmcJMXkgUwwx8SA7JxsvY0bfZ0bbvDr9O67vRQOSA2jS5d6a2tb2z+6WG3tzS7W22uFkftdnaGopsQ/MHAIPT02SVzg6tk119R0satz991k8uF6F+nvtzmd2DPh58F553mJp5VX5kqRmfSS5WebR3p68j7HpGk2T91vXbHkeAC/H1hR5WXer0iFuyxvsXvE5ZcP3a9HHvGxiRO9NM1KhJkomd2TPvABH8uR/jHhHoPlvEWL0jLLbRs2+Bgbn5aWtMyuYy9Jd42NPsZyvX024dfbW0jb2sgFh33O8c8z3d3/Qj633EWszBp4i6uzYsWVSXn9+k8m5WrKsRYmwhyuMDBHvMnGsY4852QJOllj5KGJPWsx7DHtOACDjAXtR5p7du7zYsmxY/3HdrzkjzlmTFq20mQA2Nnrcx0TQR+Gr/eWy805kQe3xzf7/vdPP8vFjph8x3LFlEYv1Jw1y7dv5ZLsvEGGnglTj9b79ptNvmZzro/MAfaTo50XTNjJhJpcCksOmfFzDJuv7J5kz5OvyeGJdSk+CTuqOccWhb6BIYSoaJT4hRCiOJRjhRCiOJRjy0cvMIQQFY0SvxBCFIdyrBBCFIdybPnoBYYQouJR4hdCiOJQjhVCiOJQji2PMl9gRAB2z/qzrtZ996V1mpvf7OowN0BLyznldafE8uW+/Ycf9huar7463f/N9uayrUrMicD24to9vGwfLouxPbx23xbb171pk4/ZPcMAMM5oStieMHbeR+ylBjB58tCftfsVB2uf7ScbtSvdjz9mjJ8TzLHB9nHn9IHtT2TX9oknfMzuE2fXkV2Pjg4fs/uz2TmyffXMi8E+a2H7utl8AtkT2dycbsRkfZg50/suurq892bJkglJed061ge7HzxNW9X15joAqDWxL7taPT12H/vZpK1pLjJ7tvdp2LFj3orNm337a9f6eldfnZbZumR7Wdn9gDkRbM5mbbG5wNamXU8sx7a3+9hNN/mYzYs5eRLguSYnv7G8tWCBjzV5ZRTq+tJ1uGDBBFeHXQ92TDvWmVvyqa8j55zYdWQeIJav7fVl8zx37rC8bj/L7rNdXexGxZ57Ui9GY6N33NTUvNPFenu9T6O+Pm2/v/8WV2f16h+ZSDpZqyvHprDnEL+fn+3T9/fGHG8F299P28dhX9EuphwxwCDknBObw/xzvh92LJqa8vwB5071533A+BTY2DQ2eudCvoMs7VvfgPdFsPzKrredT8zDwXwUNRnri19uH2Sejzo2N+1gMH9KfcY8ZL3KnOe5U9h2NdeTwa6R7QfzuuT6LmxbLC/kPJRXc44timEaSYQQQgghhBBCCCHOHNpCIoSoaPTmWgghikM5VgghikM5tnz0AkMIUdEo8QshRHEoxwohRHEox5aPXmAIISoaJX4hhCgO5VghhCgO5djyKfMFRgCcHKaV1EutNUxUBjzpIjt2LHWxGLtNpMXVYWLMefOudzErJGKThYnpmLynt9fHrKeFtc+kdkwIZuVDBw8OfbzBjvn002mZCeYYrK0cSdvOnb7OzJk+NuqlF33QmNymzPWdffLJPBGQlQAySd+2bT7GxE9szLYYX5qVerI+AFyOavvPPmdlrACf+2y+WqkdGy+2Tles8PLG1atfNpH/6ers3/9p3xi8zcoec/Zsbx3ctettSfnll72BtHoSfz8Am/N+g9RLJ2Rjo79O+/Z5A+X27Yv9EfvTZNbVNdbVWbzY29zYOrH5bcYMX2fjRh9jskk2t20OZzmwq8vHlizxsTVr0vLcub6OlesCfG1OnJiWmfyOkTtvWe6yMNl03Uu/9EGz6OrrvdiVSTbZOdmxYGN4v/dp46KLfKzbTnv4HMtg4t+xfgo7uTQ7HoONPZubnZ1puavL5kmgpcUviO5ucuGQilX37buH1PHPOIBv3/Z/3z4vU25pSUXou3b5hVU9OXZorMCPivlOU9uDt0/kjDnCQEKuhNTCBIg1NUSdRyaHFW8yuCTUf849r5DjNTCp43gis8w47zpyX9nZ4897Sq03D48yfduzx0t6a62nG3wscgSXbJyZlDJHvsolm779HFlt7tzJkaoCfnzYOmLjdaBv6LZyyTmn4a414NWVY08H+gaGEKKi0ZtrIYQoDuVYIYQoDuXY8tELDCFERaPEL4QQxaEcK4QQxaEcWz56gSGEqGiU+IUQojiUY4UQojiUY8uHbGYTQgghhBBCCCGEeGVR5jcwtgF4j4n9Han3/aQU42OkzjtdhIkSe3pScyETXu3Y4Y04TOZixVtWbAgA06f7GBOaLVvmY1ZIyCR3TDrHpHatxo166JCvkyvj3L//5GWAy/bYGDIJqRXiXHihr0PfLGaY6ZiAhwnUWPv2erzkfUu0LXbeO3b42HnnpeWnnvJ1mCyItbVpU1pet84L4JYv9xbPtjYvZNu+fYKL2XNi17u9/R9dbPLkm11s9uy0HzU1XtjZ2ekFkjNneoGkHf+2tt/yHcMnTDk12lbXm+tuAJ8zsQ+Tej9MSvv2PU3qvNtF+DilxsPaWj9pOzr8p5iIzAqJ77vPz2PAtz9zphe8Mqwsc8MGX4cJIlmuv/xy0yuyVlmM5ZHm5rTM5MBs7O35AFwkbfvB8tall/rYizVeIHfWpLQjfSQf2bEBuOTXyqzZvZLlGpvvAC5BtmJSdu9iY8HG0F63hx/2zxIrVvhJ3dvrRajbtvlxtdg8CQBbt/4Vqfl+F2ltTW2obP0B3iZbW+ul6nZ8urr+h6vT3W1zbPrwUl05tnyYMJAJ/XLq5QgQB8PKANnx2HViEsEc2WDuebOHpgYc9vUsdE4R8aZtixyPySxZ/t67f+h/t2U5/txJ/lnrxYGzXOysgReG7MNZk/wYsmddey3ZzxQMJhy19yh2TNbX4c5zRq7YM6ct1gcGe5637eeKN3OOOVzh76s9xw4HbSERQlQ8SvxCCFEcyrFCCFEcyrHloRcYQoiKRm+uhRCiOJRjhRCiOJRjy0cvMIQQFY0SvxBCFIdyrBBCFIdybPlI4imEqGiOJ/7h/BFCCHFyhptjhRBCDM1I5NgQwlkhhNUhhM7Sf5sGqXdzqU5nCOHmE+KXhBA6QghbQgh/GUIIJ2s3hLAshLAnhPBE6c8nTmhrZQjh6VJbTPzmKPMbGOcCuCOJNDZ6mdW+fSuTcn39u1ydgwddCHXewQPgSVP2kq0Yp7jY+PGzXWz9+rTc3+/lXJs3e+nc0qW+rS1bXChLqjlrlo+xSWhln2PG+DrPPDP05wAv5mHiuC98wceYVI0J8mz7TDjK5Gs/38IEnakUaYv3lDmx22DHtMIjJmZisQy3KABgz560zOScOdcD8KKhxkYvgNtMxqK11Qs7c8Sh7e1+EJcv98LO7m7flp0DrF8heGFnV5dfW11dqZ1u5sz/j9SxOSClut5cTwHwx0mkvv7NrlZf3zwT8RLMGM92sRB6XQxIk1l/vzf19vdf5mJNTS0u5qWaZALBz+1Zs3xbjN270zITRE7xtwOaH+ya6+rydZiolAkoLexewESiLK9bgTPg712/RVy3T5JlwgSX/VOmJWUmhmM5hK0xmwPZ9WACStYv1g9b7/nnfR12b7GCZcDPnZYWf3HZfZ0947Dra3Pl1q1bXZ3ly//IxZj41I6FlXoCQEfHbhfr7/eD2N7emZRbWv7Z1enu/qnvxAlUV44dWYYrQMwlVyKYIyk8pX6ZBMsklQ31vv0Bkgfq6k2yJpOxAQdIJ3wim1DvP7uzN/3h49zJvq29A/5Ziz0rHkWaX0lKpP2vr/c/ANk8wJ4nWd5sbGQH9bDxzyFH7Hk653QuuZJQK+3MFXYWeU4jlGM/DOD7McYvlF4afBjAn5xYIYRwFoBPAlgEIAJ4LITwzRhjL4AvAbgVwKMAHgKwEsB3hmi3LcZ4lTnGaAB/DWAFgO0A2kvHOOmNSVtIhBAVjx6uhRCiOJRjhRCiOEYgx14DYFnp//8RwFqYFxgAfh3A6hjjiwAQQlgNYGUIYS2ACTHG9aX4PwG4FsdeYOS0eyJvBLAlxvhsqa17S23oBYYQonrRvw4KIURxKMcKIURxjFCOnRJjPP7dwR049hVgy3QAJ34/dXspNr30/zY+VLtLQghPAngBwH+PMT41yDHIL4ZP0QsMIYQQQgghhBCicpgcQjhx8+6dMcY7jxdCCGsAkE2b+OiJhRhjDCHE09050+7jAF4TY9wfQngHgK8DsPuhsynzBcYRAKk0YN8+/8KmsbHJ1PEbS885x+/pZCxevDQpt7f7fZ8h+L3evb1HXGzp0nSfeFsbEXHAb2pra/O+gBD8/lm7P23fPr/nv6bG7/+eS4bC7rNmPgq2D3fbNh9btCgtsz3DK1f6mN0jDgCdnT5m92yzfd3MNcH2WbM9yJYj/tLSvYHW9bHdb+2ne7aZ0yHHU8KuRy9RDrB69rzZNWLjxebFffft9UGkc3jFCr9m2tr8p/r6/AXZvNmuG3bRvAMD8H6gJUtSt8K6dd5L450Jfm9ijGd+v2UxDABIJ01fn99L78fA55oQdrpYY+MFLrZgQXqt2tp8nfp6n7fY3F6apmusXu33DQM+xjwALI80mSnU3e1z85gxPjfbzwHAqlVp+aqrfB2Wj9i+Z5sfWK5hOYS5INhY2Bz+6KO+zqXk3ytYP2xez8017Lyt02ntWl9nxQofYzl2tNe4OHcPu4+w+5R1cwD+nNj8bW72sQULfOzhh4mICWlevO46785i48OcM52ddmP7N8jx3kNi3jmzcGF6g9640X+Tt7b2i0l5YMBPgOrJsacHu48eyPNPnM599Kd7T/5w22O+AJvvGmoOuzqHB7z3geUeO9Y1NcQXwdryTQHks3bdP7e9wdWhXoz9vt6EmrTeAfg6DSA3A9Ivm9uY72K4HgtG7pwe7tw/neTOVVavzoxrru+C1bOw+3wd/NxnDDPH7ooxLhrsL2OMVwz2dyGEnSGElhhjdwihBQB7AH8ev9oOAhzTuqwtxWeY+HFLFW03xvifP5zEGB8KIfxNCGFy6XMzB2lrUPRbSIQQFU7EsZerw/kjhBDi5Aw3xwohhBiaEcmx3wRw3N5/M/ib8u8CeHsIoan020TeDuC7pS0ie0MIl5V++8jvnfB52m4IYeoJv6nkjTj2DmI3gHYA80IIs0MIdQBuLLVxUrSFRAhRBehhWWBvePMAACAASURBVAghikM5VgghiuOM59gvAPjXEMJ7AfwCwG8DQAhhEYD3xxhviTG+GEK4HcdeMgDAZ44LPQH8NwD/AGAsjsk7v3OydgFcD+ADIYQBHPvK4o0xxghgIIRwG469LBkN4CslN8ZJ0QsMIUSFc/zNtRBCiNOPcqwQQhTHmc+xMcbdAN5G4hsA3HJC+SsAvjJIvYvKaPcOAHcM0peHcOxXsWajFxhCiCpA+7OFEKI4lGOFEKI4lGPLoawXGGPHjsXcuW9IYlayBQC7dqXl+npvqezpYbKpFhd74gkb+YWrE6MXzDE2bbKWsHtIrfNdZPny60hb/pNWuLNoke8XE9Mxidr69WmZySZzxZj2emzc6OssWTL05wAvbQP8NTrb+yHp59h5M0mRhUnbWFtW9skkdEyoaYV5g/Gtb6XlfuJ1GzvWx5jIzco4Y/SNXXSRlxPed1/GgAFobU0vCpOeMtHhjBl+7Vox4Pjxra6Ol9ABgJeLrltnI3eTfn0obWWvXUTV9K+DkwBYmyQ7N+taIgmCfG7fPn9dnnjCJo1nXZ2+Pi/2ZDfbtjY7R79GPudz7FVX/Qbpl/+kXfsrVvg1sdt7nmls3760bHMuAEyf7mMs19h+MfnnRe7fKbiwk8lEf/aztPwbfrio3JjlU39/HrrOYPXsebO8knuO7e0+Zu9xLIczUSl7LrH3oEOHfB0m7LR5/hh+sJcsSeW0TKjN+r9ggV+7Psd+yNXZuNE/QzEJ+caNdhLMcXXs3PSS1erIsexXFbLniRxGQm5oJYKnW+I5nD4Ag4gLzXkzYefpHMMGkp8O9Pm2mEzUToJzpzLJpj9APfu1l1ZeCi//PFrvxZ6j+ny9GlOPjfMLO/w5Tpvqx2vvfl9vwvi03kjM6eHO4dPZr1xhZ05frSAUgJsTnOrIsWcSfQNDCFHhKPELIURxKMcKIURxKMeWi34LiRBCDIMQwqdCCM+HEJ4o/XnHSPdJCCGEEEKIakbfwBBCVAEj9ub6z2OMfzZSBxdCiDPDmc2xIYRPAbgVQE8p9D9KojchhKhC9A2MctALDCFEhaOv3gkhRHGMWI7VC2IhxKsAPceWS1kvMA4ePISOjq1JrKVltqsXYyrrO3hwgqsTghfiWFEZAPT3v2yOd7Gr0939cdLbW1yktzeVZTU1fdjVufRS39KqVd6EdsMNvv9WfPXww15auHSpH4tnnvHHXLYsLecKwbx8y4vVbNsA8O1v+9iFF/oYE1Da9vbs8XVqvWuPSuesKI4JtkZbFyuAl1/2MSs+ZQIkJkJlMfbZyy5Ly0zcx8aLSU7b2raaiL+4Dz/sG1u50gtmV6162MUmTUqtf0xYOHGij7FzshLD7m7bdwA4x0WWLvUx29auXV5W19XVayIsyY+Yvfm2EMLvAdgA4EMxRtvZMjkAoMPEvPzMSjtjZDnWL4rmZp+3enqsGHm+qwP8KYnd5CJHjqT9qq//Y1dn3jzfEhMlXn65j1mx59atVmYKNDX5ecbWtJX1MuHl88/7GMP2a+pUX4fJLJnY8/77fczmYnY+LFeye4QVSbPcyWScbHxsP5gA+d57fYxJNlu8w9vFWD7q7PSxri6fI7q67Fzx1uIHH/S5s7XVG1M7OkgCxbKklHuNcnJsZycTdhIDNQ66yMKF6ZrfuNHfMzZutNLoSNqufEN+CP4asHu7rZMrGmQSQSYDtOS2b+vltD1Y+7mfteSMF+Ali6wO60OOSJL1oaHef47FjpL7qc1tDaSvTILJ8qQVNlJh58DQIlHA50l2X2HPwwwr7MylaLHn8GWZxeYj1gcqha23slo2Nrk/ald+jj2TyIEhhKhwjr+5Hs4fTA4hbDjhz/tObDmEsCaEsIn8uQbAlwCcB2ABgG4A/+sMnKwQQpxhhptjT5nbQgg/CSF8JYRAfk+WEEJUAyOWYysWbSERQlQ4p/TVu10xxkF/cW6M8YqcRkIIXwZAf+GiEEJUNsPOsZNDCBtOKN8ZY7zzeCGEsAYA+XdlfBTHXhDfXjr47Tj2gvi/DqcTQgjxykZbSMpFLzCEEFXAmU/8IYSWGOPx73ZfB2DTGe+EEEKcEYaVY/WCWAghstALjHLQCwwhRIUzYm+u/2cIYUGpA9sA/MFIdEIIIYrlzOdYvSAWQrx60DcwyqWsFxg1NWPQ1JRKO194wde7+OJUKDfB++UArHKRsWPf5WJHjoxLyt3dj7s61113u4s98MB3XGzp0tck5ba297k6q1Z5wRXwZhe57z4v4Vm8OD3R2bP9iS9Y4FtnokcrfJtMfF1MhMYkP1YAumuXrzN3ro/t3u1jra0+ZiVwTWSnar91hIELkKx0jsmamEyOiUOtRI15dKwsbbB6TLRm+8raYtd7zRofA8aZshfAAk+7yKOPsrYecJH29lREx6SqTOI5ZYqP9famksmlS/2kYOPFxKF2vnZ1MSGoMSRiH6lz5okxvvv0tzoGQJqnYvRSynNMKAQ2X77vIj0957tYY+MFSXnfPisRBRYv9sLj9vYfuZhd5/39Pg93dBCLJy5zkbY2bydbvjyduLt2+bFhuWz7dh+z+cEKhAFgwwYfY6JK9lnLfOJGtfLPwdpn+d/C5MAsh9s1x/L1Az6FUPmqPW8mm2YySyaeY2Mxa1ZaZvcDdk/avJncJGBtpcx+53NsZ6eXeALeHLplyzJSL8WeD8DPqasrTaAzZ/pJze5TW7daIS+wfbt9DmEPyXYtk5vZmee0vyCO0Y93jngzVzQ4XLlh7uesRJBJKnPJFYeyT+a0VZfx0wU775qaoccip20g/7o11JBFaJhQ75/59+73QtDx41NpJzveT7f4z7H7Vs4zJnuWy8YuhkzZZI6Qdfjz68yTu/7Yfd6ed9FyUfEr9A0MIUQVoJuGEEIUx5nNscW8IBZCiFcqeo4tB73AEEJUOPrqnRBCFIdyrBBCFIdybLnoBYYQogpQ4hdCiOJQjhVCiOJQji0HvcAQQlQ4enMthBDFoRwrhBDFoRxbLmW9wBgY2Iuenu8lsRCWu3rNzalVhokl9+37bRfr7fUCv9raVBq6ZMnFrs4DD9zjYvPmeSFoW1tqJquvv9PVWbzY95VJyDo6vB3NSjWZ8CVX2mbZvNnHmNCHCcFsP5g8k50jE/UwSdsllwz9ubFjfYwJIq1QjglHWV/ZWNjrwcaQyUWZ+I4JU20/mKCNzQEm9ly/PpURXuadhti0yYsUe3t9wlu61M9rO/ebmrysdvNmL1xcvtwL7HbvTq15bW1WjgcATKJ7PelXegFinO3qhGAtVQ2mXE2Jfy8Am2OXulozZ6aiz8ZGLwzet+83SfvdLmLX64oV3oq4erW3Ora2+jnU0ZFe9+bmW10dJitjrFvnxaTd3UMbyzaR31WQIwxua+t1dRYu9IZLlkfsOTFpKJN4spzBcqzNIywH7tzpYzNmDN0WkyI3Ng79OQDoML5X9jmW7x57zMfYuNqxYOPFxnr5citFBjZsSC8Sy7FtbX/sYkdoavF5sacnnfuzZ/s67e1rXWzFimUuZqWdXV3kRmXyBAC0tFzpYvYeGmOLqxOClQraG3Z15NgQfL7LET2yOozhCvxyP3cq0s7TBXu+s3JRVo89m7LzyRF7srbYGOaKJI/WeKmmheVcRk9PWm5s9OfD7kd18JLQvoG0X0wkmtN3YJB5niHtHK6YNrsP5Bqx+VTk3M89n9x5NzyqI8eeSfQNDCFEFTDyD3ZCCFG9KMcKIURxKMeWg15gCCEqHL25FkKI4lCOFUKI4lCOLRe9wBBCVAFK/EIIURzKsUIIURzKseVQ5guMRgBvMbE1rlZPz5tN2e8tBrwAYd48v/+9szPde71unXdgAOe4CNvfun//dabs62zZ4mOsralTz3ax1avTfaqLF/v92qx9tvd33760fOiQr3PFFT72yCND12MeDrY/m22PY2Nm9143N/s6ufsH+X7jodti+6APHkzLbK83c2z87Gc+Vku23k+enJYffPB+V2fePO99YHvc7Z7ItjY2EGwftN/43tb2U9KPdO6zOf3II37P9sMP/6OL1dffnJRj9PvNQ3izi7W1ef+C3Y/9pjf5fgF20ZDFUDU0ALA5br2r1dVl96iz+eL9Da2tXopgvRWrV7/G1QG8AIH5Y+y+/xw3DeB9FABw3XXe6/HAA6knafZsf8/YutU7WWbO9HPU5oPGRj9eGzf6e1dLi69n8w/zPrEcxfIPy7t2fNg943qfamiutx4JlvvZfYq1ZfOWdWIA3Clk728Az/3Tp6flBx/0debN87EcD0pbm6/T15eXY4FfuEhrazr32fqorV3mYqtX+/uGdWzwHHuBi3V3+/kaYzpfQ2C5otOUqznHDo3dq5/rUhhO24PBnleG6wHI9Rjk9s2S06+6THdGjhcjt+9sDFl+tTHrsQC4xy3HHdeAA67OwID1eAF7+7zLwnqHDoP4LqiXwceyIJKHugxPRi656yhnPrG5wzxN7Jg565vNpxzfxel0hoiTo29gCCEqHH31TgghikM5VgghikM5tlz0AkMIUQUo8QshRHEoxwohRHEox5aDXmAIISqcCNmbhRCiKJRjhRCiOJRjy0UvMIQQVYDeXAshRHEoxwohRHEox5ZDmS8wjgBIBWlLlnjx37p11uTlZVNLl452sbY2bw5rbEzlg/v2fc/VmTfv7S7GZJbd3amsbv5833fGeu/QQy/xki5fnpoemQBx5sybXYwJ3y66KC3ffXe7q9PVtdjFbrrJt2XlcQsW+DpMtsdEaDO8A9B5f5gAiUn6GFZqR5xCVMzE5D1WsMTqWBEnACxd6mNf/vLTPoi0s8uXe4sekzyxc+rtTeWEIXg5YYxMMHeXi1x33e0u9sAD9yTlzk4vvp03722kfW8Z7OtLBXbTpjHpo1/fTU3+mBcbX+XGjX59g4mrEqp976AVJwOATUDs/P3k7uggdkbY/PnjjDrAM8/4Wv39a5Py4sXLXB22Jlhs7VofW748XRcPP/xXrk5Lyx+5WFeXN2g2N6fJbN8+b6BcvLjVxVj+sXnECiOBPKEmALS1/dLF5s5N1w7LIew+tWiRj9n+3323r8P6z45p83Vjo6/z5JM+9oY3+NiqVVtdrLMznefNzV7izfI6E2h2d6cS4fr6Fl+JSgy/6iKLF3/YxdrbHzAR0jGyjgBiE0UqQQ6B2F7Bbqr+OeFNb7LH9GsGIFbnhOrNsTmyTCb0Y+shRy6ZKwxk83q45EoEbd9ypZ5MXGjHh4kZWWzvft+WzUc5xzuV9pmw00rhAf5ca9va2eOFnbnPw/acmE+TzV/UD1NASZ616kbgWwE5Iszc9cHmsJ3nueLNnHrDd55Wb44tCn0DQwhR4SjxCyFEcSjHCiFEcSjHloteYAghqgDtHRRCiOJQjhVCiOJQji2H4f