{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pre-Analysis of SL System SDSS1206+4332\n",
    "This notebook takes the drizzled HST images and extracts the information (e.g. cutout of image, PSF and noise estimates) to be used in the subsequent modelling process."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import os\n",
    "import h5py\n",
    "\n",
    "import lenstronomy.Util.kernel_util as kernel_util\n",
    "import lenstronomy.Util.util as util\n",
    "from astroObjectAnalyser.DataAnalysis.analysis import Analysis\n",
    "from astroObjectAnalyser.astro_object_superclass import StrongLensSystem\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from mpl_toolkits.axes_grid1 import AxesGrid, make_axes_locatable"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### read in data from fits files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/sibirrer/Science/Projects/LensModelling/SDSS1206/Public\n",
      "181.6238333333333 43.53861111111111\n",
      "12:06:29.72 +43:32:19\n"
     ]
    }
   ],
   "source": [
    "system_name = 'SDSS1206+4332'\n",
    "\n",
    "ra_str = '12:06:29.72'\n",
    "dec_str = '+43:32:19'\n",
    "\n",
    "system = StrongLensSystem(system_name)\n",
    "system.add_info_attribute('ra_str', ra_str)\n",
    "system.add_info_attribute('dec_str', dec_str)\n",
    "\n",
    "image_name = 'F160W'\n",
    "image_filename = 'SDSS1206+4332_F160W_sci.fits'\n",
    "wht_filename = \"SDSS1206+4332_F160W_wht.fits\"\n",
    "cwd = os.getcwd()\n",
    "base_path, _ = os.path.split(cwd)\n",
    "print(base_path)\n",
    "\n",
    "# import the data\n",
    "local_filename = os.path.join(base_path, 'Data', 'HST', image_filename)\n",
    "local_wht_filename = os.path.join(base_path, 'Data', 'HST', wht_filename)\n",
    "\n",
    "\n",
    "# add image data instance (see astroObjectAnalyser)\n",
    "# options for cutout\n",
    "numPix = 140 # only even numbers allowed so far\n",
    "system.add_image_data_init(image_name, local_filename=local_filename, local_psf_filename=None, \n",
    "                    local_wht_filename=local_wht_filename,\n",
    "                       ra=system.ra, dec=system.dec, ra_cutout_cent=system.ra, dec_cutout_cent=system.dec,\n",
    "                       cutout_scale=numPix, data_type='HST_new')\n",
    "\n",
    "print(system.ra, system.dec)\n",
    "print(system.ra_str, system.dec_str)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## show image and determine shift and positions of point sources"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the center of the image is at pixel coordinates 1209.915186, 1347.451680.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sibirrer/Library/Python/3.6/lib/python/site-packages/ipykernel_launcher.py:6: RuntimeWarning: invalid value encountered in log10\n",
      "  \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": [
    "\n",
    "data_cutout = system.get_cutout_image(image_name, numPix, force=True)  # if force=True, a new cutout with the new options will be made\n",
    "\n",
    "#%matplotlib notebook\n",
    "\n",
    "plt.matshow(np.log10(data_cutout), origin='lower')\n",
    "plt.autoscale(False)\n",
    "\n",
    "ra0, dec0 = system.pix2coord(image_name, 20, 20)\n",
    "xx_, yy_ = system.coord2pix(image_name, ra0, dec0)\n",
    "xx_ra, yy_ra = system.coord2pix(image_name, ra0 + 1, dec0)\n",
    "xx_dec, yy_dec = system.coord2pix(image_name, ra0, dec0 + 1)\n",
    "plt.plot([xx_,xx_ra],[yy_,yy_ra], linewidth=2, color='k')\n",
    "plt.plot([xx_,xx_dec],[yy_,yy_dec], linewidth=2, color='r')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.08000002467604288\n",
      "ccd gain = 2.5\n",
      "No filter file found, using default filter\n",
      "No NNW file found, using default NNW config\n",
      "sextractor command: sex /Users/sibirrer/Science/Projects/LensModelling/SDSS1206/Public/Data/HST/SDSS1206+4332_F160W_sci.fits -c .pysex.sex -GAIN 21142.223039999993 -CATALOG_NAME .pysex.cat -PARAMETERS_NAME .pysex.param -FILTER_NAME .pysex.conv -STARNNW_NAME .pysex.nnw\n",
      "0.0 0.005417047534138\n",
      "2.5\n",
      "the center of the image is at pixel coordinates 1209.915186, 1347.451680.\n",
      "separate exposure map loaded\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:51: 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": [
    "deltaPix, _ = system.get_pixel_scale(image_name)\n",
    "deltaPix *= 3600  # convert into arcsec\n",
    "print(deltaPix)\n",
    "# get mean and sigma_bkd of image (computed by SourceExtractor)\n",
    "mean, sigma_b = system.get_background(image_name)\n",
    "ccd_gain = system.get_CCD_gain(image_name)\n",
    "print(mean, sigma_b)\n",
    "print(ccd_gain)\n",
    "\n",
    "# we subtract the mean background estimate from the cutout image\n",
    "data_reduced = (data_cutout - mean)#*mask_off\n",
    "\n",
    "\n",
    "# get exposure time\n",
    "exp_time = system.get_exposure_time(image_name)\n",
    "\n",
    "# here we set the coordinate grid (rectangular)\n",
    "ra_at_xy_0, dec_at_xy_0 = system.coord_at_pixel_0(image_name)\n",
    "x_at_radec_0, y_at_radec_0 = system.pixel_at_angle_0(image_name)\n",
    "Matrix = system.get_transform_matrix_angle2pix(image_name)\n",
    "Matrix_inv = system.get_transform_matrix_pix2angle(image_name)\n",
    "cos_dec = np.cos(system.dec/360*2*np.pi)\n",
    "\n",
    "\n",
    "# get weight map (effective exposure time per pixel)\n",
    "wht_map = system.get_exposure_map(image_name)\n",
    "# untis in pixels are originally electrons/s\n",
    "# we estimate the Poisson noise term in respect to a smaller IID count rate\n",
    "wht_map /= 2.5 # 2.5 is equivalent to the CCD_gain parameter\n",
    "# for numerics, replace 0 with small number\n",
    "wht_map[wht_map <= 0] = 10**(-10)  # just making sure that there are non-negative exposure times\n",
    "\n",
    "\n",
    "plt.matshow(np.log10(wht_map), origin='lower')\n",
    "plt.autoscale(False)\n",
    "\n",
    "ra0, dec0 = system.pix2coord(image_name, 20, 20)\n",
    "xx_, yy_ = system.coord2pix(image_name, ra0, dec0)\n",
    "xx_ra, yy_ra = system.coord2pix(image_name, ra0 + 1, dec0)\n",
    "xx_dec, yy_dec = system.coord2pix(image_name, ra0, dec0 + 1)\n",
    "plt.plot([xx_,xx_ra],[yy_,yy_ra], linewidth=2, color='k')\n",
    "plt.plot([xx_,xx_dec],[yy_,yy_dec], linewidth=2, color='r')\n",
    " \n",
    "x_0, y_0 = system.pixel_at_angle_0(image_name)\n",
    "plt.plot(x_0, y_0, 'ob')\n",
    "plt.colorbar()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n",
    "plt.matshow(np.log10(data_reduced), origin='lower')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save data configurations ih hdf5 format\n",
    "data_filename = 'data.hdf5'\n",
    "local_data_filename = os.path.join(base_path, 'Data', 'HST', data_filename)\n",
    "f = h5py.File(local_data_filename, \"w\")\n",
    "dset = f.create_dataset('image_data', data=data_reduced)\n",
    "dset = f.create_dataset('background_rms', data=sigma_b)\n",
    "dset = f.create_dataset('exposure_map', data=wht_map)\n",
    "dset = f.create_dataset('ra_at_xy_0', data=ra_at_xy_0)\n",
    "dset = f.create_dataset('dec_at_xy_0', data=dec_at_xy_0)\n",
    "dset = f.create_dataset('transform_pix2angle', data=Matrix_inv)\n",
    "f.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PSF estimate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No filter file found, using default filter\n",
      "No NNW file found, using default NNW config\n",
      "sextractor command: sex /Users/sibirrer/Science/Projects/LensModelling/SDSS1206/Public/Data/HST/SDSS1206+4332_F160W_sci.fits -c .pysex.sex -GAIN 21142.223039999993 -CATALOG_NAME .pysex.cat -PARAMETERS_NAME .pysex.param -FILTER_NAME .pysex.conv -STARNNW_NAME .pysex.nnw\n",
      "{'MagMaxThresh': 26.35067138671875, 'MagMinThresh': 23.0723876953125, 'SizeMinThresh': 0.4039413332939148, 'SizeMaxThresh': 4.403941333293915, 'EllipticityThresh': 0.1, 'ClassStarMax': 1.0, 'ClassStarMin': 0.5}\n",
      "35 number of stars\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# options for PSF\n",
    "psf_type ='pixel'\n",
    "psf_size = 61\n",
    "psf_size_large = 61\n",
    "psf_symmetry = 4\n",
    "\n",
    "# get SExtractor catalog\n",
    "analysis = Analysis()\n",
    "cat = system.get_cat(image_name)\n",
    "#HDUFile, _ = system.get_HDUFile(image_name)\n",
    "#import astropy.io.fits as pyfits\n",
    "#HDUFile.writeto('pysex.cat')\n",
    "#print HDUFile[2].data['X_WORLD']\n",
    "#pyfits.writeto(filename='HDUFile.fits', data=HDUFile)\n",
    "#print system.get_header(image_name)\n",
    "\n",
    "# magnitude-size plot\n",
    "mag = np.array(cat.data['MAG_BEST'],dtype=float)\n",
    "mag[mag > 50] = np.mean(mag)\n",
    "size = np.array(cat.data['FLUX_RADIUS'],dtype=float)\n",
    "\n",
    "# select stars\n",
    "kwargs_cuts = analysis.estimate_star_thresholds(cat)\n",
    "print(kwargs_cuts)\n",
    "kwargs_cuts['ClassStarMin'] = 0.1\n",
    "kwargs_cuts['EllipticityThresh'] = 0.8\n",
    "kwargs_cuts['MagMinThresh'] = 22\n",
    "kwargs_cuts['MagMaxThresh'] = 26.5\n",
    "kwargs_cuts['SizeMinThresh'] = 0.5\n",
    "kwargs_cuts['SizeMaxThresh'] = 7\n",
    "mask = analysis.find_objects(cat, kwargs_cuts)\n",
    "print(np.sum(mask), 'number of stars')\n",
    "plt.plot(mag[mask > 0], size[mask > 0], 'or')\n",
    "plt.plot(mag[mask == 0], size[mask == 0], 'og')\n",
    "plt.ylim([0, np.max(size)])\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "max iteration reached! stoping\n",
      "-11.76458635693073 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-70600.8252971216 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-75.60523278285343 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-67979.588968678 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-78.28169150329528 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-875.683540595577 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-12062.836701289118 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-7266.087476575483 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-16465.747842015797 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-10797.340462189319 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-9399.690994938468 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-9105.686312781929 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-10354.9442298566 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-9223.778979107152 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-9609.746688610883 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-8800.877036818696 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-3713.886807617601 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-1238.0151974387097 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-20470.052170952913 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-11660.219691973587 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-26500.41644310358 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-22755.931860250228 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-23862.693242634487 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-16789.083064379745 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-28619.16618447507 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-17024.072535610452 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-38155.648320211716 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-27077.836864347384 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-35030.375706486455 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-27310.106825834595 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-31.780577677427523 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-10.689811857481216 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-26.991123566272243 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-130.5650987995636 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-4.864775440058066 reduced X^2 of best position\n",
      "=== object === 0 -0.5456683713951695 -0.2611359754655051\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sibirrer/Software/AstroObjectAnalyser/astroObjectAnalyser/DataAnalysis/analysis.py:69: RuntimeWarning: invalid value encountered in log10\n",
      "  im = ax1.matshow(np.log10(sym_shifted), origin='lower', vmax=vmax, vmin=vmin)\n",
      "/Users/sibirrer/Library/Python/3.6/lib/python/site-packages/matplotlib/cbook/deprecation.py:107: MatplotlibDeprecationWarning: Using pyplot.axes(ax) with ax an Axes argument is deprecated. Please use pyplot.sca(ax) instead.\n",
      "  warnings.warn(message, mplDeprecation, stacklevel=1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 1 -10.818845514826714 -19.995357121088432\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 2 -1.4804668951849047 -0.885151585641976\n"
     ]
    },
    {
     "data": {
