{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ELAIS N1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "master_catalogue_elais-n1_20170706_photoz_20170725_irac1_optimised.fits\n",
    "\n",
    "## Key information\n",
    "\n",
    "#### Masterlist used:\n",
    "dmu1/dmu1_ml_ELAIS-N1/data/master_catalogue_elais-n1_20170706.fits\n",
    "\n",
    "#### Spectroscopic redshift sample used:\n",
    "dmu23/dmu23_ELAIS-N1/data/ELAIS-N1-specz-v2.1.fits\n",
    "\n",
    "#### Templates used:\n",
    "\n",
    "#### Filters used:\n",
    "\n",
    "| Telescope / Instrument | Filter         | Available | Used |\n",
    "|------------------------|----------------|-----------|------|\n",
    "| Subaru/HSC             | suprime_g      | Yes    | Yes   |\n",
    "| Subaru/HSC             | suprime_r      | Yes    | Yes   |\n",
    "| Subaru/HSC             | suprime_i      | Yes    | Yes   |\n",
    "| Subaru/HSC             | suprime_z      | Yes    | Yes   |\n",
    "| Subaru/HSC             | suprime_y      | Yes    | Yes   |\n",
    "| Subaru/HSC             | suprime_n921   | Yes    | Yes   |\n",
    "| CFHT/MegaPrime/MegaCam | cfht_megacam_u | Yes    | Yes   |\n",
    "| CFHT/MegaPrime/MegaCam | cfht_megacam_g | Yes    | Yes   |\n",
    "| CFHT/MegaPrime/MegaCam | cfht_megacam_r | Yes    | Yes   |\n",
    "| CFHT/MegaPrime/MegaCam | cfht_megacam_z | Yes    | Yes   |\n",
    "| INT/WFC                | wfc_u          | Yes    | No    |\n",
    "| INT/WFC                | wfc_g          | Yes    | No    |\n",
    "| INT/WFC                | wfc_r          | Yes    | No    |\n",
    "| INT/WFC                | wfc_i          | Yes    | No    |\n",
    "| INT/WFC                | wfc_z          | Yes    | No    |\n",
    "| Pan-STARRS1/Pan-STARRS1| gpc1_g         | Yes    | No    |\n",
    "| Pan-STARRS1/Pan-STARRS1| gpc1_r         | Yes    | No    |\n",
    "| Pan-STARRS1/Pan-STARRS1| gpc1_i         | Yes    | No    |\n",
    "| Pan-STARRS1/Pan-STARRS1| gpc1_z         | Yes    | No    |\n",
    "| Pan-STARRS1/Pan-STARRS1| gpc1_y         | Yes    | No    |\n",
    "| UKIRT/WFCAM            | ukidss_j       | Yes    | Yes   |\n",
    "| UKIRT/WFCAM            | ukidss_k       | Yes    | Yes   |\n",
    "| Spitzer/IRAC           | irac_1         | Yes    | Yes   |\n",
    "| Spitzer/IRAC           | irac_2         | Yes    | Yes   |\n",
    "| Spitzer/IRAC           | irac_3         | Yes    | Yes   |\n",
    "| Spitzer/IRAC           | irac_4         | Yes    | Yes   |\n",
    "\n",
    "- INT/WFC and Pan-STARRS1 excluded from fitting due to systematic offsets\n",
    "relative to the deeper Subaru/HSC and CFHT/MegaPrime optical datasets. Therefore sources outside of the footprint of the SparRCS/HSC footprint will have poor redshifts and should be excluded from current analysis.\n",
    "\n",
    "#### Additional selections applied:\n",
    " - In order to have a fully calibrated redshift estimate, sources must have a\n",
    " magnitude detection Spitzer/IRAC Ch1. (Subaru/HSC or CFHT/MegaPrime r-band and UKIRT/WFCAM K-band optimisations will be included in V1.1)\n",
    " - Sources must also be detected in 5 different bands for a redshift to have been estimated.\n",
    "\n",
    "\n",
    "#### Field-specific issues encountered:\n",
    "When running the photometric redshift pipeline, I encountered a problem whereby the redshift pipeline was freezing approx. <1/3rd of the way into the process with no obvious cause for the error.\n",
    "\n",
    "The cause of the problem was eventually identified as 3 specific galaxies for which eazy was not reaching convergence when fitting the eazy default template library - resulting in the whole pipeline freezing as the subsets including these sources could not complete. The sources were each only detected in the same 5 bands, with one of the measurements being excluded prior to fitting and therefore being fit with just 4 bands. However, there was no clear reason why this specific combination resulted in internal eazy errors compared to other filter combinations.\n",
    "\n",
    "This problem has not been encountered before and is not easily fixed and/or predictable for future fields. In this case we increased the minimum filter requirement from 4 to 5, thus excluding the problem sources. This minimum filter requirement will be maintained for all future fields."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plots for diagnostics and quality checking   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import properscoring as ps\n",
    "from astropy.table import Table\n",
    "from scipy.stats import ks_2samp\n",
    "import h5py as h\n",
    "import matplotlib as mpl\n",
    "import corner\n",
    "\n",
    "from astropy.convolution import Gaussian1DKernel, convolve\n",
    "\n",
    "def pz2d_stack(pz, zspec, zgrid, smooth=3):\n",
    "    \"\"\" Build a 2D stack of the photometric redshift P(z) predictions\n",
    "    \n",
    "    Inputs\n",
    "    ------\n",
    "    \n",
    "    pz : 2D array, (N x M)\n",
    "        Photo-z PDF array of N sources with M redshift steps\n",
    "    zspec : array, len(N)\n",
    "        Corresponding spectroscopic redshifts for the N sources\n",
    "    zgrid : array, len(M)\n",
    "        Redshift grid on which the redshift PDFs are samples\n",
    "    smooth : int\n",
    "        Number of redshift bins along which to smooth the stacked PDF\n",
    "    \n",
    "    \"\"\"\n",
    "    kernel = Gaussian1DKernel(smooth)\n",
    "    photoz_stack = np.zeros((len(zgrid), len(zgrid)))\n",
    "\n",
    "    for iz, z in enumerate(zspec):\n",
    "        znearest = np.argmin(np.abs(z - zgrid))\n",
    "\n",
    "        # Axis 0 = zspec, axis 1 = photoz\n",
    "        pdf = pz[iz, :]\n",
    "        pdf[np.isnan(pdf)] = 0.\n",
    "        pdf[np.isinf(pdf)] = 0.\n",
    "\n",
    "        #print('{0} {1}'.format(z, zgrid[znearest]))\n",
    "        photoz_stack[znearest,:] += pdf\n",
    "    \n",
    "\n",
    "    photoz_stack /= np.trapz(photoz_stack, zgrid, axis=1)[:, None]\n",
    "    photoz_stack[np.isnan(photoz_stack)] = 0.\n",
    "\n",
    "    photoz_stack_smoothed = np.zeros((len(zgrid), len(zgrid)))\n",
    "    for i in range(len(photoz_zgrid)):\n",
    "        photoz_stack_smoothed[:,i] = convolve(photoz_stack[:,i], kernel)\n",
    "    \n",
    "    return photoz_stack_smoothed.T\n",
    "\n",
    "def calcStats(photoz, specz):\n",
    "    pzgood = (photoz >= 0.)\n",
    "    szgood = (specz >= 0.)\n",
    "    cut = np.logical_and(pzgood, szgood)\n",
    "    \n",
    "    pc_pzbad = (len(photoz) - float(pzgood.sum())) / len(photoz)*100.\n",
    "\n",
    "    photoz = photoz[cut]\n",
    "    specz = specz[cut]\n",
    "    \n",
    "    dz = photoz - specz\n",
    "    \n",
    "    sigma_all = np.sqrt( np.sum((dz/(1+specz))**2) / float(len(dz)))\n",
    "    nmad = 1.48 * np.median( np.abs((dz - np.median(dz)) / (1+specz)))\n",
    "    #nmad = 1.48 * np.median( np.abs(dz) / (1+specz))\n",
    "    bias = np.median(dz/(1+specz))\n",
    "    \n",
    "    ol1 = (np.abs(dz)/(1+specz) > 0.2 )\n",
    "    OLF1 = np.sum( ol1 ) / float(len(dz))\n",
    "    sigma_ol1 = np.sqrt( np.sum((dz[np.invert(ol1)]/(1+specz[np.invert(ol1)]))**2) / float(len(dz[np.invert(ol1)])))\n",
    "    \n",
    "    ol2 = (np.abs(dz)/(1+specz) > 5*nmad )\n",
    "    OLF2 = np.sum( ol2 ) / float(len(dz))\n",
    "    sigma_ol2 = np.sqrt( np.sum((dz[np.invert(ol2)]/(1+specz[np.invert(ol2)]))**2) / float(len(dz[np.invert(ol2)])))\n",
    "    KSscore = ks_2samp(specz, photoz)[0]\n",
    "    \n",
    "    #print('Sigma_all: {0:.3f}'.format(sigma_all))\n",
    "    #print('Sigma_NMAD: {0:.3f}'.format(nmad))\n",
    "    #print('Bias: {0:.3f}'.format(bias))\n",
    "    \n",
    "    #print('OLF: Def1 = {0:.3f} Def2 = {1:0.3f}'.format(OLF1, OLF2))\n",
    "    #print('Sigma_OL: Def 1 = {0:.3f} Def2 = {1:0.3f}'.format(sigma_ol1, sigma_ol2))\n",
    "    #print('KS: {0:.3f}'.format(KSscore))\n",
    "\n",
    "    return [sigma_all, nmad, bias, OLF1, sigma_ol1, OLF2, sigma_ol2, KSscore, pc_pzbad]\n",
    "\n",
    "def calc_HPDciv(pz, zgrid, specz, dz = 0.005):\n",
    "    dz = np.diff(zgrid[:2])\n",
    "\n",
    "    i_zspec = np.argmin((np.abs(specz[:,None] - zgrid[None,:])), axis=1)\n",
    "    pz_s = pz[np.arange(len(i_zspec)), i_zspec]\n",
    "    mask = (pz < pz_s[:, None])\n",
    "    ipz_masked = np.copy(pz)\n",
    "    ipz_masked[mask] *= 0.\n",
    "\n",
    "    CI = np.trapz(ipz_masked, zgrid, axis=1) / np.trapz(pz, zgrid, axis=1)\n",
    "\n",
    "    return CI\n",
    "\n",
    "def calc_ci_dist(pz, zgrid, specz):\n",
    "    ci_pdf = calc_HPDciv(pz, zgrid, specz)\n",
    "    nbins = 100\n",
    "    hist, bin_edges = np.histogram(ci_pdf, bins=nbins, range=(0,1), normed=True)\n",
    "    cumhist = np.cumsum(hist)/nbins\n",
    "    bin_max = 0.5*(bin_edges[:-1]+bin_edges[1:])\n",
    "    \n",
    "    return cumhist, bin_max\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "photometry = Table.read('master_catalogue_elais-n1_20170627_processed.fits')\n",
    "photoz = Table.read('full/photoz_all_merged_suprime_i.fits')\n",
    "\n",
    "best = np.abs(np.array([photoz['chi_r_eazy'], photoz['chi_r_atlas'],photoz['chi_r_cosmos']])).min(0)\n",
    "good = np.logical_and(best != 99., photoz['chi_r_stellar'] > 0.)\n",
    "\n",
    "z_spec = photometry['z_spec']\n",
    "AGN = photometry['AGN']\n",
    "\n",
    "zs_gal = np.logical_and(z_spec >= 0, AGN == 0)\n",
    "zs_agn = np.logical_and(z_spec >= 0, AGN == 1)\n",
    "\n",
    "photoz_hdf = h.File('full/pz_all_hb_suprime_i.hdf', mode='r')\n",
    "#photoz_hdf = h.File('../XMM-LSS/full/pz_all_hb.hdf', mode='r')\n",
    "photoz_pdf = photoz_hdf['Pz']\n",
    "photoz_zgrid = photoz_hdf['zgrid'][:]\n",
    "\n",
    "#photometry = Table.read('../XMM-LSS/xmm-lss_processed.fits')\n",
    "#photoz = Table.read('../XMM-LSS/full/photoz_all_merged.fits')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### $\\chi^{2}$ Properties\n",
    "\n",
    "#### Distribution of normalised $\\chi^{2}$ \n",
    "Due to the number of filters used per source varying between template sets and between sources themselves, in the following plots we use a normalised  $\\chi^{2}$ defined as $\\chi^{2}_{\\rm{r}} = \\chi^{2} / (N_{\\rm{filt}}-1)$. However we note this is not the formal reduced $\\chi^{2}$ and therefore should not necessarily be used to judge the goodness-of-fit for individual sources."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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ThIZCWBg88UTWtoYN4fffHSFBWLJtCc0+aeaIlw8qz6wHZ1GptONpslKXbfbs2dSvX586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\nRHz2eeU+9lsNVDazWlFXbQpaWDMeitWe0nLOLTOzdUAL4pzYULZtWY3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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8d5033a110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Fig, Ax = plt.subplots(1)\n",
    "Ax.hist(np.log10(photoz['chi_r_eazy'][good]), bins=100, range=(-3,2.5), histtype='step', label='EAZY')\n",
    "Ax.hist(np.log10(photoz['chi_r_atlas'][good]), bins=100, range=(-3,2.5), histtype='step', label='Atlas')\n",
    "Ax.hist(np.log10(photoz['chi_r_cosmos'][good]), bins=100, range=(-3,2.5), histtype='step', label='XMM-COSMOS')\n",
    "#Ax.hist(np.log10(photoz['chi_r_stellar']), bins=100, range=(-3,2.5), histtype='step')\n",
    "\n",
    "\n",
    "Leg = Ax.legend(loc='upper right', prop={'size':10}, frameon=False)\n",
    "Ax.set_xlabel(r'$\\log_{10}\\chi^{2}_{\\rm{r}}$')\n",
    "Ax.set_ylabel('N')\n",
    "Ax.set_xlim([-2, 2.5])\n",
    "Fig.savefig('plots/dmu24_ELAIS-N1_chi2_distributions.png', format='png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Galaxy/AGN vs stellar templates - $\\chi^{2}$ \n",
    "\n",
    "We now plot the distribution of 'Best' normalised $\\chi^{2}$ from the Galaxy/AGN template libraries vs the normalised $\\chi^{2}$ from fits to the Pickles library of stellar templates. Sources are split by apparent optical magnitude with the relative number of sources indicated in each panel."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/software/local/lib64/python2.7/site-packages/ipykernel/__main__.py:11: RuntimeWarning: invalid value encountered in log10\n"
     ]
    },
    {
     "data": {
      "image/png": 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RI0bwxBNPsHHjRgA8Hg+ffvopM2fO5PDhw4SHh/OPf/wDrVbLW2+91bbvsuDC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\n9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bz77rtceeWVsq1a70LavBOc7gw119TUtKtz14pIhw/AOQvyLj6uZ3u9Xnbv3k19fT0V\nFRWEQiFqa2vJy8tDURS+/fZbWlpauPzyy9u8h9ZWcseOHW1KsADk5eVRX18f93PNy8sjNTWVQCBA\ndnY2oVCIXbt2sWDBAv79738LbVNttU7Lq9byEgcMGNDmZyjTBjpGIsO7H8XZ93IC7y/pi3SitdrR\n0IRTtZy+SKxWq+jQ4fV6ueWWWzhw4ACvvPKKEEpuj7byWjZu3EhlZSX/8z//w9NPP82pp57KSy+9\nxBVXXMHu3bsBmDVrljhXp9Nx6aWX8o9//EMo9R85ckTq9PUOPoqzT9q8E4juDDVnZGR0/OR4Dt/p\n/4Tk9qtn4+H1eikuLiYYDHL48GEyMzMxGo2YzWZqamrIy8sTLSDbQ0uDOVoF7759+8jMzGxTkPo3\nv/kNd999NxCOfHg8HiZMmMArr7zC3LlzURRF2LeWlhZ27NgBhPMS2/t/6k1pA72ZhDl9qqp64+xr\nTtT9JX2QLnT4NLQ2bNrMMrItm9VqFeHf6dOnEwqFWLlyJaFQ6Kj3LS8vj5vz19zcjKIo9O/fn5yc\nHBYuXMhLL71EKBRi586dwPeSMlqytU6nw2w2S7HRXoa0eb2Lru7E0Jn7H1NeWQIcvtgevUajkUAg\nIKIamj0JBoNUVlYK4fi28pABjhw5AtAqZSWWLVu2MGrUqA6loGjyMDqdjuLiYrHSWF5eDiDy+bQO\nRdKh6zydDu8qirIS+I2qqv6Y/ZcDGcD/qarauhmf5KQlXm/Y48pB23l/lzp8EJ1roxnCyLCuFlo4\n77zzuP322/n973+Py+Xi8ccfb+XUeb1ekpOTOXz4MOXl5fTv35+ysuiCk1AoRCgUYseOHaSlpVFZ\nWSnapR04cIBDhw5RU1MDhCUMAoEAO3fuFBIL2kxWGr+eQ9q83klX5+e1VSXaEdvWEe04AAL18NH5\nnV7hi+1K4ff7ycjIEBNWTQ4KwrnLmuByaWkp48ePjytrpTmEaWlpNDU1AVBVVRUVKVFVlc2bN3PR\nRRdx+PDhqOu1fMJIdu3axbBhw9izZw86nY7JkycTCASE3UxJScFsNmOxWKIqjSXHTyJy+oqBoYqi\nDAc+UlW1SlGUG4CxwL+AnwKPJuA5khOMTuefDfsZlL8BVZsS6vBFGo7IPBDN+Q8PM3kAACAASURB\nVIpUdo8c989//nMcDgd33nknp59+OmvXrmXy5MniuNlsRqfTsW3bNiAsz5KVlRX17MGDBwNhwzl0\n6FB0Oh15eXki9ON0Otm9ezeKojB8+HBMJhO7d+/mlFNOAY7hj4ekKylG2rxeR1fndHX0/p363UxO\nhcmPwr+vAsdpcPo/8TQreGpcx2RHI8fq8XjIyMjAYrFgNpvxer00NTVhs9koLy8nJSUFt9uNyWTi\n4MGD6HS6uO9QU1MjqoK14zabLUowef/+/dTX1zN16lTReUNj6tSprezhG2+8wZQpUygpKRF9yiHc\nItNqtZKamorNZsPpdHa477ikfRIR3h0LvATcBGxQFGUkcD7w36qq/jUB95ecoHS6B2JyKsx5C+a8\nnfAVPg2r1RrVEN3j8VBVVSXCvVqvW639z5IlS3j99ddxOBzMmjUrbnPyHTt2iFZCsWj7tPw9jbS0\nNJEDeOjQISwWC83NzQQCAQ4cOEBeXp5c3es9SJvXC4gNt3Z1TpeWA9xWrloi8Hg8uMxz8E1/Vazw\nHY8djRyrFlrWCsxyc3MxmUz069ePYcOGEQqFGDRoEDk5Oa1W5yLROnK053hposyR2qNtoaoq+/fv\nZ8KECZSVlUVd43K5yM7ORlEU7HZ7l37mfY1EOH17VFUdoarqacAYYA7QT1XVI98dr0nAMzqMoijX\nK4pyQFEUn6IonymKMqU7ny/5noToIyWnQs6ZiRvUUSgtLaW4uJivvvoKj8dDaWkphw8fFg6ZxWJh\n2LBh3HXXXTQ3N/PFF1+0usf5559PMBhk1apVrY5lZmYye/ZsnnjiiSh9wAsuuIDNmzfz6aefctll\nl5GUlMTixYvR6/Xk5uZy6NAhIL4OlaTb6VU2D/qm3ev0pLITaMURxcXFCX2+9k4N1mkipNtZOxpZ\nsKbdy263Czmq/v37U1dXh9/vj1vUplFYWIjb7aaurq7NczS1Ak1+pT2amppEFa9er49KC1JVFZ1O\nx/Dhw1ul0XR17ubJTiKcPpPyveuf9t2/xoh9x15udJwoinIl8CDwW8I9ML8C3lEURTYq7QG6Y2ac\nCCJFVC0WCy0tLRgMBpHPp3Xo0M7R9Pyys7PZvXs3wWCQYDBIIBAgFApRVFTEHXfcwbPPPsuGDRto\nbGwUW3V1NZdccgler5fXXnuNsrIytm3bhsPhYNSoUdx///1UV1dz55138uabb3Lfffcxbtw4vvnm\nmx79IyeJotfYPOi7dq8nRXc9Hg8NDQ00NDQk9Pcx3jslagXT5/NFhadDoRCBQEDo8ml9x7UuQLGb\nlpqybds2mpubaW5upq6ujvr6erFpslcbNmzA5XK12srKysS2Z88eIBzlSEpKwu/309LSQktLixhf\nYWEhZrO5ldC1Zgfj5Y9L2icROX3bgSOKojQDjcB64ADwS0VRNvG9UewOfgX8WVXVZwEURfkJMBdY\njOyJ2W2caHkXkeMtKCiIastmtVqFyKiWZ2KxWMjLy2Po0KHs27dP9Ne12Wzi62XLlvHPf/6Te++9\nlw8//FDIHGgVdKeccgobN27khz/8ochzue6661i2bBkrV65kxYoVzJ8/n/vvv58f/ehHrFu3jkAg\nQHJysgzz9jy9yeZBH7V7x5srHK8Xa0eIzQVOSUkRXyeKRLxT7CRbk3qqrKwUucNer5f9+/cTCATQ\n6XTodDrh9LUlzjx27Fh0Oh379u0TslKZmZmtxJlnzJjBxo0byc3NjdpfW1sblfKiOX0OhwOTyUQg\nEBDap1qhSXFxMUVFRSI/XHtXQOT/SY6NTq/0qar6OjAcuAgYp6rq9aqqXghUEDY8j3X2GR3hu56X\nkwgbYG1sKvA+cEp3jEFyHISCcPiDnh6FkDiAsONXWFgoiiasViuVlZXU19fjcrlwu900NTWRmpoq\nJAdi0ev1PProo5SVlfHMM89EHVNVlYKCArZt2yYqdQHS09O54ooreOutt9i5cyc333wzVquVbdu2\nEQqF2L59u9Sh6gX0FpsH0u4dD4lYMbdarQwcOJCBAwce3+9jzf+Dpsrjfn4s8d5Js2kul0usSFZU\nVADhKExGRgYmk0mEelVVbVeDz2w2M3DgQCEt1Rannnoq+/bto7q6ut3z6uvrgbB+ocFgoLn5e7Uj\nnU6HqqpUVVWJd9DarxmNxrjOrfY5yNBv+yRKp08PTAWuUxQlB0BV1bWqqt6hqmp3ffr278ZxJGb/\nEaB9YSFJz6Dp8H1wJuz589HP70La+0Pg8XiijFJLSwsfffQR69atY+HCthswNDQ00NLSIsIiGn/5\ny19Ys2YNV155ZavZqjYTNpvN2Gw2IVcAxJVRkPQYvcHmgbR7x0yP92Kt2gzvz4EPzkiY4xfvnTSb\nBmHpE6vVSr9+/YTgvE6nw2KxEAgEsNvt6PV6amtr233OpEmTePfdd9vVKp05cyaKorB+/fo2z4Hv\npb38fj8pKSlRTmJycjLNzc1kZWWJrhw1NTVYLJZ2/+9kCszR6fRfEUVRJgKfAP8BXAls6mVJxAog\nA/+9jVjh5S0/B0/8VbPuINJoankjbrdbyLekpqaSn5+Pw+HA5/OxYsUKZs+ezeLFi0UeitfrFY3I\n/X4/Tz75JE6nk/Hjx+N2u3G73bz++us8/vjjnHvuucycOZPS0lK++eYbse3YsQOj0UhqaiplZWWU\nlJSI8HKs3IGkZzgBbB5Iu9cmPdq5IVJ4uXYbfH1HQm4b750iq3YLCwspKCjA7/fj9XpFHrLX68Xr\n9dLQ0MCMGTN466232n3OT37yE3bv3s26devaPCcnJ4fp06fz97//vd17FRUVodfr+fTTTxk9erTQ\nN4Vw1KO2thaLxYLf7xcrk7FqC/E+Byni3D6JyOmbB4xVVTUAoCiKGbgDaF3W2LVUAkEgO2a/k9az\n4Ch+9atftVpxWbhwYburOJJOEK/TxmkvgLXtfo5diabPpxmKxsZGSktLhf6UVvnm8/nwer2sXLmS\nmpoaVq1aFdV/NykpSeT0eTwe/vnPf7JkyRLRtq2hoYFnnnmGgoIC5s+fL3Jn8vLyxD0++eQTRo4c\nybBhw/j000+BsHEE6fQBrFmzhjVr1kTta6+asIvoLTYPjtPuSZvXA8TrtDHhwS57nJaeEklGRgZ+\nf1hTPBAIUF5ejs/no6CgAFVVWb9+PQ0NDXHDvIFAgClTpjBt2jQeffRRzjvvPBobG0lObt0D/ayz\nzuLuu+9my5YtDBw4EAjLucR2/CgsLGT9+vU8+OCDJCUl8fLLL7N06VIsFotQN9Bsc1saiZHFHPHe\n+WQgkXYvEU7fHs34Aaiq6lMUpe1eLl2EqqoBRVG2AGcC/wD4rpruTOCP7V37hz/8gYkTJ3b9ICXd\n0lqts3i9XoxGI36/n+zsbDweD5WVlUJR/sknn+Tss89utx2RVrV72mmniX2rV6+mrq6OX/3qV8I5\njKWiooLp06cDsHPnTkwmkzBiHen5e7ITzzHZunUrkyZN6s5h9Aqb992zj8vuSZvXzSSwl+7RaKuQ\nTnOc0tLSsFgsHDx4kJaWFvx+PwcOHCAnJ4empiY++ugj5s2b1+p6k8mETqfjuuuuY8mSJaKPbzxb\ndumll/LYY4+xfv16li9fDoTbSsY6k2PHjuWTTz7B4XBw+umn849//IOf/vSnIs3l4MGDjBgxos0C\nl75SvZtIu5eIJKFBcfb1VC7JQ4RzbK5RFGUE8ARgAZ7pofFIIjkBHD4Izxa1frcQdgIbGxsJBoNY\nLBZ+9KMf8a9//YtJkybx8ccfx73H9OnTGThwIHfccQeNjY1A2GkLhUKkpqa2+WyDwSBm4poCvZbL\nd6JVRZ/E9CabB9Lu9W660eFrj0gJLU3rMz8/n/T0dOx2OzNmzGDo0KH885//bPc+l1xyCVarlWef\nfbbNcwwGA5deeikvvfSSsH/xGDVqlBDAv+SSS/j0009xuVzHXJkb2WtY0j6JcPo+VhTl34qiPKUo\nynOKomwFNiXgvseMqqovAr8G7gK+JKycf66qqu6eGI8kBvfHvdLhi9SA0maOTU1NhEIhodVns9mw\n2WzodDr+8z//kxUrVuBwODjrrLNYtGgR69evj9K3stls/PGPf+TQoUPcdNNN+Hw+Ro8eTSgUYuPG\njezfv5/9+/dTVVXFjh07xGYwGCgvL8ftdqMoCj6fj4aGBiAcXpH0CnqNzQNp93o1qgpf/lePO3yx\naMVpFouF0aNHk5OTQ2FhIZMnT2bt2rVRqgKx2Gw2rrnmGh5++GEhWh+Pq6++Gq/Xy2OPtV3Mrk2A\na2pqmDZtGqFQiH379olVPb/f325+XmSFsizg6BiJkGz5F3AtYbkCF7AUaLu0p4tRVfV/VVUtVFXV\nrKrqKaqqbu6psUhiyJ4DU/8MuuRe4/DF4vV6KS0tFWEPLayQn5+P2WympaUFVVU5/fTTWbFiBcuW\nLePrr7/m/PPPZ/z48dx3330cOXIEo9HIrFmzWLVqFW+//TZvv/02s2bNwmQyEQwGGTNmDGPGjBEF\nItqWlZVFTU0NGRkZZGeH07S03ELp9PUOepvN+25M0u4lgIRLfigKzHgJ0sf2GodP48iRI1itVjIy\nMsjKyiIYDHLaaacRCAR49NH2W0ffddddpKenc+ONN7YZYi0sLOTqq6/mueeea3O1b9euXSQnJzNh\nwgRh30wmk8gTTE1Nbdfpi6xQlgUcHeOYc/oURbEA/xXnUACoI6xTNRd4t3NDk5yUDLkO+p3bY0Ub\nRyNSnqWgIDxGt9stjInJZMLhcFBQUICiKMycOZNly5bx+uuv88EHH3D//fdz3333Cc2/efPmMW/e\nPJ577jkWL17MoEGDhChpPGw2m5hla7l8mlHT/pV0L9Lm9R0iJT8S5kCY7HDmB6AzdovDpzlhkYLG\nEM7pi2yzNnDgQOrr68nKymL79u0cPHiQuro6pk6dyiOPPMIvf/lLIUCt3TcYDAJhO/X4449z4YUX\n8uSTT/LDH/4wagzacxcuXMhf/vIX/vKXv5Cenh7VehLC3T3GjRuHTqcTun2AeE4gEIhyKmNTXGLz\nFCVH53hW+lRg4XfXKm1sUlBM0ja91OGDsBFJTU2loKAAi8WCx+Ohvr6ekpISrFYrOTk5ohekloty\n8OBBTjnlFH75y1/Sr18/Zs6ciclkEvecMWMGX3/9Nc3NzYwcOZKdO3e26cDV1NSIAhHNCGqz3nhV\ncpJuQdq8PkKXSX4Ys7p9hU9zYN1ut3BktTxhQPT19nq96PV6DAYDqampnHHGGTQ2NrJq1SrRrUOn\n05GcnBy1nXfeeSxZsoS7776b6upq0tLSxDZgwABycnIYP348l19+Oc8//zzTpk1j1qxZYps5cyYl\nJSWcdtppmEwm4dxFru4dbaIbKVWjvVvkO0pac8wrfd9Vqv1aVdU2hXoURfmsc8OSnEjEW94/UX/p\nLBYLZrNZjF/rxqG1GtI080KhEFVVVTQ3NxMMBrHb7bz44ovs37+fF198kUAggN/vJykpiTFjxtDc\n3My2bdvIzc2lqamJzz77jEGDBlFbWytmtQDl5eUUFRVRW1vLwYMHMRgMYnYc6UhKug9p83onx9pO\nrSPnH28btESML9Foq2AOh0N8H4nRaKSsrIz09HQcDgcOh4NDhw6Rl5fHNddcw0MPPcTPf/7zdu3O\n73//e95//31+/OMf8/bbb8cVkP/FL37BmjVreO+997jsssvE/oqKClwuF6eeeioQzqPWxiWjG13H\ncc1O2zN+3x1/5/iGIznR0RJrT6SE2tgZok6nE19brVYKCgrE7DPynKysLAwGAwMGDMDv93P//fez\nePFiRo8eLdTurVYr06dPR6fTsXPnTi688ELS0tJoaGhgypQpjBgxgkmTJomtpqaGMWPG4HQ6aWpq\nwm63i5CMdPp6Dmnzeh/H2n2hu7s19HR3CK1aV9sAUeFqtVrx+/0YDAYqKiowm82YzWYREp44cSJH\njhzhnXfa/7FOSUnhiSee4JNPPuGpp56Ke87w4cM5//zzWbt2bVQnj/fffx+DwcCMGTMAKC4uJjk5\nGYfDIRQMTqS/IycKMiQhSSiexnpM+x7GW3e4p4eSMOKpwGurbwUFBTgcDl577TVqamr48Y9/3Op6\ni8XCgAED2L17NzqdjsmTJ/Phhx+2KsxoamqioaGB/Px8AKqqqsjKyhIGUIZ3JZLvOdZQbJd2a6ja\nDKXRHSh6W3eISCfUYrFQWFiIzWYjLS2NUCgkbNqRI0ew2+2MGTOGtWvXHvW+Wmei5cuXU1VVFfec\nn//85xQXF7NhwwYgHB164403mDNnjtAf3bJlC6NHj8ZoNIp2cDU1NaJryIm2mNBbkU6fJHGEgmR8\nezOpB1aQ+dVVEKg/+jUnCF6vl+LiYoqLi3G73ezatYsdO3awc+dOvF4vF110EU6nk9/+9retwt0u\nl4uSkhLGjh0LwKJFi6ioqODNN9+MOs9oNJKcnCwKObQZeUtLC0lJSSdsyFwi6QqOtZ1al7Vf03T4\nNvwHlHzvJPVouzdaa9fFOqGa4+d0OrHZbOTn55Obm0teXp6YnL7xxht4PB5RxBErb6W1oFy+fDkt\nLS088cQTwrGM3MaMGcPw4cN5+umnqa6uZsOGDRQXF3PGGWeIe2zZsoUJEybQ0tIinMfc3FxxDynJ\nkhik0ydJDKEgbPoRyQf/CoC+dgtU9Zh0WaeINWxaL96qqioOHjzInj17cLvdHDhwgOrqakpLS7Hb\n7TzwwAOsW7eOVatWEQqFaGxspKGhQfSpnDp1KvX19eTk5HDmmWeyevVqiouL2bp1K1u3buXLL78k\nLS2NvXv3UltbS0NDA0lJSTQ2NrbZwUMikfQgkcLLagj2rgpr8/UgWgpKpKOkparEFj1ojl9hYSEO\nh4PMzEwyMjIwGo1ccMEFeDwe1q1bh6Io6PX6qMIOnU6HyWTCaDSSl5fHD3/4Q5544gmCwSDp6emk\npKREbddffz3ffPMNjY2NfP755/Tv358FCxZgMploaWlh9+7dTJ06FZPJJJy7oUOHipzI3rRqeiIj\nnT5Jp1HUEMqmH6HECi/nnNWzA0sgWmjXbDajqio6nQ69Xk9ZWRkNDQ243W5mzpzJ0qVLufXWW6mu\nrsZoNJKUlMTHH39MUVEReXl5TJgwgSlTpnD//ffT1NTEzp07yczMjNrcbjeZmZmEQiFSUlIwmUzS\n6ZNIehvxOm3Mej2szdcLOFZHyev1UlZWRl1dHSaTibS0NCZOnMhTTz3VoXZnv/zlL6muruaee+6J\ne/6cOXMYOHAgS5cu5YUXXuCyyy4ThR8ffvghoVCIyZMnA1BdXY3BYMBut4t+ug6HQzp9CUA6fZLO\ncYK0VussFouFESNGUFBQQG5urujOkZOTQ3NzMxBuPfTDH/4Qr9fLW2+9Ja7dsWMHJSUl3HDDDWzc\nuJFQKERubi5Lly5l8+bNVFRUAOFKtcbGRurr6wmFQpSUlJCSkiISriUSSS+hl7RWa49jDS97PB6C\nwSDBYJC6ujqMRiPnnnsu7733Hg899NBRrx80aBB33nknDzzwAMuWLYsq2gDQ6XTcd999mEwmpk2b\nxtVXXw2Eq3hvuOEGZs2axahRowDYvn07w4YNo6SkRLZWSzDS6ZMcP33A4YvMi9EKOjQtvwEDBpCa\nmsqwYcNwOBwiFAsIrT2A1atXc/311/Ppp5+yaNEiJk6cyJ/+9Cduvvlm7HY7L730EvX19bz55pu4\nXC5uv/12XnnlFfbu3cs111xDWVmZKO6QSCQ9zAng8LVHW11HNKUCreWk3+9nzpw5zJ07l9tuu63N\nPuOR3HrrrTz22GP83//9H0uWLBFFaBqTJ0/m008/5YUXXsButxMIBPjBD36Aoig899xzYuVvy5Yt\nDBkyhGAwSHFxsXT8Eoh0+iTHT3M1uMPVWCeywxebvxcKhVBVVRRv1NfX43a7RfWYJsXidDrJysrC\n4/Hg9XqpqakR+XsjR44kEAjQ0tJC//79ueWWW/jiiy9Ys2YNM2fO5O677+aTTz7hvPPOA+Cxxx5j\n586dXHrppQwYMIDf/e53XHDBBYwfP57i4mIGDRokEqo7EmqRSCRdhPvTE9Lhi8xP1nL9Im2dx+Oh\nsLCQfv360dzcjKIo5OTk8LOf/YwZM2awaNEiDh06FGUrI/uNa9uSJUt46qmnWLduHZdddhmHDx8m\nGAzS3NwsbGIgECAQCHDffffx2Wef8fzzz+NwOAgGgzQ2NrJt2zZmz56NXq/HaDTKAo4EIp0+yfFj\ncsBZH0LqyBPW4YvF6/VSVVWFz+fD4/FgNBrFbLW+vp5du3bhdrtxOBxkZWWJkGxlZSWlpaX8/e9/\n54orriA/P79VInNqaioXXnghzzzzDLNmzeKuu+7iF7/4Bc899xwzZ85k+fLl/O53v+Oee+4hFArx\n+OOP43A4KC8vJzU1VYY6JJLewIgbYfy9J5TDF0tNTY0oTtNsneYIqqqKXq/H6/VSW1tLZWUlCxYs\nQFEUFi1aRDAYjOrSkZSU1GpbtGgR69atE23W/uu//ovm5mYGDBggti1btvD000+zcuVKTj/9dAwG\nAwaDge3btxMMBpk5cyaFhYVRGqmSziOdPknnsOTBBV+dNA6ftrKnKemnpqYKWQOt+0ZjY6NY9dPr\n9dhsNux2O5s2beLQoUPcc8897T5HURQeeugh9uzZw7p16xgxYgSrVq3iqquuorS0lBdffJF7771X\nhIjLyspIS0sjGAzKGa9E0hsouhXOeP+EdPgAMjIy8Hq91NfXU1xcDEBSUrhBl8ViITk5GafTSU1N\nDS0tLTQ1NXHRRRexceNGlixZ0kpjNB4zZ85k165d/Pd//zfvvPMO06ZNY8mSJRw5coR//etfLF26\nlAULFvCLX/wi6rp169ZhMpnIzs4G6FHZm5MR6fRJOo/u5BANjlzZs1qtomJMa81WUFAgNK0grKtn\nt9txOBwixAtQWFh41GeNHj2aU089tZXifUNDAwDjxo0T+5qbm3E4HOj1emn8JJLewgls92pqarBY\nLPj9/qjwqdvtJhgMkpubS0pKCk6nk6SkJFJTUxk8eDAXX3wxa9euZc6cOXz55ZdHfU5mZia33HIL\n3377LX/84x955513KCws5LzzzmPq1Kk8/vjjUSt4X331FQ8++CCXX365kJ2RJJZj7r0rkZysaA6V\n5vBFoqqqcPwAKisrRccMLR9GM1Ba1VpLS0urLhqRM+SLL76YZcuWUVZWRmpqKoAQJQ2FQni9XpFj\naLPZKCgoaDUuiUQi0ehov9+MjAySkpJwOp1R4sdVVVWEQiEcDgeFhYV4PB6RT7x//36Sk5Ox2Wxs\n2rSJyZMns3jxYu6++26cTme749KUDRYsWMATTzxBdnY211xzjVhdhPDk9tprr2XEiBHcfvvtUpev\ni5BOn6TPo8002zOUTU1NUbPOqqoqGhoaqKqqIjMzU/TrhbA0QSgUYtOmTaxbt44PPviA8847j7vu\nuguLxSLOu+yyy7jlllvYvn07//Ef/wHA/v37xViSk5NFw/GMjAxpACUSSbtE5ua1ZS+sVquwZZHn\nud1uzGZzVEs27Vyn04nD4cBkMpGXl8c555zD+++/z8svv8zf//53li9fzvXXXy+kpUKhUKscPE20\n+bbbbhP7WlpaxDX33HMPO3bs4NlnnxUrjZLEI8O7kvYJBWHTj+HQW0c/9yRGM6aVlZW0tLSIat3y\n8nIaGxux2+1MnDgRCIuQ9uvXjzPPPJPnn38es9nMihUreO+996Lu2b9/f0aOHMnnn38u9mkt2LQQ\n8r59+wDESqBEIukGqjbDp1dCi6/NU9qSPulJOiLIrKWtAFGtzTIyMrDb7ej1etxuNxs2bGDr1q1s\n2bKFDRs2UFJSgsFgICcnh0AgwPz583nwwQe56qqruO2225g0aRLbtm1Dr9djMBhaFXdYrVZMJlPU\nZrFY0Ov1vPfee6xcuZILL7yQ/v37C6dTknik0ydpG02Hb+8q+PjiPu34acbUbrfj9/uFbEu/fv3Q\n6XRYLBbmzZvHAw88gNls5gc/+AGvvPIKf//733n88cfJzs6Oq3NVV1cnDDDAF198IQpHAB544AH6\n9+/P3Llzu+1dJZK+jK/sE0Lrz4LSF8N2rw3Hrzf2gz1WQWZtkql9bbVaycrKoqmpCbfbzRdffEFF\nRQUVFRXs2bOHyspK0tLSGDlyJCaTiWHDhrFo0SJWr16N2WxmxowZfPTRR8c05ieffJJ58+Zx3nnn\nMX/+fPR6fVS6jCSxyPCuJD6xwstqCIIn5+wrVvdOVdVWoQmTyYTZbBbfG41GTCaTyP+zWCyUlJQw\ndepUZs2aJdoHafc59dRT2bBhA4FAQOwLBAJUVFSQmZlJZWUlABs2bGDGjBmEQiH27t3L2rVrWbly\nJQaDIWqcUr5AIukCqjZj/PdF6Frqwt+HmkANxj1VC32eyGkXGRkZrb52Op0MGzaMrVu3kp6eTnJy\nMtnZ2ZhMJhRFISUlhcGDB+PxeGhoaGD//v0MHTqUa665hrfeeou5c+fy2muvcdZZ7bfhDAaDLFu2\njIceeoif/OQnTJgwgZkzZ0YVl5zIn21vRTp9ktb0gU4bx4JWqKE5eFarFZfLBbQu+jAYDCiKgtPp\nxGw2iwq08ePHs2LFCgBR3FFaWkooFGLo0KGkpqZSU1PDt99+y7Jly7BYLDz88MPk5OTw05/+tPtf\nWiLpa3zXaUNz+IJZp6FvR4fvaMUSvZ1YpzUyz6+wsBCfz0dZWZk4Xl9fz6hRoygoKMDn8+F2uyku\nLqalpQVFURg9erSwf/Pnz+eVV17hnHPOEc+LzPPzeDxcc801vPnmm5xyyikUFBRQVFQkNE218UkS\nj3T6JNFIh68VkWEcbVXParVG7YPv9aQ0Y1VSUoLP56O6uppBgwbR1NTE6tWrWbp0KYAQfT506BAA\nr776KoqiMGfOHFRVZc2aNfzsZz9r1cNSIpEkmDit1dpz+E4GNFsW+b3bOzH2lwAAIABJREFU7RYd\niMxmM4MGDeLw4cPU19cD4QmwNpHVRJq9Xi+hUIisrCxGjx7N4MGD0el0XHLJJbz66qui61AoFOLI\nkSOUlZVxww03sGfPHi688EImTZpESkqKaGepIaMZXYN0+iTfo4akwwdCoT5yZU/7Xlv1A1olTJvN\nZmFE3W43jY2NHDp0iNraWhwOB0uWLOHWW29lzpw5DBkyhKKiIi6++GLuuusuxo4dyyOPPMKVV15J\nXl6eaFOUlpaG1+tFp9NFjUkikSSI6i0ndC/d4yU2gqF9X1NTQ0ZGBn6/H71eT25uLiaTCUA4ZVar\nVeiGBgIB4QQWFhbi9XqFHMsFF1xAXl4e9fX1wnEEyMvL46qrrmLcuHHodDoMBgMlJSXSvnUD0umT\nRKCAOee7L/umwwfxV/a0fBatejcpKSlqVgrRuYFWqxWbzUZKSoqoULvxxhv54IMPWLx4MevXrycp\nKYnbbruNzz//nHPPPReTycT1119PKBQSq4A6nQ6TydRqTBKJJEEkpUKSNez09RGHD8DlctHQ0EBK\nSorQ5NME57WJrtFoJCkpiaKiIuEUFhcXCyH6IUOGCAWDQCAgJsZGo5Hhw4djMBg4cuQIDoeDzMxM\nBg4ciKqqVFRUMGDAAMaMGYPX68Xr9RIMBkXaDMhOHF2FdPok36MoMG4FKHrInNRnHL7YMELkyl6k\n9l5bxzS0cwCxQmgwGERHD6PRyG9+8xuWLFnCgw8+yPLlyxk5ciRPPfUUc+fO5cYbb2Ts2LHodDqC\nwXDyuN1ux2azkZSU1OZzJRJJJ0gdCmd+CNt+A1Of7BMOXzw025aWlhaVu6x1KNKcxIqKChwOB8Fg\nEIfDgd1ux+fzkZWVJaIgycnJ9OvXj4yMDLKzs3E6neh0OoqKiti8eTN6vZ6WlhZMJhNJSUkcPnwY\ni8VCSkqKsH0nes5kb0U6fZJoFAXG/b6nR9GjtGdsYvNg4qHNiEtLS9Hr9UA4LOL1epk2bRpXX301\nK1euZNmyZQDMmjVLtF/T8vf27t0LwIABA446JolE0klSh8Jpa3p6FN2Ktiqn2RXNtnm9Xtxut9jv\ncrk4ePAgEFYtyMzMxGg0RtnB9PR0amtr0ev1ZGRkiImp1+slMzMTCDuC+/btw2w209zcjM1m45tv\nvsHj8RAIBERURLsusruIJHFIp08iSTBaKFYzYFq4xGq1YjabOeOMM1i9ejUHDhwgJycn7j2eeeYZ\ncnNzmTlzJpWVldhsNmn8JBLJcRMvQqDJtEQe83g8opgDwt2H6uvryc7OxmazUVhYKIo+tI5Bfr+f\nxsZGKioq6NevH2azGbvdLlYH6+rqCAaDZGVlATB8+HDKysqora3F7/djs9nQ6XQ4nc6oe0unL/FI\np08i6QCRSc9msxlVVaPCuZHneDwefD6f0OrT9mu5gRMmTADgm2++IS0tLeo+oVAIi8XCe++9xznn\nnENzczPBYLBVLp8M8Uokks7Qls6g1WrF7XZjNBrR6/U4HA7MZnOUw6dRU1Mjcpv37t1LTU0NKSkp\noqjNZDJRVVVFU1MTGRkZlJeXEwqFSE9Pp6CggOrqavR6PXa7nf79+x91bJLOI52+vkgoCIRAl9zT\nIzlh0FbvXC6XWLWLDfNq5/h8PgwGAwcPHhRf22w27HY7ZrOZwsJCMjMz2b59O2effXaUA6eqKuXl\n5ezdu5frrrsORVFk43GJJBEE/aA39vQoeg1tpYxYLBZR2KGd43a7cTgcUTZPq9h1u90iNKxV/BYU\nFODxeKirq6Nfv34iv7m2thafz0dqaiq5ubki7UXLeY6VxZIkHtmGra+h6fBtWAShQE+P5oRBa8MG\ntNl6KbJVW3NzM6FQiMbGRnw+H16vVziENpuN0047jf/93/8VvXUjKS0tBRChEG3FUCKRHCdVm+GN\noeD6tKdHckIQKVXldrtFtCEeWrVu//79mThxIsOGDRMpLZrDN3jwYAYMGMDAgQPFpDc/Px+Hw4HN\nZhNKB9LR63rkSl9fIlZ4eWMynPa3nh3TCULk7FMzflqys+aQRer0adVuWjg40pi53W4eeeQRzj//\nfObPn8+7775Lbm6uOD5t2jQyMzPZvHkzV1xxRTe+pURyEhIpvPzReXDWv8LqBJK4aNJTWuRCc+pi\niZVUKSgoAMK2T1XVKFuphYpzc3Px+Xzk5+eLFcT+/fuTmpraSgJL0jXIlb6+QrxOG/mX9eyYegmq\nqorN4/HgcrlazWq14xpHa7ZusVgoKChg5MiRFBYW4nA4hFFraWnBarXy2muvAXDRRRdx5MgRQqGQ\nULm//PLLeeWVV4TIs0QiOQ5iO21kToKU4T07pl6OoigoioLVaqWmpgafz4der8fpdIrKXq3q1+l0\nttogXPwBYQdQE3r2er2UlpZy8OBBSkpKcLlcGI1GIQmjPVfbJF2DdPr6ArK1Wodpy5nTDJF2HL7v\nyKEd0+l0UUYr9nvNkGrXjRgxgkceeYSGhgYuu+wyvvzyS3HNr3/9ayorK3n22Wfx+XzSIEokx0qc\n1mp9RXg5EWhRC5vNJr4/2mQXovOfPR4Per0+qgCktraWyspKKisr8fv9OBwOGdbtRmR492RHOnzH\nxNGqxiIFTI/HUMUmT48bN4777ruPW265hdmzZ5OUlMT48eNJT08nGAyybds2mc8nkRwr0uFLCA6H\nQxRxQMeqarVz/H4/wWBQdBfSVgG1og74XjJG0n1Ip+9k58tfS4fvGNBy9+KtpsX2qkwEVquVCRMm\n8MILL9DY2MjWrVv58MMP2bdvHzfeeCPXXnut6L0rZ8MSSQdo3C8dvgQRmZYCRxeJjxRUtlqtFBcX\ni6pcbd+IESPEuZGSL5LuQTp9JzuDroXi56G5Tjp8nSQytGE2m1sdV1W1lfyKz+dr5ShGnmM2m3G5\nXASDQcxmMwsWLKCoqEgImaakpEiRUonkWLAWQsEVsHeVdPi6mUgbabfbo6RftGOawoHb7Ra9duM5\nfpGTbGn7Eod0+k52MsbBGevBUwx583t6NL2SjuTIafl4kf1v4638xYo4RxrBeKuDiqIQDAaprq4m\nNzcXi8VCfn4+EK6GkyKlEskxouhgyuOQOgIGL5UO3zHSmZzheL3JtdU/CNtHzQ5WVVURCoXwer1R\n94gUuY9cJZQkBun09QUyxoU3SaeInHFqlb6xDl3sauDRnDav10taWhoGg0GIlcaKP7cVbpZIJG2g\n6GDEr3p6FH0OzXZFyr40NDTg8/nw+/2kp6ezZ88e0tLSMJvNZGVltVrli1csJ0kc0umTSI6TeA5d\n7D4tR7AtLBaLMHqaOn1kdZwMb0gkku4iNievM9doK3Z6vR6dTkd6ejq1tbV4PB4OHTrEqFGjKCoq\nEjIw2kS3s8VykvY5aZw+RVFuB+YC4wG/qqqZPTwkyUlOPIcucl+krl9799BETTUjCZCWlha1aiiN\nnyQWafMkiaYtm+NyuUQVb+TENjJXL/YaLTwbeV5OTg6fffYZycnJ+Hy+Vs/U7KeMbnQdJ5NOXzLw\nIvB4Tw+k2wkFwxVrkm4jVjevozp9sYYscr+mfK8ZyUhNP4kkDn3X5kHY5qmhnh7FSUdNTQ1AlGD9\nrl27qK2txe12t9Lqa8tORe6P7KWbnp6OxWLBbDaLzh3SznUfJ81Kn6qqdwIoivKfPT2WbkXT4St/\nA854HzIn9PSIJMdJbGhYhnUl7dFnbR58r8OXfylMXRXO4ZMkhFjtPI/HI0KzsSt9EN9OaYVv2vXa\nvy0tLZjNZgYPHkxKSoo4T9q57uOkcfr6JLHCyx+dD/P2QZL8BTpRiK0AlmENieQoRAov7/s/SB0J\nI3/d06M6KWgrTzknJ4fBgwdHOXrxiM3viw39ejyeqB69ku5HOn0nKvE6bUz5X+nwdRPx8vXiSbgc\nzYHzeDzU19dTWVlJQUEBJpMJna71qoV0BCUS4nfaGPLjnh3TSUQ84flIZQLtnLaIdfIincjYHOjI\nAg7pAHYfvXpNXFGUFYqihNrZgoqiDOvpcXY7srVar6QjfSljsVqtNDc3YzAY8Hg80rnr40ib1w6y\ntVqP0VHbFpufZ7VacTqdcZ2647GXks7T21f6HgD+cpRzOl3B8Ktf/Yq0tLSofQsXLmThwoWdvXXi\nkQ5fryDeqt7xCilr3T2sVmvcDh6S71mzZg1r1qyJ2ldXV9dDo+kSpM2Lh3T4epSO2rZjWbWTwvMd\nJ5F2T+mIrMSJxHdJzX/oiHyBoigTgS1btmxh4sSJXT+4RLDnz/DFT8JfS4evx3C5XKKlkKazF9uG\nDY4elj1w4AAulwu9Xs/IkSOjWhVFipbKFcC22bp1K5MmTQKYpKrq1p4eT3dz0tu8YDO8MRS8peHv\npcPXpRyPVp+k+zleu9erw7vHgqIoAxRFGQcUAHpFUcZ9t51cP7WDl0D+FdLh62Fiwxher5fKykq8\nXq+QOujohKqpqYlQKCTCHJpkgkTSHn3G5ukNcNoaSLJJh68bkGHXk5veHt49Fu4Cron4XvN85wAf\nd/9wughdEpz6V6j6Ahyn9PRo+iyxs+Cj9dhtC6fTGXVPj8cjJBPk6p7kKPQNmwfgOBXO+hhShkqH\nr4vR7BCEIxpyxe/k4qRx+lRVvRa4tqfH0S3okqTD18s43vwUi8VCYWEh0Lojh0TSHn3K5oHUIO0m\nNCdPS2E5HrsmQ8S9l5PG6ZNIepJEFF5obYukOr1EIulO4jlpnSm0kC0key/S6ZNIehAt70+r2gW5\nyifpu8gVop4hnpPWmf8DWZnbezlpCjlOKkJBKHkRTrLK6pOdo/XZbe+a2ObkEkmfo3oLTa6vZRFB\nD5DI/rfSce/dSKevt6Hp8G24Ev7fLdLx6yPIpuOSPk3VZlh/FhlbF2D0l8jfg26mPRHlY0VW//Zu\npNPXm4gVXt71MNRu69kxSSQSSVcSIbys8x8mq/wR6fSdwMgJbO9G5vT1FtrqtJExtmfHJelStJw+\nmfgs6ZPE67Qx7ameHZOkU8iwbu9GrvT1BmRrtT6LltMnZ8eSPodsrdZn8Hg8uFwuGfLtBciVvp5G\nOnwSwnp9steupM8gHb4+hYxk9B7kSl9PU/cNlLwQ/lo6fH0er9crZ8SSk59dD0qHrw8hIxm9B7nS\n19NkjINZr8Onl8Epq6XD18eRM2JJn2D6X6C5FoJe6fD1AWSeX+9BOn29gf7nwvxiMGb19Egk3Uys\nlp8UNZX0CfQmmPUqhFqkwyeRdCPS6estSIdPgpwRS/oQehPoe3oQEknfQub0SSQSiUQikfQBpNMn\nkUgkEolE0geQTl93EArC/7sdPAd7eiQSiUTSPVRthp0P9fQoJBJJBDKnr6uJ1OErXQtnfgTWAT09\nKolEIuk6InX4Qk0w6vaeHpFEIkGu9HUtscLLnlKo/bpnxySRSCRdSazwcsU7EAr07JgkEgkgnb6u\no61OG7lze3ZcEolE0lW01WlDl9yz45JIJIB0+roG2VpNIpH0NWRrNYmk1yOdvkQjHT6JRNLXkA6f\nRHJCIJ2+RBNqgsa94a+lwydJID6fj0svvZS0tDT0ej319fU9PSSJJIynBFoawl9Lh0+SQK677jqy\nsrLQ6/V8/bXMie8s0ulLNElWmP0WOGdLh68X8thjjzFw4EDMZjPTp0/niy++aPf8p556ilmzZpGZ\nmUlmZiZnn312q2seeOABcnJyyMnJ4aGHoiUqPv/8c6ZMmYKqqp0e++rVq9mwYQOfffYZFRUVpKam\ndvqeEklCyL8UTlsD2WdIh6+Xcaw2D+Dhhx9mxIgRWCwW8vPzuemmm/D7/eL4X//6V/Lz87Hb7fz6\n17+Oura4uJjhw4fT2NjY6bG//fbbPPvss6xbt46KigpGjx7d6Xv2eVRV7bMbMBFQt2zZoiacUCjx\n95R0ihdeeEE1Go3q6tWr/z97dx4fd10nfvz1ySSZK/fZJG2TltLS9IC2gCAgIIeoKCg/QdRFWFx2\nkUNZ/LmLP1d3VZRVdz2qsCjKoauiqKAcVqCUUq7SlraUtvTK2Rwzk2uSmWSSzLx/f0zm6yRNmzuT\nSd7PxyOPNjPf+X7f32Tmnff38/0csm/fPrnpppskNzdXvF7vcV/zqU99Su677z7ZtWuXvPPOO3LD\nDTdITk6ONDQ0iIjI7t27xeVyyaZNm2Tjxo3idDplz549IiLS19cna9asmbT31xe+8AW54IILJmVf\nk6mvry+hx9++fbsAAqyVGZBXZvLXlOY8Ec17M8x4ct7//u//isPhkN/85jdSU1Mjzz77rJSWlsqd\nd94pIiI+n0+cTqf87ne/k23btklRUZE89dRT1uvf//73y+OPPz4p8a9fv14qKiomZV+TKdE5T2T8\neS/hSSiRX1OeANWM8q53vUtuv/126/tIJCJlZWXyn//5n6PeRzgclqysLPnFL34hIiK//e1v5eyz\nzx50jMcee0xERO6++275/Oc/P+p9P/bYY7JixQqx2+1SUVEh//Vf/2U9d8EFF4gxxvq68MILh93H\nrl275MILL5TMzEzJysqS008/fdD7+0THEBExxsgTTzwx6LGcnBx5+OGHRUSkurpajDHy6KOPyvnn\nny9Op9N6bsuWLXLBBReIy+WS3Nxcueyyy6S9vV1Eoj/rb37zm7Jo0SJxOp1y2mmnWT8nEZG2tjb5\nxCc+IYWFheJ0OmXp0qXy0EMPjernpkWf5jw1vPHkvFtvvVUuvvjiQY/deeedct5554mIyNatW6Wk\npMR67pprrpHvfve7IhItGK+88spRx7dp0yY588wzxW63S0lJifzrv/6rhMNhERG5/vrrxRgjKSkp\nYoyRRYsWDbuPmpoa+dCHPiS5ubnidrtl5cqV8swzz4zqGCIiFRUV8oMf/GDQPk877TT5j//4D+t7\nY4zcd9998uEPf1jcbrf13J49e+Tyyy+XrKwsyczMlPe85z1y5MgR63U//elPZfny5eJwOGT58uVy\n7733Ws/19vbKLbfcIiUlJeJwOGTRokVyzz33jPpnp0WfJkB1Ar29vZKamnpMQfPpT396TEnK7/eL\n0+m0rmz37dsn+fn5UldXJ9XV1ZKXlyfvvPOOHDx4UJYtWyZdXV2j2u+2bdvEZrPJ3XffLQcPHpSH\nH35YXC6XVVC1tbXJTTfdJOecc454PB5pa2sbdj8rV66U6667Tg4cOCCHDh2Sxx57THbv3j2qY4iM\nvuhbvHix/PGPf5Tq6mppamqSnTt3isPhkFtvvVV2794te/fulR//+MfS0tIiIiLf+MY3pLKyUp59\n9lmpqqqShx9+WJxOp2zevFlERG655RZZu3at7NixQ2pqauT555+XJ598clQ/Oy36NOepY4035/3q\nV7+S3Nxc2bp1q4iIHD58WJYvX24VJG1tbZKdnS07d+6UlpYWWbx4sTz77LPS2toqS5YskaNHj44q\nvqNHj4rb7ZbbbrtN3nnnHXniiSeksLDQKqj8fr98/etfl4ULF4rH4xGfzzfsfj74wQ/K+973Pnn7\n7belqqpKnnrqKXnppZdGdQyR0Rd98+bNk4ceekiqqqqkrq5Ojh49Kvn5+fKxj31MduzYIQcPHpSH\nHnpIDhw4ICIiv/zlL6WsrEwef/xxqa6ulj/+8Y9SUFAgjzzyiIiIfOc735Hy8nJ5+eWXpba2Vl5+\n+WX5zW9+M6qfnYgWfdOfAPU2RlJpaGgQY4y89tprgx7/4he/KGedddao93PzzTfLkiVLJBQKWY/d\nf//9smzZMjnllFPkJz/5iYiIXHzxxfLEE0/I7373O1m5cqWsXbvWKnCG88lPflLe9773HRPbypUr\nre8///nPH7eFLyYrK8tKKuM5xmiLvvXr1w/a5hOf+ITVEjBUKBQSt9t9zM/+M5/5jHzyk58UEZEP\nf/jDcuONN57w3I5Hi75pynkimveSyERy3g9/+ENJT0+XtLQ0SUlJkc9+9rODnn/88cdl1apVcvLJ\nJ8vXvvY1ERH5+7//e1m/fr1s3rxZ1qxZI6tWrRrUmj/Ul770JVm+fPmgx+69917Jysqyvv/+979/\n3Ba+mNWrV1sxjOcYoy36Yre3Y+666y456aSTpL+/f9hjL1my5Jgi7hvf+Iacc845IiJy++23H9Oi\nOhbjzXu6DNt4RMKw9TOQfyacfHOio1ETICIYY0a17T333MNvf/tbXnzxRdLT063Hb7rpJm666Sbr\n+4ceeoisrCzOOussli1bxvbt26mtreXjH/841dXVpKUdO1Htvn37uPLKKwc9ds455/CDH/xgTDH+\n8z//MzfeeCOPPPIIF198MR/72MdYvHjxpB4DYN26dYO+37lzJ1dfffWw2x46dIhgMMgll1wSKzwA\n6OvrY+3atQDcfPPNXHXVVWzfvp1LL72UK6+8krPPPnvU8ahp0LINdvwznPd7cBQmOho1TiN91jdt\n2sQ3v/lN/ud//oczzzyTQ4cOcfvtt1NSUsKXv/xlAK644gquuOKKQa/Zs2cPP/rRj1iyZAmPPvoo\nRUVFnHnmmZx//vkUFBQcc5z9+/cf8xk/55xz6Orqor6+nvnz54/qfG6//XZuvvlmNmzYwMUXX8xV\nV13FqlWrJvUYcGzO27VrF+eddx42m+2YbYPBIIcPH+bGG2/kM5/5jPV4OBwmJycHgOuvv55LLrmE\nZcuWcdlll3H55ZdzySWXjDqe8dLRu2MVm4fvyEPwxmfh4H2JjkiNQkFBATabjebm5kGPezweiouL\nR3z9d7/7Xb797W/z7LPPsmLFiuNu5/P5+PrXv8769et5/fXXWbZsGYsXL+aCCy6gr6+PAwcODPu6\n4RJxfIE0Wl/96lfZu3cvl19+ORs3bqSyspInnnhi1McwxhzzWF/fsUtoud3uQd87nc7jxhQbxff0\n00+za9cu62vv3r387ne/A+Cyyy6jtraWO+64g8bGRi666CK++MUvjvKs1ZSLzcPnfQmefy/0eBMd\nkRrBeHPeV77yFa677jpuuOEGVqxYwRVXXME3v/lN7rnnnmG37+3t5ZZbbuEnP/kJhw4dIhwOc+65\n57J06VKWLl3K66+/PuzrTpSPxnIBeuONN1JVVcV1113Hnj17OP300/nxj3886mOkpKRMWc574IEH\nBuW8PXv28OqrrwKwZs0aqqur+cY3vkFPTw9XX331cS+cJ5MWfWMx3MTLjpELBpV4aWlprFu3juef\nf956TER4/vnnefe7333C137nO9/h7rvvZsOGDaxZs+aE295xxx3ceeedlJaWEg6HByWP/v5+wuHw\nsK+rrKxky5Ytgx57+eWXWbp06ZgSIMCSJUv43Oc+x4YNG/joRz/Kgw8+OOpjFBYW0tjYaD1/8OBB\ngsHgoNcMF8/q1asH/WyHnpvdbqempobFixcP+iorK7O2y8/P57rrruORRx7h+9//Pj/5yU/GdN5q\nigydeNmeB7bj/8FTM8N4c14wGCQlZXBpECuMhrsQ/drXvsYHPvABTj31VMLhMP39/dZzfX19J8x5\nr7zyyqDHXn75ZTIzMwflhdEoKyvjpptu4rHHHuPOO+/kpz/96aiPMTTn+f1+qqqqRjzm6tWreeml\nl4Y9v6KiIsrKyjh8+PAxOa+8vNzaLiMjg4997GPcf//9PProo/z+97+nvb19TOc+ZmO5FzzbvhhL\n/5Zwv8grnxb5X6Jfv0oVqf39yK9TM8ajjz4qDodj0PQFeXl54vF4rG2uu+46ueuuu6zv//M//1Ps\ndrv84Q9/kKamJutruAEaf/3rXwf1lTl69Ki4XC555pln5P7775fCwkLp6ekZNrYdO3ZIamqqfP3r\nX5cDBw7IQw89JC6Xa1D/vJH69HV3d8utt94qmzZtkpqaGtmyZYssWbLEOp/RHOPaa6+VFStWyJtv\nvilvvPGGXHTRRdaUDyJ/69O3a9euQcc+cOCAOBwO+exnPyu7d++Wffv2yX333WcN5Pjyl78shYWF\n8vDDD8vhw4dlx44dsn79euvYX/nKV+SJJ56QQ4cOyZ49e+RDH/rQoFHRJ6J9+qYo54mI+N4Q+W3O\n3/Les+8R6e0c3WtVwo0n5/37v/+7ZGdny29+8xupqqqSv/71r7JkyRK59tprj9n/nj17ZOnSpRIM\nBkUkmoMKCwvlZz/7mTz55JPidDqt6a2GOnr0qGRkZMitt94q+/fvl8cff1wKCwsH9c8bTZ++z3/+\n87JhwwapqqqS7du3y1lnnWXFOppj3HXXXVJaWiovvfSS7N69Wz7ykY9IVlbWMX36hvZ1bmlpkcLC\nQrnqqqtk27ZtcvDgQfnFL35hDeR44IEHxO12yw9/+EM5cOCAvPXWW/Lggw/K9773PRER+d73vie/\n+c1vZP/+/fLOO+/IjTfeKKWlpSc813g6kGMqE6AWfLPGj3/8YykvLxeHwyFnnXWWvPHGG4Oev/DC\nC+WGG26wvq+oqJCUlJRjvuITgkg02Z1yyinWSNmYn/3sZzJv3jypqKgYNI3AcP7whz/IypUrrelU\n/vu//3vQ8yMVfb29vXLttdda5zd//nz53Oc+N2jQyUjHaGhokMsuu0wyMzNl2bJl8pe//EVyc3MH\nFX0pKSnHFH0iIps3b5Zzzz1XnE6n5OXlyfvf/37p6Oiwnl+/fr0sX75c7Ha7FBcXy/vf/35rlN03\nvvENWbFihbjdbikoKJCPfOQjUl1dfcKfV4wWfVOQ80S04JslxprzwuGwfO1rX5OTTz5ZXC6XlJeX\ny2233TbosxxzzjnnyNNPPz3osaeeekrKy8ulpKREfv7zn58wts2bN8u73vUucTgcUlpaKl/60pcG\nTacymqLvtttuk5NPPlmcTqcUFxfL9ddfL62traM+ht/vl49//OOSk5Mj5eXl8sgjj8iaNWsG5fiU\nlJRjij4Rkbfeeksuu+wyycjIkOzsbDn//POlqqrKev7Xv/61rFmzRhwOh+Tn58sFF1xgzWH405/+\nVNasWSOZmZmSk5Mjl1xyiezcufOE5xpvvHnPiEx8pYBkZYxZC2ywB+HPAAAgAElEQVTfvn271aH8\nGCIDffgeHHiRLq2m1EyyY8eOWCfrdSKyI9HxzGSjynkAbTvhuQt1LV2lZqjx5j3t0zcSY6BgoP+D\nFnxKqbnAtQDcA32PtOBTatbQKVtGY8nAkGt7nhZ8SqnZz54PFz0Pu74Ma76jBZ9Ss4QWfaO15DMj\nb6OUUrOFPR/O1CmplJpN9PauUkoppdQcoEWfUkoppdQcMCuKPmNMuTHmAWPMEWNM0Bhz0Bjz78aY\nY9e7Op5IGPq6pjDKqfHrX/860SFMWLKfQ7LHD7PjHOaaScl7ff4pjHDqJPv7Ndnjh+Q/h2SPf7xm\nRdEHnAIY4B+ASuAO4J+Au0f1ahlYS3fjJdDbMWVBToXZ8MZN9nNI9vhhdpzDHDSxvNe6Hf50ElQn\n3+8+2d+vyR4/JP85JHv84zUrBnKIyAZgQ9xD1caY7xJNgCdcwDPFQHnT16Hjz9EHXvwQXLwJzGyp\nh5VSs9FE8p6zZx88f2t0Hr5XPwXpeVD6vqkMVyk1A8yKou84coDWkTZ64B8gP1bwmVQ45fNa8Cml\nktWIeW9tBZxcezNEOqMPFJ4LhedMfWRKqYSbldWNMWYJcCvwPyNte8P5sRfpxMtKqeQ12rz33Jcg\nNVbw6cTLSs0pM7qlzxjzLeBfTrCJAMtF5EDca8qAZ4BHReTnIxzCARARG9Vl36LdWwHe5FrFqaOj\ngx07kivmoZL9HJI9fkjuc9i3b1/sv45ExjFZpjjvOXLd0f90OtdyOOduIm8dOMHmM1Myv18h+eOH\n5D+HZI9/vHlvRq+9a4zJB/JH2OyIiPQPbF8KvAC8IiI3jGL/nwD+d8KBKqVmgk+KyK8SHcRETWXe\n05yn1Kwzprw3o4u+sRi40t0IvAH8nYzixAaS6/uAaqBnSgNUSk0VB1ABbBCRlgTHMq3Gmvc05yk1\na4wr782Kos8YUwJsJprIPg2EY8+JSHOCwlJKqSmjeU8pNVYzuk/fGFwKLB74qht4zBDt+2JLVFBK\nKTWFNO8ppcZkVrT0KaWUUkqpE5uVU7YopZRSSqnBtOhTSimllJoDtOhjkhYuTzBjzJeMMS8bYwLG\nmBFXIpkJjDG3GGOqjDHdxpjXjDFnJDqm0TLGnGeM+ZMx5qgxJmKM+XCiYxoLY8xdxpitxhi/MabZ\nGPNHY8zSRMc1FsaYfzLG7DLGdAx8vWKMuSzRcSWD2ZDzQPPedNO8l1iTkfO06Iua2MLlM0Ma8Fvg\nvkQHMhrGmGuA/wK+CqwBdgEbjDEFCQ1s9NzATuAWoh3nk815wHrgXcDFRN8/fzXGOBMa1djUEZ3E\neN3A10bgCWPM8oRGlRxmQ84DzXvTTfNeYk045+lAjuMwxnwB+CcRWZLoWMbCGPNp4HsikpfoWE7E\nGPMa8LqIfG7ge0P0Df1DEfl2QoMbI2NMBLhSRP6U6FjGa+CPjgd4j4hsSXQ842WMaQG+ICIPJjqW\nZJOsOQ807yWC5r2ZYaw5T1v6jm/EhcvV+AzcQloHPB97bGBS2eeAsxMV1xyXQ/TKPSnf88aYFGPM\nxwEX8Gqi40lSmvOmkOa9GSlp8954c95smadvUsUtXP7PiY5lliogOo/Y0Alkm4Fl0x/O3DbQ2vB9\nYIuI7E10PGNhjFlJNOE5gE7gIyKyP7FRJR/NedNC894Mkqx5b6I5b1a39BljvjXQ2fR4X+GhnTjH\nsHD5lBtP/EkuNrGsml73Eu3X9fFEBzIO+4FTifbRuQ94xBhzSmJDSpxkz3kD8WjeU9MhWfPehHLe\nbG/p+y4w0n3uI7H/mOjC5RuJVv7/OJWBjdKY4k8iPqJLRhUPebyIY6+C1RQyxvwI+ABwnog0Jjqe\nsRKRfv72GdhhjDkT+Bxwc+KiSqhkz3mgeU9NsWTOexPNebO66BtYhHhUCxGbwQuX//1UxjVaY4k/\nmYhInzFmO3AR8CewmtovAn6YyNjmkoHEdwVwvojUJjqeSZIC2BMdRKIke84DzXtqas3CvDemnDer\ni77RMtGFyzcRXbj8i0BR9LOYPAuXG2MWAHlAOWAzxpw68NQhEQkkLrLj+m/g4YEkuJXolBEu4KFE\nBjVaxhg3sITorRmAxQM/81YRqTv+K2cGY8y9wLXAh4GAMSbW+tAhIj2Ji2z0jDF3E70tWQdkAp8E\nzie6Jq06gdmQ80Dz3nTTvJdYk5HzdMoWrOH+Q/uyGKKDq5Ji4XJjzIPAdcM8daGIbJ7ueEbDGPNZ\non9wionO/XSbiGxLbFSjY4w5H3iBY/viPCwiM6bV5HgGplsY7sN/g4g8Mt3xjIcx5gHgvUAJ0AHs\nBu4RkY0JDSwJzIacB5r3ppvmvcSajJynRZ9SSiml1Bwwq0fvKqWUUkqpKC36lFJKKaXmAC36lFJK\nKaXmAC36lFJKKaXmAC36lFJKKaXmAC36lFJKKaXmAC36lFJKKaXmAC36lFJKKaXmAC36lFJKKaXm\nAC36lFJKKaXmAC36lFJKKaXmgNREB6BUohhjCoFLgQiwDviiiEQSG5VSSk0dzXtzm7b0qWlhjHEa\nY1yJjmOI9wLZIvJrIA24OMHxKKVmEc17aqbRok9NOWPMB4AdwBcSHUs8EXlURO4d+HYesD+R8Sil\nZg/Ne2om0tu7asqJyNPGmDMTHcfxDCTn34pIbaJjUUrNDpr31EykLX1qukiiAxiOMeZ0oFlEfm+M\nWZ7oeJRSs4rmPTWjaEufmnbGmPOB9wBHgJOBP4nIjoHnrgBWAD0Dz+0GKkTkX8aw/0zgeqKdlX8m\nIo/HPXctsFFEmo0xZwH3A83GmHTg5kk4PaWUOobmPTUTGJEZeSGiZhljzFeJXvU+CjwoIu8eeDyN\naII7DwgD7wDFIiLGmP3A/wEOikhoDMcyA6+/APg1UCYiEWPMJYBfRF6fzHNTSqnhaN5TM43e3lXT\n7VPA3tg3ItIHNAFXARVAr/ztSqQFWBZLfMYYlzHmA8aYv8ZePzA67mvGmPcaY/5tYJ8y8O8moBO4\nyBizFkjXxKeUSgDNe2pG0KJPTTcXYB/yWBqQTjQpdhljCgauhPOBTbGNRCQoIk8zuFvCdcBeEdkI\npBljzh2y798CtwCrROSpST0TpZQaHc17akbQok9Nt18R7bsCRK9YgYXA7waubJ8Hrgb+AfiIiLSM\nsL9KIDb6rBY4dcjzzwHnisjDYwlyIAHfaIy5xBjzd8aYW+OeO3ks+1JKzXma99SMoAM51JQzxrwP\nuJzoDPCvAV8yxnyF6O2NhcBVItI0sHk5cAEQAj5ojHlGRH50gt2nAP0D/7fF/Z+BTspnACFjzGoR\n2T2GsK8DNovItoH9/P3APguA24HbxrAvpdQco3lPzURa9KkpJyIbgA1DHv7L0O2MMdcQvUL9wUCH\n5GLg68aYj4nI7+I3jfv/bqB04P8nAU/HPXcb8CNgEfCJgW1jx7oCuAl4AdgjIkPj+QvwmDFmw8A2\nvxx4fCVwgTHmw0QnNb0K2AksFJH7R7FfpdQcoHlPzUR6e1fNJKuBrXEdkpuBF4FciF7BDkw9UG6M\nuWag/8uvgDUDI9ZinZgxxvwj8EsR6QYeAT5ljLEZY1IHtnsC6BaR7x4nQdUDpwNPAR8gepUb279X\nRP4kIgeArUSnWfi7Ue5XKaXiad5T00anbFEzhjHGTbTzcQfQxUDSA+4TkfAY9nMZUCcib8c99gDQ\nSrTz80MDjz0oIjccZx83EZ1ioW/otsaYjcAlwJeARhF5wBizBfikiNScaL9KKRVP856aTnp7V80Y\nIhIAvj0J+znmSlNEPhP//UCCXG6MOU1EdhpjcoCnROScgU1sRK+SA0Am8N9xLz9A9Cp4P7DKGPNe\noBo41URnt7f2O9FzUUrNbpr31HTSlj6lBhhjLojdJlFKqblA897con36lPobf6IDUEqpaaZ5bw7R\nlj6llFJKqTlAW/qUUkoppeYALfqUUkoppeYALfqUUkoppeYALfqUUkoppeYALfqUUkoppeYALfqU\nUkoppeYALfqUUkoppeYALfqUUkoppeYALfqUUkoppeYALfqUUkoppeYALfqUUkoppeYALfqUUkop\npeYALfqUUkoppeYALfqUUkoppeYALfqUUkoppeYALfqUUkoppeYALfqUUkoppeYALfqUUkoppeYA\nLfqUUkoppeYALfqUUkoppeYALfqUUkoppeYALfqUUkoppeYALfrUhBlj7jLGbDXG+I0xzcaYPxpj\nlg7Z5hZjTJUxptsY85ox5oxExTvZRnn+I26jlEoOI32eZ/vnfaznN7B9xBjz39MZpzqWFn1qMpwH\nrAfeBVwMpAF/NcY4AYwx1wD/BXwVWAPsAjYYYwomclBjTI4xxj2RfUzScU54/mPYRimVHEb6PE/J\n5z3Jcl5sX2cA/0A076sEMyKS6BjULDNQzHmA94jIFmPMa8DrIvK5gecNUAf8UES+PcZ924DLgOuA\nDwHvEpG3JvUEJnicoec/3m2UUslhpM/zRD7vyZzzjDEZwHbgZuDfgDdF5J8nO3Y1etrSp6ZCDiBA\nizEmDVgHPB97UqJXGs8BZ492h8aYVcaY7wD1wEOAD7hgspPfJB0ndv6tE9xGKZUcRvo8j/nzPkty\n3o+BP4vIxsmIVU1caqIDULPLQCve94EtIrLPGFMC2IDmIZs2A8tG2Fce8Cng00Al8AzwT8BTItI/\nwmtPAS4deP1hoAU4X0RWTeZxhtlX/PnvHe82SqnkMNLneSyf99mU84wxHwdOA04fy/7U1NKiT022\ne4kmkXNH2M4QvTI8kduI9gPcDCwRkaNjiGOxiPzQGPOvwP8FtgDzpuA4Q8XO/5wJbqOUSg4jfZ7H\n8nmfFTnPGDOfaCF4iYj0TWDfapLp7V01aYwxPwI+QPTWQMPAwz4gDBQP2byIY1v/hrof+H9EE9c+\nY8yDxpj3DlxZnpCIPG2MWQa0iciLIhI+QWIb93HiDTn/xvFuo5RKDiN9nsfxeZ8tOW8dUAhsN8b0\nGWP6gPOBzxljesd6HDV5tOhTk2Lgw38FcKGI1MYeH7jK2w5cFLetGfj+lRPtU0SaRORbIhK7bdED\nPAbUGGO+ZYypHCGsi4nrSziFxznu+Y91G6VUchjp8zyez/ssynnPAauI3t49deBrG/BL4FTREaQJ\no6N31YQZY+4FrgU+DByIe6pDRHqMMVcDDwP/CGwF7gD+D3CKiHjHeKx04ErgeqIJbo2IvH2cbf8A\nPCIij4/tjMZ8nBOe/2i3UUolh1HkvEn7vCdrzhvmNS+go3cTTos+NWHGmAjD98+7QUQeGdjms8AX\nid7m3QncJiLbJnjceUCXiHQd5/ltwEUi0jHFxxnN+Y+4jVIqOYz0eZ6qz3sy5bxhXrMR2KlFX2Jp\n0aeUUkopNQfMmj59xph/MsbsMsZ0DHy9Yoy5LNFxKaXUVNG8p5Qai1nT0meM+SDRUaKHBh66nuiw\n9dNEZF+i4lJKqamieU8pNRazpugbjjGmBfiCiDyY6FiUUmo6aN5TSh3PrJyc2RiTAlwNuIBXExyO\nUkpNOc17SqmRzKqizxizkmiycwCdwEdEZH9io1JKqamjeU8pNVqz6vauMSYVWEh08eergH8A3nO8\nBGiMyQfeB1QTnZxSKZV8HEAFsEFEWhIcy7QbS97TnKfUrDGuvDerir6hjDHPAodE5ObjPP8J4H+n\nNyql1BT5pIj8KtFBJNqJ8p7mPKVmnTHlvVl1e3cYKYD9BM9XA/zyl79k+fLl0xLQZLvjjjv43ve+\nl+gwJiTZzyHZ44fkO4esrlcIOk6hPzWPffv28alPfQoGPs/qhHmvGpI750HyvV+HSvb4IfnPIdni\nT4kEyQq8RnvmewHGnfdmTdFnjLkbeAaoAzKBTxJd4PnSE7ysB2D58uWsXbt2ymOcCtnZ2Ukbe0yy\nn0Oyxw9Jdg51f4B37oCsU+CiQcuMzrnblePIe0mf8yDJ3q/DSPb4IfnPIani7+uCFz8Ins1w+o9h\n6Wfjnx1T3ps1kzMTXd7rEWA/0cWe1wGXisjGhEallJo8dX+ALdeA9EPHHjhwb6IjSjTNe0rNZvEF\nH8DuL0No/F2XZ01Ln4h8JtExKKWmUHzBB7D4elj5b7BzV0LDSiTNe0rNYkMLvrQceO+zYM8Hasa1\ny9nU0qeUmq2GK/jOfABSbAkNSymlpsRwBd9Fz0HeugntVou+JHfttdcmOoQJS/ZzSPb4YYafgxZ8\naogZ/X4dhWSPH5L/HGZ0/FNU8MEsn7JlJMaYtcD27du3J0+HTqXmkkgY/no2tL4R/X6Ygm/Hjh2s\nW7cOYJ2I7EhEmMlCc55SSaD+T7D5iuj/j1PwjTfvaUufUmrmSrHBhc9AzqnawqeUmhvmfxjO/Cmk\n501aC1/MrBnIoZSapez5cPGLkJqhBZ9Sam5Y8hlYeBWk507qbrWlT6k54Oc//znnnHMOhw4dSnQo\n45OerQWfUmpumeSCD7ToU2pOeOSRR3jllVd48803Ex2KUkqpBNHbu0rNYkMHaokIkUiE7u5uPB4P\nLS3RST4XLlyI2+0mEAjgdrtxuVwEg0Hre7fbnYjwlVJKTSIt+pSaY1599VV+8Ytf0NLSQm5uLied\ndBKLFi1i3rx52O12ioqKqKioIBAI0N/fbxV+U6ruDxDugYpPTO1xlFJqJujrgl3/D1Z/Ldp9ZZpo\n0afULBcMBuns7ATgJz/5CW1tbTQ1NZGWlkZxcTEOh4Pi4mK6uroIh8ODXtvW1kZhYeHUBhibh49I\n9Hst/JRSs1n8PHwtr8OFG6at8NOiT6lZJhAIWK1zHo+H9evXs2NHdBqnnTt30tvbS09PD1lZWaxd\nu5aKigpKS0vp7u6msLAQt9tNdXU1dXV1pKen43K5pi7YoRMvN2/Uok8pNXsNnXjZ/w4EaiB99bQc\nXos+pZJYfIEXK848Hg+dnZ2EQiH27t3Lpk2bOOOMM/jTn/7EaaedxplnnsmLL75IcXEx69at48wz\nzwQgJeVv47o8Hg/19fXk5ORQXFw8NcEPt9LGGfdPzbGUUnOOx+PB6/UC0Tse3d3dOJ1OCgoKrL7K\nHo+HrVu3AnDmmWdSUVGBMWZqAjreShu501PwgRZ9SiW1WIGXmZlJRUUFAD6fj/r6enw+H08++SRv\nvvkmW7Zsobi4mAceeIAPfehD2O12MjIyKCsro76+HpfLRWpqKt3d3QCEQiGcTicZGRkUFRVNfuC6\ntJpSagoEAgE8Hg8AdXV1NDc3U1NTQ3l5OT6fj4yMDCKRCIWFhdTX13Pw4EG6urooKirC4XBQVFQ0\nNX2Yp3BptbHQok+pWcTr9VJVVYXP52Pfvn1s27aNa665hne/+90AfPCDH+Tiiy/m4MGDhEIhdu7c\nSUVFBYsXLyYjI4NwOExNTQ1Op5OcnBzy8/MnPwFqwaeUmgIej4f9+/fT1dUFwNatW9mxYwf5+flk\nZWVRWlpKa2srHo+Hw4cP4/f7CYfDiAiZmZlkZWVRXV1NRUXF5Oa9GVLwgRZ9SiW12FWp2+3G6/Wy\nadMmjh49yubNm9m7dy+NjY189atftbY/cuQImzdvJiMjg4yMDF566SXeeecdSkpKcDgcrFq1ijVr\n1mCz2cjPz5+a/nxdVVrwKaXGLb5bS2yqqUAgwP79+/H7/TQ0NLB//36eeeYZAHp6emhoaADAbreT\nlZVFJBLB5/ORlpZGXl4eXV1dHDx4EKfTicfjYdGiRZMXcH8ndDdG/5/Agg+06FMqqcXPoVdTU2O1\n1DU0NCAiXHnllSxbtsyar+9f/uVfKCwspLS0FJ/PR09PD+np6XR2duJ0OnG73bznPe+xRuxOyW2O\n5XeCRMC/Vws+pdSYDZ1OKhAI0NTUxNatW+np6cHhcPDSSy/h8XhIT0+nvLycuro6qqurOe2001i7\ndi2NjY0UFhYSCoXYsWMH2dnR0bNnnXXW5AfsLIGLXoCXPgpn3Juwgg+06FNqVggEAkC0s3JzczO1\ntbU0NTXxi1/8wuqUvGXLFn7/+9+zZs0a/H4/aWlpGGPIy8vDZrNht9vJzs4mGAwOGhgyJSr/L4jA\nVHWYVkrNWvETyYsIXq+XzZs34/V66enpobm5ma6uLowxpKenk5mZSUNDA3l5ebS3t+N0Olm8eDEN\nDQ00NzezdOlSuru7Ofvss5k3b97UXOy6yuDS1xKe87ToU2oWCAQC5OTkYLfb6evrIxQKkZeXx9q1\na61tXn31VQD8fj89PT243W5WrlzJ+eefT0pKCh0dHbhcLutWyZQWfZDw5KeUSi7xt3VjA8wCgQAv\nvPACW7Zsoa6uDpfLhdvtJiMjAxEhNTWVlpYWMjIyCIVC+P1+XnnlFRYsWEBBQQFpaWnY7XYqKyup\nrKzE5XJN3ejdGZDztOhTKonFkiBER9xmZ2dTUFBASUkJe/fuZePGjVx66aUA3HrrrVbLn9frxe12\nY4yhsbGRzMxMAoGAdZVcWVmZyNNSSqlBAoEA1dXV2O124G+tfXv37mXr1q3s3LmT/v5+3G43NpsN\nl8uF3W7H7/fT0dFBd3c3BQUF1NbW0tvbi9/vJycnh7fffpuWlhZ2797NpZdeyrnnnjurl53Uok+p\nGS5+/dz49XBjrXL9/f2kpqbidrupqKigsrKSpqYmIpEIDz30EJdccgkADoeDX/7yl7zrXe9CRPD5\nfOzcuZPDhw9TUFBAd3c3+fn59Pb2snjx4omvxKG3b5VSIxg6KGO45yA6M0FnZyctLS1kZWUB0dG6\ne/bsoba2llAoRHt7O83NzdhsNmv2gczMTFwuF11dXdatXYfDQUZGBna7nc7OTitfNjQ0TGzZySTI\neSkjb6KUSoTYfFPBYJBgMIjX68Xj8dDU1MT27dutSUfb2toIBAJ4vV4aGxvJysoiHA7T1NTEH//4\nR/x+P8YYjDGsXr2ae+65h97eXkKhEMFgkFAoREdHB6mpqfT19dHR0WGNdBu3uj/Apg9Cf3ASfhJK\nqdkqflDG8Z7zer3Y7XZ6e3spLS21cmNdXR2bN2+mqamJ/v5+0tLSiEQi9Pf309fXR15eHgsXLmTx\n4sXk5uYSDocJhULYbDbmzZvHsmXLWLNmDaeddhorVqygtLR0/AVfXxe88D44+uQEfyJTS1v6lJoB\nhrvaHZoM+/v78fl8vPbaa/T29tLW1kZubi719fX09fVZfVz6+/tpbW3FZrMRCoVobGy0RqYBfPSj\nH+WOO+4gKyuLJUuWsGDBAvLy8pg3bx69vb24XC5yc3PHfzLx8/BtvgLO/zPYHOPfn1Jq1ooflDGc\ntrY2q39xfn4+Nlt0tL/f72fLli28+eabtLS0ABAOh7HZbBhjrCIxNTWVjIwM/H4/Xq+XrKwscnJy\nWLt2LevWrePiiy+2JnMe98TM8fPweV6E8/4IZR8Yx09j6mnRp9QMEF/guVwugsEg+/fvZ9euXQAs\nXLiQJUuW0N3dTV9fn9Unr7a2ls7OTjo7O7Hb7eTn5zN//nyKi4s5fPgwAIWFhUQiEetYDz/8MC6X\ni6uvvpoLLriApUuXWssSxa/wMS5DJ152zQeTNqGfjVJq9hrutm683NxcUlOjpYrdbic1NZVAIMD2\n7ds5cuQIIoKIEAqFrP3l5+fjdDrp7OykqqqK1tZWgsHoXYe8vDxWrFjBunXrrONOaE6+oRMv21zg\nnKKlKyeBFn1KzQDxV7vBYJDq6moOHz7Mvn37aG9vp6qqitraWoqKipg3bx4ZGRkUFBQA0QmXFyxY\nQEpKCjk5Obz00kvYbDYcDgdpaWnk5uZao9EikQgPPvgg11xzDWeffTYlJSX4fD76+/vJzMwcNNnz\nmEew6UobSqlxiu+/F3+rNxgMUlhYOChH1tTU0NvbS3d3NykpKdhsNnp7exERUlJSEBHrVm5KSgqF\nhYVW8Thv3jzWrFkzOYM1ZtBKG6OlRZ9SM0Cs0BIRqqur8Xg8dHV1kZqaak247HA4SE1N5fTTT6e8\nvNxKjGvWrKGuro6cnBw6Ojpob2+nv7+fcDhMZmYmImIVcC+88AJVVVUsXLiQlStXUlhYiNfrJRwO\nD4pjzLTgU0pNQOxuR1tbm5WPQqEQ4XCYYDBIZWUlhYWFBINBGhoaOHDgAA0NDdZ0U7EBb93d3Rw6\ndIicnBxr5aHCwkKKi4tpaGhgyZIlkzMdVRIWfKBFn1IzRuxK98CBA+zfv5/09HROPvlkioqKSE1N\nJRKJUF5eTkFBAYWFhYNG1waDQQ4fPozD4SAUCtHT00NZWRmvv/46999/PzfffDMA69evZ9WqVVby\njLXsTWjEWv2fteBTSk1ILA8VFhYOmobqyJEjOBwOXC4XLpeLuro6GhsbaW5uBsDn82Gz2ay+fjHd\n3d04HA4ikQjBYJCCggIWLlyI2+2e+MwE4VBSFnygRZ9SwzrRNAKTIX4alvhjHjlyhC1btlitc8uW\nLaOrq4u8vDzWrFlDeXn5sPEcOnSI+vp6AObPn097ezslJSWsWrWKu+66i8svv5yenh6efPJJFi5c\nSEVFBQ0NDVRVVVFUVGQNAhmX7OXgnAfBei34kkR3dzcej2fK3t9KjdXx3ot1dXW0t7ezZ88eAoEA\nb7/9Nj6fj0AggMMRHSAWiUSs1sGYtLQ0+vv76e3tpbOzk76+PtLS0liwYMHEi76UdCg4J1r0JVHB\nB1r0KTWsoWs7TpXYvHter5c9e/bw+uuvW/NRxdaLLCoqIisrC5fLRVFRkbV9fJKMtfDZbDb6+vqs\n2eZfe+01MjIyuO2221i4cCH5+fksWrSIhQsXkpWVRWdn58T/8GcugYs2waH74dRvacGXBLq7u6fl\n/a3UaHk8HrxeL4WFhVaeA+jr66OhoYH09HQCgQCtra2EQiFr7r1IJHJM/+PU1FSKi4utOfmam5uJ\nRCLMnz+fnp6eiQdrDJx6N6S6oPT9SVPwgRZ9Sg1rwrc8RyE2YKOzs5MtW7bQ1NREbW0txhh6enow\nxpCZmcnJJ58MgMvloqqqCp/PZ02pEoszLy+Pk046iZ6eHih2UtUAACAASURBVPLz862EaYyhv7+f\nP//5z0B0yoMlS5awdOlSioqKrCWLJizzJFjz7YnvR00Lp9NpTeit1HQaOmAjNqr20KFDpKSkWN1O\nYjMJxHJhXV0dNpuNzMxM+vr6CAaD1hyl/f391v5TUlLIzc21BrMZYwgGg9bcpBMaqRvPGFj55cnZ\n1zTSok+pYUzHba9AIIDdbmfPnj3WHHzl5eV0dXUB0NLSwnvf+17OO+88jDHWxMyxUWnx8/nZ7XYW\nLVqEzWYjGAySnp5OV1cXra2tOBwOrr/+et544w1yc3PJy8sjOzvbuqJWc4/T6dTfvUqIoQM2Wlpa\n6O7uprW1Fbvdzrx586iqquLAgQNWQdje3k5TUxOBQIB58+YRDocJBAJUVVUNGunrdDpJT08HsAbB\n2Ww2RASXy0VZWRnr1iVPq9xU0KJPqThT3ZcvRkSs/ZeUlNDY2Mjy5cspKSnh6NGjpKWlkZmZSU5O\njtW/z+12k5mZOWhqlZjYHFUFBQW4XC5rfiq32012djabNm2itLSU1atXc+qpp5KZmamtPErNYmPJ\nZdOV9+DYARs2m42WlhacTqc1GMPj8RAOh62pVzo7O2lra6O9vZ1IJILT6bSWW3M4HFZ/vkgkYk3b\nAtDR0YExhuzsbPLz8yktLcXpdA6a0WCu0aJPqTjT1ZfPGGONRvN6vTgcDnp7e+no6CA7O5v6+npc\nLhfd3d34fD7rdfHFXixRBwIBysrKaGtrw263W2tQRiKRQat0dHV1Ybfbralaxnx+ve2QnjNpPwOl\n1PiMpkgbSy4bzbZDjzneQnG47T0eD/v376eqqopwOIzb7Wbx4sW4XC62bdtGcXExPp8Ph8NBZ2en\nNRAuLS2Nvr6+QYM4ent7SUlJIT8/35r2KiUlhZKSEkpLS+nu7h79lC39geigjZTZM8G8Fn1KxZmO\nvnxDuVwu7HY7fr+furo6MjIyrPUiAetWSG5u7qDYPB4PHo+HUChkjUiLv9WRkZFh9fXbs2cPPT09\ndHV10dTUxLx588YWZN0f4LUb4fwnoOg9k3buSiW78RY/x1t6cbSPjVSkjSWXjWbboccca1EZy01e\nr9dq2SsoKMDn8/Hmm2/S3d1tFW85OTm4XC4KCwuprKwkJyeH+fPn8+KLLxIMBjl69KjVlWU4vb29\n9Pb2kpWVRX9/Py6Xi6ysLObPn2+tejSi2Dx86flw7qOzpvDTok+pONPVly/2FWvFi7XqdXV1WS2A\nWVlZ5OXlEQqFrCkGhsYWDAaPSWCx5dhia1bm5eVZAz+8Xi+NjY2UlZWNvk9X/MTLL7wfLnsDsisn\n+FNQs9F03iacDiOdTyAQoLq6GrvdDhz7+Rxp3/Fra8eOZbfbBz0Wmzw9MzPTGoQwmiJtLL+D0Ww7\n3DHb2tpOOP1JfK6z2+20tbVRU1NDQ0MDXV1dGGN488036e3tpaCgwOpv19nZyTvvvMPGjRtJTU1l\n8eLFZGVlkZ2dzaFDh7DZbDQ0NBAMBoed/qq3t5dgMMiyZcus301/fz8ZGRmj+5kMnXh56z/CWT8f\n+XVJQIs+paZZLNkfPHgQv9+Pz+djz5491iSjnZ2d1hVvLGENLdBifxRiI3ABawRbamoqhYWF1NfX\nU1BQQFlZGc3NzbS2tlojg493hXyMoSttlF8Nmcsm+iNQs8zQP+7JPhXMaM8n9vzQgVWjKXzji6j4\nEaixUdWxx4LBoJUHAoEAHo/Hutgbeps1ts1wLYXxxx3tLdyh8Q59LHb3wePxHLOdiFgjcG02mzUp\ncktLC/n5+Xi9XlpbW6mvr6evr4/U1FQWLVpEJBJh37591NXVsXfvXtra2jj55JMpKCigo6ODjIwM\nnE4nLS0t1lx9fX19g+Ky2WxWl5aSkhK6urrIyclhwYIFI7fyDbfSxtJbTvyaJKJF3xwy267Ck1Hs\ndxAMBunp6aGhoYHt27dTU1NDT08PpaWlFBUV0dPTw4EDBzhy5Ij1mNvttuayiv0hiF39x/abnZ0N\nQHV1Nenp6da8fcFgkHA4THZ2ttWSOOIfZl1abc6YaG6IL1pCoRChUGhSC7/jxTfWuEe7/XBF2HBi\nj8d3uRiuUBzuuMOdS+zzGyvsYhobG2lvb8fn81FXV0dtbS0LFy5kwYIFtLa2Eg6HrWLIbrdjs9mo\nqKgAYO/evdYo1tzcXLxeLxUVFcctYofewh3u5+XxeKipqbFySX9/P0ePHh2Uk2Ji06XE5Ofns2DB\nAvLz8/nLX/5CX18fgUCASCRCU1MTdrudSCRCd3e3tRJRfX09PT09+P1+a63dnJwc2tra6OnpOWZi\nZqfTSX9/P36/n0gkQllZGWVlZbjdI6wpnqRLq42FFn1zyHQNUpgs4/lDNBML2/iYAoEA4XCYo0eP\nEg6HMcaQlhbtK5KZmcnSpUspKChg8eLF+Hw+RGTQ671eL+3t7dTX11NeXk5mZiYQ/QMSu4L1er1W\n4o9dWft8PsLhMCkpKSxfvvyY/oHH0IJvTploboi9t7Ozs6ckzxxvn2M91lgGLMDwA6eOV7jFplRq\nbGxk/vz5VFRUHNNiGL8KSnxRFb//YDBITU0NEJ2YuLW1lY6ODsrKykhPT6enp4dIJEJPTw+tra30\n9vZa3UTC4TBHjhwZdAfA6/UCUF5eTltbG5FIBI/Hc8x8dfGxxIrP4YrA6upqtm3bhtvtpry83DpP\nl8tlFV+x1j+fz0dHRwfp6enU1tbS1tYGQGtrK/v372fbtm34/X6raPR4PBQWFnLkyBHS09NZvHgx\neXl5VtF75MgRuru7sdvtuFwuMjIy6O7uts49JiUlxWoJTU1NpaysjJNOOunEb445UPCBFn2TajQF\nRyKLkskcpDAd5zGePx7jfc1U/t4CgQB+v9+abT4UClmzy6ekpFBYWEh6ejp5eXmsXr2aRYsWUVBQ\nQDAY5NChQwDWChwul8tajqimpobi4mLrGPGtAy6XiwULFvD000/T3NxMX18f2dnZFBcXk5+ff+KJ\neVt3aME3x0w0NwzXajWWfQ1djWG08cVav0OhkHWL8USf0dEOWLDb7aSmplqxxV4X/zkeeiy3201V\nVRV+vx+n08mKFSuoqqqiubmZ3t5eFixYAEBTUxNVVVXWEmKBQLRvb0ZGBg6HA7fbTUdHB+3t7fT3\n9yMiHDhwgN7eXnJycgiFQuTn51uTtnd3d5Oenk57ezudnZ3WhWBMXl6e1fIXu916vN9B7PXx5zS0\nxdLj8dDf309nZ6dVWMWer6mpIRQK4fP58Hq9NDc3U1xcjN/v5+2336anp4e0tDQOHTrEW2+9RWNj\nozXdVHp6Oq+88oo1HUtWVhaVlZXk5+fz5ptvWsVvrAWwv7+frKwsUlJSBnWJgWhLX2FhITk5OeTl\n5XHGGWeM3J/vtU/P+oIPZlHRZ4y5C/gIcArQDbwC/IuIHJiuGEZ7FZmo1rbJLNBGex7x/T2Gzi03\nkqEJJ9Zh1+v1Wom3sLBwUHP9eP54TfXvLdZCF+uXU1FRYSXL3Nxc3G43DQ0N5Obm0tPTQyAQoLu7\n21pCKBwOU1tba62tm5mZSWtrK5FIhAMHDlhLFnk8Ho4ePUpZWRkul8vq5ByblDQ3N5f58+fjdrtP\nPIgj9zQ46TNw6H+04JvhJivvTeS27ki3LUfz+pqaGmw2m9XCNVyftPiWplhxGNvO7/fz5ptvYrfb\nrRao4Vrrhott6DnEt8Dt37+fnJwc5s2bh9vtpqamxppQOCcnh/b2dgAWLFjAokWLcDgc1NfXU1VV\nRX5+PvX19da2Pp/PWlXn8OHDtLS0YLPZ6O3tpbS0FL/fT3FxsVWUxS4Mm5ub6e/vt7qD5OTk4PV6\naWhoIBAIWP3ZYrc9Y+vM+nw+Wltb6enpYfXq1dbnfrhWRmDYfr7x28bncZvNRn5+PoWFhVRVVVnb\nh8NhK5fFuqF4vV78fj8HDvztLbljxw6ampoG3Zr1eDy89dZblJSU0NHRYf2uu7q6rNhiq2r09/fj\ndrtJSUlBRIhEIta+jTEUFBQQDodxOBykp6ezYsWKkd+XK78aLfoi/bO24INZVPQB5wHrgW1Ez+tb\nwF+NMctFpHs6AhhNwTGZrW2TbSytWaM9j0AgYCWxsf5hiU/68fuL/YGIFX7HS9rxnYvj9zn0qjXW\nKTp2S2Mi5ztUfByxfk779+9n165dAGRlZdHb24vL5cLn81lXrNnZ2dTW1hKJREhLSyMjIwO/309p\naSlZWVmUlpZSVVVFS0sLHo+HoqIia/mh2MSknZ2d1h+W7OxsKisrWb58+chBmxQ448dQeA6UX6sF\n38w2aXlv6B/2QCBwwta32GuOdzF0vHwytIjz+/3WRU6sf1j8/qqrq6mpqbH6rPX29tLS0jLocxyb\no7KhoQGAI0eOkJWVhcPhOGaEe/yIeYiufJOenk5xcbF13rECLxbbvHnzrDzU0NCAz+dj/vz51nEa\nGxutwiQcDuPxeDhw4AAOh8P6bDc3NxMKhQgGg7S3t9PV1UVWVpY1Cfu8efN49dVXrZ9PJBLB5XJh\ns9no6enB6/Vis9k4ePAgqampeDwe2traSE9PJxKJUFhYSFZWFhkZGWRkZHDkyBF6e3vxer1WH8DV\nq1dTUVGBMYaqqio6OzsJhULWheJwxXYgEGD37t0EAgHmz5/PunXrqKyMjt6PrRMO0cETzc3Ng/re\nhcNhioqKqKmpsaZqaW9vp7W1le7ubiKRCCkpKVbBGolECAaDZGVl4ff7aW1tJRgM4nQ6ycjIIDU1\nlb6+PmvfkUiE/v5+az9paWlW615s+5KSktHNVJC7Gi7aCJHeWVvwwSwq+kTkA/HfG2OuBzzAOmDL\ndMQw2mJpsgu+ybo9OVz/jeO9ZrTn4Xa7B/U7G6v4WyqxPiOtra0AzJ8/H6/Xa92OGXobIn5+u+Hm\nuYtdRXd3dx+3Y/NYz3e4+Ds7O+nu7qa9vZ309HSee+45Ojo66O/v5/TTTycjI4OCggKOHj1Kbm4u\naWlp2Gw2jDGICKFQiHA4jN1uJysrizVr1hAIBKzl2GJ/1CorKwf97mpqakhJSSEUClm3kkY9ZYFJ\ngUWfGvP5quk1mXkv/gINsNY6heFv88X+f7xpO2KfweH6scXnmf3791NfX4/NZrMm5I3vU3bo0CHq\n6+spKSlh2bJl1sCF7du3A1gDllJSUujr66O9vR23201dXR35+fn09vZSUlJCMBikubkZv99PS0sL\n5eXl2O122tvbrcnRfT6f1R8Woi1LgUCAV199lbS0NDo7O9m7dy/d3d2EQiEyMzOtQVXt7e0cPHiQ\nxsZGRISOjg5yc3OtvnxVVVWkp6djt9vp6Oiw5udcu3YtS5cupaWlhb6+Po4cOWKtJJGSkkJZWRnd\n3d2D1uNub29HROjq6qKvrw8Roby83Gr1jLUa+v1+6/a3iJCbm2sVtrFbsLFzjf2eYfCAlLq6OisH\nO51O9u7dS0FBgdVqGMvvscFiPT091mhcwHpPNTc309zcbMUca6GM5bbYHRubzUZXVxddXV3We8Xt\nduNwOGhra7OKxNhx4ls7HQ4HDocDEUFEWLhwIWedddboPwQ5q0a/bZKaNUXfMHIAAVrHu4NE9r8b\ny7HHcntyaAKON1xiH+8tzditWJfLZY0i83q91q2Z+D8SsSVxgsEg1dXVBINBysvLrVUj4m+NNjQ0\n0NDQQHZ2NsFg8JgRdiJi3VIIBoMUFBRYU5jEzjF+XqdYJ+P4n9Nofu7H2y6272AwaG0TG82Ynp5O\nY2Oj1VrhdruJRCLk5+dbt3L7+vqsW7o5OdHVL2KJ1GazWQM9YueSm5trtVjERtLF4isuLqa2ttY6\n5+zsbMrLy0c/G71KRqPOe/EtObELh/j+YLHbly6Xi+rqamsEaKxYibWSxy64YrkFGNSCHgwGrb5i\nixYtGnRB6fV6aWtro7a2dlC/rGAwaLXih8NhXC6XtcRgbB1Wu91ufd5sNhvz58+nsLCQzMxM+vr6\nsNlstLa20tfXh9PppKqqivb2dpqbm63bsEVFRdTX1+P1eq2lulwul7XSw9GjR2loaKCtrc1qDauv\nr6ezs5NAIGCNEi0uLraK16amJpqamqwLrOLiYurq6ohEIvT19eFyuWhra8PpdJKbm4vP5yM7Oxub\nzUZ9fT1Op5PW1lZ8Ph9Op5NQKERPT481MjYzM5MVK1bQ399PSkoKra2tZGdn09LSQmpqKm1tbXg8\nHmtVHxEhPz8fYwyNjY0899xzgwZxxG7JxgrOlStXkpubSzAYJBgMkp+fD0TvSkA0j3d1deHz+axB\nFKeccgrBYJCOjg68Xi9FRUU0Nzezb98+NmzYQH19vdXfT0SsgjD2u0tLSyMSidDR0UFLSwuRSIRI\nJEJqaqp1wdrZ2UlaWppVIMa6wcSLvT8hOt3V8uXLrVZJFTUriz4TvWT4PrBFRPaOdz8TKXomWjCO\n5dgj3XqMT+yxq7H45+KLwPh9jPWWZvztoeEKSq/XSygUGtQRGqIdkWMjvXw+H/39/XR3d+N2u61Z\n2eNfE+urtmDBAo4ePYrL5bKuXrdv305jYyPp6enWrO7x/Xngb6PZampqSE9PJyMjw2r+j29ZPFHr\n30hFdOz5WMtB7DxtNhtr1661Rp1lZGRYRWfsj2pLS4s1VUtlZSW9vb3WOro+n88qok866SRrfrDY\nQI/4cy0vL7daI0KhEKtXrwaYs2tOznZjyXvd3d3WpMKHDx/GZrORnp7OKaecMug9dNJJJ1kd/Ds6\nOigpKbH6psVySWx1hfhBBNXV1dZnF7Bam+Bvfcf27NlDb28vzc3NBINBq1vC3r17rRa72AXiggUL\nqKysZO/evRw9epSmpiZrQENdXR0FBQU0NDSwaNEicnJyKCgooLGxEb/fb01MHiu6IFpAxIrRhoYG\nqyiLrYLT0dFBOBzG5/NZ/c5in7OmpiY6Ozupra2lt7eXvr4+srKycDqdRCIRWlpa6Orqorm5GZfL\nRUNDA42NjRhjrFb99vZ261Z0JBKx1tZ2uVzWUmNdXV14PB4yMzMxxmCMIRwOk5eXR0dHB++88w6t\nra2ICGlpaTQ1NXHkyBHrlm0sB65atYoFCxbg9/t59dVXaW///+y9eZScdZU+/tS+70t3V+97Oh2y\nEMgKSCAgm2AgcATZBBx+KDggRzkKKpMRR74IaAZRGQVGkACOCglhiwgBjGQhezrdnV6ruqq7qrr2\nff/90d5LVXd1NnAcsZ5zOEBt/dZbVZ/3fu59liA6Ojpw2WWXwWKxIJfLwe12Y//+/bwW03i1trYW\nZrOZN6Zerxd79+6F0WiEUCjkaEfKxQ2FQlykHTp0CO+++y4CgQASicQMLz0C2bJEo1E+F5SiQWPf\ncDgMuVyOZDLJ049MJsNjXWCqyKupqUFHRwdyuRxaWlqwcOHC/5NUqr8nPpVFH4DHAcwFsPLjvIhK\n9ZEy7EQLv49TMNLfPt7nHk9XSiaTIR6Pw2AwcKFQfIz0uI/T1Swel6rVatTW1sLpdPIPkxSpAHgs\nS4hEIvy44l0+jVaITwKAFwO/38+7bboIud1uNjkeGxtDa2srv28aEctkMjidTt6pqtXqknNJncWj\nnX86f4FAoKSLAXzU5YvH4zyKoosqdRAUCgX0ej13/qRSKcLhMLRaLVwuFwQCASYmJtDW1saqPyJm\n9/R8dD2ni+r075pKpeLjIcVffX196fvx7ZzirgiEJ/V5V/B/Dse97rlcLlZ1A+CiZnh4eMZvNR6P\nI5FIsArUYDAwr21ychLt7e1so0GPp26TWq2GxWLBxMQEXC4XRCIR81GpsDMajWhvb+ei7PDhwzhw\n4ADEYjHq6+tx+umnw2Kx4MMPP8Tw8DA8Hg8SiQQsFgvi8TjUajUmJiaQz+f5t0ucLpFIxJ23gYEB\nLlJow1bsCSeRSDA2NgaJRILBwUFIpVIePSoUCgSDQZ4ghMNhJJNJLg6JYyaVSiEWi7kwCYfDHAkm\nEAgQDAYRDoeRyWRYkEDTCup4iUQiHk8KBAIkEgnI5XIoFAr09/cjHA5DIpHwBpqUuwMDA1AqlUil\nUpBIJLzW9fT0wOFwQKFQYGRkBPl8HlKpFAMDAzAYDPz6EomEO3XBYBB2ux2HDh3CggUL2CVg//79\nSKfTSCaTMJlMPAZ+9913YTQa+TNxOp04ePAgF8BHQzabRS6XQzabhUgkQiqV4gKXLGqy2SxPTNLp\nNBeH1PmjrN2FCxeiu7sbSqUSc+bMmdnly0SB2Aign3cCP6tPFz51RZ9AIHgMwEUAziwUCuPH85y7\n7rprBon/6quvxtVXXw2VSnXMsWg5FBdtJ9r1K7YvONkuYTlhAxVGVChQ0TWbt9axClf6O8Ugfgjx\n7oCPdvY0fvR4PDh48CCsVitMJhOPLGiMQcRh6hpQ5w0AotEoAoEAj0BTqRR0Oh2Ts+PxOPve6fV6\nJJNJ3m1Ho1FYLBaYzWYkEgkUCgVkMhnIZDKMjIwAmCqiyNpgeudyeheUzisRtMkbq7jIlkql6O3t\nRSAQQE1NDZOQjxw5gvb2dn4foVAIVVVVcLvdmDt3Lvbu3QudTofx8XHo9XokEgkYDAaEw2GkUilE\no1G0tbXxscz2GRWr9UruJx++5uuApb/8hyn8NmzYgA0bNpTcFgqF/k5H838HJ7ruPfDAA8jlcnxh\nlclkWLVqFZqamthypLq6mgsKt9uNBQsWwGw2o7+/H6Ojo6yqjMfjEIlEaGho4O+kwWDA+Pg43n33\nXWSzWdjtdiQSCcRiMcyZMwfpdBp2ux0ikQhyuZw73KFQCAcOHEA+n0cqlUJTUxNcLhcXIw6HA+l0\nGlKplK1KqOtDQoFMJgO9Xg+NRsObXCoUpVIpj/9oNEgFhEgkQiAQQCAQYM5ZPp9HoVDgBoDf74fP\n5+Pnq9VqnjwUCgUuYGijRRvZ4lF0JpPh9YcKF4FAAIVCgXg8zkpU4q7R8wOBAIslZDIZkskk5HI5\nwuEw8xKJS5dOp1EoFDA8PAy1Wg2dTgez2czcxlgshldffZUpJgsWLIDBYIBcLodOp4PL5eKCl7qi\nYrGYC1laS2QyGex2O4LBIJxOJ6uPaT2WSCS8thcKBS7QdDpdyTUCmOJmUnEtEAggFou5AM5ms5DJ\nZFzw0eN1Oh0LNkwmE6qrq9HU1MT/LqGykA9f8ABwzh8B46kn81P7u+CTXPc+VUXfXxe+ywB8plAo\n2I/3eY8++ihOPbX8F4AuqLQrO95CrrgoKJfNWMwrK7YgsVqtJWPQ481HLX694mJtOn8rl8uht7e3\nxLmdCjfixZHbOi2KJpOJO1fUgaOdo0wmw/DwMJqbm1FdXc1jFrqQFBeB0WgUoVAILpeLVVgUmk3H\nSbYNVqsVTqcT7e3tJS71pOYq3hVTx0wikUCr1XLxmEqluKsXDAaRTqeZVEyLqEaj4W4bXXiInyKT\nyeD1elkAQueWxjDAVFFFjyU+IgAusElhRyRxvV6PHTt2IBAI8HlTq9VoaWmBSCRCc3MzgsFgSREM\ngLuB6XQauVwO9fX1/HkdbTNR9r5i4+WhpwDLmUDrl47re/b3Bm3GirF7927O7PxnxMmse/feey+i\n0ShH9XV3d8NkMuHdd99FJpPh0aLZbIbP50M6nUZ/fz+SySQOHz6MQCAAtVoNjUYDn8/HY0HqGAJT\nG7S+vj72YotGo6irq+ONDnH4iM5B3X6v14t0Oo3q6mpWcBJ/KxAIIBQKQa/Xo7a2lgtA4qVR0RcM\nBmE2mzEyMgKv18v8MCpyaCRIPnjZbBZGo5HFEdFoFEKhEPl8HgqFAqOjo2yUXrzWUseNFKT5fB6L\nFi3CwMDAjIsyrYkCgQB6vZ4FKNlsFplMht8L/TfRcKqrq9Hd3Y233nqLO2HFhsTFxatIJIJMJkMm\nk0E4HEYsFmNVr0KhYBFFMBjE+Pg4U2FGR0dx9tlno66ujjmHxJvr7+9HPp+H2WzmHOBoNIpkMolE\nIoFsNsv2MQ6Hg88pre2nn3463nnnHUgkEiQSCZxzzjnYuXMnMplMWapJLpdjriRRAkgYQ/8PTBXF\nGo0GJpMJLS0tHONGPHKr1frR6083Xn7/SuCSXkAoOZ6fy98dn+S696kp+gQCweMArgZwKYCYQCCo\n+utdoUKhkPy4rz+dFzZbZ2x6IUhdn+JsxmLE43H09vaW2BBM57ABwPDwMBwOB/tBlQPt4AAwUbZY\n3QoAwWCQCc606wuHwwgEAjCbzTzeDIVCzKOgMU5LSwvi8ThzUchdXSgUIhgMorW1lRWjxbtBm82G\nRCLBIyEauxgMBvh8Pt4p0wi0rq6O82iJT+N0OhGJRDA+Pg6dTscWBnV1dRgfH4dYLIbdbufOHh2b\nVCqFVquFyWRCJpNBW1sbXC4Xk5Kpk2cwGBAKhVBfX89djHQ6jY6OjhlZmNMLQHKkHx0d5fEy8XvG\nxsaQTqcRCoWgUqmQSCTg8/mQSqUwNDSEXC6HdDqNwcFB7noW21dUV1dDo9FAJBJhYGAAVVVVLHKh\nRbm4C31MlEvaaL7+2M+r4P8kTnbds9lsiEajGB4exujoKIxGI3/nAoEAj3RjsRirIcViMQ4dOsRF\noNFohMFggEgkQl9fH6LRKOx2O6xWK1KpFPO8gKmCpLm5GfF4nP3aqKAqVnOSUp06/keOHOH1hCxZ\naENHilZgqvianJxEIBCAWCyGRCLhoofGhUKhkM19acNZrFylIo9iw3K5HAqFAv9Gi0GFYnd3N7Zu\n3Yp8Po+amhq0t7ejpaUFl112GVpaWtDa2orW1lbo9XouQKjDNx3FtxcKBYyMjGDPnj3Yu3cvdu/e\nzTxFAOjs7MTQ0FDJGDibzTLHkPh2iUQCoVAICoUCAoEA+XyeRSLBYBCpVApCoRBqtRoffPBBScdV\nIpHAaDQimUxCLBYzb5gi0SQSCY+Fk8kkF/8AeC1XKpXo6+vDli1bsGjRIvzud7/D888/z3m8xSI6\ngkql4q4eFedUUBdDq9Wirq4OtbW16OrqwuLFiyESDGQ/ngAAIABJREFUiTBnzpzSZkm5pI0zXvyH\nKfg+aXxqij4A/x+mVGvvTLv9SwB+fbwvMr1wowu9WCwu+SKVU7oWd/SAUgVbOVFAPB5HT08Piwes\nVis+/PBDVksVw+FwIJFIwOFwwGq1zjA8ptfK5XIl/IuqqipUVVWxtYdCoWB+jkajQXV1Ne/eiFBN\nlgk6nQ6JRIK5P+RnFY/HEY1G0dDQAKlUCo/HA51OxyMUp9PJY4pwOMzn5fDhw6zEW7hwIROth4aG\neAFobGzE0qVL8dZbbyGbzeKdd95h1St9DgB4fEGcQeKokHcTIZvNwmw281jJbrez2z69Z4lEgmg0\nymOnRCLBhVc8HufPnfg8jY2NJe71xYpEslvI5XIYGxuDWq1GLpfD8uXLMTg4yIo64qLQ34/FYgiF\nQtBqtVCpVIhGo+jq6uIuJ3U3qXgEpjYC9Bm3tLQcu+irRKt9GnFS697hw4eh0Wi400ZdahoZkg1G\nNBrF/PnzYTabodFoEIlEoFJN2XSo1Wrk83nmyNEYVavVYmBgAB6PB263G1arFZ2dnZDL5RgaGsLo\n6Chz2agwoH8nEglMTEygUCjA6/WioaGBC8eRkREkEokShW86nYZEIuFOEI1jabNI6xBROahYA8Dj\nbQJNA2ZDPp9HLpfDWWedhbfffptHwj//+c9x8cUXo6amhh9b3A08GQgEAjQ3N6O5uRmXX345CoUC\nhEIhJiYmsG3bNrz++uuIx+M8cTn77LPx5ptvIhqNsogjk8kgm80iGo1i165dkMlkPEqmYpgKxmg0\nipGREfj9foTDYRQKBajVaggEAiSTSQiFQn5eIBDg+DeJRMLrFRV8hUIB6XQa2WwWCxcuxAsvvMBr\n6M0334ybb74Zt99+OzZv3gyv1zujACaOJRXbVIxTgU5+fCqVCjU1NaitrUV7ezsbMAMfpaiopIV/\nimi1E8GnpugrFAqfCCkpFouV5CdaLJaSTs90rhyBioB4PI6amhrEYkc3JSZ7EhoX1NTUMEdkYGAA\n9fX1JeNdk8mEgYEB1NXVwePxYO/evUgkEliwYAGampp4jEHWHmQzEAwGUVVVxUq1RCIBu93OnS7q\nLALA2NgYEokE0uk0t/n7+/sRjUZhMpkgl8vx5ptvsqqOxiuNjY1wuVwYGhqCz+fD+Pg41Go1j61p\nFECJETReIW+sYkd18qKj0QF1BKVSKadXkAEo7Vzp//P5PPs4xWIxVFdXw2KxsB1Ab28v4vE45HI5\n9Ho9xGIxotEox/ns27cPMpkM3d3dyGQy3H2jQpjSAsgyhT5HKsCpICQiNTAVlG42mxEKhZgATd5b\npFSm74dGo+EdeXd3N7RaLY+JaTGuq6vjTqPD4QAAjmM7agxVpeD7VOJk1z3q1HR3d3Pnmbp7RC+h\npAgSC8jlcpjNZlgsFuZuUReesp3r6up4fNjb2wulUolkMsnfbSpCiJuVzWZ540SbIJ1OB4lEAqlU\nyn52Ho+nJHmCOHA07stkMvybIyVsLBYr6eQBU5FkswkLSBVbdG65I9jQ0IDe3l7mmD3++OP4/Oc/\nz51OADM2m9P/9rHuy2az/B7K3UfWU5dddhkuu+wyFAoFHDx4EH/84x/x+uuvc7rHsmXLsG/fPtTU\n1DAXmniPQqGQ134aNdN4PBKJcLwZ/U1S1NLams/nORWDijESj2i1WhQKBaxZswa/+tWvcOutt+Lh\nhx/m9bcYa9aswc9+9jNotdqS96zX65m3DKCkE0jvTyaTQafTsbKY0oZo3aOYuHjIA/mB6yDy/Xnq\nBSoFH4BPUdH3cUB8FPrS0I6PLvJkkVHsVVXs+0aO68PDwzAajXx7KpWCy+UqGe3SBZu6ayRJ1+v1\nMJlM8Pl8SCaTcDgcaGtr4+MiaT2NQ0m6TiPdYsJtJpNhrlp1dTX6+/tZHZpKpTA4OMjj3I6ODtTW\n1sJkMkGn0+HAgQPIZDLo7e1FPp+HXC6HWCxGb28vjhw5wjtl2rUrFAoEAgEcPnwYb731FgQCAVsU\nTPdQksvlqKqqQk1NDftGUcFHFwBSaNHuPBwOc/4sndfW1lZ4vV7OqHW73TCZTJxjm0gkoNFooNPp\n0NbWxrwXKhTFYjEikQgikQj8fj+sVisGBweZi0LFZl9fH+LxOCYnJ2E0GplMPDk5yUaoXq8Xhw8f\nht1uZ4sHUisODg7yotbS0lKi9CO7C4vFgoaGBjQ1NUEmk0Gv16NQKCASiUChULD5az6fh16v5wun\nx+Phc6/X6xGJROBwOGCz2fg8MTJhYPuXKwVfBQy5XI65c+fyqDMQCLAXXjKZRCQSQU1NDXfTyRZl\n6dKlUKlUJcpYAMyJtVqtiEajTNInvtvIyAgXlkajkcezXq8XQqEQe/fuLVFq0noQi8WYE5hKpbhY\nIrECGTJTJ4xUspFIhDtOxaDuYDmQMCWXy2H16tV4++23EY/HUVtbixUrVmDdunVYvXp1ieiPRCDT\nQYVpOcx234k+RyAQYN68eViwYAHuvvtuRCIRvPTSS3j22Wd5g/+5z30OmzdvhlgsLnl+NBplTjQ1\nBMjgOh6P84aacm7FYjEmJydndDAFAgG8Xi9z++bPn49nnnkGv/rVr3D99dfP+n7OOussVFVVwefz\nlRR9xO+cDRStRp6KdXV10Ov10Ov1MyZ0OucTXPDlxToIKwUfgErRBwDs70QFVn19PY9ByboDAHNK\naPdbTPAfGhpCT08PNBoNd8n27NmDTCbDI4REIoFoNMpjwUgkwtmAw8PDsNlsGB8fh8/nY74bKVSB\nqZEMkVfb2trg9/t5cTWbzXzxJzGBWCyGw+HAxMQEd5LEYjH/kOlYJiYmYLPZ4PP5UFtbC7vdzpmN\nY2NjzBsTiURQq9Voa2tDY2Mj3G43RkdHIRaL8Zvf/AZisRif+9znsHz5clRXV6Ompob/qaqqgkql\nKrvDLSZWE2gRp/M2PDyMI0eOYHBwEL29vXjppZewbds2nHvuuSzuoN0/FUakZiPbACJSR6NRBINB\n5ga53W62XFAqlchkMpx1GwwG2Q5AJBLBaDRCLpdjeHgYNTU1GB8fx86dO5mLRGHiNHqh4pzc6KmT\nF4/HkUql0NbWhkWLFkGr1UIkEkGhUMDlckEikfB4CgB3RclsOpVKsd0CmeiSYnBGl0+iBT7zCvD2\nZ4GGKyoFXwWQyWQYGhriBAmVSsV+dsSJo04adZrJPFckEqGnpwfhcBjNzc3Q6XTMMSXx09DQEDKZ\nDI+Ajxw5wsIy2owdPnwYFosFTqcTYrGYVfAUQ0gFCI0KaZ3IZrOIRCJQKpVc+JF4gYoMsVhcNkt2\nOqi4XLx4MT788EM2T04kEvjud7+LCy+8EHPnzp2xPv1fhEajwXXXXYfrrrsOLpcLzz//PH7zm99w\np/XUU0/Ftm3beONOBWtxYUYCNRqRExQKRdmRdT6fRywWQ3NzMw4cOACPx4OtW7di6dKlJaPz6RCJ\nRFizZg1effVVeDyeGcUhWVuVe57RaMSKFSt4s9zc3AyRSFTCu1epVID5PmTDhyB0b0Fq5StQVAo+\nAJWiDwD44u9wOJDL5aBWqznSqthPjsxAqQgjsvLbb7+NQ4cOwW63o7q6momuqVQKoVCIR51kXqlW\nq7Fv3z4m32o0Gsjlcubs0UUfmBrdqVQqhEIh3i3PmTMHNpsNyWQS+/fvh0AgwFlnnQWj0chtelKV\nEa+DYmuIeEteTz6fD9XV1SzOoPcuEomwb98+5umQssxsNrOb/d69e7Fjxw4oFAqsW7cOX/7yl0uM\nUMtxNU4GCoWCc2PpNdevX4//+Z//weOPP46enh6IxWLmdOzbtw9SqZSLXRoVpdNpqNVqyGQyTExM\nsNKNlGp6vR42mw0CgYBHGEajkQtK4l6OjIwgnU6jqqoKGo0GTqeTHfaps1FsHDo8PMyk50gkgjlz\n5sDr9cJkMsFkMnF3jrzRtFotEokEwuEwexISsZzEPCrVR+Hv9J0AjuLZaFkOXLALULdWCr4KsGvX\nLkilUla7UoeFpgEWiwUmkwmRSAT19fXQ6XRQKBTMwSWFLRVcROEgDz9aW2gqkcvlEIvFYDAYuMMo\nEAgwOjrKcVoAmGeWSCQ4O3e6QhUAixZyuRwLQAjk8XY0Xl0+n8eqVavw6quvwmQyobm5Gddccw1W\nrFiB+fPnlyRGnOy6dSwUCgVOIqENOAlYotEoFzJKpZKzZ1UqFXQ6HWw2W8kxTofNZsNdd92Fu+++\nGwcPHsSmTZuwZ88etLa28vpFUKlUMBqNMBqNMJlM2Lp1K6+z9G/aFNNt+XweZ5xxBt555x3k83m0\nt7fjwQcfxHnnnTfrWHs6FixYgCeeeKKsmINGzARaP3U6HZYsWYLa2lpWgms0Gua2l0AohvjMDUB0\nGApt+3Ed0z8DKkUfprooKpUKUqkUQ0ND0Ov1zI+iC61UKoXb7YZWqy3JchwbG0MoFGKTUblcjomJ\nCS6+rFYr8vk8enp6YLPZ2GcpFArB6XRCKBSiu7sbOp2OfYoymQwmJyfZJDWZTMJut7MHk9PphNPp\nxOjoKEKhEGQyGXswEcfk8OHD8Pl8qKmpQS6X444VqUodDgdzMubMmYOhoSFOfTAYDKxCpda9VqvF\n3Llzkclk8OGHH2JgYAAOhwOf//zn8ctf/pLH2v+bn9m1116LL37xi3A4HNi8eTPvNFtbW+F2u3lB\nBYCGhgasXLkSf/rTnzj+iHypQqEQF8RarZZ5fsRjNBqNrIJLJBIYHBzkEbFOp+O0AvKyohEEdVRl\nMhlUKhUmJia4i7B48WJMTEzAZDIxx8jlcqGqqooTQuiiGQ6HSzq+RKY3m80ltjjHVPBqO/62H0oF\n/zCgcSn9DgCw0XhtbS173snlcjQ0NGB4eBhyuRwOh4PV/LW1tUgmk0gmk5xpGwqFYLPZeD0lY3sS\nTeTzebZxIU874sCm02nmzJEZcfGkBPioACNRRbmCjBSt5ZDP53H11VfjySefxJEjR/D000/jqquu\nYoXy/0ZazeHDh/Hiiy/i+eefx9DQ0Em9hlgsRkNDA5qbm9HS0sKijzPPPLNEUAIA8+bNw7x5H5kR\n53I5eDwejIyMsNm1z+djD8JzzjmH/zsUCiEUCs3gQQqFQojFYvzXf/0X1qxZw9+hE4Hdbmdu83RM\n//w0Gg1WrFiBuXPnor6+HlVVVYjFYpBKpUdf94RioFLwlaBS9GGq0zc6Oor9+/ez6eW7777Lu4hM\nJoN4PI5gMIh4PI7q6mr2N6JiYe7cuexTdejQIRQKBcyZM4cXxEKhgPHxcd6BUiIDRdC0tLSgvr4e\n9fX1HKZNnBa73Y5QKAShUIj6+nr4/X7mbOTzeUgkEhZPxONxjI+PY//+/cjn87BYLFAoFDw2Jrl+\nsS9Wf38/dyUHBgag0+nQ09MDuVwOv98Pg8EAm83GNihbt26FyWTC+vXr8ZWvfKWsnJ64j9NvK7cY\n53K5GbvWYqXu0R5H5PFbb72VbytWepHa7c9//jM++OADzuLUarVwOByspKXPgTpwkUikxBiV+E4H\nDx7kC6bRaEQwGITf74dIJGKSM3Em5XI5Fi9ejJqaGjQ2NkIsFnNsUj6fh9Fo5IsfMNXRDIVCWLRo\nEXp7ezlZhIQtKpWKu4nlFOYnm/5SwT8fcrkcGhoaeH0AULIRVKvVLNCgbjnZIREX1Wg0QiKRsGjM\n7/cjm81CoVCgvb0d6XQaExMT3CUSCoVs3EudPbJSkUqlzKml/6bUC61WW7a4IzEJPa8Y9NskUPcw\nk8ngd7/7HR5++GHceuut3GWiNazcGLfcWkagQnU6SChDcDqd+O1vf4sXXngB+/fvh1arxaWXXop/\n//d/h8lkgkqlQiaT4f+Wy+XMqYvH4/D5fMy/C4VCcDgcGB0dxfDwMLZv344XXngB4XAYIpEIq1ev\nxnXXXYdzzz23bDGWy+VgtVphtVqxZMmSGfdNX2OJW00+q2TPRS4RVLxPBzUpyiGfz2NkZITtrghE\nryGIxWJotVpUVVWhrq4Oy5cv5+hKv9/P3c8Kjh+Vog9Tu949e/YgEAjAYDBAr9cjFAphaGgICxYs\n+IgY+lfFkMlkwtjYGMbHx1FTU4O2tjYMDAxArVZj27ZtLKNPJBLQ6XS8IE1OTrK/VVdXF9RqNfr7\n+5HJZDAxMcG5l6effjobYo6MjHDXr6qqCtXV1WynoNFo4PF4kEwm4XQ6AUwtNlKplBVyBw8eRHNz\nM6t7lUolDAYD2ySQms1qtWJoaIjNOIEpQ2UqRLRaLTZv3oympiasX78eX/rSl/hiAczMcy1HPKYi\nqhym3y4SiY77NY92W01NDa644gpcfvnlHGn01ltv4amnnsKmTZsgEolw8cUX47333oPdbofRaGTF\ndCAQ4KBz8qtyOp0sFJmcnMTExARfDJcsWYINGzZAr9fjnnvuwYYNG+B0OktGVsCUk/r4+DiCwSBb\nKJAPWj6fx+joKCYnJ3knazAY0NDQwLFKgUCArYEoc7hS8FVwIqBihb6bjY2NGB4e5hgzvV7PlA+a\nhJCiXqlUorW1lRXtPT09rDylIo4yZqnIE4vFvDb5/X7IZDJIpVJO3iA6RbG4je4n77nphV0oFOJO\n4PSikApG2jxXVVUhHA7jq1/9Ku69996yk4mTEViQ+KHc7ZlMBi+//DKeeuopbN26FVKpFBdddBHu\nuusuXHjhhSX2XgC4wC7+u5RWpFAoyh4zcXrp+S+//DKeeeYZXHvttbBarbj22mtxww03MP3jWO9n\nNsGIVquFXq/nKMzjOT+UqDHb3xkdHcX27dtLxrtkTE1QKpXQarUwGo2sBCcRUWNj41Hz0Ssoj0rR\nh6norWAwyJ5TpExVq9XIZDLMz7PZbFi8eDEb8Y6NjSEajUKtVqO5uRkTExOoqqpiaw4ATEomonI6\nnUZXVxfkcjkGBgbg8/l4R0rFldVqRUNDAydbAFM/oLq6OjYu7uzshFAoRF9fH3PGyDuJVGu0SNJY\nkKJ/NBoNj6dJherxeFh1Snyb+fPnIx6PY2hoCJs3b8aDDz6IO++8c1ZbgX8EKBQKXHLJJbjkkksw\nMTGBZ599Fhs3boRYLMbExATs9uMOckFfXx+AqRg74nH+6Ec/wi233IJdu3Zh/fr1qK6uhtPphFQq\nxfz583lEPDw8DIPBwF5p6XSaRTa5XI6NsqVSKXsjkqUGmeiKxWIWH1mtVmBsI5DtAHRzjnHkFfyz\ng4Rc9L2KxWJMRchkMqitrcUpp5wCv98Pm80Gi8WC/v5+HDp0iKMLbTYbe/EpFAo0NDSgvb0dKpWK\n6SjF9h9k7UFJHiT6IFUudYuKeXskyJptQlCO7E/r34oVK/DWW28hl8th8eLF+OEPf8gxcX8LTExM\nYNeuXdi1axd27tyJnTt3IhgM4owzzsAvfvELXHrppdDpdAiHw2V5bB8XZrOZffAOHjyIX//613j6\n6afxyCOP4Mwzz8S9996LVatWfeJ/92SQyWTQ399/zHG6QCCA0WhER0cHurq6uHNJ0xeVtAD0Pw60\n3wb8L4zmPw2oFH2Y2vXSbqmzsxOjo6Oora1l/7yxsTE4HA5kMhksWrQIwJTlSjgcRj6fx9DQEFpa\nWlBbW1uSljEyMoJkMonW1lYOBdfr9awUphGtyWSC1+vFyMgITCYT9Ho9Fi5ciKqqKvbEI1WZUChE\nW1sb1Go1CxCsViskEgm8Xi8veBR5I5FIWFhA+YQUdaZSqdgrjjz0SDFMdiH19fVwu90AgBUrVkAo\nFM5YgMuJNsq1+2dTc5XbxdN7mP64YDCILVu2QKlU4pxzzuEouGLMNhqe/nomkwlf//rX8fWvf51v\nSyaTmJycRCQS4fQS6kpQp40EPl6vl/lNbW1tuPTSSyEUCvHaa6/hyiuvxBlnnIEDBw7AbDaX+AyS\n79m8efNQXV3NY/RwOMypAeQR6fV6MTY2Bp/PB4/HA6vVyl0Ym82G2traqS6f/40pHz6ZGTj37Urh\nV8FRodFoYDabOfHC4/FwjrVcLofT6eQRoEQiwY4dO3Dw4EH+nTqdTo7xIiGa0WiEQCDAxMQEBgYG\nON2COHZKpZKLwFQqhUgkwn5vwFQhStQHiUTCCs7ppP7ZQOkZ8+fPx86dO+HxePDjH/8YK1euxMKF\nC/kxnzSOHDmCb3/723j55ZcBTDURFi1ahNtvvx1r165FZ2fnMY/b6/Vi586dcDgcGBgYwMDAAMdI\nEm+XCmWDwYCVK1di+fLls77mvHnz8IMf/AAPPfQQNm3ahEceeQQXXHABVq1ahfvvvx8rV678RM/B\nieKpp57C5OTkjLW7GHRfMpmE1WrFwoULuXOYy+UgyMWArTdOGS9HBoBTH64UfseBStH3VxBvpbgL\nRsIHGjUIhUIekdJCF4/HEQgE2EMvnU5Do9EgmUzy+FOr1bL5cjabZf+rlpYWJktTS3tycpI5ZcTz\nI4PeTCaD8fFxTE5Oor6+HgcOHMDIyAgymQw6OztRXV0NsVjM9ghkUUKjQ+ImRqNRVu2Fw2GYTCYE\ng0GEw2E2XM3lchgeHkYqlWJbGLJROZ4RK91eDLFYXHYUUmzPUvxY+oEPDg5i48aN2LhxI7Zt21YS\nuH3WWWfh4osvxsUXX8wF98mMgQkKhQK1tbVHtZABgPb29rLE7xdffBHXXnstLrnkEvT29qKxsREC\ngQAWi4X9pKxWK4fCNzc3Q6PRAJj67KPRKMbHx9n01GKxQCaTYXR0FEqlkj874pMqlUrUFXYAB/5l\nyocvOQEM/tfUAlhBBbMgk8lg9+7dPP6kXGgSa0gkEjQ0NEAmk+HPf/4zjhw5AqlUCo1GA6lUir6+\nPi7mJBJJST632+2Gw+EouUArFApMTEzwuJY2p/QbpA4jdcBobT1eYUU2m0VTUxP6+vqgUqnw6quv\n4rOf/ezfVJjh9/uxbt06/OxnP0NNTQ1+8Ytf4JxzzkFDQwN37mdDMBjEc889h5dffhn9/f087RGJ\nRGhqakJbWxvMZjPnb5P3YSqVwvj4ONavXw+FQoGlS5fiwgsvxOrVq9Ha2jrj/cpkMqxduxZXXHEF\nNm7ciPvvvx+f+cxncMkll2DdunWYP3/+3+z8zIZEIoHvf//7uOaaa/CHP/xh1sepVCpUV1ejq6sL\nVquVzw0AxEMeGA9cB5Dx8tBTwJw7AVXD/8I7+MdGpejDVO6qTqfjuLSmpiaYTCZ4PB5OPWhuboZc\nLgcwdXE2GAw45ZRTuHtFRdvw8DDi8TgsFgt/QYvVVPF4HEeOHIFKpcKyZcvQ09MDrVaLcDjMhqPE\nnVAqlXxMpAru6+tj7yyv18sLgVQqxcKFC7lTp9PpeMxMo2saCRKEQiGTYdVqNbLZLJLJJI98iI9G\nnImj+S59XEQiEaxbtw4OhwPRaJRzM4PBIEenrVq1Co899hguvvhixGIxvPbaa3j11VfxzW9+E3fd\ndReruiwWCywWC6xWKzo6OnDllVey/9TfEr///e9xzTXX4JprrsHExASWL1+OZDLJF0+6QFKMUCwW\nw/DwMNra2vj4wuEwqyDJMzIQCKCxsZEpA+ShqNfrUZP9C7Q9t5UaLy/8f3/z91rBPzZGR0ehVqsB\nfERPKM5lDYVCTLAPBoNMO2hoaGB1bSAQ4NSKXC7HHDvygKO4Q/InpQzX6ckaer0eSqUSoVCIvTbp\nMRKJhP1Hp4OSbjKZDBKJBJqamvDkk09i2bJlbO4+vbN3NFHGbEkZlHJESKfTeOKJJ/Af//EfSKfT\nuOeee/Av//IvvMkney26XhSjp6cH//mf/4mdO3cil8thwYIFOPvss1FTU8PreLljIAENMLUB9fl8\nGBkZgdPpxH333Yd77rkH1dXVuOCCC3D55ZdDKpVCLBZj7ty5/BpnnHEG3njjDfzhD3/Aj3/8Y5x6\n6qlYu3Yt7rvvPrS3t/M5KHfcRxNlFKehFGM24+rHHnsMHo8HmzZtmtHpI8W3XC6HwWBAa2srGhsb\nmWKgUqmATBSqnhs/KvgoaaNS8B0XKkUfppRep556KgBwyoVSqYRIJGL1mFarhc1mY56dSCSasUsi\nCw+xWIza2lqcddZZfJ/b7WaneFIEk6WHTqfDokWL4HK5ODooGo3CZrOxiAOYKjyDwSA8Hg/8fj/E\nYjGkUilisRj78pHMXqVSoaurC4ODgwA+4hbabDbk83kYDAb09/dz0kdtbW3JOJjUoKSiA8AdqU8a\nfr8fl156KXp7e7F06VIePWm1Wmg0Gpx22mk477zzSuxJAOD222/HbbfdhmQyiS1btmD37t3weDzw\ner3o6+vDn//8ZwwPD+Mb3/gGbrzxRtxxxx0l4/dPEn19fbjxxhtx+eWXY8+ePZg7dy6Tx1UqFXcn\n6TOmhVIqlSISieDgwYNc+DU0NMDtdiMajfIIhC4KDocDhUIB3d3dWGAchPbAbRBUkjYqOEGQNYpW\nq4Xb7eYLNCU3kNJWq9VCLBZzl5oETOQwQCpV8gal55Nog5JvyCu02LqF1i+xWMzedIVCgS1eCJQn\nOx2BQACJRAJdXV1IJpPYuHEjFx9HE4ydaFJGsVjj1VdfxTe+8Q0MDw/jS1/6Eu6880722SzGdJuZ\nzZs3Y8OGDTh48CB0Oh3OO+88LFu2rGRN/e1vfzur9dXExARaWlpKbqupqUFXVxfOP/987N+/Hx98\n8AGeeeYZvPbaa7j11luxdOnSGQWkSCTCFVdcgRtvvBHPPPMMfvCDH+DUU0/F1Vdfje985zuoq6ub\nVZgy2zkViURlC9Vywr1gMIgHH3yQGxzTQWlM5BtJBvUul2sqltSgrGTpfkxUir6/olgBSbFm9fX1\nnL1KxrmUfkBeVBaLhfNXRSIROjs7EYvF0N7ejqamJhQKBVbtKpXKGaHQZDZJhcHg4CD8fn9JGoPL\n5YJWq8X8+fNx6aWX4sCBA3A6nTh48CAAcAQbWblotVpUV1fDYDDAarViZGSEOWmdnZ0QCASw2+2s\nzCXuTC6XQzQa5bxJo9GITCZTkvpRztag3G3xXqgrAAAgAElEQVTHK+H3eDy44IILMD4+jtdee405\nk5FIZMYucGJiYsYuNBaLQavV4uyzz8bZZ58NYGonTlFJdrsdv/zlL/H0009j/fr1uOSSS3Dbbbfh\n7LPPRj6fn9UYdPpxEs+o3PuOxWJYu3Zticjm/PPP5+6Ex+PhCxmp0ZLJJGw2G+f4ajQaBINBmEwm\nKBSKEu8q6rQkk0mEw2Ho9Xp0Kg9Be+BrlYKvgpMCeYiSJyitf2TDIhaLuYsmkUiYQE/80mQyySNM\n6vwR3aFQKPCaRBdxYIqUT4INsVg8RcRXqdjbkrpyJzJRKBQK2LlzJ5566qm/ucCsr68Pl19+Oc46\n6yy8+OKL6O7uLrGFmQ1PP/00fvzjH2PFihX4yU9+wjZYsyGRSGDXrl2sVNVoNMjn81CpVGxYXVyc\nyuVyLFmyBEuWLMGaNWvwxBNPYN26dfjpT3+K0047rezfkEgkuOmmm3DNNdfgySefxEMPPYT33nsP\nO3bsOCrP7uMgGAxizZo1fC0stmoBpr4fVAQXCgWkUim2/HG5XJCJMmgf3QBp8C9/fROVgu9kUCn6\n/grqapEpM4AZLt+0MFZXV/NtlNhBBrxNTU38GtQxJDI+KYAXLVrEX/hiixCr1cp+eRMTE8z7IqLv\nwMAA5s+fj1NOOYXzYUnNaTKZIJPJ+Niqq6vZC5B2662trZyzSaHURJwm4QLl0xYTiGkXZ7Vay+6G\ny9mrTM96pNuKi8OxsTF89rOfRSgUwpYtW0pGEeV2ltSBmI6jPa6pqQnf//738c1vfhMvvfQSHnvs\nMVx00UVoaGjA1Vdfjeuvvx4dHaWmxbP97XKcwJ07d+Kee+7ByMgITjnlFBgMBnR2dqKjowMmkwmv\nv/46xsfH2cuvvb0doVAIer0eEokEZrOZC3ORSMTRbgqFApFIBGq1msdtFDauUiqhD2zkgi9R8wUo\nKgVfBSeIQCDAPF6BQMB5uMDUOLFQKHB8ITC1maJUIeoMEg+PRBwAWMBBnRqhUAiVSsW+opSRTSr0\niYmJsp2844FAIMDChQvx7LPP4oYbbvhkTswsePbZZ6HX68uOJWfD0NAQHn/8cdxwww24++67AeCo\nPLZYLIa//OUvKBQKqKurQzQa5WsMZcGr1WqsXr267DHU19fje9/7Hr70pS9h06ZNWLt27VGPTy6X\n4ytf+QouvPBCLF68GOvWrcNPfvKT43pvJ4KxsTFcdNFFGB8fR6FQmNEZpOg/tVoNgUDAvrSxWAwT\nExNTNi2RHoiCH049oVLwnTQqRd9fQR0+UkyJxeJZ/X/IFJcKJwD8ePqnuIAcGBhgY1AKho7H49Dp\ndPD7/WxSSZ5DpIqLx+Mlma+BQAB79+5FOp2G1+uFxWLheDSTycTGzbSQU5FFWcKFQgEOhwN2u50F\nJz6fDwqFArlcDjabDUKhEOFwmAu+YuXv8cbrzIZCoYDdu3fjlVdewRtvvIEPP/wQNpsNb7755ozC\n62ivQaOkYp/AY0GpVOKWW27BzTffjG3btuE3v/kNfv7zn+PBBx/E1772NTzwwANluSxHwwcffICV\nK1dizpw50Ol0kMlkvFBRN8Rms3HBRwWcXq+f4XAPTHGrxsfHOYpJJpNh586dzN3s6uqCUCiETq/H\nuOVR1OSziOfVyMx9BIpKwVfBCcBkMkEikUAmk7GnKJmaE+WEOL3pdBptbW2cXCMQCHiNi0ajnGSj\nVCqZjqDVauHxeNhzj+gn1NUDwAbx9HrEw5sO8k2dDqPRyPy5vXv3Ytu2baxonY1PdrQuIo2gpyOR\nSEAoFOL555/HmjVrAHxkg+X3+8tOCwYHByEQCPDd734XZrMZ5557Lnp6evi+copkt9uN4eFhCIVC\n1NTUMA+b/iFT+LGxMbz33nuw2WyYO3cu9u3bN+O1Fi1ahD/96U84cuQItFrtjHMwneNcU1ODe++9\nF9/5zndw5ZVXzjBtpg1nOdBkaDro+xQIBHDuuecinU5zN482AQCYxymXyyGTydhkmiZdREMYCFpw\nYO6/Y17kYYjPfbVS8J0kKkUfpn7UxekGxWNe+mdychJ+vx86nQ5VVVVsigugbHFI6RWRSIQ9sNrb\n27mrJ5PJcPDgQaTTafh8Pvh8PjbQrKqqYsJxLpeDVqtFKpVCNBrF0NAQR89YLBbu0tECIZfLOXic\nUiMEAgGkUinsdjvi8TgMBgOPU1KpFNxuN9sB6HQ6iEQiRCIRhMNhLvqy2Sy2bNmCCy+88ITObSaT\nwRtvvIFXXnkFmzdv5lH1+eefj+uuuw6XX345j2KLUSgUsG/fPrz99tsYGBiA0+mE3W7H+Pg4n3eL\nxcI2OfX19TjzzDN5xDsbBAIBVq5ciZUrV+Khhx7CL3/5S9x7773405/+hFdeeQW1tbXH/d7eeOMN\nGI1GpFIpdpKPRCLwer146623IJfLYbVaYbPZ2AybFmC9Xs8JKh6PBzKZDGNjY/x5y+VyuFwu7N69\nm9W6lNWbSCTg9YsQt/0/SOVKaAWVgq+CEwNF+CkUCni9Xr4Q00WaikDKBidBF22MyM0gn89zegTl\nThf7TgLgNYosVSgWki76ANgTlR5TDJpATAdtrAqFArq6uvDggw+ybcrR+Gcneh8pmB0OB6699tqS\nIo+8NKdDoVBg06ZNGB4exiOPPMLrPgA2+i+Gx+PBwMAAgKmibLpfqE6ng9FohEgkgk6n4816MBhk\nikgxLrjgArzzzjt49dVXccstt5Tcl81myx7z1772Nfz+97/HV77yFWzfvn1GkTebkIMi2aaDhDTX\nX389R0rS+U0kElw4y2Qyzmam7jIJeYgWI5VKEQgEEJCtwljbO2gydpU9lgqOjUrRh6kWvM1m43Fu\nMecum83C4XAgHA5jbGwMDQ0NnPsnk8mQSqXYxR74qGNImZKhUAhyuRw1NTXcmaLH6PV6Lvg0Gg16\ne3thMpngdrshl8u56LPb7VCpVEilUqivr0ckEsHcuXOhUCgQi8WYe+N2u5HJZKBWq9kDMJPJQKfT\nYd++fWyBoNfr0dbWhng8Dr/fj2AwyMpe4pZls1nuJJIX4HPPPYfzzz9/xsJYTvWWTCbR19eHL3/5\nyxz0ffHFF+OCCy7AsmXLSvg3O3bsgEQiQTgcxs6dO7F9+3a8//773HGsqqripJS6ujo2NKbOQ29v\nL959912sX78ey5Ytw6233jrDhJTeTzFyuRxuv/12fOYzn8GaNWtw6aWX4o9//GNZ779yvMX3338f\nK1euhM/nQzab5bgol8sFp9OJjo4OKJVKdHR0IJvNwmAwoKtrarHy+/2IRqNs7g1McRY1Gg0sFgvM\nZjMGBgaQTCaZCK9Wq2EwGCCVSpk7WEhnK470FZwwBgYGYDAYmANMm0pShlKHjzwqyTfT6/WyMtdo\nNMJgMDCXWKPRsAiM7ISqqqrgcrlmdLamk/ipWDwZHz2BQIChoSEcPnwYhw4dQnd398c6N+WwYcMG\nNDc3H9Ubrxh2ux3PPvss1q5dW5KGUQ4ejwevv/76cR8LuT1QY6EcdDodTjvtNDz77LO4+eabj8u6\nRiQSYf369Tj77LPxox/9CPfee+9xH9Ns+N73vofXXnsNEolk1kkRbRgAMFe0+JgKhQJCoRAGBwfx\n4Ycforv7+o99XP/MqBR9mPrSud1uxOPxklgXKs7q6+vR39/PWZXU5aMfHRV/wNQPmNrSANDa2orB\nwUHY7XZIJBLkcjm0tLRApVKhtbUVANiSwGKx4ODBg4hGoywWCYVC8Pv9CIVCaGhoQENDA3P4xsbG\nIBAIkMvlkM1m+XhEIhH0ej2Gh4eRSCQQCAQQCoXYk488jzo6OjA0NMTcPrIRIW9COv5EIoG9e/fi\n5Zdf5gzYYkzn+eVyOTz88MN44IEH0NbWhq1bt2Lp0qXw+/1lydajo6P47W9/izfffBOZTAbNzc1o\nb2/HggUL0NDQwLvId955BzU1NSVG00KhEGeddRYKhQK2b9+ODRs24I477sAPf/hDHsUQyu1GRSIR\nFi5ciI0bN2LVqlW49tpr8fvf//6YnL5sNovt27fDaDRi3rx5yGaz/H0RCARIp9PI5XKYN29eiWpR\nqVRyjmYwGGTfM7fbDZlMBpfLxaMPo9HIYw+/34+hoSH4/X4sX74cTU1NCAaDHN1XQQUnAlqnqOuU\nz+eh1+sxNjbGEWLU+SJ1LfGeqfunVCoxPj6OaDSKfD6PcDjM6n+yGCHzZVqn6LdRDh/HOFksFsNq\nteLBBx/Er3/965N+ndnwxz/+EWvXrj1u379t27ZBqVTi2muvPeZjDx48CLVafVyiEABs+XQswcu8\nefOwffv2Es/YY2HevHm4/vrrsWHDho9d9P385z/HAw88cFRqkFQq5Vzncgb6dOzkETk5OQmv11vS\nnKngxFAp+gBum1PaQnHRR/9dPM6lBdBgMPDYQ6VSYWRkBB6PB2q1Go2NjTwWpkKJ8i7pdgD8hW5s\nbAQwpeK02+0Qi8VwuVwwmUzQaDSwWq2or6+H0WiEw+HA2NgYFAoFwuEwrFYrx6vFYjGYTCbk83nU\n1dXB6XTyCIS4NwKBAF6vFz6fDzqdDu3t7RCJRJwIQT6AtJjrdDosW7YMGzZswMjIyFF30plMBjfd\ndBNeeOEF3H333bjvvvuOypUbGRnhRIybbroJq1evhtVqxUsvvQSTyQRgqsCy2+0YGBjAnj174PP5\nYDAYsGrVKlZ7CQQCLFu2DN3d3Xj++edx++23QyaT4aKLLjqu78App5yCX/3qV7jyyiuxa9cunHHG\nGUd9/E9/+lPeENB4JZ/Pw2QyYWhoCBKJBHK5nLu8xOEbGBjgXe+8efMwNjaG0dFRVuRJJBJs374d\nCoWC8zYpecXtdiMSifDrNjRM+VIVUxIqC2EFxwPyg6Tvok6nY/WuTCZjf0/gI/5aJpOBXC5n3jNN\nGKhYk0qlvHkkcRdlgMtkMkgkkpKxL6l9qRj8OKDfx4YNG3D//fd/otZMLpcLY2NjWLZs2XE/Z3Bw\nEJ2dnceMW8vn83A6nZg3bx727NlzXK9N0aDlxrrFoIL7RLnKZ5xxBp588kkEg0FOqjpRvPjii7jj\njjuYI1oO1C3O5/PsHlEOlJ0slUqRSCTYqP5vZb/1aUel6ANQW1uLzs5OjIyMsEJqtiB7GusCYMIz\ndXgGBgYQiUTQ0NDAcVv5fB5arRbpdBpGoxFms5nVmE6nE52dnRCJRGxfQP6AfX19GBsbQzgc5nzc\nZDKJI0eOMAdHJBJhyZIlrAymuDdCX18f6urqEAgEkEql4HK5eHFNp9Ns5UIefjSWlslk8Pl8iEQi\nGB0dRXV1Nex2O5577rkShe10pFIpXHPNNdi8eTN+/etf48orrzzqeR8fH8cVV1wBhUKBxx57bIZH\nVSwWw6ZNm9DX18fWEbW1tWhpaUFPTw9ee+01nHPOOSXP0Wg0uO2222AymXD33Xeju7ubC+pjgXg3\nx/Ij3LZtG77xjW/AYDDwuDUajSKXy6G6uhqdnZ3wer1IJpMYHh5Ga2srli9fzsU6ADZDJXUjxbSF\nw2EuEFske9FSb8djAxpOMij2cPR4PGhqauLv5PTvagUVzAYi2avVarZiSqVS0Gg0qK6uhkQiwfDw\nMOfjUsdFIpEwpyybzSKdTkMul0OhULDIQ6/Xs2co5eoKBAJotVqmZVCmNF3siZ8GgLmChOI1rRgG\ng6FE4KFQKCAQCPDggw/i8ccfL8vPK37d6ZjNnPn9998HAMyfP38Gt7CY2kMoFAro7+/HypUr0d/f\nP+P1JicnMTExAWCKr5jJZI56XASygKJpAqWpDA8Pl3385OQkX4eKQT6t5ZBKpTiybseOHUyTmU2s\nQa9X3KXdsmULrr/+enzhC1/AK6+8Uragr6qqAvDRmkuFbJVJhX+7xIsfvKKAwz/1+ZGlWDgc5mSX\nxsZGft/TXTYqODoqRR/APnTAlJv6X/7yFyxfvhyxWIy5KqRWA0qLPQKNSXK5HEcSyWSykpHx6Ogo\n3G430uk0nE4nu9AbjUbkcjn+cdbV1cFut7OCKR6Po7m5mS0WrFYrjEYjp27MmTMHmUwGPp8ParUa\ner0e27dvx/j4ONRqNeRyOcLhMLxeL6qrq3mxr6urYwsGl8uFUCgEr9eLw4cPA5haRLu7uzF//nzc\ncsstWLJkSdmFMZ1O49ChQ7jttttw6NAhvPjii1i6dOkMxd3g4CAvkIFAALfeeitSqRRuvPFG9Pb2\nljyWAsvJOFqv10MsFnMH0mazYWxsDK+99hqSyWTJrs9ms+HLX/4ydu/ejRtuuAGPPvoop44UY7qT\nvMvlAjB1MZm+CFMMm8fjwVVXXYVly5aVuNdTsU5Gymazmb8DLpcLer0eyWQSXq8XAoEAarUaVqsV\nkUgEyWSSCfF1dXWIRCLoVB7CBZrnIRLk4Z/fgX878lHCAI3ulUolrFYrX7jLCWIqqKAciKdHm9Gh\noSFW8Tc2NiIYDHIGr0ql4sQioVDIMYGJRIJ/F9FoFEqlkrvTfX19PAomk/tkMslUB7JVkkqlyGaz\n7OdHIz6BQMBCD/qNTAcl0xQjnU7j6aefxn333Yf6+voZzylnL0Wgvzsde/fuRV1dXdnNI6n2i+Fy\nuRCNRnHqqaeirq5uxnMEAgFvcMfHx9kT9sCBA7OKTIxGIzo7O5HP57F161bU19dj7ty5MJlMOOWU\nU8o+p6enB2q1egaXmTq25SASidDV1QWdToc9e/bg/PPP59tn69gVR1Tu2LEDa9euxerVq3ltLvf+\nU6kUzGYzhEIh8/hEhQSevD6Gle1ZLG3J4qKH5XD4pzYAPp8PhUKBgxGUSiUXwZUJx4mhUvQBrByy\nWCwYGBjg3dF0WXsgEGBOHzBzrNbY2IjGxkbuEqZSKe7S9fT04MiRIwCmirpFixYhGAzyQlvMx6Pc\nykKhwFYGhw4dYhsWWlxDoRBqamogEolYDLJ3717s3buX49Wqqqqg0+kgFApRVVUFsVgMg8GA2tpa\nDA0NsR1IIBCA3W5HbW0tnn/+eSxYsACtra0zCrxyPn2PPvoo7r//fnR1deHtt9/GaaedhkAgUNYN\nnviP//qv/4pIJIKnnnoKO3fuLCm+enp68P7773NxSq7+xcU5QafT4a233sIZZ5zBCSnJZBImkwnf\n//738dWvfhWPPPII1q1bV1aNVryQTU5OQiQScWFcDEof+OIXv8jqQ7o9HA7DbDaXbApMJhMaGhog\nEokwOTkJt9uN3t5eBINBGI1GzJ8/H+l0Go2NjXxxC4fDUztt0xA+I34aIsFU4WlRRBGN5pBMpphj\npVQqIZPJYLfbsXLlSu4SV1DB8cBms8HhcEAoFCIUCsFqtcLtdqO1tRV2ux2BQADDw8P8O+jo6IBc\nLofP5+P8Z0pcoOLP7/dDJpMhEAhw90en07HnJI3vqEikKUixjQs5BZBBOn3fp3f/ZgOl3HzrW9/C\nM88887HHxoVCAVu3bsXpp59+3M/ZuXMnADBn+2iv7Xa7YbVaj/s4XS4XUqlU2WJyOhKJxKxd0qNB\nKBRiwYIF2Lt37wk9b3BwEBdffDHmz5+Pd999l0fb0z87+n+y9EkmkxDkYnjpzgxWtk91DPXKAozq\nAhx+cFBBZ2cnVCoV55cTKgXfiaFS9GGqGKHCbfny5eyBN72TN70l7vF4uBPY3NzMWbsAeFTs8/lQ\nX1/Pi5per4fJZILFYkFrayu/BhVu4+PjAKZGjHPnzkUqlcLAwAByuRxUKhVMJhNyuRwmJychEAg4\nu9VkMmFkZAQHDhyAy+Xi3bFMJuMdvU6ng16vh8fjQW9vLyv1xsfH2Zy5r6+PuSLHS6z+wQ9+gC9+\n8Yt4/PHHj8lhAYD+/n709vbiiSeeQGNjIy+SBLIuUKvVx/QGrK+vh8Viwf79+2fE4nV0dOCOO+7A\nQw89hLvuuuuYxzU8PDxrDFF/fz++8IUvoL+/H11dXaxqpPE4ReH5fD7Y7XZWSLe3tyMajWJwcBC9\nvb2QyWTQ6/WcD+z1elmFLJFIYIy9gxXin3HB96eRBtz/WhXE4nEsWjQXvb29kEql/NnOnTsXWq22\nsvBVcEIoFAqci5vJZGA2mzkCjQyBSU1rsVig1WrZNJ5SfChKK5lM8hiXOnbE7SMCPtm+0PSEfjPA\n1O88lUohmUxy0QeAebEKhYIVwccCdQife+45dHd341vf+tbHOk8bN27Evn378G//9m/H/Zz//u//\nRkdHx6yRagS/349YLDZj3ZoN8Xgchw8fRk1NzQzvvXIIBAI8Rj0RFAoFDAwMYPHi4/fBKxQKuOOO\nO6DRaLB///6SIpacD8iNgqZmyWRyaloizuKlOzM4s3PqehOIAZ97VI59dlHJa5CDhdvtRiwWq4x1\nTxLle8n/ZDAajSWCje7u7hL7FuoQ0aI1PT6mHEgZNzk5CYfDgXQ6jfb2djQ2Npbw94ApXkc8HufR\nMKVotLa28g+cCNNk1uzxeLBv3z6MjY1h165dbFjc2toKhULBvk6pVIpd0GnkODAwgP7+/hIOH5k3\nE6fxRJDL5bB48eLjKviAj3g1sxGRV69eDYFAUKKCng3EIZqNBEz8FMogPhr2799fdlTy4osvYsmS\nJUgmk1i6dCksFgsMBgNEIhEMBgMEAgE8Hg9fLKlLSyN1vV7PuaapVAoWiwVOpxOjo6MYGxuD0+mE\ny+VCov83WFFYzwXfO/YmfPtlK2LxKWXb22+/jWQyCY/Hg8nJSdTW1qKxsREWi6XS5avghJDNZhGP\nx5HNZpkvStwpYOo3rdfrUV9fD6lUisOHD2PXrl3wer28SdXr9awKpXSN6bYr6XQa+XyebZfIw48K\nu3w+zxYwxFEjEI0mn88fteCbvkkjo/x7770XL7zwwkmfo0wmg29/+9tYtWoVzjvvvON6zp49e7Br\n167j8jMlf04SrB0N5FsqlUqPyqsuhtfrPa6O4HT09fXB5XLN4EsfDZs2bcLrr7+OiYkJLvjKFX40\npZJKpVP+scI0fv+1FBd8wbgAn3tUjr320s0+Jb+YTCaEw2FMTEyUpGdVcPyodPqOARJpkNAhm83y\nSHe6r18xiP/h9/sxOTkJuVyO+vp63uVQ4UijXGCq4KToNhqDEi+FOoDUTaIdcCQSQSaTgcfjQW1t\nLe+Gkskk3G43gsEgotEozGYz83fcbje0Wi23yMfGxtgC5r333sOpp54KoLw3XTnXfDJUpQsGMBWS\nPp0DQrYkbrcbwNSiJJfL4Xa74fP5Sh4rlUq5yJ6NS0IIBAJIp9NMmm5qauJuIQW77969G1dddVXJ\n88j0k7B//37cdNNNPFpKpVL45je/iZ/+9Ke46qqrMDo6yt1c8tQTCAR8scvn85x5TLyoWCwGu90O\ntVoNrVbL496xsbGSbmt1Zhsu6/4TRIKpc7vT142f7+lCAXbodDrU19djfHwcKpUK8Xgco6OjzLeq\noIITRTabZWUm5VcHg0EIhUJotVq0t7dDJpNBo9Ew9YPEHPX19fxc2tAqlUrmqtLaJhAI2LjZ5XKV\nrB1SqZSjt+j5lMlLz6UiVCwWl91QFiv3p69JZrMZp512Gm688UbU19ezvx4Jp8ohnU6X3PeLX/wC\nR44cwWOPPVY2QQcAnE5nCTXlJz/5Cerr66HT6XDgwIGyzwkGg5icnITT6YRcLsfIyAjfN9sIm7jX\nHR0dJTQXpVI560bd4/HwZKcYuVxuViFHOp3Gli1bIJFIsGTJkpJNwGxTl0Qiga9//es477zzsGvX\nLg4DKE7VIBswsgFSq9WQCtN4+sYwj3SDceCG/7ahz5vCdIcZiUTC6SfElT+W4K6C8qgUfcfA9KKu\nnKVLLBaDx+OZYfFitVoxPDyMw4cPI5lMspqKdqIejwe5XA6JRAKLFi0q4QqOjIwwl2H+/Pmc0OBw\nOJjnt3DhQu4SarVazJkzB3v27IFSqUQymYRGo+HipL29HXPmzOHxbTqdhtlshtPphNFoRDgcxpIl\nS7BlyxbceeedAMrz92YrwILBYMl9xNUpBuUBUwFrMplgs9nQ0tIyYxFavnw5ent7EQqFsHr1akgk\nEuzYsWPGyEQsFkMmk8HhcHCBrFQqYbPZ+DGUhzzdq6r4IvP/s/fl4VGVZ/v3mX1fk0kmO0kgLCEs\ngoi14FarCGpFAatVVPzRUpcqrSu4Uj8XUBHRFlGrVFxoFUUUUAuIClLZIYEA2ZfJ7Ps+c35/pO/j\nTGYCAcHq9+W+Lq8LZztnJjPved7nuZeWlhZYrVaMHDkSYrEYAoGAFrGysjK0tbUhLy+PxubMG1Em\nk9G4NRQKQaPRYPjw4SgvL8eBAwdoN6/RaKhgTCQSZOvCdrzJZALsk97prsHqzkugUFpRUlKCtrY2\nrFu3DpMnT8ZHH30EnU6HioqK/rFuP74X2G9Jq9WiqamJOv+xWAx5eXkoKCiAUChEW1sbeJ6HXC4n\n+gMrjtjj4/E4xGIx/H4/OI6DUCgk66hQKER8WVbMAd1jXTbmY9YuwHc5rGzczHzceiIajVIKSDas\nXr0aY8eOxdSpU8kn9VhCjtS8cK/Xi8cffxzXXXcdzjjjjF7XPSaUA7o3z5s2bcL9998PhULRq91J\nPB6n6Duz2UzFS25ubtbnBINBtLa24swzz8SYMWPS7hOLxaiurs54Dov6HDx4cBr/DejumvU2GZBI\nJNi8eTPGjx+ftiYztXc2PPfcc2hpaSGOKNBdCLJsZrFYnPbZ+3y+7qYAwgDfXeS6AsCliyQ4aA1m\n/VvzPA+73Y7q6uo0G7N+nDj6i74+InWs2zN+LbUDyP6fFYDsi2m32+lHxG5ju6CioqIMYmpZWRlq\na2spvNxsNsPtdqOyshKxWAylpaVQq9Wk9mT+fxaLBTzPY8CAAZQZqVAoMHr0aPoxKRQKmM1mGAwG\njBgxAgqFAi0tLdi9eze6urpQXV2N4uJiFBYWoqioCEVFRZg0aVJaIZWK6dOnY8GCBSgsLMTMmTOP\n+1lWVFRAoVBgzZo1vXLtOI7DqFGjsHLyT4kAACAASURBVGHDBnz77bcYN25cr6/HPBDD4XBWVZpU\nKu31wsAwf/58GI3GtBi35uZmqFQqlJWVged5hEIhdHR0wGAwIBwOY8SIESgvLycfMsaTEovFqKur\nA8/z0Ov1UKlU0Gq1ZHTNuq8WiwVlZWVwOByIxS7DWk8JhmibsTV5JUx5PHR6IywWC5qbm2E0GvHR\nRx9BIpHAZDIhJycH+fn5aGxs7Oe29OOEwUanKpWKBESsm+X1elFQUACfz0fekHK5HAMGDCBjYIvF\nQkVbTk4OHA4HbYTYOsdspdrb20l5zjrjEokEWq2WTPFZUSUSicizkvHAsnGLWTeJmUFnA8dx2LFj\nB0KhEOrq6vrMnQOAtWvXwmaz4aGHHurzc9asWQOlUonLL78cn3/++TEfy8Rbx/vdJpNJdHZ2Qq1W\n0wSmL/j0008BfGcN1Vc0Njbi008/xbx58/r0+Ndffx2PPvooAKQVhaxIZEpbluXOXAq6mx1CXP6c\nBK/dEsP/rBFhV7Mgo8PHwOLZWE5zP04e/UVfH8EKO5fLBb1en9HxS83rZVwuZtUyYMAAUvSmForB\nYJC4MD2hVCqRk5NDBR0ADBkyhHJemYqOKXSB73yZ1Go18vLyIJPJMHjwYOJ1HDp0CBqNBmazmXaU\nKpUK+fn5+Prrr0mUws5r7969+OSTT2CxWGAwGPD6669njWFbunQp5HI5Zs+eDYfDgTvvvBPRaDRj\nsfb5fBTrNm3aNKxcuRKTJ0+G1WrNiBRi6ueBAwfi0KFD2Lx5M/kHpsJoNFLxvGfPHhiNRgwYMCBt\n5GG321FSUpLBEWSk4m3btuGtt97CX//6V2i1WhrvXnLJJdiyZQv9jex2OzQaDbq6upCbm4tAIICC\nggJotVrY7XZ4vV4qxBQKBaLRKEpKSqBQKGAwGFBaWko+jbt374ZSqaSRRSwWg002AbqSgdDwzWhp\naUFTUxNsNhvZXADAmWeeSbxTs9kMn8+Xxg/9vmrFfvzfQE5ODl1EmS0SAPKdFAqFsNls5BvJOvdy\nuRzt7e3k88k4d36/H16vlyKzmOpWIpFAp9PB7/eTdQvLBtfpdGQ8DoBGy4wuwkadbCMVi8VI+SkQ\nCMhM/lhgr93U1HRCRV9raysMBgOKi4t7He32xLfffoszzjijT+kXbHMaiUSOqbBl06Dy8vLjvleG\nffv24bXXXsNll1123Ai4VPA8j7lz58JkMmHOnDnHffzChQtxzz33YNasWb2moEilUggEAuKkS6VS\n6PV6su/x+ZKY9sLx1yzWIa6qqsKAAQNICNRfAJ44+ou+PoKNY4HuH2qqJ1rPETAz7Owt3QP4Tg3M\nEj16joeBdNNJm81GBZ9eryfhB+MAsjFxIpGATCYjng5TTDU2NqKtrY3GvjqdDlKpFAcPHsTBgwdx\n+PBhCAQC5Ofnw2g0knqvtLQUJSUlMBqNmDx5Mu677z488sgjaeMOhUKBF198ETk5Obj//vthMplw\nzTXXZIwDBg0aRKOde++9Fx9++CFWr16NiRMnZhS+7e3tyM/PBwAMHjwYH374ITQaDcaMGZO2+Llc\nLlRUVJBijGXzptolBINBuj0VyWQSYrEYzzzzDAYPHowbb7wRAoGAOhKTJk3C8uXLqRPLxrrRaJSK\ne4/HA7lcTpwh1llghrPNzc0IhUKoqqpK+x4MHDgQ+/btg8vlwpEjR+D3+xEKhXDgwAEEAgEyxGXq\nYKVSSbyW6upqKJVKdHZ2pomQ+tGPviIcDkOj0UAmkyE/Px+dnZ0YN24cebjJZDKIRCIybTabzVAo\nFPSfw+FAIBCg37hIJIJOp4NQKITH40EwGITVaoVEIoFcLsegQYMAdBdTDocDHMeRjyVLnxEKhZDL\n5fD7/WTazBIlZDIZ8ZzZ718mkyEYDGbt7hsMBng8Hiogm5qa6N994fS1tbVR5KPX6+11vNvW1kZe\ng7t378Z1111Ho8729vaszwmFQggEAhAIBLDZbNSpZMbVDCy7nRXc2V4vJyeHONJAN4f8f/7nfzBo\n0CBMmjQJXq834zlMrd0Tq1atwsaNG/H++++TlRgD40azf99777145plnoFarsXHjxrROrUgkIjoA\nK9Dj8ThZWzHfR5/PRxMSBpar3hOMC8i60kwM2Y8TR3/R10ekKnkZJ6+3x7GUhGN9KXt2CVMFIj0f\n09TUBJ/PB47j4HA4EAwGkZOTg2AwmKYs1ul0CIVCMJlMaGlpgcViQSwWg0qlgsPhQCgUQmNjI4LB\nIO2cHQ4HcXYCgQDy8/MpQJ3neQiFQrJzyM/Px1NPPYVNmzbhlVdeSdtFchyHRx99FHa7Hb/97W9R\nUlKCCRMm9Pr+1Wo1brvtNixYsIBGzL2hsrISl156KdasWYPm5uas8TtKpTJrdmU8Hoff7+/VuPjo\n0aNYs2YNli9fnnExYIUcSzJhsVUymQwmkwm5ubmwWCxobW1FU1MTFAoFQqEQ+Y/p9Xo0NjbC6XTi\n6NGjkMlk+PLLLyGXy8msmT3f7/dDIBDA6XQSz4ll9Y4YMQL//ve/4XQ6IRKJyIg5EomgtrYWCoWC\nLIb6F8J+9AVutxt6vZ7sVJjqtqCgAO3t7fB6vdBqtRg8eDDKy8upsGGdP4/Hg1AoRMWYQqGgsSzz\n4GOmy0B3oVBTU4NYLEYJFC6XixTEjBsYDAaJp8e4g+w3wTKBGbxeb6+j3VTj5pKSEjQ1NRHX8Fjm\nzGwNsFgsKCgogFgshkKh6LXoMxgMUCgU2L9/PyKRCH7+85/DZDJBq9X2KpYwGAzQ6/VwOp2QyWSo\nrKwE0L3RZbzkWCyGL7/8EkajEWPGjIFCoeh1PR01ahSA7qL1lltugUKhwAsvvAC5XA6z2Zzx+Gyc\nPofDgfnz5+PKK6/ElClTMp7DDJh5nsecOXOwfPlyyv+1Wq2IRCL0/2zszpKovF4vQqEQGYL7fD64\nXK6M6Q4Aal6kglmqGQwGMrPux8mjv+g7AaSOcY/3uJ6P6WnkfCyBSM/nsR2gXC6HVCqFVColvmDq\n85qamsismWXpNjU1Qa/XE6+NGaM2NzcTydpgMJCfFhMH8DyPYDAIiUQClUpFC5jFYoHdbseoUaPw\nxBNP4Pbbb6dz5TgOS5YswcGDBzFz5kxs3779mPmQF154IR555BFaYI8FllWczfuqoaEBTqcTP/vZ\nzzLua21tBc/zvVoXfPHFF+A4DldeeWXGfcx3MJVsnp+fTw76bPfd2dkJuVyOiooKup2NtcxmM3UX\n9uzZg3gsAq3OAJFIBLfbjdbWVrhcLrp4sQulXq+nTqdCoaBzcLvdNPZiMXrffvstvff+oq8ffQET\nmrENYjQaRVlZGeRyOVwuF2KxGHQ6HWQyGcRiMdElWERbQUEBXC4XysrK4HQ6iYKQSCRQUVGBjo4O\nUq+zQs9ms2Hw4MHIy8tDV1cXrFYrxXslk0kqxliBwX57QKYtC7OY6gvKyspO2Iqqs7Ozz9YoQHcS\nhUKhOKFxqlKpREdHB5RKJRKJBLxeL3kYsljH6urqPlM2nnvuORw6dAivvPIKjVD7igceeACxWAxP\nP/30MR/39NNPY/ny5aS+ZmCJHex2k8kEiUQCt9sNtUpBvo3MvoqJdo4HxuEzGo1QqVSQy+XYtWsX\nqqqq+se7J4n+ou8EcDKdFFbsHSsflf0/Gx+njnWVSiWEQmFGOgbjcaXu2FI7jAqFAnv37kVBQQGC\nwSBxb2KxGKlMm5qaYDAYKMzaZrOhoqICFouFsiFZO53t6lkUkNvtxp133on6+nosXLiQLBWEQiFW\nrFiB0aNH4+abb8a7775LC3bPMQmzPDl8+HBGJ87hcBB/z+12Y9u2bcjJyaGgeIZkMonDhw9Tigaz\nUGAZt99++y2AbjVxz0UwmUzi66+/RnV1NVQqFRVTPM/D5/Ph6aefhlqtps6aVqulSD69Xk+msWw0\nz7JImZmt2+3G0KFDYTKZUFtbC6VzPSaX7cLS2ssgUOSjtbUVXV1d1L1goy6hUIiioiKyqwmFQhAK\nhdSJaGhoQHFxMSoqKmCz2VBSUkI0gX70oy9gY7aOjg5StrMiUKFQoLGxkRS1LpcLgUAAMpmMslm/\n/PJLohZUV1fj66+/pg0J4+MJBALyZGPjTIlEgpqaGtp0ss4eI/6zjSnrPDLVJzN/ZoboLAmkL9i4\ncSNGjBhxwp9RXxJAGJiI7Hhm8qnIz88nSyfGVWQjZqFQiJqamj7xA4HuLuGqVatw++23Y9iwYX0+\nBwD45ptv8MYbb2Dx4sXHNHN+++23ce+992YkGQHfRdiJRCKYzWYyr1fJgP/55T6sr9Ng1Z4c6PV6\nEvYcC+y7AnQriisqKvCLX/wCLpeLUmT617uTQ3/Rd5rBRrcAjjkWZk71QHpx2XNczLpwwHcG0MwE\nGgAZMLe2tkKj0cBqtaZZgygUCmg0GoRCISgUCrhcLiiVSoRCIZSUlAD4jjTL1L+hUIj4ORqNBrm5\nuRg3bhz27t2LZcuWoaWlBW+//Tadc0lJCV577TVcfvnleOmll3DXXXcB6LYk6LkosvFDzx3yN998\nA4PBgHg8jq+++gp6vZ6STBgSiQT27NkDnU6HGTNm0CIhlUpJtfb5558jNzcXQ4YMyfjseZ7Htm3b\nMGHChLTz4nkeH3/8McLhMMrKyijPmMWrabVaeDweEr4MHDiQLkRyuRyRSITEME6nE0KhEKWCHbhi\nxBcQCXjcUf0BnthxKex2O8LhMI4cOQKtVguZTAaj0ZgmCEpVPIpEIuL3aDQaqFQqsnDoH+3240TA\nNmKMP2oymdDZ2UkbrZEjR6KlpYUU7EyBWVhYiGAwCJ7n4Xa7ye+PjU5Zsca4gUzQkZOTQ3FvTU1N\n8Hg8SCQSKCgooFzVcDhMtinMF44VQOw2pgI9lm9cT3Ach9bW1hP6fMrKytL8846HmpoavPrqq2hv\nb++zIXJOTk7aJCR1vHuiePPNN6FWq3HVVVed0PMSiQT+8Ic/YNSoUbjpppt6fdymTZswc+ZMXH/9\n9Vi1ahXdzoozv98PsVhMHdhAIIB42I2lVzfjzLIwxg0Iw+0N4O/burPnj/e3Y04IzPqHjdpZodyP\nk0d/0QdQUXM6LpypApBjvT5T3bJ/97yvpx+gQqGggpIZpHq9XkilUrjdbgiFQnR2dpJwQiAQoKSk\nhHavzFuL4zjY7XYoFAoyF/b7/Th8+DAMBgOkUilCoRBl/arVavA8D41Gg/Hjx6OhoQGbN2/Gr3/9\na7z//vt0Mbn44osxd+5cPPDAAxg+fHivjvaVlZXYvXs3ZsyYkZU3Y7VaiUsXjUaJo+j3+9HW1oZ4\nPI6rrroqq3krz/PYsWMHkcizvXZdXR3uvffejPv++c9/YuzYsUgkEtBoNPB6vTQCZ/YBUqkUNpuN\nFMTM+oYtUg6HA/F4HLnhLfiV6R0yXj5k18Lp605COHLkCOx2Oymvy8rKcOjQIVKoxWIxKJXf5U0a\njUZUVVVBpVKhuLi436uqHycFuVyO/Px8MmaPx+Oora1FJBJBQUEBJBIJmpqa4HA4oNVqqfPMOu0K\nhYLi2Bj1hKXPMENlZs8RCASQTCah1+tx+PBh2O12RKNRKgrZNIJ5YLIOHxNNsU4h4yEHg0Eygu4t\niUen09FEQCAQwGq1IhQKUY5vNkSjUVqDSkpKsHXrVsTjcUo7ygbmw8l+h5s3b8b5559Pav5sCIVC\nWbmI8XgcNpst63NMJhNNL1KhVCpx9OhRrF69GtOmTUuzFovFYlmVx/F4nGLcXn75ZezZsweff/45\ndWl7cub27duHqVOnYsKECXj//fep+8r4zWq1mgyjjUYjzGYzbJ2NeOGqFowt7e7GuoMc9rSKEYlE\niKucrdvHPE8Zf1AoFEKtVhOlyW63IxQKweFwwGq1ZuV39+PY6C/68N2P8HRwBFjBljoG7K34O9Z9\nqYbNkUiEhBwOh4PUbyzFgnWYZDIZdYQUCgXa2toopo0tlolEAm1tbWSRYjAYUFRUhK6uLrS3t0Mk\nEiE3NxfBYBBDhw5FMBikxTEcDsNsNiOZTGLNmjV48skn07IuH3vsMdTW1uKaa67B/v37sy6c8+fP\nx8UXX4yVK1fi+uuvz7jfbDbjF7/4Bbq6unDkyBE0NTUR/yc3N5fscLJh586dOHDgQK88lQ0bNoDj\nOFx00UVpt3u9Xnz88cdQq9UYMmQI5eKKxWLqILrdbjidTmi1WiKUy+VyBAIBSCQSHDp0CFVVVZBa\n1+I89d8oWu2Ltgo8/80gxBN+GpOwz3rdunXYsGEDmpqacOTIEQwePJgi1tgYrK2tDTk5OcjLy+vv\n7PXjpCEWi3H06FGIxWIUFhaSUIkp0g8cOID6+noqvMRiMYkvFAoFeYTyPE9jWuatN3jwYErfaGpq\nokKKZYYzAYfZbIZSqaQOuVgshsvlAs/zkEgk8Hq9iMViiEQidA6MN8hUxez4qQIPoFvIwXhjbK1r\nb29HeXl5rxw5Zi8CdHuJsjGkVqvttTNVXFxMFJuKigq0trairKwMQ4cO7TV71+FwEF83FU1NTb1y\nAiORCAnLUhGLxbBlyxYIBALceuutaeIRtp73BHN4iEQieOqpp3D99dfjnHPOAQAqtBhaW1sxZcoU\nVFRUYOPGjTTCZX8LpvLWarUQCARQq9WIBV1YMrUBY0u76TTuIIdfLVHhm8MR+lsEAoGsvD4mYGPG\n+SqVisREWq2Wpk/9OHn0F33o3vUea/T6fcG6dEyVls3EuTcFLwPjBHZ0dEAikcDn88HtdtNut7S0\nlB7jcrmoQ8fMhZuamiAUCuFyuVBcXIxgMIjS0lLyoLPZbAiFQmhtbSV1XU5ODu38TSYTRaZ1dnbC\n7XaTQOGiiy6Cz+fD/PnzMXbsWFxwwQXE6XnllVdQXV2NefPm4ZFHHslYPKuqqjBlyhSsXr0aJSUl\nlH0bDAapKykUCqkbIJfLqehkxOGeu2OdTofm5mYsWLAAVVVVqKqqgsfjybgwfPTRRzjzzDORk5OT\nxt9ZvXo1IpEIBg8eTDvMnJwcDB48GDqdDvX19TAajSgpKUE4HCavPYVCAaFQiIMHD0IqlaJSuhcX\n571LBd/B6FnYGPwFZPI6HD58GHv27MEnn3wCo9EIo9GImpoa/PGPf0QwGMQjjzyCZ599FgqFAvn5\n+VS08zwPm82GWCyWJg7qRz9OBE6nE16vF3q9HuPHj4dOp8P27dupa+1wOOh7DYC4wAKBAB0dHeB5\nHueeey6qqqoQDAbR0dFB/DNm5syEYWwSIRKJ4PF44HK5IBQKIZPJaMPE8zw93ul0wmKxkL8bWzNY\nRq9UKqXbWdHHRr49f+PAd159+/fvR3l5eZ8+nwEDBlAnnnkYHg+jRo3CF198QVSbHwIulwsrVqzA\n1KlTe1UL94Y333wTVquV6Dc9Ybfbcckll0AkEqGxsZE+R0YXAkDrkEajgUQiQX6OCveN/wojzOkF\n39cHI30+L/Z3ZnZCJSUlGDRoEIqKipCbm4tQKASj0dg/5ThJ9Bd9AJGYTyWyqXVTb2NFHuv+Aemc\nPzbKBdKFHRqNhopGoVBInb5U3mBubi75+jHjT4VCgbq6OggEAhIheL1eBAIBMmqWyWTksaXRaIiX\nwwpI5s7PQtTZ2KOurg6FhYUoKSnBzJkzcejQIcjlcnAch7y8PDz66KO49dZbceONN2Ls2LEZn9X9\n998Pp9OJt956CxdccAEGDRqEYDCYsYjt3bs3o53vdrtxxhlnpN3m8/mwbNkyhMNh/OUvf6GORKqf\nVyQSwaZNm3DPPfdk7BxXrVqFc845h/zCmGDGYrEgHA5Dp9MhGo2iqqoKbrcbRUVF5Hm2ceNG+P1+\nVOd04Mq8f1PBtz84Fp96pyKe6L7o1dbW4q677sroMjKD2oULF8Lv9+OVV14Bz/M0DmFcJnbx6y/6\n+nEyYJ0WdvEOh8MYNmwYvF4v7HY7/H4/ioqKIBaLyU+U0Sqi0SiCwSDq6uogEokQjUZhNpthMpkQ\njUbh8XjgdDrJC5Txvmw2G22u4vE4WUc5HA6y+GDeo2yiwbiy7DVMJhP8fj+JnFjniHWgeiv6zjrr\nLDz++OOYMmVKn9SwZ511FlQqFd5//33ceuutffpMb775ZnzxxReYNWsWbrzxxl47facKiUQCS5Ys\ngUQiwe9///sTeq7b7caDDz6I6dOnY8iQIRn3+3w+TJo0CTabjazBehpui0QiBINBqFQqqFQqxKIR\n3HXGJowwd1+f3EEOly9W4JvDfVPqpoIlsxQWFtI1T6FQZPDb+3Hi6O+Tfg+wwiwbsZTxX1imJQCy\nWWFfWDb2YAVbanHHhB0+ny/jS24ymTBgwADk5uaS1UkkEkmzYWA5jsy5nB0/FcxKIS8vD6NGjcKZ\nZ56JiooKUvRWV1fjjDPOQEFBAfx+P6xWK2QyGUpLS2E0GqHX6+HxeNDR0QGbzQaLxQKr1YoXX3wx\n7Ti33HILRo8ejRkzZqC+vj7js+I4Do899hh0Oh2uvvpq3H333WmGoyeCzs5OzJ8/H1u2bMHChQt7\nJVWvXr0afr8fV1xxRdrtmzZtwieffIK2tjZS6ubm5iIajaKtrQ2NjY1obW2FSCSiNAyJREJ/B6VS\nCZVKhbouJSyhbpL2Uf7nWGO9DJau7s+ImTMvWLCg1/fBcRxefPFFXHbZZWhra0N5eTl0Oh0lJjDS\ne//C14+TQTQaRXl5OTQaDfx+P3bs2IGGhgbaAMnlcuj1etTU1KCgoAA5OTnEiWMelAKBgERkTNSh\n1WoRi8XIXqi1tRXhcBgej4fESmwKwDaPjAPIRBtSqTQtZk0ikZBHaiQSQTgcJmEH8waMx+O9qnk5\njsPu3bvx7bff4r333uvT56NQKPCrX/0KK1eu7LM1TFFREZYvXw63240XX3yRhHmnC++88w4OHTqE\nZ599Fkaj8YSe++ijjyIUCuGJJ57Iev/TTz+NAwcOIBgMUqc1tas6cOBAFBcXU566WCxGOBLFyq8F\nSCYBdxC4+iUdDnSemKIZ6B6zM7cEmUwGh8OBrq4u7N27F01NTWnTsn6cOP5Xdfo4jvs5gD8BOAOA\nGcAVPM9/eLqOd6yRrFKpzJrMkXp/z+5fz/t7Cjt6Hk+pVKK5uZnIuqxbyV6T5R6y4wwYMADRaBTF\nxcVUfDFfP5bveMYZZ8BoNMLv94PneRJPME4NExUwZ/xoNIrm5mYIBALodDrceOONePrppzF79mw6\nf5FIhI8++gjnnXceLr30Uqxbty4tMQPojn/65z//idWrV2PZsmVYv349xo0bhylTpmTlv2TD5s2b\nsXTpUmg0Grzzzju9xi7xPI/Fixfj/PPPT/Pi8nq9uOmmmzBhwgQkk0nI5XIScej1ehK+yOVyxGIx\nNDQ0IC8vj4xJGxoa4PF4ursOChMW75+Ca85woVn1a4Qje2mTsHbtWjz//PPHNRkVCoV45plnMGjQ\nIBw+fBgVFRVpgfX9u91+nOyax3J3CwsLyTiXpWB0dnZCKBRiwIABKCgogFQqhc/no3GvXq9HaWkp\nnE4nEokE3G43dYBMJhNcLhcJGdhvRqFQYNCgQThy5Ah4nofdbicOskqlgkQigUwmI/U78wcEQOsT\ngDQ/P7VaTQr3noUFi5NMxcSJEzFv3jxcdtllWUVjzC6GYfr06VixYgW2bduWMU1g8Hg8adw0vV6P\nZ599Fr/97W/x+OOPY/bs2Rm2K4FAIOumNhwO0/vsCYlEQjZaAHDgwAG89957uOKKK1BVVZVVNBKJ\nRLIWg/v378dLL72Exx57DHl5eRnJG36/H88//zwA0Lmr1WoyyFapVJSKwTqwbG1bdjAOX0CEQxYR\nnMiHThclU+bU4+j1+qznzDYS7LGskwx0fw+CwSAZ0ffj5PCDFH0cxxXzPH9imvmTgxLAbgCvAvjn\naT/YMcyaTySZo6dJM3tONmWSy+Ui2xLGNWNGnmwcbLfbodfrkZubSyIMoNuGwGQywWq1UrIHc0YX\nCoVobW0lZTBTowKA3+8nzhqzjGHil0QiAZPJRMrhvXv3wuPx4IUXXkhTxZpMJnzwwQeYMmUKJk2a\nhLVr19L7C4fDNPaZPHkyLrroIjz55JPYsmULtm3bhvz8fOTl5YHjODQ3N8NgMBCpvKuri/KBm5ub\nMX78eFx//fWorKxMW/R5nqeO6pYtW7Bz50689957abv4u+66Cw6HA4MGDYJSqURRURFisRi0Wi2M\nRiOKiorSvA7j8Tjsdjs8Hg/a2tpgs9lod59IJBCFCl97R8HfcYQKvMbGRkgkElx11VUZykOmCmYE\n9ZycHBQWFuLaa6/F+vXrYTabkZ+fjxEjRsBsNvePdn/E+LGveZWVleTJlmoPxS7mbrcbJpOJ4tWk\nUinUajUsFguR6pk9S2lpKRwOB6LRKA4ePIjGxkbKDE/lgTF1byAQoE6d3++nKDWFQkEGvG63G+Fw\nGEqlEl1dXcTvY56VEokEoVCIiP89x7putzvjtk2bNiESieCNN97ArFmzMj6T1EQOoNs83mw2Y+3a\ntTjvvPOyfo4VFRUZMXDl5eVYtGgR7rnnHrz99tt4/vnn036nAoEgqx/e0aNHSSjWE16vFyNHjgTQ\nrRh+4IEHcPbZZ+OOO+7odZoRjUZJpcvA8zweeeQRDBo0CH/4wx8yxHU8z+PJJ5+kDQBbz6LRKH0H\nWISa3W6nAp1dgziOw5tfCyESCZGbG0IwGKS/Uepay5TaPcG6tqwbzHEcNBoNysvLKb+8n8v3/XBK\niz6O484BcDOA1H44B6AKwNmn8ljZwPP8OgDr/nMu//Xk+b52YqxWK2w2GxVz2cQewHeZvqlgP4Bg\nMAi73U5KOmbAzDIuGUeGgYWgi8Vi+lEC3YvL0aNHySyZFX+FhYUoLi5GJBIhIQf7wbNuYENDA/kA\nPvPMM7j11lvTFp3y8nJ89tlnuPDCC3HZZZdh06ZNKC4uxtChQzN26osWLYJAIMDGjRvx5ZdforGx\nkcQPbPFIVfCOHTsWd911FyZNzwfVGgAAIABJREFUmoRoNJqR8MHigQBgyZIlGDZsGCZNmkSL/Kef\nforXXnsNhYWF0Gq1EIvFZE3DYtxMJhMSiQScTidUKhWNomQyGdrb20lR6PP5MHDgQOTn52Pv3r1k\n9sz+FtOmTYNerwfHcfj2229x3XXXwWazpe1wAWDx4sX43e9+h7vvvhsrVqzA9u3bMXPmTBQXF9Pn\nerqshvrRN/xU1zxmpaLT6RCPx0mQwX7PLCUiGo2is7OTujwikQh+v5+KKplMRj6fXV1dZDQci8Vo\n48kShaxWKwoLC1FUVITOzk50dnYimUxCoVCQVQvrCgaDQfj9fnR1dSEejxN/TyQS0TqWl5dHhSBL\nHALQa2SaQCDAjBkz8NBDD2HatGkZBVFPCIVC/OY3v8GSJUswc+ZMVFdX9/XjRXl5OZ5//nnceuut\nuP/++7Fo0aJez+tEsWzZMojFYjz00EMnrGR97bXX8NVXX2HdunVZba62bt2Kp556ij7zVHsW5tOq\nVHZHXqZucNl3gzlVCIVCyhjONh7neT7t9tSvLhPPDRo0CGPGjEF+fj4GDRpE17re1ryePPp+ZMep\n7vSJAdzO83wamYHjuEtO8XF+FDie4ravYKILm82W1h1MfX0AxGlJPRbrCDI/O5fLRbFpqWKQSCSS\nNmpWqVSoqalJM8pkEUxsFy0UCqHX6ynb1eFwUJ6vxWKBTqejC4XL5YJYLKZxjcViweLFizF//vy0\n91pQUIANGzbg3HPPxeWXX47Nmzf3+rnIZDJccskluOSS7q9Pa2sreeGJRCIUFhbC6/VmzZfsDTt2\n7MDHH3+MV155JW2hYZYyYrEYwWCQ/Aqj0SiprhsbGylpQyAQUFIH27UzXlNZWRnUajVaWlpQX18P\ngUAAg8GAjo4ONDQ0pPFo3n33XXR0dODhhx+mLqtKpcKbb76JBx98EL/+9a9RWVmJCy+8EFKpFJ2d\nnaQmPFbKSz9+MPwk17xEIgG1Wo1kMolRo0bRRkalUkEmk2Hfvn2Qy+VIJpOUCsOUmky1z3EceJ6H\nXq8nfrBMJqMikn0nUzlhAoGArKR4nqcRHxv3+Xw+Uu77fD74/X4aHSeTSXi9XiSTSeIJsiz01BQQ\nttZlE3V89tlnCAaDWLBgAZ566qnjfk4PPPAAPv74Y1x77bXYvHkzid76gqqqKjzxxBO444478NBD\nD+HBBx/83rmxHo8Hn376KW6++WbK3+4rGhsbcd999+GGG27ABRdckHF/Q0MDrrrqKpx55pn45ptv\nAHxXjDERGUsdYp5+qekpQLdPX2dnJ9lcseJu+vTp+OKLLyhQwOVy0XRHIpGQETc71tChQ1FeXg6V\nSgWPx0PjcFZUZlvzTtX1+H87TmnRx/P8xp63cRxXiu6F8X8Feu4mUgu0k91lMLUt4yr0HPcCIBVV\naWlpr+Nk4LuEC3Y+LMuVjWrZubLsTObvx3bLQqGQwspNJhN5w7ndbqjVatjtdjidTohEIuLaMUWr\n3+9He3s7jScXLVqEOXPmkIqN8XEKCgqwevVqTJw4ETNmzMBrr72WMSJhBp2pYFFwbJzBlH49Cdzh\ncDjDA4qNou+++24MGTIE06dPp84BAAwdOhSxWIxUhBKJhPzEGC+mpKQETqeTIob8fj+0Yj9gqCDF\nIhtTyWQy1NXVIRwOIy8vDwaDgcxVzWYzYrEYOI7Djh078Mtf/hK33XYbAJBSbuTIkRg+fDiWLFmC\nP/3pT6ipqcE//vEPjBw5Etu3b0d5eTlFafUvcP89/FTXPKFQSIUa0C1CaG5uRktLC8RiMQnBNBoN\nWlpaIJVK6XfM7Jp8Ph/ZsBQWFkIqlWLMmDHUQYpGo2hoaEBzczNkMhny8vKg1WopalAqlZJvHuMB\nchyHWCxGHcJwOEzZvKwAZesIo2wwk2epVIpgMAiRSAS5XE4dx1QjZKPRiEgkgsWLF+PGG29MU64y\noUIqZDIZXn31VVx00UWYNWsW3nzzzbR1ye/3ZzVaZvnFZWVluO+++/DUU09hzpw5mDdvXlrBkwq3\n290rpy8SiaClpQV//vOfwXEcxo0bB4vFQoVwNkSjUeJVJ5NJzJ49G0ajEQ8//HDWY19xxRXQaDTY\nsWMHjX1Zh49thj0eD7hEAFw8RpsCxsMTCoWUHSwQCEhpPXz4cLz99tuYPXs2dDpd2uZWLpfjlltu\noU0Ix3EU+8n4pSqVCk6nk7xJj0Wp6i/4jo/TxunjOG42gN/853+bAJw2QcUPidTdRKra1mq1nvQu\ngylue4Jd0K1Wa1andHY+7Jipr5FaiDIXdLYrTN2BJxIJdHR0QCgUkvCDGaPu378fAIi7wQQMgUAA\nZrOZHmu32zFmzBjk5eVh8+bNqKurQ2lpKdasWYNnnnkGf/7znwGAIpaA7tiiVatW4dJLL8XDDz+M\nF154Ia3zVlpamjEOYV2IVOTl5ZEtDUM0Gs24LZlMYt26ddiyZQvWrFkDmUxG4yQA5A+YOupmHYzc\n3FyUlZVRV6O8vBzRaBQ6379wvuwVfNg6Bc3NRvIiS7XJYTvTpqYmuN1uAN1Fn0gkAs/z2L17N/70\npz/Re2W73qKiItxwww1YunQpbr31VgwfPhwLFy4kteLll1+OkpKSfn7Ljwg/pTWPGfcy709GhwgG\ng2hvb4fBYEB+fj68Xi+CwSC6urqI9jBs2DC0tbVBJpNR+o/X6yVvPuaFZ7FYsHPnTrKG0uv1EIlE\n0Ov1MJvN6OrqIs4X6/oxC5DS0lLodDp4PB4qEFk2LQDqBLI1TKVSEReMbXQ5jiMBASvMmG1MaWkp\n/vCHP2D9+vW0BqSuT6kYPnw4Xn/9dVxxxRVYvHgxHnjgAbovLy8vq+n84MGDaZ2tqqpCTU0NZs+e\njQceeAB33313moCMobm5GWVlZVn/XhaLBUuXLsXBgwfx0ksvYfTo0QC616ve/PmYYTzQTRX5+uuv\nsX79esopZ4jFYpgxYwYsFguN9FOLatahBQAhH8Ly6/wQC5K4cYUZ3lD37aFQiKZGbCPh8XgwdOhQ\nfPXVV1izZg3OP/98Ombq2rtp0yZyU+A4DhzHwefzobGxEXl5eeRGkep8kQ39G+C+4XQKOVoAzOd5\nfiPHcecf99H/Rdx5553EYWO45pprcM0112Q8trfdxOncZaQqeYF0ToPVakVXVxepclML0dTnpyqJ\nU1W+LpcLoVAo7f0zlRQb4zJfJq1WC7fbTTJ9jUaD9vZ2Uq7u2bOHFn+5XI6qqio8//zzmDt3blbP\nqgsvvBBLly7F7NmzMXz4cPz2t7895Z8dQ0dHB+bOnYsLLrgAF198ccb9ZrMZKpWKvMuY55hWq0VZ\nWRmNn9rb27tH6qJdGCN/BQIugV/lf4D9jRcir3os8Sjj8TgKCgoQiURgtVoRDAZpR87GwbW1tWkE\n7Z646667sHz5crz99tv42c9+BgDko2gwGP5PFnxvvfUW3nrrrbTbPB7Pf+lsMvCTWfPefPNNGAyG\ntNHriBEjMHToUGg0GvKl7OrqQl1dHSwWC/Ly8lBQUACdTodwOIxwOIxIJAKv14twOIyBAwciHo8j\nHA6jo6ODuvpOpxN+vx/Nzc2kdjUYDIhGo4jH44jH42SezsQbbW1t8Pv9ZJxfWVmJtrY2+lv7/X6E\nQiHK/A2Hw1RsMONmNobs2YnjOA7t7e04evQoPvjggwzbpmz45S9/iXnz5mHBggUYP358WgHTF4wa\nNQqrVq3CrFmzcM8992DRokW9xkP2RCQSwaJFi7Bz504sWbIkq9fpsVBfX48HH3wQt912GyZOnJjB\nsbvtttvwxRdfkDeeQCCAWCwmXh/Hcd1uBqIEVv6/IM4s6y68n7uqC795NYe+Q6nFNc/zqKysxM6d\nO7Fu3Tpav7Jh1qxZeOmllyCXy+n4drsdeXl5lNeek5ND06r/iziV697pLPpGAtjOcdwsACUA/nUa\nj/W98Oyzz9LO6XjobTdxOncZjLfHothYx48dLxQKIRQKkW8cK0DZYzUaTYaSmPHBWGpHV1cXRbtV\nVlbCaDRSpy+ZTKKmpoayNouLi2kkHQgEUFtbC5FIRONNqVSKcDiMoqIi7Nu3D3//+99x++23Z31v\ns2bNwq5du3D33Xfj3HPP7TWG6Pvg0KFDmDJlCgBg6dKlWXfzO3fuhN/vR2lpKV1EjEYjSktLAQBd\nXV0Ih8OQSqXIDW/BGPFfIOC6O4JfdZSjOWCGWdttbcDGNE6nkyxcOjo6YLfbMWPGDCiVSsRiMTz5\n5JMoKCjAhAkTsp43G2npdDrqEioUCpSXl6OioqJX/8X/zci2Gdu5c2evlho/MH4ya961116L8847\nD4MHD0YgEEBdXR327duHWCyG0tJSlJeXo7W1FZ2dnfB4PBAIBHC5XKiqqqKxIuMOs4sPG1my12Ep\nNlKpFNu2bYPNZoPdbodarSb+74EDB2hMHIvFwPM8WlpaUFxcjFgsRkWf0+mkSQPrqDNTeiaQYkUf\n+32xoi8bRCIRzjvvPDz11FN9KvoA4L777sPHH3+MF1544YSLPqB7evHOO+/guuuuw5133omFCxdm\nNUZOhcvlwv3334/Dhw/jmWeeOWbxdKzzzs/Px6OPPppx39///ncsW7aMuJEAqHOZ2vmUixP4+6wA\nxlf8p4sXEuDJdWoEAgGKqWPdQaC7ANyxYwc2btyIs84665jnN2zYMMraZaN7iURCNkIsJeb/Mk7l\nunc6zZlX8Tz/OQA9ui0FTjs4jlNyHDeC4zjWOin/z/8X/xDHP91ghVqqmMNkMqGsrAylpaVkJgx0\ndwN9Ph9cLhcVgqnqJ6D7R11cXAydToeamhra4bN8zerqahQXF5Pgw2w2Iyene2fX0dGB9vZ2cByH\noUOHYsiQIRg4cCByc3PB8zx5d1122WVYvnw5Ea0ZsTf1v8cee4zSPBhHhnFxUv9jnYXU/1gWcM//\nWH7jN998g/PPPx8qlQqbN29GeXk5FVOp5/PXv/4VRUVFqKiogEqloo5DdXU1LT4+nw/V2nqcK/4L\nBOgu+OoiZ+ET51TE4t3jps7OTgSDQdTW1qKtrQ3hcBhWqxVWqxW///3v8cYbb4DneWzbtg3vvPMO\n7rnnHgDfFe6swxqLxfD+++9DKpXi/PPPx759+yCRSDB+/HhMnDgRQLrKux8/Cvxk1jy1Wo1oNIpd\nu3bBbrcjFotRyotMJiPhRjKZhF6vh9FoxNlnnw2j0QiZTIbOzk60t7eTeS9L5BAIBKTsLykpwahR\no6DX68nmKZlMUv7u3r170dLSArvdDp/Pl3Z8xoWtqqpCMplEV1cXvF5vd7brf86LdZaYyKOnGjTV\nMiYbtm7dim3btmH79u19+qwFAgGuvfZafPrpp3A6nX16Tk8YDAY89NBDKC0txdy5c7Fv375eH9vY\n2IjZs2ejs7MTjz32GM4999wTPt4XX3yBtWvX4rHHHsvwCwyHw5g7dy6uueaaNE9E5r3HklBkojhW\n3OzE2ZXfFXy/Xm7CnlZRmik2KxrZ2vrYY48dt+ADugV6jBsIdNN4GJWAhR8wZ4t+fH+ctk4fz/NH\nOI7jeJ7PnnZ/ejAGwEZ02yfwABb95/bXAdz0A57HaUGqn1bqv00mU1YRCQtGB74bCTNOYmqag8lk\nSmudS6VSHDlyBH6/H0KhkMaRbLfV0NCAUCgEvV4PpVJJXA6tVou2tjbKiHW73fB4PDh48CAWLVqE\nP/3pT1kXYZ1Oh7/97W+YOHEihg0bhjvuuAM33XRTRjufRS2lQiqVZixmzJ7ln//8J26++WbU1NTg\nvffeyxiHMl6Jz+fDW2+9RRcndgGMx+NwOBxQKpVobGzEMM0h/Ix/lTp8uzwj8Y/WiYhEvytQRSIR\n6urqSEl91llnYevWrVi4cCHuvPNOev8LFizAwIEDMXPmzLT3xEYcALB27VpceOGFyM3Nxb59+zBk\nyBAMGzYMBQUFpz0vuh8njp/SmicSiRAIBCAWi9Ha2gqZTAaz2Uzfvfr6elgslm7uqk4HnueRn5+P\nAQMG4ODBg1T4sc4M8/JjKv5kMomvvvoKZ511FjweDwwGA7xeL0pLS5Gfnw+ZTAaVSkVmzhKJBCKR\niFIYCgoKMGDAAGi1Whw8eJB84LxeL0KhEG18o9EoQqEQ1Go1eJ6HWCxGLBaDUqlEOBymApJxAVUq\nFa1jPM/DbDZjyZIleOONN0iA0BOpDgeXX345/vjHP+L999/HDTfcQIKDnnC5XL0qa8PhMO699148\n/vjjuPXWW6FWq2EwGKBUKlFQUACj0QipVIpVq1YhNzcXDz74IHGne4JxjrMhFovh3nvvxRlnnIGp\nU6dS15MVyCtXroTNZsO6detoDdVqtcSJDAaDUMs4vDPHj7Mru9+jJ8Rh2l/0qLWIwHHdBvYGg4Gs\nWRinuaKiAnfccUevnVYmygG6rycAqOkgkUhIPMc4i/1F36nDKS/6OI6bAUACYA+ASRzHtQMI8jz/\nj1N9rJ7geX4zTqJ7GQqFTpvfWc/EjZ7F2YmofnvzJso28k0lvfa0fmlvb4dCoaDOYWr+L1MJh0Ih\nOByONMJvIpGgRZ3xcoBuoYfdbofFYqFChEUrMX7OvHnz8LOf/azX8cTYsWOxa9cuLFy4EPPnz8dz\nzz2H559/vs+jl5544oknMH/+fEydOhWvvvpqhgAkFS+++CLC4TBxFU0mE2w2G3XtRo4cicFFYvwi\n9goE/8nS3WYdgiXbqxAK19MFidk5MOPZc845h7gY06dPp+Pt3r0bn376KVasWNGrd1c4HMbWrVvx\n3HPPAQAOHz5M/EqxWAy73Z6Vv9mPHx4/xTXP5XJBJpPB6/XCaDQiFotBrVaTurWxsREdHR3EcS0u\nLqZMXK1WiyFDhkAsFqOtrY2KrEAggJaWFopgYwVifn4+iRRMJhOR/qVSKYYMGQKbzQabzQae52Ew\nGKDRaCAWiyGVSnH06FF4vV6yYTGZTJQeFAwGaZPGDJvZWJflxDIbJVaYuVyuNI6fx+PBu+++i6ef\nfhomkynrppTlzgJAcXExJk6ciPfeew+33HILZdD2RGFhYa9rDvMwXLlyJbZv347a2loyl29vb8fO\nnTvhdDoxceJEPP7446ReLSkpyXitSCSSwUdn+Mc//oGdO3fiX//6V5oIkHVElyxZgksvvRT/+td3\nLASW3c68Gf98ZZgKPnewu+D75nAMQLf7ALPGYYLByy67DGvXrsXf/va3XoUxAEiwAQBNTU1pI3qh\nUIiSkhIMGjQIAwYMOOGIuX4cG6ej06cE0Mjz/B6O46YDKALgOA3HOWVg6QqnWojRsyADkHGc7+st\nlG3kC2RP+mALs1QqTYu5YT50LpeLRsICgQAajSbDwFSv10Mmk8FgMEChUKC5uRlut5vsAXiex8CB\nA2m8cvToUZSVlUGj0WD69OnYsWNHVjd6oFvl9vLLL2P+/Pm4/fbbMW3aNFx11VVYsmTJCf3wX3nl\nFcyfPx8PPvgg5s2bR0TkbGhsbMSjjz5KYyuFQgGhUAilUgmLxQKXywWn04ni4mKI+AtxUe4GfGMb\nipf3joVEysEf6B5ZMa/Fzs5OuFwueL1evP7663j11Vcxbdq0tGOuW7cOSqUSkydP7vU9SKVS5OXl\noaOjAwDI84p1U5gPY3/R96PAT27N8/l8pHBlFhputxu1tbXIzc2FQqGgDNSSkhIYDAYat7Hpwfjx\n47Fr1y4Eg0HI5XLyUwsGgygpKUEymURZWRlx9Zihs8FgQCKRoElBU1MTJBIJpFIpCgoKSMHucDgo\nu5ydi0KhoFGkTqeDUCgkUQcbHwOg47ECh0WBMQgEAuo2cRyHFStWYO7cuX367KZNm4bf//73sNls\n30tcIJFIcM455+Ccc84BALS1tZENFrOPOlm43W48/PDDmDJlSlbO8IYNG7Bnzx7U1dWlbeyFQiF1\neAUCARaskeHsQWHkqpOYulSDbxvipOpl41/2GcfjcaxcuRIrVqygv39f0NLSgoKCAvh8PqLRdHZ2\nIjc3F9XV1b0qmvtxcjgdRV8Hz/Ns67CG5/mtHMdlyiV/RPg+o7JjdeqyFWQ9L9TfV/WbzdMvm3o3\n1cKFWbOwTlFjYyOOHDkCo7HbdsTlckGn01HQOhuLMhUx6/i1tbWhpaWFCNZs3OJ0OskugflzORwO\nJBIJzJgxAxs2bEjbHfccqxQXF+Ott97C+++/jzvvvBOTJk3C+vXrex29pL7W6tWrcccdd2DOnDlk\nrZDKH0xFIpHAnDlzkJOTQ1zF1tZW5OTkwGazwWAwkAmsQCBAp2A06rvE2NFhgOw//oYsi5cpCZm/\noNfrxZQpU3D99ddnvL/PP/8cZ511FvEPU8EyjQFg9OjR+Pe//00WNKNHj0ZhYSFyc3NhNBr7C74f\nD35yax5bE5i/nVqths1mA8dx2L9/P4RCIdRqNQQCAeLxOHQ6HRVrzc3NMJlMNCrdv38/nE4ndDod\n8vLyIBAIqEsjFouxfft2En9otVoqNOVyOTo6OsizctiwYXC73bDZbOQF6nK5KHmjrKyMuLYejwfJ\nZBJSqRR+v584fkzgIZFIKDGCpUqkFiHs3xzHoaamBnV1dX3+7CZPnozf/e53WLduHa688spT+4f5\nD75PwcfzPObMmYNAIECTglREo1HceeedmDBhQgaf0e/3p3mkttgSuPhpCUrzZNhWH6EuKfNABL6L\n0UwkEigrK8Ovf/3rEzpfZvQNpHMxY7EYFdU2m63fkuUU4XR1+gAAPM9v/c8/C3p57I8CbKR3MjhW\np643Dl7qc79vbEyqdcvxOoasCO3p6ce8sYDugovl+BYVFWWMopmiLxQKkQ1MIpFAZWUlmpqaEI1G\naeSSqsQqLi6GTCbDl19+ifvuuw8LFy6k42cbA8hkMlx77bWorq7GBRdcgKlTp+Ltt9/O6DyKxWIq\n+jZs2ICbb74ZV199NRYvXpxWaLFdaSreffddrF+/nkYxVqsVEokE27Ztg9FoRF5eHgWNs0J4n7sQ\n+WYDWlpayGg2tdMpl8uhVHbnEy9btoyOyd5fKBTCl19+2as7fypvcezYsfQ+tFotGhoasGPHDnrN\n/kXwR4Of3JqXSCRQWloKs9lMnTWVSoX29nYkEgnijzHvPdZxdrvdNMGoqKiAQqGAx+OBWq1GXl4e\nRowYAYvFQrnau3btQn19PXWwSkpKqHAbMGAAHYd1jFi6TyQSIT+/eDxO6xMz/2WCj9S1K5FIQCaT\nQa/Xk3+f3++n3wtb+3pmvu7atYvWsWwbSzZyZDAajRgzZgzWrl2Liy++OGuB5na7M7jGDGwD3BN2\nuz0jjpLB6/VmTQOJRqPIyclJu+3FF1/EJ598gjfeeAMlJSUZm90XXngB9fX1aG9vTztHZtnC1m1W\neFk8QAhySKUgvmYqNBoNqbnZ9CK1G5gNyWSSPjcWu6dWq6FWqxEKhSAWi9Hc3AygP2njVON0FH1V\nHMeJeZ6PAQDHcTIAfTMk+gnieA7hx/qSnsovMzsPoPdswt7ONTURBOhu8TPrktTH2mw2eL1eUucx\nt3ahUIgDBw4gHA5DoVCgpqaGOHEqlQqVlZWwWq0wGo2w2+149tlnMW/evD5FGo0YMQIffvghJk2a\nhMrKSlxzzTX43e9+h5KSEtTW1mLfvn04ePAg9u/fjy1btuCXv/wlli9fftxMyjVr1lCB2NHRAZVK\nRbvXRCIBh8MBgUCACRMmwOv1knchM6yVy+XkM8a6p/F4HB0dHdi+fTtWrVqVdYz92WefIRKJ9Brg\nngrW+bBarXSBc7lc2LZtG0aPHv29Niv9OKX4ya15brcbdrsdOp0OcrkcCoUCoVAIw4cPR1NTEwDA\n6XSSOlOhUFAMo9frRXV1NUKhEMLhMAoLCyEUCpGfnw+LxQK/34/Ozk6KZMvLy0MkEkF5eTlZwPh8\nPsqvFgqFiEQiqK2thVqtThN7dHZ2QigUkl2UWq1GTk4OEokE2trayOOPRcox83KVSkVCNMZFZKrS\nnr59yWQSDQ0Nvap9mZI1FZMnT8YzzzwDiUSStbgzmUzH5PRl4+GxJJRs8Pv9GXniQPdINXUjvHXr\nVixYsAB33XUXrr766owi0mKxYMGCBVTQ9Yyqi0Qi1LVLVUSzrimAjOmE1Wol54EpU6bQZ3gs9XQq\np08ulyMYDJK5NvMJZJzx0+mB+38Rp6PoexvAZxzH7QAgRLe67DfHfsp/HyfbdTuRx/c8xrG+zCd6\nPqkdP4vFArfbTa7wvR2jsbERra2tKC4uxtChQxEMBolfwxbSnkKUpqYmiMVi8q87cuQI/eBZV0Ao\nFMJkMkEqlcLtdkOhUGDkyJHo7OxEQUEBDh8+jIMHD/ZJzg8AZ599Nurr6/Hyyy/j5Zdfxquvvkr3\nCYVCVFZWYtiwYVi6dClmzpx53IJv2bJlmDNnDi6//HK0tbVBr9dTR08oFEKj0ZDyz+12QyKRIBAI\nwO/3Q61W03tjKmGfz0c2FBaLBddddx2mTp2a9divv/46Ro4ceVx/LgBpXUJGfLfZbFCpVGhpaenT\na/TjB8FPbs3z+/3o6upCUVERjUgbGxsRDAZhMplgNBqxa9cuyGQyaLValJeXU7dPp9MRr08oFMJo\nNJK/pt/vR1NTEwQCAdE6IpEI+VfabDb6jbFuEMv8Zjw2lUqF3NxcuN1uiMVieL1eKJVKEmuwIqyw\nsJBMoBkFgk0YcnNzyXuORbf1BmbWHA6He+3O9cSkSZPw8MMPY+vWrSfl2Xc6YLfbcd1112Hs2LF4\n5JFHsj7m/vvvz+A39kRv9zGeXzawbmxvnqPHgkKhoKxeFqPHcRwMBkPWaNJ+fD+c8qKP5/mjHMdd\nCWAGgCSAR3iePzlTox8QP0QLuecxUsemQObo92TOR6lUUjSSzWYDkO7nlvqa9fX1cLlc5OVns9ng\n9/vh8Xig1Wrh8/ngcDiIMB0MBpGXl4dAIIDKykqKbDp69CgRsVlLPxaLUYoHy2AMh8OUWFFbW4tx\n48YB+C6TNxU9xx85OTkvdvt8AAAgAElEQVSYO3cu5s6di7179+Lw4cMYNmwYysrK0tJK2HN7jjTY\nrvWhhx7C448/jjlz5hB3iXUO5HI5JlQl0Bk1IMaLqfsRCAQoJF4sFsPv98Pn80GhUECj0WDYsGGI\nRqMIBAIIBoN47rnn0i4ybLG02+346KOP8MQTT8BqtWZdQJnvGAAaQ7EMUqlUiqKiIgq078ePAz/F\nNY8JllpaWiCTySCXy5FIJODxeKBQKJCfn48zzzwTu3btgkQiQUdHByorK9HS0pKWdR2NRpGXlwe/\n34+2tjaEQiHk5uaSBYlGo4HT6cTu3buh0WiQk5MDjUZDG0O73Y5EIkE5316vlwrSpqYmJJNJ4tvG\n43GUlpaSlVJ7eztZJbEECcYPZBYiQPdYl+O4Xg1+malwS0tLn39XI0eOhMlkwpYtW34URV8ymcTM\nmTMRiUSwYsUKEn6lwuv14o033oBCoUhbb5VSHqNKeXxZn72gS12nUtc1JobheR4mkwkTJkzISlk5\nHlI52TzPQygUYujQodQU6O/ynVqcFp8+nucdAJaejtc+XfghWsjZjpGtuGPdNQC9yvGPdYzBgwfT\nuLbnMVNHwHK5nAqaeDxO3TqVSgWFQkHjH7fbjYKCAgSDQQSDQSpKFAoFCT7Ybq2wsBBerxdjx46F\nx+OhuCaLxYJdu3YRl2jnzp246aZuG7FUIi+DSCTKKIqYdcK4cePSCsaej2MGo6ngeR433HADVq5c\niZycHHz22WcYMmQI+Wx5PB6cP9CF20Z/jcMeMz5w3wx/qHvMwThKBQUFkEqlqK+vRzAYpPcci8VQ\nX1+P+vp6rF+/PiMLk/GLWCrJjBkzMnhCDKkZy+w9sFGyVCqlnGONRtPvXfUjwk9tzWNFnkAgoDUh\nEAjA5/MR7cLlcqG8vByhUAgajQZtbW1IJBLgOA779u2DUqkkyw6m+mXiLdY1UyqV8Pv9NHb1+XyQ\nSCQ0RSgtLYVAIIDRaITT6YTRaEQoFIJIJEJHRwekUimMRiPUajUaGhrgcrlgMBjQ1NSEYDBITgIa\njYYEZmw9ZeIqIHNNSE2PYI85kaKP4ziMHDmSUov+21i0aBE+//xzfPTRRygqKsr6mH//+99IJpOQ\nSCQ04lZKeaz+QxRnlvO45kUxPqtL/2wA9NolZbczi68FCxac1Ln7/X4qzIVCIQwGA+U3e71e2Gw2\nlJWV9Rd+pwinM4btJwPmrv59+VHHG8n2lWfHBBd9VRT3PK7JZMp4L+x+k8lEoo/i4mIaywQCASgU\nClJLMYK1Wq0mErZQKERVVRVxfJRKJQYOHAilUgmn00kj0TFjxkChUGDfvn1wOp1IJpPE2XC5XJgy\nZQpeeOEFBINBLFiwgF7/dOJvf/sbVq5cifz8fOTm5kKlUiGRSND7+HmZFbMGb4VQwGOIvgP7nZ+i\nWTcVdXV1tEiWl5ejoaEBkUiEfMVcLhf8fj+USiVmzJiBCy64IOvxH330UXzwwQd48803kZubS6Oy\nY4FZ5zDy+Y4dO3D11VejqqqKRDb96MfJoLCwEEOGDEE0GoXb7YbT6YTD4SDPvkQiQR02vV4Pl8tF\n6tvOzk7ywBMKhXC73RAIBPD7/ZBIJPB6vaTKBbqtXQ4ePAir1UoWUUKhkArH3NxcEnDU1tZS5qpG\no4Hf74fb7aYEEYfDgVAoBKlUCoPBQAISrVZLm1aHw5G2qWI8Pmb+3JPLxvM8otEoWlpashY4vQkS\nqqur8e6772Y1Yfb5fBncQQbGlewJh8PRq29nKBTKml8ej8exdetWPPzww5g7dy7OPfdcmpKwAo/h\nm2++gUajoWuAUsLj7d/5cHZld4H30sw4zntWj/Yud8ZxtFotZYenIpFIIBgMUqpSzwlHb8KU1M26\n1+uFRqMhNwT22TQ0NMBsNqOgoKC/23cKcUJFH8dxAgAXAjjI83wLx3FDAIDn+WPq3TmO+wrAAwC8\nPM/vPNmTPV1IJBKn5Et1rK7d9y0Eex4n9TV7HvdY97Pns05VKheQFZo2mw0ej4cEHayATI38Yikg\nrKul1+vJPNVkMmHHjh2UwWkwGCASiaBWq6HT6bB//36UlZXho48+wrvv/n/23jy8rfLcFl9b8zxY\nsmzZku3YcRJnDglDyhRygEIJpZRSOgCFS5lOSxkKnX5toaWn0JZDy+9wSrlAWwqUMpULpGUqDRA4\nBUIIGZzYjmfLk2ZZ87jvH+J92ZIlZ8CBwPV6nj4Nkvbekix9Wt/7vmutR/Htb38bN9xwwyH7UodC\nIXz/+9/HV7/6Vbzzzjs8MJzJZGC1WrHC2otLFm2CXFZc/F71tOLp7nlwuQOoq6vjmSKKq6LEDq/X\ny3Yuu3fvxte+9rWK1//HP/6BX/ziF/jpT396QBYPe/fuRXNzM1QqFRKJBGpra7Fu3Tq0t7dDrVbP\nLYQfAj6pa97y5cvR1tYGoJi+MTIywskH9EMdjUbZqJeq2m1tbWhpaUFXVxf6+/tZIavRaDBv3jzk\n83mMjY0hlUrh9ddfh8PhQG1tLZYsWQKLxYJIJMJzeXv27EEqlcKaNWtKRE9erxeZTAYulwtjY2Ow\nWq2s2s1kMohEInC73VCr1awCpY6C0WjEwMAABEFAOp1GNptFOp3m9J1sNluS0EFwOp0YHh6uSO4q\ndR2Aosjs9ttvRzqdniZKs9vtVVudZG9VDpVKNU2JS0in0xVJXzAYxMUXX4wjjzwSN998c4mSmF4z\nYcuWLTjyyCOxc+dOyMUk/nx5Gp+aXyRpoThw9h1qTAZiFWf6YrHYNHIriiJWrFiBWCyG6667br+6\nNQRpd4dIH40j1dbWlqiuTSbT3Do3izjQSt8vASgBXCIIwqOiKD4hCMLLANbt47gzRFGcvn04TFCu\nUt1fzCTMoPvKUy9mGkqVno9IVSUlbjwen1b2ll63PKGj/H5SpxJxoHNSdU+n07ERqvS6er2+xCgz\nHo9jbGwMFouFF6tEIoHXXnsN3d3d3CpuaWlBoVBgLy+/34/m5mZks1n09/fjF7/4Be69917cdNNN\n+MIXvgCz2Vxxzu9gb/vhD3+IdDqNN998E3p90WtQoVBAqVRimbkHly99iwnfi32NeKj3U9Ab9Bgb\nG0N9fT1cLhdqamqQyWTQ39/PXobkD0aJAUuXLp1m+zAxMYGLLroI69atw1VXXcVzen19fZDJZJiY\nmMBjjz2GSy65BDqdDgqFghf3np4etLW1IZvNIpFIwGazwel0AigS2bn27oeCT+Sal0wm4ff7YbVa\n+fNNtxO5ampqwuDgIKampiCTyXDkkUcik8lwHmpdXR327NmDYDAItVqNLVu2wOVy8dgIkQSKFdNq\ntZzXTakc1JJtbW2F0+lEPB5HJpPhOEKbzcaRcfX19bxWK5VKNDU1IRQKobe3lxM7SARAmzrpHJ9c\nLkc2m61IRJqamjA8PHxA7+Hy5csBALt27WKD5Q8ToijiW9/6FkKhEP7xj3/M6O2XyWTwxhtvIBQK\nocFhwgNXpnHcgvcJ34bbNXh3WIb91LEAAGebb9q06QP5CkpJHxUOFi5ciFgsxoRvjvTNHg6U9G0V\nRfFhABAE4TOCIKwGUFHqIwjCaaIoPgcAh/PiB4CHjquhWrWukjCD7qcWKs3BJRIJRKNRGI1G9rAq\nx+DgILxeLxwOB5YsWcLnLyeMJLog0iaN46KKXSgUglwun6a8DQSKQQEWi4VNo4mYJpNJyOVyJJNJ\nrF69umTgt9p70NDQwL5aY2Nj7PGXy+XgcrnQ1NSEuro6DA0NweVysULP6/Wy2//w8DDcbjcuv/xy\nXHHFFejo6MAVV1yByy+/vGQxkcr89/e2559/HnfffTfa29shk8mYyCaTSXzKPY5rj97GhO/pXTW4\n/fV5WL3GwT8iZF/Q19eHvXv3IhwO8/CyRqPhGSeg+CNQblNw6aWXQiaT4b777it5LRSnduutt2L7\n9u0wm8244oor2CwXKBLDk08+GWq1mm0ntm3bBlEUMX/+/Kqf1znMKj6Rax7ZFOl0OtTW1mJoaAjB\nYBBarRY2m40TMYaGhiCTyeB2u5HJZDA+Pg5RFHnDQ0kZfr+f/fJUKhUsFgtSqRRqamoQCATQ2trK\nytpYLIaamhq43W54vV6kUikMDg7CZrOhra0N4XAYg4ODrNitqanB0NAQ6urqYDKZeJPl9XphMpk4\nes1gMKC+vh6Tk5OIxWIVxVz03S2fW1MoFBW982bCokWLYDab8corr3wkpO+2227DU089hccff3yf\nqRU//vGPEQgEYDUq8efLIljbNp3wHQhEUURtbS1OOukkHH/88Qf7EgAAQ0NDaGxsRF9fH8xmM7fq\nNRoNVCoVBgcH52b6ZhEHmtkoEwTh3wFAFMW/AxAAVM7UApbSPwRBWHlwT+/wQHl7lKDX63nujqpy\nUiWuQqGATqfjFmgikYDf7y85j/S4QCAAv9/PxIzOAZQqcKniRqROej5SzFF7QVrJo7aJVqtFfX09\nf5HoOjabDR6PB7FYDF6vt+J74PV6S15nOp2GTqdjRSu1O+vr69HU1IR58+bBaDRi6dKl6OjowPr1\n63HGGWegra2N2740Y/KpT30KbrcbK1euxNVXX42lS5fiiSeemLZ47y8eeughbNiwAZ/+9Kcxf/58\nNv9UqVQw6lT42vLdULxH+F4bm4+73lkNi9XGQ+CpVAp+vx+vvvoqxsbG4PP5EAgEOCDebrdDry8a\nMbvd7mmtmd27d+O5557DLbfcUtGz75///Ce2b9+O+fPn47HHHpv2+cpms+z1lc1m4fV6sXv3bgwO\nDh50gswcDhifyDUvGo1iamqKq8V79+5Fd3c3BgYGYDQamUQYDAaMj49j79698Hg8AIqkjggabewa\nGxvhcDjgdDoRi8UwMTHBlTWLxYLR0VFs374do6OjAIprIc0LZrNZTE5OorOzkyvpCxYsgNlshiiK\niEajEAQBw8PDyGazCIfDiMVi8Pv96Ozs5Hxd6TwfAM7vpU2YKIpcASxfU/x+f9XWajUoFAqsX78e\nL7zwwkH