3SZyGEEEIIIYQQQlQUIYSzQgirQwidpf82DVLv5lKdzhDCzSfELwkhdIQQtoQQ/jKEEE7Wbgjh/wohPFH6symEcCSEcFbp77aV2noihLAhp/96gSGEqHCOf/VuOH+EEEKcnOHmWCGEEEMzIjn2wwC+H2OcB+D7pXJC6QXDJwFcCuCNAD55wouOLwG4FcC80p+VJ2s3xvinMcYFMcYFAD4C4AcxxhdPONzy0t8Te5cnxBizzzSEhRH4gYkyAVUqjWpurnU1enq8ZWvxYl+vvX1tUm5tXebqdHT8L9IHL7BbvjwVaBqnFwBg504fmzvXx9rbvQxv/vy0IhMBMWnk6tW7fdC8W1q82L8Y6/DOOTSR92cTJ6bl173O15kyxcf27PGxHIEmk5Ky82b1xo1Ly+x8Nm/2MSYctYI8VofJWNkcsCJU1j6Dfa67m8k4HzPleaTOL1ykpcVL7bq7H3exJUvSeuvW+bYALyptbfXSuY6OvSZCLH3w/Zo/f5yLbd5s+zGNtGWP9zbE+EQ4XgrhvAh8nnwuh3c+lpsszwQhXBC9NJBMUiNGnjnTCwm7urwUsbnZy2F7er6dlJuarnR1env/D9IHb7tdsSIV2VrJ42AxlmMfftgvntraVLzZz2yNFGJgQyrLXLrUd6Ktzc/tefO8gbKzM52j7373BFeHyY1r/S2P5oycHHvppT526JCPWWHqypX/f3vnHxxXdd3x76m1Zk0t4wWvzcZWsADHGsATK0gFB9SawXacSUnqFlLcDnFDYFIo9J/AhA6hnQLt0LQz7XTSaaEpgcLwK2loIBSD6eBGQwSWQc7IgBi72FPZWdtrWI3XEGEp3P6h56B7z5F1d6VnScv3M+NB9+i+++57777zHld7P6vrbN6sY3v36lgodT5wQNexnhlWDt+1y3oZ8zvb0XGGqtHZqXeQyWjD29BQKNm0hJpvG7EWI6YPYO1aX/i6Zcsbxnb6WZ/L6fuoXA7HtWGAhb7nCwVt2S4Wwxyrx6YWJXfAudcmIcdOr/za1tbmtm3z/7gXI9WMFW9OJtY+0yY8JkuMGSvLjDmHtcoTYwWLllDR6n8M1j7fH9T7rFT88qLcMb3dsJZlxsgfY2WssWMzPBcxElqg9nvGIrb9yerXRNq3iBHfWvuTWbO83DgVOVZE3gKw2jlXFJECgK3OueVBnY1Jna8n5XsBbE3+veicawnrRbb7SLL9vyblvQDanHOWsdqEDgxCyAyH8iNCCEkP5lhCCEmPmnPsgmDJxX3Oufsit13knDv+p/wDAIw/ZWMxgP5R5X1JbHHycxgft10RORUjn9a4aVTYAXheRByAe2OOgRMYhJA6gC/XhBCSHsyxhBCSHjXl2MMn+gSGiLwAwPjMJm4fXXDOuWTyYFIZo90rALwULB+51Dm3X0QWAtgiIn3OuZ+cqG1OYBBCZjgOtDcTQkhaMMcSQkh6pJNjnXNrxvqdiBwUkcKopR6HjGr7AaweVV6CkeUj+5OfR8f3Jz+P1+7VAB4N+rk/+e8hEXkSI76NE05gUOJJCJnhUOJJCCHpQYknIYSkx5Tk2KcAHJdDbgLwI6POcwDWiUgukXeuA/BcskTkiIhcnHz7yFdGbT9muyJyGoDfCmK/LiKNx39O9mFYC32q/ASGAxAKsywhVCjCWm7U0Sd+3z7DaIZLvJIWCALAlSqSzZ6lYqHEsVTSFsxMZoWKWVI1Swq3LPAuWtLInp73VCyf12KyUsnf6fCw+e02CkvIFsrXLNHa0aM6dsEFOrbDcIm1BR9esiRJlsRz/vzx+xEjtAOAc87RsWd8N6EpkwuFSwDQ16fHZkvLLBXr7vblioWCvkZFyxQLLbMEfGlbe7seEzt26FixqMdTJqMFmtvVlxJp0Wdj4wYV6+3dqmLhPSmiJXTOaYFkX5++cLmcf5+GgsGRtkKrqmXhqpeX5Qy0nM+wysIXg/X3a6kwYAk7jZsgkHFqgSBgyKlh5f5Qzmj1K5fTskw7x+q+huLcbFY/M3p7rXNhPTf8sWflrVxOCzut/NPa6p8L63hefFGP0a9+VeeVp5/WfwS5446FXtnKw5Zks71dx8I8aAk7LamzJV8Nr7eVY19+WceGhvS5yGT0uQjrWcdoPYttt6svuOzo0Hl4xw79/K9UtPC4sVHX0zlWbyfyeRUrl59RMS3IPc+oo58txaIlVPaPO5vVz6nBwfCesU5gveRYnxjpXqxsMkb8l7bccCLESB0bGnS/Ys9PTB1LjGnl3BArf8dKPE9t8J+nx5TUFjhyNK5fobz/yKBua+5cvZ2VOy05ashEZJYx4tDYMXeypbMTEetOpoC3VnmpzUnPsfcAeEJEvoaRB9aXAUBE2gD8sXPuOufcuyJyF4DuZJs7Ry39uBHAAwDmAHg2+TdmuwkbADzvnBv9Py+LADyZfAtrA4BHnHPGm4kPl5AQQgghhBBCCCEfA5xz7wC43IhvB3DdqPL9AO4fo576U/dY7Sa/ewAjkx6jY28D0H8tGgdOYBBCZjg05BNCSHowxxJCSHowx1YLJzAIIXUAEz8hhKQHcywhhKQHc2w1VDmB8SH0elPLW+GvuSyV9Hp4QAsQisWrVEzkaa/snF5QWyjoNfg//7neo4jvC+jo0OtYOzt1X+fO1WvJAb3Ouq/Pb89eX/ZtFRkY+EsV6+jwz6G15nntWh373vf0QrqWFn+hXj6vt1uyRMes9cYrV45fzzruX+hlyiiES/0NrLYsn8Zbb+lY6AOx1mJ3d+t1xB0dumOdnXcYvbvZiPmMCHh9rP4PDPhj2LrelpPkzTf1Ou5wDSYAlMv+uF62TPsudu3SY7q9fbWKhev7i8Ur9A7xdyqSz1tOhmeDiL4nW1r89d9794YLT+vJkH8Meu28tR49XFer19laa+SBG4zYY0HZGHxYqCLO6bEn4ve1qUn7Lvr7db+WLrWSgfZJZbPf8Mq276JbRRobN6pYpeI7bLq6dIJYv/5iFdu8Wfs08nnfgWGts77+eu14sHLSVVfpc/3CC7peiOUUsvwW4frr5Yai6pVXdMw6pvC5YXmfhobKKmZ7GO7UGwd+q4YGfW4yGd2W1Vfn/LFo5dhKRT8/83nt0yqV3tAbB06YFSu078Iar/n8F4z2w37od6PgW/ASLFeG7zuy1tqHef71108JatRTjh2fcF17rO+i1nX5tTokat1urH6F28a2P9t4TwtdFta7nNVWjO/C6rvli7D6b/XDcl6ExHorwvZDvwYAHCzp/Vnv5eE5tM6NNeYm09liUavrJbZftY7rWu+/ifg0wm1rd9d8vHLsZMBPYBBC6gDOXBNCSHowxxJCSHowx1YDJzAIITMcrh0khJD0YI4lhJD0YI6tFk5gEEJmOEz8hBCSHsyxhBCSHsyx1cIJDEJIHcDETwgh6cEcSwgh6cEcWw3inIuunMm0uVxu+7j1Bgb8siW/KZcPGVtq2ZeW02mJF/CeEbMGwkteqVC4UtUoFq22tHwNOKwiIr7RzDktk8vl2lXMOj/9/Q965RUrNqk6