      "image/png": 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0AqeW3uZ0x6ToN5EIKafHbpPnmK7dfiL2qo3/QW//NddPHH58e/+1XojV6A2itXxOf4dU9GZecwmxKHCerjVuVicC0Ip8WDbqYz/l80K8hatrdHelu8PhiDA1uq8ifMFyOBwHkK1zaM6JwFTi5Qo4SiJD5S2uCSxttClVL1ezIU+g2qq6e3Tcs4GCjW6pzjXElCyqvktt1o3XJqctOwfKtijv1tCkYlamM3Tf+1V9AWjbiEDpO87pNasqNed1anLZeBqrzIhN2YOY1PLS1+MspjZntoOMpc9pfzmA2xZ/eTzQq3FgZ9EYihF0RgHu7FgkOjW8YFMKh/HZuxrofEJzrGbTEBP6nDONhZ+2mjd5e5PzLCamcTOJAKLAarq3JqWJHu0Z4ej0GS9goVHIetuwHA7H5w4UwFhXc2lYzV45HI5Tg0KcEjocjvWBG90LTNftpFmtQBcqDxXlyzaLfpOCaFnNnZErGSawtHaGXNPkqh9ysO9TJqf7ncE2xEHN4FzrO6ac2FPB5jN4DiXjIxtYuxvbvWSj3CXNAbTtTnzOHo8Jq8HpUixXAGJbFdugMrJ7tWxZrLx8ArOswSb9Y5sWf1eLJAomn/kLd8O1SWmudSsHD2C5QUrJDqPK3DZhHkVNtC6X39vQSGJY7V+j/gjN5fxyPA+iSAS2RfJ83TU/Q2U5BtlZX0RjZUuQTW3CFYkjjwJVuKzB4XCsCwT5iobm+ILlcDgiKICRG90nmG5YMxPIzDQwCnql7bYt2RW5g2kb3dkOFK5vSnZxoOloQH2gLXZ6PnabCyuPmZlwTPNWTDmGrHgm1zTnphoY13SrW57nm4Oak2685e8QrWxQ/ikOSmbaB8T0LiEK0WqE9gdpPDX4GkxnWO5gIwR2rwW5QIdKg9Vp2K3kgq/RZqpH9G7cMy59RvR8ynPcAzFlzl4Y8m5x0HjTSDv4Gjx3GjRu6SDOHS8V5cTSQXltAQAABctzdXLJquUT++XNZlQJnxeK00nONw9Wcxl1OBynCtdhORyOtcCkLqEvWDGMl5C9b0wLWJWdG0/RmHND0XFpQml/TYkrLufFgcwjVkjPua1mL5RV1DcoXfGI8yoRFa4NjZr8TKB+bVKtszeR0xsDphoxdYHpi6WE7XoY624j9jqWnQ8Yj19UWoxojgmyZorLwdMjopuDQWwa4KBtDvRmal9vm/JbFFXAAdcZ5cDKbVm5ikfM9zO4Fge0cxpuNk8MuWzZLXFuLc43xuXVrtI8FEMJ6xwYfTVQTA54btjIiinNrx3fSwjIyubD8h2Ww+GI4Dssh8OxNpgm8FtFnJpwtNaMBYO89RXy2Cltw20lXq60w+lsx+R9swGsUWA0UQtOd2zP4crAStSixuJKm6uLY7bpepzGqHtnD4wepWYe0j0wrbVULeXKzc1AI5mKWEGnpYj753CVG3PMsBba6Y0bpcdpErcTeeLIMzkkGpj14ykoVIXn+uWQmpoHLm9Ui0jZ+9w4G+jZgUrW9Owj7x9RtVnzgFG/SLT2uf3SYwCTertC5AsAY/Zsk+mE54G9n/3K2gvy7i1DOCoi/xzATwH4hwBepqoPH3bOau77HA7HqWGSD0vm+jsmHgHwTwH8ybwnOCV0OBwGy8k4qqqPAoBUeUBK4AuWw+GIMDG6u5cQIiHYNe3HCvQoBzq7byvkDkCsAGeJQvZ3m+Fa9fgWWxQtLBfC9TbOkwzBlNLKOUneGSodRXaZ/KpRX98UrtckV31vN1zLygAYUhHsOzIygI2tYLdi1fqIrt0xwc81TpZIE7Mu1TY5nsCC0IczndA+27aAOAkgjxU/xY1zsc1ns03jux3O718hicGleO607ggB01xZe8zl3jqx/bNeYeMbXSGlurFhRRsBjsC4M67GzWBbZHIpvNab6JmYQGbhKAkWt7PN1Swo80px5oHiSEb3CyLCtqcHitJ+AAAReS+A55Sc9wZVPXKlLd9hORyOAzhCeplLqlpWoAYAoKqvXEyPJvAFy+FwRJikl3FKCKDEvVyASxvVK3JpD20e6yHnyw7UovWinf3XnK8bAOpE75hS8msrHWieC1t+rvibs/yibfpM99m/TjSDKMus4Gd2dbea1bS4VhHgG+dnj/+3bCXhes0aBfuSrMHaMDZr5dWRrwzC+B6gKUwjqW8b3fJrAcCYAny5onJCwfG5mR8sk2BzQlQaLDGRFUS5B32SkBDlH5uc+1Ivn5c1GrfUmBOa9EzHN4fPuW6A2lhumrJRbn/+jRhZkE67uoB8WMBybFgi8m0A/guAmwH8bxH5kKp+w6xzfIflcDgiTLI1LMVL+A4A7zjKOXMtWCLyKQDXAWQAUlW9W0TOA3g7gOcB+BSAV6vqlaM07nA4VhOfDbGEX6uql+j9/QAeUtU3isj9xfvXHXaRfUpjKuTWKJ9UfpEoFOUTslWCOc8UB0KnKdEk420bnaf3z5K3iXNbnY8pS02oOjKlKOZ8XNkMjx+neW6fq/YodVrh2kynOODZqqJ5616LtvFEwZpxoCzTSL43BlPFA+1wDq2kWlGf5VQGjSgZ08M94y0e18I5HCx87Vo3tNOLpy0HY9c2OK8azY9B9VRnao86RTyYNNHKVa55XrFqfRTPgxrTfKJ0nF67aekdPePhZeKHNN9zm0NrgVAI0nw1Q3OOs++7B8BbitdvAfCtx++Ow+FYBSxJ6X5kzLtgKYA/EpEPish9xWe3qupTxeunAdy68N45HI6lY+olnOdv2ZiXEn6Vqj4pIrcAeFBE/oa/VFUV61orUCxw9wFAcuHMPo2SrtkGk/Ct/pwQFJyx965vKuRSRZKcPIbtJ4Lb5UDF3+3yQGKbL4nBAk+mPUwzulsxjexRFZ7uTeF+OCi5P4y9UBwcyyLF0U74vGHakQovYateXlEIAOpEA9kzuJGU58YCgGFOQcHUzmaTvGoHKuuQFzYr/7+xaas4E1j8ygLixFQbYi9hTsHUze3Qt3Y7Fs+yZ5DzmuW7NN/OmPEgzyun8eaKSXWTKnvwbAWlI3poK1mPOecZ542ryHcGVHvfbxSrml5mrl6p6pPFvxcxseq/DMBnROQ2ACj+vVhx7gOqereq3p1sbZQd4nA4VgjTnO7z/C0bhy5YIrIhIlvT1wC+HpMo63cBuLc47F4AR5bZOxyO1cSq2rDmoYS3AnhHEVFdB/A/VfUPReQDAH5LRF4D4NMAXn1y3XQ4HMuCAivrJTx0wVLVTwJ4ScnnzwJ4xdGak/0kaGrsUVzmi+1WbJtqXIglAeNdStRHwa3Du8JxahLEgRP4sR2gXm4LAuIKxDkpjzkJ4djYwLpU1qpLcgUOCLaq9UajXCKgm3S+aYeDfVudcgW5lSg0SenOdqs6HZeYMeD/TZu1cP7umOxrJulfQvd9fUA52Uni0DNyA5YytCkP/C7JHzJjD2MbFM8DHk+2KQJxOa9al/q9UW3HY7vi+DPBNtW+HJ7JqBvbozioPyfJA9cwSM0z5eOikndUITo1Eh/Zj7RYwK7nlOjePHClu8PhiDBN4LeK8AXL4XAcgO+wMKFaU/d09pl4i561wra8Vi/Py5RejqvqggOOL4braZu2+KacmHAeI1KgJ3St8VVDH84wJeMq0JRHaS8+J+2U5wzn15baMDhYt9WuzuXN+aP42pxrvUJxMrk20cMoH5ZBjaYKX7tbp7ExrvAhlfOq0TlMizutWAbAQdt7g0D5I9pk74fedzfCeHAeMBsh0Hs2KOd5TnQov9jIyE7GXHmcJDWDJl3cUFzhQG2q6JxwULPJhxX1lfNcdYjGWnX8dC4tQADvCfwcDsfaYBKas5o6LF+wHA7HAbgNq8CURiXP3Ys+z66Tx48DailXUG7TwPJWmivuUhpiO+51UhWPU1I7E3Nkzw4ANOicPCeP4R5Rno3YO8Seq72dQGU551Xd5FcaEgXh71gNbtMdS0W6Y97S25Jd7DWsEYdo1apV5zlV02al+3UEKpykcTudOuWCov+xd3phPDbaRrVOKm/2JmqFBxUAkm559AJTz6YZ65yC0AcUSVBFFQFAyEsXRUxwILOpSj0iiqicC43K2tmgfmFPJ91bFkVcRKfslwCTRVR+VqeEDodjTeA2LIfDsVbwBQuFl7CgN3aLzltcDlTNabs9qqgkAwAZUbD6dqAZUlHl2KJG23VLPYdPUBWe80Rh6KG2THAtewDt9r0K7Bnk11xxxgYRM+1hoSUHP9dNzqsGU0L6rjHDSwgSmI7JG8gi0prx3vFxTOO65BnMzFjzFTjofDyioGbjWWQwrU4TEiCbdlgEyrmt2uQRtpS9d+lMuB59zhXIBz2b75jaGRClI6+0dOJ2ahW5riL6b+5nOt/mnWuzMI0lXEX4DsvhcBzAMgqp3gh8wXI4HBHUje4Oh2OdsOj8WovC0hesacCvTV7H5ZE4xJltDbaEUp3sRkI7WLZnqWkHZK9oUCK4qKRTarbDpGpmhXLOAdvGtsQ2qLiEWPjcKqk5X3yzzrahcIy1+aQZ2XnIpV1r0LUSE5BLliK2WzVq1TYsLhXW4HuI8sPHBpSEjuO88lwhmmUMk3NItd4NM2EvCbah0Sg+h8eeJSDRM0jjczYrSo3xtQ+0cyaMT7tCSqEDE9Q/oHmxTc+U5uGBiuakqM84GoNU81z+a9LwIhcYt2E5HI41gu+wHA7HWsB1WAXyXNAvcml3OrHCOadtPee5ipTqhg7VN4maEGXhckwwUghWAnP13/a5kHf9+uU4lXNnmyo/07W3KE/VyJT5YgX3nlDO76RaZrHRYhpHco6MKaV1zxO9o3NY1mDzYXHAM9O4WbKGjDh3qxboUD8L9K6dxHKDkYTplVVIHKxyn38onF9rzDnqD0gUyis8x5Wno1PifGPErlguoMY00D5bXaJtvx1TAVwpjzt6VKn8LNFL81sYJWHcoudLav+hMY/MKjN3ZHipeofDsS5QOCV0OBxrAze6A5hsy6dbdg4IBmLvSosCU1ntbL1Q0fm0lZcdCiLumUDZF+6G6xE9ZKq3cbYfncM5p8Z0XH9IVM+oolmRzspupo4Hgp/H5VRg1uTZpr5FFZ3nTIzENJDPSWxFaGJH3J+IXqZxm1V9sMHYDPZG8v/y7Cm19I49g3zOiGhTZGaAyTdWcT5M5Wd+Jqxo53TLOoypWbJBqn4Kck6vhzk6MmYCnsus8Ofq5rmpMF3vVAeu3wgWoZg/CfgOy+FwHIBTQofDsRZQjXe6q4TlBz8X2+fRngkSpYDPrII2WSoQeYvY00N5jLKbYi8Ua/T4fBYJZrbSzrnwMqlxUHL1/0I9Su/LaYBbFKB8IPA3okDs+QpjMCu3FVMWFotaQSinQuYcWA1+bTyGNUoYxh4/vpb1EjJ15NxYfRKO2vthjyifH+e2iulPVIWHaDoLiG3F7OjZj8tpV7NdHWR95gxVJ+d+Gs8iz19t0z1Q1RxbcYnnHwdms8dcGvG47afuXtDOaBmUUER+DsA/ATAC8AkA36eqV2eds5rLqMPhOFWoylx/x8SDAL5IVb8YwN8CeP1hJ8y9YIlIIiJ/KSLvLt7fJSLvF5HHROTtIlKdV8PhcKwNFPMtVsddsFT1j1R1utX8MwB3HHbOUXZYrwXwKL3/WQBvUtUXArgC4DVHuJbD4Vhh6Jx/AC6IyMP0d98NNvn9AP7gsIPmsmGJyB0A/jGAnwHwozKRW78cwHcVh7wFwE8BePOs66jKvnxAjCtXorJHlLCO3cTGPsB2iYS4Pldntp51to8JuaM5aaANix0Mgs1lg4JmN6jSsv3fpkXHsf2FS1d1TSK6ep3tW2QnIjuPrWbSrrPdihPzVUscWhW2qrawAt5UcaZrjEnBztfqHLBh1eh1GIPNZvW4sR1uh6pFR+ORxPY1tiuyBIWlKo1GbPeqsheyzanfs9Wiye5EtrY+SRzyvTigPaEA+yHN5eFlkkXcHCvolZJWcnLA/uVQbdoq6ttFxWr7u7oh6JG8hJdU9e6qL0XkvQCeU/LVG1T1ncUxbwCQAnjrYY3Na3T/BQA/DmCreH8TgKu0nXsCwO1zXsvhcKw4bEbTG76O6itnfS8i3wvgmwG8QvVwU/+hlFBEvhnARVX94LydNOffN90uZjt7h5/gcDhOHarz/R0HIvID52dBAAAgAElEQVQqTDZC36KqvcOOB+bbYX0lgG8RkW8C0AawDeAXAZwVkXqxy7oDwJNlJ6vqAwAeAID2C27XKd2rWbcslUNqblA1YdrW5yZvUK1WvpVn1I1aOaICRCXYVZ50477VKio3c5Xi1JRqYqU7t7NNOZ7strvbCNv/KlU/ywOAWFbA5zRnULXNJNCmrST0p1sLnzckplBjLZ8qQ/q8n8V+F6aVUd8qArvtcZyjnnN9NQwlZLrIz2ezU07LARsYTfSZc89vxFQtoph8D5yL3wRID8kEUKN8VnUKnLf5sLiSdZSTi+h/oxU/nzRdnKxhibGEvwSgBeDBIqj/z1T1B2edcOiCpaqvR+FuFJGvAfBvVPW7ReS3AXw7gLcBuBfAO4/VdYfDsRpQLDghYEUzE4fdkXAcHdbrMDHAP4aJTetXj3Eth8OxQlgGJbwRHEnprqp/DOCPi9efBPCyI7Umuk/RxFCeHnlQ4pxG3Nt41We1cp+U85wuudOKA5nZu7N7LXhd8m45hQOANuVs4q2yLbnF2GqXp+BlSmfLgXPAceTxIw9d3ajW20m5Z2+zHijHRj3uC9PArSSMz1YtfD6LEnI/M7qHcR7Tu6py5/Wc8pAl8TGjLLSzQWmeh5Ti2F6Xv4siBGYEyw/T8qmf0aPvGs9iFLhOc5Qrg9tojBrlDhvadN3759h+lo8bq95npeReCDz42eFwrAdkYV7CRcMXLIfDEeNoOqylYrkLlsq+N0ONAJKFo5wDaD+os+xyREE6G6PSY0Zm6x9VIN4qFxnabT17A5mismAxqVV7FtmjFKW8lepzqioq2wBj9gDy9bbrgeqda8RykjNJ8CDfXN/Zf82UMIHx4pK5s52TF5fEoeNGUnkO09o+8S5L72w65ylGVMWZaSMQ5+RKK/JpjQxd5RTSe6NgTmgy7TJztGUo4hRsMhiMTDUoopE8x/iZZsaUnJJQWcn7zL+RfOyU0OFwOAr4DsvhcKwLfIflcDjWAooDFapWBUtdsFSD7Sq7FAeWynmyi1CQc6vLkoL4eqwQZhsSyw2aFQp4ILY3sFLeJpVjBfqQZBEtsk1xQC8Q21K69fLyXWynAmI3PNt82EZTN4n1OPi4m4R2ztWD3YptUwBwe+PK/uvzSchxvyXhPq0kgJPUtfm4Gf8V83fXayGH/24Wnv0wj6dgquXlqoZkt8rrsb2S5RTWVrX/eWbboTlG4xu1YwzPbNMakG00tnHG5/Ac7XbLbabWNtarKFvWIxnOSVM2z+nucDjWB75gORyOtYHLGiZyASnoVnJhaL4jdz+VLOItdpLEyz7nIdIW5cuucD8DsUKZA5GtLIHB9O5cO8gFopxThkJtNsL9McXcqnNZrrhNliVwdWWmfS1DIzmfVZWCnaULQEwDb6aA5y2qpZUYypHRf7ntvFzFn81Q7nM/+fXYUECmiPxdpzaqPCfKu0V9YHq3Z55PnDs+nB8FUtugZGo2yjfPdNlUsubr8RwZ0+dc3g2IaSQHT/Oup7kZ0+JFU7gZQQKnCt9hORyOGJROdNXgC5bD4TAQ9xJOMd3u5kZJXVWFeUS0D2aLriPavlOK424rbJet8pjBNJQfT6cRb+u5TFZE9SryPdlzIo9flKcq3tZH6nhOXRzRw7hvnNa4G9G7QelrIPYGMg3cqlHaXsS0KwV7J2l8lVTepp0BXY8V8dExJs8W3zfTO6aBNsiav2NKmdG9bcBGQnDuLs4pRt5mQz2ZRjLNH1HZssTOUeJqPBfZ+2fLfI2uU99o4ahvUgVxU8m6URHpccPwHZbD4Vgb+ILlcDjWAktK4HcjWHrl53oRXLp3uRN9V2uXCzybVHXEivLG1H2md+x1sbmG2BvI12tQMCwLCYGDAs/9Pks51bPXqKy0bESgTCOrvGoHKjJHnri09LUNZGZRKHsDmQYmYigcB33TOfG1rNezvD81CdSogfh+cmo3rxCRzgvum32CTOerxKZWOMpex1g4Gq5lPX5R+mU6rrcbxLM23XFrO1B7TgRQVekcAJrN8jxzNwr3EjocjvWBL1gOh2Nd4Dssh8OxPnAb1sRmNBoV9oIDua/J3rAbbBzDQbAvNLdi1213szyYlG1TdZPYjJXHHNTcSsoT5lnwd1EArTmO1c/1Yz77KEmesetEFZm1XvraJojjvrGCPZIumCHg7/ic+FpxO1X9yWfcD78f5I3Sz61ticuL9bNwTj4r33zFD3JA5x+QT5CsgW1FWUXSQKA6uR9Lcsb2Z0i2KrbhRoeYoP79xJiLWGhcOOpwONYKvmA5HI51gduwDGzwJit3k41Az5qtsKW2Llumgbz1jgJTTYhBiypBp3m5+tpWIx5GdIarMzPdjJXHrKxm93pOfR7a4Oe8vIozSxlalkJJ+SPkwGPOwQ7E+aziQGbq84zg5+s5vdYmfd6OzuH3vTyQ5utZ+HxW8HP8mulh/NyYYu4RPeTnOzJ5t3iO8OudYejbrN9sFfU6WL6OAvS56jjJeDqG9rF8ga/HEgfbvo0cOTYWfLlFwXdYDocjgujq7rAOrfwsIm0R+XMR+SsR+YiI/HTx+V0i8n4ReUxE3i4izcOu5XA41gQq8/0tGfPssIYAXq6quyLSAPCnIvIHAH4UwJtU9W0i8t8AvAbAmw+72LSE1mjPrG907602pUsmCtVtx4G/rCpmb1VOVGCcxpSDvYbsZ+mNiZLOKNnFquhapMq2NCX053oa6BCXsWqYklZVaZGj/s9IkRwFCNNrG3hcldaYA5lnpUhmGng529x//fT4bHQOU8Ir6cb+6x7RtlkpkqN0xTRBMvNDYbrHdL6XUjC3eaa7I0rTXJH2+lo/prhMMavMERZRuu4GV4gm72waPx8uMzfocUVzSsV8Of79TPPLLSwv1rrusHSCaca3RvGnAF4O4HeKz98C4FtPpIcOh2PpmNLCw/6WjUMXLAAQkUREPgTgIoAHAXwCwFVVnf6X8QSA2yvOvU9EHhaRh7OdvbJDHA7HqkHn/DsGROTfi8iHReRDIvJHIvJ5h50zl9FdVTMALxWRswDeAeAL5+2Uqj4A4AEAaL/g9v1bFFuplrb5vashMJqr3VrPiJI3ZUjfNZvlW28g9hpyRR1OWWu9hEwRuUrwRjNQVytEZOrHfWBqUjdewiZXb8nLH42lkXtcUTkJfevVKRfVjAor/N1gzsrPTPWYBl7ONqJzrozD+500PFP28rHQE4iFmzymVZ/b95HINuMcWkY8y/Su4vXYzAOmgZzPiquL2/nG9I6vPeyTiHRGsrykQSYMoo4HUowX88pWLb8hKCDL8RL+nKr+WwAQkX8N4CcB/OCsE+baYU2hqlcBvA/AVwA4K7LvU78DwJNH7q7D4VhNLGGHpapcbGBjnivO4yW8udhZQUQ6AL4OwKOYLFzfXhx2L4B3HrXDDodjNbEsG5aI/IyIPA7guzHZYc3EPDus2wC8T0Q+DOADAB5U1XcDeB2AHxWRxwDcBOBXb7zbDodjTXFhaqMu/u7jL0XkvSLySMnfPQCgqm9Q1TsBvBXADx/W2KE2LFX9MIAvKfn8kwBeNu9dWdQaMUnOmZ83SfFNNp/EBjLTesuueq7inBvbRZRXmwOuZ1SL7lecszMItpxWPZYhjCvyf7O9xZ7TTxul37HcoWnkDlHpqIpyVwcT64X7S9Lt/decg50T7k2uHaYK27CuZd3915fGW9E511Oq9kwSA5aADGxFZpKN8D1EkgIj0+DxGablU7o/I7c/g21AsyQCvetBFrF5JpRUayTx3Lm2E+x4So8hoYiL3NjKanSNacJLAEiHJI/ZiKUU+/bdRbnu5r/MJVW9u/Iyqq+c8zpvBfD7AP7drIOOZMNyOByfAyiM7vP8HQci8iJ6ew+AvznsHA/NcTgcB7EcjdUbReQLMIlc/DQO8RACp5LTvTx3ezagrtTLl+5ZuX5SKpWUkbq9ZrboLJ8YU19GdI4NimbVd0Zd0yjIOqYcTB0z6kN0js1RT9SAqUWb6GHDUKgmHZfWyjfMNTP7WBrBVJqp1ixKWBXIvJfGWcGYBvYiSkhUzwQ/My1m8DksLQFiKQE/RzYHWLkBRzywOYDPsbnUElKqs6liTBEXqYms4OOaVNGc1e3p0MxriqDIePrSGAyH8TjtmwYWEC4jWI4oVFX/2VHP8R2Ww+E4iBUNzfEFy+FwxFjhbA1LX7Cmnr7+nkkqnJYr1VkRHLlZAKTPUO6ijbB37p4NXpveM7H6ukbVc5mCsYp5OIgpR6cbVMXslWOaYilHfxiG9sxGv/S4gSkJlXJ/WJFfQSkBU42YqyZHaYhjqsjBx9clDvCdgktx2esxDdzNwnO0qvUoKLkiQJmDkC3SCkqXGcreI3rUItoWBbobNTm/5+vt9UJ/LLlqUfA9U0c2R+SZUeH3K35idD86Mop66luehHZq5D3Px/EYNLrVAdg3BF+wHA7HumBJoTlHhi9YDofjIHyHNaEzg355nr9aN2zlB5QrS8mbwoHQANC6rbf/ekQUjOldzQjsNjYpwJfpHW3D643YQ7Z3nQSinXA9FhbmlnIQTdhNAs3otqorWXOQNXsZ2Sumjfh+mDYxdRxkVHHY/HdZlUNrQJ5AW5G5KtcWB2nnhkQxZWYaGFU1Mnmq+H54PFj4aen3BuVP4/xn1ymXFJsZAGBE6YZb9F2baN/elbg6ObfK10siobL5SRFF5OBlrvbcPjuITuF5xR7vlOml4atTU8tCKj971RyHw7FOcKO7w+FYH/iC5XA41gW+wyqQFCr2cS92gUuzXAHP7lrOaQ0Ag8vkkif7VkrH5YP4FgeU2I7d0e1utW2J7Q2cl5vtJcNrsTygQWXMqqQMNjC70+QSYuXyiarSZECsEq/VqU0jN0jroW9sg+LSYLnE7bAKns9hpbqtlDwiVT5/x/fTG1cHJbMNS2eMQUpThwPXu2TbsudwpfE62f74GeBc3B+2LcVB0hRo/ng8D7TLJ5W3z/MQiMeHI0NSer7SNjbG4hoLq/zsXkKHw7EOEBzUoK0KfMFyOBwH4ZRwgqn7v7ERV7ttEe0aj8td4NY1nW+R2vgq5TBPwvnSirfOjcgdXU45xn1DV+m4IVG1DlWlzrbjHNuNRjnFZXe6ze9FBZXRIZrC+cjtPLKq7/1r0f+RNgc6l88a1sJrpqGzEg/Zas1V4D4MKE8V0+LE0Pyo4jVTQqLiOz1Dv4k2seqd5Q5DE1XAivhduh4/k/5O3M7W+VBEhYOch2Te0OfE85pRq5WvAuNdI/XhwHmWmmyHa7dMybt+IRdaVJkvt2E5HI71gS9YDodjLbC8qjlHxtIXrKnHLDNpYfukgM+G5ZQjz2Kewupy6RIF2wm3pW0z8nEs9D4GV4kWbFQHkrJ3iL1/diseBetSv5lKHAhkJirQIGrCdMYqmZnaVCnLLSXcagT6OqQ8Xqw6T7R6xvL1mF6OjJeQ0xVzoHkaqd5NzilW+NO4cSmt8ah62rLHbZdzj5m5w8H3NfIwj3aqg7GvXwnpoBsc8cBRDraKM5sk2NPJERwmXXijIpoipWiOmjEndDoTulhFO48M32E5HI51gduwHA7H+sAXrAmmlEpN3iDeljdJLMrBn5nJAaT0XgZER86S2NS0zzSMvTvJtXB+9+bd6BymcRyYHfXfbMWZgvDrVquabnJgOJ/D4sGGDRYmerVH97bVohxehq9yauao0g5/nld7AtlLyJ7AkUnfzN9xymfO92RpMQc5R3SInkHTjGEkwK2g4tYjO+qRgJcC72t7dN+mujI/4zEFVje61Z5Bpb5FubJqJA5txd5v9jBzimUOke6YMRil83lu54XvsBwOx3pghbM1zFP5+U4ReZ+IfFREPiIiry0+Py8iD4rIx4t/zx12LYfDsfoQLKfM141gnrqEKYAfU9UXA/hyAD8kIi8GcD+Ah1T1RQAeKt47HI7PBuicf0vGPJWfnwLwVPH6uog8CuB2TAoffk1x2FsA/DEm5esrIaLBlmCMS1VBmznlelebH5vsXkrBoKyWbrZj+8CwX1FGqhXO2b3ajb7TEa3rSflTsjaFqAwU2ZnG4+ohZxV+o6IcmlWG71H++e1usHJwaS8ra+D86i0q+dWnXO9Iqu0yUb54snWlJnc8yxpYkc8Bylapn+Zh3DgqoMqmZ8Gu/0hGYEvH0RzhoPrWHcF+aeeKzddehrG1cZKdNaonsEPHmW0DJ/rjCtGsiO/Z309hF1xI8DMAWZRkfsE4kg1LRJ6HSdn69wO4tVjMAOBpALcutGcOh+N0sMI2rLkXLBHZBPC7AH5EVXdE2NOjKhW5WUXkPgD3AUD95jPH663D4VgK1tpLKCINTBart6rq7xUff0ZEblPVp0TkNgAXy85V1QcAPAAAreffrsNBsc02A8Lq9gzkomX195nYzczBy5wbi7fFrGCfXJy2zKww3qTyUCY3V3MrUK0+5XcfXAmvazfFlGODKOooLZdSWHc2iFLx+t8lujk27mtWurNru1+j0ld1k8+cKOp1BGV3noR+2jzwjEjKwJTQ5pxi2hVFBVA+rGF1FefYvU/5o+wY0PjUtykQmtTsttxWbSOMCUtsWEWf75pq3ttE+2l4Ulbe2x86D+NFUtGfCe1HkhwAeY2C93lI6XX293HIRvLcPSwUK7pgzeMlFAC/CuBRVf3P9NW7ANxbvL4XwDsX3z2Hw3EaWFUv4Tw7rK8E8D0A/lpEPlR89hMA3gjgt0TkNQA+DeDVJ9NFh8OxVKxz5WdV/VNUJyB8xVEaEwGk8J7lu3GQqbAnbtNQpQpkEb0r9/qI8RI2PxFKNw3Pk4L81lCd2TpIOD9XROPoFmwlaw6S7pMqmj1XYkaVy0VxLqeUPGT9YUxTtqgqdZqVb5jHJtC8J6E/NQnnMyVMTc6rLEpRXK6qth4qpoisyN/th7EamRTWTPObNNZWqc5gFT17UaMcZyY/GXsduZQcl9JqnI1NEFFab5p72qv+GQlRT2zTxKJ26ufjMl/jPVL7020LV7LejO8nL7yji/ISri0ldDgcn1sQTHZY8/wtpD2RHxMRFZELhx3roTkOh+MglqTDEpE7AXw9gL+f5/hTC36ub5oKxuzFoeDYhChd3Wzro0BkrsJM3p36diyAHNwW2k22yPtGgkNbnUevUeVl8v4l9Lq7aegD0Uj2UNU61TSHaQoLQvk4myaaA4nZw7ZL3reoEgyATRK1soh0nFMQ8AxOsEcC09GMfFhV/WyQZzMzYszx9UAXJaJ34RgbaM7Bz4MReUqJph94PkRFOf9URBUtveLYZQqYjo7biSl76+/Iq3wHzUWu8nQp9mTXzobjWDjKoljpxL+F2j6VXkzl5yUa1N8E4Mcxp9POd1gOh+MAlrFgicg9AJ5U1b8Sa9CtgC9YDofjIObfqF0QkYfp/QOF9hIAICLvBfCckvPegIna4OuP0i1fsBwOxwEcwaB+SVXvrvpSVV9Zen2RfwTgLgDT3dUdAP5CRF6mqk9XXe/UFqyZ7leSONTJfWvPqZFSPSPbRfumIFGwSnculRTl+ea83OZpsU2Bg7FZhtC7HssauG9st8r3wpD3jZJayC7SrShRxXnsAaDRCbYZdumzxMEGGO+OQl83myRr4OSGeTw1OLCZlfL8ec2MGwc/87Pj19Ye1TkXnh2r+Nk+1zfq+AEl/ePog8ZWGENOjggADbKNsqI+ysVvFPXS41z09B0/ku3YXjg+T4kUyV6X03xVY4/iy2VPh0B8uYme1fX4+UzL5s3JrGZDceJGd1X9awC3TN+LyKcA3K2ql2ad5zssh8NxAGsrHHU4HJ9bmCbwWyZU9XnzHHdqC1bN5CbP60QTiEKx3MDq7aOSW0TBovJfJpA5+q+DXrKKOB/HVIDd3qgHClRV3Rkw1aOpzSjo1tA7zmvfI1nDJuW5So1qfVbJrCksJRzSOV1WsHM+K/M/LNO9vCIP/N6oPN89EFOtOCg6Po7zgLGqn4/jAHIgVqpLs2IMbIAxzTemfkzzbQKS5Hwsjdj//DGKnujGY90mOQWX9hqSmh2mOjlLGfQWevZc/q5lfj/5IrjgtFFdmg7rqPAdlsPhOACnhA6HY33gC9Zkl7nvmTMev4Q9flfI40Y7XzXbYNTDqCbPhi32iCKSErPdzplCVQQL2/9extdCf5rnaItOW3xbWZhzLNXJC8RpkIdPbEbnZBvhuOa5QEPjKtAxHRoMwvutDUqRTJT7QLVoChbeGZp8YQXaSXU5sn4a2mQamRiaP6qoch15I20aYqI2XMWZVe/tjTh6oX85ULLO2eBl5GgDm3Oqdra8lNaIvYwm/1qrXaGIp2OSK/FPavjMdvjurpB+mSMwEpPymceAS9ux5zk31dEr8mfeMHyH5XA41gMKIF/NFcsXLIfDcQCnkZxvHix1wRIJHiK7fkcpdFlIx8GxpvIJe45qd4YUsfVatfgPj1Mq5fMUSMxCT9MOB2CzZ4+9ZdZH06Dq1eOrlKp3k440lYU5R1J/h9Iv0/3sXelEp9RZlEpUazQq97ABcZrlbitQE66AY0WgVemOI/pivJFcHadH/en3iGK3Y+oZCUwj71+4lq2aw57BEXsWmRafiWkkO1THw3KPHVevAYC9vTD2TRKljm4merkV30+U+pvob4vnxyj+GWa7FORMlDCvs7fZtFM804U599xL6HA41gVuw3I4HOuBz4YyXw6H43MDk4yjq7liLX3BqhUu+tzIAKJ82cTbG2dZ6Vvd3U3Kbc4qcXYLA4DeQtyfApnZbW5dxh1yow9JRpBdDrYY7RrVOz1vLg/FtpMDiejIdrZ1rhfaobFKOnECP3a1s6xgNKPCdJULvE+SCVuyq5WU59lnu5W9LgdtR5WbKajZjgEPXI3GnYPYe//PSDGoandKSpFmN4yHjSrgYPcaK8upn7mxYXE0Bd8rB61biQK/T2nusJzD2kxZTsHjw/ZCW2FaOvPVQZgXkvmC5XA41gFOCR0Ox/rAYwkBTMYgLWgCu24BQEjFrmkYrDHns2oYWQMFC++Sq1yJptQuxnmq6p8f1MYj2qKze13bMX2wKvZwYHhZM4HQOZV+yvpcyZqOMWLyRpdKe5H0gGnBgZzu1LehhjY5QLi7Naw8p4rSpUZRr1GZr/LcWFbpXieFvmoYnzFXZ0vicbt2LeR/alHQeZtMA8Nm3LcIROPGnwkyhJqRkEQUseq3ac0J9HrEgff0fMZGud+hsc9p/jJVHO3EczQnaUWU154lPiMzJ2O1y7HhXkKHw7E+WNEd1jyl6n9NRC6KyCP02XkReVBEPl78e+5ku+lwOJYGXe9S9b8B4JcA/A/67H4AD6nqG0Xk/uL96w67kAhQKyhAJoYSEn1oPRm2yIPPIwqUxlStRmW2uDwUl1CSdjyqKXmumAKNaCtvK/m2niHaQ59n55nyGC8UV3hmlXaz2pvDdCIlKsCqaPsfHyv568RGNs+EIODcePzaVPaL1fHcZ0vvekQR7XdTjExUAacuZjU3U9LaZlz1mEu52Zxp+/03wc/scVOica3LoT+DVkzVOFU28x8eKnk69sSl5GFmEwLPKRgPc1+DSSOpSMs8smXlmO6Ril8prXJiUjEvMBvWBCsaS3joDktV/wTAZfPxPQDeUrx+C4BvXXC/HA7HKUJU5/pbNm7UhnWrqj5VvH4awK1VB4rIfQDuA4D6hTM32JzD4VgqVtSGdWyju6qqzEjGU9QoewAAWs+/Xfc9ePX4lDrRpsHn03adPCOJqRbdpm35kKudsKAzidvJrpcHukbVf805aY+8aueokgsL/kzFX74/3uKPx4FmNAy1YQ+X0rWzx4IaMrszplBRmudmeMPet9GMCkVpRaXjVOLNN1fkYUHoIAqyjsctCrpm2kXVgvbMzMmpInPaonxalM9K2rFnkb2JAzp/9IJAi+vmmY53w3Ngys45p/DcPp8SBSKnnw7PJGezg2kHQxKiJuRdZZOIqX7Npo8oAJzEoZnxEtq8b8eCIspDt0o4lBJW4DMichsAFP9eXFyXHA7HaUIwHx08DUp4owvWuwDcW7y+F8A7F9Mdh8OxEsjz+f6WjHlkDb8J4P8C+AIReUJEXgPgjQC+TkQ+DuCVxXuHw/HZgCklnOdvyTjUhqWq31nx1SuO2thE1jC5S6sMH13jPO4kCZgR1Bkptsm+EAUiD82aTG5iViFzfnYb/Fwnm8IG5QznfOqNS/E5w7uCrUmp2jP/F6FGbiAtDsIle1KX7GHXja2MbCYp2b2uDTf2X7c7RgZANihWo3Myv6EJnmZbV15RudmWmkrIjpZnwWbUvTkkW7RRBCndDye/kwEdZ2xYI7Jb8Riyrz/diSUKXB2c+z2iCIGWsTGyOj27neQG3H4vngc8F9keNebga3MO2yWVbb0cgdE35yzShgXP1uBwONYJvmA5HI71gAc/72MadCrW/ct0ImFJAOXEttV7ye3NEgMlFsm5ioDYbc35v3OilGJzulN5JqaOTNsGd8T0gas4R3TmFgqGNe5sPofz1+tNlIfJDFtCxzVb4V77e9VVmJkGct4szvVuJQqslmelvJIafTCIg3ijUlh0ud5VCkq2Zdj4GbPrfpueo5GQ5EwRaUy1QY2awHnOr8V5rpJLYdzyTiyj4ZxrHGwfSW9MdWg2VfCc5/lmpTf8XsgcUSP5RWbmzjTPvc3ff0NQ+ILlcDjWB57Az+FwrA98hzXBNL9PVN0ZiLhObS/QgpxKfolJWavscePxJc8VK+iBmDZxZWCmZy1DBbgCceRtYpphnJE5lezCGaIz5DGMAnCBaAzq9XKfsfXERZWSaXwS8sJaesj3N6K000zHuHQWAHQ3A9VhdTsHKNvSYAwOah5fDv1pbscUakDjUz8bxofvMzdeQg7abp8P3lmmTTa9dqRop/OzmygwfBBTz6t8DQ4UJ7NDy5QtyxqUr4yfA89lE8jMc6R+c7gfpv82ffOB4PvjYEmFVOA4f6YAAAbjSURBVEXkpwD8AIBnio9+QlV/f9Y5vsNyOBwGSzW6v0lV/9O8B/uC5XA4DsIpYYzOhV70nvMlsV+vtkFVl41nJHpHniOh48YmzW1UnYdoRrJRXYmXq7ykrXKPlBUM1i9QtZ/LVG26WS0P5qoq3O/GZqBGiaGKnAcsCuLl4OsZNLJDaZl7ebhWoxV7V5k+c+XlFo+NyYeVRCmSQ5tMc/i6ANA8Gygip4Me9AOdUuPxU6LftlrzFDaHFveHaXEUeNyIf7TsgeO5mNH5gxm0WEnEHJk3jNlCWPjMOduoHTE5tPbHelG5jZe3YP2wiPwLAA8D+DFVvTLr4BuNJXQ4HJ+tUAWybL4/4IKIPEx/9/GlROS9IvJIyd89AN4M4AUAXgrgKQA/f1jXnBI6HI6DmH+HdUlV766+jL5ynouIyH8H8O7DjvMdlsPhiDH1Es7zdwxMU1QV+DYAj1QdO8Vyd1ii+1zb2olSCnTtPBFsOYMLZOM4E7t/le1GFepgmweeJQ8cKMvu+fG1WHJRO1OR6I/tL0axPd4jWxm54Vmt3DR2IrZLjChYOAo2tnOEbFrsquf7yVOTP5+GJJJJcNC5reJMpagSKrnFVbZtiSs1Lv4p2M6Uj2IbVo3y14/YrknzIzF2wJwC5McciMy3puXK8ElHw0shO5NVCtQpWH7cN9WnC2S78RhEwdgsw+HnZpXuz9KYsp2UzzEJMPejChYlb1iODes/ishLMXkCnwLwLw87wSmhw+E4iCUsWKr6PUc9xxcsh8MRY2p0X0Esd8FS2VdjZ0ZuwFV2+7cTVSKa07AUgyhV+gxJB3i7bJphBTdTMM7rJKZvrJJO2KX+LNGk58QyjahNulwtKaehAKBK9IjjoDkPk5EOcEAtywgiSYHJDMllsTobJCMgiYOl7EwXOWi81Q7nWNmJLS+2fw7nYDeSi5QoYrNTTik5L9XkfXg9olztbCbIBvH9ZKNwXEIRBxw9YfOzR1XIiTK3nyQTxucb+QRHPND1apTPygpdOpfot9CikmhEfa1UZVzM0YUp3l2H5XA41ga+YDkcjvXA8T2AJ4WlL1hT6mWDklm9zEPFeYMsHWIvW36B8kyNqvM6Kac/pj6wt0yNB4a9OOytqt1EKZaH1UMZ3UOeVB7H12iQ8n54haiI7Rt5oUYcXEv3bXOPMRVm6ldLqlX4dSqxlhLN6Q1DbivbDgfocnrgPnnSaiZfGT98ro7MEQZ5Nmfg7y49k46xydB84+eTnAvP1M6dsVI0Bd3r6EUh3XLTzOso9TdRZg7qr2/F1Lf/fHoOnE+LjrG51BpFVekZFffmhwKqq1nny3dYDofjIHyH5XA41gLuJQzY376brWvGNI69KRzEa4vqkrdL2bPHlXIMFeDcRRkFTI+JstQ24i26raKz/zlVsIkCVgEoeYGSXXr93FAxptuOPUp9omoRHaKxUUuHOD1vm/IytTjnVSxmzC5RZWym0pxzyqajJgbSpGDsKhoKADUSOiach4yor/V28XMcVtBsS4eYK7Ewl4+rm+pLGlX+IXpY4dkEgAaJWseUF03JDTwywdzs2eN5ndH5jeaMylDsveZ8aUZ03C6e90IoIeBGd4fDsT6wUphVwbFiCUXkVSLyMRF5TETuX1SnHA7HaaJI4DfP35JxwwuWiCQAfhnANwJ4MYDvFJEXL6pjDofjlLCk4OcbwXEo4csAPKaqnwQAEXkbgHsAfLTqBBHdT8pm838PyA7BNg7m6olxu3MZKWmT9KBTLR1g60dyZnToMQDQoKDXyPaxTfIAY7vIyfaQUJ5xttmMjEyD7VZ9SljXINtUw1TMjqpfs4yA+ilGUZ+Q3Yq/Y7X/xvl+dM6I7Wj06Job5WM4C21S1A96cb55tjXlWflztMHCLMfgAGyhoPNZCnC2W2VUWszKNKJ2Kbkf283UJhDkAGz6jsvP9a90+IzY7sWVtekerC1zr1cr7mVRSvfVpITHWbBuB/A4vX8CwJcdrzsOh+O0oarQz1UvYZGB8D4AaNx85qSbczgcC4CuqA5L9AYNZyLyFQB+SlW/oXj/egBQ1f8w45xnAOwBuHRDjS4OF065D6fd/ir04bTbX4U+nET7n6+qNx/nAiLyh5j0bR5cUtVXHae9o+A4C1YdwN8CeAWAJwF8AMB3qepHDjnv4VkpVZeB0+7Dabe/Cn047fZXoQ+n3f464oYpoaqmIvLDAN4DIAHwa4ctVg6Hw3EcHMuGVVRpnVmp1eFwOBaF0yhC8cAptGlx2n047faB0+/DabcPnH4fTrv9tcMN27AcDodj2fAyXw6HY23gC5bD4Vgb+ILlcDjWBr5gORyOtYEvWA6HY23gC5bD4Vgb/H//mhJFgq3WzgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 3 17.075647870193393 -2.9503863495537357\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 4 -0.49765875111425334 -1.2139082901132139\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 5 -0.2002501255809277 -0.7509524794422915\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 6 -7.046021060625505 -56.49559287185381\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 7 -0.8626498842049355 -0.32432777785289213\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 8 15.950621472765171 2.380500736504197\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 9 -0.8436429770006119 -11.553676043697779\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 10 -1.9153681285967703 -7.765392561469288\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 11 -4.294442708877194 5.103929350295398\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 12 -1.1485873391941401 -7.2463526613830185\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 13 -4.410376191957388 5.950349409876628\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 14 -2.803974868087006 -7.725630698723962\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 15 -4.372534441293143 4.517017151365009\n"
     ]
    },
    {
     "data": {
      "image/png": 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Nk/C8N8K1I5itxZ+aNeypXvELERXwhPBGD7lydWXx92vYzt7oUuxDWI9N5q+XSG/9cK3uI/OAZQgXhcjE6Z7nciNF8cDiXP8Dd3r/LGXONzf/fjj+TOmRq1ohp3v7FQmbnSKNMesArCSipp/XsQAWAngVwPjEtvEA/r5PRmixWFKKMYQGE0zqL9Uk64d1JYBniSgMoAzAhYhPdn8hoosBRACcuW+GaLFYUklc6d564h4RnYC4p0EQwBPGmFnNdPElqQnLGDMXgJc367EtuZgJGdT3bvDcFwjzErtc1NfbXU6jgLAmlk67yrMPxXQwqkxZW3E5X+eEDyc77TeOfED1OabXUs8x/7jnfKf99tE6D9IjS7hW01tHfei0ZTrfzPl6bDI9sJ/XudtKKIOcZa6sRa+x2OYuWzbwLj5HzjruX9tZWO+e0tY7OpjFMOUZPpXVmaOn6uvMm+HtlS/F3bKzr1f75PNR9QKFZdJt1QtvlamDRRpiYdmMdtKe7iP/zt7yC05hL/poB77O4imu8mjSsihM+nLMtE4H2wf7sjWwdBpbLaXoKSMzAABHeP9GVOpvF2Mvip8jp8veWwlbU+lOREEADwIYh7h66SsietUYs3BPztc+TQEWi6XNaGWl+0EAlhljyhIuUc8DOGVPx2ZDcywWyy5EW88ptA+AleLzKgA/2NOTpTZFci0hb35crHNXyC2/SpRZF0GeJiQqGF+nRQxpoZJEV7L1MHed/l+gtmuW+3AAwKptnXzH/VpkpNN+/lNhWZz0ttP+6cdXqj5zDv8QXkgRyC1CDb1VpGkWonOGEG06rNcvUlUhi3FSpBxzuSh730X36VjB7e2DRPl1YSXMXK0to36B51K8y83Ur9Poq0QAdwGPMxRmsU1a3uIDYrE/IKzCsQbxHF1WQulQY4TVsezKllfPDuSw6KhzWQEV57NIJ52YZfCyW/yuymKxX4q4kSki+NqdG06IlSrFd4H/JFLyZMJKSHtvJTSgluiwuhJRifj8WMIzYJ9gV1gWi0VhADSYpKeGjc1ka1gNoK/4XJjYtkfYCctisSgMqDVFwq8ADCai/ohPVGcBOGdPT2YnLIvFsgut5cVujGkkol8AeBNxt4YnjTEL9vR8KZ2wTABoSKikZGklwFU990bhSS3yZbuJdvAOBjU92VV+wVRtNlfez4LqatYbyEBsACg/91anPfzlGZ7955UW6utE+DpZpaw3q+3OOpaKe5sv6+VmxDStI4n5+O7NfYjvr7uUVjSb//csm+Lv4S9Rec/Ff76RiS3XEykv/kb9w4hczvdEBj+HRM7/hm7avL/wDpH7XQRTyySR7gSRg1643WnHVrOeqdz1vkiOeIf1ThVX8HeQ71Swq3ZrkNEZFed4l/wC6Xuw/FeiqrRPMj93UsbC9+K/hQ6d+ux98LNBq8YSGmNeB/B6a5zLrrAsFosLQqydhubYCctisSgMgPrkle4pJaU53TP79TW9r4oHAsu84m78TMbuslgyl7Zc4ksv5OgmvURX5xPLclk92C02Zi5nkU5WN1Zm6stang/dzUAh/pLIPR9bI/I9uaoRZwhRKZrJ+6SLQmNXLUJRLcuRGSJgubEXiy+mVsuaUhyRgdA13fg6GbWqC6r6svgbFDnzg/05Z1X9WlcQsIheqBDioYwQiG5zBaMLV4bcJfy8q4fzgExMrxhy8nhfQORnr9rOz3pU8RrVZ87hv3Xafu/O7pDB9soVI+T/G5T3XUY5+OX2b42c7v1G5ZlrXkzuFFcOf9/mdLdYLG1La8YStiZ2wrJYLIp4XUI7YQEBg1ied1VbWc7L9GLr39BbhFWsn78isLFBiDBihe0uoSQtPZGLWKQ75/MJ3Of8x1WfUz+53POavQdsdNoy9TEA3P7hyU47ax3f5toitmDmfafF1eX33OC0f3AuW4F2FvLLk+HKrFvVh79seBsfVzeQRZ7IeTr3k0xlvOxaFi2kp/2Sm3QZKenBXT2Yr1n+y6mexwD63ssyXfX1fD/cecjkGIa8yNbZsrNvctrutMoZlewdv/DX3uWvWgP5jkQu4ndEWrJzcnQyt8JOnAq84nIOqi/+LT+DQLV+r2M5/P6PuprvR+nd/iXefjwgfh/zwj1aJ/jZKt0tFks6YFdYFoslbWhK4NceSe2EZQDUe8/cdT1ZVAzs5JtV118ssV2WK5lyNquWrTuLb2GxwB3AWnoGi4EyYHnO4bzE/8U3OnLglcOec9rXffs/TjsnxCmSF1b3Vn069tzhtM869BunPX3UHB7br3UA+Mhrefm/81i+H1TFjymjRi/VGzqxhawhzKKEFANl/qr4CdnKNnSGEAOFBVSK6ACwdHbzFadremlHXp02mgPSI5eyWP6zTy9TfZbc9IjTlk66h73NDqqRi2bLLioFtUT27563U+3bvzOHs8lyVV9W8jM9qHtE9XnuYH4PpCWZAtx//sm3IhmkKOyuNiQtg4Nmu3JlJXCL3wvK4ucgurd1UiTbFZbFYkkH4vmwrA7LYrGkBe23zJedsCwWiyKudLcrLCAIUK63WwMCPl7aQufll+cc0DmyZaBuIMdfeTi/QuidhFeC1GO4WVvHif7ePZr1C6f/a5I+t9BlyPzog7LYKbj0+hLVR3r4d/2U9UxfP+HtegAAFOXv15jL90rqrdzBDIHOrBesj7JrhcwJv3Sm1lnJfbJyc4Nw0whA59yXuioZxPv8Mr4HLx6q78GfSg922otO+9xpP7DoOPjRPXuH5/ZFp83w7bMnSPeWzOVce03q/ka/epPq85MiTkzw3tohTjs7xNEHJtDT95qyVJqkPl9vHxc4AwDQEQWtUPnZKt0tFksa0RZFUpPBTlgWi0URTy9jRUIgChifqrYQObuXXy3yAQnxzm2eNzW8bJU5sneHzAOfO7DW8xi3OVtyWKdSz+2ndf+3b5+rD3nTaQ8Lr3faE0ouUMe9cfI7TvtH2Vx2TFY9jtzU8vxTu0Oeu1p4WMtSYAAQzOIXWFZxrjjPu4IyoPOKRSZyLqhXlj/T4nHuTkTJy2Cx9MzPLvU8Znu9zuX/4+4squUEuP8n21jU65W5TfV55bC/8YfDuCndJ2rW5ak+s04Wffb3HBqKF+uc7rKmQTDM91qWAyt9XIvs46af4X3yPcTqsCwWS1pgQOnt6U5EFQB2AIgCaDTGjCWizgBeAFAMoALAmcaYLftmmBaLJZX8J8QSHm2M2Sg+XwfgXWPMLCK6LvF5t4mBRnfriZJE3iiVJhdQaXdlCbBwP16ul55xo+zhm+7Yr6ovAAT61DjtWMz7oQTIPz9RdSzTc3uVz3YA6BPiefy+deOc9iXddSmwYX05/9ILxxY77YOLKpy2uyQUdeIcVhkh9nrvVbDdaffM3a76fPUVW6si/8ci5kDhVb38Gi1yHHESi44f/YP7SI/4xlx938qnsBh458ITnPa1I76FH0+sYFnrfJbO8NEm/uBOLP3Q91suYvoxQbSPfV/fg0Pe4td7TVlXpx25bIbv+e5dxM/7n+tGOe0Du7DaIXODDpyXVkfp6f6NEAPdFcBLY38FEM+H5TuYJDEgNPrl3m5j9mbddwqApxPtpwGcuvfDsVgs7YFYIk1yc3+pJtkJywB4i4i+JqKJiW09jDFrE+11AHq0+ugsFkvKabISJvOXapIVCQ8zxqwmou4A3iaixXKnMcYQectRiQluIgCE8gqcAF8q0l9WpsMt+gM7WsY2isq5bjFS5J2WzpmIutLuCpb973Tu40q53MS3m/v49v9nJVeBnjyct3+xbYA6Tob0zq/hijpPH/Sk05YBvQBwaQM7TZ4/uMJpS0fLikna0XJPOGwnX1daCYMhfzFAioGSOlGh2p0qWDp7vrbme047RCwmTR3+tupzRPdlntfpkb3dczugA9K7h/k4qThesFMHp/+gU5nTzhVWwpcreZz75W9WfUbksMg+4fiPnbbMzzV68CrVZ87h/P0e+Ijf37cvZUvgsyU6v5esFoRs70kh5soS3ZqOo0D7TS+T1KiMMasT/1YCeBnAQQDWE1EvAEj8W+nT9zFjzFhjzNhgtv9EYrFY2gdxK2Fyf6mm2QmLiHKJqGNTG8DxAOYDeBXA+MRh4wH8fV8N0mKxpJb2qsNKRiTsAeBlImo6/jljzBtE9BWAvxDRxQAiAM7cd8O0WCypwgDt1krY7IRljCmDh4+uMWYTgGNbcrGRhT1QcmfcZOtOrCcJ57KpviHAwnrOUu06sOh2Nv9KF4fAZn8XA1kNmH7i7b5Qub2Db/+8sLd3/MgOazy3A0BBRpXn9kuKPlafzx/8uedxZw3y11ud+NH/Oe0eWRwEXBfjRzuiw1rV55Nxc9Ac7gRxUmci25EZ/p4sD7zxY6edbIXpWrdyJglm7f+35g9KEulKMcoVyPzSOtYlThjK20kkTpSlwADgkSVHOu3IpezG8tvFxzjtrJUnqT5LbvbOSz/yOn4my2e5EiomVIyt4daAFIl7RHQGgBkAhgM4yBjTrIK2fWrWLBZLm9GUwC8FIuF8AKcD+CjZDjY0x2Kx7EIqVljGmEUAkFA3JUVKJ6z569Y7nruxjBy1T7kYNLJIRyIfVnWhzqUlxUpTz31iYRb1pNkeAHA878tdpANim9iTPEoBivnu6xva5Lm9X2iz53YAeGk5m9cr6tmrenTWSnVc+Zsc7HvJRX902qcP9A/Gvn3+T53280+zVD//LhZFFsxOrlyWdF14NnKg2lc2hcX0C7+80Gl//up+Tvvss95TfQrDHIkgveO/35G3y/EDQMcgi+lF4Q1Oe2VDF6e9pVFbqEdls/vB6oYCp333Zz9y2hMO/Eb1+dNcbw1IVqn3ewQAlw1lMVDmnn/rKP7ev4MWv2U0Q3gj65KWzhJVxx/VLj5DJn0JoLXyYdngZ4vFkibEQ3OS1hZ1JSKpe3rMGPNY0wciegeAV4bCG4wxLfYssBOWxWLZhRbopzYaY8b67TTG+KeK3QNSOmEZApqspWVTtdVowJ85d1LZ+Ouctsw1VFutU/AGFrE1LyRSyYa3ipvt8thdeIdYVgsxVOZ/GnjgCtVHpuDtGtaVfZuorM/z3A4Akfpuntu3xnI8twNAFrEHufQGd4tDb05ikfflHeyFv2k1e+t/UVeg+kwfNd9pvzaOrXyDXrjdaTdu1GKOyebAajTyPQ1vPNFpB4bqUlqSpw56ij8cJPf4i54nfMg5wd44kqsmyxxpABCZ0PIcYeO/vIhH0JPvb7fD2VPebZ19/GvvyIja7lHP7YDrvT77fj6XqBQeyzhN9amYxFEfo6docdHBNZ+83YrBzzDtVyS0VkKLxaJo0mHta093IjqNiFYBOATAa0T0ZnN9rEhosVh2IUVWwpcRD/VLGjLukir7kMx+fU3vq+KWEpOhrxvswqJWYzXPowUl7Eg49yHtLKcsJVliWV4nvHRDLuudvKysQi2rJl+027ReLUaKcY9/doTTfuq436vjjum/xGnPW8EB06P7sUWrYlUv1ef1nezBePmwD5y2zj/1hurzccVAp3148fJmx7+nHPEOp60eUbDOaYcDbO3tHtIVb47psNBp15rknEilaJ0fqHbaKxo6O+0nIjrn1B2D2dn0jxt/6LQfH8uWVndl7qxN/COed4+3KDt6qhbhGjl2H4tmelv5ZHUhQKsqIkI9sjuagp+/MO9iu9m8V7NNx6E9zdiHz03q2A+Ovffr3emwWhu7wrJYLLtgC6laLJa0wLRjpbudsCwWyy4YO2EB1AiEt8SXmnXdtCk4UMbCflDELm/Zn48b9pLOz04x9l42okwYZbOOxLjytofWsWtErB97SJedzfnH3Yn1zihkj2dZbkrmGd9dgrnvd2Q9jTTBv1f+e6/DAQBVxvvRrGzUrhDdMvjcsmryM8uOd9r/m6f1Xq9tO9Rp7yjjPOMnDpgPP+5YwO4L00a+7rSv/+50p71wu/YP/Oi4h3zPl2qCdLD6LHV33YKc3E9W387dpjMWSL3VwOdnOu3lZ93gtOvz9XWX3OSt6wpv9s+GENzsrbuTY8vcqPsvaU23BrRNrqtksCssi8WyC3aFZbFY0gIbS5hgVO8eKEmUMBp8hzYZ14vc4HnzWGybd49/RWeZ+zoySeQpf4RNxoEh5OB/AAAgAElEQVS8BtWnMZfdFyqEGDjkxVuddjCoxa7Jw9+BF+5yU35IFwPpvX1NP/8+YXgHU/cMVqvPm6Ls7X/GIJYGGgyb6osLdT6sWYXwRI7tgt6fqX3vVfL5isLsqr65gd0qju6y1PvEAG6ed4rTXlPXyWlnB/XzubwrBwtXi5xe9cLHOZd0EPzKRpbDpCuEDAB35xr7PFLstP/3Xf7eXf/N19l4aD0kPzhX5FI72dsdqLZ3g+d2QNckiEzj93rUr7QrRHSE/n4OnfjcS67Qb1+r5nS3peotFku6YGBFQovFkjZYpTsAYGFkPQ64NC4KZnTVN6T05+xdPuBeXnoPvJtFx8xB2hKXLapxSQtKoICXzmarDpiu+AUvpYsfklaXjk57kcuyI61vElml2F2eSqb6LQzzEl8G8X5aoUuDSXIC3mKBu4T4qQO5irKsMjx1+L+cdulKbSXsHGCxZ50w1r5x5Gqn/dOPr1R93j6axRZZhm1IEXuwH9VpkeojxcALC7502lJEdY9tcF8tvibDaNGW90AiS6UBwFmDKvhDjIOpv36CoymKf3sPJDsL+b7F1mTDi4ytyf2kpBhYl++K+sjyDqb2qaQHoJWDnxH3xWqP2BWWxWLZBSsSWiyWtMAYIJp8Ar+UktIJK5oFbEv4WpqAtoINnM2inxFSXGg7z/QLT52h+siKu8HObNGRTqDFz9yh+whxhqL89aWD388+vUz1efFQ72o2ssLK7rh1/kme29/bOUJ9PlS0H9rI1VauBItNn9cUqz7DRFvm0JLi5rTlOpD1w2NZFO4itsvA6juL3C8sV4MZPZCDsWWVGGkNBYCuIrD5sc2HOO0j6vl7r2ssVn2iK9mJMygi1ddF2XLbN0NbSp/ZyoaxH+TqFNJNuHNbyTTE0sI89FYW1TKy9CpDXjYW4rGNmMZ9OlTpPoNnCpWGcDqWYmDpDTqof8jt3Gf4DXzu405TBdcVTWqUcGFhq1R+tiKhxWJJG9qrSJj0uo+IgkT0byKak/jcn4i+IKJlRPQCEYWbO4fFYmn/GBCMSe4v1bREUJ0MQJqB7gRwnzFmEIAtAC5uzYFZLJa2wyT5l2qSEgmJqBDATwDMBDCV4oXEjgFwTuKQpxGv4Prw7s4zukcPlFw91XNf0e/ZtBy5mHUKh57JugZ3QrVADg8/Vs36AelRHNqqq0A35LPJONyLKzIPEMGsZWc9ovpIk7jUE/m5FAA6D/ufn+cqvzdx2nRUNnSEHzVRdouQpv7lZVrvpRP1feB5rksbVBJ1bF/T12k3GNYlSneD0/81SfW5P8D6rQeKefuZn7HucL+O+nXqk7neac/dwW7932Zw251cUPLKci443iCCwefV9lXHXZDPlvwfPczvTv8fcVXs14/4jepDnbQXexNSN9XQSbsXVIny7RlV/H99bVfuU6/T50NVfA/wcdHO/h7xdSJHfGQie8TLaAy4UuaFdsTHQ/7p5ZPHtF+RMFkd1v2IF8Nu+oV1AbDVGNPkLLQKQB+vjhaLJf1wZzlpLzQrEhLRTwFUGmP2yCGNiCYSUQkRlWzYsKH5DhaLpc0xJrm/VJPMCuuHAE4mohMBZAHIA/AAgHwiykissgoBrPbqnCiq+BgAjB071vmKUgQEgJxyFoFkTuuMsazLb+zuWkbXihxY4n8EtYy+XYuRcp8s7RUeyCZ4d1Vd0P969pfi2GtrxqguU4dz++CTv4MX9TH/2987c5vTlu4GH+08RB23vo7Li8lq0esaOMD44Ox1qs/DW7kcmBTJKlezS8EtffX/Zf2EuHjmZ1xt+vo+nBtrTD/tUjCh5AKn/ZPOLD7LoOSHFh+l+sjg5anDuY+MNpC56wFdfXqmqH79j036mUgyQt6yU2Ou+BWGtetNsE4EY3fifeW/1CXrJNItYdFMVoeoSuduwt6B7z/sV+7bJXNL/N9AK4iE7TmWsNkVljFmmjGm0BhTDOAsAO8ZY84F8D6AnyUOGw+gxVVcLRZLO8QgXkQ0mb8UszfurNciroBfhrhOyz99psViSSvSWSR0MMZ8AOCDRLsMrhq+LYGqdYrXRbezp3nxn9g7ffk1Yhn91J2qT+YGYSUMed+9zC3+/wtEc3jpvfz0m/k6LpFQioH9n+VKvuXnsjiVRboi94D7OHC2bMpT8GLhlp6e2wHgltG8YJVBxL3CW9VxY3NZTPjnFg4DluWq/rpMOz+fl8eiVmwdu+t377PGaX8ixEsAiK5gy9zv+kU9+7gDmR8fy2KkW/RrYkyWrrJ9aHGZ035yKefgum8xp3xe06A96i8RQddd+rBm4sUNEzyvCQC9CrxTWpt8VjtELtAltmTURHCttj43MeZyrYJYJErTHfEToQY5xT9FMhr4ndXWc36P+j+gA7NDh8Ut3rF/eIuTLcZ6ulsslvSA2q2V0E5YFotF8x/gh9XqBGv0DVHpYydOc9pStIpM0RWZ+/+G94U3szpOVt+Neq/cAQC5K3lZPvIa7hPspVV7cgzlU6733F42RadRniyshAe9wd9nWxXnUVryP1r0PPWTy522TDc8PJvFwEh9V9VnYQ27v0kxUIpnZwzSOaZWCKvj0gZ2ni1aW+y0B7isaAvruM+boqLyeYa3u3NZSVH04Gx2aXmulDUJj644XfV5Isjnu2gIn++YHN7uTvn8uqz8I7aP6OCfW6tnro9IKESh4j9qS17FBfwcpXqi//38HmR20e+OfK8ye/PPjaIsurnFu8hkke77CRYJpTNv+WTto90U1N9qK6MUiIREdBeAkwDUA1gO4EJjzNbd9WmfOSQsFksbQ0n+7RVvAxhljNkPwFIA05o53k5YFovFgxQEExpj3hLRMp8j7s+5W6wOy2KxaAyA1CvdLwLwQnMHpXTCmrd5HZuGe7l21vBQhs5gub9sBnsRj7xOl0Mqn8X7ZB74JaKP1I25aczi9pIZ3hV6gV2TADaRIZK1yWSCABC5iPVt5xZ95bR/9/KJ8GNEHnukL6rmGzRnO7sryNzqgPY6nytcD8b0Y/3N6lXum80M68tuCXcv/JHT/sfa0eq4l4b92Wl/UceZ7KSma4XrOoeK+/vMdg5knpS/wGmfI5IJAsCm1X+GF49s4vSGP2kcqPadOICrON8+/6dOe/qoOU7bXc179aIh/EEEDwQyWLdkNmsFqNSZUkgEQlfze5C1WS87dhRze8FsdnGQZe5Kp+mEAFI3Cq7ihpd+yHormYAQAAINid9PtHUmmhb4WHUlIpkd8bFEdAsAgIjeAeDlv3ODMebviWNuANAI4NnmLmZXWBaLZVeSn7A2GmPG+u00xhzntw8AiOjnAH4K4Fhjmp8m7YRlsVh2JQVuDUR0AuJZYI40xlQ3dzwAUBKTWquROaCP6X37FQCA8nOuV/uk2FVxnjAfPy48fSfoZb3fPmmOrnB5K0szccG/eb7eNpjvgzuYVebllkHWS2/0FyOlWCvFTe2+4V/VWpr+p/3rf5y2zKcOAA8Uv8jHrTrZaf+u3z+c9lPb9lN9RmfxOXICdU57/3CN0y7ora8j+aCCveOPKi512otFPnYAGBLKddqBnnzcptXsiiE90wFgwQreN7If71OuCwPmqz6HvMXi9463WfqYf5e470/oYPvIJd6uA4GdLOqFt2qblHyOg+7kd2LZtSzSKXEOQO4qPkd1L37HGgtEGTeXGFf8MoulkZN4PL0HsWvImsp81afpN0NEX+9uxZMMmcWFptcNk5s/EEBk4jV7fL1EWF8mgE2JTZ8bYy7bTRe7wrJYLC5SlE40ka24RdgJy2KxuKC2sBImRWonrBghVh2/pKy6DAAml2+Q9BwuKPUfYqCKl8tjrhBBpwfv5r8HsWvug7yUlx7JbqQVKCosX0ecxKLER//Q4mrALwNuhn9w6h0L2IL4XiUH/kZ+fq3X4QCAFatYJPzLIY867bkrOE9V39Bm1ecHTcmToEWyhrVsfZM5pgDg8nwOst4/zGKktCxeUaDrkEgxUObakgHTFS7L4khh3TzhQxZL3jhSi4GSDVs41fSyu7zF9OAOHWwsy8ohX1j5NrAIt2imPpcsAdZY7J1iOdCgf+i1nfmFk9Ed1Mjv9bLrtJWwKJNVGpHxVyMZmhIGhIv7tEqZLxv8bLFY0gc7YVkslrSgKYFfOyTlImEgkQeLutWpXQFRCboxk4e1ZbS/CBXLZ0vL3AdZbJKBqbukSJ4urEPSYjfbP63yUpHaVqZVdouBEj+RkGr88yBNG8liXFGYrYQ//fhKp31n0Uuqz40rT3Xat8Q4sqGsoZvTHpGpg4BPX3y20/5QlA55aGt/pz15uA7mliKi3PePRSyyHNdhoepTJnJqDQ6xqHWZCOK9zZWKWX7XC3p/gWRo3JjluV2K+WWz/dMYy2cqxcBd3oObRG42H4fkgEtSrOsj8mtdKN7RP2hHY4V4R6SDaEbnWqcdc5WSpy0JJ9dWchwlu8KyWCxpg52wLBZLumBXWBaLJX2wOiwAQQNTEBfyy8++vpmD4+yuHFJoHZeEGnIb6yvCAd4e05Z2BWVx6K40WUtdBaBLNTUWcR9pGjeunPJ+OpOMrrWe2938cQ1H5L5x5ANOu0K4MQA6ILZyNeeBH92PS2nViMR8AHBSr3lOe8sa1ntdns/Bvrtza1DXF0HRb1brWrpSdza6H3vOyyrS/VzJ+OZwUWiMe5/1SZF6dvmQuj4AMNneta1iIc/NALRLSvAgPlA+a6m7BLROTOo8VcTFdK3XlPUJpOtNYLD/T69gHuuwZARGQ61IAFil+5ucxD0ItMLSqK3q0CeBXWFZLJZdsROWxWJJF6wOC8DoLj1Rcn48SNOdY6p3d07lvGYZm+SL/yFyTtW5TMnd+K5mbOGvkrOW+1QV+rtFZKxleXHJTSx+yMBlAKjvJs4hltyqBJkruFYy6ld8vm7jdvgeJwN8pWe3DgjWIpQMJJYe5LJ8V6RR29qvHvGm0/YLZJ7sSqElRcdvRZ/qWIHTXilyvQPAcTksBsq8XXeIvJLSjQEA5i3nnXf88F9O+5zBX8KXRu/EubsTCaVLilQnNOb4/1Kre/N7oCIrvudxcBNCFyQjK6QY6WbLGHbXUUH9MkHA5doDvv9zifJzrSESAkArVQtrbewKy2KxKMi03xVWszndiSiLiL4kom+JaAER3ZLY3p+IviCiZUT0AhHtRr1tsVjSinZaqj6ZFVYdgGOMMTuJKATgEyL6J4CpAO4zxjxPRI8AuBjAw7s70bzK9ZxmNqTX65+ex56/RRFeLq88nocYmejKU+WTZlZ6Luct0zd18K95X2OBKLUk0t+aLnrc1Jm98iPnsnVT9uk7fCP8OGv8u05bpu39uEKn+v1oxxinLRMp99xNkeAQ8f85dy7kisjn5e102jmu90qmMq6O8ZeV4qX0hgeAk3qNdNpSpJTn2j+8SfXp3ofF1+ujnL5Z5u2ac/hvVZ9xjSyaf7R9qNOe/x2XA/v1ftrbP7yRb5C0bi6ZwR757hTWmWv4/Vt6I787fumwAZ0nTaoNVG6tx9xVwzkfm0zjHZnKfdypvyOzeJ+8jhFlwqT1EQBATQ85fcp87QnNrrBMnKa3P5T4MwCOAdBkY38awKke3S0WSxrSJBY295dqkirzRURBIpoLoBLxWmLLAWwVJXpWAejj03ciEZUQUUl0Z5XXIRaLpb2RgjJfe0JSSndjTBTAGCLKB/AygGHJXiBRQeMxAMjsX2hiefE5zp3jSVa1BXEQbtkUXoa7K+SafL5jB0xgUS+rgJfFtdpwhcYcURVFOI5WTOLxuCv+xnysUAceyNWZZS4qwL96i071u1z16etT3WZzjMd8+rvaOnRpP+4zLpeDjz+t5fxTZwz6WvWRVXTm1bJVbms0x2k/MFhXXBoqqsTIVMhS3OzjcgKV1adlFZ/9tvO9kWIsAFzcl0Xr9Q2cBvj9TUPgR2Aoi7/PRg502rL6tqxiBOyaytg514aw7zHZa/k9yPD5rz63XP+kZBXyUB53kuoEWf3Jfd0ynwpQwbW6ok+TxZrOv14/7D3BANROrYQtKqSaKCP9PuKFkfKJqOnpFAJY7dvRYrGkF+10hZWMlbBbYmUFIsoGMA7AIsQnrp8lDhsP4O/eZ7BYLOlGe9VhJSMS9gLwNBEFEZ/g/mKMmUNECwE8T0S3A/g3gN/vw3FaLBZL8xOWMeY7ePjyGmPKABy0aw9/KGCQ2SHuIuDWR5VPZo+IosXs1qACSye7ynwJmb7DGvYO/uZxPm7M5ToJ2+LbWCcg3R+UF/EF01Qft06riXVVeZ7bAWDhTm99lMyn7tbfPLNsgtOeUs053S8awvqfO6IDVJ9Di8uc9kOLj3Lalw/7wGlLXRIADO7L57tQ5FpfE2U9VVlDV9VnjAimHiK86Nc2sv7or8t0OvEzBvF1JpRc4LR/XMDag9UNBarPohq23dwymhftsujUEe/o8mhL/sc7mZ7UBU0+4Z9qX9kUdnno/+yvnXb5FHZbKXpUn3eBCGgvflDXJGgi6ErgN+9eURpsFr9voW0s3MiEkwAQmSL0qcJ9ITKR38vi33rr4FqNdurWYD3dLRaLph0r3e2EZbFYdsWusIBRBb1Q8rObPPdd+OWFTjty8VNOe7e5rzPZLeGj19ijWOY0WvSQzmkkiYkcVpnLOS+4e4ke2OEdRbt2i79ImBlgEfUlkdt8ZT3b2q8d8Ybq0zt0sNM+f/DnTvveReOcdhb1U30OFe2eoW1OW4pgj4/V7gZzV7DX+a9Xn+S0pWtGcEWh6uNXpusZIdZKtwpAi6g/LuCxvbZ5f6fdI3O76jOx82dO++Z5pzhtKR6OKFgHP+R7VDaF36Mj3tF9ag2Pu/xcfg5+udoBYNhLtzjtYHVHz2PqCvx/6Y15wqVGBim7nNNVnrUevHP4dOH13t87B1hrQEjjWEKLxfJfSArcGojoNiL6jojmEtFbRNS7uT52wrJYLJokXRpaYRV2lzFmP2PMGABzAHiLX4KUioTzNq918vaUn6NTJP9rBXu3K9tjfXJzqvJK7szL6EGztZUwJgKJg42ionOmuPuua2ZUeQeUNjb4RyWvr2WR4YYnWTx7cxJbPaXIBADdMrgk1CvLWWyaOvxb3+tIS+PSKu7zk87cR3rdA8B3Ozi0+o7CV532ilXcvnmlDg2VqZhlkPSkfL5Xc6q0NVJaKiWldTzm/bNWqH3Fwlt+zboL4EVYiNtuPn91P/4g3qNT+8xVx00d/rbTlvf6zmNY/D9rUInqM+D5mU47oz9bR6UYGQrrd0LuI1H+PSDesYzNuk+3uSw6fvoXVnUU/V5YzC/2LzHXKqRAJDTGSH1AbjJXtUp3i8WyC6myEhLRTAAXANgG4OjmjrciocVi2ZXkdVhdm5IbJP4mytMQ0TtENN/j7xQAMMbcYIzpC+BZAL9oblgpr/wcq/a+5JHFy5y2tPJlZvuLXeFVHKgq5WmZVyxnvRbnGnK5Xd2HLS2dlvB1qgL6moEGb5HQbPPPWfj6Eb9x2m/35VjxP25l58rz8nWc6spGDj7uGax22jLY+POaItVn/yy2vm0T/aVDZsglQklr4E8/5u8gc1PdFtPJNypWveK0i11Bzk086grMLg6xk+vcWrZuXjviA6f9h6WHyC7KyTU7eJTndbqH/NNMn33We+ITO21KEdDNqQO9Re6ffXqZ+lx21iNOWzluduT729hb3+vIeezsOeDP7KAaFdWdS3+pA7NlDqz+9/N1Mur5tyNzawEsboYLC7X37p7QMoX6RmPMWN9TGXOc3z4XzwJ4HcDNuzvIrrAsFssupELpTkSDxcdTACxuro/VYVksll1JjR/WLCIainjJiwiAy5o53k5YFotlV1LhOGqM+Z+W9knthGUANHrrg95Zwnqe8pmse5By/+CZ2kUhcyufa8dgURppIgfHDrxb91l+NXu+S1cIof5BY7Z+Wst8ynlFJrFp+fllWoyXJvF5texZLpP5uSn23cMEdxPIPEwk5ntqC9v0h2frVGWyovLSiPBoP5yb10ZOh0Tqt2TZMZlv/okh2rQkx/a58NaXHJwd8e1zObz9CI/psNBzOwB0CtY47V99e4bTzgo0qOM+qhzktC/p94nnuV489HP1WVYHR1d+R2QyyuKHdFC0U34LgNnC+sKc3uwWMeKVGapPYweOoJDWOllWTup5ASB7Y3w8a5MrLL57DGyZL4vFkh4QWq2URatjJyyLxbIr7TSWMLUTFgEIed8J41PjLFrLMkfOVn3M/LtYtPELWm3M9/eKDvRm8aFDSbbT3jlU9/n+JUKsPJTH/3mk2GmfNajC9zrFYc5TLnO6983Yqo6rMvw4wmJNniPcEh7aeJTqU7OevcF7Z7IYKIOFZekrABiYx+O5UFRXHvc+BwhfWPiF6nPCh5yR6o0jvbNhu6qj4cmlnNNr6nC+jvQsHxneTaXlmPfrWWt0MLoc29HduM9d+//V99zJMPzlGeqzGcFG9QoRxF/8OxYDqbNOiBXbzmONXHG1Z5+KX2h3EMnoq1j0k4kAwh30PfhmZiKn+2NX7X1Od7Tf4Ge7wrJYLLtiJyyLxZIW2AR+CaKE4Nb4JYfeoq0c6Oqdc6rpeECLgICu/ByZptPmNpG1xvu8gBZDv3iW09+OvFaPbdP32CP+zXEPOO1hfTkv1J9KD1Z9ZD6r0wf+G63Fb/o2f4wbd4msEXks+p0z+EunHak/0XN7/DO3pVj70Q6uznxZl09Vn/sWc8rnEPH9ySJ+putEaTEAkJ6E9Un6Nb9xJD+TR5Yc6bRlTjA362vYEndEl1IxTn7WXTocoPp8Mo4txNJ6nVHFudQaOuoxUy6L89LCTEE+TubZAoCaDXxPgr1ZJRIW73JDJz2jNHnHZ/ZqBU93wK6wLBZL+mB1WBaLJX2wExYwukcPlFzln7LYi2jnBt999Z2908RKp7pwjechAIDlZ93AYxPWmPou+mlVCOvOhJLvnPYF0YFO+9EK7bQbNRzU2y+02WlvjfFyPz9QjWTIIr4H7+0cofZVNnDerXphVVu4pafT/ui4h5K6zrSRryd13IkD5jvtjhV8D9xB0edt57xXUkSWecAOzFoDP3LJ38IrkZWVJhzC9+PxsX9Mqr8fsnI0ABQ9KVJn17N4Fu0m3tGYtmSbOuFZK1J6mygft/h0He8rKz1tGcvnphxxPzbpys/1BXER0bTSL9qusCwWS3rQRlWdkyGZys99ieh9IlpIRAuIaHJie2ciepuIShP/FjR3LovF0v4hxK2EyfylmmTMMI0ArjLGjABwMIAriGgEgOsAvGuMGQzg3cRni8Xyn0AKilDsCclUfl4LYG2ivYOIFgHog3j+mqMShz0N4AMA13qcwhO3Z7oMWB49hfVJkft4HnQHP0//2aviE/evG8WKq0Vn69zxsmKv1E1t36+Orzlez70ysPmK7uud9n3rOKBXmryTRepeACAygYOptWc5m+0PRcsZ+rdb1efYkg5Ou76r0ANm8H+ZVKOTGGZ05ajabgWcQO+z45c7benuAACXdOIq19Lb/rSOS5y2TGgIANNFLPbKxnynPVocI/WAgL5vDyx6C15c963WMc7a/29O+/Kvz3Pa2xtZN1RZo0t5ZWziJISN3dmjXb4vI6a53HWESqs+n+9psJZ3yMrTAJA1Tpz7tBlOW7pSyHcXAAbck/httNIkQqZ9yoQt0mERUTHiZeu/ANAjMZkBwDoAPVp1ZBaLpW1IZx1WE0TUAcDfAPzSVe0Cxhjfr0hEE5vyPW/YsGGvBmuxWFJDisp8tZikVlhEFEJ8snrWGPNSYvN6IupljFlLRL0AVHr1NcY8BuAxAMjs19f0fyCRgyrL6+g4dZ25Xfwwi3CZjVpMmTD0Y6d9/Ae/dNplZ9/ve+6sSu8c8VkRFgXcZbEe/4rzKl19yJtO+5Qu7MF+6/yTVJ+CjCqn3Te0yWlH6rvx+A/RN+GRJa857aO7cTC2FKe2RbNVnz8/f4zTPvhkdrl46iCuetwpV/t2nHvaR0578vB30FJG/YrFntt7872aPmq+1+EAgL61XP36Rw+zCPebSx5Vx8kq18Vh7yiF3bmDFIW9/1PsHt7uuR0ANtZzon+Z734XjuLmiOtFULJ0dxio3RqkaG1yWPymPFZBxDbp96BmO+fNkqW9kMHrC3dO90DCTaLVJpF0XWEREQH4PYBFxhipRHoVwPhEezyAv7v7WiyW9KS9WgmTWWH9EMD5AOYRUVM1yusBzALwFyK6GPF8zGfumyFaLJaU0kbiXjIkYyX8BP4JCI9t0cWqga7fxE/11dM6WHnkdbzEXjpLBzk34Q6Y/u1iFofeOorLO8kA2MuGfqj61A72ziFb25O9iJ8v00GvkQul8dPbEHq659aWIYN1pZe2TPXrzvF00+3e55Lpn8um3OF7TVlSSmYRdmUUxoLZ/Ex0EDq33aL0wp2csjkzMMZp9/9RudMe118XSvFOpKxZ0dDZd9/KBndWrjgx0/ICUe58WIuExa56OL9HvV9jEe6z56+SXdh6ByCWzyJh6Rk38nWm6/e6ZgiLi+HsBs8+g/96m+rTtI+ubZ18WO1VJLSe7haLRUFI4xWWxWL5L+Q/wQ9rbxle3ANfPR0Pfh4421XNZhYHRauqumKqN311sPOVw1gMLHqUHVEjl7IY+NOPr1R9TH0hvJh+JDuhLqzW1VpO/9ckp31ad7YMVsXYsvjFtgGqz8gOHNQbENrJynrOwySdF3eHu+KLRFrVXlnNYtfkE2QOLi2mSKtWZEZyvr5SxIx25OfQt4jTLX8yzr8iULJIJ11ZeUjmG3sicoTq83OR7mtLYy68WLDTuwIPAGyv9zZZd8/b6bkdAIwIcnaLgZJoJxGw3MhiqXxf0Q8KquKfZX3MWxvTsEFbi5tyuGX1aJ3KzzaBn8ViSRvshGWxWNKH9ikR2gnLYrHsilW6u9iNWgYZNSy3L7uG9QPSBA8A13/Hzv/x8S4AABPzSURBVARDhhQ5banXmXP42/rkorpx0SOsR+g9gMOKc0J6cO8erfVtXlzW7BHNI/OMS2SVYjdTh/P3azCcME96sEv9EwBkVnl7kB9xEntVf/SPa9Q+auBnErmE9/X/DZ/7zA6Xqj7rqvj7rN3C7cYG4f29Laz6VExivZUso3b+4AqnXRzipIEAMP5L1qOd0mUVvPhBpzLP7QDw4+4LPLfv39m7nBkA5OSxW8OgF9i3ZNn/TlfHdejGEQ8LTuHc7cV/YleTivOnqT7SZSG6gnVyKmGA65e74M64ewnNnrr3bg0GKVW6E9FVAO4G0M0Ys3F3x9oVlsVi2YVUrbCIqC+A4wGsSOb4lnvTWSyW/2hSnMDvPgDXIEmtWUpXWPMq16Mp+Ln8Bm0KPmCCELuEBDTkNpFrvZt2a/j1fi+hOWTwNABk92RTdeSyGZ593LmTxn95kdM+rBOXhKoWbg3/rByp+uSFvT3qu4ZZRHjo+8+ofbLclOSSfp94bgd0FeVrR3zrtGWOpfIpOieYRN5fHMSi4sC7tBjcKLy0ZbmqyP9p0XFvkedGgN1J3hzHbgl/3KgrWU/pyWLxx9WD4UVuoM5zOwDk+OyL+VQjB4BAgH9fsdXZvsdJMVBiqvmnV/zHWXpfHb9XEVEDQbvu6EiRJvVGuF+fVnBrMCkRCYnoFACrjTHfxkOWm8eKhBaLZRdaIBJ2JaIS8fmxRIaW+HmI3gHQc9duuAHxmOTjWzIuO2FZLJZdSX7C2miMGeu30xhznNd2IhoNoD+AptVVIYBviOggY8w6rz5AiicsagQyN8bVZoN/rUWO0sd56SstT8uuFR7wv9Pi3ZHvcprYmgYWZ47ptdRpd+yjRbV5J3O6YGl1HH4ci2OvHJacB7rEXRLKj/O+uNh3n6w6nCy1hr+3tCJFJrIY6LYSxrpxCt5QgMWPjGpeli+9UZdjk6XTarux8kKKnrFGV9VjscqnrTzOjCreEWjQokDkJhYxv38JvyMn1PB43OmBpXf83Z/9yGlfOYyPebnye7ILzheS4yfb+MMEccyXlUXwo2o7e8dXTGX1hjvdcUyIfsGdbB2NTPGuVA5osXjg3eJ30tlfaUQdEh713uneWsy+VrobY+YB6O5cj6gCwFhrJbRYLC3DAIi1T0csO2FZLJZdSHVojjGmOJnjUjphjerdAyW3xR3cRl5zn+9xsqKIhFyBoB8ee7fncZJZ++vPcsluRDrbVw7j6si/+OYc1UeKBgd1jzjtgFg3f7u5j+pTuZ0r08g8Su5KLJK/ruI8XI8s5j6LTuOqyT/7VLuovngo6zuvfZdFQmlRCrq8VyrO046KXgy5XYvsS2eySCZF6bogi5TUSTvcVlzA1WSKnuKA6/pMHk9om5ZhZOC7OZQDhzssYQfTXdQJ1/M9WFbLOblGvcoW2XF9N6s+x77P3+fAztvghXzWbkYVe1eszghrsb70XBbNh93M923wHfwd6rvoPpTFs0UsJFY6PoHQAGCaAqZbrlXwOaFdYVksljTBhuZYLJb0oB2X+bITlsViUcQzjrbPGSulE9b8NeudvOxLZnvnbQeArEqW1aWpPhDTuhip76i4kk3Lsmryqm2dVB8SOpdyoV8453M2aD938HP+X2IvWf4VZ2srKrtT7YtcxObsIS8K94tbWfex5KZHVJ8Bz8902tndWOez+PSbnfbu9IX97+d7mLOG7+/S2dqtQY1hBj876YJSfoGumF38DAf4Zq1gN4BoJv8YcldrvUxjDn/usIpfzy+e5WuOvkp/n6Kn2VM8K8JlBmSe/hFDtc7p8w3FTlsmUjz1k8ud9iuH6fdAviNzDn/caR/xDrsolJ6hK5rLIGcIVwqpR5T6PQDILOd3tLaQ9YKZa3fzcw0n9F7JOYw3C0XthGWxWNIBKxJaLJb0ITWxhHtCaiesABDN8r4Rg2eymbf0bhHwKUTCWI52DpE5moofYheHissfSGo4Krf5RbzEd+eBn1/Bgbe5Ig9STJiZq7frvOAkgmNzFvG+xqHsZY4abdIf8Gd2uSg7+yanLb+byncPINyL7dgNy9llovhB7pMb0NeRbgmdNvB3mPsgi10q9xIAKubrDLqTn5XJ4+/pFm0yNrJoU9+Jn12wjq+5bai2w0vP97oDuGL1QCH6Lr/nBrQc7Vl++/t3eR616B2W24rLdXm0ivP5HdHvDp9L3ncACHbh701+preA3r7kZn4O8nxLp2sxXZ1ie+KnvBvXh5ZgrYQWiyV9aKcrrGRK1T9JRJVENF9s60xEbxNRaeLfgn07TIvFkjJM+y1VT6aZmZSIjgCwE8AfjTGjEttmA9hsjJlFRNcBKDDGNFsvauzYsaakJO6V3JQXq4nyyWzl00G8vJSXKY0BsGUEQOQivnz/51i0CqzSolq0F+c+kqlppaXno+O8xQUAGHAvjzvQh0UWd2rcQ87i49Ycz9YqOU4pVgBAaAMHCDfm8ner+AUH+xb9QfdBPf+fI+9Vsqj8U+JViExILs+V9DpvzNHvUvkvvctfyWrIWRu1CLPwDn/rsR9SbMqqZPFXVvk29fr/ZvkcZIVnGZXgDmSmIH+/srNYLN1dumP5Lpafw1Zpv3cc0JZfeZ2i34s8ZBfr5zPspriYX/HEvahds3Kv5MK8Dn3MD/ab1PyBAN757Mavd5etobVpdoVljPkIwGbX5lMAPJ1oPw3g1FYel8ViaUPImKT+Us2epkjuYYxZm2ivA9DD70AimkhEJURUsmHDhj28nMViSSlNWUeb+0sxe610N8YY8jV/AInsg48BQGZRoWlaCkcmu1K8iiVyaAsv62WqXuqgV7oVUrwS4iLFOFDWLXIsuIaX7FKUqLiC+8uqJQDQWM/jKZ/qn25YIqsBS7FrxDTh9DgEioaebEEMhFgklFZCytOKg4xKFiNlwHLmFv7eUV2YBlX9hYg60Vv0cwc/i1uqAnLzhONnbWf9/9+Yy/kccx9iC1dAGAZDVVDI/E+N+TzOrDX8PcNbdZ+Ke3V+LC/cll9JzToOVB/9Kltny8+9VR03SuyTBNeyNdTtpEs9M92Hx/vs9F8rBCo45bJMYR25kZ+VFKsBIDeRY6xV9EoGQDstpLqnK6z1RNQLABL/VrbekCwWS1tCSE4cTCeR8FUA4xPt8QD+3jrDsVgs7YJYLLm/FJOMW8OfAXwGYCgRrSKiiwHMAjCOiEoBHJf4bLFY/hNoEgmT+UsxzeqwjDFn++w61me7PwQg6LOMFGowlcddmIw7f6T1ATJXucyRLXVQNbU5qo80Mwe78DW1afpG1afo8dnwYuTfOcB454ZctS+4jW8thYWnuVSpNbhyoGezzia2nXU2gXzWbUnTOLB783gTo6dqvYo8TpWYEs/A9NFjCwsdUu563rejmPtkuWwqUm8lc8LHOvMx1T30+7D8an9vbq9zAe4IAb4/jyw50mnPOfxD1UdWB6+YxGXC3CXeJIWdvBP9xQrZfaKqg1YYhrrVuA8HABhxe92uKuGB/LyXnsHvonKRuMr1HiSiDGI+kSQtxWZrsFgs6YOdsCwWS3pgg5/jRAmBHd51iDqUhjy3Ywdv/+ZxV46mW7xzZJdO0yKdH4NeuJ0/CFFN5t4GgGC+95hlVV934G+sO3vUG+EWUZ8vLpSpA39NnSgDdZkQ24T7hRR/AIDqWQSR7g8Z21nmCOZp1w7prV8xlXNYjblCuCE8qO+1NK9X9+KXWYpwqno3gCN+wqL0oteESV6I8uSqruwOum5CirGLZvp7wx//wS+d9ltHsRgoc9wDwJAho5z2VFGi7b21wtfEVQ/gjSM5qF4H2wsPdlc0RqkQ6eQ7SmFR6iyk34P6HfxMVTREwL+GV5PITg2tEPxsYCcsi8WSPtgEfhaLJX2wKywAAcBket+I6t4+NtIOjd7bAUSHsZt0bBVbA2XaX7fnb7SDCJieqAOWm5BLdwAomyK81oVoQTlibPX6VlZcyF740moZWM0ibkOtXuLLMmayynV2n51Ou3pLtuoTaOQ+MVEeSuaVqndVDC7/P/F9hAU0MJjH47ZchUIiMLuAv7e8Vw0H6OtsOlCkuhZpjCGshMFqbVXrWMr3cf5dLPqpslidtQg1/ahXnfZbR33stH+7+BinHbn0PdXn+u9OhxfZoQbP7YArF5m08sncWJfpHABS/A2JAGwzgN/dxo06QB+5/P2CWXyvTZTv5wnDdDrqhunxVOB+v68WYQupWiyW9KH9Kt331NPdYrH8J5OC4GcimkFEq4lobuLvxOb6pHaFFQOoztuKEdrhPXeaWn/LiFxKU0+RurhBWNt+7p+mS4kpMrVsF/95nLJ5uS5zH7mtW8Ons1WtvpDHGRjIjoSRc7Xz37CX2Oooq96MeGUG97lIfx+Zj6o+n0WyukJ2PoxcqPuMvE4E1M5KLu+VRH7X0mlsJXTnOKuY3HxQshuZKnvUr3icpXf5O5QOnsnP++5GaeE9ibf31SJu1orDnfZzH4u0xqan0+y/QH8fqV6ISdFLiHrFD+sUyZ0X8r5vHk8u15cMPF863fv9PeQfrnt9XlzMp/Ov/zqpizRH6lZY9xljmi/hnsCKhBaLRWMMEG2tmvetixUJLRbLrqQuH9YviOi7RCr2ZlOt2wnLYrFomqyEyfwBXZsSdCb+JspTEdE7RDTf4+8UAA8DGAhgDIC1AO5xD8VNszndW5PMfn1Nr2vjVZkrrtD6DWn+VW4EwuyeuV5LsHWiKq6MHA93ZP2NWa6DkmPFrEOS+bKl13xd/zrVR+UDF7crnM/HNWzU7gbIFS4PVTzu7J7sopD5dp7qsmV/XoZHLmXPbpnULmOn1gF2Wch91o/lcS6/hnU+8t4C/ve3YC6Pc8tol0ggdHfFz/MYVh7PfeR53edGyFvnk1mpdZSNA1kXGRX6y+BWvk60s3Y9iIxnE7/UIVVM4ndMuokAOk++9OJfeqO/nikZL3yZcBIAoj3FuySiNqS7zi56WhGEnr1KuMF05O3RXG83oLWzHkBdZO9yuncK9zCH9jgrqWPfWPWbVsnpTkTFAOY01Y3ww66wLBbLrqTGSthLfDwNwHy/Y5uwSneLxaJJndJ9NhGNQVxuqQBwaXMdUjphBeuATku83RTCW7wXe3JJvPgWvVyX5ZCi1fxVZMCpXO4DwDJZnkkEFZtC4SW+RQdiB4XXuAz2lXm1TRctpoSz+XO9yHsly0gVbdGm9qC47uireNymD/9PVp+v/1f79C+iBJhw01D5vabo0lOy8nNkBrs1qAgBV1ByhRS7qsR9E4G7qmQYoNbvfu4l7txWS89OLme+ZPQUPke4s48bjOv7DJotRDfhbN//N3wPgrW6T8dK4YV/t3eV7FBMX99d9mtfsd8v4/egsraZA5MlBaoiY8z5Le1jV1gWi2VX2qmnu52wLBaLC2NjCYF4uamd/eI3QgWSAsjo4G3YkJYRNzIYVIofKpXsja5UsrJ67hUsDknv4rqeOuA6FuAxqLxKHbmZrEe9zGeV4aqUHFjHIuH20cJTXZx74GxthZLfJ6ecU0gvut1bZAEA9OZm8TMsOpoCvp+hLP+g896DOBfyp8ezWHv6v3S14Jd++LDTvvDLC532v1b0d9pHnrZM9ZHVlo0U47bxvXFbmOfd523Zkx79FbO8q1ADOo/XN4/7HyeRHvmRG0R1cte9lpZSmfNNBvu7ozwaRYC+VJU0duD3JZah351gN0psT2r4u8cAxrTPOl92hWWxWHbFrrAsFkta0I5Dc1I+YZlE1Ry3Bca9xG1COsgdcpYWI4fO3e6031jsXWnMXSE3cpV3sO/S6c1Xa3Ejl/8yZS6gq6UEN3GurrKpLHJIKyUARDsJUWAtiw/Skma66PsUuZi/jxQPpcidUaMtV9Fe7MxYcZ6ohC2+QyzsLxKsqcznPspR82F1nAyGLp/8FO84yPfUgI8LonTsdaPEMHF7IrOEQ6dLlA4Io26pSL0tg8nDW11Vw2ez6Fl6g3fQt7uieWsin6n799OQF//ixj9XQMuwSneLxZIumDYokpoMe+XpTkQnENESIlpGRNc138NisbR/kvRyT6NS9SCiIIAHAfwYwAgAZxPRiNYamMViaSNaFvycUvY4+JmIDgEwwxjzo8TnaQBgjLnDr0/WwD6maHbc+75ujQ5KDm1nmTx7A7e3DxUJ8yZpc7Y0yYcibNKv780Kirz5Omd4g7hsXRde9sbyZH52V0VmEchsdrIULUtxjbxW61gW3Mn6DulVLR2hjUtvJ03YS2Zw/wMu5f7bBqsuSVVKdiPvGwmXjZiIFghUa2WIKWA3C+m9LT3D1T0EkNmBdWVLf3YT9xFuJ/KaAACRo14GTMvg57Kr/L+z1Cd1/YbP9dXTyfXJ3MjPYPFt2l1C6tGiosKyrFS+iwuJqHQuS9zJ3OvupJZGfG8ZGdLkEgSwLriJUL94jvjINY+idvnqvQt+DnQxB4dPSOrYt+qea5Xg52TZGx1WHwArxedVAH6wd8OxWCxtjTEG5r/VSpjIjzMRADK6dtrXl7NYLK2Aaad+WCkVCYloA4AqABv36KKtR9c2HkNbX789jKGtr98exrAvrl9kjOm2NycgojcQH1sybDTGJCc/tgJ7M2FlAFgK4FgAqwF8BeAcY8yCZvqVpFLmbY9jaOvrt4cxtPX128MY2vr66cgei4TGmEYi+gWANwEEATzZ3GRlsVgse8Ne6bCMMa8DeL2VxmKxWCy7pS1SJD/WBtd009ZjaOvrA20/hra+PtD2Y2jr66cdKS1CYbFYLHuDLUJhsVjSBjthWSyWtMFOWBaLJW2wE5bFYkkb7IRlsVjSBjthWSyWtOH/ARfOFCYaXUrQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 16 -0.5072676449797422 -0.9996507021243853\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 17 -6.7952577477451195 -0.4132835630580646\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 18 -4.579600331062915 -6.578312545946043\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 19 2.442878010018021 11.083501309723703\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 20 -4.73720877925098 -6.88850861178349\n"