/HQ4Wf//733HzzTfje9/73j7zybds2YJf/epXkMlkOPeoAta2Fd+fgyV8QLHKNzk5iR//\n+McH9fyl2LVrF7+HDQ0NSKVSeO211xAIBGAwGEp+x+bwwXGglb4XALA+XRTFtwVBuLzKY08SBOEY\nAFEAHQD2z5TtMES1GbtKlb1K7V5SqUmrc9KZPzrOZrMhFovx+aRIp9NQKBTTqn7SSmD585Jeh1rG\niUSiZE5P+voCgQCnSiQSCY6+oeoYtWzo+VKrmOwXaBaIFL+xWAzbtm3D4sWL2WXd6XRyzE8gEIBc\nLkddXR0EQUAwGITT6UR/fz+OOeYYmEwmnHvuuWhubsY555yDz3/+8zjmmGNKKmmV1LuFQgEbN27E\nRRddhAsuuIDTM2g3r1Qqkchmcds7p+IHR72I3UEn7u/6FFxuFfR6PZsgC4KAyclJpNNpZDIZNDY2\n8mum1nUqlUIul8Oxxx7LSST0fO69917Y7XaceOKJJeamAPDWW2/hV7/6FZYuXYpzzz0XP/nJT/Bf\n//VfOOuss1hcYzabEQwGkclkUCgU2Lai/FxzOKT4RK55gUAADQ0N8Pl8SCQSLJBwuVwYGRnhUQ+g\nOO8miiISiQQWLFgAt9vNlk9E8pqamtDQ0ACPx8MtV1K7t7a2stiDKuR6fTGGzWQy8bweKeVdLhd7\nYdJnn3wyh4eHWYlLs9iCIECj0bDQgCp5lNqRy+X4e0oenOWCDb/fD5vNVnGDWckCirBu3Tpcc801\nGB0dLSGNsVisauWQSGo5yPS9EjKZDJPZrq4uXHLJJTjjjDNw7bXXzqiulclkePLJJ2G32yEIAp54\nF1jWWsCXjgjgi7+zoDeoxHsFWgDF2WwqOkhRU1ODUCgEoPj+ymQyNsyvJnSp5lBAz41Mt0dGRmCx\nWOBwOKDT6dDf348VK1ZArVZj8eLFc7PLs4wDIn2iKPoAPFJ22xtVHv6/RVF8Cii2PQ7u6R0e2J+Z\ngv0hhpUeI72NbicTXlLNWa3WaRU/KbEjIkaPLW/50nWWLFlS8ty8Xi9bu5Bpqlwu510+XYtUvVLy\n5/P5sGvXLnbQl94PFFW/L774IlKpFLZt28Y5nSMjI7wDr6+vZ59AmUzG1QdaxEdHR9mX68EHH8Tt\nt98Ot9uNc845B+effz6OOOKIinYvmzdvxpe+9CV87nOfw2uvvcYRcBT8nkwmodFo8E5PAv8+fgQ8\n/gxU6kE4nU6uAhCxooqf2WxGMpmE0WjE1NQU29Hs2LEDoVAIN954Y0luZDqdxoMPPogLL7yQfcmk\nePHFFxGNRvGlL30JtbW1OOqoo/DKK6/gs5/9bEmgfDQaZc8t8iKj5zBnZXDo8Uld80RRRDqdRiKR\nQCwWYxEGALzzzjsoFAqw2Ww47rjjMDk5WXJsIpGA0+nE6OgoBgYGWEVrMBiQTqfh9/s5eaOjowNO\npxN6vR4Gg4G/C8FgkGfiJicnMT4+zqMS2WwWfr+f28A0PjIwMAC5XA6NRsPD/gqFAslkEslkskSw\nQUSPSKNSqWSxRTKZLCFKpN4lYlSOmQQJZ5xxBq6++mps3rwZX/7yl/l2i8VSopyVor6+viK5MxgM\n0+yeCLlcDnq9HoFAABdccAGam5vxxz/+kVvglUBr46ZNm7B+/Xps3LgRAHDjEzrc/owW4+EsRLE4\nqSB93VIfRkI4HEYymeT3ShRF/OhHPypZ88qxP0KO3bt3AwA7IpDIRavVYsGCBXMVvkOAA6/rlkEQ\nhIqtDlr83vv3cx/0Ooc7qJI20w9wpcdIb5O2bYHiF6G2tpZbedJ2svRYh8MBhULBjwVQ0oKtBp/P\nx1+22tpaWCwWrFq1CvPmzYNer0coFGKCJx2Ijsfj2LVrF1e2gOK84NDQECuwKEtxamoKCoWCVbxA\n0SNszZo1WL16NRwOB5RKJVfIqBpHCludTgen04kTTjgBRx11FNLpNP7yl79gzZo1WLFiBX7yk59g\nx44dEEURU1NTuOmmm7BhwwYcf/zxePXVV5HP51FbW8spA6IosphCJpNhLCQik80jmUyy6pAsFdLp\nNJxOJ5s3JxIJbp9nMhl4PB4Eg0F897vfnebv9fzzzyMQCODiiy+e9r5Ho1H84x//wCmnnMLttZNP\nPhnBYBA7duzgx5lMJkQiEQDgWCSbzQagKOSYa3t8NPgkrHkNDQ1oa2vjqr/JZILVaoVSqUQwGMTQ\n0BDPBa9duxZr166F1WpFJBLB22+/jYGBAUxMTDBppPmrpqYmmEwmaDQapNNphEIheL1ezJ8/H/Pm\nzUN7ezucTicsFgvUajWPobS2tqKurg7Lli1DKpWCz+fD0NAQj8NQJrAgCKivr0ddXR1aW1vR2NiI\nlpYW/t7KZDJ2EiCxllwu5/lc8voshzQL9kDgdDqxfPlyvPzyy7PwV5kZsVgMn/nMZxCJRPD4449P\nM6WvhFQqhbfffhtPPvmk5FYB4+FipZTscYgcVwOt9TSX/e///u9VZ9MPBAMDAwDAhv70O3PkkUfC\n6XRiaGio4mjVHA4es+HTt14QhH5RFN8sv0MQBAWA80VR/OMsXOf/GSQSCQ4HL/fbq2YFIyWS5a3m\naqABbjqvVDHs8/mQz+e59E6zewC4FRMIBHDMMcfw7ZOTk6ipqeE2dk1NDSd7NDc3w2g0YuHChewH\n9vrrr7Oxp9FohNVqhUqlgiiK3AaixIxIJIJ8Pg+z2Qy9Xo+FCxfC7XbjjjvuwE9/+lMYjUZEo1Go\n1WqYTCYMDw+jpqYGFouF0zIoB9RkMiEej/MiQ+bJMpkMkUgEoigiHi/m6ep0Omi1WoyNjbHXl1qt\nxp49e+Dz+XD++efjBz/4wbT3duvWraivr0dHRwfC4dKZ/vHxceRyOSxdyiNgcLlcbJdDoBYcUNxp\nOxwOFAoFntmcU7V9ZPjYr3mLFy+G2+3mDZ9Op8Pk5CSy2Sybu0vnVCmD1+PxcBoNUNyYmM1mKJVK\njI2NQa/Xw+12Y2pqCsPDwzAYDNizZw8n0NjtdlgsFoyPj2PHjh3cKXC73VyJy2azePfdd6FSqaBQ\nKJBIJJjMmc1muN1uaLVaqFQqOJ1O9PT0QCaTcbuQ2rc6nY5Nn2nchDwIpRAEAUcffTQeffRRNow/\nELhcroot0dlELpfDRRddhL6+PmzatInNi/cFGkcp9/+jlqzFYsHSpUvxyCOPIJfL4d/+7d/w5JNP\nciWOyJ7ZbEY6nUZHRwfuvvvuDyzeIExOTrIACCgWBGi8xePxlBQ95jA7+MCkTxTFhwVBOEUQhDNE\nUfxb+d0AFn/Qa3yY2Jev3mwdU+08g4ODHH8mDdKu9NhKyl5g/9NFiFBKz0OLhMfjKfGeCgaDTI7s\ndjtsNhscDgeSySQTRlL9UfVq1apV6OrqQiQSwdDQEJYuXYqWlha0tLRg9+7diEQi0Gq1vBOXy+WI\nRqOIRqMwmUwwGo0chTYyMsILl1arRWtrK6LRKI4//nh0dXUhGo3i5ptvxoMPPojGxkZu/QDFNoNc\nLseCBQsQCoWg0+nQ2NiIgYEBBAIBVtKSB19tbS0rmqkN43A4WDWoUCgQCATwq1/9Ctdccw1bRADv\nR6799a9/xXHHHcczeNJFlwbiPR5PSQVVrVZjZGSEq6cejwdHHnkkzxiStxoZYs/ho8EnZc3z+/1c\nsU6lUjxXbLVaYbPZuDJPdk5UIadZ3aamJjgcDrjdbm4JhsNhtLe3w263I5FIYGhoiOdiY7EYVqxY\nAaCY2T06OgqVSgWr1Qqn0wm32w2/3w+n0wmDwYD+/n5EIhFey7RaLex2OxM6URR5g2m32+H1epHN\nZtkkWiaTIZlMsukvbSRJwSvFzp07kUgk0NfXN41QzTTTl0qlmDBL/e1isVjV+bxYLFaxHUqdhHKI\noojvfOc7ePHFF/Hkk09i8eLFJQbMM8300d9Mo9FArVZz+zuVSuGcc87BH//4R+h0Otx22224//77\ncffddyOVSmHp0qXo6+vjdfHUU0/FDTfcwISMnhe9P5Wqp5lMpqrZdKFQ4Bl1h8PBa6TFYoHP50Nf\nXx/sdjvsdvsHDk2YQylmJZFDFMUXBUE4QhCEr4mieL8gCMsBfAXA+QAO6zZHOSoZLO8LXq93mh3L\n/hJB6eOIaEgrPDOBBmvLxSHSaqD0vytdFwC75NNwMbU15XI55s2bx3ODFKFGYgcpMWxpaeHzUTtY\np9NhfHwcExMTPItG8Hg8vGgYjUYUCgUsWrQI4+PjnOxBatuenh44HA6kUik4nU6YzWZud2q1Wqxb\ntw7RaBTPP/88ampq4Pf7EY1GYbfb8enFcWjNegQU9fB4PBgdHYXX60UikYBSqYTf74dKpeKYKJrf\n0+v1TALJK2xoaAhTU1MIhUJ47rnnsH79+oqGpFu2bEFXVxduv/12yOVy9gUkkH9ZU1NTyS7XYDBw\n9m6hUOCZRhL3UJoI/f3mDJo/Onzc17xAIACz2czRajSGodfruf0aDoexbds2Nmmm1A6v14u6ujqu\n3FHVj3K7DQYDFi1axF584+PjPJoQj8cRDoeh1+uh0WigVCoxNTWFbdu2YWBgALFYDKOjozAYDDCb\nzRgbG0MgECgRUqXTafT09MBkMnFbUKFQQKvV8lgGzfiRfRNZL0UikZI0DoIoijCbzbjvvvtwyy23\nlNxH3n+VQJnc/f39JTN8lDBRCTKZrOpMH72XUtxxxx3405/+hLvvvhuf+cxnpj3vaYQrG4PQ9Z8Q\nOr7HRJTW97PPPhsPPvggfvjDH+Kmm27iYynb/JprrsE///lP/O53v4Pf78f555+Pa665Bk6ns+p7\nUG2mj4h3JRD5JNI3MTEBQRB4fIY+I3OEb/YxK6TvPdd6G4CzBUH4TwBpAE8B+MIMQ8+HHaRE6EAz\nbyudaybySC1UauUajUb+gFOFb18/5larlStP5Y+dqRIovZ8sU6itCxTNmSkBguxUaEaG/ttqtU4T\ndtBxQ0NDbMZstVpZnNHV1cWeWxMTEzCbzVi2bBnGxsYQjUYxMTHBVbdkMsk+YUqlElqtFmvXroXN\nZkM0GoXVasVbb70FrVaLQqGAuro61NfXo6urC8lkEtlsFkfWD+O6o/uQK8hw714Bk8paCIKAkZER\nNkJWq9VQqVSQy+WwWCxQKpWQyWSsBoxGo4jFYtzacrlceP7559Ha2lp1h33//fejqakJJ510UsX7\nSWVIdiwEyiwFwDFWTU1NHBOo1WoRjUYxNDSEjo6OubbHR4iP+5rn8/lgsVgQDAY5Fk2tVmN4eBjD\nw8NoampCKpXCzp07edaNBE4UuWY2m6FSqeD1eiGXy7kSR59r+izbbDbYbDak02ns3bsXSqUShUIB\ny5cv59xVhUKBqakpbNmyBePj46ivr4fBYIAgCLwekLhqfHwc8XgxJ1ij0TBBNJvNrO6NRqPIZDLI\n5XIQRZGJG9nIlEMQBGQyGfzhD3/AT37yk6qErRIMBgNvzGYbjz/+OL7//e/j+uuvxyWXXLLvA7Ix\nCK9ugODbDFl4O9L2nwAo/u2WL1+Oxx57DA8++CC+8pWvVDxcJpPhlFNOwSmnnFJy+8HaZu0LNF4A\nFMkj+f+1t7dj1apVc+vbIcAHJn2CIHwOwF0o2hQ8CuA3AI4EcKcoitNlQIcxqHpyoD+mUiEGYV8t\nVhJRkE1JIpGYZuVS7TlKK3RUlSqHXl+MVvP7/SUxc+XnJ3JL91FuprTSWMn+hQiiXq/n1xIIBGCx\nWDjqSKlUIhQKsRUNpVqQ2o5amxTRRjtypVKJyclJjoJzOp3Q6XRQqVTo6elBPp/H8PAwq45pl6nR\naJgInzDPh5+dNgKFDFDI8ugw7MIbA2tQU1MDlUrFeZ4mk4kFK2Qro1KpEI/HodVqEYlEEAqF4PP5\nEI1G8fTTT6OxsbHqZyGVSuGxxx7DlVdeWVVVJ/UNkyKTybAx87Zt2wAUDZ+pomswGCCXy2EwGPYp\nGprDocMnZc3r73r6wtYAACAASURBVO+H1+uFVqvF0qVLecY1HA5jbGyMP2sajQaLFy9GMBiEUqnE\nyMgIHA4Hj20YjUbI5XKkUimujofDYUQiESgUCoiiiFwuh0AgAJ/Px6MhCoWCq+xKpRJms5mtVkKh\nEFwuF/x+P+bNm8dZtvRdoOvJ5XJkMhmu0pOhPIk+KPObLEJmEitQctLu3buxcuX+2yzOmzcP/f39\n2LlzJ5YtW/aB/y5AceTmpz/9KW677Tacd955++eHJyF8AADvK6hvScJsNvPf6uWXX8ZRRx01K89x\nNtDb24u+vj7ON9fr9TjmmGNw+umnz61vhwizUem7BMCXRVF8mW4QBOF/AFwlCMKDoihOVj3yMMHo\n6CgWLlzI5AZASYWsUqt2JiEFsG+bFyIsCxYsAFCcr5EGWlerEsbjcZ4tm8mug24vFAoIhUKw2+0l\n/nrUji4nqlQBoBYkvQ/lvn56vZ7PR4IQrVaLdDqNefPmYWBggFuoBoMBBoMBra2t3MI1mUwYHByE\nRqOB2WyGy+XCwMAAMpkMWwKQaMHtdsNsNkMmk8Hv96NQKLANBAXG03sqk8lwdIMH31zlgeK9zsJL\nA27c37UaCoUCTqcTJpMJk5OTrCDcvn07/9iRJQRVBcgTLBaL4aqrrkJDQwOTtUoegU8//TQikQjO\nO+88rihMTU2VKAOpjU4zM4RYLIZcLodcLoe3334btbW1qK+vx/j4OABwRYYUvHP4yPCxX/MoZi2X\ny6GtrQ0Gg4FbjhRjaLfb0dzcDJfLxeMbXV1dKBQKHLNIYwv5fB4+nw8KhQKRSIR9O202G0KhEDwe\nDzweD1unLF++HJFIhMclaJN5xBFHoLu7Gw0NDUgkErwW2e12jI+PI5FI8JoQCoV4BpoEYPF4nNuk\npCAGihssUu6SdVM5aDNWqRI4Ey6++GLcc889uOyyy/Dcc899oC5RIpHAE088gf/+7/9GZ2cnbr75\nZlx77bX7PrCM8IlKCwrrnofFfiQ6OzuxefNmbNiwAXq9/gNV7YLBIC666CKcccYZuPzyanaV+we/\n34/u7m6uqiqVSqTTaezatYs/D+U2Y3P44JgN0veCdPEDALFo/vOfgiBcLgjCa6Iods7CdQ4ZqMpG\n1ZNy9SsRrfKs2/2Z/as220dWKyTeoN0tLVKUf1uJXJKyluJp6DrlJNXv9yORSJRcCwB7YKXT6ZKK\nEVnGSF+3lChSKZ6OocfRHArN09DCnM/nWZRBPwDxeBwajQb19fVMtAhutxtjY2MAij5XZrOZKwfJ\nZBImk4nzNikJgNqyRB7nq7bjy03/w9FqG3fb8ee+tcjls8hkiq//xBNPxN69ezE2NsbtXIqVovB2\nlUrF5HpiYgJKpRLf+973SmZXKnkEPvLII1izZg0WL35/lt9gMJSQO5ptXLhwYckMz6OPPoqGhgYo\nlUps374dq1ev5h8zoGj1Mjk5ie7ubng8HqxatWpu5uWjwcd+zSOhlNFoRE1NDZLJJHuDNjQ0wO/3\nQyaTweVyAShaMpGSnQQSuVyOzcN9Ph/P6zmdTiSTSSxdupSra52dnZzOYTAYEI1Gkc1mEY/HoVKp\nMD4+zptGURQxNDTEHQIycY7FYmwU7Xa70dnZyd8rEhOQz18+n0c4HOaZPoVCgVwuB4PBUNU02WKx\nIBQKTSOF1cyHgffFCr/73e/w2c9+FscffzweeeSRigk8hFQqNU3g0N3djfvuuw+PP/44wuEwTj75\nZNx+++04+uijuVJaqeVcKBQgyyemET7xpBdQMK8ECgXU19fj3HPP5cdX2qxKz1epQ1EoFDA+Po7T\nTz8dnZ2diEQiuOyyywBUF3LkcrkZzZlff/11AOBKL9l1jY+Po7Ozkz97c5hdzAbp+6MgCIJYYfsg\niuLd75mUHtYLoNRUGKjczixP09hfhayUONF/l1cM1Wo172ZpboUeUynpo6WlhYkiiRKoLQgU478o\nNN1ms/Hro/NZrVYkk0k2cq5UTZRah+h0Ovj9fsjlck7pkB5HCz61axOJBDKZDFcT5XI55+1OTU1B\nr9dDpVLB7XYjFovxbdu3b+cfA5fLBYPBwEaqhUIBFosFJpMJNpsNmUwGcrkcq1at4vesJr4J6x1P\nQy4UWzjPdtfhv99eDotVhnA4gHg8DqvVCo/Hg87OTiZ7Op0OLS0tnD0qiiJ6enowNTXF1i133nln\nVeNUKfbu3btPOwMifSR2Ad63xKD3tKurC5///Of57wEUTVNJ8UhpCnOk7yPBx37NS6VSCAQC0Gg0\ncDqdCAaDiMfjSKVS0Ov17MnX3d3Ns3kWiwW1tbUwmUxobm5mxX0ul0M2m+XPZW1tLRoaGni2ViaT\nwWazQaPR8MYllUqhrq6OCRVZN/X09LAZtHStIs9SqaLe6XRyh4R8SmmDHg6H2VqKWsA031cpDQMA\nb0CledrAvoUccrkcxxxzDF5//XWcc845OOmkk/D73/9+muiCQOb00WgUzz77LO655x68+uqrqK2t\nxaWXXopLLrkEbW1tJcdUI2OyfALC5jNLCB/WvwihZjVk71Vspx1TYbO6r/t6e3tx2mmnser27bff\nRi6XYx/EakKOatcRRRGvv/46Ghsb+bdVFEUm5Fqttqr6eQ4fDLNh2cKZUIIgHAdgBYAcgG5RFF8+\n3E1KAaCxsXEa6SNiQ+1NaQVM+ph9QdoyJjJmNBp5eJXEHKSKlR5HGB0dLSFu0ucjJY1AcUdOQ8UO\nhwO1tbUl1T9Sv9FgdTmo9RsIBKDT6ZBOp6FWq5mc0MIqJbK5XA6JRAJWqxU7d+6EXC5HOBxGTU0N\nstksrFYr8vk8K7WIjALgdAxqE2u1WmSzWbS3tyMSicDj8fBCk8vleJ4uHo+jpqaG545GR0dRJ/Qw\n4ds82oa3hK/g6GNkGBoaYiXf1NQUdu7cCa/Xi0gkgpqaGl5wdDodR1AJgoBvfvOb+PznP49ly5aV\nkOqZcOKJJ+Kll16a8TGk8A4EAuyDFg6HIYoi7HY7RFHExMQEnE4nAHD102azobGxkWOw6DM0hw8X\nn4Q1L5VKMSEiEUY4HEahUIDZbOaZObIL0uv1CIfDqK2txfz583kDlM/nsWvXLq5Cud1urFmzBoFA\nAH19fZiammL1LW1QMpkMW6fE43E2TZ6YmGAVLs3n0eaVqkY6nQ6FQgEajQZ2ux11dXUs9KJzCYIA\nm83G3nlkyD7TPB9w8O1dQnt7O1577TVceOGF+MIXvoDLLrsMV155JRu3p1IpvPnmm3jppZfw2muv\nYcuWLcjlcjjhhBPwwAMPYMOGDSVq/v1CchSY6gLwPuFDzeqDev6VIIoinnrqKVx++eWw2+2c+51M\nJvH2229j7dq1B33uzZs347jjjsP/+T//h5W+FNG3P8bTczg4zIp6FwAEQfgRACWAYQByAJ8RBOEz\noih+Z7au8WFDSm4OZHC+UkvW6/Uiny8mP9DueHR0tMTPSa/XT3M5l1bddDod319p3pAIoMFgYH8j\nes5UMSRyRpFt5dDr9fxDkE6nueUh9Uui6iIRUekuGygu6k6nE1qtFjqdjmf+kskkpqamYLVaEY1G\nsXPnTp7Zqa+v57Y1EZpsNstVCL1eD5lMhkWLFnFLKJPJQKvV8jzRs8lTkbemoFGKGHNdhbZ80aaB\nrCQCgQDHMwFFEcvo6Cg0Gg1CoRAmJiYgk8nwzW9+E9ddd13J7FylVkWl29avX4977rkHe/bswfz5\n8wEUZ/Wk7V2LxQKZTIaenh7+25NJtiiKiEQiSCaTnAQyOjqKmpoarFixAs3NzVi+fHnJ33a2fCLn\ncGD4OK95uVwODocDLpeLyVU+n0cqlcLQ0BC33JRKJdra2uDxeKDRaHgkAgALNoiYNTU1YfHixVi8\neDE2b94MpVIJj8fDoxNWqxUWiwWCIKCtrY0NmyORCARBYH/NfD6PmpoaCIKAeDzOs169vb1Ip9Mo\nFApcSZTL5TCZTFwl93q9PEes1+sRiUQ4ylAmk5WYDpdDJpNBp9Phrbfewvr166fdvz8wmUx44okn\ncMstt+C3v/0t7r77brjdbrS0tGDLli1IpVKoqanBunXr8Otf/xrr16/ndaJa23nmCy4E1r8E8bUv\nAJ96aFYJ3969e3H11Vfjueeew+mnn45XXnmF85M7OjrwzW9+E//617+qevHNhIGBAbz55pvYunUr\nK6op05zGBMi1YA6zi1kjfQBeF0Xxn9IbBEFYN4vn/9AhbWMeyA9r+bwfHWs0GlFXV8fH02Irl8tn\n5ceazkEih0qvRafTsUGxNLJNSlBra2uZGBKohZpIJNiigTKCac7R6/Wira2tosgkHo9zBTKfz2Pn\nzp0IBAIIh8Oor69HX18f9uzZA5VKhba2Nh4i7+rq4kB4QRCYHNGCT8SVkj56ZN+C1WqBEJlCNhVH\nIBDgvwe1mKi9E41GMT4+jmQyCYVCgWuuuQbXXnstrFbrtLZEpbYHiTykOOWUU6BSqbBp0yae6zOZ\nTNMWRgqUP/roo/m5yOVyHHvssSzoIYXj+Pg4Ghoa4HK5YLVaOZhc+t4eqLfkHGYFH9s1jypqFC9o\nNBoRDocxMjICmUzGqtzW1lZMTExwHi7l6xJBGh4e5m4AmanTJrWmpoYth9LpNNra2nguj2YBvV4v\nFAoFTCYTli1bhr179yKbzcLj8UCtVsNisXAiztTUFKampqBSqTA4OMhVvZaWFixZsgSjo6MIh8M8\nVwwUN1w0JiKKYknKRzkEQcCnP/1pPP300/je97530O+tXC7HDTfcgOuuuw5//etf8eqrr2JiYgI3\n3XQTTjrpJCxcuHB2W5eWpcBnOgFZ5fm5g8GmTZtw+umno6GhARqNBlu3buX1TxAEDAwMIJ/P48Yb\nb8R//Md/HPD5//SnP8FoNHIHJp1O87woiW3mcGgwm6RvnSAIDhR3vTkADQBWAXh5Fq/xoUJK8PY3\n2oyOK7dfqRSrJrU+qQbp4yvNb+3Lj48eI30+5Z575a+Lnj/lalLljgyZaeEFirMmiUQCixcvLjme\n3jM6D83N+f1+7NmzB/39/YjH40yMxsbGeN5GFEX4/X7o9UUXfqPRiFAohGg0Cp/PB7lczi0oIqaU\nHqBSqdDb24tsNouxsTEYjUZO56DqWE9PD58vHA7j61//On7+85/zOfbVBpoJVE0s9+Arx9KlS7F5\n82Z87nOfg9lsxltvvYXW1lbI5XJuS5HxdV9fH+bNm8fRU0TeCfs7XzqHWcfHds0LBAIYHx+HSqWC\n0WhEIpHAwMBASYoFJTrQdwgAk5VYLAafz8diEFL5Wq1WDA0NIRaLcfIMGTlT685sNvO60djYyIkX\nGo0GbrcbExMTMJlM0Ol0rGaniiGJQcgORqlUQqPRcLqPWq1GKpXidi6NvlDLWKPRIJvNVvx+Wq1W\n/POf/8TU1BR7BQLVhQoAeL0qB804fvGLX8QXv/jFkvvI6L4cleLSCBRNWQ4ivhBkQNn91VS6M6l3\nC4UCstksvvGNb+Coo45CT08PzGYzampqpq2LiUQCv/zlL3HqqafixBNPrPh6qolCHnjgAR7t0euL\nRt06nQ4OhwPLli1DY2PjnJDjEGE2Sd8tAC4EcB4AGYAdAH45i+f/SFHth7VSBbCceFU7ttz6hM4n\nJYvlLd9qrWNKoZDL5RWrbNJrhEIhngebiTAkk0lu+YTDYWi1WjidTqRSKcybN6+kBF/eAicyOTIy\nwnMqHR0d0Ov16OzsZDUuVTsVCgVkMhlaW1vhdDrh8/nQ398Po9EIURThcDhYzavT6RCJRAC8b0kD\nFEPkI5EIdDod9uzZA7lcjng8DrvdDoPBgEKhgLGxMQSDQSQSCSxYsAD5fB533HFHiUq2UGEAutIi\nTUkAUtx1110wGo0455xzeLdKamApTjzxRPzP//wP7r//fqxfvx6dnZ244IILEAqF+FrNzc2sfFy2\nbBlkMtk0mx3p52gOHzo+tmteNptlwkbfF8qEbm9vB/D+Z16v18Nut8NoNCKbzXL13Gg0wmAwoL6+\nHlqtloVGyWSSs26j0Si0Wi1qa2sRiUQwb9482Gw2tuRQq9Xo7e3laEPK/qVN7OTkJHbt2sUiC4vF\ngoaGBhaVpVIphEIh9gNMp9OYmppiy6d8Ps8ki1wAUqlURTEHbdgEQcDf/vY3fP3rXwcws5CjWuoE\nZQFXgkKhqEjuqok16HyVrkPq5GrHVLpvJtInk8nw61//Gnv37sXQ0BBfk7xey89z/PHH4+KLL8a7\n775bEtsJFAUrla7/8ssvs4k2EXKq6DqdTixZsgSLFy+GTqeb28weAswa6XvPlPRu6W2CICirPPyw\nRbU2rpSIlf93pQrgvnz8pOetZpEyOTkJuVxeUkWrZB8DgKXubW1t055L+TWoJVrttdI1AHDkGZkq\nu1wuLF++nGf/aLaufLaQBCparRYjIyMAwC2VTCYDu90Ot9uNjo4O+Hw+jI2Nwe12o6amhmeHKDO3\nvb0dyWSSf1hUKhXS6TQMBgM8Hg8rbvV6PZqbmzEyMoI9e/bA4/Ggrq4OdrsdfX19CIfDGB4eRiwW\nQzgcxt/+9jf85S9/mSbSqLZYli+6RFQJiUQC999/Py6++OISry4KpJfi1FNPRSKRwC233IJIJAKb\nzYZvfOMbUKvVeOmll6DT6VBXV4dwOIzR0VEce+yxB5QSMIdDj4/zmqdSqXhTotfrOdUinU5DqVTy\nBiqfz3OlR61WY2BggE3LSbUvTVSgjRpZNBG5kslkaGpqYhN3In75fB7t7e18uzTdgoibTqeD0+mE\nTCaDSqWCwWBgkUk0GsXo6CgAcOs5lUqV5L6SwpS+19XUu0CRRB1//PF4/PHHmfT9v4SXXnoJN910\nEwRBqFrdJAiCgDfffBMajQZnnXUWnnjiCRamVYMoivj1r3+NhQsXoq+vD8D7ammlUomWlhYsXrwY\nzc3NcyMrhwizWemrhM8DeOQQX2NWMZPFSiWCN1MFcH8+tOWCDGqF+v1+jI2NQaPRYPfu3SXCDKl9\nDABWm7pcLphMpn1WgqRqYpp5oTartBqoUqmg0+mQTCb5cWq1usSahZR/0tSPeDzOAoqpqSkeEh8Z\nGYHVamU7FlLjNTc3I5VKobe3F0CxhVRXV4doNMoeYiqVCslkEk3C29D7X8U7isvQ2dkJs9kMm82G\nZDLJVTxK9iCvPZ/Px8+FyNzChQvR1NTE/lWzgaeeegqhUGi/TUvPPvtsPPzww+jq6sKll17KxHBg\nYADNzc0QBAHbt28HUMzpHR4ehk6ng9frZX/GORx2+FiseWq1GkqlsqRtW1NTg3g8jmw2C7lcjpqa\nGsRiMUxOTqKhoQFGo5GJmlKpRCKRQDAYxO7du3HiiSciGAyyP57T6eQ0D7/fz56gpOT1eDwIh8M8\nL0j/r1KpYDKZuOpIIjGTycT3U3UykUhwG5fWmHQ6jWw2i0wmg3Q6DY1GA5vNBkEQ+PntC2+88QbS\n6TS7DXzkyMYg+9f5wNIfYduwHA899BCCwSCi0SgLVSKRCGKxGC644AL87Gc/q1r9mwnPPPMMzjvv\nPJx00kl49dVX9+sYqkB2dXVh7dq12LhxI6uVK+HJJ5/Es88+y+krQLHCSbOetbW1sNvtcyMrhxCz\nqd59oex8AoBmfAwWQCmqVd6k5Kxc2FFpYag011dNCBKPv2/QDBQXZJp3yGazKBQKiEajfK1yA2WK\nHpspoUP6vKglTNVBi8XC7RRaaO12OyYnJ9Hb2wuTyQSDwcDu+larFT09PZDL5cjn8yzekL4v5I1F\nt9ntdlbz0mwgBb4vWLAAer0e7e3tbAAbCoVgNBrR39/P111R04emke9AhjzaEcS2wKd5xkelUmFk\nZIRTK6xWK/R6PZLJJMdN0fB6NpvFu+++ix/84AcHtThWA80J7a+9i1wux6233orBwUGsWbOGb9+6\ndStWrFgBANi4cSPq6upgMBi4BTKHwwMf5zWvtbUVNpsNMpkMHo8HXq8XIyMjcLvdSKVSvMkzGAwc\nQ2i327ntRmtHPB6HTCbj6MZAIMAbLEI2m0U6ncbbb7/N39VMJgO/34+enh5uA1MHIJ1OIxQKwWAw\nwGQyweFwIBQKIRgMYnh4mP0ALRYLE75UKoWpqSlkMhme88tms7xmCoKAZDLJz6cSampquLqZTqfx\nwgsv4Ktf/eqMM33VSCS1iSuBfEcrnWvadbIxyDZvgOB7DfHB53DZT7MYTzegqakJRqMRb731FsfQ\niaKIW265BQDws5/9rKoJc6XbH3nkEVx44YU488wzsWnTpmlrmE6nm/a+qdVq5PN5WK1WhMNhqNVq\nHHXUUfjGN76Bq666ihOSCFNTU7jmmmuwYcMGdHV1cQeI3qdoNMqEb25k5dBhNit9vxFF8e/SGwRB\n+PIsnv9DQaWqWKVZvX0JOyqdp5Kil/5NA8fUKrHZbLBYLFwNo3NKzy1to5LPXzVy6fV6pyVq0HyY\n1DJGeiwZpgLgIWmq7lEVwGw2l1QXpdVDl8sFj8eDhoYG/rEAwJW3vXv3QqPRsEWD0+nkWSDauRuN\nRqhUKrTItqJp5P+DDMVFNpvNccuGBBhGo5FVvc3NzbBYLDx/lM/nEQwGWb03NTWFxsbGiosvVTqk\nIDJc/jjpbUTc3njjDZx11ll8Oy3KUpC4xOl0sh8fxbBt3boVX/7yl1EoFPD4449zdcVqtc6a0nsO\ns4KP7Zrn8/lgMpmwfPlyBINBjlDT6/WIRqPw+/3IZDL83UqlUvD7/ez9SbGLJpMJgUAAwWAQGo2G\nbZeAYmSX2WyG0+nEtm3b0NXVhbq6OixduhROpxOTk5PQ6/UcrVgoFDhLu7a2FqIoYmpqCnK5HPX1\n9az0HBwcZHslpVIJURQhl8sxNTXFebwymYxHUMbHxzkPnMRiZAot/f4HAgH2Ll2xYgVefPFFnH/+\n+VXNhwGwFUw5qs3gAah6vmnHZGPI/vM0yMNvFP8zl4NcrkAwGOQ5ZhK7AOAW6S233AKdTld1U1s+\nvvL73/8el156Kc4//3xs3LixorKZqqdSJJNJ6HQ6BINBpFIpDAwMIJvN4s4778Ttt9+O888/H9df\nfz0WLVoEALjxxhsRDoexadMmKBQKZLNZCIIAs9kMjUaD1tbWafGfc2vd7GM2Sd/LFW57YhbPf8hB\nhIkgreJVmtHb1xxfPB5nda5er0c6nUY6nebHVWoVS/9Nx1bzCCQyQ61eUstKk0MIPp8P4XAYgUCA\nr0MO91Jj59ra2hIjZlKS2u129vijRYH8AMurh7QgJZNJzreVKk7pfSWySRYyOp0OcrmcBSnkk2dP\nvoLanvcJX3d2LbrM12OpQ8vWEYFAAEajESMjIxzh1traCo1Gg5UrVyKdTjOpopaW2+2uuChWsmIp\nn9+rdJvL5YLL5cLWrVtL2saVhroXLVpUcZh7y5YtyGazOPbYY7FlyxaMjIxg7dq1LOahNvph0Xaa\nw8sVbvtYrHlerxdutxuJRAIul4uVlgsWLEBPTw/6+/uRSCRgNpuh1+uRSqUwMjKCZDLJSTo7duyA\nXq+HzWZDXV0dUqkU0uk0xsfHIZfLsXLlSt6kUHXP6/Wip6cH+XyeUz1IIEKG6fF4HC6XC36/n4Vi\n9fX1WL16NYaHh5FIJHjUgTZNo6OjUCgUbAhPxEahULBSn8ZERFFks/dq2L17N8bHxyuKsD4M5FJh\njP15FZq1RYuqUBw44z+V2Dkqx0zNCRoR+dGPfgQA+O53v1txnRFFEd3d3XjwwQfx85//HFdccQUe\neOCB/e5SENLpNBspC4IAlUrFauxnn30Wv//973HmmWdizZo1uPPOO6FSqUreT6VSifr6eqxduxat\nra1YuXIljy8BmCN9hwCzKeSYtj14L4/ysAdFEJGAgVoVBLqPYs+I5JQTwnLCFY/Hp8WqlVf7ykvZ\n5cRxX9VEaaQXkaVKOyQicBaLpWIlcNu2bchkMkgkElxtJFJJ56fbh4aGIJfLEYvFpkXT1dXVsQUE\nEUp6jhThBoDbvPRvqiLW1tZyiohOp4N3612o7fkWE77ewnHoNHwLVnOx6tXQ0ICxsTHI5XL09fXB\nbrejUCjA5XIhFAohmUxyTqjJZILJZGJSShW22YAoinj00UeRSCTQ1dV10OfZvHkz9Ho9li9fju9/\n//twOBzYsGEDjjjiCADFFkh5ZvIcPhp8nNc8mpuljVhHRwd/pijaLBqNoru7GwsXLkQqlUIwGGTj\ncErPUCqVOOGEE/Dqq69ix44dyOVyrLhPJBJoamrCtm3bMDo6CqVSCavVisnJSUSjUVgsFrS0tMBi\nsUCpVCKZTPKGJplMcsUxFotBLpdjcHAQDQ0N2Lt3L2/WiJRGo1EUCgU4HA40NDRgcHAQwWCQM2vJ\n/JcqezMRPgCcKrR69Wrcd9997Kd5qJHL5fDsM4+hqe8KrGws/naE4sAXf2fFu8Op/ToHVT9/9KMf\n4c9//jN+9rOf4XOf+xy8Xi9eeuklvPjii3jppZfg8XjYgPuBBx7g91Qmk0GhUEyr7M30nKWgiiNZ\nVw0MDOCZZ57B6tWr0d3dXfJY2gw4nU4cffTRaG5u5szzufXt0OADkz5BEH4B4MeiKKbLbj8XgBXA\nfaIoHoTV+IcHqQjB5/NxSoR0rg8oVnbS6fQ0Ilb+GGm1jgiP9LEzzSzQuaT+faQErVRtdDgcLAAB\nwF5H5aAFvZroROr/5vP5MDQ0xO3QTCbDRsx0DVLmptNpfn56/fv2MuXPlXJ3fT4fzwQlk0k0NDQg\nnU6jr6+Pd4BELr1b7y4hfEHLZzGmvwaaeLGFS20DuVyORCKBY445hiPLAoEAt3T9fj9sNhvy+XyJ\nNctszfO98847+Na3voU333wTZ555Jm677baDOg8Rx7PPPhsKhQIbN25EY2MjxsfHEQgE+PVWquTO\n4cPDJ2HNa21thdvtxsjICFQqVYlpfHNzM4Cid6Zer0cmk0FDQwOUSiXeffddbssuXboUDocDDocD\nAwMD7J0354ozhgAAIABJREFUf/58NnxOJpNszyGKIubPn4/u7m72zQuFQhgdHeV2c0tLC/sCKpVK\nNjbfu3cvp4h0dHRw5ZyyeaPRKERRRDKZREdHB1cdaeY5EolwViyw7/QLasHq9Xocd9xxuP7663Hj\njTfu03/zYOH3+3HvvffiT7+/C//7Kx6sLH7VEYoDZ92hQ7dPCWD/SB8AFsS4XC6cc845cDqdGB8f\nBwAsW7YMk5OTnBtcvg7SzB/NbAPv29ZkMhmIoliSbFLN15TI39DQEPR6Pbq7u6ddi8g+/d7Y7XZ2\ncphb3w4NZqPSNwigXRCEhQBeFkUxIAjCNwEsB/AKgCsB3DkL1zlkkFbHpCIJKVGjHaWUzNB95TYu\nBCkJkt62L1Alymq1lpDIckKYSCS45SrN5q001ye9TafTQRRFPl8ikWA1LVWqMpkM8vk8z/AAQFdX\nF6ampqBUKrFgwQI2ea5EIsuvT4Q6n8/D7/ezByC1dokEJhIJJtVjIaAGasiQQMj6OUQW/gq2ZBoW\na2l+Mf0/qQl9Ph+6u7sRDAZhs9mg1Wq5nUNmswB4xqcc1J6QQvqDQchkMujr68Opp56KpqYmPPfc\nc1i7di2USmXJ0DOpDl955RW8+eab+M53vsNxUlK89dZbGBgYwD333IOenh50d3fj05/+NKampuDx\neGCz2abNd87hI8EgPuZrns/nw549e5BKpXhkg7oYROS8Xi8n4Oh0OnR0dKCvr4/zsEk4tnv3btTV\n1cHr9WLhwoVYsGABAoEAV/SamprQ3d2Nuro69Pf3cxXN7XbDYDAgk8mwCnXZsmXI5XIIhUIYGxtD\nNpvl73A2m0Uul0NHRwfmz5+PiYkJBINBeL1englMJpPo7OxkSxdaS0j1W1tbi1gsVpGsGI3GaSMc\nAwMDqK2txW9+8xs888wzuPfee0uqfpU8PWe6ne6j62zduhW//e1v8Ze//AUA8JUvn4fJ6MMAsggn\nBJx7lxldXiVMJmPFrHSqqlaC3W7H9u3bYbFYEA6HYTKZuAIntZSSgsaQSFRCz9NisXBhgdY2ss6S\nbqTLz1WtoiqTyaDVanmmnIzyKfWl0lzhHGYHs0H6lgO4GkAAwH8IgnA2gNMB/C9RFCffWwwPa9Cw\nsnTRI5RX5CoJNIj8AKgo1qh2LB0vJZE0z0AKNiI0dHw8Hkc6ncbk5CTGxsaY8EmVu9KqGt1Oreuh\noaES+5fBwUFW0oZCId5Bm83maecdGhpCX18f6urqAKAq4SMlstRSBnh/LlCtVnOGp/S9NhgMaG5u\nRjweL87hqBdjq+nn6NC9A+u630OVTJXMOVI2p7QqSq2c4eFhAEBPTw8cDgeTWql/F/lDlaPSTB8w\n3acvEong7LPPhsvlwssvvwyTyVQxj1cQBNx111244YYbkM/n8cUvfhEul2va45566ik0Nzdj3bp1\nuOOOO6BWq7Fq1So2LSWCX+l9n8OHio/9mifdjJF5utQjlMgeUBQYkTjLZDJBEAS2laLUnubmZtTU\n1MBoNJYk22QyGSxfvhyLFi3C2NgY3njjDUSjURgMBgiCgKmpKXYHAMCD/V1dXaz2d7vdqK+vRzgc\nZnKQSCQQCoV4rSCiQGKSeDzOxsXhcJhVxolEgklLLpcrqfiFQqGKyl6dTsfCkOOPPx7nnHMOvvCF\nL+D000+HXq+vuIbMZJocDofx8MMP4w9/+APeeecdNmE3GAz4yyOP4VFBjlCsgPtfU2DbUBpAmn1S\nyyGKYtU2LJlXE7LZLLLZLCYnJyueCyhuZCudj2Ls6H8ymYzb5fSe0uslQp3L5aoqpWmNNZlMaGpq\nQnNzM/8WxGKxirnwc5gdzAbp2yuK4pUAG5NeCsApiuLke/eHqh55mCCZTJZYpuzvD6qU1ElbsOWV\nObI5qdZalfoCEuGjOTfp46SiELIlMRgM06xaqKpWPm/n8/lQKBQwODiInp4euFwurvJNTk6irq4O\nmUyGS+vlJJUMgw0Gw7SZMnp+fr+/5DVEo1GMjIxw+gYFmgeDQajVaraCqampYZNnqjpotVq0HvVl\nKPRfh9cfKCHYRGQHBwd5506D4vF4HE1NTTx7SD9OWq0Wcrmcd58ftFXz5JNPYmhoCN3d3TCZTFUf\n9/rrr+O6667DlVdeiYceegg33HADHnzwwRLS5/P58Pjjj+Pb3/42gKKijgycSbWr0+lK2ulz+Mjw\nsV/zGhoa0NHRAeD9NYc2mhS1GIvFUF9fj5GREf7ONTY2YnR0FAaDAWNjY1iyZAnkcjnkcjmUSiVS\nqRR7b0qrhAB4DlAmk8FqtWJiYoJjv2i2zOfzQaPRoL29HePj41AqlZg3bx5WrFjB1jEvvvgiEziN\nRsPt29raWtTV1SESiXAUG5ElIig0H0hRbvtbUZLJZOjs7IRcLkdvby/OO+88aDQaXHjhhbj11lun\npVGUQxRFvPzyy7jvvvvwxBNPIJ/PY8OGDdi1axe8Xm+JCrggCrjmof0Tj1AL9VBl1RLBp78v+aZS\nJZMssjKZDJO8mVrn5J5An4NEIgG73Y4lS5aw96i0iDKH2cdsvLMaQRAEsVjfpV8jteQ2wyxcY78h\nCMI3AFwPoB7AdgBXiaK4ZaZjgsEgtzYPZLi/nIQAmEa+aE6uvGpX/pjy4+j8UnITjUa5jdvc3MwW\nLJXaytI2tRRkiEomv7S7amhoYCWuz+erGumm1Wqh1WqntbSJ9I2OjkKv12PVqlV8n9vt5tatx+NB\nJpNhtS0tENRO9nq9CIfDUKlU3HanKmUoFILdbi8h2GQGS7m0VElUq9Wor6/Hjh07MDo6itraWrat\noR+8+fPn7/ffuhLkcjkKhQKampqqPoYGqleuXInf/OY3OO2003D22Wfjxz/+MW699VZ+3J133glB\nEHDppZfi3XffRWdnJ9ra2vj9CYVCmD9//lyV7/DAYbXmAQe+7lFrjZBOpzEyMoJCoYDR0VHs2bMH\njY2N0Ol0MBgMPF+nUqnQ0tKCdDoNq9UKk8nEs199fX3cBiTCRwkN9DlesmQJj42QsTOdn7w0FQoF\nVq9eDZ/Ph8HBQa7aNzY2or+/nytWLS0t8Hq90Gg0cDgcqK+v59mx4eFhJnvUpqQKlFKphF6vZ3+/\n/c3aJoLV3d3NVlMPP/wwNm7ciLvuugtnnnkmgOJ33ufzoa+vD729vejq6sJjjz2G3t5eLFiwgAne\nCy+88IHIDZHt/TGcPlDIZDI28Nbr9TCZTJyIYrPZ4Pf7IYoie/VJozSrvacajQYKhQJqtRpyuZx9\nIGncpqWlBYlEYm5e+RBjNkhfJ4BJQRAyAGIAXgIwAOBqQRDewvuL4iGHIAjnAfhPAJcBeAvAtQCe\nFwRhgSiK/mrH0e6UPnz76xE0kzCCbqfZmGpS+Ert4/J/0/E0HA2gRNZefs3yOT4Se0SjUcTjxdik\nbDbLZqZarRYNDQ18XD6fx8DAAObNm1fy+nQ6HWw22zQxC0WgUQQStVgAlHj9kZCCzFUFQeBqVz6f\nZ08us9mMTCbD3oPS10tVO0I6nUZbWxuTdplMhkAggJUrVyKbzXJFUqvVYnx8HIlEAk899RRuuOGG\nqkPI1XJ2y+dW6P2fmpri9hSZwxL+/ve/41//+heeeeYZAMBpp52GX/7yl7j++uvR3t6Or33tawiH\nw7j77rtxySWXwGw24+mnn4ZSqcSyZctgNBphNpsxf/78EsufuUXxI8Vhs+YBB7fujY+Pw+FwcKZt\nMplkI+aJiQmYzWbkcjmu2KlUKixYsABAcc5NrVZDq9XC5/PB4/HweScmJtgrLxqNoqOjA3V1dbzp\nra+vRyqVwo4dO6BWq9Hc3IyJiQkYjUaeN8vlchy1NjExwXYryWQSe/fuRSaT4eqgz+fj9CLK5KVq\nHlCsLCmVSv7uUM4rCROkG1iKfZS2RKuBiCSNYJx11lmwWCxoa2tDb28vZ4MDRbuZk08+GWNjYxgf\nH2e18cGCItJIhCH16as0W7cve5pKIJN8rVbLnwXKLyYbG3rvqMposVgQCoWqtptp9IXe95qaGtjt\ndhbwURrV3Np2aPGBSZ8oik8JgvAqgBYAu0nR9t5CdAaAn3/QaxwArgVwtyiKf3rvOVzx3nP4X5gh\nCJ2G+4kc7W/m374UuOWeffs630zETZrBS354Y2Nj3Fb0er1cnautra1oFyNtCdvtdp7noyg1qnLK\n5XLMmzePCYa0rVz+Gogg0+wNVeui0SgbI/v9fsjlcrhcLrS0tGDJkiUYGhpi8+VkLIhkMon6+no4\nHA6u1knf55aWFgwODqJQKGBoaIgH0GlWT6/XY2RkhEUwIyMjqKurKwpCxsZ4WDwYDCIWi+FLX/rS\njIHo5fN7lUxYqaWTSqVK2jt03kKhgJtuugknnHACTjvtNJ55ufrqq9Hd3Y1rr70WTU1NePfdd5FO\np/Htb38bGo0Gb775JlatWoVoNIoVK1bgxBNPZIUk/U2rqaTncOhxmK15wEGuex6PB319fXA4HIhE\nImhubuZUjZ6eHrS3t0Mul8NkMkGj0bBwjHwxaS6X1ieg+HkMBAJIJBKor69HJBJBa2srj1cYDAa8\n8cYbGB0dhSAIqKurg8vlYqIwOjqK+fPncyWSMlrNZjN6e3vZQcFms6G3txfBYBCBQAAqlQrvvPMO\nGhoaoFKpoNFouN2sVquRy+WQTqdht9s5WpLmyshbzmw2c3QjiUZo1q6aWMJms2HLli0wmUy48MIL\ncc8990Aul7OXIVXinn/+ef5+Go1GIJ9COgcUQ1yK0Gq1FQkTdS7oPrVaDZlMxpYo9NyUSiUKhQKT\nVtqQAyhZ62YSWFAFkyx9EolESVxaJpOB2WzmLhflNZP4jWbxyPZFurEWRZEJnkKhgE6nw9FHH421\na9cygaRRgDkcOsxW41wO4CgAxwmC8JgoihOiKD6CDzGO6L3ZmtWQLLiiKIqCIPwDwNqZjqVECWll\n7YNUVPZF8qr9UJfP90m9/8pbyOl0ukQsQSDFGvC+lQkds3jx4pLnRU74NpuNW7sAuDXs8/kwOTmJ\nSCSCtrY2jkQieL1eTExMIBwOY9GiRUzYbDYbwuEwE6FMJgOTyQS3282VT/pyqyc3ot3/a3Q3/v8w\nODpKvA/Lq57UzqF5QWox0fvd29uLsbExxGIxnjdRKpUQBAFj/5e9Nw+P5KzPRd/e931Rt1ottTRa\nRrPZs3iCl8QLMAESEnJJQmwgMZeDz2E5N8AFHyfhYuCB5BASExIcYoeTyzzJuQZjQuDkYCdmicEb\nxuOxZ9FsmpE0klpSL+p9X+r+0f79XN1TLbV2eabe55lnpO7qqq9KXV+9329533CYxV57e3sxNDTU\ndiLvFC+99BKnv6Tw1FNP4dSpU3jyySebiroVCgUeeOABhMNh/NZv/RYMBgPuvvtu+P1+CIKAZ599\nFoVCATabjbvG22ElixQZ64otn/OA1c97er0eBoMBgUAAmUwGPT09TdJLg4OD0Ov1KBQK3OBADQ3i\nlO7CQqOMkRZp5JoRDAah1Wpht9vZNYjE2AOBACYnJ1kyhBaVZIEWDofR39/PJR47duzgOa1YLMLn\n80GpVGJxcRFmsxn1eh16vR5Op5NlW4i8KRQKFItFmM1mlpjKZDIoFovc7EHkj7r7ScidmhUEQWhb\nMydulvj617/Ovt+5XK5ts4QaRXz7Q1m8PKXAJx5RgYifVBMFLTTJ1o0W70TGyO2HJFoymQynrZPJ\n5BXjpvOU6gSmchWytotGo9BqtSxqr1Kp2MUJaBA3qqc2mRoOTuVyGWazmc+forbVapXJqtFo5HnZ\nYrE0ifyvpy2mDGmsh07fAQD/E8A8AA2ATyoUincuV0e3AXCjMREvtLy+AKC9AzSudMKgldBqHqTt\nonWtXb1S+xeTRdoGuLJL1mQywe12c9SHiJ/FYoHP5wMAXo3RcSgiJ64rdLvdGBkZgUqlkuxYps9R\na34rQc3lcpibm4PZbMbU1BT6+vpYw4/cNHbu3Nl0XpFIBJOTkw01/epzCC58Cgqhit3z/xXK618E\nJGojgUZKibxBDx48yE0j4XAY4XCYI3yUNqa0dSaT4egA2auRmXu7SF8nKBaLePjhh/EHf/AHbUnf\nP/7jP2JwcBC33HLLFe9pNBo89thj+NznPoeHH34YH/3oRwE00m4XL17Enj17YDKZMDc3hzNnzuDQ\noUNNf6OVRpFlrB+20ZwHrHLe0+v1CIVC/J0iuSO/3w+73c6C9UDjuxqPxxGPx+HxeDA8PMz3nt/v\nZ2JhtVpZ83R2dhY6nY6bH7xeL1smmkwmHDlyBMVikSOGhUKBPXjtdjvOnz+Per2OcDjMKT/yB65W\nq/D5fHC5XBgdHYXZbGbR53g8zinGYrGIWq0Gq9XKC1ESlyZiIwgCR/Gr1SoKhQJr0a11USgFk07A\nYx/J46ZBAb88IqBQUeLT31E2HUtcHkLEU6vVwmw2w+/3I5fLcQet0+lkqRpKg5MjiRTq9brkvEfR\nRLEWnyAInD3SaDSw2+1wuVwYGBhANBrF5cuXkU6n+ZlCtZaUUicCS4TUZDKx/zllhkh9olXaTMbG\nYT0ifb8BYJ8gCBUAUCgUBgB/AmArJkApKAAseffSRERYy4NUitC17q/d/qUif1KRHpogkskkLBYL\nRwNp9Saug6N0TKsVWicQkwyxuLM4AtnT0wOg8dCYn59HqVRCIBBAIpFgQWcx2YzFYpibm8Mu8xkE\nc/8dCqFBbJWBtwGG7isH8SrIAmp6epqbSyKRCC5evIhoNAq/349AIMAaWrOzs7h8+TL6+/vhdDqR\ny+V4pV+pVDA3Nwe/3y85OUoRwlaf3X/6p39CLBbDBz/4QUlNvkwmg3/+53/GvffeK7k/8vK9//77\n8elPf5ojBM888wwAYGRkhCdRIrRSCxI5rbsl2O5zHrDMvOd0OtHf388e4lSKMTExwV7PQEMDMxwO\nw+fzIRqNcsc/iSID4AgeYX5+HgaDAVNTUxAEAW63GxaLBd3d3SgUCvB4PBwho45eSimSfhsRM3Ga\nlchZPB5HvV7nyCN59dJ8o9fr+X4VR/bELhO0X41Gw8LRrfdpvV5n15HWiNlqGihMOgH/8tEybhp8\ndf7OK/BvYyaYza9JSBFIaYBIGI2BxOcVCgWcTieq1SqSySTXWRORlbJ+bAUJ79O5Aq9FFIHGdyQS\niTAxHh0dRX9/PwwGA7LZLLxeL//drFYrE22aA2nRoFQq4Xa7uQbS7XbDbDbjwIEDSCQSiMfjOH36\nNBsLyPPZxmK9JFv4jhAEoaBQKC6vw35XihiAGoCulte9uHIV3ISPfexjV8hg3Hnnnbjzzs6801vr\n3qQic1K/t2rMiV9frk5renqaUysHDx5k/T6x1halUalrVkxu6YYsl8vQarUYGxtrIoRisWfxuEja\nplQqsW2auN7MaDRCrVbzxC7lHjGsP4l92S9B8arTRiX4HpT3fAWRqcbXRurGJ/cA8ss1mUxM2Ewm\nE1uvhUIhGAwGzMzMIJPJIBqNwmKxsCMHFa7PzMwgEAh0rNPXWtP39a9/HUeOHGGXDAL5fT722GMo\nFAp473vfy2kqMbRarSTh/OlPf4qBgQGWRyAXA8K1Htl75JFH8MgjjzS9Ji6a3yRslzkPWOW894lP\nfKJJZiibzeLQoUN4y1veAgBc5+t2u+F2u3H+/HkuKyHlAGqcEM8pJ06cgFKpRDKZ5IWMw+FAMBjE\n4uIiisUi27hFIhFUKhX4/X44nU5eNDocDuh0OtTrdVitVu6GNRqNcDgcHM0jAeZ0Og3gte/B3Nwc\nFAoFpxsrlQoMBgPq9ToMBgN39FYqFa7ZKxQKTBaJsAiCwHXQFAkU18Kp1WqugWsFiUkTTDoB3/lI\nATcNEeEDfudrdpyLGqFUlrmmMJPJQKlUwm63w+/3I51OsyA+nU+5XEa9Xkc8HufzKZVKTfV7Op2u\niVyLQRE9usY0NxFZpGtA0dlMJgOr1crfBZfLBZvNhvPnz8NqtcLpdHI6naRxaE6uVCqceu/v70el\nUuHSqVQqhf7+fmSzWdRqNbhcLnkR2wbrOe+tB+kbkHjNtw77XREEQagoFIpjAN4I4PsAoGg80d8I\n4K+X+uyXv/xl9jYliFOiy9VUkVYcFR9L2aDRtuIHNhEoioqJmzCWs9oqFApIpVJN+ndiwkim5pR6\npK42InvkMUxq7VqttomAulwuXtGLU7OZTIa1lcTNFkTUWlPlUoTPUvwSW6vlfb+L7PCfA/liU+MJ\nXZ94PA6Xy4VQKNSUAjCZGrI1FG1wuVw8VgBci5jNZlmPj9IgXq8XR48eXZOf5tDQEJ544glcvnz5\nCsmWRx55BB//+Mfxtre9Db29vR1LQly6dAnf+MY3YLPZYLVa2W6KdAvF1/hahdRi7KWXXsLBgwc3\ncxjbYs4DVj/vvf/978fhw4dZlmlychKnTp3i7xYRhkwmA4vFguHhYf65NepfrVYxOzuLbDbLxM7j\n8bDFIpWc1Go1duOwWCyYnZ2F1+tFV1cX16/a7XYUi0VEo1E8/fTTvNjy+/2wWq0Ih8Ow2WyIRqN8\nb5BMTK1WQzwe54i8Xq/nSJZGo0F3dzfS6TSXq1BUixouSqUS9Ho9z2vkcx2JRFjfs5X41Wo1jhhS\nRzCJFRPpM+kEPPqhWhPh+/UH9DgXVUGhKHNdHFnPqdVqzmoIgsC1b06nE6lUCgsLC0yoidBRhy5F\n+Oh8iNCJa/hIXkWr1aJer7OrBkVGBUFg4XoilRTZpHSuw+HArbfeildeeYWfVx6Ph+sITSYTX3/a\nB9n5vfDCC6jVajh37hxCoRAvzql+U8aVWM95bz1I308VCsWzAMYA6ADsBvDH67Df1eABAEdfnQRJ\nusAI4BtLfUiq4Ja04cSuFlIQa8WZzeaOi+6BZiHmWq3W1ISxnB5bT08Pr8YIRAhOnz4Ns9mMWq3G\nzRtTU1NN7fDkMUwetrnca/69AJq2FY+DpG2o07m1FpJSRADYzokR+Rlsp/4z8CrhK/h/D9ldD8Bk\nbkQcxD7FkUgE586d4+srpUcIoEm7jnQCFxcXUa/XkUqloFQqWY4il8vxQ+To0aP41Kc+he7uK1PK\n7SRbxLU2f/VXf4UbbrgB733ve1lvq1qt4o/+6I/w1a9+FXfddRe++tWvolqt8gpaDCmbpnvvvZfd\nUihFTD7Q0Wi07WJCxqZjO815wCrmPY1Gg7m5OdhsNl7sDQ0NQafTwWg0Ynp6GkAjIm42m7k2t3VO\nyOUajhhUA0gC7pSeTCQSTMiIBNFct3v3bnR1dWFqagoajQYDAwOsH/r0008jnU4jn8+zaG+9Xmdi\nQaSiUCjAbrfDaDRifHyc69/6+/tZWkalUmHfvn0olUocJSMJpOnpaSZ+5EJkNBq5rILSpfV6neWm\nSIiY7msimUTQKFOgVCqh0ajxzY/k8csjr6V03/HXJpyN6KBWv+bvm8/nodVqoVAo2C6Nxko1i0aj\nkdPcmUyGxe3L5TIWFxc5DU77qdVqMBqNnNquVqvQarXQ6XSwWCxwu92IRCIsAUPZB3LXmJiY4PGZ\nTCYkEgn4/X5MTExwhqO3txcLCwtIJBLc0EF/k8HBQQiCwDWWi4uLmJmZgU6nQzqdhk6n478j4Vpe\n0G4W1kOy5SmFQvE+AO9BY6L5KwCute53lWN5VKFQuAF8Do10x8sAflUQhOhSn5MifSbTla4WraCV\nLmnFUbHqUiC9KqnJk7BcxybV6REZnZyc5NfEXrni45CJOp0LdcLSGMRds+1Sy63RvNb3paKeTdu4\nDqPkuh262JMo+H8Phlv/CQbla2nP1mJevV7Plk3i6yTVxEAkdXJyEpVKBdlsFqOjo0ilUrBYLJie\nnuZu3sHBQbzyyit48MEH8Wd/9mdXXF/qLBOjNR3rdrtx9OhRvOlNb8IXv/hFfPjDH8a73/1uPPXU\nU3jggQfwkY98pMmWqJX00URL+NGPfoR/+Zd/QSAQYB2x2dlZXvlKCXvL2Bpspznv1fGseN4zGo3o\n6elhAgY0UrwU5eru7sbFixc5kkRC8MBr9yBFeGKxGGq1GvR6Padx0+k0uru7Ua/XcebMGVSrVezZ\nswdmsxmXLl3ihbJer4fFYoHBYGDf7Eqlgv3792NxcRFutxu9vb249dZbMT4+jvn5efT19WHv3r24\ndOkSN2SIa+C6u7uxc+dOBAIBLCwswGQyIZ1O4+LFiwAa82s4HIZer2cVAKCRDaHGiFKpxILOer2e\nf6a0N6VSKX1MNYH0eoPwNeaRB36gxK+M1FCsAO/4axNemgRqtTzPuQqFgkWsycKOapDdbje6u7uh\n0WhYbkqpVGJ4eBhWqxWFQgGxWAxKpRKpVAo6nQ6Li4tMfl0uF3Q6HXdGm0wm7paNRqPsgkTNFyRn\nQ4tSarjweDxQqVRYWFjA7t27OYJLZK9SqfB3x2w2c+TO5XJhz549mJ+f547tUqmE/v5+7Nq1ixfd\ni4uLCAaDa70VZHSAFZM+hUJhREP5vRUVACk09KF+DcC/r21oq4MgCH8L4G9X8pnWQmRgaVcLAk16\n1G7eySqFdIyk6vxa991O1oXSwlSTQ5p4VBPRGmGjCKPYDo4IXGvTiVSncSdNAzQuqpcRt/bT+5FI\nBBfq/xWDjt0oeN6H3cr2hcY0OfX09LDSfuv4xESV/k+n09Dr9di3bx8mJydRLpebTOIpcmaz2fC1\nr30N999//6rt2G666SZ8+tOfxmc+8xl8/vOfh9vtxg9+8APccccdK9pPvV7Hxz/+cdx8882oVqvs\nxGE0GuHxeODxeGQpgy3Edp/zgJXPe93d3Ty/UTQdaEThyCubojoAEI/H4XA4EIlEWEdTpVJxKnJh\nYYHrvy5cuMDkpVgsQqFQwOfzIZ1OIxgMNnUHk+ODx+PB2NgYstksenp60NPTgx07dnAd3+nTp3H+\n/HlOxRqNRhw6dAgXL16E0WhENBrlWkCj0YhwOIxkMglBEFg6iqL9JDAsCAJLLqXTaR4XkR6TycQk\nT+xLXCwCAAAgAElEQVR+QZGzQqHA2nhEEsUC9EQCf3ZBi7seUqMkGHApqYVKlYFGo+EIItUB+/1+\nJtk0v5MgNkloEZm0WCyo1+ssfE11gMVikesPSaxZr9dzWpquNwUrKApLUUI6J61WC7fbjWAwiOuu\nu449loHGfLVr1y6+zk6nkwWbs9ksu6SQfp/NZkNfXx+6urowOTkJi8WCwcFB9Pf3o1AoQKfTYXh4\nWO7g3SSsJtInALgTDT2qdt1h0v3i2xRSpA9oL74sfr9dh+1S23eyrVQXsJhYJRIJLqK2WCw8EbYj\narlcjlfqrTV3QLMLSesxpdLcdAzxeCldvWvXLn5NfJyFhQVk8xWcVN2GQYVq2WtBNUFS46PX6IFF\nncokEE0TN61mScuLUr5qtRrpdBo//elPceTIkWX/Hu1w33334brrrsPMzAze/va3c/3SSvDoo4/i\n5MmT6Onpwd69ezEyMoK9e/fK9S3bB1fdnAegKdJP5R7JZLKpQYOIDhG8RCLBi0zy6CbRZeqKT6VS\nEAQBgUAALpeLiWJXVxdKpRKcTifi8TjOnj2LUqmEG264gctGKpUKHA4HR5CARj0aeQFTVCqZTMLj\n8SAUCmFmZgaVSgVOpxN2ux31eh35fJ7r/+LxOC9EA4EALl++zE0YWq0WRqORiRF1BqvVavbxBRqL\ndb/fz7qkZBenVquRSqWgVqubCBw1h1Azw4szllcji0q+plRqQpkRSrGSzqjD4UAymUQ+n2f9Q4re\nUWSxUCiwgsLc3ByCwSAuXLjAJM5isaBUKrGwMnmUkx4fOauIPXa1Wi08Hg927NjBDY4jIyOYmZnh\nc6WIrFKphF6vx/79+znNfvLkSYTDYZhMJr6OTqcTDocDIyMjTCwBcBOHjM3Diknfq51q/7cgCD9o\nt41CoXh+bcN6fUBMQlqbPqQidSstwm/16xUTK3EjhXiFJI4Eio8pdVx6nWQbxBFA8TZSae7W6CGA\npvS2eAy0fblchsPhQLlcXrZRpZWYto6PxgyAhaoJ+Xwely5dwvT0ND9EqOibCLPFYkFPTw8ef/xx\nvPnNb246tlS9HUmsiEEF0W9729v4NSmNLCltLNLBqlar+OxnP4u3vvWtSCQSMBqNvKImbUSqFZKx\nNbga57zFxcWmGlqj0Yjz589zVEscRRfbY9Eiq1wuI5PJIBaLoVAocBcnfc/7+/sxODiI8fFxmM1m\n9h+nqBtpZpbLZaTTaXi9XhYHJhgMBlSrVcRiMczOzqJWq6G/v5+P7fF4EI/H+T632+3I5XJclxYM\nBrnZTaPRoKenB2NjY1x35/f7kc1muV6WPLzT6TQcDgcUCgXS6TSq1SpLvBQKBRYYJts6s9nMvt90\n/hRpo5Qz3b9E6gwGA/L5PDQaDdxuN1QqFVKpFB+HmiCsViu7cVCtYX9/Pzd0VKtV2O12ZLNZmEwm\nJJNJOJ1OFAoF5HI5ZLNZllIRk1KqqaOMTHd3N/L5PJNUsswj3b9IJAK/3w+v14tCoYDLly9DEAQM\nDQ2x9+78/DwcDgfUajV8Ph93Eb/00ku46aabuNyGYDabkc1mm/QiZWw8VlXTt9Tk9+r7/7a64bw+\n0S4qt1anBCJTBHGUi+pwWqVmxMSw3XEjkQjX6Ig78doRQ6k0d2v0UBztJK9gikbSmILBIBOvpcZH\n+29ND0sdn0SoSdKBSCoVLBsMBgwMDLDlXK1WYxePhYUFPP744/jyl7/cdGwpfSspG7bWujzgNU/O\n1tdaSZtSqcQPf/hD3Hvvvbhw4QKviHO5HC5dugSPxwOn0ynbEm0TXI1znpj0nT17FtPT0+yvDTTu\nuUwmwz7cBLo/4vE4IpEIXC4XDAYDdu3aBbfbjYWFBc487N69G6dPn2b3jnA4zC4N1GGay+UwMzOD\nxcVFVCoVzMzMwOVyIRAIYG5ujvXdSHi9q6uLt6UOVZpXKA2pVqsRCoXg8/mg1+tx5swZjvJTcwLQ\nSKOSVziVffT19cFsNuPcuXNM2KgGkSRIKDVLFm/0v1KpbOoM9ng8XCtXKpUQj8d5YUepaIvFgkwm\nw+lYmj9cLhd6e3tZHHliYoK7YROJBOr1OpNO6uw1GAyIxWLctGG1WlGtVlmknjp+yQ2FLCcLhQIr\nDYi7mV0uF9RqNX8nIpEIyuUyenp62Be8UCjg+PHjHEnctWsXLl26xKlno9GIqakpHD58GBaLhed/\noNGQKGvzbS7Wy4btmoYUaVpJKrcV4tSpmNSJI3PU1da6/06iijTB0QpXimBR6qedTMhS+zfXpwFr\nkFd61MFHJFNcgycec7s6xnYRVFodkpTMzMwM/H4/SqUSenp6YLfbkUqlUCwWWWdqeHgYi4uLsFqt\nKBaLePrpp/Hv//7va0rxrgbf/e538du//du45ZZbMDAwAJ/PB41Gw1ED6iKUIWMjIG60Et9r8Xic\nXTVMpoYjDKVtiZxMTEzAarUinU6z9MrIyAhH4qnmjxam+/btw/T0NDs4kNetXq+Hw+FAqVRikWZy\n5rh48SK7Z6jVagSDQTidTrhcLq5bo7rBer3OvtsTExPciTswMID+/n4mOVTXS36xlJomwWdasOVy\nDb/wUqnEDhKktUlNIwaDgesV1Wo1DJoarOoqpuON8VAtHQCO1FF9G3UfA2AbOSJpbrebG9go7Wy1\nWhGJRKBUKtHV1cU6giSpRc0sOp0O2WwWfX19sFgsiMViPP9VKhVOKQONrIxCocD8/DzvS6fT8cKT\nSCsR+h07dqBQKCCfz3N69vbbb4fX68Xp06fh8Xj42MViEQcOHEClUkEqlUIsFsP111/f5AlPjSuZ\nTAaRSESu59tEyKRvDZAiIISVpnJb99vqtytGMplsSmeuFKTB1dqNJ05Xt2rmtZIxqc/kcjlYU0/C\n+OLdMO75FHIDn2AZB3G6GcAVKWja53LR0UgkwpGEXbt28XZUEEw1SW63G/l8HqdOncLc3BwMBgOC\nwSDXoMTjcfT19UGn0+Gee+7BiRMnmsRqNxLnzp3D+973Przzne/EmTNn4HA4eJJ3OBw4fPgwbrvt\nNjnlIWNDIa7VDQaDSCQSsFqtTb7jVH9HQsgUebt8+TJGRkZQLpfhdDqbPGNJEJ5ICZErt9uNZDLJ\nxIvEiPV6PbxeL6czn3vuOczMzKBQKMDhcMDr9aK7u5vTkA6HgztxqX745z//ORPEer2OZDKJ6elp\n7N+/H9PT0ygWi8hms3C73SwEXCqVYLE0au26urqQTqcxOzuLZDLJjVQkkK7T6TjKR6UeJEPjc5vx\n5d88D6+phD/4xyDCKS3LnigUCmQyGVSrVW6+IOJK2n8AuBFj9+7dLMBMSgwUHaU6PBKEJsktsSsH\npWypznt+fh7lcpnrBVUqFSqVChYWFmAwGLgpRK1WQxAEJn+Umk4mk9ixYwdcLhfL5UQiEfh8PkxN\nTWFqagqFQgEDAwPo6upCf39/U3c3ldOIvd1jsdiaLDBlrA0y6VshxGSHIkwWi2VdVyrLRQl37NiB\nUqkkSQo6IU7tunvFJE6c+ukkfZ3L5aCe+x50Yx8ChCpw8jMwOa6Hqec3myKX1HwhlYLuNDpaKBRg\nMBiYUJpMJq4bEtdAUs0MpZtpwpubm0MikYBarUalUsHi4iLuvfdefO1rXwPQWKm3pmilvDilav+k\nipLF22WzWbzzne9EIBDAmTNnOC1EKSC73Y6+vj54vV450idjw0CWhOLaWpLiENs2ut1uZLNZFAoF\n1Go1OJ1OhMNhTjuSiDtJb9CcSM4alMaje5O05nK5HFQqFXp7e1EoFLiOjgTlqUbQ5/NBq9Xi+PHj\n8Pv9PH4iZvPz83jxxRd5f/v27cPi4iJnKsbGxlh4uK+vjzU/VSoVS7ZQSvLMmTNs1UbnZjAYMDs7\nyylgmlMoOmc1KvGV37qAfb6GK8j/uDuJP3rqzcjlGu4Z8/PzKBaLfH/TAo8ib+KFr91uRyAQgM1m\nw8TEBJRKJcLhMCwWC/L5PD9zyDGDmjOy2SyXs9RqNZajyefzMJvNKJVKMJvN0Gg03ORGTTHk1x4K\nhXguVCgUsNlsGB4eRm9vLy+Gc7kc7HY7enp6OIo4PT3Ndpytz5Tp6WmOEJMsWj6fZ5eQYDCIvr4+\nObW7yZBJ3wohJjtr2YdUGpOwVINIaxqWXhMTq+WEnaWO19rF20pipciYuNFEt/CvsJ7+EBRorFwT\njnegojkML5rT0rSypaYP8dilIqZSYyWCJx5PIBBo8h6mVebs7CxPnlRETcXilH42mUx4+OGHceDA\nAdxzzz2SNXhUkC2GuECbQKr8UtuVSiW8//3vx+XLl9monoRii8Ui3G437HY7p2/kyVDGRsFgMLSV\npCI5D3Gdrli4vb+/n2v2qC5NfC8DDZJHZCEajTJhJNJIXt0+nw92u51TyRaLBUNDQxgaGmK/2Xw+\nj3PnzuHll1/G0NAQfv3Xfx3z8/PIZrMsy0RSR8PDw9DpdJibm0MsFoPD4WBtzrNnz6JarSKVSiEY\nDEKj0bDG3dNPP80RR2r8okarSCTCrhlUAycIAgJdNvz5W09hr6/RnFCo6fFz4T/hllt6cfnyZbz8\n8svsMkJuHwaDoUmXkCJg9Fwpl8vsokT1dVSvSGOYn5/nsZDsChFKVknIZvnvsmfPHgiCgFQqhXg8\nznMZLVDtdjvi8ThHMkkDlgipzWbDzMwMwuEwotEo+vr6MDAwgMXFRe6KJgWMiYkJ1m2MxWJcY22z\n2TA9PY3u7m7OagCQsxlbAJn0rRDiaJRUTUwnaBc5k0qhtm7XSqDEkTZKO1Dd3FI2cq3Hk9qn+JzF\nY4pEIjyhAgAufwfWU/+5ifCNWT6G2rkLMJmtTWOn5otW8touOil1XQKBABNbir6RE4dWq4XZbEZf\nXx9UKhUGBwdRKBSQyWTYWogMwF0uF06cOAG3241isYgPfehDGBoawm233baiv+dyqNfrePTRR/En\nf/InmJ6extDQEBd2UwpHqVTyA4e8RGXI2CyI5wBxaYl4MZbL5di+0WAwcEcuRaFoO/G9Stp76XQa\nVqsVZrMZg4ODnLKk2r54PM4dvMPDwyiVShgfH+caNKp3TSaTGBsb48WmSqWC3W7HyMgIO3eYTCb4\nfD4Ui0XkcjmEw2FMTk7CYDBwp69CoWCtuWKxiGKxyI1fJPditVq5y5eIjFKpRCgUQqjHjXuG/wXD\n9oaXd66ixV+deCs0XQ7Y7Y20qEajgUajQTAYRDKZRLFYZHKm0WjQ29uLQCAAq9WKp556CtlsFhMT\nEzAajUzKSFyZpFlIB89sNnPndCwWQ3d3N2w2G9LpNEvFUEalUqmgq6sL8XgcmUwGNpuNo4I2m411\nCqnZw2AwIJPJcLRzamoKXq+XvdwpGxEIBNDT08Okk6K81DHsdrs5wjc+Po5du3bBarXi8OHDXOMt\nY/Mhk74VQqrJQApLRfOk0pjtCN5SXbVLbbtcmnelxxN/LpPJsCCpNfUkhBfvhkJoEL5K8D2oDP85\naucuwG63NxHPpSKbUteD/olTUO3GSJNYIpHgVWc+n8fx48cxOzsLi8WCbDYLu92OcrkMtVqNHTt2\nIBaLIZ1OY9++fdBoNLjrrrtw7NgxSXu21eDHP/4x7rvvPhw7dgxvf/vbodfr4ff7WQuLamqIvJL/\npgwZGwmS9BDX9QGvZQ+ogUyqjKNQKHDHLNAgXtFo9IoFMUXIJiYm+HWyWhsYGGBdPZvNxvZmJPtC\ndm5TU1MYGBhAsVjET37yExiNRoyMjLCcSLFYRLlcxu7duwGAvX+pQUOv12N8fBy5XK7Jl5YEmkmP\nEGjIrJDm4Pz8PIxGI5Nf6gh2OBz4pYO78Z6e/w9+1QIAIF/V4i+PvwWC4zroXhVoJvJls9lYD5BI\nnNvthkKhQLFY5Nq8HTt2sJxMuVxGIBCAw+FAf38/zp49y1Ix1FRBNXW/+MUvuHGE6v5MJhNb3ikU\nCoRCIVy+fJkFtPV6PUwmE2q1Gnw+H/r6+nD58mXYbDZ4vV6u9SNtPbpm119/PQBgeHiY/9YejwdT\nU1PsyQ6AJbkIlDkpFAodZXNkbCxk0rdBWIp0dUoEl4oiSpFPcUoYaOi8JRIJ7qpbrn6uk6ilyWTi\nQmGvVYD+hx9o1PCh4aVruPkb8CpVgELFNTDtNPmk0rqtZA9oTle3u3YWi4Wt5iitEQ6HkU6nkcvl\nYDabceDAAaRSKVy6dAkqlQqLi4us+1UsFrmD784778QPf/jDJl0+qTo/qZo+2u7MmTP45Cc/iSee\neAKHDx9mf2OHwwG3281prFwux76+LpcL2WwWMzMzGB0dbaohlHX6ZKwnwuEwhoaGuK5P7LRBaVma\nR+j+o39+vx9zc3MsxktNG2NjY6zhR169ZrMZBoOhSRx9amoKFosFAwMDcLvdmJ6eRiQS4a5hqtld\nWFjg+jkAOHLkCNevAQ1Jk2Aw2HD6uXAB6XQaGo2G6/UodWw0GrGwsIDe3l50d3ejXC7DbrdzrRmJ\nTzscDq5RpNQ11fKWy2WOur3R+zT8qnEAjQjfl195G6ZzbvR7GzVzU1NTMJvNWFhYQKVSYfsxEnOm\n86FzKZVK6O3tZbLl9XrR19cHm83G16BSqWB2dhZDQ0Ow2+04cuQIvv/972N4eBivvPIKBEHA+Pg4\nCzg7HA7WKqRUMjlvkMZrOBxGqVRCMpnE3r170dfXB71ej+PHj7PVW09PDzf1UTOOOJpLfzfyNw8E\nAhx9JHcRIr8UBCDIUi1bA5n0bRA6iZq1br8eN4A4zWsymZDJZJDJZJYlicsdX0zQmur9bvqfEJ7+\nXRR9v436DQ8ByoYuHwk6kxZUp9FGeg1oPGyWczshza1WgWqyArJardBqtSxREQgEoNPp8MorryCX\nyyEYDEKr1SIcDnP937PPPos//MM/xFe+8hWOurXT2pMaz9/8zd/gvvvuQzAYhNvtRqlU4jo9evBp\nNBpYrdYmo3R6WPn9/qYaKhky1htEnMRWbNRcBbzWXU+1t+L6YRLepZqwvr4+XLp0CeFwGLFYDAMD\nAzh+/DhLmxAR6OnpwczMDBMUkjShKBiRBLKBA8C+t2LtN0pPkoNEKpXCqVOnWMNv9+7dCIfDqNfr\n6Onpwc6dOxEKhWCz2XiecLlcXKcWiURgtVrhcrmg1+uRTqfR1dUFs9nMzhIkBTU5OYl/C9+Irt7L\ncKvD+H72g7iUXES93oisUS1xvV7H0NAQFhcXYTabuUHF5/PBarWiXq8jnU6zTWR3dzf6+/uhVCox\nODjIuoYkI2MwGOD1ells/sUXX0QymYTZbIbL5UK1WmWRayq7oYYU0uubmZnBwMAADAYDCoUCa+YV\nCgWu1XM4HDwvzc/PY3h4GEajkdPbCwsLLBdG56tSqdjPl74/pBuo0Wi4s5e+R2JlCJn0bT5k0rcG\niIkQ/b5cKrNd2ne55o5Ot2slm9T51TpW8f46EZFuu13wt6A48iwMjgPIFYpXdOdKaQm2G6v4tU6t\n7aSuCU0sfr8fd955J6anp1m9fmFhgT0sK5UKnnnmGVb4V6lUnI75+7//e3zzm9/Ee9/7XiSTScTj\ncSQSCSSTSRw+fBgf//jHsWfPnqZxZDIZvP/978d3vvMduN1uCIIAj8cDnU4Hm82GQCDAsggulwvz\n8/NQKBSIx+PQarWsPTY5OYmBgQH+u8mTo4z1RuscRQ9vIoHi7nrxvU8R+ampqSanmXK5DL1ej56e\nHmi1WiQSCczPz2N2dhZ33HEHdu7cyR3ppG9XLBYxNjbGDkM9PT0wGAwIh8PI5RpuEl1dXdxY0NfX\nh/n5eczNzaFcLnNzhMfjYbFhl8vFadxKpYJYLIa+vj6uqXvuueeQSCQwMDDA0TQArFtKRKVer2Nk\nZAROpxN6vZ5lViqVCnK5HP4Dn4TfWES5akMgMM7yLxaLhRu1yDGE5E8CgQDXvpEI9sWLF7kWeWho\nCCqViqNkFHE8dOgQZmZm0N/fj1AoxNI55L3rdDpx8eJFOJ1OeL1e9Pb24ty5c1AqlVznFwqFOM1b\nLpeRSqVgsVgQCoWg1+uRzWYxNzfHx83n86hUKpiensbBgwfh9XpZ4N5oNPIigMg3OXEAr9ln7tq1\ni7cTmwDQ/mVsDWTStwaIJ0MAayJPayZfr6KVIPT397dt0KDtO4lIire7gni6bmgaG9DcnbvUPulz\n4rEvR5bpdzHJW0pyxuVyIZFIoFqtYnp6GmazGb29vXxdyMKIOmqplmVgYAA/+tGP+PeTJ09Cp9Ph\nxz/+MY4ePYojR47gE5/4BO644w6MjY3hd37ndxAOh7luiVbaBoMBPp8Pb33rWxGNRrG4uAiXywWz\n2YzLly/DbDbDZDJBoVCgXq+zVVWn3wkZMlYKp9PZdC+10wWle1P8HpUpUFRnYaFR2+bxeDg1CwAX\nLlyAy+XCwsIC9u7dC6AxH5lMJqTTaZw+fZqbPGw2G4LBIICGE9GxY8e4616j0WBmZobtxcgj2Gw2\nQ6/XIxAIYHR0FPV6HV6vFxqNBna7nSPxBoMBfr8fx44dw5kzZ5DP51EsFvm+czqdOH78ONfiBQIB\nrrOl6DxlD3K5HPr6+uD3+7GwsIBEYhYGgwEulwvXXXcdAPCC0uv1IhAIYGFhgaOQREzPnDkDoJEZ\noEWhx+Phjt7Tp09DEATuXrbZbE1aiKQjqNfruetfp9PB4/FgfHwcJpMJIyMjABp1jqVSCX6/H36/\nHy+++CJvT/WUJOycyWSg1Wp5fiTv5P7+fl7AiqW2xKVE4jpQqY5u4DXLP0rly9h8yKRvDWglTJ0Q\nttZC6Xb7ou2lnDFoH52kZdvtW/xeJ4RCvN1SXb6ridKttJMZuJJgt/oU01jOnj0LrVaL7u5uFAoF\nLCwsYGFhAf39/VzXQiloQRCQTqeRSqVQr9dx6dIlaDQa1v2iSMXw8DD27NmDubk5HDlyBPv27cP4\n+DgGBgbgcDhYe0+r1XKBOhVb08MvGAzi/PnzXCtEorP00PR4PCsuEZAhY7UQ3z/iei2xIgCBvo+0\nTSQS4W5enU6HeDwOl8uFW2+9FYVCgckczVdAgyR0d3fj8uXLsFqt0Ov17N4DAH6/H4uLi+y0QyLR\nJpOJaw5JBiabzcLn88FisbD+ZigU4jQpNYbQ4o0WVna7ne0bgQaxHRwcxHXXXcd1cGKNPK/Xy5F6\nimSmUimO4hkMBq4rpi7cer3OjSiVSgXRaBQA0Nvby5IrarWaJVByuRySySR27tyJiYkJOJ1OLC4u\nwu/3s8RULBZjzUKKqpLoNACuEx4dHYXT6cQzzzzDhBho1DzTdVcoFLBareyeQRFLikSK64rFf3fx\nz63d3mJLPLHmo3gey+fzrF4gz2+bC5n0rQFSdXJLYakVtRT5kqp/aJ2QO43SreeN1Y6MrOY47cju\ncp3FrZ8R+xTT58+fP490Oo1EIoE3vOENcLvdnMJIJBLo6urCr/zKr6BWq+Hs2bO4dOkSdyaTOwA1\nWFCq1WazQalU4uabbwYAdha48cYb8YMf/ABOp5PN5CliR8QvEomwPZzJZILNZsP58+fhcrngcDg4\nYiBOicsToozNQKvPN9Cs3zkxMQHgSltGIhLiTl4SBBZbCVKNIJECatK64YYbsLCwgMHBQajV6ibt\nv0KhgHK5DK1Wi2KxiEwmwy4UO3bsgNVq5Ro6k8nE6U6ShgEaIs4ulwsmU8PNY+/evdBoNOjr6+OU\n7fT0NItNezwe2O127mo9fvw4LBYLC0u/8MILmJmZQSqV4qYIqs8FwA4VXq+XpZeoxnlubg5qtZoj\ncD6fD9VqFaFQCPV6HVqtFvF4nGshDx06hPHxcRSLRZRKJRQKBZw8eRIGgwHZbBbz8/Po6+tDd3c3\ni1+TxaZCoeC/ndFo5G5eskm75ZZbODVPHr61Wg0WiwVKpRJqtRparZYJe7syE6l5mRbTdrsdsVgM\nbre7KcghtuqTF7WbD5n0rRCd1t5JYaWRm9Y05Vr2tRJccY7hxwHHAcDQxcdeSSRvuRrETs5tKYJN\nJFhsH5XL5Tg6oFarMTc3x918NLnu2LED3d3dKBaLWFxcxNTUFARB4PQUpVACgQB3N1KdX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X8hA0wzBs4Fi3AnKjl4ztCpn0bQcoFEDorq0ehQwZMmR0hE5JzVLb6bsOrmsKcKOcc2RH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47LHHWLRoETfddBOzZ88WyW1NTQ1XX301H3/8sbBqzM7OZtiwYeTk5ODz+aioqECn0+F2uwkG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\nYmw2Gx6Ph0gk0iOfZv/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LQqEYiu5FHUajkYtnV/GPC76Ux9a3nEV7/reY7WrAbDbT3t7O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\nT5TRp1AoFAqFQnEMoIw+Dm9w+XhB07R/1jTtTU3TQpqmDTmJZDy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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8d50113310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Fig, Ax = plt.subplots(3, 2, figsize=(6.5, 10))\n",
    "mag_lims = [16, 18, 20, 22, 24, 26, 28]\n",
    "\n",
    "for im in range(len(mag_lims)-1):\n",
    "    ax = Ax.flatten()[im]\n",
    "    ax.axes.set_aspect('equal')\n",
    "    mag = np.logical_and(photometry['r_any_mag'] >= mag_lims[im], photometry['r_any_mag'] < mag_lims[im+1])\n",
    "\n",
    "    fraction = (np.sum(mag*good) / np.sum(good).astype('float'))\n",
    "    \n",
    "    corner.hist2d(np.log10(best[good*mag]), np.log10(photoz['chi_r_stellar'])[good*mag], ax=ax, bins=50, \n",
    "              plot_datapoints=True, plot_density=True)\n",
    "    ax.plot([-3,3],[-3,3], zorder=10000, color='orange', lw=2, ls='--')\n",
    "\n",
    "    ax.set_xlim([-2, 3])\n",
    "    ax.set_ylim([-2, 3])\n",
    "    \n",
    "    ax.set_title('{0:d} < {1} < {2:d}'.format(mag_lims[im], '$r$',mag_lims[im+1]), size=10)\n",
    "    ax.set_xlabel(r'$\\log_{10}\\chi^{2}_{\\rm{r, Star}}$')\n",
    "    ax.set_ylabel(r'$\\log_{10}\\chi^{2}_{\\rm{r, Gal}}$')\n",
    "    ax.text(2.8, -1.8, '{0:.1f}% of sources'.format(fraction*100),\n",
    "            horizontalalignment='right', verticalalignment='bottom')\n",
    "\n",
    "Fig.tight_layout()\n",
    "Fig.savefig('plots/dmu24_ELAIS-N1_chi2_galaxy_star_comparison.png', format='png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### Photo-z vs Spec-z Visual Comparison\n",
    "  \n",
    "As plots of photo-z vs spec-z are commonly presented in order to allow the visual inspection of the relative precision and biases of photo-z estimates, we provide a version here for reference. However, instead of choosing a single value to represent the photometric redshift (e.g. median or peak of the $P(z)$) we stack the full $P(z)$ of all the sources within each spectroscopic redshift bin."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/software/local/lib64/python2.7/site-packages/ipykernel/__main__.py:44: RuntimeWarning: invalid value encountered in divide\n"
     ]
    },
    {
     "data": {
      "image/png": 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KEQDwOgXi5CQQvMy+nlvZdtI+Q35u+RyHKKEKhcBvn8J68xXttn3Ygj2ftmLB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\nU/x/8UAg4dnjwBgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8d4b5af350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pz2d_gal = pz2d_stack(photoz_pdf[zs_gal,:], z_spec[zs_gal], photoz_zgrid, 5)\n",
    "pz2d_agn = pz2d_stack(photoz_pdf[zs_agn,:], z_spec[zs_agn], photoz_zgrid, 10)  \n",
    "\n",
    "Fig, Ax = plt.subplots(1, 2, figsize=(8,4))\n",
    "\n",
    "X, Y = np.meshgrid(photoz_zgrid, photoz_zgrid)\n",
    "\n",
    "Ax[0].pcolormesh(X, Y, pz2d_gal, cmap='magma_r', \n",
    "                 vmin=0, vmax=np.percentile(pz2d_gal, 99.9))\n",
    "\n",
    "#             extent=[photoz_zgrid.min(), photoz_zgrid.max(), \n",
    "#             photoz_zgrid.min(), photoz_zgrid.max()], \n",
    "\n",
    "Ax[1].pcolormesh(X, Y, pz2d_agn, cmap='magma_r', \n",
    "             vmin=0, vmax=np.percentile(pz2d_agn, 99.9))\n",
    "\n",
    "Ax[0].set_title('Galaxies')\n",
    "Ax[1].set_title('AGN')\n",
    "\n",
    "Ax[0].set_xlim([0, np.ceil(z_spec[zs_gal].max())])\n",
    "Ax[0].set_ylim([0, np.ceil(z_spec[zs_gal].max())])\n",
    "\n",
    "Ax[1].set_xlim([0, np.ceil(z_spec[zs_agn].max())])\n",
    "Ax[1].set_ylim([0, np.ceil(z_spec[zs_agn].max())])\n",
    "\n",
    "\n",
    "for ax in Ax:\n",
    "    ax.set_xlabel('$z_{spec}$', size=12)\n",
    "    ax.set_ylabel('$z_{phot}$', size=12)\n",
    "\n",
    "    ax.plot(photoz_zgrid, photoz_zgrid, color='0.5', lw=2)\n",
    "    ax.plot(photoz_zgrid, (1+0.15)*photoz_zgrid, color='0.5', ls='--')\n",
    "    ax.plot(photoz_zgrid, (1-0.15)*photoz_zgrid, color='0.5', ls='--')\n",
    "    \n",
    "Fig.savefig('plots/dmu24_ELAIS-N1_specz_vs_photz_pz.png', format='png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Photo-z Statistics\n",
    "\n",
    "Metrics for photometric redshift precision and accuracy are defined as in Duncan et al. (2017, and references therein).\n",
    "\n",
    "| Metric | | Definition |\n",
    "|----------------|-------------|----------------------|\n",
    "|$\\sigma_{f}$ | Scatter - all galaxies | $\\text{rms}(\\Delta z / (1+z_{\\text{spec}}))$ |\n",
    "|$\\sigma_{\\text{NMAD}}$ | Normalised median absolute deviation | $1.48 \\times \\text{median} ( \\left | \\Delta z \\right | / (1+z_{\\text{spec}}))$ |\n",
    "|Bias | | $\\text{median} (\\Delta z )$|\n",
    "|O$_{f}$ | Outlier fraction | Outliers defined as $\\left | \\Delta z \\right | / (1+z_{\\text{spec}}) > 0.2$ |\n",
    "|$\\sigma_{\\text{O}_{f}}$ | Scatter excluding O$_{f}$ outliers |  $ \\text{rms}[\\Delta z / (1+z_{\\text{spec}})]$ |\n",
    "|$\\overline{\\rm{CRPS}}$ | Mean continuous ranked probability score | $\\overline{\\rm{CRPS}} = \\frac{1}{N} \\sum_{i=1}^{N} \\int_{-\\infty}^{+\\infty} [ \\rm{CDF}_{i}(z) -  \\rm{CDF}_{z_{s},i}(z)]^{2} dz$ |\n",
    "\n",
    "\n",
    "#### Quality statistics as a function of redshift\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/software/local/lib64/python2.7/site-packages/ipykernel/__main__.py:76: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    }
   ],
   "source": [
    "gal_z_binedges = np.linspace(0, np.ceil(np.percentile(z_spec[zs_gal],99)), 9)\n",
    "agn_z_binedges = np.linspace(0, np.ceil(np.percentile(z_spec[zs_agn],99)), 9)\n",
    "\n",
    "gal_z_bins = 0.5*(gal_z_binedges[:-1] + gal_z_binedges[1:])\n",
    "agn_z_bins = 0.5*(agn_z_binedges[:-1] + agn_z_binedges[1:])\n",
    "\n",
    "galaxy_statistics_vs_z = []\n",
    "galaxy_crps_vs_z = []\n",
    "\n",
    "for i, zmin in enumerate(gal_z_binedges[:-1]):\n",
    "    zcut = np.logical_and(z_spec >= zmin, z_spec < gal_z_binedges[i+1])\n",
    "    galaxy_statistics_vs_z.append(calcStats(photoz['z1_median'][zs_gal*zcut], z_spec[zs_gal*zcut]))\n",
    "    \n",
    "    pzs = photoz_pdf[zs_gal*zcut,:]\n",
    "    zs = z_spec[zs_gal*zcut]\n",
    "    galaxy_crps_vs_z.append(np.nanmean([ps.crps_ensemble(zs[i], \n",
    "                                                         forecasts=photoz_zgrid, \n",
    "                                                         weights=pzs[i]) for i in range(len(zs))]))\n",
    "    \n",
    "galaxy_statistics_vs_z = np.array(galaxy_statistics_vs_z)\n",
    "    \n",
    "agn_statistics_vs_z = []\n",
    "agn_crps_vs_z = []\n",
    "\n",
    "for i, zmin in enumerate(agn_z_binedges[:-1]):\n",
    "    zcut = np.logical_and(z_spec >= zmin, z_spec < agn_z_binedges[i+1])\n",
    "    agn_statistics_vs_z.append(calcStats(photoz['z1_median'][zs_agn*zcut], z_spec[zs_agn*zcut])) \n",
    "\n",
    "    pzs = photoz_pdf[zs_agn*zcut,:]\n",
    "    zs = z_spec[zs_agn*zcut]\n",
    "    agn_crps_vs_z.append(np.nanmean([ps.crps_ensemble(zs[i], \n",
    "                                                     forecasts=photoz_zgrid, \n",
    "                                                     weights=pzs[i]) for i in range(len(zs))]))\n",
    "    \n",
    "agn_statistics_vs_z = np.array(agn_statistics_vs_z)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Q74cfrA5f2nvU6yQwkK6vvkrN9u0BSD1wgNVjx5KVkmJzMuULrqws4ubPt54E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\nk5D4a63n6XLrTmqtC7XWLwBNqnl9IYQQot6pbjgfPc/rB6t5fSGEEKL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ZAAAg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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8d50113dd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Fig, Ax = plt.subplots(3,1, sharex=True, figsize=(5,8))\n",
    "\n",
    "Ax[0].plot(gal_z_bins, galaxy_statistics_vs_z[:,1], color='steelblue', lw=2, label='Galaxy')\n",
    "Ax[0].plot(agn_z_bins, agn_statistics_vs_z[:,1], color='firebrick', lw=2, label='AGN')\n",
    "Ax[0].set_ylabel(r'$\\sigma_{\\rm{NMAD}}$', size=12)\n",
    "\n",
    "Ax[1].plot(gal_z_bins, galaxy_statistics_vs_z[:,3], color='steelblue', lw=2, label='Galaxy')\n",
    "Ax[1].plot(agn_z_bins, agn_statistics_vs_z[:,3], color='firebrick', lw=2, label='AGN')\n",
    "Ax[1].set_ylabel(r'$\\rm{OLF}$')\n",
    "\n",
    "Ax[2].plot(gal_z_bins, galaxy_crps_vs_z, color='steelblue', lw=2, label='Galaxy')\n",
    "Ax[2].plot(agn_z_bins, agn_crps_vs_z, color='firebrick', lw=2, label='AGN')\n",
    "Ax[2].set_ylabel(r'$\\overline{\\rm{CRPS}}$')\n",
    "\n",
    "Leg = Ax[2].legend(loc='upper left', frameon=False)\n",
    "\n",
    "Ax[2].set_xlim([0, z_spec[zs_agn].max()])\n",
    "Ax[2].set_xlabel('$z_{spec}$', size=12)\n",
    "Tw = Ax[0].twiny()\n",
    "Tw.set_xlim([0, z_spec[zs_agn].max()])\n",
    "Tw.set_xlabel('$z_{spec}$', size=12)\n",
    "\n",
    "Fig.tight_layout()\n",
    "Fig.savefig('plots/dmu24_ELAIS-N1_stats_vs_z.png', format='png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "#### Quality as a function of optical magnitude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "zs_gal_mag = np.logical_and(z_spec >= 0, AGN == 0) * (photometry['r_any_mag'] > 0.)\n",
    "zs_agn_mag = np.logical_and(z_spec >= 0, AGN == 1) * (photometry['r_any_mag'] > 0.)\n",
    "\n",
    "gal_mag_binedges = np.linspace(*np.percentile(photometry['r_any_mag'][zs_gal_mag],[1,99]), num=9)\n",
    "agn_mag_binedges = np.linspace(*np.percentile(photometry['r_any_mag'][zs_agn_mag],[1,99]), num=9)\n",
    "\n",
    "gal_mag_bins = 0.5*(gal_mag_binedges[:-1] + gal_mag_binedges[1:])\n",
    "agn_mag_bins = 0.5*(agn_mag_binedges[:-1] + agn_mag_binedges[1:])\n",
    "\n",
    "galaxy_statistics_vs_mag = []\n",
    "galaxy_crps_vs_mag = []\n",
    "\n",
    "mag = photometry['r_any_mag']\n",
    "\n",
    "for i, mmin in enumerate(gal_mag_binedges[:-1]):\n",
    "    mcut = np.logical_and(mag >= mmin, mag < gal_mag_binedges[i+1])\n",
    "    galaxy_statistics_vs_mag.append(calcStats(photoz['z1_median'][zs_gal_mag*mcut], z_spec[zs_gal_mag*mcut]))\n",
    "    \n",
    "    pzs = photoz_pdf[zs_gal_mag*mcut,:]\n",
    "    zs = z_spec[zs_gal_mag*mcut]\n",
    "    galaxy_crps_vs_mag.append(np.nanmean([ps.crps_ensemble(zs[i], \n",
    "                                                         forecasts=photoz_zgrid, \n",
    "                                                         weights=pzs[i]) for i in range(len(zs))]))\n",
    "    \n",
    "galaxy_statistics_vs_mag = np.array(galaxy_statistics_vs_mag)\n",
    "\n",
    "agn_statistics_vs_mag = []\n",
    "agn_crps_vs_mag = []\n",
    "\n",
    "for i, mmin in enumerate(agn_mag_binedges[:-1]):\n",
    "    mcut = np.logical_and(mag >= mmin, mag < agn_mag_binedges[i+1])\n",
    "    agn_statistics_vs_mag.append(calcStats(photoz['z1_median'][zs_agn_mag*mcut], z_spec[zs_agn_mag*mcut])) \n",
    "\n",
    "    pzs = photoz_pdf[zs_agn_mag*mcut,:]\n",
    "    zs = z_spec[zs_agn_mag*mcut]\n",
    "    agn_crps_vs_mag.append(np.nanmean([ps.crps_ensemble(zs[i], \n",
    "                                                     forecasts=photoz_zgrid, \n",
    "                                                     weights=pzs[i]) for i in range(len(zs))]))\n",
    "    \n",
    "agn_statistics_vs_mag = np.array(agn_statistics_vs_mag)   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Sp6kmsndvBk6cyMglSzhn/nz6/OxnhMTEVJzP372bLdOn89GFF7Ls6qv5/tVXKcrKCmDE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\n1tvSD5NfVFrvtZ3Cgjmmm89wdbdYju4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9UKmIyPk5tnIlX9x3H7iyMPH55+k+bdoFnbM5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\nz1K/zeHFZV9xJK+IwADD+KHdW/T7KaRFRETOILughFdW7mb97mPuttc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CDHRsF9ogvLt0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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8d50113e50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Fig, Ax = plt.subplots(3,1, sharex=True, figsize=(5,8))\n",
    "\n",
    "Ax[0].plot(gal_mag_bins, galaxy_statistics_vs_mag[:,1], color='steelblue', lw=2, label='Galaxy')\n",
    "Ax[0].plot(agn_mag_bins, agn_statistics_vs_mag[:,1], color='firebrick', lw=2, label='AGN')\n",
    "Ax[0].set_ylabel(r'$\\sigma_{\\rm{NMAD}}$', size=12)\n",
    "\n",
    "Ax[1].plot(gal_mag_bins, galaxy_statistics_vs_mag[:,3], color='steelblue', lw=2, label='Galaxy')\n",
    "Ax[1].plot(agn_mag_bins, agn_statistics_vs_mag[:,3], color='firebrick', lw=2, label='AGN')\n",
    "Ax[1].set_ylabel(r'$\\rm{OLF}$')\n",
    "\n",
    "Ax[2].plot(gal_mag_bins, galaxy_crps_vs_mag, color='steelblue', lw=2, label='Galaxy')\n",
    "Ax[2].plot(agn_mag_bins, agn_crps_vs_mag, color='firebrick', lw=2, label='AGN')\n",
    "Ax[2].set_ylabel(r'$\\overline{\\rm{CRPS}}$')\n",
    "\n",
    "Leg = Ax[2].legend(loc='upper left', frameon=False)\n",
    "\n",
    "#Ax[2].set_xlim([0, z_spec[zs_agn].max()])\n",
    "Ax[2].set_xlabel('$r$', size=12)\n",
    "Tw = Ax[0].twiny()\n",
    "Tw.set_xlim(Ax[2].get_xlim())\n",
    "Tw.set_xlabel('$r$', size=12)\n",
    "\n",
    "Fig.tight_layout()\n",
    "Fig.savefig('plots/dmu24_ELAIS-N1_stats_vs_mag.png', format='png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Accuracy of the photometric redshift probability distribution\n",
    "\n",
    "Following Duncan et al. (2017) we calibrate the accuracy of the redshift PDF by scaling the input PDFs to the hierarchical Bayesian combination depending on the optical magnitude of a source in the band chosen for calibration. The diagnostic plot which best illustrates the overall redshift PDF accuracy is the Q-Q plot ($\\hat{F}(c)$): \n",
    "\n",
    ">To quantify the over- or under-confidence of our photometric redshift estimates, we follow the example of Wittman et al. (2016) and calculate the distribution of threshold credible intervals, $c$, where the spectroscopic redshift is just included.\n",
    "For a set of redshift PDFs which perfectly represent the redshift uncertainty (e.g. 10% of galaxies have the true redshift within the 10% credible interval, 20% within their 20% credible interval, etc.), the expected distribution of $c$ values should be constant between 0 and 1.\n",
    "The cumulative distribution, $\\hat{F}(c)$, should therefore follow a straight 1:1 relation.\n",
    "Curves which fall below this expected 1:1 relation therefore indicate that there is overconfidence in the photometric redshift errors; the $P(z)$s are too sharp. - _Duncan et al. (2017)_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/software/local/lib64/python2.7/site-packages/ipykernel/__main__.py:94: RuntimeWarning: invalid value encountered in less\n"
     ]
    },
    {
     "data": {