vb2h7A/YsEELx0KxmrU/SwBn1Vu8WMc++MAvnxL6v2CLJRctGr8tS8ZWKunYe8ZlC8ehJW/abgzn/v5QLAls3KiFbI8+qmV+mp8ZMW1ics4fFwuNYV4qWVJGy3hlmPvw5aCsxZAdHbqtzk5LIBneW4ah1RRPzjNivV4pPA8AIPJoELkdzr0tH/1+sQNuNNqO4VuvOufaatx40hFpcyL+oHTOOpehKMoaG1qyCRi2W4RWWWtMWW0NGDFfbtjcrAWFe/ZYx6PzqS0mDTFszWhRkVxOy6bL5ce9cqHw+6pOsaifU5mMvjnPOecEXUywcpQlZQvzlhWzZMp9fTp29906FopDrby423CjWu23BXeO1XdLlGyNw2uuWa1iDz0UWvKsZ7ElndVjxzn/a+ZFLBGnJZO1xuHzRuyLQdka51b/9xmxTwbl2Pv7/4xYyLeM2LVB+VY4t3sScuz0yq9tbW1u27bx32FDrPeQyZQixkoE42SAmlqFo1MhNwzFlYAWdFptWdfIwhJvhlg50dru9Lla0Pn+cMxzK47w+RB7jLEi1zSZiGB2MvdpXctax+Zk3pMya5aXG+slx55Masu2hBBCCCGEEEIIIScRLiEhhNQBU/8XB0IIqV+YYwkhJD2YY6uBExiEkBkO5UeEEJIezLGEEJIezLHVwgkMQkgdwMRPCCHpwRxLCCHpwRxbDVVNYAwPD6NUCqVmlhTOl1INDGw06mihXz6v5WihuLClRYurDh7UsXJZS686OnxpZygzG6mj2+rstISjORVxzre0NTVpIWF/vza5lct60GYyvrQzFHECQHOzFnZaUspQ0GlJbQ5bDj2DnxlOyiVLdCwkox16ptgzjO3dq+sUDM/aPsODFm7bot1+OPNMHZs/3xJ2aiFrNutf38ZG3dbhwx0q5twtKjZnjt/W4KC26GWz56rYLwx/5rx5+n4Lj3PXLn3COjv1hcznjQsHP2bJRXO5ZhWzBH/O+VI7a0wAjwTld8NWUD+J/yic6wxillQzFPgaVke8Y8TOM2J7vFKhoMdZsWhJC3V+KxR8aeeePYYN0hQxW8doSUL9mz+TWaFqDA1p21q5rIXHwGVeqVjUEmlL2Gm1f/Cg3/9Y2VqlskfFmpv1vRO2Z+U7S+z5gx/o2Pnn+2Xrnjt6VMcs4Wj4XCoW9X2Yz+uEPTioYw899JqK5XKf8crWdWxs1OOwUtE5NpRs22jJpnP6nUDkcqMf/raVSpyovKlJ35P9/eF9Ywk7LeF4TL0HjDrh+QrvvXrKsT4xEr6GBq2Lq1XYaRErPAzrxcomQwkmECcknIjcMOb8WHWsPBPWs/Jr7Lmw5PQxYk+rXwfLWtgZvgda5/7I0bjjDok9nlplk7HjMObaWtdjIuMpZrsYYSegjzPmXhur/ZDaRZ/1m2PTgp/AIITUAVw7SAgh6cEcSwgh6cEcWw2cwCCEzHA4c00IIenBHEsIIenBHFstnMAghMxwmPgJISQ9mGMJISQ9mGOrZfIW8RFCCCGEEEIIIYSkRJWfwDgM4P4gdqtRz7djOqflXNZMU6mkTZK5nC9U7OvTEq/WVi2zfPddLQkTGfLKTU1aUGjJyywx1qpVOtbV5R/30qUXqzrZrN5uwQK9x64u//zkclouZkkRy2Vt+envD8+1vh6trVo2Gco/AVsmunq1X7bkqJdeqmOWiO6MM/yydW4saah1LkIqFR2zJKFW+ytWaFFcKAX9/vdfMvZ6YVRscNCXuzU2apGiNTZFjqhYa6sW5OpzrSW0wBsqUioZ5lO8HZT1CbP66tyjRluf9EqDg7oPwN8H5Q1GnXqZua4A+EkQu9aoF+YDS+hnYeViX4RZLOocu2rVOhX76U91S7MDp5klBLXEuT09Om+1tuox2tPT65VXrtQSzwMHtA1tYED3IxSiWTI0S9pVKunnRph/nNPS39ZWnUMWLNDCTisnnRt038plVg5cs0bHQiwR8EUX6djjj+vYaaf55aVL9XMqfJYBQFOTrnfBBZ9Rsd3KWLt8/gAACX9JREFUAavFtJWKceGw3IiF/bCEl7r98L0BAPL5M1QslPBVKvoYLUlof7+WIIeiZJtFRuyHRmxZUNbPDOCuoPyqUadecqxPjHQvTsIX177V1uzIN/FQNmj13ZJGTibWPi2ppiVGnCxiz1c2GydUHA6EjdazwMqv+byOheciVgYZI+i0+jUR3h/0+xYre51MYtufTMFszH0UKwStpc7Y1GeOTQsuISGEzHD40TtCCEkP5lhCCEkP5thq4QQGIaQOoL2ZEELSgzmWEELSgzm2GjiBQQiZ4XDmmhBC0oM5lhBC0oM5tlqqnMCYC+ASL5LJ6DWdQ0P+2uVs9jxVx1p3K6KlCHrd2SdUnZ6e51Xss5/Va7ad89eViuzRnYBekwz8i4p0dV2jYk1NvvOis/P3dOvN/2G0VVaxkHI5bvFbNlyICyAXLCUfHta+C8tZYK3527VL32A7d/pjIHRiAMD27Tp2sVaEoBCoS/QaaHuNuLVera3NL/f16TqW56On55AO4piK9PaGa6itNc9WQrpcRRob/YtUqegFkfm8vrYNDdp38ZqhOdDruLWvY9Wqz6tYV9czujGE+9Tjd/58fXFLJUMuAr+elU+OBadeZKexQLteEv8cAGG+1NcYCMeHVeePjNg3VCSb9dfzDw7q9aBdXf+gYiI3q5hzs4I6en1/sWjdJ0+qSE9P6FoBCoW/8crd3X9otPXXRsxyvtzrlcrl0D0CAPo5ks/r4y6V/PuruVn7Lqy81dOjx639TPW9BStW6Ovd26tdDdmsdimEjh/jkYFXjTvM8mk8/LBfttaEW36W/n7tYbBdEOG9YHmGLJeFfufIZBZ65aEh6/m/0Ijph9ChQ9qBIRK6YwwZFH7TiFnen/B5o68toPM1cLYRC31geuw4559Dkd46zrHVM5H19jFr9y1ivBJWHyznguWjsNv3yxNp36oXg9VWjEck3s2hY+H7o/Xua+VJq17osrDeMS3mzdXHdOTor41bJ9axEeNLSdt3YRHrT4npW+j0ANL3esS0Fe/F+Pjm2FrgJzAIITMczlwTQkh6MMcSQkh6MMdWCycwCCEzHCZ+QghJD+ZYQghJD+bYauEEBiGkDmDiJ4SQ9GCOJYSQ9GCOrYaTv+CJEEIIIYQQQgghpEqq/ASGAPBNNqFgDwBEZnvlwcErjDp/oGItLRtVrK8vFFwtMvo1W0W6urYa+zw3iOxQdfr7tXEnl9Piu3JZi720hOzPVZ3Dh1UIgGFdNMSIIa2tV6pYT4+WfTU0+CK3YlG3XSppSejAgBbAdXRYgjm/XDRcbCtX6tjOnToWipIsAdJcw2dqCTrDfuzTjlgsWKBjIlrktnSprrdnTyj7PEtXUrJFAPiailQq3wki2g515pmfVrHeXi2iW7jQEtG+GJQvUzW6ut4xttPCV31MhpHXZLkR+1uvNDR0iaohEtqzWi70yw718/VTDQD8QRkK9gBAJLw3bzHaulZF2ttXq1h3d5jLQukfEMpWky2