     ]
    },
    {
     "data": {
      "image/png": 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dNgXAO40yQofDEVe0VqjQoZj+4k2sfli/B/CiUioZQD6ASxF52b2mlLocQBGA8xtniA6HI55EHEebpw4rpheW1nopAD9LwIn1OdnQHl28emxB5Y8AIEyi0brbgj2py7rIsriQlthD3p7ptcvLzV+B3BmS9nZQqSy3OU1u8mSzJhuLTZXt/JfiG080z5NI5avYqlaRKdeWYpW4qurge2gk7gt+eFjsMbz9Sazg4O3aSNkp51kzyxS/2fKqE/x/We00xJzniUtusee+qjCvjQOm264T2W/bONke2m/2YYtf0bUi7o5ZIGmm1517r9Hnzby3vPbaUimKmkQmvyPTCo0+pbSiYDHwum8u8NqvHfOq0YefxfzJ0ub5LJxjivkcvI/D/f+L1lbK7tBpvkp35+nucDgMqpXuzRH3wnI4HDWoasmhOQ3F8i1bPStbwXTTEsdiF7/bWcwp7WyZhyg9L1tnVp31NwRx2FszvfbamdL+2YT7vPYPQ8z8wiU95LyJu2UpPvoyGXNStvmLxOl9E8j6xk6Gdhrj3Bki/h45VY6dO1e2n9LHFJGLLhSv0hCJniOulnlb9nhwdaGUXTK2lffJfly5CAAwQJrsoMpW05BV1YidUsNcTZtSCtv/L7iK8rYx9AWniQ5ZHjT25yipiZW+2wGgU2ivjDNZHqQtlf6B4bWxtzIt8DtbJVGN7dDMcA43o8pTnNBQLVuH5XA4/nPQACp083w1NM9RORyOJkNDOZHQ4XC0HJzSHUBGq1IcddwaAKbuAzADYiszREeSQq7uCRXmWz/hgHxmj2I2M9v6hdVnP++1+78m3u0V50okdeoWc9xsas8LyDHPOiMAqEyXsXHwc6sC2SfnOfNYR02ROfl6HumzrpDtBy7uZfQp7SzKnU458pDtorhd9u4HTF1Z2/X+bhocWA4ACWX+XuvsohC28+BxOTAKaFflMk6dbp2/ig5O855IrgwV7U3dVNGvpEzX8PmSOHH5GeIecPXXFxl9pnSQY+wNyzMSqiWb3tisQq/NJb+eOeplr806UgDIPV8+833InyE6XDthZEVrmchW+2Q+jAiQ9uY4B82KfJfSreeowAuIEa3h3BocDkdLQSHcTENz3AvL4XAYaADlzVTp3mSVn/s+bHq6hzlHNSn8uJyS7QbA1YAfPvc5r81eyDa8lH9s5Mu++/R9ZY7xOf/CW702L9951cxiFgAMmybLd6463I68t794xXTtYLi8UzK5HqRtN+/XD0fI8dp/KwMq7sEiqSmrhUiUTqcK1XsHyH6pW02RgD3nx1ws9247xT/YubrYtUMnybETSuXY4Va2SKh893vxjCe89g9hM998qhJ/DrZuJdRSyrpUiyvDPhIJt1e28trXH7bQ6DNl8WVee96YZ702qxZyz7/d6MMB+tlv7vTahee299pl7cxxcvVodoPhittVKeZz0JCVn3sPa62nvxHbIX5/2D/rPJ9SahIiSUBDAJ7WWt9X2/610Txfow6Ho0lpKD8spVQIwBMAJiCS+eUrpdR8rfWqgzmee2E5HA6DSF3CBlO6jwGQq7XOBwCl1CsAzkQk40u9ia+n+87NXgVenZRsfFd4tQSAsthWGxyo2itxt9deVJQd2OexkYVem5f4K3/o6rXzLzSrBPcjETHvllvhh523aM0DIkINnS7f1SYGcpByaoqIRiv+FOypPvK3IjqWdpQ+a++UPsNvMMe2/EH5jkVXRcY3FgEBYPj1sl/JcMpZtZPaVgmSPYNF1AkVi7UrRNWR11Owsk32ExIg/ME+SU88sZUp8nM+qw4Jkut6b1hMnSE7idZBaEL4GWEqdsl5OGICACpPluecc64NvYnTc5svh+Q9lB6bqmmvv1nUDll/+xN38cTSlL7dD9lKCKj65MPqqJTKoc9zoznwqukBYAN93gjg6IMdmVthORwOg3qusHY0t5zuDofjP4jqBH4NxCYA7DzYM7rtoIjrC2t4+27Iucg/ffGId8W6sux0sd69nz8s8HhJJMNsrxLLUW3Of/8okMI+88as9d3n3M+vND7nXfhXr23k2iqT6cudfVvgOe1UyEGUdpR2dRUUAJgwTkSJDRMyjT6h1v5Ld67ijL7mfLCIWNbe3zpri5H8/HJK4iG3UJD1Y6YYefvys7z27OFve+0j3gueq6y5IuqEyMGU+5/x2dVGn/nHPe617115qte+eej7Xvvzwr5Gn92anxcRF9kyaD8HOafIc8CW5NQtIpL+MMT8L5VMYjKn3k6aJFVpis30a1h5v8xvf8vB2iPRvKfhqMNtQxn9G9Bx9CsAA5RSfRB5UV0I4KLauwTjVlgOh8Mgkg+rYRxHtdaVSqmrAXyIiFvDs1rrlQd7PPfCcjgcFg2bcVRr/T6A9+vcMQbcC8vhcBhElO7NMzQnrp7uqT166d6/jeg57PngMl8TP73Wa390/CMxHZur9C4rEVtwgmXOZv1WkOnW9nC+dPGlXvu5Mc/ZuwMwvZ0BoP9dUs53/RRJ1p5IXuaVaebcJ1N147a5Mu4fhlFVbCsoOW8albh6zD9PfsoP5q+lna+9GiP6IGzOTf4Ncp4jrhK9ytIng3PuG8cOKHGV9VfTPF90pSSvG/eRBDV/PvH+wGOz3orZXC7J+M5rt9j4bntVa699Tr9vvHZt99pwb6HoB74GZc0b5+PPvUnmKij/PmC6t7BekOsghFPN57q6YnVDeLp3HdpeX/JSbOUa/nTEG82u8rPD4fgPw6WXcTgcLYJIepnmKRLG9YU1rFsX5ASU7eIyW3nTRAzkXO2Jlnj3f8sGeu2/TJBLYR+SrCTT/ZpzH2UklMGPl9aPMT4/N0bECc61tbtCzNm555viQ58KEYGS8unmU5NLXwFmRWP2iGevZlUR/CAV/EH6cAVkLi0G2HMt94ODbrnEFmB68q8hMXDU5XKsJc+Y9zbrKSq/dYWIgSxaFV1pRg5w9MHnEyXA+PVcceCued96ey1WAewoy0QQLAbyPX1ujJTpYhcWAMi7UD5zEHzRLSLG2nneKqgsHH+XXIsVrvv/iJvS8CSZ9/QkuT9t8ixVjllw+pBprjost8JyOBwGGqohYwkblJheWEqpQgD7EKldUqm1Hq2Uag/gVQDZAAoBnK+13hV0DIfD0XKoRyxhXKnPCutnWusd9HkGgE+01vcppWZEP9/k3zXC6oKtOPqXEVHlyxfMIGAWTbKeE4tQ0aXBJbuyVorI0TbhgNcelLrZa3M5JwBIJe/4TZVtfY9rVwx5M2+k13545Df27gBqel8X/EK8r/v9iUthyT5hM/4bVZT7yLDYsad8LUt1Pk/KXvmFLOsYHPjLQc0hKptW0sH8hU3aL+1x50lQcociCTZmyxcAFM2RwObs/5Kg4MJLRAw8699XGX3eHi9iIM87alECsxi4n8yoP2u3JrAPw6I9w5EMNkELEPuUOc/e6LufPVfMdz8XL/jSjnKz+r8sAf67hte/HFmsaChUhhuzsvTBcyjrvjMBzIu25wE4q5Z9HQ5HCyIcTZNc11+8ifWFpQF8pJRaopSaGt3WRWtdvZTZAqBLg4/O4XDEnWorYSx/8SZWkXC81nqTUqozgIVKKWPhq7XWSilfD9ToC24qAPTu3dsTBQfdZS6JKzKke9pekZWq82dFjmUeu+hysTwNfEMcNdedeweC4Oopp7Vd6rU5X1KG2mf0YXn+s8J+vsedf1ye8XnU+yL25N04x97dl74PiRiYul1+S1bdI+IzW/gA0/KUQCIlp49mZ1UACLPo14UcacmRNWW7+VtWSZbGynQRF7aMlZTCqT8gEJXon644OeRftac2bP0Ki/l/W3ic1570UxHfrxj0mdGHRfj5x4mF10h3fIGZ7pgtpbmzRYXBFZNKs82xsWjf8xO61hFyEyaMvcvos3KRPL98vz/8xtyvMWmuSveYRqW13hT9dxuAtxDJIrhVKdUNAKL/bgvoO1drPVprPbpTp04NM2qHw9FoRKyEsf3FmzpfWEqpDKVUq+o2gIkAVgCYD2BKdLcpAN5prEE6HI740lx1WLGIhF0AvKUi8lgigJe01guUUl8BeE0pdTmAIgDnN94wHQ5HvNBAs7US1vnCiiaPH+Gz/QcAsUVI+pD5nany4rJUieKhgDUBCf8A09t4/S0i949ZcLPXTk00qwT/66SXvPaC/CFem9NpjOuTb/ThHPPsPc1m85eX/NLos+TUF7x21jzK810qDwJXQAaA7l/InGw5RnQ+A+6V6+y4wpy3HSNk3np/UOK19/YVX4idQ4wuSKigD6RaSiiVY5V1MHVO7VbKd3sGyRj4WHzfADP5XMF0uY9cHXn12abbCifNu6CzzA8na0yCqffi75gnR8k9YJ0iACw5VdxO+rwoetJB94ou1P4JXjPbPxe+Jq8ILm0GmJEJRWdQ+TqqAL5wkalzPepXMm9plKefS4ZVtDHvT+vcyH5pnQ698jOaSNyLBefp7nA4DBoygV9D415YDoejBs11hdVklZ85pxIAlLWTCQpThWdeYiftMScxgSSBA91kiVxwbXApreHzZfl9/7A3vTZ7yv9v8WAEEeRV/SKZ023yrw8eD8N5lTgvFMNBzQCgqFIy50gq/N00BMHuEyESA/lH1X5e2RWC4RxepZ1MUY1Ltw19506vvfLMWV77hqWm3PXgEa95bc6/v7xU6hhcc9jHRp+ffCxz9a+TZA5ZFC+aMsPoY0Qf0BwYz9t+cxJCInEbecnCydLHzocVDsl3LMYlUZ4s4x4AyNgofTignPNh2VXL8q+LPGMNkQ+r7eDO+qdPx6aSnn/cEy4flsPhaDoioTnN0w/LvbAcDkcNnA4LwLo1m72SVfvOyTC+y5vmnwq24BoRp8afY6bT3TlYhs9iYNYzEhSNkCnyFv1KvIUXFoj48UNYxsPloQAzBS97AGeGxKJ0zSkfGH3YcvWTj7d4bf7l2leaYvQpulLG1v/Vu+Wc1KfgWtNqaqTnTReRLOt5CSBX+y0TNZ02VnGVLX5hKjGlQ/Jgp20ONoUX7/GvdVZ0oL3xmef6mXclydOVZ3wYeOzA1UBp8Hg4CJ1jNDgqICiVNAAccyHlG0uTPvt7WzvSENI3yYeK1nLScJL5jO6RNG+GJTzcnkTKvY3odqCbrw7LrbAcDodBcy5C4V5YDoejBu6FBWDg4G5Y+HkkoNTI92QTMFfFXYKXwSyyJCq5LG2JhFlPi7j4+Ali+mIrYc3KwiIiBlWitgNy2bmRLVe1wQ6vuRfc67sPV58BgKIr/R1r+TphTVvhb8V6x86IjOFcCiCTUjPuowDfSrKq5d1hpkjmHFhI8LdG1/Yf46az3/La60q7Bu5ni9bV2I65xnkpF1lCOQWAJ/vs7AOnsGYOu82cz5Tdcn0VEieORLJAdv/M9LgNJ1Nw+dFybb0+ETXDxp81nkhYHUvY2CilzgMwE8BhAMZorXPq6uNWWA6HowYNWUi1FlYAOAdAcJZOC/fCcjgcBjpOSnet9WoAUHbeqFpwLyyHw1ED7XRYJtWeufVB2bneSC3CK9iqDHIDtvok7ZRL7pAg+cg/2He4155/3OMIojjsry+xqSK3hkdXn+S1uQTZ1orWRp/Fk1732r/88nKvXR6WMedPNlfP7LnfKlVs9UW/FreGIbeYehXW92XsJE/1jjR+qyr1/lb+3xX+Xu7j4DdncRcUXiLe7RxgzEzt9r/G51RSnr25SxyoHxv5stdmXR8ALD9D9H3s5tHjX3JtfStMnWlSCXmak4sDearUSDKZShUNuCLzUVNkPlfPM/V4/e8zIzo86IXwyb/MwGyOZkjdzn2kmby7MV8o9dJhdVRKse5prtZ6rnckpT4G4KeAvFVrXe+UVG6F5XA4alCPFdaO2kJztNYnBX13MLgXlsPhMHB+WD4cfo253P72UVliJ+7zn6z07aZ8t6+PiFehEunTYZm0t5lFnFGZKeLiL+b/zmuz+8OLH5viQ9ehkv3584lLvLZZhsqES4UNT93gtae+Kt7bbLYHzLxbLxz9Mvywy2ItP+NJ3/042Lgy3SwJFSJv7v29/N0N8m60qjgbpdekmtvRH0pQ8Zpz7jP65G3o5rWfO1byiC0q8iQGrCgdZPQZlPq912YxkEXkxZOeMfpwVECWvqZpAAAgAElEQVTRlbd57b4HSLTaYVq9SjvJc7CW1BPswW67Lgy7UZ5ZFqtzSQw8cqopAubO9a90fuRvZL+Bs83/C4qCQEiDgH/8Q0RhW8wfOiPyObVrQ+TDik+peqXU2QD+DKATgP9RSi3VWp9cWx+3wnI4HAYa8VG6a63fQqRGRMy4F5bD4bBwGUcBACs3bZWKt62C9+P8QFwhd/VbZo4oXpaXdxCr3NbOsg+nqAVgWFo4f1TRVDl21lzTM/3ziSIOTVl8mdeeN8a/CjRgpvp9Y9xfvfblp0tw745KcxLOaSfGlnfzh3vtEA367fErjD7XfXOB1+6RIpWBV54pwcJ99psWujafSzKnEvKBqc1XMK1Nqe/2UR03Bvb5knJYfbhLIgSu7vKJ17YjBPhaGbaU2oQDgp9DZXLsVfeYgcxsTcz6m7RThokMVh2oX82Kz6Xs15Cb5bk88gp5Dr9+yrIS0jNa2Uqet+ReMmY7GoPHzZbxsRdRwPVwc97W3xw5r7r/+iVoAOKYJq9euBWWw+GogfPDcjgcLQKtgSqXwA+AlqDaoJS7AIzgZ3bqs0neRYGl7SlNbQUttxOttW0KOZWG/X9FWDwE7NTFz3ptttjZFYzfGCcOnpwGuOiAJEyy9QQj0wq99trS7l6bxaZVq0wjysMj/fNEsahY8ItXje+yykTERaXMFV/36A/MoOo154hYeefyM732k6PE9++roiyjz+6qPl57RCuxlPL12CLgqX1F5OX5fXu8zKcdAJ4/WcbKTpedSXq2K2arFPoPSQmxOPXxhgmZCCJtu/Qp7i7Xc0ofUyTMLfB3HB18h4iUa+4yxVVO38xi+qKXxGo5aJZ/0HpD4URCh8PRYmiuImHM6z6lVEgp9Y1S6r3o5z5KqS+VUrlKqVeVUjEm5nA4HM0ZDQWtY/uLN/URVK8BsJo+3w/gYa11fwC7AFzu28vhcLQ4dIx/8SYmkVAp1RPA/wMwB8D1KpIP4gQAF0V3mYdIIq6/1HqyEo1O35YDADacaCqxOI97UpK8R0u6BE8LJ2HjZG2G3kqZ/dUBqrxMLg+cOzvj8J1Gn6IrxZO63ytzvHbehf5e5oBd3fi1wP2CaFuU7bVZz2O7ASyi/YYkiR7t4ZGiM7K944su8x83BxXnnGImEGS91azhorf6bmM32stcZCfQ3FcElD6fNsTUwbHu7e3xonvjIO/8yXcZfVjHGKqS8+zgeuVWWSwO2g5i6E2mnmjkb+UZ2XVE2N4dAFB0YS/f7YCpX8ug4OuTj7zT2C/vawkiD0qwaAenNyi6+YqEseqwHgEwHeI91QHAbq11tfPTRgA9GnhsDoejidABBqmmpk6RUCl1GoBtWuuDckhTSk1VSuUopXIqyovr7uBwOJocrWP7izexrLCOBXCGUupUAKkAWgN4FEBbpVRidJXVE8Amv87R3DhzgUjl508XRAJnB8wxzb06Qd7oSftl+7rbxUw8cdRMo4+aJEG9mfkUCF0u++zLNpfuYVpKs6d7FYkSS0+72+jDZvT8yZK7iHOWq0TzPAUXyVg5ENkod2XlOVckQj13rIjMz22TqtLsHgCY+bU4s1Rot7g/vD3eFLuO+UiCl3ftT/faVVXSvuXbc4w+hQc6w49k8pRPssoRJ1NOMIZFVxv21mc415cNlzcLUyXsfq9Kn+9OMcuMsesAB3r3eUzEtrSQ+XvO1cnbf0v5tOh5K+kIA47UUB1kO1cq/5BEQAAYO1nGkEge8exdr9uh0YhXLOHBUOcKS2t9s9a6p9Y6G8CFAP6htf4FgH8CODe62xQA9U7G5XA4miEakQSDsfzFmUNxZ70JEQV8LiI6rWfq2N/hcLQQWrJI6KG1/hTAp9F2PoAxte1fG8l7zbdzBUkTlZQPyFi6L5lp9OlHgaXpm+V4XKopodI8TwKdtzKdxMM0GcDty88y+uRPfttrZz0l5bOKrpiBIIx8SdNn+e5jlMECUHCJWOnyNvzZa5/cTly2d5PYBgDpCSKPsAg261O5hseXmBa/wovvR10c8d5txmcWkx9aPcFr//kjsbaFMyxRjxS3vx//sddu3V3EWrYKAqbnPovSK8+UMRslzAAgUc5T9DspYXbUV+Qxbhkpk+g5YOsd/4Sz2AaYlkX2NK9Kkecow4oFX/GAeLGztz0HPE9IOM/owyHxu28d57XXzJZjHXPBA2hUnKe7w+FoGahmayV0LyyHw2HyI/DDanBKuprL7cT9shZP2yLr0f1mPK1B8h4KfqYCNBUZ0p9zCwFAOIm+o7xbmRvk/LOvehtBFF0x3WsbFiBrCZ1OaYizH5fle9pmkU0K55giJVedWXPOZq/dj/axA4wZw0pHFsjCi80qMyzybimTidtVLuLm0tP+avRZWDDYa5eF+3rtlF5i0l1zjukAmf13EUXZQdQMajYDs7m6TlKBWIGHfElz3ctSvfqn6sLOIdJOsKTVso4yVwnlbKGmKkKdzU7Db5AxVPSk/vSMLXvcDGQe8QfpUzlcRPb0QrECLwy/jiAG3964Qc6BOJHQ4XC0HNwKy+FwtBTcCsvhcLQINAJzxTU1cX1hrdi81fNwT0gyJ2Td7SL7s8mYq+3WgA6xZtZ1vruw6wNgBkazqZu9mO0SSpwPfNTlcrxey/d57dwLzPzsCaRTS90uJ+LC0fbY8qaLDojLZ3He9CdHFRl9OPiYvc4TiuWcdkXmY3qKm/TAjK1e++bR73vtV3LN2pinpZd47U6h5V57Xc8uXtt2Bym8WHSB7F3/xUQJvs561nSxaLeE8s13kuspb0s6ud9OM/pkPyE6wr4PiYtCiLzeaySM5BVEwHPEOisAWP6gfMeRGutv9S/lBZgVopmh0+XYx51h1hDIKNgjQztT3OP52WvsXE4ugZ/D4Wg5uBeWw+FoMTi3BmBYty7IqWX5XE113ncAqCBJi8spAYAikYFLIO0js3e4m/VTQfehk1TVws7hsl/udHOMR1wl5136jHw37jwRRVJ2mje4vJ0cr7y1f34uZXnhZ/9ZrqHw96YXfDWclwoAZg3f7Lvf7yeKN3qZJQ+d0kpEuq9Ksr12yWZpD042Tfr7tXz+qkQcLVikzLcjfwkOsjaoNF0USjr7RyJkbpDtdo6owpkiInJeM14lKMutIfN7Oe/yh/zFttL25rMzbJqcN51cGY79uTwHuweYLvVl7fyXKppiyT/7442++wDA4DvlnEvo2WtsT3fbTadRzqHUnwCcDqAcQB6AS7XW/tHvUZpnaQyHw9F0xJpu9NBfagsBDNNaHw5gHYCb69jfvbAcDoeNilgJY/k7BLTWH1ES0EWIpKmqlbiKhOtXbsKkoZGSTNvGmeIDV8xl8XntHf7LdcBcLu/vIe/e4ixa/1u/AuyVvPjvEsw6/Ho51rAbTZFjxZMyNvY8Tuopy/+K1uaJ2qyV9m5xEjeCsTMLzbHt7y3fZT0n1jOuurzmHDOLD4uI64tFznhp7EKvzV7qANA/Ueaqa2ae105REnWelWjmsmqTIN/9srUEL6d1k4vgatc2VVVyTk7FXDTVDMweONvfs7uUHxf/7MQR6NnhYtHhVPP+hMlKzc9ReVs6eKr5H/JAd/lO07GX/dm0WjJ87LL21J+Cn1kVAFjpm2u71sYk9tVTR6UUKVcwN5oDr75cBuDVunZySneHw1GT2F9YO7TWo4O+VEp9DKCrz1e3aq3fie5zK4BKAC/WdTL3wnI4HCbVCfwa4lBan1Tb90qpXwE4DcCJWtft/RXXF9aAoT2wICcS3MqWldo46VjJw7R9VIbxXVlfWS9XZsgEF14lS/TDrzVFDK7sy8HLqx8Kdhjs+6BYnjrnypyWdBAxJ3G/eYN3DZWxcZB17gwRL/n8AJBQKccuuvQm+GFXZM45RURETmvM+ayWnrbG6MNOoYOTxcqXosQ5dEeVncZYvisisXYNHeuNcTlGDx7DeYNWee17Dn/Ta9vXs+52s6pzNQPvlntgB7Qz/P8snCzzmbLdVNcmUnmBVt/Jvdo2Wg6Q8b15nuUP+t+7oTOkHbICsdc8Is8V50jjnG2t882x8TOPE8xnvpoE/+zTDUacrISTEClu81Ot9YFY+rgVlsPhqEl8HEcfB5ACYGGkciAWaa2DFaFwLyyHw+FDPFZY0SLM9cK9sBwOR02cp7tJOMYzf/x/ogexzb/8M0BxroYpmXUINlzSiYNm0d26WZQMb/dAKu9E+oqyTqb9OYH0VkG/VnZAriK/Fs5lzzowW8fDLgK79o302uvPu91r2+4GrGti7/YUxQMqAdMmQcpkdQ2JAqh/+navbbtPsO7sokVXeG12xWAdHGAGapfsEYVjUqKMLX2XOaGsG+I5bbdS5m1vf7MPJ+rb3V/uaf4N8rzY7i3s+sI6T352winmebKfFF1tJgXBV6ZT0r+AAGkgOIFfSXtT71XtLtQ6teuowIPFSlPVoY8Bt8JyOBw1cS8sh8PRUoiHDutgaJ4vrICAIcMDGGbZJA5u5aBZNjkDQNv1smPr7rJEr6I8VXbA6vpbzfNWwyJCqMQUI42ixzGqAzj31/5e1J2kzay5Zu4k9hS3815V0y7ZtBjfu/JUr90xUU50Onm9b6kyg3gHJUlE+rv7Jfj5qLRCr51zoC93wXIqB8ae94wdzG178lfD6oB92eaEco4z1r3sGSSbk3eZfVptlOfg89fFDYYD3TnCATBFzzEXy3jYbVJVmOdJ3ywPc+YmuZF7s2W7HdRf3IvymgW8ODgyhFHq3iX+PepJU3nY10HzfGE5HI4mQ+nmu8KqM/hZKZWqlFqslFqmlFqplJoV3d5HKfWlUipXKfWqUqqxkyA6HI540UxL1ceywioDcILWer9SKgnAv5VSHwC4HsDDWutXlFJ/BXA5gL8c7EA4/avqJhMxabhYCYv7tDH6pA6W4a/8Y7ClJYigNLe2pzvDYmi4t/wM2RWmWYzjysCczpfzOAGmyJFYLMdL2y79S3sFr9XbZfo7C3dN2Wt8XlcsaY1P6Sq5sTLJSrimvJPR54jeYlncsVNEyke3SOTFFxuzjT5lGzK99kWtu3vtcorAsPN5XbXkl157yQ4J3uf8YHZq6SQqEWeoBtLkPGVWbqvMIrF08rPH+c7sVNmJFDC9fTTlNaNz2jnOVt7v/1wedpsc2xbv2DpZkQlf+ltzoKISe0r3noduJQSardK9zhWWjlBdfC4p+qcBnADgjej2eQDO8unucDhaINViYV1/8SamfFhKqZBSaimAbYgk3coDsJty2WwE0COg71SlVI5SKmf79u1+uzgcjuZGfBL41RsVQ4C07KxUWwBvAbgdwPPVrvVKqV4APtBaD6ut/+jRo3VOTkS0sFO8fvGqiEfsLLdmdrCoxwGoB7LFitV2uYg2tlNe//tIpCNRLWOjvLv39TUDf1O3Ud6rTOnDwbWJB0xRIExGtjxKucxVoGEa4pC+gR0L5dgVfcRDteAXZrCwWUVZqtFw1WW78jNbE6cM+tJrj07P99oT+pgB0+x8ylZHFjdnDzcrZmc9/Uev/c7EP8v16ODfyaOyiny3m1WxzQrT/ByUdCMrcC7Pp3k8Vr+snhObOoGrOO/v5S8SJlhWQlYHJJGYz1Zk+/z975dnNJOm4wCpSiozTdVA/nURS7ZSaklt6V5iIbVHL937qrpTmQPA+tuuP+Tz1Yd6ZRyN5lv+J4BjALRVSlUrkXoC2NTAY3M4HE1FM11hxWIl7BRdWUEplQZgAoDViLy4zo3uNgWAvwONw+FocTRXHVYsVsJuAOYppUKIvOBe01q/p5