      "image/png": 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rKi6vrO5nMgCtsVhbpuNJyTTK2iilRgLr169fz8iRI1vbHEEQjgNqLiRMSEjg\n9ttvD5keX0Wpp5y3Mz5ndd4mPNpc0+X2eag03LXSDk/uzy/7/IyusebkFEN7WXToDnIqN4Wk6xzd\nk3Oi/KJiH4Kl7Qd12rrgmy38at+noMDihH5PH+apD69n1KhRAKO01vXP+W8E0hIRBEFogHAr0a+5\n5ppaAmJogy+zv+P1/R9T4ikPV1SAtlFJ3Nz7Yia0Gx7Sat+Q/3JAQGKsbemffDE946eQ6F2LLvGL\nSNSkesvOKy8Hf5HKW9uDRHMiIiIIglAPkbgycXorWJqzjoVZK0kvzwyER1vstIkyZ05ZlIVusR3o\nG59K34RUTkvqg8MaFVLXgbJv2Fr4jpkeG1O6/JH2jsEAGOXPBdKp6Mn12pxX7qxO6wOrRUREEATh\nmNOQgOwuPcDCrJUsz1lfq6tqUvuR3Jj2U9pFJ0dUV5kni5XZTwTOR7W7PSAgWnvA7fedpZLBflq9\nZRU4q1tBFi9YREQEQRCOPRkZGbUEpE3bNizN/p4Fh5ezp+xgrTz9E3pwdc8ZjEgZEHE9WmvW5PwJ\nt2FO302Nm8zA5KCBc89G0H7vFdETUar+mVZFrkrwN3KUR1oigiAIrcLAgQOZNWsWy5Yt45prrqHY\nUcHTP/yVHaXpIelirNFM6TCG6Z3HkxbftdH1HChfzmHnGgBibR0Y3/F3IeMY2lXtkVdFn9VgeaVu\nV0BELB4tIiIIgtBajBgxguRe7XkvdylfZK0MWVXeJ74753cez6QOo4ix1p6lFQkeo4K1uc8Hzse0\nu4soaw3Hq64V/gMF0Q2vlyr1VnetWTy02PReEBERBEGoRdWaju3F+/ky+zs2F4e6D+oW05Hb+lzK\n8JT+R13XpoLXKfdmk6B8TIyz0tb1FwzXnKAUGry7zEP7UJSlYb9czmARcWtsLeQ3C0REBEE4hanw\nuViRs55v837A6a0EwMDgsDOXcl9FrfTRlihm95jGT7tOwW45utunz3BxsHwlWwvfJVoZTI0tIUH5\nwJtXZx4VXf/U3ioqjer9hixujVVaIoIgCM3HvrLDLMxaybKctVT4GvbJ1jWmA9M7j2Nqx7Ek2uOO\nqu4S9yF+KPgXB8u+xaudWNBMjikhweL3yosdVJhbs7U3xF4ZUR0uXS0iVpfGZpUxEUEQhKPCY3hY\nnrOBhVkrQwbGbR5F972xHOjtxGc3xzvaRiXRJ6E7feNTGZLUh8FJvZtlwV6Raz+LDt+BQ+eSrDQo\nGBhVQQcLZC5cAAAgAElEQVSr/6Zv6YBq+z+UNbwPukhx62pnqhYXLebBF05QEVFK3Q78BugE/Ajc\nqbVeW0/6u4FfAKlAHvA/4EGttbiFFYRTgHUF23h5zwdkVuaGhMf6ohi2pR2+IhfDLb256qqrcDgc\nLWJDoWsviw/fwXDbIfpGhbn1qFhUyj8bJSA+wyAjq5B9h/LYeyiPfYfy2XMwj8p2oS0Rews5X4QT\nUESUUj8H/gzcAnwP3AMsUkr101rX6kxUSl0BPA1cB6wG+gH/xnRL9ptjZLYgCK1AVkUur+//mJV5\nP4aE94zrwrkpp5O5aCe5ReY2C8XFxTidzhYRkfzKnSzJvIe+1qzwAoIFlTQHZR8UUXlen8HCldt4\n9cM1ZOWV1E7QMWhXQ7fGKi2REO4BXtZavwmglPoFMAO4AXg2TPozgW+11u/5zw8opd4FIne/KQjC\ncY2hDbIrCwLbye4vz2Rh5rdsLNoZkm5wYm+u6zWTHraOvPXWW+T69+kJLCRswo6E9dvlZXPhW2zK\nf51UWzkjoqvdkRDzM1CxgEJFT0I1MHW3pLySfYfy2ZWRw3+X/MCBI7X33gGIjrJhi9a4Mbu0rJXS\nEgmglLIDo4CnqsK01lop9SWmWIRjFXClUmqM1nqtUioNOB+zNSIIwgnOvrLDPL39NTIrcutMk2xP\n4Ia0Czm7wxgqKioa9IXVHBS4drEy+0kKXLtpb/UwzlEaiFPx96Hib64zb3mFm1U/7mf7/iOBLqrc\nwrKwaccMTmXUwO6kdW1LWve2dGmfxLi3XsSJufuhpUITFd1yt/oTSkSAdoAVyK4Rng2EnbCttX5X\nKdUO+FaZI2NW4CWt9TMtaqkgCC3OipwN/HXXO7gMT9j4To62/KTzOKZ3Hk+8LTYiZ4pHi0972FTw\nBpsL3kTjAzTjHGUEJkjF/AzibsLr9XHgSCHpWQW43ebMLLfHy+pN6az8YR8uj6/OOgBGDujGrZeO\nZ3j/2ivk3YbPvNMBVjfYE0REGkIBYTdGUUpNBn6HObD+PdAH+JtSKktr/US4PIIgHJ9orTni39hp\nY9EOFh9ZE4jrGdeFXnFdAHBYoxnXdijDU/oHdgkE8Pl8eL3moHNLCEhe5XZWZj9JkXtfIKyfoy2J\nlnzTftswFqy9mA+/fpt9h/Lx+oy6igohITaa3t3b0btbO9K6tWVQWicG9upY54yxEBHxaOxR0p1V\nRR7gAzrWCO9A7dZJFY8Bb2qtX/efb1VKxQMvA/WKyD333ENSUlJI2OzZs5k9e3Zj7RYE4SjQWrMq\nfxOv7vuI7Mr8WvFTO57OHX1/TpTFXm85CQkJXHvttcyfP58ZM2Y0m4D4DBc/FLzG1sJ5/tYHgJXO\nXMwg9X0g3R/fS+PjNcvDFxJESkIMZ5/ejwkj0ujTvR3tU+LDCsaPh7L48dARaj5D569ZS8m6HwAo\nT/eReSCKrzI/avL11ccJJSJaa49Saj0wFfgYwN9FNRX4Wx3ZYoGacm/4sypdz9aOc+bMkZ0NBaEV\nKHKXBhYBlnmdvJX+GesLt9dKZ1NWbki7kFldzop4HUeVkDQXuZVb+fbIE5R4MqrDspJZ+vFo4nUB\n59y3HoDD+Ql8+l37QJpeXdvSu1s7endrS0Jctd+tHp3bMHJgd2z1rDL/Pv0Q//h6Dd+l1/YiDBBz\n+jAcE4eChn5/q+AnIzsx+baxVTsbNisnlIj4+Qvwb7+YVE3xjQXeAFBKvQkc0lr/zp/+E+AepdQP\nwHdAX8zWyYL6BEQQhJYlz1XE8pz1AbHwaR8Zziz2lB4k311cZ77BiWkMT+lPn/ju9E/sSZI9vs60\nLYnXcLHq8N/ZXzEflHkr8fkU61YMYuPK/hiGhesv+iaQ/n+rTsPQFs4Y0oNbLx3PoLTI1oNorSl0\nVrD5cDbfpx9k9f6DbMvKqT9T0K6GaI0tqv4W2tFwwomI1vp9/0D5Y5jdWj8A07TWVVMzugHeoCyP\nY7Y8Hge6ArmYrZiHj5nRgiAE8Bo+Fhz+mnkZC8PuOV4X7aKSuaX3xYxrN6xFt3ttCMPw8emGj8hU\nrxKTWBS4YeccTmHZJ6MZkjqKn52bQLTNyczTzV50tzea2OTZvPzwkLAD4QAuj5eV+zLYl1vA4aIS\nMotLOVxUTGZRKU5P+IkDPdokc/XYEaTExgB+wfFU8OzOryn1urC6NBiGrFividZ6LjC3jriza5xX\nCcjjx8A0QRDqYWdJBs/vmkeGM6vONHHWGHrHd6NNVGIgrEdcF2Z2nRSxu3WtdbMITV7lNko95na3\nGoMc5xa25S7CmlRKjD+N12th7deDSPKcz9/uHk+f7u3xGQZlhf8kymO2skot0znjzGGAOY4RTLnL\nzaJtu1m4dRcllS5/XRosoK3+91iNtgJWjbZqEmMd9O3Qlm4pSaxxZZBfXE5+pZOs8lJKPdWLGS1u\nDVpjj5LZWYIgnOAsylrN3D3v49XmwLNCMb3zOM5oO7TqYZ6OjrZ0jmkXMqOqsTidTubNm8fEiRPp\n379prtorvAV8l/scGWVf14oL1rHC7A7EFV3L7ElDOVReygurv2Pb/ByyS4r5+LJ3SPDPy7n2fQf7\niv5jioMVjCgdEARt9YtFctCxlUALJxyFOPm+0Mn3heHHRKpwHDHAkBXrgiCcwHgNH6/sm8+nmdXj\nA33iu3N738vol9CjWesKXgfy/vvvc/nll9O3b9+I8xvay/7SJazNfR6XEcadCODzWjiQ3hG7Op0D\nRX1Yf/gwJVv2BQQBi2ZK/wxSk8z83xzpyo6oeHQXNzrKbFm0BNFWGx1i4uib1I7+Ke1Z+PwqorZ5\nzDERu7REBEE4AdldeoC5e95nV+mBQNgFXSZxc9pF2CzN+3RccyFhbGwsKSkpDeYztJcs53oyypZx\noHwFLl9RdZmuKL5LT8OlbGirptTrYE9hB1w+uzmYrnZD+9plXj14S+D435kDMeIjWw9iVYo2jlja\nOmJp54gLeW/riKVdjHkcb48ONFTsFittHbHE2uwhXXjf7lqB2wBtGNikO0sQhBOJUo+TtzM+47PM\nbwP+rGzKyu19L+O8TnV5KGo6jV2JrrVBpvN70suWcrBsRdhWx+a8Lny+fwhOb5hxmHpaE33iCpnQ\n1hxHSXcmsCyveyCua1wi/ZLb0y+5HV3jEmnriKONI4b2jjjaOuJIinZgaaZJA16vX7i0loF1QRCO\nf7TW7C47wOeZK1mRuwFX0Myr1NhO/KrfFQxI7Nns9TZWQIrd6azMforcyi214tw+K7uLOrAhJ5U9\nRUFrmg3zFa1s2K0WbFYrMTYbXeITSU1Kpp0jzmwxxMRyuuPVQDav40oWnD870JJw2Fpuqm0wPp+B\nYfhXMBjSnSUIwnGM01vJ8pz1LDyykr1lh0LiHJYorugxnQu7Tm727isAj8cTsYAY2su2wv+wseBf\nGLpa4DxeGztzO7K1pDO7izrgMWxggMVpwVpuoZMtgQtPG8TFwweT1r5+L7/aKEbnLjMXkKs4+na6\nGWVJaNZrjgSPO2iVg5aBdUEQjkP2lh1kYdYqvs5ZV2uL2Virg7M7juHSbufQ3tHwuERTsdls9OvX\nj+zs7LACYo53rDPHO8pW4DKqFzHmV8Tx5YGB7CrqiNeovskOjPJx16DB9Gnbhg4J8SQ4ov1jDUfQ\nniP12qMrF4L2780ec1GrCAiAJ9h5o2HIFF9BEI4fvsndyPxDS9lVmlErrl9CKj/pNJ6zOozEEeGa\njqNBKcWUKVOIjo6mT5++lLgUG7/bSnrxaspta4lrv5MoR+iCRkPDmqw0lh4cYLY6/Fi04h+j3Uxr\n+zYBX1RO89UU1xYq9qomX9fR4nZJS0QQhOOQxUdW8/yud0PCYqzRTO4wmumdx9E7vnsdOVsOl8fL\nl1tKuf+VebTrksOUmetI6VVGVM10Piu7CzuyKqs3h0tTsFRYsLoUPROTuWTYaVzZp4wE5100TTJq\nED0ZZUs7+nKaSM3uLBkTEQSh1TlckcPLez4InKfFdeX8zhM4q8MoYm0tsy95Q7g9Xh54/hPWbt/D\n2HM3M3TMXoInN7l8VnYWdmJrfhf2FrTHVx6F1WlhgKMtU/qkcf5p/RnStRPasxNd8Euo8sAbNQms\n3ZpmlCURFXvNUV/b0eAOFhFDyxRfQRBaF6/h47kdbwV8XZ3X6Qzu6ju7VX1YuTyVPP3eXOz913LV\n+ZnERlX7lzpYmsI3h/uwt7ADusROf0cHbk5NY2zP7oxK7UKcPR9d/hboZRjFgGsp6HIzc/R5qOS/\noY5i1XxrE9ISEd9ZgiC0Nu8e+CIwBtLF0Z5bel9yTAWkoqKCqKgoUD6yKtayPW8R6eUr6DU2dLzD\nY1j46sBA1mSmocqs9Ld24OkLpzG8e+dAGm0UoPOvBl8YlyH2oajkP53QAgLgcQcNrMs6EUEQWpOv\nc9bz/oHFAFiw8JsB10TsCLE5KC0r4o03X8USV0bSGSvxWcy9xoO9m7t8Vnbmd2LFjoEU5SeSoh3c\nOfFMrh47ImRfDq1d6MJfhhcQaw9U8ksoFVM77gTDXXNMJMpGoKuumREREQQhLD5t8O/9n/DBoa8C\nYVf2mE7/xOb1d1Ufhwo38fZb7+AqjIVcqLSl0u70bQBUem3sKuzItsyupKd3xiizk+Rw8KszRnDN\n2BEkxoSO02htoIt/C54NZoClAyr5r6BizXNbGkq1zthOcxMyO8u/2NAnIiIIwrGi0F3CnJ3vhOwm\neF6nM/hZ6rnHzIaDhYd4+813cBeZN3lrTCWOPof4MbcbW/O7sC+zIyo/Covbgs1i4YZxI/jFpLEk\nOMK3knTZHKj83DxRsaiUf6Lsg47V5RxTPJ5qEdHawGq3tpCEiIgIghCETxt8nvktb6V/RrnPXDRn\nwcItvS/mgi4TW3wcpNLn5eP923h/2zoG79mFpdTfSoh2831PN1t3TcReEY2Rr7C6zG6qEd078+gF\n59C/Y937pWvnf6H8Zf+ZBZU056QVEAjXErES+fZfjUNERBAEAA45s3l2x79DXJck2uN4cOANDE2O\n3J16U8ivdPLa9rW8u+sHyp1OLs4rw+I0xyYsDheLOtqwFfchschLRbkXC2C3WLj3nAlce8ZILJa6\nxU27VqJLHgmcq4TfoRxTWvR6WpuwYyKRORJuNCIigiBw0JnNAz/+jSJPaSDs3I5jub7XLJKiWs51\nR7G7kle2fs9r29fi9HoAzcVFZTic5lJBa0wlGQlWHh5+BU9+uZyKcvPm2C05kb9cOoOh3erfp1x7\ndqOL7iSwY3bstai41l3DcSzw1FwnYreBq+70R4OIiCCc4hx25vC7TS8EBKR7bEfu6jubQUkts+La\n0JoNuYf5eP82Ptq/lRK3eXeLt1dyQa9N9LaWceSr0SiLJmWo4sYz7uf6t+aTW+YEYFi3zrxy5U9r\nDZzXxBxI/xVoczYX0WejEh5okWs63ghdse5fJyIiIghCc5NZkcuDm16gwG3up5EW15Wnht5Bgj2u\n2erYmJvJZxnbyXGWU+Bysrc4nyxnaUiaPok5XNpnPTHR5oLBTlPXEa+HM6jzr7jr/U9Jzy8EoFfb\nFF664sIGBQQA13Lw7jGPbQNQSX9GqZZbL3E8ISvWBUFocUo95Tyy+SXy3aZn215xXXmyGQUkr6Kc\nZzZ8zX/3bq4zjV1ZGKxzmdX/e6w2s9Pe647D57uEt9Y52Jf3fiBt+/g4/nX1xaTERraOQzvfChyr\n+LtRluYTxuMdWWwoCEKL4tM+/rj9DTIrcwHoEduZJ4feTmIzCEiJu5L3dv/IC5tXBbqqgom22hjX\nqQcJ+Xaydn3L9EvWBASkuLAv//1mGLmlfve5ftrGxfLKVRfRNTkxIhu0dw+4vzVPrN0h+qyjvq4T\niZotEas4YBQEoTl5Ze+H/FC0E4AkezyPnnYrSfb4JpdX7K5kV2Eun6Rv5397N/sHyU0S7NHcO3wi\nk7um0c4RR7w9isWrd/DqzleZ/rPVWK2m19xdB1KZ/+1QtK6eaTW6R1cuGjaIaYP6El/H+o9waOfb\ngWMVe9Up041VRagrePGdJQhCM3GkIp+PM7/mk8wVgLnv+cODbqKDo/4d+8LhMXz85YdvWLBvG5nO\n2nuUA1ycNpgHR51N+5jqFs7WvVm88/VrnH3OloCAbM9IZcHKMWhtLhy8aPggbhw/mp5tG7+hlTZK\noOIj80TFQswljS7jRCd4saGMiQiCcNTsKT3Im+mfsqFwBzpov4zb+17W5FlYf/3xW17csqZWeIzN\nziVpp3HtgFH0TQ5dAJhTUMoLC15gQJxB7rLRdDx7HenlbViwchRaW5javzcP/uQsuqUkNcoWrT3g\nywCt0ZWfg/Z3hcX8FGWJrAvsZKLmplTSEhEEoclklGfxwKa/hWxha1UWrkidznmdzmxSmauOZDB3\n82p/WYqR7bvSL7k9g9t0ZEaPASRF1549VVHp5i8fPUOq1YWnyLyxZ34zko+cbdHawoTePfjrZTOw\nWxt3w9O6Ap13Mfj21oprzd0FW5OQ7XFlUypBEJpKiaecx7b+MyAgHaLbML3zOM7pdAZtopr2hF5Q\n6eSebz4JtGd+M+IsbjvtjHrzlHtyeG31/SSWtg0IiI7y8rmzDYa2cFqXjjx/2QWNFhAAKhaEFRCi\nJqJsfRpf3klAcEvEYlEt6q5GREQQTlK8ho+ntr3Kkcp8AHrHd+PZYXfjsNbcOLZhMkoL2VWUR36l\nk4/3byO7wlzAN75TD24dPLbOfMXudNJLl7Lu0H8o3TQkICCG3ctCdxIl2kqPNsm8fMVPiYtuvF1a\na7TzzeoAxyxQUaCSUHHXNbq8k4XgxYbBrvBbAhERQTgJ2Vt2kHczFrG52Fxsl2xP4P8G3dxoAalv\nrUdKdAx/mXABlhpPuYWufWSULSOjbClF7v34XHayvx4dEBC3xWCxO4lSrJzWpSMvzr6QtvGxTbtQ\n9+rqBYX2kViSn2taOScZwSJitbas00wREUE4SdBasyJ3Ax8d/jqwCyGYM7D+b/BNtHdEPtPJ0Jp3\ndm3kTxuXh13rYVWKP4+fQcfYar9ae0u+YHPhmxS700PSluxMDQhIBfCVL4FSrEzt35s/XTKd2ODd\npRpJyILCuGubXM7JRvA6EZutZac3i4gIwklARnkWL+75b6DlUUWMNZpf9buCAYm9Ii5La81Da77g\n3d0/BsIS7NFc3X8k3eKTaOuIpX9ye3omVotSlnMd32Y/VqusQzlt2eGOJ8aqSPHCUmKpsNi58YwR\n3HvOBKyWpne1aO8Bc290AEsniD6nyWWdbASPibTk9F4QERGEExpDG7yV/jkfHPoSn6729d0rrivn\ndx7P5A6jiLVFvt2r1po/rP0yREAuTjuNB0dNCVnrEYzPcLP88B8D51mH2rAlqzs7D3ajtMLsplJo\nhnZow50jh3HBkP60iWti91Wwrc53wD+8r2KvQKmmt2hONqpmZ2nDwN6C03tBREQQTmjmZXzB+wcX\nB847Odpya+9LGdNmUKNn5Git+eOGr3ljx3oALEoxZ8JMLuxVvXmTYWi27ssiO990oOgzNBtzXqfz\noEwAsg624a1FU/DFmC2MxOhoLh4xmItGDK5306iI7DPK0IU3g3ebP6DSHxMFsZcdVdknG4GWiNGy\na0RAREQQTli+yd3Iuwe+AEChmJ06jUu7n0N0IwfPD5QW8Un6dj7Zv40dRbmB8GfHnR8QkL0H8/j0\nm618+d1OcgrKAmkSksq5/JerADAM+G7dGQEB6Z6SxEe/uKpJs67CUvEBeNbXDo+ZibI0fsX9yUxg\nYF237Gp1EBERhBOSPaUHmbOz2j/UDWkXcnG3sxtVRo6zjCfXL2XB/m214p4YO41Lew8B4JsNe/nt\n3z7B56u9Nd74aT9it/u7Toonss+dCP7dvJ+68LzmExBAu1ZUn9j6AFawdkbF39tsdZxoaK2prKi9\n8W1gYN0wWnShIYiICMIJR5G7lMe3voLLMJ0cntNxLBd1jXy7V69h8O8d65nz4zeUeUJvQCPbd+Wm\nQWM4v8cAAErKK3n6tS8DAmK1WjhjSA9GDOiGJX4b3i5mN5bd0561q7vi8noBxTVjRzCmZ7dmuFoT\nrSvA/Z15YumMavtZi+/3fqzRWrNnRxZFheUNJISswwVsWp/B5g3pFBXUk15rrNKdJQhCFVprnt81\njzx3EQADEntyR9/LIr6h7inO59fffsqP+VmBsOQoBzcPPp1ZvQbRPT45JP3f5i0nv9i8SZ05tCd/\n+MV0khJi8BouFmQ8Q5kXfC47h5ecTvuSQkYSRX5KR+6ZOr6ZrtiPaw3gF7zoSSeVgGit+e6bXbzz\nr+Xs2nq4eQv3eLHZm681GA4REUE4gViYtZLvC7YCpgv3hwbdhN3S8KwkQ2ve3LGepzd8jctXPf3z\n8j7DuH/kWbRx1J4ttXbrAT5ZYdYV64jiwRvPJSnBnOm1pfAtyryZ+Fx2cpdOxFNilpmKhzumTSTm\nKNZ+hEO7lweO1Qm8N4jP6+PrxVtY9sVmKpymKBYVlHMoI69J5cXGRdO7f6dag+fa0Gxc/CM6Ow9b\nl8indzcFERFBOEE46MzmX/s+DJzf3e/KiPxfFVZWcPe3n7A8c18gLC2xDX8aP4NR7buGzVPp8vD0\na0sC53dePpGObcyFhSXuQ2wufNtcif7VGNxFpmA4tSJlxOmMG9C3SddXF1prCIyH2CGqfj9dxyOV\nFW5WLNnKu6+tIPNgQZ3pevXtyLjJA7BY6m9pxcU7OG1ED9L6dcIaxq1JRVkFsxI/A5AxEUEQwGN4\n+dOOfwfGQWZ0nsDpbQc3mG9TXha3Lf+Qw+XV+31cN2AUvx05mRhb+NbC7gO5PPrSQg7nmNvmjujf\nlZ9OGQqYN/Tvc/+Cp1Jz5KvReIpMYXFqxe6ULsw7vwUW/Pn2ge+QeRw1CmVp+uZZLUlpSQVbNmZw\nMD3PFL5A2AF2bT0cdmJCFf0Gd2X2DZM4Y1I/LEexALMKb5AXX5niKwinOF7Dx592vMneMvNG2i2m\nIzek/bTePIfKipm/bwt/37QKt2HeUNo6YpkzYSaT6uje8BkG8z5fz8sfrMLjNfPERNt58MZzsVgU\n5Z4cVuc8w4HC9X4BMVtBTq34WsXxyiUX4GiJp96gWVnHU1dWcWE5mzdmsHl9Ops2ZLB/d3ZAPOpj\n+JheXHHTWQwa1h0wp2c3940+RERkiq8gnLr4tI/ndr7JyrwfALArG/cNuKZOR4qfZ+zgX9vWsiE3\ndIB2RLsuzD3rp3SOC9/9pbXm2Te+4qNl1Y4W+3RvxyO3TqdH5zbsLv6UtXnP4zHK8RQn4y01V687\ntWIpsVwx4QyGduvUHJdc2zZX9XhIS++VrrUm90gx5WW1/YVpNAf357F5gykaGXtzIi63W492DB3V\ng6nnD+O0ET2a0+SweIN9Z0lLRBBOTXzax3M73uKb3I2AfyvbwTfRJ6F72PT/3rGeR75fUiv82v4j\neWj0VKLq2avj/cUbAwKiFFx1/mhuuWQcUXYbu4s/ZVXOU4G0nvhKtie76ZoXy2prAjeeNY6bJ4w5\nmkutE22Ug3uteWLpAtbezV5HhdPF8sVb+GHtfjZvyCAvJ/xWv/WhlKJ3v04MGdWDAad1I8r/9G+1\nWek7sDNt2iU0UELz4g3aHtcqYyKCcOpR6innme1vsLFoJ1AtIKPbDAqb/j+7fwwRkP7J7ZnVayAX\n9BxIj4T6vfeu2ZzOX9+pftp/9Nbp/GT8QAAqfUWsz/t7IG7T3h58tWE4le4oYtNSefeCqaS2Sa5V\nZrPhXgOY40BEn9WsU3vLyyr55P3v+eDt1ZQUOxuV12JR9BnQmaGjejJkZE9OG5FKfELkPspaGp+M\niQjCqUt6eSaPb30lsJmUTVl5aNCNjGkTfiD9w31beHD1wsD5HUPG8ZsRkyKrK7OAh/7+GYa/L/+6\nWacHBARgQ96LuAzzyXzr/lQ+W3M6AHdOPpNfnjW2xddr6Ir/BY6bazykrLSCBf/5jvnz1lBWUhES\n54iJYtDQ7nTsEl4YE5NjGTKiB4OGdScuvvYWwMcLoQPr0hIRhFOGlXk/8pcdb1FpmGsIkuzx/G7g\nDZyWXHub15yKMp5ev4wP920NhN00aAy/Hj4xoro2787kN3MWUOY0+/8njezNrZdULxLMrdjC7pJP\nAKh02/hqgzlD6+6zx/OLSac37QIbQair944QHdl1hS1Law4fyGfpwk189O53lJdVBuIsFsWUnwxh\nxqVj6D+oa4s/uR8LZExEEE4xDG3wTsZC/nNgUSCsd3w3Hh50Ex0coc4Ftda8vWsjz25YTqmnegD4\n6v4jeWjU2RG1Dr76bhePvrwQt/+JtV+P9vzhtumB9QmG9rEmt3qXwG82nUZ5ZQz3Th3PLRNbXkDg\n6Fy9a605sD+XTevT2bzBnEFVkF8WksZitTB1+lBm3ziJrqltm9P0Vid4TERaIoJwElLqcfJd/mY8\nhvln/75gS2AlOsDk9qO4s9/ssLOw3tixnj+s/TJwnhTl4L4RZ3Flv+ENCojX6+O1Bd/x6kdrAmGj\nB3Xnj3fNJNZh1lXhLeCbA39i+7JY2ox0UOCOZv2u3tx37kRuHD/6qK47UrRRDoGurCiI/Xm96Q3D\nIH1vDpv9orFpQwbFdfigslotnHvBcH5+/US6dD85vf/KFF9BOInxGF4e3vwP9pQdrBVnQXFdr1lc\n3C18i2J9ziGeXLc0cH5Zn6H8duRk2oZxW1KT9MwC/vDyQrbtyw6EzZg4mAdvOAe7zYrWmv2li1l9\n6AUylvTHU9SRI4UJrLLbuO/cydwwblQTr7gJVC4Abe5ZQsysel29p+/N4ZmHP2DfriN1pomJjWLw\n8FSGjuzJWdNOo1OXyLcKPhGR7ixBOIl5K/2zsAISZ4vhtwOuY1SbgWFyQV5FOb9c/hFe/w6Gtw4e\ny4OjIvPe+/m32/jja0tw+Z9QrRbFLZeM59qZY1BK+Veiz2FrzoKQhYQVFQ4uGj71mAqI1hpd/mbg\nXABASXkAACAASURBVMVeVWe6RQs2MPfZhbhcnpA40y1IKkNG9mDIyJ70HdAZawvvNX48EdwSES++\ngnASsaloN/MPmS0Jm7JyU9pFOKzR2C1WRiT3Jykq/HqCnIoy7v7mE7IrzH79sR27c9+IyGYrbd6T\nyROvLMJnmOMLPTqn8OgvpjMozVwcqLXBd7l/ZlvOp6ECAnQbcxY3nxPZTK+jQbu+RZf8HowSwABt\nXqe2j0ZbBkCVyxCtOZiex6YN6Xz3zS7WrareU75H7w785MIRDB3Vi159O4b1KXWq4JMxkfpRSt0O\n/AboBPwI3Km1XltP+iTgKeAiIAXIAO7WWn9xDMwVBMAcB/nzjrfQ/sHia3pewMyudd+gfYbBh/u3\nMn/vFtZkHwhMw+0QE88Lky7EFoGPpTKni9/PXRgQkAsmDea+a87GEW0OUmttsCbnT2zP/byWK5O4\nIaO4fVrk+5Q0Fe3Zhi66A3TttRpPPupg5ao/NFjGjEtGc+u9PyHaIfusg4yJ1ItS6ufAn4FbgO+B\ne4BFSql+Wuta/pSVOaXjS+AIcDGQCfQAio6Z0cIpz5GKfP66653APiBDk/pyUbe6b9A+w+DelZ/W\n2nUw2mrj75MupENMw04Itdb88fUvycw1HSkO6dOZB284F5v/Cd3pzWXJgSfId/5QS0DcvQfx1EXT\nW34diO8IuvCWgIC4vW3IOeLF0PDDDx1Ztbr+ja2S28Rx+/0zmHRuw84oTyVkTKR+7gFe1lq/CaCU\n+gUwA7gBeDZM+huBZOAMrXWVPB84FoYKgsfw8MHBpbx3cDFuvwfeOFsM9/a/CosK35IwtOaB1QtD\nBKRHQjKzeg7i0j5DGlyBXsWn32xlyRpzxXt8bDSP/fJ8bFaLuYNeyWesOjIHLBUoqxWL3bzpOLXC\nlTaQZy7/Kdaj8CarffngWQfU7bkWrdHlL4Fh+qAqdfbnumtH4HSawpWa1p5BQ2uvAk9MjmXIyB4M\nHdWzTlfopzqy2LAO/K2KUZhdUwBorbVS6kvgzDqyzQRWA3OVUhcCucA84BmtdT2/cEE4Oko85Ty8\n+R8B77sAbaIS+c2Aa2j//+ydZXgUVxuG79nNxomHBIJLcXeX4O5SCrSlSJ0KLVIKtF9xSmkpFGpY\nsUKx4gSX4u4aIBAlvknWzvdjNhO2CSSBBEKZ+7p6NXNmzszZsNlnzznv+7yOGQuBEIIvD2/jz+uy\nj5WdpGFWo060K1omy7MCg9HE/NUHWbLpmNI26s0WFPR1xyJM7L73FXf0O8D62ZtktOOcizvlRH76\ntGxFtVeezp9KmEMQUb0VccgKD6I9ee/9ioqANGtTiRETur5Um+E5iU2eiLqcZYMPoAXC/tUeBpR5\nRJ8SQHNgCdAWKA3Msd7nf7kzTJWXnXhjImPOzOZGouymq0FDp4DG9CvaFme7jD2WopOTGHN4C5uC\n5dmDRpKY1agT7YuVzfJzr92JYNzczVy7k7ay26VZJVrUKYNFmNh1bxx39buUc+duFsFbDOC3fq2w\nt3v6jwNhiUdED82WgMQn6Ph8ZH2io+U8lcD2VfhkXBd1hvEUqMtZ2UciNbU1PRpkkRkiZLP/k5Ik\nBSBvzD9WRD766CPc3d1t2vr27Uvfvn2ffsQq/1nijXrGnP1RERAvezfGVxxKSdeM3XcBdoVc5/OD\nmwm3Rl9JwPT67bMlILuPXeXLuZtJsX6A2Gk1DO1Rn37talpnIF9yV78bAJNZw46jDRhUczAtyqW3\nVHkShDAiYj4A0xW5QVsUyTn938r9kGiCNp0hMT4Zi0XiyNGC3L+fD3cPZ9p2q8GAYc1VAXlKdh4K\n4pQ4AMCE2feYs/Y7YmNjc+VZL5qIRAJmwO9f7flJPztJ5T5gELbVYi4C/pIk2QkhTI/ox8yZM6le\nvfrTjFflJSPBpGfs2TnKEpanvRsTK79PYed/v2VljBYzk47v4reLaUtP7vaOTK7XhrZFsyYgQgiW\nbj7OD8v3kvouT60F8kpRX4QQ7A39mjsPCciWf5owqd3HlPSMwhL9QVpi39NgiQaTdR9H8kDy/AXJ\nLq12RlREHCsXHmD9ittYLMXk1+rhTL/BTahauwRFivvm+kb+y0KDKo04I10HYPRnw2nWpwEnTpyg\nRo2cz/d5oURECGGUJOk4EAisB5Dkd10g8P0juh0A/v11qAxw/3ECoqKSXRJNSYw9O4erCXLchocu\nHxMrv/dIAQnTx/PunnUci0jbM2lSsART67fFzzlr9Sdi45P4ceU+1u0+p7S1aVCO0W+2xMG6Fn4p\n9k9uJWxHmCXMSKzb34jxrd6lpK8XIuoNMF160pf8CHRInnMUAYkIi2Xlwv1sXnMC40PLLJVrFGPk\nN93x9s28TrxK9lD3RB7Pt8BCq5ikhvg6AwsAJElaBNwVQoy2Xj8XeE+SpFnAbOAVYBTw3TMet8p/\nmFQBuRIvC4i7zpWJld+jiHPG1f6Oht3h7T1riUyW/Z3sNVq+qNmc/mWqZ+nbeEJSCss2H2fp5hPo\nkw1K++Cu9RjUta5yj4jk8xwJ/wGzQUfYzppcFw4Mbz2I6kUKIgxHc0FAHJE8piDZ1yT8fgwrFuxn\n67oTGB+KFnJw0NH7jYb0ebOxumyVSxjVPZFHI4RYKUmSD/AV8rLWKaC1ECLCekkhwPTQ9XclSWoF\nzEROTAyx/pxROLCKSrZJNhv48txcLscHA+Cmc2Fi5fco6lIgw+t3h9xg6O6/SDHLb9OCzm7MadqF\nqj4Fs/S8k5fvMur7v4mOS0vOc9BpGflmS9o1TCtalWKOY2fIGMwGjZIHUhjw0Mtr4zbWIm6TwLF1\ntl53hkgOhN1LYPnv69m+4RQm00Pi4aijU6/adH+tPp7emee5qDw5alGqTBBCzEGOsMroXPMM2g4D\n9XN7XCovH0IIvrvyB5fibgHgZufCpMrvU8wlY0HYHHyJD/atx2iRo8sb+Bflh8ad8cqCgSLA1oMX\n+frnbRitH85arYaOjSvwZue6+HmnLYElmaLYc/9LEpOibRIJXV1dKVKkCMJ8D1KslRA1vuDUEUnK\nuG57VrBYLFy/HMr6lUfYsfE0FnNa9LyTsz2detehW796eHi6PPEzVLKOupylovKCsPz2VqUGupPW\ngf9VfveRAvLntTN8fmizYl/SrmgZvmvY6bG1z1MRQrBg/RF+WnVAaatdoQifv9GCQn4eNtfdiN/C\nkYjvSEpKthEQFxdXBg4ciI+PD5b4aaQmAkrOfZ9IQIQQ7Nl+nl2bz3DuZDAJ8ck2551dHOjSpw5d\nX62Hm0fWRFIlZzCryYYqKnmfA5GnWRK8CQAJiRFlB1DSNb1NhxCCWWcO8N3p/Upbj5KVmFyvbZb8\nrwAWbjhqIyCdm1bis4HNsbMm4yWZoghO2M3N+O2EJ5/BnKKzERAHJ2def10WECGSQP+n9U46cOqT\n7dcuhGDR3J0s/XVvunOu+Rzp+mpdOvepSz63vFN3/GXi4T0R1cVXRSUPEpIUzoxLi5XjgcU7UMe7\nUrrrDGYzIw9t5q8badFTr5etwZe1WqDJYjjrnuPXmPtnmgC927sh/dvLFu4GcwIHwr7hduJeUlOl\nhEUibGcNRUA09g689eYb+Pj4yDdI2gDCah3n2A5J65Odl44Qgt9n72DFgrQxuXs4U7F6UarWKk5g\n2yq45Mu79cdfBkzqnoiKSt7m9xvrSbHWQW+WvyY9CrVId02SychbO1dxIFTecJeA0TWa8Vb52lnO\nh7h6W85AT+Xtng0Y0EEuT2swx7M95CMiU2xNGh8kuHBZ2FNMgMbBgbcHv6UIiDCHIRJmK9dKLv2z\n/qKRBeSXWdtYtfig0vbOiLZ07FUbzVN4bankLA9bwevUPREVlbzFudjrHIo6A8jZ6O+V7p1OFFLM\nJobs+ksREAetHd817JDlBEKAsKh4RsxcR5K14FKremUY2DFNQLaFDCcq5aJ8f40b+ri6LNgjCI9x\nByQqlSvKwMDGaQJi0SOih4HFWgHQvi6SrnK2Xvv+oAs2AvL+qA506FErW/dQyX2MxoeXs1QRUVHJ\nMwgh+O3GWuX4taLtcNQ62FxjtJh5d89a9t2/CYCrzp6Fgb2okf/xtuYPP2PrwUtMW7STBH0KAOVL\n+DHmrVZIkkS8MYTd97/gQYrsseWo9SA2bAjfbr2p3OPDZvV5u0mdh+5pRsR+DCZrHXdNAJL7jGy9\ndrPZwqJ5ab5bqoDkXdQQXxWVPMr+yFNKPkhR5wK08K9jc94iBMP3bWDHXbninpOdjt+b98yygIQ/\niGfmkt3sPHqVIr4x/DhkO34eSeRzcUAT/QMGkYLWkkSgnZD/eiUNwpKE3v9Lug6U7+Gss8fJfoWt\nB6Iwg7B6J0muSJ7zkbS+2Xrte7ef5/YNOR2rfJXCtO9eM1v9VZ4dalEqFZU8iNFiYuHNDcrx68U7\noZVsv+XNOLWXjcFyFriD1o5fm3Wnlt+jjRdTiY7Ts+jvo6zecUqpg/5Ou394JSDKeoUerLphZ7P1\nYAZtIk42QVDJjynjYYfk8QOSrnSmY7J5isnMkvlps5ABw5qrPld5GNvyuOpMREUlT7Dp/n7uJ8sW\n65XdS1PLq7zN+XU3zvPj2UOAbOM+t0kX6hcolul99xy7xrifNit7HwClC6XQuII84xHYoxdgecjq\nTadxITnJnahEPfb2cj8PJ0fyOdourdkgOSK5vIvk0CBLr/dhdm09x91gWdAqWaOwVPIutrYn6kxE\nReW5k2DSsyx4i3L8ZonONt/ET0XeY8TBTcrx2JqBNC+UucV6+IN4JszfogiIg05Lj5ZVGdxyL5JJ\nDtm9aPThuNUfy9nOl4Z+X2JMKML3S+ZjMFvYhQs9alZhXIfAHHmt/8ZsMvPHz7uVY3UWkvd5eDlL\nzRNRUckDrLy9nXiT7FXVNH9NSucropy7EfeAIbv+wmCR/3D7lKrC62Uzt9wWQjBt4U4Sk2SBaFi1\nBCPfbIGPu4SI+BgAs5A4l5IMaHCx86N1odmYk9z4/pcfyWcxgQRtHAWj2jTN2Rf80Bh/+X479+48\nAKBqreJUrlEsV56lknM8vLGuhviqqDxnwpMfsD5kDwB2kpaBxToo5y5Gh9N/+wrFjbd2/kJ8VadV\nlr6p7zxylb0n5JoPXu7OjBvWBjcXR4R+qVLf46bRnhShwdWuAK0LzUZjdGfmvDk4GuWorRRJw9C+\nvbHPhTKyQgh+mrGFtcv+AUCSJAa8nc6aTiUPomasq6jkIRbf2ojRuh/RKaAJ+R29AHkJa+COlcQa\nZM+ocp75+alptyx5YcUmJDFt0U7l+NMBzWUBEQJz4u+p5c+5ZHTC1a4grQv9gMbozpyff0HoZcFK\nQqJzj16UKpK1yK/sIIRgzrRNrF9xBJAFZPgXHalQpUgmPVXyAqkb65Ikoc3C+/FpyDERkSSpInIN\n86pAScAdMAARwD3gGLBRCHE9p56popLbXE+4w65wueqgq50zvQq3AmBL8GU+ObCRRJO8FFXVpyAL\nA3vh7pC53YfZYmHybzsUK/cmNUrSvJYcLZWs34iDWd5QDzXZYdQWoXXAbDRGN35bsIDEmGgA9EKi\nTKNm1CtfJmdfMBAXo2f6+DUc3ieXuZUkiY+/7EyrTtVy/FkquUPqnkhuh/dCDoiIJEldkAtDxQCH\ngCXAAyAa0AKegA9QE5hnneb/Twix+2mfraKS2yy5tQlh9aTqU6Q1TlpHJh3fxbzzh5Vr6vkX4edm\n3XHVPSYyyorFIpj063Z2Hr0KgKuzAyMGBiJJEgkpF7HEjsTBOg0JtgTQJmAOLrr8rFz7J1ERco6G\nXkgkFS/LG80b5vCrhbMng5k8ehWR4XEAaDQSn4zvSov2VXL8WSq5R+qeSG6H98JTiIgkSS7IxZ2u\nAJ2EEJlVgU8tZxsAvC9JUidghBDC/PhuKirPh6vxtznyQM7w9rH3oIlPbfrvWM6h0NvKNR2LlWNa\n/XY42ukyvZ8QgumLdrJhr3xPrVbDhGFt8fV0JcFwi6TIvnhr5ZlNjMWJygUW4aLLz4nbISwPjaeY\n0KBDcNbVl6U9O+V4hNTG1UeZPXkjFossmu4ezoz4qhu1GmQvp0Tl+ZO6J5KnRQQYC3wlhLib6ZUP\nIYQIAUZKklQF+AyY9BRjUFHJNZbdTgvp7VmkJZNP7FEExE7SMKZmc14vWyPLH+ZzVu5nddBpQM4j\nmfRuIxpUdiU++SQPIgdT2E5e3koSOhy9lyIJH8au386fJ2QH4Bs446TRMLtnJzycc9Yld92Kw8yZ\nmhairNY/f7FJ3RPJbd8seAoREUKMzMp1kiTZCfFQllRa/9PI5WpVVPIc1xPucDhK/vD2tncnnyjA\nymtyPY98Ogd+D+xJzSxamQCcvHSXRX8fBUCSBMvGBFPEfS4iAlwAF+tfoklo0HjOx9G+PJ+s3sym\nc5eVe5Qo4M+EDoFUCsi4bvuTsmbpIX6akSaY3V+rz6APWqr1z19gUvdEcju8F3I4OkuSpCHAZGCC\nEGKWtbmIJElvCSFG5+SzVFRyk2XBW5WfuwQ0Z+zhHcrxyBpNsyUgKQYTE3/drhzP/TCaIu6b010n\nBAj3KTg5NmDViXOKgDjrdAwPbEC/2lXQPqXduhCCpb/sYdXig+gTU9Kdf3VQYwa8rSYTvuikikhu\nh/dCzof4+gCjgJDUBiHEDUmSlkqS9LoQYkEOP09FJccwCwt39WGcf8jq3dvenQuhJm4nyEWcavsV\npm/pqtm6769r/+F2qBxV9WbrSKoErFLO3TXpsAgJV10h3D3ew8GpA9fCo/jfpjSfqoldWtGmwitP\n+/IQQjDv2y2sWfpPhudfG9KU14Y0VQXkBcdisWC0OiDk9T2RjNAKIeb9u1EIcU6SpG45/CwVlRzj\nQORpfriyTMlKT6WeZy2mHTkBgL1Gy+R6bbNckRDg1u1/kPQ/8WYLCw46C/2bnVXOnUhx5qalKI38\nxuPjXA29Xs/1K1cZseMQySZ5BbhPzco5JiBzp21m3Yq0qLJXKgSgkSR09lpadqhK687Vn/o5Ko/G\nkGywsSPJDU7tPMfCcStIjJXfxzqHzAM+npacFhE3SZJaCyG2ZnBOjcJSyZPc1ocy/dIiDBajTXtB\np/z8dSkUi5CjlT6s0pASbl5Zvu/NkGC8zEMZ2iYp3bmrBgfOG5yo6dMbf6uALFq0iNDwcPQWR0BH\n6fzejGzd5KleG0DwjXAWzt3JgZ1yAStJkvjoy860VvM+nglXT9xg0fiVHNl0Qol8e1bU75z79V5y\nWkT+B+yTJGkg8AtwUAiRLEmSD1Auh5+lovLUGC0mGwGp4FaSWt7lKeVahI3XbrM99rjc7uXHkAq1\ns3RPi0WwYusJwkN+5P0O6QUk3OLO4RQ7QKKoa3NFQMLCwpCA6iQTrXVkZo/2OD5FdM3Nq2Es/XUP\n+3ZcQFiFUM37eHbcPBvMwvErObDmyDN/dplaJRk4oTc1W2dv6fVJyFEREULESpLUBJgFbAWQJCk1\nf6R7Tj5LRSUnWHxrI9cT5Cj1ws5+fF3pbRy09hwNu8OvF2UBsddo+bZBB3SazNeXk5KNfDZrPcfO\n32TF52eU9igxHh+vABJNMWy7NxmBhK9jRTRGN0VAQE4k3I0zo9s3p1R+7yd6Tdcv32fpr3vZH2Rb\ne93dw5n3RnagccsKT3RflawRfOEOi7/6kz0rD9m0+wR4UaR8zlvUPIxzPidaDWxK3Q5ZDz1/WnI8\n/ksIEQ0MkCTpc6AWctb6bmu7ikqe4UzMVf66K/tX2UlaRpQdiIPWnkSjgU8ObCR14eGTqo0p45l5\nFcBkg5FPZ67l2IU7NCx3m0Lecta3xa4+vj6vAnA94TcE8h93AW3TdAKyE2caVSxP92rZ/6CPi9Uz\ne/JG9mw7Z9Pu4eVCj/716dCjFk7OmWfVqzyecwcusWzSX9w4HZzh+ah70crMD8CrgCd9R3Wl3eAW\n2D+DPYpnTa4FEQsh7mPNUldRyWvEG/XMuLRYsTQZUKwDRZ0L8ue1M8w6c4C7CfIEuoZvAG+Vz3xd\n2WA0MXLWBo5duANAnybnlXNa14HKz7cSggAwp+g4tOMBEeFyoadUAfHw9GJCh8Bsf4s8f/o2k0at\nIiIszTjCy9uVnq83pF3XGjg62WfrfipyMMK1kzeJuCP/GxlTjGz5fSfHtmYtvc3D143en3ehw7BW\nOP6HxfuJRESSpAZCiANP82BJkpoJIXZlfqWKSs4ihODHayuINMhhu5XdS1PEoQyt1v/CjbgHynUu\ndvbMaNAh09wMk8nMmNkbOXTmFgDlCsdTo6QsJmiLgIO8OR6dcoMYw00ANPdqpBOQJI2OX7u3e3x1\nwn+RnGRg1eKD/PHLHixmuSaum7szrw1tSpvO1XFw/O99830WnNl7gQVfLufs3ouPvMbVwwVHl/T/\nVk7WJaXO77XBySVnnQXyIk86E9FIkjQF2UgxPjsdJUlyBMYBx5/w2SoqT8XO8KPsizgJgIudE618\nW/D6jpWKIy9A44LFGVWjGcXcPB97L5PZwrifNnP+6hnqlonCXqdlVN845bzk3B9JkkUoOCHN+r12\nrTq4pLhw/MQJduJMPFrGtG5M5UJZy0bXJ6aw4c8jrF58kNiYtLDkStWL8vn/uuPr556l+6jYEnE3\nihlvzeX4tkfPNvyL+dLvix606N8410vPvgg80W9ACLFPkqT7wK+SJIUDi4HjGdmbAEjyX1EVoIf1\n/+OFEMeecMwqKk9MaFIUc6/9qRx39m/NB3u22Fi6j67RjNp+hTO9l8Ui+N/PWzl3+TjLR/yJq5PB\n9gLJhRT7FtyKWU1wwi7Ckk6lnsBdW4+5V7cSKVwwoKFb1Qq8VjtrkTS3b0bw+bCFPIhM+/6m0Uj0\nHdSYfm81QZsLBapeBiJDovi0+XjuXQtV2gq9UoDAfo2VpD2/Yvlp2K02Ont1hpfK03hnXZMk6RDg\nhGyiWEuSpItAOJC6MOsBeAN+wGFggRBizNMNWUXlybAIC99eXkySWbb7qOlRmelHzxJvrRJY378o\nvzXvkSVHXotFMGXBDjYfuMgHHc+mFxAgVlubrbcHkWKJs2n3tq/G+8v2cS8uAdBQJcCf8R2yZjWS\nEJ/EhE+WKQIiSRJNWlWk76DGFCuZP9P+KhnzIDSaEYETFAHxLeTN61/3IbBfI1WUM+Fp52LTgM+B\niUAcch2RAMAX0ACRwH3gkng4XEFF5TmwPfQfzsfdAMDH3pNtV/VEp8h5HLXyF+KXZt2zJCDJBiNf\nzdtK0JErONkb6Vj7kvWMPZLrUAyWJG4mHOVo9BkspAmDm64w+aS6zPjbjpsR4QD4urrwfe+O2Ntl\n/qdoNluYPGY1d4PlvZTipfwYPbknRYpnHjmmYkt0WAybfgkiNkIW+GNbT3H3yn0A/IvnZ8buCeQv\n7PM8h/jC8LQislcIMeNfbdee8p4qKjlOrCGe326mBQvGxPpyPzEBgMre/vzWvCfOuswjmKLj9IyY\nuY6z1+QPnHY1r+DqaJ2FOHbkuqUkRyNmYbDEg1VAirkGUslrIJfv6nh/5d8kpMjXF3R3Y36/Lvi5\nuWbpNSz4MYijB+RiVm7uzoz/ti/+AY/fs1FJT1hwBB83+ZLw25HpzuUv4sO0oHGqgGSDpxWR+6k/\nSJJUBogWQoQ/5T1VVHKcX2+sI8Hqi5UPf/4JkwWkoLMbvzTvQT77zCOiQsJjeH/KakLC5dVaZ0c7\n3ul4Szl/JDGCy/r/Kcc6ky/2NzrTsM1ArkdG8+7y5eiNcmZ8xYJ+zO3bGd98Lpk+9+LZO/zx8x5F\nQDRaDWOm9FIF5AkIvxPJp83HZyggBUv6MXnrWPyLqcuC2SHbIiJJkiey0WIkYHnolAmYKElSY+AA\nsF8I8WvODFNF5ck5HXOFoHDZesJO0nE0WF5ZdbLTMb9ZN/I7ZT4TCI2M491Jq7gfKS9/+Hq6MPfT\nAJzt5FDecLMjl/VpGeKFda25HORDeNgdkmKWszgiWRGQJqWLM7Nne5wz2ZyNCItl5tfrOX7IdnI/\n7OPWVK1VPIuvXiWV8DuRjAicQOhN+Xtu4TIFGT5vKDoHHRqthlJVi6n7H09AtkTEWtp2EvCutUnZ\n5xBCXJckaTBwCfgE+O9m16i8MEQb4vjhynLl+E6kC2aL/EExo0F7KnpnHFIrRDIIeb8kKiaRz79b\nR6I+FjdnKOLvwaQP2uEjTQDrStZFgywITlofquX7iKDVlwm3ZqJfuXmLKJMjoKF8gfzM6tUhU0+s\nsPsxfDZ0AaEhaUYP+f3d6T+0GS075r4f0n+J2Mg4Vk5bz/oft5Csl4MoCpbyZ2rQOHwKZt1QUyVj\nsiwikiQVAX4Hej6UG1JFkqQ6wBFhRZKkI0KIB4++k4rKsyHGEM/oM7O5nywvXRgMDjyIdwLgg8oN\naFe0bIb9hH41Im4s8uQavIDf3/vXRcbvlB8TLBrumOxx1HrS0nceK/5Yp1iZoLNni0FHIhq8nJ2Y\n3btjpgISGhLNZ0MXEHZfTob08XOj/5CmBLavgk7NS8gW6+ds5ZeRS0hKSFba/IvnZ5oqIDlGdt6R\n94Bg5DyP1EzzSsBBIFaSpF3AduRqn+mQJOl7IcQHTzFWFZUsE2sVkNt6a8y/xZ5b4e6ARJOCJRhe\npWGG/UTKPkTcF2SncsFloyMCiUouQ20ExMHJmdV6iXi02Gk0zOrVgYIej69ZHhoSzaeDf1fsSwoV\n9WbqvNfVWudPwKpvNzDv00XKsc5BR/shLej3RXc8fNVkzJwiyyIihDBJkjQImCJJUrAQ4gaymHwJ\nNAYaIi91uUuSFAMcBQ5Z/zsMPH1lHRWVLBCaFMVX5+cTrJfjPuwlR87dc8NosiPAxY3vGnbMsLCU\nMF5CxHxAqoCcDfYjLlFelXWwt6NiqYI4OqT9ycQZ7nAn5R6XDE54SdXYu+aeIiCurq4csnMnXi9P\n2j9p0ZBaxR7v4KpPTGHs8D8UASlS3JfJcwfi7Zvv6X4hLyFrvt9kIyBtBwXSf1xPfAs9mTOy4Pwu\nkgAAIABJREFUyqPJ1tzYmuvx2UNNS60eWgcAJDlbqjKyoDQCBgFf8NDeiYpKbnIq+jKTL/6uVCh0\ns8vHsVtOGE122Gu0zGnSFU9HeUlLmCMheZN170Mg9MtAJAKw62xxxixuhRASbRqU49P+zXB+yAcp\nKvkSm6KGYREuSGgp7zyIy1ZbE1dXV5wqVOPcP7J1RsWCfgyo+/gCUBaLhalj/+L2jQgAChfzYeq8\n1/H0zlr4r0oaG+ZuZc7w35XjgRN689rYHs9xRP9tnmqB9d/RV1aROW3970cASZJKAE2QC1apqOQa\nG0L2Mv/6X1isQYMBTvkJi8yP0SRv0X1WvQlVfAoAsgmjiHkXjCfT3efCbV8mLGtOPhcnRr7RgsDa\ntpPoyOSLbA8ZjkXIu+rlPXpT0rc6AwYUYs2aNTRo2YrXlv4NgEaSmNAhMFMTxyXzd3Noj5y06JrP\nkQnfvaoKyBOw6ecdfP/uL8pxvy+6qwKSy+T6Lp112euGJEltc/tZKi8vp6Iv89P1VcpxTa/ylHWo\nxaiL2wEo7e7DwLI10joYT2QoICFR+RixoC0FfP2Y+WlXCv5r7Twi+QLbQ4ZjtMh5Jvkdq1DV+y35\n5/z5eXXAQD5Y+bdSI/212lWpUNDvsWPfuu4Ef/y8B5A9sEZP6klAYXXZJbtsXbCL74bNV477fN6F\ngRN6P8cRvRw8y1CPyc/wWSovERZh4dcba5XjboWa06tQGwLXpX0jHVerhU1lQqFPWy9PkN5k6h9h\n6JMtnLnlT5nipZj8QUfy/cvGOzrlOttDPsRokZe8/JyqElhwOnYaR4QQbL1wlW827yYiwXo+nysf\nNK//yHEnJxmYPWUj2zecUtoGfdCSGvVKPeFv4uUl6I99zBg0VykG1ePjjrw58dVnVt3vZeaZiYgQ\n4sSzepbKy8Wu8GPcSAwBoKRrId4o3okZp/YRniTPFloWLk3DgsWU64U5FJK3yT9L3nw2P4CTV2TL\nk6Y1S/G/d9uj+1fSmcGcyO77oxUB8XeqTvOC09BpnIhLSuazNVvYfeWmcr2jnR0Tu7TC1SFjK5Xg\nG+F8PWIFd26lZU537FWb7q89WnRUMmb3igNMHfiDIiBd3m/LkGn9VQF5RqhB5yovNClmA4tvbVSO\nBxXvwr57t5h//jAg10cfU6O5TR+hX0pqBNaJ4AacvCJvZhf0dWfs4NbpBEQIwaHwycQZ7yAEeDuW\nUWYgd6NjGbZ0Ldci0lKjmr5SnC/aNqOQZ8ZhpFERcYx8e5HixOvkbM/7ozoQ2K7K0/0yXkL2rf6H\nSa99j8UiC0jHYa1457s3VAF5hqgiovJCs/7eHiJS5Kzuml7l0ac4MGT3nxgt8ub6W+Vr2xSWEiIZ\n9MutP2sZv1D+oNdqNXz9TjtcMyhjejn2L24lBGFO0RG5vwYN2g7ATuPI2ZBQ3l66jshEORLM09mJ\nCR0CaVmu1CM/xAwpRr76dIUiIMVL+/HFlF4UKqoa/mWXg+uO8k3f75SKjm0HBfLe7EGqgDxjVBFR\neWGJNSaw8ra8ca5Boo57HQbtXEWKWd7UblPkFT6u2ghhSQDjOcCCMBwDIWeCB50pSWScnBs7pFt9\nKpYqkO4Z4UlnORr5PeYUHaFBNTHGuLF62RbKNTYwftdhkozys4p5ezK/XxeKeHk8crxCCL6f9DeX\nzt0FZBuTyXMH4uGZuQmjii2HNx7n614zMJvkGWWr15syfN4QNJlEwankPKqIqLywbAjZi94s21mU\ndS3HZ/t3oTfJJofNA0ryfaPOaMUDxIM+YL6drv+yPRUAqF2xKP071Ex3PjzpLDvufYQxGUVAQDZD\n+WbbXpKQl71qFglgdp9OeDhnXE87LkbP2RPBHNp7SdlEd3DQMW5GX1VAnoCjW08xoft0TEZZQAJf\na8THPw9TBeQ5oYqIygtJitnAxvv7rEcSay9GYjTLb+dGBYoxp2lXdBoD4sGwDAXk9E1/Ltzxo3mt\n0owb1iZdHkdY0ml2hHxCSrLRRkDQ2bMu2Y54q4B0qFSWiZ1bZlhU6uyJW/zxyx5OHr6R7tzH47tQ\nqmz6mY/K4zkRdJbxXadiNMgzwKa96zPit3fRalX33eeFKiIqLyQ7w44SZ5QjpWISHBUB6VCsHNPq\nt8NBo0HEjADjGbmDxp+olFZs2HsOfYqOTcdeYUCHWrzdsyEaje0a+u2EPewL/YqUZJONgEj2DmxI\nSROQtxvX4YNm9dKtwZ8/dZsFc4I4c/xWunFrtRreeC+Qpq0q5uSv4z9PdFgMK6asZf3cbRhT5Nlm\no+51GLn4A9W+/TmjiojKC4dFWFhm3QsBiIpzwU7SMLpmM94oWxNJkrDET4UUOYwXyQU85jF6ymnO\nXHEGYHC3erzVtZ7NfZPNMRwO/5ZbCTuwGOwIDaqlCIiDkzNrkjTEo0EjSXzVsQU9qtsKgdlkZtG8\nXaz4fT8PV4MuEOBJvaZlqVyjGBWrFSWfm1Nu/Fr+k2Rk4w5Qv3MtRi8drgpIHkAVEZUXCiEEU86s\nJ8ogh9QmJtnjpvXix2adqeVXWL5GvxwSUxMNtUges9h+XOLMlXsAFC3gycCOtW3uG550ll33PyfZ\nLG+6S3YmPH1cCI8BFxcXgoQLsULef3m/ab10AhIeGsvk0as4fzpt6axQUW/6DmpCs9YV1Q+7bBIf\nncCqGRtY8/0mGxt3Byd7urzflgETemOn2uLnCV7YfwVJkt4FPgX8kb263hdCHM1Cvz7AUmCtEKJb\n7o5SJSfRGw2M+mcLp5P2k5pM7q0pxsoOryvVCWUr9wlKH8ltLMmiHj8sTzPkG96vqU0uiEWY2Bc2\nQREQe00+avt9RNHeLdixYwd/h8Zy85YsQHWLF2ZIo1o24wq/H8N7/ecTGy0vr2m1Gga+05we/Rug\n1aqbvdnl2LbTfNNnJgkxiUpbqo1731Fd8fJXywLnJV5IEZEkqTcwAxgCHAE+ArZKkvSKtWzvo/oV\nBaYBe5/JQFVyjBtxDxi2+y/uJodQ3F82PnSSXFnabCg6TYocxmu+aWPljvObSM6vsnj1QcIfyNnr\n9asUp34V29Ky1+O2kGCURcLHoTzNC07Byc4bIQT33HzZ8c9FALycnZjS1XYTXgjBt1+vUwTEr4AH\noyb1oFylwrn56/jPciLoLOO6TMGQLO972Om0tB0USN/R3VQb9zzKCykiyKIxTwixCECSpGFAe+BN\nYGpGHSRJ0gBLSKt/olaleUHYdfc67+9bh1lKoKh/Wmb426UaYBfdFpFB9BUOrZDyfcbeE9dZsEGu\nr67Vahjer4nNZWZh5MyDtFlKLZ8PcdTKFe8OXL/N9O37lHOTu7bGz83WWffvVUeV6CsfPzdmLxmK\nm4fz073gl5TTe87zZafJioDUaV+d934YhH+x/M95ZCqP44UTEUmSdEANYGJqm7Us7w6g3iM7wjgg\nXAjxuyRJjXN5mCo5xOJLJxh3dDv2uhSK+Ueh1cgb1lU8XqGp82lIykBAdJWQPKbxz9lgRv/wN2Zr\nRvNr7WpStIBtSdTrcZtIMMnFqwo618HXqSKSJBEcFcMnqzZisW6Qv9O