Nfi0LIm8Z2+lr3Nr6dRWz8kOxGD4PdI4tFPR9WCxq+ePatbd65S1btPixvf0LKtbdraWULS3+Nerr03UyGX0dm5t1Pl1u3CZz5vjiRSsfrV6t83UolAN0LrYkalaO/fGPdezSS/2yJWtuadHSyP37LemslvxWKqEY84vGdvpcA/eoyNBQKHfV+S6X07mzXNYvOfOs7qMzKOv3mdj7QT//9TjJ5fT1LpctUfKDQVnfCyJh5LQ6zrE+MYK9WAnfZLZlySbjtjPaN25y/dYMxPwvgdm+VW8wEPVaScUgVpgaUyf2HIaix1MNYWeMBBOAnVAjODasr4gl7QyxhJ2xktOpkHaGxApHQ6xjzGZrO56JnK8YSW/cea7fHJsWUz96CSFkwvyyxn8TQ0RuFpE+EXldRL494QYJIWRawvxKCCHpcXJzrIicLiJbRGRX8l/r69ogIpuSOrtEZNOo+IUi0isiu0XkH0VGpsJF5KokZ38oIm1BW3+W1H9LRD43Kr4+ie0Wkdti+k8HBiFkhjM18iMRuQzAlwB82jn3gVgf3SGEkBnPyc+xzK+EkI8PU/IeexuA/3bO3ZNMGtwG4JujK4jI6QD+AkBb0slXReQp51wZwD8DuB7AKwD+C8B6AM8C2AngdxF8V72InAfgagDnA/gEgBdE5FPJr/8JwFoA+wB0J/uwvmP8V3ACgxAyw5kye/MNAO5xzn0AAM65cE0RIYTUAVOSY5lfCSEfE6Ykx34JwOrk5wcBbEUwgQHgcwC2OOfeBQAR2QJgvYhsBTDPOfdyEv93AL8D4Fnn3JtJzNrfY0lO3yMiuwH8RvK73c65t5PtHkvqnnACg0tICCF1wIc1/psQnwLQISKviMj/iEj7RBskhJDpCfMrIYSkx0nPsYucc8dtgQdgSyYXA+gfVd6XxBYnP4fxE3Gitqz4CRHn3Hh1PqosUgIQWrUIIeRkcpZzLn+8ICKbEZov48nCt5Le55y7b1TbLwA409judgB/hRE76p8CaAfwOICzXTVJNYA5lhAyDZisHMv8SgghmumQYx90zs0fVbfsnPM8GCJyC4Csc+7upHwHRsz9WzHyCbk1SbwDwDedc789atutAG5xzm1Pyt8B8LJz7uGk/G8YWXICAOudc9cl8WsAXOScu+lEB17VEpLRJ5sQQqYDzrn1Kba9ZqzficgNAH6YvFBvE5EPMfIAKk1gf8yxhJBpRVo5lvmVEEKmLMceFJGCc64oIgUA1jK9/fhomQkw8nVhW5P4kiC+f5zu7AfQNMY2Y8XHhEtICCGkNv4TyffRJiKi2QDML0omhBBSFcyvhBCSHk8BOP6tIpsA/Mio8xyAdSKSS76lZB2A55KlJ0dE5OLk20e+Msb24f6uFpFTRKQZwDIA2wB0A1gmIs0iMhsjos+nxus8JzAIIaQ27gdwtojsBPAYgE0T+XgzIYSQX8H8Sggh6XEPgLUisgvAmqQMEWkTke8CQCLvvAsjkwzdAO48LvQEcCOA7wLYDeB/kSwHEZENIrIPwCoAz4jIc0lbrwN4AiNyzs0A/sQ590vn3DCAmzAyWfImgCeSuiekKgcGIYQQQgghhBBCyFTAT2AQQgghhBBCCCFk2sMJDEIIIYQQQgghhEx7OIFBCCGEEEIIIYSQaQ8nMAghhBBCCCGEEDLt4QQGIYQQQgghhBBCpj2cwCCEEEIIIYQQQsi0hxMYhBBCCCGEEEIImfZwAoMQQgghhBBCCCHTnv8HoYSoj/02HEAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x360 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sibirrer/Software/lenstronomy/lenstronomy/Plots/output_plots.py:541: RuntimeWarning: divide by zero encountered in log10\n",
      "  im = ax.matshow(np.log10(model), origin='lower', vmin=v_min, vmax=v_max,\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'Rs': 5.024073445032067, 'theta_Rs': 0.7103442599944014, 'e1': 0.16578507767175404, 'e2': 0.039647235729847644, 'center_x': 0.003486581144864188, 'center_y': -0.19996859952716975}, {'theta_E': 0.9398732437095613, 'ratio': 1.3436465335582555, 'w_c1': 0.155178490787383, 'w_t1': 0.026713863951339928, 'e11': 0.08669188398305298, 'e21': -0.15651558764077902, 'w_c2': 0.47257956107323595, 'w_t2': 0.5660057779304656, 'e12': 0.09523751364954909, 'e22': -0.008216400609027162, 'center_x': -0.0009137646504526828, 'center_y': 0.05616269260252516}, {'e1': 0.008020738868800099, 'e2': 0.050796106304318064, 'ra_0': 0, 'dec_0': 0}, {'e1': -0.0033835662576685017, 'e2': 0.0021735954100041213, 'ra_0': 0, 'dec_0': 0}, {'theta_E': 0.1925138708641463, 'center_x': -2.32019894, 'center_y': 2.79985456}, {'theta_E': 0.1086059124857057, 'center_x': -2.32019933, 'center_y': 3.83985426}, {'theta_E': 0.315981592075466, 'center_x': -1.68019931, 'center_y': 4.31985428}, {'theta_E': 0.17030876824555854, 'center_x': -0.17725048698608006, 'center_y': 0.921729549203742}] [{'amp': 1011.5865062896783, 'R_sersic': 0.014280487740633094, 'n_sersic': 3.3141542645248596, 'e1': -0.4260543321631645, 'e2': -0.018094419133695392, 'center_x': -0.31139947685896185, 'center_y': 0.2757913885135811}, {'amp': 0.8973915281905709, 'R_sersic': 0.24020772684842248, 'n_sersic': 0.8434799005204029, 'e1': -0.10107643152203193, 