RaBeAVpdTdAL4B8EwjjtPhcDjqfmFprb8FMNJnez6AMY0xKGZCwnmB35U9ONZrJ+6RS2G91YirLRcFSnOftJdKPVFVXzvIuqwD6QuombJD+le2Mn9u2q+CLzqT7e6mvmPVPaLHG/qO6GnWnSn6m+u+ucDo8/Z4SYP9wKqT5Twl4m7AuiQASCgWW3nKYaL7Y70VJ98DgKWn/RV1wXozAEaE+9elvb12OSVED1u+POvXyyN1dKrkjl9zjrg/ZP+XWQKtcM4M+MGmf7t0G5P1lMxP0RXTvbZdyXrP4PHygaLtWX9pBz+nbSO9Fd36A3b5OYJVfCVd/X2d0rY0cv2YZurW4DzdHQ6HiTb9CJsT7oXlcDhq4lZYJttGmUvaITdTIDEtnfddIGLfopfNIGTOQ6QpSpTN3KFUowvakbW+itwS2Ks53bJFlHSVn5uCa2UMnLPKzrHdOl/ySbF3uyLRsfDXZt72cR/J55VnSpkvFvUeHvmh0Wfv9xK8XIWhXvvO48XF4MjU74w+XWmCu/b43mtzzqpTe/9g9Bnw+myvHQrJfLB3feHF9xt9eNzbK1vBjySrJPOHu8QzpnvnXV77pBcpD1iCVTGbRMSMNjLvudNFlO7zkplHTFPF6aIrRKTs+7Lslz/ZdNN48SPKyZ4h465sTcHKVhB8qFw+cx735D2yfeKomUafvCXyeehN5LLRWZ6dWjxDDhmF5htL6FZYDoejJu6F5XA4WgTNOFtDk72wbNvHqnvFSjdopiyDWQw8+UjTwzn9xLZeu7iHiCnsOcyiJgBsH+2vTWy3UtbY5a3N0RX8wT8fVt6NYnmyA3ILT5OUwgmUSrkqZLm3E/tKU3y3bypr67sdAFZV+B+PLXG2Z3m59q8RNSBjm9eeNdx0q/v4e/GWXzzJsgZGYa97AHh7vIivLLoGjRkAjktf57Wr6CmxPfxj4bC3Zkr/i2YG7tfvlTleO3/yrV7btpSGytp7bR2SOdVJlKq7lSni7h4mzxsHRqdulTn4iERAwEqPnSl9OO9XONl8Ro+fFBHHM1v3+FEHP7sVlsPhqIGzEjocjpaDW2GZ2CmFGTYc8fI472szBfDgO0TcY+sdk/XKBuNzwcUimmR8L3dlydMi3nHVHcDMgVWVSj895PQYsixXHb+RY287SrYXXXmj12aLFADkT77La5tBzf7OoQAwngoDs8XNdshkevcUJ0xOUcxiYM0K0yIGGmmaE2U+ii57krsYTq4Pj5T7MJb2sa+HxcAQ/a/ZnT/Ea8/d/FOjTwIpXLLSd3rt1We/5rXP/+I3Rp9ySgGdd6GMO+uvcm1FV95t9MFp0sx6hpxxOY9xmSl+K7oPOlnmKqE8WCxO20pBzhS0XXCNPON21fDth0dMkJVLGyCpXpziBJVSswGciYg79jYAv9Jaf19bn0Z2l3U4HC2ROMUS/klrfbjW+ggA7wG4o64OTiR0OBw1iU/lZ06FmxHLWd0Ly+Fw1CBebg1KqTkALgGwB8DP6tq/6So/J5szMvYi8VpXfURSZQ/yAfdaeazJczj7L+JNnrhP+ucWmH24pFJJJ395v9fC/cbnolNFUWQEOVPyw7zf38hdjLEWXCv6MdOT2tQTsZ7l7fF/89rv54v3dxVHb8PU8yzbJ/q5k9ut8Np2UjzOm/7kKNFbmUnyTP3awNmiM0mloOa0bXL+Pilmn4Jf+Ove2E3D9tw3r5XcABIkSPuotv5J/gDg5qHve21OOvjGuL/57Q4AmLL4Mq9ddOWzXrtmSTW6xxT8rEpJs2L9R2eXB1Bl7/J2wW8ELjkXuOawHl2v4nVD1IXQqE+Zr45KqRz6PFdrPbf6g1LqYwBdffrdqrV+R2t9K4BblVI3A7gawJ0++3q4FZbD4TBQqNd7b0dtGUe11icFfWfxIoD3UccLyyndHQ5HTeKQcVQpNYA+nglgTdC+1cR1hbVy01avEnOS5Qaw6CVyKyB3Bc6JnVhsvl8zN8p3X99mlsyq5sippkjIJZU4XxKXVlrx+e1Gn2MuFHH1i1fILeFh2W6XhKrq6H83ExKC19rJdgR19bECTP32d5d2/sxr9wqZYi3D5bOYkj2pvtsBoCrV/3pYrE4qMPtzTq+VZ5qiXzU1veNX+O73h28me+3h6RuN7+5/62yvfXS6lHu+oLPk/Xozr0ZKN495Y77x2hyAHirubOzHQewJVeTpnugv9gFAl3/L590D/fuMP9sUPVe/Jc8Yl6JjkvaZn799NBLdoe65vkEqP8dJh3WfUmoQIgJoEYAr69jfiYQOh8OH+FgJf17fPu6F5XA4TJpxAr96lfk6VLjM17BppgjV+WuJEN58jIgWpZ38c1EBwKBZ/qIjkzvDTI171BRZYn81T77jEk6lHc1jJJRL26zoLO2KVuYd7vqFjGfTidJmT/cxC8zyWxxUzCLQOe3ECFMaTjL6TOoruZj7UM4oDhZm6x9glsnidNBcbdqWThWJOqk7ZHtxT7m25N12ymcJQmdRi4O8l59xl9GHLaUsIr9wtJQMuHGZmTa7S5K487C3f1ay1MGs0LH9Np/XP1ii4pTJp7T61mtf8trVXrsy3fqfTg7tIVJppPxA8/mD+ex+PVeeyz6Pyf0JCsJnGqLMV3rnXnrg+bGV+Vr2RHzLfLkVlsPhqIFLL+NwOFoO7oVlUt7WmpEAx4/s98Rh8MQ35xjfJRxHkaGKrFVkQTnsNlP0XD3Pf6lrV4hmONdViMTDMDmu5l9vLtdZ1Cq6UiyYw+dLuNTyM8y8UizqDE/f4rW/KBbr71e7s4w+k/pKW1OgLacNLrzEdG0xrocmPpMyKZe1sypZkyRaKmmhjGo07LwLmNV6in5tpk+upmYAuL+DJ4vPiye97ruPzQIKmA5ZShnb2urHGZ9dbXy+sddyr/1DWJyJK9qL6BraawY1K3Yw5VPS9OrgOOhA2EINSOXnhsKtsBwOR8ugiao6x0IslZ97KaX+qZRapZRaqZS6Jrq9vVJqoVJqffTfdo0/XIfD0dgoRIxLsfzFm1g83SsB3KC1HoJIKqPfKaWGAJgB4BOt9QAAn0Q/OxyOHwNx8HQ/GGKp/LwZwOZoe59SajWAHoi40h8f3W0egE8B3ORzCF9Y/wMAeefJUJJ3ykxsmCA7UvxrZGwh2S9prygFykg/xmWWAGD0paK/SSqR/b54JVgHkMjJBqmZUF5L9d5k/5+fVqllgX3YPM/e25ef/rGcszblArkeFF4ivx92srfEFNmvIlPGuT9btudOD9bpMez9XeMBTpMNrFPTB0RpU3SlGQDOOi2OCsi9QPR9rAcEzDlNpD4X9hRPddutodSoPi2/28tWnuq15x/3vtHn3fzhXjtVycNY9GupFp31vKWrIx1W0eWyH0dGZGw188AbBNxu1o0BwIRxkTJsrTK6N0hOdxVHd6f6UC8dllIqG5Gy9V8C6BJ9mQHAFgBdGnRkDoejaWjJOqxqlFKZAP4bwLVW4i3oiPep7yUqpaYqpXKUUjnbt2/328XhcDQz4pRxtN7EtMJSSiUh8rJ6UWv9ZnTzVqVUN631ZqVUN0RyMtcgmhtnLhDxdK/eHk4yrzaBcmGvv0VM5aMuFxGuuKe5DK4ikfBAD1lWJ+2hIFPLZLy3H52zXPYbOp285tNgUJlJImYpVfL1r8oVIdV/mZ9YS/Aze2nPvUDM+yf0Weu1b1h6fmB/rnrMlHQzx5K6nSaFXCHCtLn/fVbuMb5d1E5Ilf62awfDomOI8kf1ecQ0zxdc61/Oy8y1fpfvPjZcGdzmFxMkUDwzJFEWLB7eS+IhAPw0o9hr7w6LSw2LqEW/Ch4bX2s6BU//cJj535CD8pNprli0b7XL6IKF0YB9pe5okODnFrvCUkopAM8AWK215qd4PoAp0fYUAO/YfR0OR8ukuVoJY1lhHQvgYgDLlVJLo9tuAXAfgNeUUpcjkhoi+Kff4XC0HJpx5ee4Bj+nd+6lB54XsT7t7W+el8W4JErllLZD9vvqedNLnas6F/cRb+PE3SLb2A70KTvI85h+IVY8EGwVmzRMqgGvvVk8nDnAeNT7txp9lpwqXvksmkw79V3ZnmxK0aVa3MnZqvUq1Ql7Y9xfjT5c3Xj12dJmsSL9e3MWDnSVOWXjWRuRPLFrqCWyk7XVsNbSGj1sid/tJS4brfNFXOWq2B2XmefZOYxFbvmOg8m//4l5PYZFlkTxoiliKeW00AAwMlPSLP9z12AZT4o8fI+NfNnow57zDAeg/+RjM1V2aaVMMAe3D7hH7g+rQGw4TxuX/MrYZM5bdZm6hgh+zujQSw87NTYr8eIXbnDBzw6Ho+lQaL4rLPfCcjgcNfkx+GEdKkN6d0HOE3Xn2eFKyysekP0njDUtMPrEVl47a75M8EbKP8UVdAAg8YC0lz0uy97Bt8vSe81sczmce4fk5yo4X8RADo5dcurjRh9TBJH0vCzqVcCUofg7DtZlMdCuYLz6bLEm9nmJ8mFNl3Ha6Zs5kDllp4hXLKan/GDOWxnlJTOqGdMl2I69u0iC2j3IMr1G2THSFO/ypsn95nFvOUbOX/j72AJ9WUxfcuoLxnefFYq5eHBX/2LDnxf2NT6HqExTFVkTr/76Iq/9r5NeChzPwDfk+V1/i1gW7QBwflekpMu8lbcmUT7UEOVxAmjGCfzcCsvhcNTAvbAcDkfLoXlKhO6F5XA4auKU7hZjLjG9kNst3yMfJktlYPZAX7nIDHplz99/vTcdfoy+zPTYznmWynyRN3fubNr+6t1Gn9wLpOzXpYsv9drzj3vOa7NOBABGZnb32h0miKmcg25jSSJnU14VnO1NV/r7AWtL3dH/VclwuD9L3DT29ZRj2/qoEEUF8Hf7e4vsYKWbR8oO6VNB+pe8Gynp35/N54A92kOdyNVlr7TZZQMwc+5z9EHejeJaYifjm39cHvzgcmCspwKAJOVfhm1Kh//z2vZzsL2qtdd+frQ841nPiF606HJ/734AyHpOgqmLLg3OLXD0LyPzmN6+56EHP2s4pbvD4Wg5uBWWw+FoEVQn8GuONNkLK7HEfIVvPFkSlqZvle09394kH/6IQDhPeWVb8XZOHBwsQgXdlOQU/6U/ALRNOhD4HcPe0yNab/DaYR1bgoxz+kk14imLL/Pab49/1tiv3ysi9hReImb8rKcon/ocU1wetQFGsQMAABHcSURBVEXmaskzVHGbXDva5pqTs7uDjHvl/eL2wS4otoRb1iG4RJuH/VNO4ivnKWcXBzugnUuQURyzVfbMdDth0Z7v6cMjZd5fWj/G6MORCMySUlFhtE4wA9CLyqVmXGoaydKVMuaLFl1h9KmkZ6ToUnFb4blm9w8A+PKFyFwpNe3Qg5+1jqtIqJS6AcADADpprXfUtq9bYTkcjhrESyRUSvUCMBHAd3XtC9QjH5bD4fgPIn4pkh8GMD3WozXZCmvTSVZwbSmJD9eIKDCiwvTSDiKPyk31v5/EQ6sis5FX6RYJVGXRKu/CmUYfFh+eG/Oq12aLUidLTOEg2iAx8NS+K3y3A2al5M8nihjI4weAoitFDGSP6aIrgi1PLAYecZXM1ZonZXvfB01LHALyeLFoMvhO816VdZB7HFTBmHNjAUBot7SPuVD66P6yX5WVXjuRpLAqSss86F7JX9U/abbRJ/f85+CHea8XG989tHqCbx+29m6xcn9zjjO2Mhb9xgySDmLip9d67bxpj3jtAXP885WldG8AKyHis8JSSp0JYJPWeplSsXnuO5HQ4XCYaADhmN9YHZVSOfR5bjRpJwBAKfUxgK4+/W5FJE3VxPoMzb2wHA5HDephJdxRW3oZrfVJvsdXajiAPgCqV1c9AXytlBqjtd7i1weIcz6slL49dI85vwMAVB0w35VcUYQdA7myMOcQAoCMjdLutkCsiYWTe3ptzq0FAGVUtbhikFiH8i8U0ercz680+nDwMVuOeLnfI9HMWTsuO99rc6rdm4dKJZaazoxiyeLKvlUZ8vQUTTVFiSPeu81rLz1NHF5vX36W1549/G2jD1vcVt0jFj/OvWQ/sMXdOU20bE+l4Ol9fa200GS9S98sIh1NG6pSYdBrodyw6rS/ADDoLhnb2juCczWxWLpmVvB+7BzMVuFVZ8302rU9B8w/CgYFnoepCihvblf0YVhtMOJdmY9lp8/2271B8mG1atNTjzrm9zHt+78fzmiQfFhKqUIAo52V0OFw1BvnOOpwOFoGTVDmS2udHct+7oXlcDgMIhlHm+cSK64vLKWAhFBEgVFV6e81DJg6jpFXUsmjNqYOoELy9+GDfNH5sEdw18Xl3AX551LVYdJbjf5A3AByTjF1FWzO7pQouph0JRWHi7Vpzub83z/NEKUPVw++sZfpNc96p3DyeBnn1GATePG3opTru1auO5wm/ec/ZSXwk6ACQ1+YRtWElz9k6n84L33KLpmD5Q/KfsNvMM/D37HeLHmv/Gf45n4roeMsabJOrZaC2QYh/0pnhhc/AOTOvs13P9O9xXwO+BkZ2kH0wvPGSDL8RUXZgWNLpQf77zuP8doVtus+seCbyV572emSYz778QeM/VT7yHOe3KeBKj9XuReWw+FoCTTjys/uheVwOCziG0tYH+Lq1jB69GidkxPxMbNdFEJllCecJD9eLZe3NW3tLJpkv7HTaxeeI2LS2pmmaNP/NTEH554vZmIOMJ43xgwwNkVCySXVigJdU5WVQIoIUwQUezvbwbQdEsQz+xfzfyf9U+m6Q1aEwL6Q736qQs7J1aoBIJwsx+hELn+L/y4e6JxrDABKu8ixW6+XY3PJsKp0q3Qb5bDislQ7D5djdVhqerqXdJKxlreTPuzeYsMe8bsGyvE4f79dxo1zobELB5fc6kviIWC6vjB/ILHNLg3GsDrgujfEoz5xn3l/QiT+FveiwZHpLqHC7FMdKN4Qbg2tW/XQY478Xd07AvjkX7e6Ml8Oh6OJaaYrrFhK1T+rlNqmlFpB29orpRYqpdZH/21X2zEcDkcLQrfsUvXPA3gcwH/RthkAPtFa36eUmhH9HJy/NcqK77di0KyIqKFswwi90JP3SntfPwoe3Wu+X9njuX8yecfPkO1cGRkAcs+Xz7yUnzdGlvK253IIvbx2cVhy8A5O3iz9fzjW6PP4kVLuafh8Se28/Awp9ZT1tJngK2mn3A6dyeIdictJ5lOik2TiuPxW4gGWq40uhhV2Oy3m2RKYVmXONQcsH/tzsVAt+/M0r81iFmBWbg6ZxlqP4u6maJO+WfqsulfEs6OmyLG/mmeKhxVpcgwWdzWJwiOutqyEj/uLmBxcnro13fzub/JdUjux/OaeL8/O5V/9yujTmiKzHx653GtfXyXXU9HGvEGa7x2LgWX+0QIAcOEXUwEA7QZ3bBArYT1iCeNKnSssrfW/AOy0Np8JYF60PQ/AWXA4HD8alNYx/cWbg9VhddFaVy8vtgDoErSjUmoqgKkAkNjGSY4OR4ugmeqwDlnprrXWSgVHHkVTTcwFolbCOyPi2vDrLSdDclQcfId8V3j1NATBIkz+DBFZTEvgTKMPL9mfOUqW8qbDH5VegRm0yilwuQIOi4AA8JOPxdlz+RkiSmQ9L1VQQnvN6a9MJ3Gvyl8sQJm5KNbJ0idEFkOOs00oN8UuTs+lE+TYYRbhShHI7gH+jo65M0wxi8WwEskUjPRN0j/rlQ3cBR8UiKh05FRpf01i4GG3mc+O7i3Xx3qVso5yPZWWpZSrKVE2a6hM2S/Fkiu6/1vksH8uFAszqx1Wn/08guCq3RVtBsg5LYtfAlnMk3fLzeKqRLk3mXNdnSK8eJ8VTX4waADNNKf7wWYc3aqU6gYA0X+3NdyQHA5HU6IQmzjYFCLhwb6w5gOYEm1PAfBOwwzH4XA0C8Lh2P7iTCxuDS8D+ALAIKXURqXU5QDuAzBBKbUewEnRzw6H48dAtUgYy1+cqVOHpbWeHPDViQ08FjqpNI87U/Q/n71jBgGHU/2XpMnJVb7bAdPMHCuck90o22SXRyZKKwOmlnRTqspK6EZe7J0/l81bx5PrQtjSR9EUtCr0z3te0tmcJ85/P/Qm0QcVZ8m8ffuI6RnOifEq2/nP+4g/mLqlZY+Tewl5zq+eQ8e+1zyGkbxxrn+V7tQycw7K2vqPh7dWWLn9c54VnWfWXHJX2CX6tYpM83jfnSyTOmgmJRScOVPG+ZqZWI+fxVVnScmu7KXiGsI1DGwG3k3zQXqrPo+aFbMLpkc93W+64dDLfMFla3A4HC0J98JyOBwtg+Yb/NxkL6zW3wWLbQyLgXZAbuEccXngElf5k2d6bTYlA8Brx0iZLg5G7ZUo49ln5d4ekVbktTn/dtsEia4d+MZdRp9154qs0+cRWb4XXeufux4AQsUi0u0eyG4NIs7Ynu6q3F8MZE/opOLgEkqtNpBHfVjEIXtsVe3Z5cH/eLuHmyIy5yXTXPKL5sOuCG2XZfOD86ABQNJ+Gc+BHnLhmrzes+Zb/wFJKk3cLdfNYtcpfc2xcc61kw8Xt4b+qRxlcTuC4Gc0ZWta4H6cuyshxvJX1f83Urs2QJkvDffCcjgcLQeXwM/hcLQcmukKq8nyYXHZJsAMZLZFvyC4RBSLQGVd6IN1eUl7RITiXFtnTlzktSe1+dboM6HPGq/NAbBIlINzmTLAzPeVvIeCl4Oz4RpjrWhNQbzUJ3mXndtK2pRqC+UUUMvnj+xITZLA2JO6rJ0VZJ3IIqHMYeo2Cjy2sl6XdaRj0LVxya9KSzLi4OVMcoLnIOkEK5C6MtP/GU7aS/N+EB6HKbvM41a0kuNVZsh2fnY5+gIwLdmFV4kKY+BsecbtqAIObKhoRfNeIufnwHIAWH9rRJRtiHxYbVK76XFZU+reEcCCdfe7fFgOh6MpcUp3h8PRknAvLBPbkY9FKN1atrPVZtTlpuXqQFdZIhvOiITtYMdiSxKJSly5pLZKvMeOWOe1Xxr7lNdmCxAA5N8iFVZYxO2wWuS24i6mfMhibfs18uHfbwVXzWEmjprptT9aMjNwP+bIKyjA+CmZa9sJdM8AuV9502S/4yiw+7P55jgnJJzntReGX/faJx95p9f+8OtZRp8B98p49veU+7Pudrm/J/7ETF28YaLIlZw6eNW90mfCWNOKu3DRHagLO4138h5ps8jM++XfEuwEys8B3/n0LXbCMmnqBHrG75brGXe+WTWnwYnDC0spNRPAFQC2RzfdorV+P7iHW2E5HA4brYGq2NyOGoCHtdYxv33dC8vhcNSkmYqEB5utweFw/FjRiKRIjuXv0LlaKfVttHZEnRk+m26FZQfxxjIS2zpP88XewWtmi6yfus18J1NKdqOcUqxUBtjHa/tB4pzd/34zNn0UY+g+rDGXdJFj55Heqt+f/MtYAUDqDtLd9fL3pO60pNj4vOwx/0rJGQV7fLfbjJ0susRFpLficQLmL2hlhgycveOzk03dH+slWxXIfBz1K8oDb+mshk6XOe3935u89vf/r4fXXv+YmSSPq5BXZMpIy9sFi08cvL86IGpjyTPBJcw4mWVtjD8ncp6Mtj0aJqd77CusjkopKhaHudGknQAApdTHALr69LsVwF8AzEbkFTkbwIMALvPZ18OJhA6Hoyaxv7B21OaHpbU+KZaDKKWeAvBeXfu5F5bD4TCJk9JdKdWNakOcDWBFbfsDzajycxp5TFdSdaUwvVJt0aYyw98LmL2lbYzq0VQW64zxsqq1q/dO/PRar/3R8Y947aznJD97WmGy0YerDnOwbnkbruQbOEyjGrARbGz1Mdw09kubPbHTLLN5SRfyGqd4ZR1bnK0ht7ErRm39WZTl+2uXq+J7zB7+9n4MPwdcuXnYNMop39V6Jug86Vtl4MsfpNJxVgA4j8HIu05SsR2YbUdaeMei83NUQ+RLaSbvJjeNe2RsR//SdNf58oWGq/zcJqmzHtfh3Jj2XbD1Lwd9PqXU3wEcgcgsFQL4Db3AfHErLIfDUZM4LGS01hfXt497YTkcDosGswA2OE2XDyvf/LzkaX9P9dpgC8qau/z797/fskJRmaxwiqzLWQwc8a6Z02jZ6SIGco6nomlS7Lrvg+Z5eF2fQOJQbelwDwb25K9M96/8fKCbKaux1/ihwtEHtVm7htzMKYWDzz/2IrImviRzdcIJlEvZEj3zzpPHmOcjmSx57J0PACePFKvhxpPFms79q9MO+8Epo1kMDHoOa8NWj7DFnFULTLUIWM2QWxo2H5bWzbPOl1thORyOmrgVlsPhaBHENzSnXjRdPqxZVj6sO/0tIKHy4PFtH0F5lQJyItkiWD+y/OgkqnpMbbva9IA50qc675CNnd8r8zs5Hqcu3tdX2jpkjjn/Ohnr4df4ixy21amcKsZwnqhkygVV0tVc3nOAcC5V0OFA6LSdZp/wIf60bRsl94olOrbuAqaFN4kspXxt5VaVHM4JxveR4bkFgDGXyDOWWCJ9Np1E/ROtY1WSZfAHMWGyxS9lZ7CplNOC7zicgu3ttNDkVM3WVVaj7LccfsujwdjfP/AIyr7bEKu915c2oY76mIzTY9r3w33Pu3xYDoejadFNUCQ1Fg4pllApNUkptVYplauUmtFQg3I4HE1JNIFfLH9x5qBfWEqpEIAnAJwCYAiAyUqpIQ01MIfD0UTEN/i5XhyKSDgGQK7WOh8AlFKvADgTwKpYOpdbOcOrzbIAsIpMttVBnUDtgcNBlYX7Wd7KRx0n+dlfOcaL0USfl8wEfIwKuC+sa1v7QmzuChPGSWXghZ8Hl4T69lH/HPd2selen8iGTxfchFhgnRzT+fMdXnvByuD5iBfsCrHiAZkPLrEFAB9+K3PKSQO3XTUu8NgdPpWE8R98J24r3D/vxZFGn4SQ6KDW/0bGwPrL5Q81nMvIwaCumdYglZ/xI3Rr6AGAygRgI4CjD204DoejqdFaQzdTK2GjK92VUlMBTAWA3r17N/bpHA5HA6CbqR/WQbs1KKWOATBTa31y9PPNAKC1vreWPtsBFAPYEbRPnOjYxGNo6vM3hzE09fmbwxga4/xZWutOh3IApdQCRMYWCzu01pMO5Xz14VBeWIkA1gE4EcAmAF8BuEhrvbKOfjnx9NtojmNo6vM3hzE09fmbwxia+vwtkYMWCbXWlUqpqwF8iEgRkGfrelk5HA7HoXBIOqxoSZ5ay/I4HA5HQ9EURSjm1r1Lo9PUY2jq8wNNP4amPj/Q9GNo6vO3OOIaS+hwOByHgivz5XA4WgzuheVwOFoM7oXlcDhaDO6F5XA4WgzuheVwOFoM7oXlcDhaDP8fIQroS3bKPE8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 21 0.13845497816247576 -0.9296942352411328\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 22 -1.478975928476861 -0.6975987761478263\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 23 -8.867784276793 -10.711688711523724\n"
     ]
    },
    {
     "data": {
      "image/png": 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A5pINbRELej1IKgA5wCum+LLmcMQDi/alHbSen4O9YoA+B35HqzoT577PJYffl6q0YLcjzmHQGGiuImGdd22M2QDgGxEZED10NIAVAF4DMDl6bDKAVxtlhA4ODnGFMYJykxjTJ96I1Q/rEgD/EJEUAIUAfofIYvdC1ExZBOC0xhmig4NDPBFRujdPHVZMC5YxZjGAIG/Wo/els+9K8r08bZ1S7K0uU+Mm0al+JCLk325vndkCU0Jb77KOGpnKXFYAsHpOMD0wp99K32hvh5MSgoOFWZRgDi7AFqEKyALJ1MmZ6+w5SM6ifm6kHHhEV+wXOXZnq3xXeIdakSzveJ9UUZmu5Yr0YG9yPx310hCaZs79t+iRcHGXaae/IMppphoG1GMbsOcw7TB1yc/7xTSrDVv8tm9VwrKiP6pozym2AGDxxL+HjrUa/tRgLK4mleqzYh4wjlAAgPETlM45ZaveQ9kR4eJq6ja9dlm74IUjsbgxF5Tmq3R3nu4ODg4WqpXuzRFuwXJwcKiBymYamhPXBatbej8vXXfvZ+x08EkcQEo0s8xtxVY0AFhFjngsKn1YC3+UFcg8K1jM8fNHFXcJttSsvVhFjt732aINB8GyRalgRmxB2kOv1jEsI1FrxEW2mJK+Uf8TsohbOEtFq5F/tNvs7qllFgMPPVPvYckzdkaiQ8/Qc589q+f2dAv/T8wic6tOwQraxL3hP4zSQ5WbarVPDGS0TVdRa/E56gR65WJVqz500AtWm/NzzvbKH749Qk/QcDJ8qoGw7EVDpgRnZwaArUM00nzpnNiCQZjDbdPo4Pk1SfY7efgvInOd2a7HQTF1UgsMpGXrsBwcHP53YACU+wn6mwma56gcHByaDAbiREIHB4eWg+aqdI8rgd/o0aNNTk6ETfXyRb+2zv2/lzR7bmWId69/DjPXaZm9jXk3y6RngB3wXDpGdSTlO1TXUHS+HcTLrhWcTix9PaUT8y39rb7Rjj7/m+p82FvfT6zHXvicIZr/2ZVm2W04j1TnL/QC6w9XnRFziQO253slcZMz2RzfM+C77w163+z9zXzqgO3dzu0zeN58qq0Vt+v12Gt9yUmaluuXn/zBavPiYY94ZdZbzR6heqvn8m2vnA93DPLKH/9jlFfmefcFY1jvTuJeLSeQR3+lj+udCR+ZV57v2+9GU9xN56rDUj3+/WAt83wCQNqWyJyueeIelKz/pl7bo15DW5lpL42ouyKAcwd8XG/CwH2B22E5ODj4IKhqpqE5bsFycHCwYACUOaU7sGLHtxj57+sBAItOfN4698pHajZP36QiA2+xk3bY19sxQPfoCbRFTyoJT2PFIln+aSpyMDdV9lOzrDZFU4LN0exGwKIMYAcSs6e6tNGxlXby8SCR6MZ8VH5OL6sf4kDfNkgfZ4dlOjd+Ua28l8o9ad9pkLUVBOzLzM3i0O4+2p69v5P32G1Y5F1BGa/ZC7/V17acP+4kDXLePskXGR1FkoTnJW7rz7MVRXGVndarpFLvm91WfnaMJoB5cNQzVptjP9Dn8M6ROu/9XlBxld8pwH5HTDs9zrdQ5nN65/Rz/Owq2mijNnm2LF3tYS8zr1iIesIgNnK+pkDzXEYdHByaFM4Py8HBoUUgkpfQLVgY3LY7ck6MZESe+J9LrHNrLnvAKx//0aVembPtLn15kNUm49tga1XfO4OpdQE7xRVv8VfeHO6t3JeyOFfsVlEisXM4vUbe9GDupFZfa5096bZIyAHHHfP2IgjsjQ4AeT6P9Gpwluz8a2wrIdPu5t0ULG5yHcCm52Vxl4yUlpUTsDnO2OpYOCWc6vere6eEnqtGztf72wfGavGb0uBcKJ2SbI60DslqPuZ7YDHwsLdtxu9PJuh9swqhvGdwFmkAKOkUHFzO8KcTY1jW1W/ofWtU4740Wz4st8NycHCw4HZYDg4OLQbVBH7NEXFdsJZu2OiJRwVXP2CdszOc3BfYftiL9taZs41wYHQi7Wb9vE6GEtqypYe3/59MsLOyFJx+feB42ILD2YcBOwMx0yJzVmsk2Pt6toiGBXBvGR6+VWdRbfX0YIpmACi8SkWygTeSFYvehsKbbFGz9/0qIqZRlhrOzuy3hHObNSQG9vrbTK9cdN5UhCG1XWng8W4ddwQeB4D331eHx3syj/XKVwxaatV75YtzvDKLzKwmYBHQj5K+KrIXTdZn5Q+cTw+xtnFmpqU+Sm4O0E8v17nO2KBzzZxiAHD0EREygdatutU7+BlAg/JhicjxiKQKTATwf8aYWXU0CUXz3Pc5ODg0GSJ8WBLTpy6ISCKAvwD4GYDBAM4QkcG1twqHEwkdHBx8aFDG0TEA8o0xhQAgIs8BOBmRvBD