4Do1L285g7t99wC+z0jb4\nPx7bWRWQLGJINvD3vO3sXLpP2fMIvRmuCEi9TjUZu/JjdPa65zlMlSzwwokI4ANogbB/tYcBZTLq\nIElSA+AN5NK+Ki8AFiGYeHwnv1w4iqO9gWJ+aQJS2b00X5Z/DSkq0Hq1DuytG+VaPyTXERy/EMHn\n363HaM1oblO/LEN72JobmoWRk2GLEIAkQVXvt5AkiYQUA+8uX0dsshwN1LxMCd5ravv9xGKxMH38\nWpKT5KW19t1rqu67D2Eymrj4z1VM1oz+hwk+f5flU9YQdS86w76121XjixWqgLwovIgi8igkMqig\nKEmSK7AYGCyEyPhdq5KnEEIw+tAWll87jaO9gaJ+UWi18j9tJfdSjKs4BIeU1Qgh+0/h1BmNuzIx\nZfexq3w5dzMp1ozm5rVKM3aI7V5GsimaE6FLuL65GI753anUyBNfxwpYLIJRa7YqhoolfbyY2rVN\nulyStcv+4dzJYAD8AzwZPLxVrv0+XjTCgiP4rMUE7l3/9/e8jHG2hjxrtRoa96jHO7PewN5BFZAX\nhRdRRCKRd07/XeknP+lnJwAlgaLABiktK0wDIEmSASgjhLiZQT8++ugj3N1tt0769u1L3759n3z0\nKpky68wBq4AY5RmIVUAqupdkfMWhOGjsEYlp9UAk59cAWXyWbj7OD8v3kpqm0ahaCb5+px121iip\nUP1Jzjz4nZCYc9wPqoYxxg1jjBsGn/JQCObuPcz2S9cAyOfgwOw+nXB1tDVlvHMrkt9/DFKOPxnX\nBacMjBtfRsLvRPJp8/GE3gzP9Nr6nWvRf1xPSlUtnum1Ktlj2bJlLFu2zKYtNjY2V571womIEMIo\nSdJxIBBYD0pt90Dg+wy6XAQq/avtG8AV+AC486hnzZw5k+rVq+fEsFWyyPKrp/nu9P50M5AKbiUY\nX3EYjloHRMoBMFutRHS1kHTliY1P4seV+1i3+5xyr7YNyjF6UEvsrOG8txP2sOf+WIwpkk0muoOz\nRJ1qzdh56To/7D4EyNPab3u0o7iPbTip2WRm+rg1GFLkZZoufetSuUaxXPyNvDhEhkQxInCCIiAB\npQvQqHvddNfp7O2o27EGr9Qo+ayH+NKQ0ZfdEydOUKNGjUf0eHJeOBGx8i2w0ComqSG+zsACAEmS\nFgF3hRCjhRAG4MLDnSVJikHej7/4TEet8lh2hVxnzD9bcHfRU9A7htTVp/JWAXHSyt/2H65KmKLr\ny5K/DrJ08wn0yQalfXDXegzqWlexJAmO38We0C8xpWhsBMTZ1ZHXB7xJhNHCiL+2KP0/btGQRqWL\npRvjqsUHFRfegCLevPFuYLprXjZMRhM7Fu9l0fiVRNyNAqBgST+m7xyHT4Aalvtf54UUESHESkmS\nfICvkJe1TgGthRAR1ksKIZutqrwgRCQl8sn+Dfh4xODjnpZkJs9AhuJsJ2cXCtNNSNkNgMGSn+6j\nbxMVe0W53kGnZeSbLWnXsLzSdit+J3tDx6UTEFdXV3q/2o8lZ67w24FjSg2SdhVe4a0G6V19D++7\nwuJ5uwC5FvqnE7ri6JRx5cL/EkmJyez8Yx8Rd6LSnTObLez986DN/od/8fxM2zleFZCXhBdSRACE\nEHOAOY841zyj9ofOv5Erg1J5IoQQjPhnJR5ed3ByMCrtrf3r83ap7ug08iarsCQgYj4kNX7it60l\niYqVw0O1Wg0dG1fgzc518fPOp9wjKvkS+8ImYBFmwvfUsBGQ2q3b8vqKjdyNiVOur1jQj/91bmVj\nqmg0mvh9dhCrlxxU2nr0b0D5yv/thMKUpBQ2zN3GiilriYmIy7wDUKtNVYb/NIT8hdUiWy8LL6yI\nqPw3iDcmMu70QsI1l3Cy7k1rJQ1DS3anXYGGyoe5ECZEzHAwXQIgJCofqw6WBaB2hSJ8/kYLCvnZ\nFoQymOPZff8LLMKIJEH5ut6c3aLB0dGR9t16MHDlJmKTZBHSaTQMbliLIY1q4/iQJ1NMdCJffvgH\nl8+HKG31m5al/7BmufY7eV4c3XqKXz5fQsQd2fTBkGwkJcmQSS+ZaoGVGDC+FxUblM3NIarkQVQR\nUXkuWISFoLAj/HJjLQkmPalf/L11XoyqMJBybsURxssIIX8DFklrwSC71cTp7fnk13YkJjvQuWkl\nPhvYXNk8T0UIwf6wb0gwWe1MHCvQptRIKnuH4OTszCd/71YEpGqhAkzs3IoSvraJiADzv92iCIhO\np+WtD1vRuU+d/1wJ1qNbTjKuS1qdjoeRJIkmverRckBT7HTpjSS9CnhSrMJ/e1am8mhUEVF55txM\nCOHHayu5GJcWWW22SPhrS/NLnbex02ixxE+HxPnp+prMGkYubE1whCdv92zIwI61MvxAvxCzjDuJ\nsug4aNxo4v81WklHsWLF+H7XQY7dloWhoHs+5vXrgrtT+qqEt29GsGvLWQDyuTsx6ccBlC5XMEd+\nB3mJ49tPM67rNEVAfAt54+As7/WUrlGCviO7UrxS0ec5RJU8jCoiKs8MvSmJJcGb2BCyDwsWpT02\n0RFLUkFWtH8LO43WauWeXkAAJv3ZhJM3AihTNH+GAmIwx3M08geuxf2ttDX0H4urzh+Ag9eDmbvn\nMABaSWJ693YZCgjAHz/vxmKR9196DWz4nxMQs9lM0JJ9zHp7vlLoqUmveoxa8qFqXa+SZVQRUXkm\nHIg8zdxrfxJtSNugTTFquR/lgZ99AeY174a7g2M6K3ecuoFGXmZauUvDpuNy3G/3FlXSCUhI4j8c\nDJ+E3hShtFXyHEAhlwZcCYtk7t7DbDl/RbE1+KB5faoXyVgYbl0LY8+28wC4e7rQqVftDK/Ly5iM\nJu5cvofFbEl3Lvj8HZb8bzV3LqXt9TTsplYKVMk+qoio5CpmYWHhzQ2svpuW4W2xSETEuhIV60rr\nImWYVr89+ewdEMYr/7JyH4TG7XMAYhOSmLN2PmDG1dmBVnVtN3BjDLfYee8zjCkSFqMjzm4aavq8\nRwGHtoxau5U1p2xShWhYsiiDG9jWBXmYJfN3K9UJew1s8MKF8hqSDQxvNJarx9PXd8+IJr3q8fmi\n99VCTyrZRn3HqOQa8UY90y4t5Hh0Wk5nnN6R0AduGE12fFatCW9XTEsIFAnTQVhzRBxaIeUbofTb\nuO+C4oXVvlF5nBxtvZWuxK5TMtE1Jhf6D+hPrN6dHguXEvwgRrnO28WZN+vX4LXaVdP5YaVy/Uoo\n+4Jk0fH0dqVDj0eLTV5lydersiQgFRuW5fWv+lClaYVnMCqV/yKqiKjkCnpTEiNOz+SOPjUJTeJ+\nlBsP4p2RkJhary29SqeZKgthAcMx+UDjg+QxDbkEDFgsgtVBp5VruwfamjGbhZGrkUE2iYSL/tjM\n0jihJBC6OtjzbpO69KlZGafHuMOmJBv57ut1ynHv1xu+cLOQqydusGKq/BrsdFpaDWyKpLGtsKiz\nt6Nep5pUC6z0n4s0U3m2qCKikiv8dG21IiB22HM1NB/6ZAfsJA0zG3akY/Fyth3MN0DI1QfRVUOS\nnJRTh8/d4m6YPJuoVaFIupog1yL3ELyttCIgKZKGv2MMGJHX9isUyM/Mnu0p4mWbR/JvhBDM+mY9\nVy7IYcEFAjxp1y195npexmQ0MeOtuco+yKtjutP/y57PeVQq/2VUEVHJcfZFnCAoXK4maCfpuHjH\nA4PJDq0k8WOTLrQu8kr6Toa0mYakS5tpJCYZmL5wp3LcLbCyTTe9Xs+G5XsVATFoLGw3uxBvFZAB\ndarxacuG2Ntl/lZfveQgQZvOAODoZM+4GX1xcHyxLMmXTVrD9VO3AChRuSh9RnZ5vgNS+c+jiohK\njhKRHM0PV1cox7fCXTCY5LfZN3XbZCwggDCmiQgPici0hUHcDZctrCuU9KdJjbTCT3q9noULfyfx\ngSwYkkMK21O8iEdLi7IleadJXcoXyFpp1aMHrvLr92lVCj+d0JXipf9dbSDvcuHQZRaOW8GJHXJe\ni0ar4ZNf31YLO6nkOqqIqOQY8UY90y8vItGUBMj5H7GJ8rLU8CoN6VP6MYUlFRHRgK4iAJsPXGDz\nAXlT3tnRnq/faWdTWGrXrl2Eh8sWHVqnZO4VjsIzojSLenWgrL9vlsd99OBVJny6XMkJ6Te4CY0C\ny2fSK2+QlJDE1Nd/ZP9fh23a+47sqlqtqzwTVBFReWqEEASFHeG3m+uINcr7GgaTlntRHoBEn1JV\n+LByg0f3t+jBdFk+sCuNpHHhRkgUUxekhQWPfLMFAflt9zSaNW/O6Vs7sSTa4x94lENHWvNr/24U\n8rQtJPY4juy/wlefLsdojfxqFFie14Y0zXL/50myPoWxnaZwevd5pa1ACT9eG9uDlgOaPMeRqbxM\nqCKi8lQkmw18dX4+p2PS7NjNFomQCA/s0PFJ9cYMrlD78RFApvOQmsGuq8xfQaeZtXQPyVYbjvaN\nKtC6XlpeSJzhLjcTtnM6fBMFmodiTrInPNmV6V0GZktA9u04z+QxqzFZ67A3DCzPyG96oPlXJFNe\nJCUphS87pwmIq4cLg6f2p9XAJmquh8ozRX23qTwV60J22whIbKIjoQ/cKeXmz8yGHSnnmYU9iYf2\nQ5YHmZm1Jm0GUqqwD58OSHPMvZOwn92hY7AII2jlOseafElUc3udclnc/zCkGPl51jbWrziitDVp\nVZHPvuqWocFgXiP8dgQzBv/EySB5/8PZzYnJW7+gTK1SmfRUUcl5VBFReWKMFiMbQmSTQyHgdrgX\nCUmO9CpVma/rtMJBm7W3l3goMuvvQ2kf4t0Dq/B+n8ZKYmG8MYR9YV/JAmIlJNILc1ItBjTrl6Vn\nBd8IZ+oXf3Ht8n2lLbB9FT75snOetPtISkgiPlpOwExOTGHd7M1s/iVIMUt0zufEpC2qgKg8P1QR\nUXlidoefINooe2HF6R1JSHJkRLXGvFOxXrYS2FL0x3HQQmKyjpthnvh4uPDF4FbUq1xcucZsMcj1\n0S3ynsuNkEJsPlKFxCQX/n53oJKY+ChuXQ9n2a972bPtnGJnorO3Y9gnbWjfvWaeTLg7vOkEE7pN\ny9CeHSCfpwtfrfuc8nUzjnhTUXkWqCKi8kQIIVgavFU5jo5zZVajTnQunr2opqBD+2lWXI6wunjX\nl7LFCzD9oy54e7gAchjvtWvX0PtvJypFLkhlMniz9kBNUow6eteoSHEfz8eOc+60zaxfeUQRD4BC\nRX0YPbknJV/xz9Z4nxVxD+KZMWhOhgLi6OJAl/fb0fPTjrh55cugt4rKs0MVEZUnYl/EGcJT5A9/\nfbKOwWWbZ1tAjl24zfb9K2lmnXAkGMoyd3QvHB3k5avI2NssWbKU2MgUvKpfxK0saNDxR1ANUow6\nnHR2vNu07mOfsfz3faxbkRb+6u7pQo/+9enUq3aetjP56eOFRIfJ+THFKhamSLlCABQpG0Dn99rg\n4Zv1AAIVldxEFRGVbCOEYNalNcqxh1SU9yrVz0Z/A+FhJ1jw10ZaVr6ltDep140kTRTno3dxPXI3\n5za5KpnosReL41riHqeuN+DeA/kDdGDd6uTP5/rI5/yz9zIL58jZ7pIk8cZ7gXTuXSdPiwfAkc0n\n2b5oDwAu7s5M2vIFPgXTV11UUckLqCKikm3mXNhBMg8AMJns+Kluf+yyGBYrRBKmyIH4corv37I9\ndzP5Pgcjv8KUorUxU9Q6JVOqzT2uh7Vi8wlnAIp6efBWg0f7Wt2+GcGUL1YrS1gD32lO79cbZfel\nPnMS4/R8N2yecjx0+gBVQFTyNKqIqGSLvaEX2BC+Ea01kKmZb10K53v0nsTDCGEhKXw4juJUunNm\nbTEORf2WTkAcnTX06tebnTdNLN67DwBnex2z+3TE1dEh3X0MBhPb1p/kj5/3oE9MAaBRiwr0eSNv\nC4jRYGTr77tZ+s1qIu5GAVC9RSXavNn8OY9MReXxqCKikmWuxN1hyqVf0GrlxEBnyYOPK3TNUl8h\nBNcujqSk1y5AjsTadqoCLeuWwdXZnSPxlzEmX7EREAcnZ+zLV+XLrVc5FnxXude0bm0pnd8n3TO2\nrT/Jwp92EhmWVj2xxCv+fDq+S56MvkrlwqHLTOo3i9BbaRUZnd2c+Gj+sDw9bhUVUEVEJYtcT7jD\niFOzQCNHC1lMTsyp9wn2mswN/kwmMxu3f0nHamvlY7PE9HWd6dn+fdz8CxAcv4tr+r9IDs+PMUaO\nNpLs7Vmtl4g/es7mXu81rUtg2fSeUBtXH+X7iX/btNVuUJoPv+iUp/dA4qMTmNB9Og9C0wpn1e1Y\ng7cm9cO/WNaSJ1VUnieqiKhkyu7w48y8/AcmZAFJTrFnatV38HXKPELIbLGweM139Ku/Smnbdq4X\nIwZ/gauzA0aLniORswBwKRxOmTZlObrnjiwgpCX/FfZ0p3u1CgxpmL7W+bmTwfw4ZZNyXKfRK/Qb\n3JQyFQKe+DU/K+Z9skgRkDK1SvLeD4MoW7v0cx6VikrWUUVE5ZFkVB9dn6yjT0A3avgWzbS/xSKY\nv3wBr9X/DTutvMF9O64bHVp/DYDRksQ/4VPRm8IBCHCuS0W/9ozfvYR4kgEY3KAmr9auSgH3jPMh\nwkNj+fqzFZitRZi6vlqXYZ+0ffIX/Qw5tu00WxfIy3vObk6MWz0C30Lez3lUKirZQxURlQwxCzPT\nLy1mb8QJpS063omSDlUZUr5epv1TDCbmLv+L3rV/wMVRtimJSm5A0dITAQjVn+BA+EQSjHIVQY1k\nT02f4QxfvpWIJFlAmpQuzsctGqbbF7BYLNy+EcGZE7f4e9UxYh7ItiBVa5dg8Ietnv7FPwFCCJL1\nKVm+PkWfwndD06KwhkztrwqIyguJKiIq6TALC99eWqIIiBAQ+sAdU4on05p1yHSz9/KtcL6at5FR\n3X7Bz0P+gI83vIJP0TmYRBLHI+ZwOTYtz0Qr2VMv/+esPBLKPzfvAJA/nwuTurRK96xjB6/x/cQN\nhN2PsWkvEODJmEk9n7n/ldlkZvuiPSyb9Bf3rodl3iEDqjarQLvBLXJ4ZCoqzwZVRFRsMAsLMy8v\nYXfEccDWWHFmw1b4Oz/aZsNktrBk41F+/usQjStcpXxhOdooyZQft4Dfua8/y8HwySSaQpU++R2r\n0MBvNA/iXZm9ezEAEnIElpeLc9q9jWYWzt3JyoX70z3XP8CT8TNfxc3DOd253GTPn4f4bcxS7l0L\nzfziR+Do7KBGYam80KgioqJgFhZmXV7KrvBjcoOQuB3uSUKSI22KvEKX4hUe2fd2aDRfzdvC2Wuy\nO27PBmeVc04+kzgStZhLsaswp+iIPlkR3+q3qBUwmLLu3QGJ4Rv/wmCW63oMrFedOsULK/2jIuL5\n+rMVXDxzR2mrWK0o9ZuWpXKNYpQo7ffMZyC7lh9g4qvf2bS9UrMkLu5ZFzI7ezs6v9u6ZeD4AAAg\nAElEQVSGgiXzpn+XikpWUEVEBQCLsPD9lWUEhcs1NjRouBXuTkKSI14OTvyvTusMvy0LIViz84xN\nEamyhSKpWsL67VxbkoMxu7kevxlzik7JA3HRV6HYgA5IkoYNZy5x8MZtAAq45eP9pml7LpHhcXw2\ndAEht+UEPDs7LW++34Kur9Z9bsWjosNjmf3+r8pxtcBKDBjfi4oNyj6ml4rKfxNVRFSwCAs/XF3O\njjDZqFAraXgQ7Ud8kiwa42q3xMfJJV0/k8nM1IU7Wbc7bdZRyM+Db9+5pRxfM3srAhIWVEvJA0lM\nSEav12NAYvLWPcr1Y9s1w8VBzusID43ls6ELuH9XtljJ7+/OmCm9KFuxUM7+ArLJnA9/Iy4qHoDG\nPesxdsXHz3U8KirPE1VEVFhwcwPbQv8B5BlIIU0VzsTIm8TNA0rSqVi5dH0S9CmM+uFvjpwLVtq6\nB1bh/V4VcIibAYAJHUfjr2NOsScsqBYGq4C4uroycOBAPD29+HzNFqIS9QC0KFuS5tZEwvD7MYwY\nuoDQkGgAChTyYupPA8lfwLbO+rPm4Lqj7F5xEIB8Xq689/2bz3U8KirPG1VEXnJuJ95nzV3Z6VaD\nhi7+7fj6Hzkqy8XOnq/rpI+QOnnpLlMXBHEjRF5i0tlpGTu4Fa3rl0MkzEUgh/ReNtiR8ggB8fLy\nZuyG7Ww4K9cIcbbXMaatXAY3OcnAlx8tVQQkoIg3U34aiK/fs7c/v3TkKuvnbCUmXLZlv3z0unLu\nne/ewNPv+YqaisrzRhWRl5zfb67HgpwI2NSnAd8dP6+c+7x6EwJc0z64L9wI5adVBzh8Nm324ebq\nyLThnalaJgAhDAj9HwBYBJyPz5fxDMTLizHrt7Hm1AUAtJLExM6tKOCeDyEE08et4eZVeSZUsLAX\n0+a/jrevW+7+Iv7F1RM3WDhuBYc3nsjwfO121Qjsl7dNHVVUngWqiLzEnIm5ypEHsmjks3Pl11O3\n0JvkCKkG/kV5rUx1AJKSjfywfC+rg07b9C8R4M3ED9sQYbeUrXevU15zjgCNnH1+12RPksUJZ40/\nBhJtBGT0um2sO30RkAVkRo92tKkgl3hd9tte9gXJ4uLs4sCEma8+UwG5eTaYheNXcmDNkUdeU7Ck\nH8N/GqqG5aqooIrIS4tFWPjtxjrl+GqYvSIgjQoUY17TbmgkibPX7jFh3hbuPGQQWMDHjcHd6tG6\nfjmORk7jSsw6KtrrCbCT9zbMAs4Z3WhZYgIexSuzZs0a2rZti6eXF6PWbmX9GXkJy06j4dse7WhV\nXvaKOrDzok0RqZHf9KBIcd9c+x2E345g64LdJMbK4w69Fc7BtUdtyuj6FvLm1THdadwzLRrMxd1Z\nFRAVFSuqiLyk7I04ydUEOazWaLQnKl6uzdGycGlmN+6Mg9aObYcuMW7uZizWD1UHezve6dWQ7oFV\nsJMeEBL/GxEJqymtM1LNQa/c+5ihENX8JhLgIpeu7d+/Pyazhc/+2sLGc5cBWUBm9mxPy3KlADi4\n+xITR/2p3OP1d5pTp9Erufb6b567zYjm44mNjM/wvFcBT/qO6kq7wS2wd8jcqVhF5WVFFZGXELMw\ns/hWmm16SJQrINGiUCnmNOmCTqMlIjqBKQuCFAGpUNKf8UPbUqSAJyJ5B5aYDyiIiYL/ivy1uAyn\nrt8wJCkth0MIweh1WxUB0Wk0zOrVQYnE2r/zAhNH/qmYKAa2q0zvXCwiFXzxLp+1+CpDAfHI706f\nz7vQYVhLHJzSF71SUVGxRRWRl5CDkWcITZYjqxKS7ElMdiSfzoGJddug08iZ39MX7STBaijYok4Z\nJrzdFjutBmE8iyXmYySrLbwNTr3Qur6dbqln64WryhKWTqvl+14daFamBAB7t59n0phVWFIFpH0V\nPhn3//buPM7m6o/j+OvcO3fmzm42OyF7yFIhWUrIkqVCWmiRJCkViWRrk7Rol0oqipA9uygqWbI0\nfpZswxiMwWx37nZ+f3yvO4YZzDVjZvg8Hw+P5vu93+WcO9N93+/3nO85lz+J1N5tB9jx5y7OujMF\ngNvl5tvRM7y9rardfD19x/dCmUyY/UxUrF1ewkOIXJAQucZorZnl6dILcPyU0XPqhbpNKR4UAsDK\n9btY9fduACJCAxnc6w4jQFyH0El9UZ5h2o84/bCpSMoHt8BsqQRBD5/34Z9iy+CNX1Z5l9/s3Nob\nICt/2crbr87yBkiru+sycHgnzGbfn0S/lIbxMyrXq8ibv7xCaESIz+cT4lonIXKN+ff0f+xMNrro\n2ux+pNr8uSGyBA97emKdTrUx7pvMkHmh5x2Ehwai3cnopCfBbQyqmOD041dbKW6P/oSvZ6ymadNb\nqV79/LaD91es5WiyMZJv8yoVaV+rGgDLF/7DOyNm43Yblwp3da7Ps8Pu9nkoE7vNzvtPTWTZlNVZ\nGsZzUqnOdYxdMlwCRIjLJCFyjZkdt9L78/FTISgUrzVsg9lk4tDRk4z87BcSTxkf+k3rVeLOhlXR\n2oE++Sw4dwJw2m1iVXoYdcOf5+cfVpKQkMCMGTPo3r07VatmNoZvPXSE7//aDIDVz4/h7W5HKcXC\nWX8z4Y353g/7dvfexDND2vseIBkORt4zjvW/bPauiywVQef+bQnPpntwaEQwDTs0kAZzIfKAhMg1\n5FD6Uf5INMa5cjhNnE4N5IGq9agbXYo5q7by/verSLMZT5sHB/oz6JGWAOjTo8BuDMFucytWpIVT\nJuAefp11kIQE46HAoKAgIiMjvefKcDgZMW85Z64J+rdoRFSAlXGvzmLZgsznTe7udgtPD27ncxuI\nw+5gTLfx3gCxBgfwyOj7pWFciCtEQuQaMiduFdrzsX7idDDFA0MZVLcZoycuZuFv/3q3Kx0Tzuh+\nbSkRGYpO+QLSpwPG8x+rbGEody3+XRjqDZAzDxJGR0cb27ndDJq1iH+PGA8eVi0eTbOYMvR/aCJx\n+497z3PPg43pMzD70YEvhdPh5PUe7/PHPGPuE2tQAG8sHEbtpueP9SWEyB8SIteIxIxTLPWM0uty\nK06kBPNp09Z89O3qLAHSqUUtnn2gBcGB/mjbSnTKOO9ra22hJNqiSf61LseOGgFxboBorXl90SqW\nxBoN80EWC71r1GZw769JT7MDEBjkz4Chd3NH2zo+18fldPHmQxO8Dej+Vgtj5g2RABHiCpMQuUZ8\nu28BdrdxqyopOYi7ytXgn5UHmbfaGPbEbDYx5ql2tGxotGlordEp73r335wRxH+2QJJXtSTpmDE0\n+7kBAvD5mvVMXW/crvIzmXiuwc18OXwBtnQjQCpXK8XQt7pSprzv84m7XC7efuQjVs9YB4AlwMLo\nOS9R9/ZaPh9TCOGbgpnVR1xR/yUfYmmCMdS7y62wp0VT5mCwdywsk1JZAgQA+1/gNB4OPObyY6s9\nkBuiu1Kn5k3A+QHidmveW/4776/43XuIPrXr8tOYpd4AadDoet796vHLDpDxj3/KiqlGG43F34+R\nswbRoNWNPh9TCOE7uRK5ytldLgZvnGRMXI7xXEgz9/XMXbwNAKXg1SfbZA0QwJ329Zld2GEPJNpa\niwbR/TC3sBAQEECVKlW8AWJ3Onn55yXeJ9IBHql7I8vGrSHD01B/S5MqDB/X/bJ6RLndbt7v8zlL\npxiTWPlZzAyf8QK3tK3n8zGFEJdHQuQq5nK76b36a9LNxtPpDqeZpvYGrF34n3eblx9rRdsmNbPs\nZ7fvwmxbAQrS3CaOuGNoX3IMZmUEQOPGmdPXptsdPPH9bP7efwgwrmoGNmvMmvFrvQHSqFk1ho3t\nhr+/739uWmsm9JvEL18bXZRNZhPDfhhI47tv8vmYQojLJ7ezrmJfxf5FnDPWu1w5vRZr5+71Lr/Y\n8w46taidZR+7K4UDx57kTIepPc5w7izzASGWktme48u1f3sDJNDixwf3tWfntH9JiDdG/a16QxmG\nvdX1sgPk4wFfsWDiUsAIkKFTn+O2Lg19PqYQIm8U2RBRSj2tlNqrlEpXSv2hlLr5Atv2VkqtVkqd\n8PxbeqHtrwa7Th5n0p4FBAZ4nvtwhbHhh8zh3Af0aEbXVnXP22/9sbcoYzJCwaWhfMyHRFmrZXuO\n4ympfLXW6F7rZzLxTa+u7Fywky0b9gEQGRXCiHfuv6xbWFprPn/hG+Z8/AsAJpPipW/607xr44vs\nKYS4EopkiCilugPjgRFAPeAfYLFSKjqHXZoDU4EWQCPgILBEKVUq/0t75TncLp5f9yNR4cYgg2g4\ntCCIMw0jT957Kw+2y7wNpDNW4T7RE8fxLtRwzcSdYcHpMuEKaElE4C05nufT1X+RZjdCqmv9Wmya\n9y9zfzS63FosZoa/cz/RxX2fUEprzaQh3zPz/QWAMcfIi189zR0PyIyCQhQWRbVNZCDwudZ6CoBS\nqi/QHngMePvcjbXWD5+9rJTqDdwLtAS+y/fSXmETtqwm3X83AZ5bUmn/hONMsALwaMeGPNa5kXdb\nbf8bnfQ04MAM+Dv8+XZ+S8JC0ujavW+O5zhw4iQ//r0FMJ4FifjPztRv/vC+/szQu6lZp5zPddBa\nM3n4D0wflzlx1sCJT9KqZ3OfjymEyHtF7kpEKWUBGgDLz6zTxiBMy4BLvccRDFiAE3lewAK24dgh\nZh1aQoDFmKXQkehP2t/FAHigbQOevO9W77bauR+d1A8wribSbP58N78lCYmR7NpflkVL9593/DPe\nX7EWp9sYffdGczEWnBUg/Qa1pU1H33tM7d60l1c7jWXqG7O86579tA9tH2/p8zGFEPmjKF6JRANm\nIOGc9QlA9jfvzzcWOIQRPFeNhLTTDN74GcVCjQEUcZtIXhYDWtH59to8c39jcO3xDHxoR58cCNpo\nJ0m012DSnMrYTxq3n0JCQrj11lvPO8fpdBuT/9jIQk933mCzH3Gzd3m/jfR/qT13d8v5Fti54nbF\ns+iLZWR4niU5su8ofy7YmGWb/h8+TocnW+XinRBCXClFMURyooCLjgGulBoCdAOaa63t+V6qK+S4\n7SRP/DUOa2DmbH2n10TgPm0hIjSQAffXhxPd0c7t5+2b5qjB1z/XxH7SuOUVFGI970l0u9PF52v+\n4ps/NpKSkfm2BWxJxuSZn+rZYXfT7p5L73KbnpLOkNZjSNh/LNvXY8pG0futB6UNRIhCrCiGyHHA\nBZQ4Z31xzr86yUIp9SIwGGiptT7/0/QcAwcOJDw8PMu6Hj160KNHj1wVOL/tTN7PkM2f4DKlA6C1\nImpvZY7vNG5TPdqpAYG2FyG7ALGXYvL8JqQnGftaAl082uvxLAGiteblnxdneZjQpBTFDjoI2WvM\nfvjA481yFSAAX748NdsAkfnNhbg806ZNY9q0aVnWnTp1Kl/OVeRCRGvtUEptwGgUnwugjGFgWwIT\nctpPKTUIGAq01lpvupRzvffee9SvX//yC52Pfj64hkl7Z6Ix2iccTjPtg+5i6nIjMEpGhXDvLXMg\nwzMciSoG1js9P1uZvaQ4iceM7DUH2mjfvUmWAAH4au0Gb4D4mUx0uKEah2bt5uiOJMB4mPDhvrfn\nqtxb18R6u+0GBPoz6ufBhBQLxuxnpnzNshIeQlyG7L7sbty4kQYNGuT5uYpciHi8C3zjCZO/MHpr\nBQGTAZRSU4A4rfVQz/JgYDTQAziglDpzFZOitU69wmXPEy63i0EbvuB/6Zkj8KbZLHQq2YFtP2de\nkL3x+FFMGTM8SxZUxCcof+OKweFOJ6TeEEzxwSilqdh6H7XLj8lynjW79zF+2W/e5Tc7tGLZB79z\ndIdxBVG+YgyDx9yTqwmlMtIzGN/7U+/yo6/1kLGvhCiiimSIaK2ne54JGY1xW2sz0EZrfebeSFnA\nedYuT2H0xvrpnEON8hyjyBn89xT+Z8sMkJTUUB6v1IXww/5M22VcaDWqqakek9mDWYWPPStA0lh+\n+EVOWzdTsmUwFlMgrau/iUll/knsPprICz8txO2ZgbB3owYsef83dm43HkYMCw9i5Ls9CA6x5qrs\nX7/yA4d2xQNQo1EVOg9o68M7IIQoDIpkiABorT8BPsnhtTvOWa54RQp1hSw9GMv21M2YzaA1lDLV\nZGyLh0lJyqDXd5mhMahrPMpzm4vgPqjADgA43KksO/QiR23GKL7BEYpWZd4ixpo5hta8LbGMmLec\nNIfRrtL8+gr89+129uw4AkB4RDBjP+2V6xF5p4+bw8z35gPGCLwvfNkPs9ns2xshhChwRTZErlWH\nU0/z2taphIQYVwdl/CvwReO+ZNidPPfxLGx24wKsW6vKlA791uivpgJRwU8AYHelsuzw8xyzGdPk\n+ptCaVXmfaKtxmRO6XYHry1aycxNmY3w1UpEE7zuFNs9AVIsMpixnz1CheuL56rsM9+bzxcvZYbc\nE28/zHU1yvr2RgghCgUJkSLE7nLRb/WPBAWfGc5EMaZuLwA+nr6GXQeMu3kVSkfyTKdESPc091g7\noUzh2F0pngAxhoH3N4XSuswE79hYTpebZ36cx297Mh8yvKfuDZTa7WD+n8ZwJuERwYyb+CjlK8Zc\nerkzHPw0fh5fv5LZW+TR13rQZUA7394IIUShISFShEzc/ifH9G6KeYYzubt0c0oGRrFi/U5+XGy0\ng/hbzLz2dFv87A9590unG0mHD7LV9bo3QAJMYbQuO4HIgMx5RN5d/ps3QIIsFkZ0uIPA/RmMn/Yz\nAH5+Zl4d1/2SA8TpcLJk8iq+f30mRw9kzq3ec0Q3Hhh6j+9vhBCi0JAQKSJSHBlM2bWamBjjeY4g\ncyAPV2zL//YdZdRnv3i3e+b+ZlQu/i/6pBEGaa4mfDftNxKTEohpsZ+AaAgwhXsCpIp3v3lbYrOM\nyPvZg53xS8jg1Tcy+yI8/VI7atW77qJldTldLP9+Dd+N+Yn4/7I+uvPQ8Pt46NX7fH8jhBCFioRI\nEfHJ9pVERMZ7lx+u0A5biptB78/BZndStcwxOt0WxD23HUCnTgU8Y2EtuoGEo8YH+fE/alG2/Xpa\nlXkvS4BsP5zAK3OXepeHtGnGjl92MnXSas8QKdDhvpsv+jChy+Xi1+nr+HbUdOJ2xmd57ea29eg1\nqjvVbrr+8t4IIUShIiFSBOw4tZ+VJ3/Bz2x8oFcMKscdUQ15duxsEhKTaVV3FyMfWI5JAaeNfYzB\nFNuSkGi0i5gDbRRvtomGxZ8lylrde+zElDT6/zCPDKcxYOPdNaqy+ctNbN2Q2S5yS5Mq9H3xrhzL\n53a7+W3Wn0wZOZ39/8Zlea1+qzr0GtmNmo0vdVgzIURRIiFSyG07tYdXt3yGyWR01Q3QYbxdtz/f\nzdnItt3x1KkQz/Duq4wA8cgcjTcEMAKkZMv1VC3dhKrhnb3b2Z0unp0+n/jTxnhblcOLsfeLbSQn\npQHGDII9+95O90duy/Iw4YEdh/iw/yT2bjGCxulwkXoqLUu56zSvSa9R3anTLOvUu0KIq4uESCF1\n0p7MV3vnsDzhL++6tAwLo+v24dRJB98tWE/Z6JOMfWQxFj/jKoKAu0h31ee7hfEkJBqDJJ4JkKio\naBqXGIxSmWnz5i+r+PuA8eBgsPIjfcZ+HBnG1U50iTBefv2+89pA4nYeZtAdIzlx5CTZqXlrNXqN\n6k69O2plOZcQ4uokIVIIbUr6H2/GfkWqM927LtXmTwVzAxrElGfoh/MJsKQy/rFFFAu2GRv4N0EV\nG8/6X38n4ZhxheAfBDF3rMcSlka9qD5YTMHe4/2w/h+meSaVUhpC1yTh5wmQRs2r8cKIzoSFB2Up\n1+E9RxjUcpQ3QEIjQwiNMI5ZokJxur5wNze1qSvhIcQ1REKkkLG5Mnj3f996A8TlViQkhZGUHMT4\nts3YEHuQ1Rti+aDPYsrHeJ4X8auMKjYBpSw0a9aMkydPsmfPHmJuX4MOTcNPBVI22JgbRGvN52vW\n8/6K373njNycRsBJF35+Zno/24rOPRqdFwRHDx7nxTtGcvyQMY9XpTrXMW75CMKiQq/AuyKEKKwk\nRAqZ2XErOWE3WsfdjmB2xYfgcpu59/pa1I0qRc/3vmVot1XUq+Tp/WSKRhWbiDIZH+Ymk4mOHTuy\n++hq1iXPBKBscBP8TFYcLhej5q/gp03bvOcL22MjJM5OqbKRDHurK1VqlD6vTFprxj36MccOJgJQ\n4YZyjF06XAJECCEhUpgk2U8zM+7MrL+KPQnBuNxmqkfE8FrDNsxdtY3m1X/hrvq7ANBYMUV8hvLL\nOnSIyWTimMq80qgY2pLjKam8OHMRf+w96F1fLDadsN0ZtGhTmwFDO+Q4kOKiScvZvMIInuLlo3l7\n2asUiwnPdlshxLVFQqQQmbr/F9JdxiRPJ04HYnf6EWoJ4LPm96BcsGfXlzzfyXggUGuFKeIdlKXO\necdxaQcHUlYD4KeC+O9QSV6a9Q2nMjLObED05jQiE6Hf8I606VQ/x3aMY3GJfP7iFO/ywIl9iShR\nLC+rLYQowiREComDaQn8Er8WALdbcfSkcavonSbtqRAWweJVU3im/WLv9qawl1DW1tkeKz5tPXa3\n0W33wJ5SjFm7ADwhYba5id6QStVikQz7ttsFB1HUWvPBUxNJSzbaZ9o8cjs3tZZ5P4QQmSRECgGt\nNZP2zMbtGbb92CmjHaRLpRtoU74qKcmxNLpuHBY/4/WEtC7s2V2VJk10tlcQ+5KXe3/+/UBJb4BY\njzqI3pRG+3b1eOrFtlgD/S9YrkWTlvPngo0ARJYsxpPje+ZJfYUQVw8JkUJgUfzv/J1kTDDlcpkh\n3UT/Sv/wePUM3MmxOI/PISzQuBW17WBt1m6oQELCck6fPk3btm29QeJwp7MvaQ17klaAH9jsfuyN\nNyZxbEAxHm5zI3VfqUjJ0hEXLdOKqWv44KmJ3uVnP+1DaERIXlddCFHESYgUsINpCUz6b7Z3Oe54\nOBNq/UqL6EPg3ABOCAs0Xtu+vySr17cgMfEoALGxsTRt2hRzYAZ/HfmQ/SmrwOzw/lZ3xZXB5TbT\n/cYbGNUl+1tf2fl1xjrG9vwQt9t4bqRz/7bc2unmPKmvEOLqIiFSgBxuJ+N2fEOG25g9MCU1lFKm\ndCNAzrHvSARzV7bHmWE8pxESEkLPnj1J0Kv5c+/7OEmFsyYITE6z8mdsVW6tWI7hHe+8pPJkpGcw\n9+PFTHr5e2+AtO/Tiqfef+TyKiqEuGpJiBSg7/cvZE+KMWBhsCmUf48HM6b6Ou/r2w534KOfzSgN\n4YQR7Gc8nR4SEsLDD/dgi30scSfXere32SzEHizHjgNlOZAQQ5liEbzbtQN+ZhMX4rA7WDBxGdPe\nnM2J+CTv+rseu4MBn/TOMm6WEEKcTUKkgOxJOcjMg0YDuFmZ2RUfQqjZTpfSuwFwugN57tMY7HZ/\nGpZJIzjAaFQPCQmhV69exJsWEXcqM0C2/VeeZRvqkm4PAKB8RDif9OhEsaDsn/04Iz0lnWHt32Tr\nmtgs6zv2a8PTEx6TABFCXJCESAFwaTcf7ZqOG+OWUSQV2ZKeRu/rdhJoNgZTnPdnFVJtARSzugi3\ngtaZARIdHc3a/cu8x/tp5a3sOlwGMMLjyWYN6VinOhaz+fyTn8WWlsHwjmOzBEiTLrfQa2Q3Kta+\n+ORTQgghIVIAFsevZWeyMUhijH8Uv+5MxYTmket2eLeZttoYQv2WejV5uG1N5s+fT48ePYiOjibJ\nto8ku/HU+qFjkd4A6Vq/FiPat7zo7Ssw2j9e7TSWf1ZtByCkWDBj5g2hVpPqF9lTCCEySYhcYSfs\np5m8d553OelkNJpk7ow5QGmr8YDg2thyHDxejMrlohnWuzVWfwv9+vUj4fAp3nh5BslRC6neydg/\n9kA5AFpUrnjJAWK32Rl5zzg2Ld8KQFBYIG8tfoVqN1fO49oKIa52csP7CtJa88WeWaS6jCfAqwRV\n5Z+jyVhNTgZV3erdbsbvtQF4untTrP4WANYsj+XpBz/j1yXbKH5TZu+tHQfKUj0qive6tb+kAHHY\nHYzuOp6/F/8DQGCIlTcXDZMAEUL4RK5ErqAF8WtYfcx4AjzEL4h1+5woNO/V/pXKwcazH3sTIvhz\nZznqVitD4zoVyLA5+PSdRSyabYyZ5dfARmSZFADijkVRMrAsXz/elUBP2FyI0+Hk9fvf8z6Fbg0O\n4I2FQ2XqWiGEzyRErpDNSf/j892zvMsRugp/ph1jSNX1tClhtI+kZ1gY/v2daK3o1+02MmwOhj/7\nPVs27MPlr0iqYaVem8yrEEfajfzQpwfBARcevgRgzz/7mDhoChuXGVc8AYH+vDbvZWrdViOPayqE\nuJZIiFwBh9KP8mbs196xsRpH3MykTYfoUXYHfSpsI83mz9xVjVl/MJQ98VE0qVuRqmWjeWXAd/zz\nz35Sy/tzskYgbn9F9fJx3uM+3/SZiwbIgR2HmPzqD6z56Q/vOn+rhdFzh3Bjixvyp8JCiGuGhEg+\nO2lPZvS2L0hxpgHQIKIGy3an0iwqjlHV15Fm8+e7+S1JSIwkwKEI9HNzX6sb6TpsEgcD03B3CKZu\n1b0E+tux+DmJKWZMWFXcWoewgBIXPPfWNbEMbfs6trQM77qo0hEMntyf+i1r51+lhRDXDAmRfHTK\nnszQLR8Rl54AQPmgkvhnVMaql/LhjSux2y3eAAFjsN2m9Ssy4Id5pIS7ATPdm6+hUumE845dIfTC\nQ5lsX/s/hrbLDJCIEuH0ePke2ve5E3/rxW9/CSHEpZAQySenHCkM3fox+9OMaWyj/YvROqoNb/01\nh5kNl2J2qiwBYnMqjpnKsS0ujpRA47bXrbVisw2QAHMxKoa0zPHcsX/uMq5AUo0AubltPYZPf57A\n4As/vS6EELklIZIP0pzpDNvyMftSDwMQ5R9O34oPMWDVbCbVXUoxHOcFyL8nwkkMPM3JECNAKkUl\n0LyOMTy8wkTj4kMItpRAoYgMqEqAOey88546fprp4+Yy56NFZKTbAajfqg4jZ2/0cq4AABADSURB\nVL4oVx9CiHwhIZLHXNrN2zumsDfV6EUV5R/Oy9X78NSKebxWYymVA5L59pwA+eNgIKf8baTFGB/0\noZY0erTejFsZw6LcGPk4VcI75HxOl4upr81ixvi5pKfYvOvr3n4Do2YPlgARQuQbCZE89s3eeaw/\n4RlKxC+I0bX68fLalTxUZimtih/A4TAT4G+Mj2VzKv6IDyIxTGOPND7ory91mO7Nt+M2GQ3opYNu\noU5krxzP53K5GPfoxyz/bo13nSXAQocnW/Ho6z2wBgXkV1WFEEJCJK9ordmW8AGB6b/wUBQoFC2K\n38Suw2/RKXI33coaY12Z/WDTkQBsyX7sPBVAYpQJR6DC6m+n9U2buaHifs+wjBDkV5ymJUagVPZP\norvdbt594jNvgJj9zLTr3ZIeQ+8hpmzUlai2EOIaJyGSR46deIMb+IYbzv7sdu2heBhwVvPFhLm3\n8+euMrj8IK0UuP0VVcoeom3DTQRb073blQ5qyK3Fh2D1y34qW7fbzQd9J7Jk8irACJBXZ7wgMxAK\nIa4oCZE8cDr5B6Id31x0u5/X3sqPv1XGZYHUUmANsdP6pk3UrHDQu43FFMLN0QOoHNbeO3f6ubTW\nfNT/SxZOMuYjMZlNDJv2nASIEOKKkxC5TBm2P7CmjATP5/2q1AY0LPkko9cv52DKKQBuiizN8YV2\nlu8PMQKkNFSrFEfrmzcRbM18ELBscBMaFR9MsF9MjufTWvPpwMnM+2wJACaT4uXvBtD03kb5Vkch\nhMiJhMhlcDv24TjxJEEmo1vu6pTraVB+Im9sXMuM/UG4VTDXBRYj7c3TxIcF4woAXclG58abqF4+\ncwwsf1Mot8QMpFJomxyvPsAzCvDgb5k9YSEASikGTe5Pi+5N8reiQgiRAwkRH2l3EmmJPQkyGe0Y\nW9JiqFhyIuuOHOan2I10OOJgX6gfeu4pjgaYcAUo7OWdPNp2FZFhKd7jlA9uTqPiLxLod+GGcK01\nXw2bxozxxlwkSile+PIp7nyoWf5VUgghLkJCxAda29FJTxPEEQAOZIRgD30Hiwpn+JoZtDniIMqu\niUp0sCPETbwpiNTS0LxurDdA/E3hNCr+AhVCWl7w6uOMKSOn88Nbs73Lz33WhzaP3J4/FRRCiEsk\nIXIJtHaDYwu4jxvLtnng+BuAJKc/35/qwsDSDegxczKND6QQZTc66WZkwOEAK6kxEBmZzC01dgJg\nwkK7cp8T7l/+ks7//Wsz+W7MT97lZz7qTbsnLjx2lhBCXAkSIpci7Wt08tjzVme4TYw51ICKQfW4\nbfIH3HY8/awA0aw9FsTRkia0GVrfvBGzyXitVuRDlxQg+7YfZMqo6VmGce/3/qN07NcmjyomhBCX\nR0LkEui0n85b59bwzpEb2Z1WnEX/bqHNcWdmgNhh47EQEkqa0GZFzesOUKHkMQBC/EpTO6LnBc93\n/PAJJg6awqof1qK19q7vM64nXQa0y8OaCSHE5ZEQuQjtOgSuPcaCuSIq8B7WHNvE/OMpbE+PJD7J\nSusjmQFiMvsT5x/D4bInqF7+MNXKxVG1bLz3eLfEDMTPlPNQJEcPHueFFiM4sveod11EiXAee+NB\n7npU2kCEEIWLhMjFZKz2/qgCO5Fo6c47cbG4tD9OlyIpNZBYq5vbMlxYrYGsSw7GXHkbT920mSCr\nPcuhygXfRrmQnLvjHj+UyKCWo7wBEh4dSvfBnbm7XxsZA0sIUShJiFyEzvg1cyGgGfPjVuPSxnMh\nScnBkKEouyeK2+67kfdWrObGliupVu5wlmMY83/cSf3oJ7OsP374BJtXbMPpcIHWTB83h8O7jR5f\npSuXZPyqUUSXjszfCgohxGWQELkArR1g9zRqm6Jxmqow79AUwGgTOXEyiApL3Nz/fDO+ip3E3d02\nEhjg8O5fNqgZNSPuo0RgXUwq860+cSSJaW/OZsHEZTgyHJyrZMXijFs+QgJECFHoSYhciGM7aGNu\ndPyb8nviVmxuY76O5DQrUUvc1Ly9NL/bXqXNbZntHm5XMLeXeZkKoXdkOdzJY6eY/vYc5n6y2Dtp\n1LlKXBfDOytGUrxcdP7USQgh8pCEyAVo+wbvzyqgGTP3rPIuJx8IonY9J3WafYvVP/NqIsDRkM7V\nRuA47Ufsn8bw71pr1s39m58/XOidshbAGhRAh76tKVu1lLEcbKVxx5sICg3M55oJIUTekBC5EMcm\nzw8mdqaUY//JJWABm92PMhnJNG/3F/5+xgRTqalWqvr3o0HUnUwe9DPzPluC3Xb+rSoAf6uFu/u2\npvtLnYkoUewKVUYIIfKehMiFuOIAK2nOBsz4cSHVnWHsqHuaYFcGHVttweIJkL17S1LF/gx71xzi\ng4/7Y0vLyPZwFn8/2j1xJ/e/3EXaO4QQV4Xsp8wrApRSTyul9iql0pVSfyilLjiZhlKqq1Iq1rP9\nP0qptpdynjSbP9/OrYHrZAbBKX7U32Wi43X/eANk34EyuBa35ccHvmL6uDneAPG3Wmj9SAu6DGhH\nlwHt6DmyG5N3TqD/h48X6gCZNm1aQRehQEi9ry3Xar3zQ5G8ElFKdQfGA32Av4CBwGKlVFWt9fFs\ntm8MTAVeAhYADwA/K6Xqaa3/zek8NruF7+a35GiiERjmQBslb96KxWx08T14qBybH7KSkrDEu48l\nwEL7Pndy/5AuRJXKflbCwmzatGn06NGjoItxxUm9ry3Xar3zQ5EMEYzQ+FxrPQVAKdUXaA88Bryd\nzfbPAou01u96lkcopVoD/YF+OZ1k4ZpbCAgyrhrMgTZKtlyPJSyNDIcfe/ZXZvtjTjISjN5bfhYz\nbR+X+c2FENeWIhciSikL0AB448w6rbVWSi0DGuewW2OMK5ezLQY6XehciSfDKB2UGSCHTVbWbapF\n4JFa2F//nYxjxlwi9VvV4fmJfSlxXc4zEgohxNWoyIUIEA2YgYRz1icA1XLYp2QO25e82MnOBMhu\ndxg/br+J8E1OSn6xElea8ZxH/VZ1GDPnJfyt/rmqhBBCXA2KYojkRAH6oltd2vZWgBOn4yleZhNr\n/g1h6d5SmBMP4P/RbpKMJhGq3Xw9nV9txbZ/t11OuQuVU6dOsXHjxoIuxhUn9b62XIv1jo2NPfOj\nNS+Pq84earwo8NzOSgPu1VrPPWv9ZCBca90lm332A+O11hPOWjcS6KS1rpfN9g8A3+d96YUQosA9\nqLWemlcHK3JXIlprh1JqA9ASmAugjPllWwITcthtXTavt/Ksz85i4EFgH2C7/FILIUSBswIVMD7f\n8kyRuxIBUEp1A74BniSzi+99QHWt9TGl1BQgTms91LN9Y+BXYAhGF98enp/rX6iLrxBCiAsrclci\nAFrr6UqpaGA0UALYDLTRWh/zbFIWcJ61/TqlVA/gdc+/XRi3siRAhBDiMhTJKxEhhBCFQ5Ed9kQI\nIUTBkxARQgjhs2s2RK7UAI6FTW7qrZTqrZRarZQ64fm39GLvU2GV29/3Wfvdr5RyK6Vm5XcZ84MP\nf+fhSqmPlVKHPfvsUErddaXKm1d8qPdznrqmKaUOKKXeVUoFXKny5gWlVFOl1Fyl1CHP32zHS9in\nhVJqg1LKppTaqZTqlesTa62vuX9Ad4yuuz2B6sDnwAkgOoftGwMO4HmMp+JHARlAzYKuSz7X+1ug\nL1AHqAp8BSQBpQq6LvlZ77P2uw44CKwCZhV0Pa7A79sCrAfmAY2A8kBToHZB1yWf6/0AkO7Zrzxw\nJ3AIeKeg65LLet+F0dmoM+ACOl5k+wpACsZ4g9WApz2fc61ydd6CrngBvdl/AB+ctayAOGBwDtv/\nAMw9Z9064JOCrkt+1jub/U3AKeChgq5LftfbU9c1wKPA10U0RHL7d94Xo+eiuaDLfoXr/SGw9Jx1\n7wCrC7oul/EeuC8hRMYCW85ZNw1YmJtzXXO3s84awHH5mXXaePcuNoDjsnPWLb7A9oWOj/U+VzDG\nt9UTeV7AfHIZ9R4BHNVaf52/JcwfPtb7bjxfjpRSR5RSW5VSLyulisznhI/1Xgs0OHPLSylVCWiH\n8UzZ1awRefC5ViSfE7lMV3QAx0LEl3qfayzGZf65f3iFWa7rrZRqgnEFcmP+Fi1f+fL7rgTcAXwH\ntAWqAJ94jvNa/hQzz+W63lrraZ7nzn7zjH5hBj7TWo/N15IWvJw+18KUUgFa6+ynaD3HtRgiOcnL\nARyLkkuqh1JqCNANaK61tud7qfJftvVWSoVgtAU9obVOuuKlyn8X+n2bMD5E+ni+vW9SSpUBXqTo\nhEhOcqy3UqoFMBTjdt5fQGVgglIqXmtd1OudW8rz30v+bLsWQ+Q4RqNTiXPWF+f8VD7jSC63L4x8\nqTcASqkXgcFAS6319vwpXr7Jbb2vx2hQn+f5VgqeXoxKKTtQTWu9N5/Kmpd8+X3HA3ZPgJwRC5RU\nSvlprZ057FeY+FLv0cCUs25dbvd8mficoh+eF5LT59rp3HxRLDL3OvOK1toBnBnAEcgygOPaHHZb\nd/b2HhcawLHQ8bHeKKUGAcMwhpXZlN/lzGs+1DsWqA3UxbiddSPGQJ8rPD8fzOci5wkff9+/Y3wL\nP1s1IL6IBIiv9Q7CaIg+m9uzq8pm+6tFdp9rrcnt51pB9yIooJ4L3TC69J3dBTARiPG8PgV446zt\nGwN2Mrv4jsToQljUuvjmtt6DPfXsgvGN5cy/4IKuS37WO5v9i2rvrNz+vsti9L77AKM9pD3Gt9Uh\nBV2XfK73COAkRhffChhfEHcBUwu6LrmsdzDGF526GCH4nGe5nOf1N4Fvztq+AkYX37Gez7V+ns+5\nO3N13oKueAG+4f0whnpPx0jem856bQXw1Tnb3wvs8Gy/BeObeYHXIz/rDezFuDVw7r9XC7oe+f37\nPmffIhkivtQbaIjxjT3N80H6Ep4x9orSv1z+nZuA4cBOINWz3wQgrKDrkcs6N/eEx7n/v37lef1r\nYEU2+2zwvE+7gIdze14ZgFEIIYTPrrk2ESGEEHlHQkQIIYTPJESEEEL4TEJECCGEzyREhBBC+ExC\nRAghhM8kRIQQQvhMQkQIIYTPJESEEEL4TEJECCGEzyREhBBC+ExCRAghhM8kRIQQQvhMQkQIIYTP\nJESEEEL47FqcY12IQkMpFQ68ApzGmEDouNZ6YsGWSohLJ1ciQhQQpVQEsAZYprUegzGF61sFWyoh\nckdCRIiC8wGwTWu92LN8CBhVgOURItdkelwhCoBSqhRwAGijtV5R0OURwldyJSJEwbjZ89+1BVoK\nIS6ThIgQBcMMnNJa285eqZSqpJSSDi+iyJAQEaJgrAJQSkWfWaGUqgX01lo7C6pQQuSWtIkIUUCU\nUs2BJ4BYjCuTA1rryQVaKCFySUJECCGEz+R2lhBCCJ9JiAghhPCZhIgQQgifSYgIIYTwmYSIEEII\nn0mICCGE8JmEiBBCCJ9JiAghhPCZhIgQQgifSYgIIYTwmYSIEEIIn0mICCGE8Nn/AR2+VcUelF34\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8d4b51c6d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = plt.cm.viridis(np.linspace(0, 1, len(gal_mag_bins)))\n",
    "\n",
    "cmap = mpl.cm.viridis\n",
    "norm = mpl.colors.Normalize(vmin=gal_mag_bins.min(), vmax=gal_mag_bins.max())\n",
    "\n",
    "Fig, Ax = plt.subplots(1)\n",
    "for i, mmin in enumerate(gal_mag_binedges[:-1]):\n",
    "    mcut = np.logical_and(mag >= mmin, mag < gal_mag_binedges[i+1])\n",
    "    \n",
    "    ci, bins = calc_ci_dist(photoz_pdf[zs_gal_mag*mcut,:], photoz_zgrid, z_spec[zs_gal_mag*mcut])\n",
    "    \n",
    "    Ax.plot(bins, ci, color=colors[i], lw=2)\n",
    "\n",
    "cbax = Fig.add_axes([0.26, 1.02, 0.5, 0.05])\n",
    "CB = mpl.colorbar.ColorbarBase(cbax, cmap=cmap, norm=norm, orientation='horizontal')\n",
    "CB.set_label('r')\n",
    "\n",
    "Ax.set_aspect('equal')\n",
    "Ax.set_ylim([0,1])\n",
    "Ax.plot([0,1],[0,1], color='0.5', ls='dashed', lw=2)\n",
    "Ax.set_xlabel(r'$c$', size=12)\n",
    "Ax.set_ylabel(r'$\\hat{F}(c)$', size=12)\n",
    "Ax.text(0.1, 0.9, 'Galaxies', size=12,  verticalalignment='top')\n",
    "Fig.savefig('plots/dmu24_ELAIS-N1_pz_accuracy_gal.png', format='png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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silxeOvgBWRW5ta65fVVkVwbThyb3p19C97A8VVVeFu7bTmGZE2Uq4uzSExEE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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8d506d41d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = plt.cm.viridis(np.linspace(0, 1, len(agn_mag_bins)))\n",
    "\n",
    "cmap = mpl.cm.viridis\n",
    "norm = mpl.colors.Normalize(vmin=agn_mag_bins.min(), vmax=agn_mag_bins.max())\n",
    "\n",
    "Fig, Ax = plt.subplots(1)\n",
    "for i, mmin in enumerate(agn_mag_binedges[:-1]):\n",
    "    mcut = np.logical_and(mag >= mmin, mag < agn_mag_binedges[i+1])\n",
    "    \n",
    "    ci, bins = calc_ci_dist(photoz_pdf[zs_agn_mag*mcut,:], photoz_zgrid, z_spec[zs_agn_mag*mcut])\n",
    "    \n",
    "    Ax.plot(bins, ci, color=colors[i], lw=2)\n",
    "\n",
    "#cbax = mpl.colorbar.make_axes(Ax.axes)\n",
    "cbax = Fig.add_axes([0.26, 1.02, 0.5, 0.05])\n",
    "CB = mpl.colorbar.ColorbarBase(cbax, cmap=cmap, norm=norm, orientation='horizontal')\n",
    "CB.set_label('r')\n",
    "\n",
    "Ax.set_aspect('equal')\n",
    "Ax.set_ylim([0,1])\n",
    "Ax.plot([0,1],[0,1], color='0.5', ls='dashed', lw=2)\n",
    "Ax.set_xlabel(r'$c$', size=12)\n",
    "Ax.set_ylabel(r'$\\hat{F}(c)$', size=12)\n",
    "Ax.text(0.1, 0.9, 'AGN', size=12, verticalalignment='top')\n",
    "Fig.savefig('plots/dmu24_ELAIS-N1_pz_accuracy_agn.png', format='png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