'e2': -0.050122673927515446, 'center_x': -0.31139947685896185, 'center_y': 0.2757913885135811}, {'amp': array([], dtype=float64), 'n_max': -1, 'beta': 0.15, 'center_x': -0.31139947685896185, 'center_y': 0.2757913885135811}] [{'amp': 0.6822091267354136, 'ratio': 1.3436465335582555, 'w_c1': 0.155178490787383, 'w_t1': 0.026713863951339928, 'e11': 0.08669188398305298, 'e21': -0.15651558764077902, 'w_c2': 0.47257956107323595, 'w_t2': 0.5660057779304656, 'e12': 0.09523751364954909, 'e22': -0.008216400609027162, 'center_x': -0.0009137646504526828, 'center_y': 0.05616269260252516}, {'amp': 0.0017361497348183097}, {'amp': 0.2167837858143994, 'R_sersic': 0.25344834442215153, 'n_sersic': 2.4110332254118916, 'center_x': -0.07886424097454811, 'center_y': 0.9406263571104403}] [{'ra_image': array([-0.52044378, -0.54266627]), 'dec_image': array([ 1.27728401, -1.74553441]), 'point_amp': array([148.9272683 ,  29.32443458])}]\n"
     ]
    }
   ],
   "source": [
    "if analyse_output:\n",
    "    \n",
    "    band_i = 0\n",
    "    from lenstronomy.Plots.output_plots import LensModelPlot\n",
    "    import lenstronomy.Plots.output_plots as out_plot\n",
    "    kwargs_data, kwargs_psf, kwargs_numerics = multi_band_list_out[band_i]\n",
    "    lensPlot = LensModelPlot(kwargs_data, kwargs_psf, kwargs_numerics, kwargs_model, lens_result, source_result,\n",
    "                             lens_light_result, ps_result, arrow_size=0.02, cmap_string=\"gist_heat\")\n",
    "    \n",
    "    f, axes = out_plot.psf_iteration_compare(kwargs_psf, vmin=-6)\n",
    "    f.show()\n",
    "    \n",
    "    f, axes = plt.subplots(2, 3, figsize=(16, 8), sharex=False, sharey=False)\n",
    "\n",
    "    lensPlot.data_plot(ax=axes[0,0])\n",
    "    lensPlot.model_plot(ax=axes[0,1])\n",
    "    lensPlot.normalized_residual_plot(ax=axes[0,2], v_min=-6, v_max=6)\n",
    "    lensPlot.source_plot(ax=axes[1, 0],convolution=False, deltaPix_source=0.01, numPix=100)\n",
    "    lensPlot.convergence_plot(ax=axes[1, 1], v_max=1)\n",
    "    lensPlot.magnification_plot(ax=axes[1, 2])\n",
    "    f.tight_layout()\n",
    "    f.subplots_adjust(left=None, bottom=None, right=None, top=None, wspace=0., hspace=0.05)\n",
    "    plt.show()\n",
    "\n",
    "    f, axes = plt.subplots(2, 3, figsize=(16, 8), sharex=False, sharey=False)\n",
    "\n",
    "    lensPlot.decomposition_plot(ax=axes[0,0], text='Lens light', lens_light_add=True, unconvolved=True)\n",
    "    lensPlot.decomposition_plot(ax=axes[1,0], text='Lens light convolved', lens_light_add=True)\n",
    "    lensPlot.decomposition_plot(ax=axes[0,1], text='Source light', source_add=True, unconvolved=True)\n",
    "    lensPlot.decomposition_plot(ax=axes[1,1], text='Source light convolved', source_add=True)\n",
    "    lensPlot.decomposition_plot(ax=axes[0,2], text='All components', source_add=True, lens_light_add=True, unconvolved=True)\n",
    "    lensPlot.decomposition_plot(ax=axes[1,2], text='All components convolved', source_add=True, lens_light_add=True, point_source_add=True)\n",
    "    f.tight_layout()\n",
    "    f.subplots_adjust(left=None, bottom=None, right=None, top=None, wspace=0., hspace=0.05)\n",
    "    plt.show()\n",
    "    print(lens_result, source_result, lens_light_result, ps_result)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sibirrer/Software/lenstronomy/lenstronomy/Plots/output_plots.py:563: RuntimeWarning: invalid value encountered in log10\n",