7DLdgOTg4WIgo3RvMStgdwDf0fR2AQ37oxeK7YCUaVLSN2L77//MW69TqX033ykNevckr79daA5SXzrZN7Zyl97MvNT3T2j+pTqD/TFt/k7FeH8TFX57plT+ZoOZs1mMAwI69qlwqLlO3hvxrbvbKA3xuEdUe/QBQsjfFK+dNuwlhyJ6rHPVs0pcy/W+39prgLNSA7UrBKbcKZvrcGoi/Poks8hWZqiPxc62n7NQxcEDvgZdqP1/dV4tHPs2P9A23yf/kHXVrWPVLnYMT5v/ZK88/5n6rTXWeAACoaHe4V95S3hph2FOREnicn7Uf7N5SNFmfL7tsSBu7TcYGfd84Xdxi0luxzgqw55dzErDeinWPALDyo+si/cv1DeLpvg9K9ywRyaHvc6Op/RoFbofl4OBQA/tAL7OlDraGbwEQxy16RI/9ILgFy8HBwYIxDcrp/gWA/iLSG5GF6nQAZ9beJBxxXbCGdeqCHMrSy8h+VLf/RefPCKzD6ZwAYPFE3Xn2Wni3v3oEPumjiu74/72r/xj6vcOe4eHmbAaLL3nTgr2y/WAu+zVnXmedKwqZG+avqk1Uy5umogR7mbOnPQC0LdTyjn5alnJ9SROJF8p/bY4kSM0Mf7GZ574qWyOhi866Lqg6gPAfSveM7aFtiitVvLtm3L+98kOrxnnl2w+023xW0Fu/kKc8i/x+cJQDg73R2YvfjzDudxYB/WCplt8D/yyNOj/yTNKz6s/pDjScDssYUyEiFwN4CxG3hseNMct/6PXcDsvBwcFChK2h4TyejDFvAHijIa4V04IlImsB7AJQCaDCGDNaRDoAeB5ALwBrAZxmjPm+IQbl4ODQtGiusYQxUSRHF6zRxpgtdOxOANuMMbNE5FoA7Y0x14RdAwDSevQ0PS6JbH/9AbkMtiCWbQ+nLvaLiNVYPFFTPXE6JwBIpEhX5kTiYNidFelWG7YosSix9jfqpc0WSwCWU90LY/8aOE6/NbKC/qsV5nfxymGiImB7tycSVW+rdUTR/LQtpvSbReLvtfocjjhBxdqP3rDnmq2tq6cGPzt/wHRij2Jt86sb/dUjbZ61070VnqHi4s//c7FXfu2nD3rl1wuHBV4LAE7qszTwOFsZAeCNcWppZNH+v8fqHPh5xKooWzmnVwNxW/n515hjrMNSbbO3rb4fCb6g8V199ABbvJn7LMWO5cbS2VE+LJF6UxZ3GpxlTn36xJjqPnrw03GlSK7Pvu9kAE9Fy08BOKWWug4ODi0IDeXp3tCIdcEyAN4WkYUiUr2V6GyMWR8tbwDQucFH5+DgEHdUWwlj+cQbsYqE3Y0x34rIfgDeAXAJgNeMUdJXEfneGFODjCi6wF0AAPvvv/9BRUVFAIADbrW326tuCBYzONPI6utiy5p80cLfeOWHDvq7dY6zpzBtLvMlhYkVfrCYwSKGH4e8pcGxC46LLe5zzJsqbrLlatnPbw6qDsCm493bTp8ri321tqHs2/6sLExbXUU+hSXdVHxJ6mTTE/vpgqsRJoIBwJdFynX11d7uXrlXiqeNwPheq602/ExP76c+jDOXn+CVpw6xdb4swj83Vq3N7OBa2qPMasMB7Qym3S7pbNM3c2br1mSdZfro7TbNm0WRPG6izs/8eTpvnOkcIIrkBhAJswZlmROfOjmmuk8f8njzEwmNMd9G/24C8DIi8UEbRaQrAET/bgppO9cYM9oYM7pTp05BVRwcHJoRqjndY/nEG3UuWCKSKSKtq8sAJgBYBuA1AJOj1SYDeLWxBung4BBfNFcdVixuDZ0BvCwi1fWfMca8KSJfAHhBRM4FUATgtFqu4eDg0EJgAFRUtVACvygtxPCA41sBHL0vneWu2Ygxv42Yvltl2Kszk8yxfF9LRieL9K9kg6aEWvtH1VtxJmAAmD0iB3Xhntxjre8cRPva2qFeednPVW/F+hIA2EVsfAuOe8krn0vEcb3Tt3ATvL1BlRmfH6+B0EyEx4HhALD8ZI0KWD4rOMvw8IttfceSB7Ve8k7VVVWm6jPZ28HWYfG1sx8L9uoP01kBwKSP/+iV/3vsw16ZnyEA5J6qpPe3U4bnC7t+GHrtNCkPPL7Ln4aZELY7yDhIn0neibcF1gFsd5K2lOU7aY8ttDCp4aJH6PmQm0jrNfa1+1CQdeE8DbIeeJP2ufJe232imsAytVsDeLo3kbgXC5ynu4ODg4VqAr/mCLdgOTg41IDbYQEY1LszPv9beHBoEPzexozcU6d75eGvqziS/aTyqxed84LVhkVEzhLM6aHef/9nVpuKdmq65+Baht9szmA3i8cO/ntova92XeiVJ3/+e6+85s+Pe2UrOzOAAf9SN4e8X0zzyik7SLzzOZuwOFIxUEW/JHX2x5pL7eeU/YiKqIntVAQrJL57f+SBoZd+yUkPIwin9VsUeBwAJnX60iuXk2xVMwh+iVe2XVpUFGfXEgBYcFxw9AFzl/nBQeRtNuhxfqf9gebM589qjwKKFvBHCIDmjXnNVs4MD5Lu/XIkOHzj95WhdWJFAxP4NSjcDsvBwcGCgaCiqnmme3ALloODQw00Vx1WTJ7uDYXMjj3NkBMvAwBUptgTkrxHx/HZs8Fioz+VFijdFAcIs8jQNt1OFfXR0SG8WbWAKXiZe2l8m1yvvKfKzv7LlqtT+qrI8uQqJV/aL2mX1eaEPssC+/8lWctePOwR61yvh/R+TJLOYW0B00zFzHxhRReGtxn8ynSvvOIULfNcG58YseQkDWK/fNGvvfKckc+H9sPB6kMzv9P+09Z55WN7r7Ta8Jyec8CnXpktso8d/GRon2EcZX7a67TNWub4eLYErrjdFtssy96MYI6yija2GJdZpBfk67F6pMq31ajOKt0Qnu5tB3Q2h849I6a6b4+/L66e7m6H5eDgYMHpsBwcHFoU3IKFqJXw6WBx78hjNSh46FW6jV52t26J/cGn2U+oiMhiTtEFtyIMLF4lkVdqztcadOvPLDz/mFcCr8W8TBx06weLTYsnfhpa76WCkV55Ul+1nuVvy/LKfl6ntRep8ypzS/0QKmYGOy8CAL5tE1yv/VavnObjVeasRA+OUjHwjhXHe+WeydusNqkJytncOlGtuMP8BFAEv2hdDb9jLoO5yNacGUxdvLejLartba8/4qQSLadtDv9xZ64LVrkk79I2BVfbz8OfRacaLAZK/Y2BoaiOJWyOcDssBweHGmjIVPUNCbdgOTg4WDDGiYQODg4tCH6Lb3NBXBes1YuLcHzHCHFaVd/u1rnvJqqOJMHmTQtF0e9Up8WZksO8v4GabgEexgYfBmy9EaebenS0Ev19uLa/1YYz594+WKf5nTUvemW/XmZSXzXjs6me9V6cURqw77vovOD0WUd/YBP47dqrLhifHz8zsE1mxl7r+9Irtd+J/7nEK8/7qXqwMwc7ADxz6KNe+aGV471yRoKKGwm+6PY2SeqGsr0ywyt36a5zw7o+AJjUV91BTvtUowU27NFg8huGWk0s/nwG60Jbr7V/HonkIbPkAcrOfEV4WrjSLP3hVwcoA0C7tXrffjK+zJ3Beq9q1wWg9giQ+qP56rCap6Dq4ODQpDBGYvrUByLyKxFZLiJVIhKTL5dbsBwcHCxU+2HFgXF0GYBJAObH2iCuImH/Edl4MyfCn12T0528gClIlAN1K31xqe1XaLnoMeW7HnalbrH7V93CTZCRpvLm9i3KoYVKnfzUdrZ3/KpfBvO1swg0qXOWdW7eFqUQ4yDezRUq+n4kOCbqAAAgAElEQVRTbnOgbycerisGqRj4u89/55UzU2ya6UXn6X1P+PAyr/z2+Hu98ntHhosP7HKxe3kHr1ye1SqoOgCExpmNbPdNaJuMBBUxt9AcbK/MtOolk73+ikHveGXbmz08YDo9USMM5h+j4h1z5APAxq81jRqOohMJKo4tu8v2Wh8/QV1vWAxMIG+OoVfb4t1yukY/ypidvlkbff607a7D/TCGX6LXruzfiBEqDZuqPrwbY3IBIEoOGhOc0t3BwcGCgVO6Ozg4tBjsk7iXJSLsNT3XGOOlIRKRdwF0qdkM1xtj9jkPRJMtWP60XuzdXnB3sDUkebc9iQsfIzGSttsFs2NLBzbuJEqh9PqU0Hqcloq3yp9O0GzEnJ4KAM45LNijnYN7UxNsz3C2kN20VNMs9c1QMemJMU9YbZg36+3xypv150UavJrsc4uePUI5wjhL9gioeFgbL9TG3cHi4oxh9vv3RVG2V94vSWmmU2g8HRJ3W22YjppF4SfG6Hz6+bD6dVCP9hcP0zlgaunMXslWG/b2H3S9vnvSPVyt++Hb1wYeP/BSiszwiZEj/0Dvb0d9d0o76E+vzz02H1Yh9TPwRgqeJsukv01DYx84EbbUFvxsjDmmQQYUhdthOTg41EBzFQmdldDBwcGCMUBlVUJMn/pARE4VkXWIeEH+W0TeqqtNk+2w+s2yLVf5JAYOu1y3wflzwsU7zgaT1kr/I/S+V7fLnHkXsKmDk/qqmGA7YNrioT87cTU42LjwjK+tc5wNhmmAHx2tYtMzq8dYbdiJkq1nvZKViKkmPbCKQCxG3j8yXD3AzpUvjFWqYBYP/ZTCjK6tg4ONOagZAEalK2lUsqj4m1fa1Su/WjTMasNjYFGcHWa7tbH7Z2dgppDOzNZ6tWXMLu2k8772oqu8st85M2sJcbY9o0H8pWQgHnGR3aYqTd+33NuCsxpZpGQ+pG0NOdfIG6B40OQZY15GJDFzzHAioYODQw20eJFQRBJFZJGIzIt+7y0iC0QkX0SeF5FwLa2Dg0OLgUFsXu5NsajtixB6KYBc+n4HgDnGmH4AvgdwbkMOzMHBoelgYvzEGzGJhCLSA8CJAG4DcIVEXFOPAlDN0PYUgOkAgnM5BV2zlozOzO8+5mzVR5Vk2evrUspgzHqvNZeFpxIbco3W272/DoL1Vr3+ZgcEC3k/rzlLA4wLz9Ay61sAIPfUYL0X45vyDtb3DIr63lul+rVtCepGcHL2UqvNbxbo/4m/H6J6q3/mawJgfz8vjFUPcnYd+HqP5gNbcJyti+HrHZWlSpvHVx1O47d57VsnqJvG4lJ1cSgo1vasswJsN43/Hqv6OdYxLvJlZGZe+9SuxV6Zs2L7wZmbUxKC/2/nXxOuPx0wgzzaE/X9KG9j7zpKOge/6GUd1LUjeYedFv7gc3TuFz+pY+Ag6YSujbi7Mc1XJIxVh3UvgCkAqp1kOgLYboyp1qSuA9A9qKGDg0PLg6lqngtWnSKhiEwEsMkYs/CHdCAiF4hIjojkbN68ue4GDg4OTQ5jYvvEG7HssA4H8HMROQFAGoA2AO4D0E5EkqK7rB4Avg1qHHXTnwsAqT17muost6nF4Wslc2d/eYduiUddGB7Ey6mWDp6s9Uo62f8pinvoFp1FRw5MXTvFDpTldE/ZT2lgatFkNf37XR8mffxHr/zS4Sop2+mu3rTaMGdUVpJyZbVLVDHnJ63yrDZdU5Sfa+byE7zy1CHh/19uXnaSV35izOtemXmuhrx6k9Xmd/1VjMsr7uyVh2aqaLOx3Mf7Tqmwvq9QN42/H/KYV2ZXDAB4aoyKtRzMXXSeBnOzOwkAmCQVn/38Z9UYcq0dlJxIr58/NVc1WGwEgLzpWo+ShqNDrs7BtkH2T6rwcn3HWB1RdId62vtdfL4gMZD53XPv1f7Zi7+h0ZxjCevcYRljphpjehhjegE4HcD7xpizAHwA4JfRapMB7HNckIODQzOEAWAktk+cUR9X1WsQUcDnI6LTeqyO+g4ODi0ELVkk9GCM+RDAh9FyIYAxtdX3Y1jnzsi5PNiCN3AaBXneoVtfFgNrS23EVscvntItNXs+A0Biia7Rg6eSR/1MbePfbq+ZpmPufZ+e6/9P5dpa/asbrTYsBg5/Xc8tOUnTXXEaLAB4cNSHCAIHEW+vSrfOjUgrCmzDwdilxn7M04YWemX2tp/308+9MgdPA8BVgzVq4v01A7zyguK+Xrl1os0jlgJ9KFOHvOGV2eI4Y5gtunK/b49/FkHw/1A4kJnFrrK2WtG0s9t0WBH8a+N3Im+mLSr2v03fxfbfafv1h6uVL3+K3YaDlNtQaq9xE1WFkDLMDsy2ELIoJJbau5vqsaV263FQUP19RlP4LMQA5+nu4ODggzRbK6FbsBwcHGz8CPywGhx9ZtuWkcKbKfiZKI6X/lWPH3FCuDOmnz65Gmsvvsr6zgGt5JtpcSIltA9/WGsuVfGw2uIJAP1esKmY809TMVBE99csHg7pZNMDM+Uy0w3PGKZinz/AmJ1N15ep3MPiGYtjAHDl4tO88uwRKgbeumyiV75/5DyrzZHv6333anWYV56UpdxtJ/WxnVo/WdsHQfA7sjL83F3V4Mw/a84Mtxbze5DxnT7HJQ8GWwIBoO9dxKVGqgGm6gaAguuDedryp+jxkX/0ja2fjoGt3/MfUkdj5oIDbLE2l9QjzI2Vf4vt1OpZuRtqnXEioYODQ8uB22E5ODi0FLgdloODQ4uAAdBMle5i4uhMMXr0aJOTE9F5HHaa7W7wyQuqa2KO7K/uUxme+bEBgJIrWy4PHDy9p5vtarb8jmAe+OQ9+oAq0u05yVhP50jtxB7Svf5i349Jo8Dqc1VfwQR8fdpvtdqwK0Ss4ODjXZXq8lBcpcqcoel2+q1KynpcWLafV/52rwY/f7El22pzRe+3vfIpfZd45VcKNJ3Zf3YNsNowdzx7108bqt71TCYI2ISCDE7T5c9WzdmaU7bqS7F6anjwMnuXtybPkB39tMyZlgFbZ1nZSl+4jLWqDK3ItN8ddrdpvVbLnHjaH43B58pb6/UKSFc26nz7t/Dlo5FzIrKwNo71WJDaq4fpMu3PdVcE8PW519S7v32B22E5ODjUhBMJHRwcWgycWwOwauV6HHN4hP/ok49tbvJDztLt9lf/CPaG93NoLXpEt8hDpswJPO4Hm4wr+ui2PqlYp8KfTozFUhYjGenf2ZxGxX10sH2eU/6mwtNt/icGBx9zdmVOq+XnUz+KMjRzUPIZHRd45b9tPsxqw6nC3lkz0CtzpuWaULGL2xSW9fTKLAICthf9tKHqPsEcXC+MtdOWMVh8XjxxZmg93g2wSMb86n6eqvxZ+o6wiw0HNbMbAQAU3qLvJfNhVaZpndXX+cRIunZFuo4hc4O+e+Wt7Xdn6Wx93/i95gDukkGNuwUSt8NycHBoEWgqOtEY4BYsBwcHH6TZWgnjumAdMLAr3o2KguNOtL3WF/xbLWkcGDp/nh73JUq2kBASGH3oGXYgcwmFayeUqtjFXEf+4GfmwyqYplv+/jN1u59SaT9gtgxmP6Li1OBXpnvl0gKbP6rwygcC76E2cCAx46jeypt1yxpbxGbL3il9V3plDpjOTrIntKhCxZZje2tKszfJa5495QHgBhIDWdwtqWiPMLAYuHs5ecRPDKhcPbYLNfiZn0kpWd8qMuwtA0dNyHj9GbBImVwZ/qPd21Hnh6MpDj3Tl8WZ0oExv9aSB7QNqyn8sPjb/kxB+Pc2bubn5rrDcolUHRwcaiIOWShE5C4RWSkiX4nIyyLSrq42bsFycHCwET8Cv3cADDXGHAhgFYCpddRvOh3W9wNtDiB2Ct09NnhY2wfa34ddQUHS96hIN/wS2no/a4tDTIXMDqLsFLjGx9nF22/O2MsWIeY9AmzerKJLr0YQ2HoIAMNeU3rfnZvV+pfWTgOZ27UqttosOE75pJjW+Ou9yiv1wVE2r9S4d3U8pyidlSUGtk/M8I22GEFgB9P5x9xlnWNuqzXbDvDKnM3Gn2G6ZK/2W56lOgCemz3FdnaewtM1KzQ7i/Iz8MdUf/SGiuz8TCsoeDrvJh+3Fb0jSNIfK79T+c/Y7w6/i3kPUJYnenf3dgnfqiQRhxb/RlplNu5eIx5WQmPM2/T1MyiDcSjcDsvBwaEm4p+Y8PcA/l9dlZyV0MHBoQb2YYeVJSI59H1uNPFM5Doi7wLoEtDuemPMq9E61wOoAPCPujpzC5aDg0NNxK6f2lJbLKEx5pjaGovIOYjYgI82MQQ2N9mCtbun7bbOKbfCUhilbrUnkfVWbDJmXYHfzMw6BuZ7L7xczcxWVl8AQt4HVTRjbBpPOMKeyqQdOlY2tbOOhXUvfjBBXHpnJelbcNwsqx4T2/XuUO6V7x+peiu/u8HBWX79VATsuuDXWfG5jnScg6KPfN9+pqw7uzv1OK/Mrhisg4sVfvJHdhXZs0Gj01l36E/zZT0T0kWyC0sNbv/Lg7n9q5L1d+Z3o2EdqkVMSe/u6N+HExJ2/VT1eOzi43cLalDEyXFURI5HJEHzEcaYYCWpD26H5eDgUBPx8cN6EEAqgHdEBAA+M8b8obYGbsFycHCogThZCfvVXctGky1Y/kBm3rJnVAUbL/2e7of9SkW6tC4qsrDIUOgzMx9wi/aTWmUHnXpj8/WTZHFl6XE2jftFjuSd+sR3DNRy9l/V9M8e2n60GrLNKy+eGB4wvX/m916Zg5o58Jg9zgHgntxjvTIHMrMHux8sBnIb9pR/devvwOB0YHnFhwRe94T5Nu/S+l2tvXLnVru9clKCvjC1RQSwq0j2Yyo2ZSTabjQsmnNAO0cycNZlwFY7VHXV8bQq1J/RZ8+Gc8eHvG6WmsEPFgOZIIAjQwB4pAKtM7s1TJqvqrqrNAXcDsvBwcGCmObL1lCnH5aIpInI5yKyRESWi8iM6PHeIrJARPJF5HkRCclb4+Dg0OLQTFPVx7LD2gvgKGPMbhFJBvBfEfl/AK4AMMcY85yIPALgXAAxc/y2y7Vv9stHgzmnmJNI0qwmKG2v621SiaGy1mEvZgBIooy5xb3UqsZezMx7BNgiZtt8Pc40u8yv5AdbpMrSQqtZNMBh/E81KYVVDLRpiFUM5LReAPDT1pu88rG9VaTjoOh71kyw2hycpTzC3VOVA2sPtZmUZcsRnBV6aOZ3Xrl1oj6gN8bdj33FpI//aH0v/F4FVuYbY5GwpFt42vDU7fpOMD13eVd7m5FUovWSdqh8x7Tb/kDmzO90TlIytf2IP1FG81q2DRZdOPHE1aAYj5IKiNy472bXILTUHZaJoFqZkBz9GABHAXgxevwpAKc0yggdHBzijmqxsK5PvBFTaI6IJIrIYgCbEAlYLACw3RhTrZ5eB6B7SNsLRCRHRHI2b97cEGN2cHBobMQ/NCcmxKR0N8ZUAhgRpX94GcDAOppw27kA5gJAWo+epjpQNP9RW4Ri0a+AstryFtsfwPrlXLLoUOZmDmpmEQ4AFj2s23cre+814Rl/C6+ic5wl+OpwMXD4xTqeRMr4WzQ13DLYOnVv4HEW6V4Ya9MQs8Vv2lClOOasy7NHFFptXi8c5pWZrnjtbnVK9gcys/MpUynbWaTtsS1bfoJX3liu3rcJZCL2Z7K+ZvCbXvmmpSd75UXbVQxtlWybcTmtOvNpFZ2r4qE/M7elArg9mJLb/x6w9ZhptK336I7wd2LwVH0nVszU97C2jOYm5Be64ZBGDAM2Na34zQX7dNfGmO0APgAwFkA7Eamezh4Avm3gsTk4ODQVmukOKxYrYadqYi0RSQdwLIBcRBauajqIyQBebaxBOjg4xBfNVYcVi0jYFcBTIpKIyAL3gjFmnoisAPCciNwKYBGAxxpxnA4ODg51L1jGmK8AjAw4XghgTM0WtV0MkKgnQT9fuqz8W4L1UblkMmYdAGBzv6fur7eyt6Mu/YseDifw67Bc6/W/jXRT19t6CO63YKaeG3O26kG2DbbdNKSbllN2BPur9H7mduv7mjODg2DLTYiLNICeydsCj6eRwmUm6ZKirbzSbzt94pWPGqM88Ey+BwD3j5znldmLfvYIdZ9gvRkAHNdKx1AWspnfVWX7eXxRpISAM4YV+asDAC7+8kzr+5KTVD81/PUbA9vkn2Yf7/9PbcOBzGsu1felKsXeQuTeps+e3wnO1MwB9YDN955YhkDs7mb/DEddqO/B0r9qnwOnaZ+FN4fryhoEzdStwXm6Ozg42GjGSne3YDk4ONSE22EBQ7t2Rk5U3ArjvAIAhHj8l7W1Z5EDQ9n9ofAKcovwBSV3zVXfiG2D9PZXXx/MrQUAeTODA1p391BZIHW7fW75rOA22XPVXSCxdWAVAMCEDy/zym+PV14pNvUDwIxh6tjMot+RrXRsuyptsatz8k6v/OxWDUr+skQ5q977+lCrzcTdmqZr3k9VDLS96233CQaPrX3SHq/cN2WjVW9zpU7Kk6vGeuXiKuVxf3DUh1abyxf92isvOel5r8we8S8dbgdhrP6ViojZTynHGPNhrZkWrk7IJ9UAc/63WmuL7wdP1jZmv+AX2y/xf/nXYLeelaQe8Qdm7+0Y2RKl9OhR7+BnQfONJXQ7LAcHh5pwC5aDg0OLQDNma2iyBSuxxN4eH3gZWQbv1a3vweeQ5WyQfQ3OqFx0h3qQsxdzus86tfFg3X/7PeerwVmg/WCRAZwSqrY2/7pZ+6xQeuLCM66z6mX/n1o9i8671ytP/vz3XvmpMba7228WnOuVf9JuD4LQNcWWVzMT1KN+QIaKZNkpW7wyp+ICbCpm9o5/YszrXpm97gHbgjl1iIquPOb1GXbuzAFp673ylgr1jk9N0EB1v3f8nJFvIggsBv7kHZs/6r/H0lxP1lRjvf+hlttef7MD0NdO0eB0TuuWsVHfsWV3h78Hwy4PzvBcnmn/Ftj6nJoWLEb6M1kXRumb5YqrftTBz26H5eDgUAPOSujg4NBy4HZYNvxOeV/dqyLHiItUDFz8ZHh25ZRtwQ6VrYp0i55QZvfD22/O7MvZdbYMt7fhHBhd1kb/9XCmHz84C/Pe9Wr5YkdCPz1wh65aj0WY/x77uFfm4F4AODlbxTi2uLFDZnGVza14ycD3A8fwxri3vLI/I/OC44KdWpmf64Wx7wTWAWzr5t8PUbHWfz+zBq/2yjurlI+6XaKKu1UmPKKM+3khX/2dc0+1A4z7PKuiH4vma86yxXQGi+xtv1bKZZLyrUBoAKhM1fcvI1XHzcHxSx/cdzGylimoP5ooTjAWuB2Wg4NDDTilu4ODQ8tBM12wGnNj6eDg0EIRD7YGEblFRL4SkcUi8rYIR+AGo+l2WLXcbGnH2MjtOXiZA6bTSin4+RE7SJQ5shmfPROuj+r1kAa0pm8O1psNfW2a9b24qK1XXvtnvfYvP9E8kd/tzLLacDovdh1g8rxZg21v8m2VrbxyObG9dUrc5ZWZFM8PTqvF2L7bzg7NuiYe5wtj/+qV/dzxHLR9/0jVW7GbxuKJj1ttbl22OLD910Z523dW2J77H+Sc7ZUfHa39zFCeQnxZtL/VpvAMTWk29u1rvHIi/QrZ9QEAis6jzMsn6bn5r9suE2Gw0olRDgB/pvHKNB1D/hytN/QqrZd/dyMGPxvEK83XXcaYGwFARP4MYBoAl0jVwcEhdghCo+MaFMaYnfQ1EzEIom7BcnBwqIk46bBE5DYAZwPYAeDIuuo32YLl56oefgkFeT6gZt7xEzQwtfBt29R+xM/u8Mpbh6uZmXmLhl5tb7cT6UEMu0LPdVym3t8f+voxKbo/zr1N3RI4kLnz/uVWm2UkBrII9OJhtgjE4GDfJ8Z86pXZVL+2vJPVZjcFNpeRCHVCn2WB7QFgxjAVmzi7MqN0uy12VW5R0XMEgsVDP6c7ww7m1jnwe6D3b6v3x5ms2Yu+X5odML2rUt0fmKvrpc2jvPLELDtHyvT/XOyVP53wYOCYD3jxZuv7Xp6TSfoiMQdXcantQpL2mc5bwWx9Lw86V8XD8sF2v8ybxbzyBSQGHnCr7T6x6oaGFRH3QT+VJSI59H1uNI9D5Doi7wLoEtDuemPMq8aY6wFcLyJTAVwM4KaAuh7cDsvBwaEmYl+wthhjRodexphjws758A8Ab6COBctZCR0cHGxECfxi+dQHItKfvp4MYGVY3Wo0m+DnJQ+EcU7pFpsDpAEgrZMOP2GvXo85hJbfZV+XxcCl9+g5Fkn9YiT6B6sg+/Tb4JU/OMr2wh/3rgZjd8lMRhBeKrCZp885YJFXZhGo3Kgljz2+I+dUDGTOKAanyPIjKSH4rWvTyRYVl557c2A9zlbtT1P23pEqtrw9XoO52WO8Q1d7blgMZBH5ikEqIm/41rZ+Ly3TIGm2lF7Y9UOvnOyLdH/tpyoGnk9Wxm+LNRh71S/3PSu1HwMSdN6s4PbHYrMsMu8VB973mrfLqnf8nAsAAG0Ss+rNhwUgXjqsWSIyABGbZBHqsBACTiR0cHAIQDw83Y0xv9jXNm7BcnBwqIlm6unedFZCn5TVZ7aKD4VXqsVjTzetmHurLd5xFpFVN+o5tsDU6Jf8PpnytuIAekIJ9tMquiA4W3NSLUL8hC65XvmGoZpx5o3CoV55Ut9lVhsWddol9vbKhSVqOfMH/nJgMzuIcmaZVsmZVhumDp73U+WM4meA7sHipR+fHz8z9BxnBRJ63kXnaYCxPwDcdlBVMZDF50l9v7PasAkqzMHVD85+/ejopYF1WKwHgO+2qjPw6P3V8bSCnsmLhz1itcn7hToUs1U5+wm1cBf97hqEIbFUy10WqMj99ufBummRRxuED8vFEjo4OLQMNGO2hlgyP/cUkQ9EZIWILBeRS6PHO4jIOyKyOvq3feMP18HBobEhiI+V8IcgFreGCgBXGmMGAzgUwJ9EZDCAawG8Z4zpD+C96HcHB4cfA0yMnzgjlszP6wGsj5Z3iUgugO6I+E2Mj1Z7CsCHAMKFcf91fTHECRXB9XgVz/7rXda5pNbBgch7eoRHQlWRFT11i9bLJDeLUtuZ3ALrZdacGRxIDQBrSrICj2+qCM/txeZ59t7eW6WP6cz+nyMMnO7qwVGa7sqfDVlCFBRpfTW0a8Up00P7sZ4D66Z8ur41Z6quivU3HEy+9iLbdYCDwxmT+qrLB+sBAXtOWe/1SsFwr1xqbPeJTPpXzUHbGeRmPv+YVwLHUhuOeO8q6/uOEvWOL7pAdWqWPuvxO6w2Rb/XnxFzxB96hrrOHHSeradNjBJVZnSof5ovABDTPGXCfdJhiUgvRNLWLwDQObqYAcAGAJ0bdGQODg5Ng5asw6qGiLQC8C8Al/mirGGMCb1FEblARHJEJGfz5s31GqyDg0N8EA8+rB82rhi2fiKSDGAegLeMMfdEj+UBGG+MWS8iXQF8aIwZUNt12mZ0M4cOPB8A8NaXM0LrDZ6qolbpgSV6YoNtaq9ObQT4gkSvUreIvnfZW+eCq/XcyD/ouZ19g+sAwMCXdKwrJwWbk2tyoGvQ9kULf+OVHzro717Zz2d++2AVQbZXKh8Vi4G1BTIzWAz0i4Bs7u/z3G1euXK7ukgU/cEW7/rPJBeQTL1e0h6VCROLbVGcg3iXU9ZiTnu2d73Nu8Wc9xw0XlKpIh1zcPkRNte14aGV473yHfNP9MpJ222Vw1FHKVdXz7TvvfKOChXf/QHg2U+quNeuo0YPLDnpltDxMC885xOIBSKysLbYvliQmdXTDD4pnGeekfPklfXub18Qi5VQADwGILd6sYriNQCTo+XJAIJ/OQ4ODi0OzdVKGIsO63AAvwWwVESq/8VcB2AWgBdE5FxE4oBOC2nv4ODQktCSMz8bY/6LcALCo/els73tE7Hm1HaB5wbeRHxYM3U7yiJLm3x7GCymFEzVrfOwK/VamRW+rLq/VUtLcV/dYBZcHb4FTk8tCzzOKa4WHGeLKdd9NckrP3TQS16ZLVeLJy6x2ryz5kWvzFxOZ1JMO6euAmwaYPZgX3LSwwhD9mNM/auiFouBve+zg7lTS3WuMr/R44sf0nnn1FUAUNwt+K1n729OhwYAve/Xftf8WXmz2OucKaMB2yL72MEqBvIzaM0u4wCmDnnDKz+0apxXPutQtTJmJdsBxlcMCk9jVg0/TXTROSoi9npYraODXp7ulXNPnQ4GJbm23nG2cLddDQtJxQ1rJWyuSnfn6e7g4GBB0IJ3WA4ODv+D+DH4YdUXQ7t2Rk40SNnPbbXyXhXJxk1UkaVw3vVeue862+LXTuOLLYtfSR89zpl3AaCCPAbzpgeLgX5HvrR15ASqRiQk1LJv9osg1fA7MDKYs2liloqLnPEl99SvrTZ2huhgMbDfC7ZFSkrVqpX+nVrChlyrz0T2s69RkaH3Wt4mWEOwxJfBuN8sfSZ87eWztN7yk21rMWcfYq6tz4+3nYbDwNbaBce9FFqPg66X/Tw23isOmN5coU6+GQkalDx7RI7Vhq2Wa/8Ym9WS49tXTw22EtakSI5YzEWuqn/ws2kahXoscDssBweHGnALloODQ8tB85QI3YLl4OBQE81V6R6Tp3tDYfTo0SYnJyLjs+sBAFDcL/JuUh1Hr7+oKbh1oe15XEVfU3fofWwbpvtZ9pwGgCFTqF/SFZR01jYJZbaOhr2NbZ2R6tr8RHRvjAvWi7AexI+T+iiR3M8pDRXzj/d59narTeEZ1yEI/f+peqvKdbY3OUcIWG3IhO7XnRxxgt7rR2/oHLCeKv9au82Ys9VFYXcPnexKyoQVpkcE7ABh5s/3Eye+c2RwEDq7nfj1jc+N9TJRodfflYTw0L5rvHJmku3O0iZJoy62lSspYnqi+iFU+pgpHx39tFf2RzZUw080mP2oznVKO9WPrf6VHcTOqPaOX/fAHJSu+6ZeeVBbte9phh99aUx1P/nX1XH1dHc7LAcHhw/ixmsAABKeSURBVBporjsst2A5ODhYqCbwa46Iq0iY0amnGXhKRAQo2S9818pcWStvji0Ik0W95XeGt+kzR8UUFo2sFEzn2SmY2NS+7OcauMuixNrfTA1tc9EB871yQan6C/gDZTndFIsSY99WfqRPJ9guF4zspzTgOmG7uk+sudQWAQdfp3O1t50+/4IpKtL1v902mxMll/V82uZreSe5kwA1g8irwemqytrYv4y0zSo65t4W27O3OcqCRWQ/wkT72sBBySz5ZWwgLrUs+/e0+jqdg14PEg8YqSr8omIYFz2LikXnB6cJa4jg59btepgR42MTCf/76hQnEjo4ODQtmqtI6DI/Ozg41EQcKZJF5EoRMSISTNNLiOsOa3B2Z+Q8GtkiD7zR5+l+i27/h10ebPXhLLiAnfYreY/OHmdxLu5iz2pCcrAomtSqPPA4AGSkBJ9ji5IfP++lKbyYY+nssR+HtuGsw4zEWv7d9f6HikNpRerBnjctXJxKouTRK25XkYVFtYo2dp88BObA2tFPj3N6NsDmNVtBAe21jY3pk1lMR5X2WRsVM3OXcdB68UL7t5A3Ta/N4js/67apdrRCPmUU5zRq/3nyYK1Um32Ozp3+6QVeefHEuVa1I99XEX7TrlZeueh8vTe2AgNA2fcRKuaU/bs3EEVyQ1wlhn5EegKYAODruuoCbofl4ODghwFQZWL71B9zAExBjPs1p8NycHCogX2wEmaJCAdQzjXGzA2tzX2InAzgW2PMEpHYXMfiumCtyluPo4+IiDArP7KtOQdPJt6fLjp4FgP9mZ/H/lrFh8XPq9WFLYYpO+2JYKpetqoVTb4eYfCLBtXwOxYymEuJqXZvGaY0yP7MwvOPUWfTA15Ua+SqX4ZbsQyJSixqMa+U3xFWumqZ57dsP31L1/zZtiwOmEGB0ZThqPAG7ZNpqgGgYCaJm9O1PTuLsuUNANZeYzv6VmPo1dqenYkBIHWrzm/etGAK6+yNtnXVpiG+2V89EIeRtfaTCc945QP+rWPL+M6eaw5STiHz6sIPBnrlYS/aqo6ls20usmowh9bqX023znlU4JX18hlVxO49sKU2K6GIvAs7OXc1rkeECHTCvgzL7bAcHBxqoKF0WMaYYwKvLzIMQG8A1burHgC+FJExxpgNQW0At2A5ODj4EYc0X8aYpQA8p0QRWQtgtDFmS23t3ILl4OBgIcI42jwdseK6YB0woCvei+quDrzUltsrurO3sOpSCq9QXYo/YHrp88H6jpLOOtl+Uzt7C6d/Y6cNqwbrKgDgkwnaL+s+TpqgwbD+oOYrBmkgc+6esxGE77a2DTwOAHu3pwUet0z9AIrOUw/7fnfq2NZM0XkbdL09b4aeOnuws96KIwIAoPCm4IBpK3LgKrtO/9somHp6sNd71pLwH8b4CapjTBxAz6rK1tOkUbpLTuvGnvacTdk/bp5Tdm8pON3Wa35CUQbHfqB6OKlSgsUlD9h61r70TAqm6Lkh5CJR5Utgzi4P28vUVSX31Pu88sT/XGK1Kbj6gchYplxZfwI/AFIZ3wXLGNMrlnpuh+Xg4GCjGWd+dguWg4ODD8ZxuteAz/pa3FP5zJN2BvuzMmcWYPM3cTBq+vZw025yW+UXWkkBpLzFZxEQsL2ajagFlzmRmOPbD84SzBi9fy3OvYn6wow7SUWWtn1tTvg+95BIRmIge5n7aeTLKXNzRVudd07tZXxvBgfushtBZTdt73dR6JCn/TCnOyVKRt4zwaImAGwdqmLg0nvIFeJOux++XpsCLYe5UgBA+kZ9x5aH8IOx2wsApBfoeFZSVMDgd4IjMwAgqVTfRRZXq7rr3GSss9/3Re8M8sqcGqD3IkqBdtkDVpuR/46Ir+n9urQoT/d9hdthOTg41EQz3WHFkqr+cRHZJCLL6FgHEXlHRFZH/7Zv3GE6ODjEDab5pqqvkw9LRMYB2A3gaWPM0OixOwFsM8bMEpFrAbQ3xlxT23UAIL1rT9P7dxHLDVsCASChXLfO7Vfo8W1kfPN7EbM1kDJkWRxE/oBp3mJXEVVvJRmhjG8ZTycrFFvVDj/rS688vi3lHANwej+NVuBswMyB9ctP/mC1efGwR7zy8NeVDnfJSRroylxWgH3fxV2J5pnm0/9iMeUzW6tKugS3B4B84so64BZtw/Pp569i0a3rxzrQjQeTWcxHKZxGXjgsloTxcQF2RuQVt+sYOMv37p72Q2Vv/ZKQeeN7BmwLM6sW0j7XAGX/u1OhWgOrz7RtenN7ethtELIQJJJ4+bNJn1nn5ox8PtJHA/BhtWnV3Rxy4B/rrgjg3U9vjCsfVp07LGPMfADbfIdPBvBUtPwUgFMaeFwODg5NCDEmpk+88UN1WJ2NMeuj5Q0AOodVFJELAFwAAEltnOTo4NAi0Ex1WPVWuhtjjEi4TSEauT0XiGTjaJ8XEQ3WZ4VnpmFryn5f6P740xBHUT+YTyt3ji2mcGA0iw8M5tMCgOJudHtU5AwpLAIC4WLgEe/pPXx09CMIQ3FpSuDxsrb2VPO8Db1Kx727l4pgNTIHkRjIweCHnqEi1GfP2uLQoWfquVVk2WMq5ZF/tK13+Q+T6ElWwuTdWid5p30/ix+i+6GA52V3xUaXzO9OZgcVIDgrElCTNroa7OzK8wQARXcE0xIP+io8QJ/B2c4X/yVYxAYASs5jWUAr03SuXskdbrWZMzK0232HQahY2tT4oXxYG0UiMf/Rv5sabkgODg5NCUFs4mBTiIQ/dMF6DcDkaHkygFcbZjgODg7NAlVVsX3ijFjcGp4F8CmAASKyTkTOBTALwLEishrAMdHvDg4OPwZUi4SxfOKMOnVYxpgzQk4dva+dDezbGR//K6JP6evzVmawRmxH38TQesOuUNm/60c7vHLHjsGBw4BtZrY4zEk/kOgzIfizIAfhooW/sb4/dJDqrbKf1KDZ9lnhYxvwLyWSS/ustZ74lRYrU8O34emb9dyyu8P1fZnfBb9pnz2reh2/Hm8J6a36zNZnl0SXYn53wOeFPys4sDqx1P6fOfIPeu1ljwS7X6RtsedgTw/VJRbM0DYcLJ+419aZhqXc4pRdrD8C7PtO36z1cmeF5yPouFzdHyoOUt+Zn0zSrNarXrKJHNkdJH2j9mOIlfPMny+w2ty4NGKo7zq4bQN5uv9Ile4ODg4/QrgFy8HBoWWg+QY/xzXz8+jRo01OTsT8z1tywN6W8zkWGQquskUz5nnK2Kj3UdJJt85sIgaAMpK0yimVFXMn+c3MZR3InZymq12v7V7Zn62318N6D217qLjKXuvZc++y2iBBL87Zp1l8TttmizYJKnFYAcvs3V7p85BI/V77KWuj10ug21w62zbPcyBx2lY9nlSi1yrubI+N+ylvrefYlcIPfqbl5MKRQCLdqhvD2zOvPL8vLGoCttphb1u9NqeLY9cDP/rN0uvxXHOUBQBMOGi6V946UgPkF/6f1vNHL7C7Dc8HRxLUVEH8PTKWBvB0b5ve1Yzt9/uY6r617HaX+dnBwaFpEW8Cv1jhFiwHB4eaaKYiYZMtWCYt3CbKAai8redtOACkUkoj3mKzBea/PgvMiD/pNfZ2Ir4mskIZnzf5oaNWeeXnxmrKtRHzbgi9h/Qu6s4dKgYm23NQ9DuNHz/oXBJtHtN7G36xz3r3YGwe4Ayeg+V3BrdnCywA5BEf1WG/UnG3tL2K7P7g53ETNVh4/jwVcbMf0TlI2WZbgTus1blP26bRwiWd9FUdOM0eW3nrYNGe+dLa+JJ3l3YkETVkDjiNHGBHWrBI6Q/GZqw/Qmmw2erInv9VPqbuUefruHMfJdGROM5+/9vNaDRUJ1JthnA7LAcHBx+ar9LdLVgODg410UwXrCazEva+187K0qZARQt27iyj7X6qj/q4IkPLCbTlZyuL3+JnkvR6Kd8HUymztQywLWYsBvotg7Eg+3F1IvVncmGwk2LybsrufJMtvrDoxhYu5slq9V0FN8HO/fX/FFu4Eqja9oGwkLpVAutVkB9sIlksAZunygraFq4T/v5xxiQOHP7qXnsOsv+qImZisb5HbfK1o1297WtnrNdz/HxryzTOjqhM152iRmCLyrk2sHojbav9HvK1WfTkzN5+1UB1zMrq5+9B8cZv6pX+uW1aF3NYj9/GVPfNgrubFx+Wg4PD/xiMASorY/vUAyIyXUS+FZHF0c8JdbVxIqGDg0NNxE/ymmOMubvuahG4BcvBwcGGsxLWRFVrezu55IFgUjj2HPbro1p9rZP6JZl/OXg0pcQW5ykzFyqUihsjj1VOdnZdAIAj39exLZ5IGYOJ4ztlsz2VrBtiXU7RNXVS3wMAEsu0zMRtfqRv0Y4+f1rHOepCnYOP3ggmnmsIDLyR3EF85v0VM4P1OQefo2P74snwNF+c+Tmlh7rr+3n6M4nwvXSYhjbs7EoZwH1ZnHv9JfifOuut/P3kzg6+H/au97tCcPD+3g7kfnEtuV/cZrvrrL6+7mB7vzvLsQmRCPk1Zk+dbWNC/HZYF4vI2QByAFxpjAnOiReF02E5ODjUhDGxfYAsEcmhzwV8GRF5V0SWBXxOBvAwgL4ARgBYD2B2jXH44ERCBwcHG9VK99iwpTYroTHmmFguIiKPAphXV70mW7ASd4a7B2d+G3zczxzPYiAHiaZTOqS97WoZA6Wo2l6WHlpv065WgcdT2qkdf/X5ttjFXtbMu85gDnYAqCQXgSoaN3v7+/mWktP0Xi2u9r8G80IBdrqpr+5T0YI909ePtV+NCnIv4UzF5Vl6fOWU8OB0dmXIfVLrjbjIFofYA33l29diX8He4CyS8r0BwFryvGfP+eRdWifBFzTO/F4cjdGB0tJtGu1LJ0aiVSVFdzAnWPouuw2rRPi3UNxF++QAdABIOn8sAKDiJTv91w9GHERCEelKyWxOBbCstvqA22E5ODgEIT46rDtFZAQiav61AC6sq4FbsBwcHHwwcbESGmNi804lNNmCVZkZHvzMW18Ge/oC9vY/l7b/LGqZBHviOXtuyX46hjePuM8rD3p5utUm99QZXpktg0Xn34gwsGWQwam0Om2xI3K/+6lGwbIYyPezbE5sntQs5qwMsW4BwCFn6XgWkJjk549a9Iha8zhwt4DEQLYYAsDK24L7tbzWHwq3iDFN85IH9FocBQDYnvf5M2k8N9EczLNF9gEz9JzFA0bze/Bkux+TqKJbcU9t9P1g4my7um4Lnx9+Ourls/b9GtWQuVcu/MGNq2EAY5pnni+3w3JwcKgJ54fl4ODQIrBvVsK4oskWrJSt4VZCvwWkGv6Az99f9KZXvmih7oR/MVlNPU8vPcRqM3HQEq88Z+Tzevw/l3jl3FMfsNr0/6fyWYWJgQfcaosPbb8JrIbyTBVJP3vWtoJNGKOi5wEJer1Vd4dzgrGDalIxWdhuDRehuizQRgteUI6ncSequFsx0JZpOVhd9tPjzN208lFblGEHXnZ+Teyq42RrGQCLgtr0p2vdQZTEPo1BVchbvHKGzgGLoQCQQq8fB3CzWLvyKft+DrxUz7XJ0wvs3p+sf/fY9yMVOtjKDK3HfHAJvsxQ2Y/pc2BrOqtR/L8fE5VKU7v3aJCsOc2VrcHtsBwcHGrANEGS1FhQL093ETleRPJEJF9E9t1pxsHBoRkiRi/3FpSqHiKSCOAvAH4GYDCAM0RkcEMNzMHBoYlQHfwcyyfOqI9IOAZAvjGmEABE5DkAJwNYUWurKEwtSyWnjqoO6gQAXHyYVe+qwW8Ftq/OggsAa868LrSfkf/WgNhFJ6requ9dts6nom1wtmbWq+TfYOs7xvw2OCwqsSz8IScUqFvzqhvmBtbJvzbc5F1DHxRF4ZXhbY45XEkI538czlEfC/r5snkLeW2smRIe5NyQOPZQzZ5dNFEjFFbdGz4Hoy7QcX85V+sddfRMq95X7031yhNSz/LK667UyJT2ebay+uN/xee+qyHXNoBbAwD8CN0augNg1fI6AIeE1HVwcGghMMbA/K9aCaPR2xcAwP7779/Y3Tk4ODQATDP1w/rBnO4iMhbAdGPMcdHvUwHAGDOzljabAewBsOUHddpwyGriMTR1/81hDE3df3MYQ2P0n22M6VSfC4jIm4iMLRZsMcYcX5/+9gX1WbCSAKwCcDSAbwF8AeBMY8zyOtrlxJO0vjmOoan7bw5jaOr+m8MYmrr/logfLBIaYypE5GIAbwFIBPB4XYuVg4ODQ31QLx2WMeYNAG800FgcHBwcakVTUCQH2+vji6YeQ1P3DzT9GJq6f6Dpx9DU/bc4xDWRqoODg0N94JJQODg4tBi4BcvBwaHFwC1YDg4OLQZuwXJwcGgxcAuWg4NDi4FbsBwcHFoM/j9e0I/KA9cOiwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 24 -0.8111174917904045 -0.9941681957977355\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 25 -0.8991406470883074 -0.4498784938451016\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 26 -4.933430038084343 -6.045205802438834\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 27 3.7715941697385964 5.979542873744042\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 28 6.104350321487233 8.274775557400469\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 29 4.924844428070964 -43.5715338609164\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 30 -0.9700707196812804 0.05921915471539629\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 31 -0.28289007081800366 -0.956586869178035\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 32 -1.0630297074815138 -0.3259709994616333\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 33 -0.8191024188512883 -0.33725983761517975\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 34 -0.9535937036489488 -0.3648596611697059\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "max iteration reached! stoping\n",
      "-11.75380834062407 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-57677.14369457522 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-75.61518630677675 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-52068.63163474821 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-77.56217899469289 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-876.4635813644479 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-13990.313572390503 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-7347.123531693557 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-16481.425643054285 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-12153.075508056445 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-9372.176313241847 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-9083.19461225457 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-10361.522476600101 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-9224.310917646466 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-9700.358226028693 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-8765.18012083778 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-4180.842995122563 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-1242.411630308917 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-20466.54886479099 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-11489.881469863198 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-26503.342298836713 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-22466.50755594514 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-23862.28503084741 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-25009.694925190255 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-28621.684982116607 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-17015.941224108527 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-40606.476389065625 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-28649.687150555987 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-35959.57629253873 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-27216.311595875814 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-31.618435887720974 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-10.678380412622563 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-26.980157167186814 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-130.61931766735066 reduced X^2 of best position\n",
      "max iteration reached! stoping\n",
      "-4.855267823921087 reduced X^2 of best position\n",
      "=== object === 4 -0.5149191812331322 -1.1970696598392783\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== object === 33 -0.822076801657262 -0.3428967503059862\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_full = system.get_full_image(image_name)\n",
    "image_full -= mean\n",
    "kernel, mean_list, restrict_psf, star_list = analysis.get_psf(image_full, cat, mean, rms=sigma_b, poisson=exp_time,\n",
    "                                psf_type='moffat', restrict_psf=None, kwargs_cut=kwargs_cuts, symmetry=psf_symmetry)\n",
    "\n",
    "# restict psf fitting to subset of selected sources\n",
    "#true_list = [17,21, 35]\n",
    "true_list = [4, 33]\n",
    "for i in range(len(restrict_psf)):\n",
    "    if i not in true_list:\n",
    "        restrict_psf[i] = False\n",
    "kernel, mean_list, restrict_psf, star_list_shifted = analysis.get_psf(image_full, cat, mean, rms=sigma_b,\n",
    "                                poisson=exp_time, psf_type='moffat', restrict_psf=restrict_psf, kwargs_cut=kwargs_cuts\n",
    "                                                                     , symmetry=psf_symmetry)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sibirrer/Library/Python/3.6/lib/python/site-packages/ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in log10\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/sibirrer/Library/Python/3.6/lib/python/site-packages/ipykernel_launcher.py:23: RuntimeWarning: invalid value encountered in log10\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "kernel_large_stack = kernel_util.cut_psf(kernel, psf_size=psf_size_large)\n",
    "kernel_large_pixel = kernel #util.pixel_kernel(kernel)\n",
    "kernel_pixel = kernel_util.cut_psf(kernel_large_pixel, psf_size=psf_size)\n",
    "print(np.sum(kernel_large_stack))\n",
    "from lenstronomy.LightModel.Profiles.shapelets import ShapeletSet\n",
    "shapelets = ShapeletSet()\n",
    "\n",
    "kernel_list = shapelets.shapelet_basis_2d(num_order=10, beta=2, numPix=psf_size_large)\n",
    "kernel_list.append(kernel_large_stack)\n",
    "error_map = analysis.get_psf_errors(kernel_large_stack, sigma_b, star_list_shifted)\n",
    "\n",
    "\n",
    "f, axes = plt.subplots(1, 3, figsize=(20, 4), sharex=False, sharey=False)\n",
    "ax = axes[0]\n",
    "im = ax.matshow(np.log10(kernel_large_stack), origin='lower')\n",
    "ax.text(1, 1, 'kernel stacked stars')\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[1]\n",
    "im = ax.matshow(np.log10(kernel_pixel), origin='lower')\n",
    "ax.text(1, 1, 'kernel stacked stars')\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[2]\n",
    "im = ax.matshow(np.log10(error_map), origin='lower')\n",
    "ax.text(1, 1, 'error map')\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()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "psf_filename = 'psf.hdf5'\n",
    "local_psf_filename = os.path.join(base_path, 'Data', 'HST', psf_filename)\n",
    "f = h5py.File(local_psf_filename, \"w\")\n",
    "dset = f.create_dataset('kernel_point_source', data=kernel_large_stack)\n",
    "dset = f.create_dataset('psf_error_map', data=error_map)\n",
    "f.close()\n"
   ]
  },
  {
   "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
   },
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