      "  im = ax.matshow(np.log10(self._data - model), origin='lower', vmin=v_min, vmax=v_max,\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "if True:\n",
    "\n",
    "    f, axes = plt.subplots(2, 3, figsize=(16, 8), sharex=False, sharey=False)\n",
    "\n",
    "    lensPlot.subtract_from_data_plot(ax=axes[0,0], text='Data')\n",
    "    lensPlot.subtract_from_data_plot(ax=axes[0,1], text='Data - Point Source', point_source_add=True)\n",
    "    lensPlot.subtract_from_data_plot(ax=axes[0,2], text='Data - Lens Light', lens_light_add=True)\n",
    "    lensPlot.subtract_from_data_plot(ax=axes[1,0], text='Data - Source Light', source_add=True)\n",
    "    lensPlot.subtract_from_data_plot(ax=axes[1,1], text='Data - Source Light - Point Source', source_add=True, point_source_add=True)\n",
    "    lensPlot.subtract_from_data_plot(ax=axes[1,2], text='Data - Lens Light - Point Source', lens_light_add=True, point_source_add=True)\n",
    "    f.tight_layout()\n",
    "    f.subplots_adjust(left=None, bottom=None, right=None, top=None, wspace=0., hspace=0.05)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plot mass profile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.1         0.16681005  0.27825594  0.46415888  0.77426368  1.29154967\n",
      "  2.15443469  3.59381366  5.9948425  10.        ]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from lenstronomy.LensModel.lens_model import LensModel\n",
    "lensModel_spemd = LensModel(lens_model_list=['SPEMD'])\n",
    "kwargs_spemd = [{'theta_E': 1.3343678287375182, 'gamma': 1.95, 'e1': 0.08887638921602778, 'e2': -0.012277545103643931, 'center_x': 0, 'center_y': 0}]  # 'center_x': 0.0023485289733557293, 'center_y': -0.03187851029010698\n",
    "\n",
    "lensModel_dm = LensModel(lens_model_list=['NFW_ELLIPSE'])\n",
    "kwargs_dm = [{'Rs': 4.274422973046136, 'theta_Rs': 1.4631996070248465, 'e1': 0.043204873700764694, 'e2': -0.00420187875687184, 'center_x': 0, 'center_y': 0}] # 'center_x': -0.0030071646086290886, 'center_y': -0.07217889031724639]\n",
    "lensModel_bar = LensModel(lens_model_list=['DOUBLE_CHAMELEON'])\n",
    "kwargs_bar = [{'theta_E': 0.2394948938516918, 'ratio': 2.2043463261648557, 'w_c1': 0.0010132131389243876, 'w_t1': 0.22822542320553943, 'e11': 0.0035519658020293932, 'e21': -0.12501170631717853, 'w_c2': 0.13053855615555918, 'w_t2': 1.0264054020043158, 'e12': 0.2080472639916996, 'e22': -0.020926553508500565, 'center_x': 0, 'center_y': 0}]\n",
    "\n",
    "\n",
    "kwargs_dm = [{'Rs': 5.024073445032067, 'theta_Rs': 0.7103442599944014, 'e1': 0.16578507767175404, 'e2': 0.039647235729847644, 'center_x': 0, 'center_y': 0}]\n",
    "kwargs_bar = [{'theta_E': 0.9398732437095613, 'ratio': 1.3436465335582555, 'w_c1': 0.155178490787383, 'w_t1': 0.026713863951339928, 'e11': 0.08669188398305298, 'e21': -0.15651558764077902, 'w_c2': 0.47257956107323595, 'w_t2': 0.5660057779304656, 'e12': 0.09523751364954909, 'e22': -0.008216400609027162, 'center_x': 0, 'center_y': 0}]\n",
    "\n",
    "r = np.logspace(-1, 1, 10)\n",
    "print(r)\n",
    "\n",
    "kappa_spemd = lensModel_spemd.kappa(r, 0, kwargs_spemd)\n",
    "kappa_dm = lensModel_dm.kappa(r,  0, kwargs_dm)\n",
    "kappa_bar = lensModel_bar.kappa(r,  0, kwargs_bar)\n",
    "\n",
    "plt.loglog(r, kappa_spemd, label='spemd')\n",
    "plt.loglog(r, kappa_bar, label='baryons')\n",
    "plt.loglog(r, kappa_dm, label='NFW')\n",
    "plt.loglog(r, kappa_dm + kappa_bar, label='NFW+baryons')\n",
    "plt.legend()\n",
    "plt.ylim([0.1, 10])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
