solve_and_plot.ipynb 314 KB
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{
 "cells": [
  {
   "cell_type": "code",
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   "execution_count": 1,
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   "metadata": {
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    "scrolled": true
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   },
   "outputs": [],
   "source": [
    "import sys\n",
    "import numpy as np\n",
    "from scipy.io import loadmat\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
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    "sys.path.append('C:/Users/Matthijs/python/ProxPython/proxtoolbox/Problems/OrbitalTomog/')\n",
    "# sys.path.append('/home/rluke1/work/git/ProxPython/')\n",
    "# sys.path.append('/home/rluke1/work/git/ProxPython/proxtoolbox/Problems/OrbitalTomog/')\n",
    "import coronene_config # base config\n",
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    "import orbitaltomog_data_processor # extends config\n",
    "from phase import Phase\n"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 9,
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   "metadata": {},
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   "outputs": [
    {
     "data": {
      "text/plain": [
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       "'.mat'"
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      ]
     },
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     "execution_count": 9,
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     "metadata": {},
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     "output_type": "execute_result"
    }
   ],
   "source": [
    "cfg['data_filename'][-4:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
    }
   ],
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   "source": [
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    "cfg = coronene_config.new_config\n",
    "cfg['data_filename']='coronene_h1.tif'\n",
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    "cfg['algorithm']='RAAR'\n",
    "cfg['constraint']='sparse real'\n",
    "cfg['sparsity_parameter']=512\n",
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    "cfg['dataprocessor_plotting']=True\n",
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    "orbit_config = orbitaltomog_data_processor.data_processor(cfg)"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 3,
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   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iterations:500\n",
      "Calculation time:\n",
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      "2.817462921142578\n"
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "C:\\Users\\Matthijs\\.conda\\envs\\py3\\lib\\site-packages\\numpy\\core\\numeric.py:538: ComplexWarning: Casting complex values to real discards the imaginary part\n",
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      "  return array(a, dtype, copy=False, order=order)\n"
     ]
    },
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
     },
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     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
    },
    {
     "data": {
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      "image/png": 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44POZaWsIKRbF+n2dAxxhZp83s1oz+xzhMt4vWrkf24AN8Tu+qhXryPePZjbYzEYSciMfbG4BwnGR/36fBz5vZjVmNomQOpB4CDgv8z2n+x1b7e4EbjazfQHM7EAzO7X1bwmA/xtbG44h5OyW876IJ5WHCSf+Z919Wdyn/czsb+KJcQfhhqFCx+kvgP3N7FIz6xt/YxPitL0Ief/vxRarr5S5TysI6UU/jN9VbzNLgulPgGlmNjr+hv8ZmO/uS5tbr5mdaWZJN2vrCb/l7G+/ub6MK3k8ltyemX3czI6NLUWbCJXFBqAPISd4DVBvZqcRcrGz6x1qZnu3cL3NuR/4azM7NR7z/cxsopmNcPe3CKkH/2RmfczsRELFpFIU57t3nE8kx89HCP+E/kcZy+xFSAFaA9Sa2f8DBiYTzewLZrZPjLsbYnEDJY7nNuz/6WZ2opn1IdycPN/d325uoeg+4DOECv+szP5/yswOj/8Abor7Xug4ugu41sxGxd/CB81sKM18Ps24mxBrTzazXvE89f74nv4HuCF+bh8kXEFptlvWNv4uofn41xLNxco+Fq7q7O3uu9j9+UPz54Ki8b2Z9RZVRt2haL2jtaqpsv8Twl3+b8THdQDuvpBwU9MPCCf1JYR8QwgHyo2E/5JWEoL2N+O0JLisM7PF+Rtz95cJeeHPEL7MYwk3jGXNB0bF9V8PnOHu6zLT7yPk960k3NzyD8XenLu/Svjx3xrX99fAX7v7TjObTLgh48I4+9eAMWZ2drH1tcD/Aa4xs83A/yPzX2dMR7ge+IOFS0nH5+3zOkKgvoyQXvEN4FPunm3VKtf3CDd3rQXmES5ZtdXPCT0SPE84cd5dxjJ3A0fH9/tfsewSwvexATib8N85AO7+aNz33xKOvd/mre/yWD7PwiXA31Bm38AlPBnX+TjhBr6WDH4zk3As35cp60X4Dt8lXI7+GOG4yBEv5X6S8FmsJPQ28fE4+euECsRmQpAq6x+Q6BxCRfRPhBzPS+P2HifkOP+U0JJxGHBWmes8DphvZu8RWjQvcfc347SrgZnxO/5skeUreTzeApxhZuvN7PsFpu9P+CdsE+GmsicJ+aybCTHjIUJs+zy7L/nj7n8i3Ij8Rnwv+ZfIC663uZ2NJ/jJhFi5htDq94/sPh98npB7XEc4ycwqsJrWUpzv3nEewue0nhBvfky4T+NPZSz3GKFh4M+EtIXt5KYyTAJeir/5W4Cz3H17Gcdza/yEcOzXEW58L/s7cvflwGLCP5nZK7ijCOeH9wjH4w/d/YkCq/g3wvf3a8Jv+25CrGru8ym1T88SGo5uJlwNeJLdV3OmEPLL3wV+Blzl7nPLWG2rf5dxn0rGv5YoI1ZCOA8tjefpC9md8trcuaC5+F5svc0pWncoo97RYsmd4JLHzM4j3JRxYpHpT9AOA+lIeawCAydVGysw+E0r1vE+QqV6f3ffVLm9E+l+FOcry9pxcKOOYhUYeNHMZgDvtmUdIpWkQUBEuol4yfRrhJ4kVNEXEelgsdHmb4EPde6eiOymyr5IN2AhH38V4fLupE7eHRGRHsfMriWM2XBDJq1QpNMpjafKWbhh9BZCv853FephQEREqoNitohUG1X2q5iFXjb+TLhpcjlhGPMp8aYzERGpIorZIlKNqqk3HmlqPGHkzjfcfScwm9DrgIiIVB/FbBGpOsrZr24Hktu11nJCl3gFxR5qRCTXWncvOKpxcyZNmuRr1zbfA+GiRYsec3fdKyEtitkA/fv39yFDKjW2lkjXV1dXx5YtW1o94GY5cbunxWxV9qtboYM9p0JvZtOB6R2zOyJdUquHGl+7di0LFixodr5evXqVM2S9dH/NxmzIjduDBw/m0ksvbe/9Eukyvve977Vp+XLidk+L2arsV7fl5A6ZPIK8Ibvd/Q7gDlDLvkh70H1N0gLNxmzIjdsjR47UASZSYYrbuZSzX90WAKPM7JA4bPdZtHKEORFpHXdv9iESKWaLVAHF7Fxq2a9i7l5vZhcThsmuAWa4+0udvFsiPYa709jY2Nm7IV2EYrZI51PcbkqV/Srn7nOAOZ29HyI9VU9sBZLWU8wW6XyK27lU2RcRKUEnDRGRrkVxO5cq+yIiRehysIhI16K43ZRu0BURKaESN+ia2Ugz+52ZvWJmL5nZJbF8iJnNNbPX4t/BsdzM7PtmtsTM/mhmYzLrmhrnf83MpmbKx5rZC3GZ75uZldqGiEh3VYkbdM1shpmtNrMXM2VXm9k7ZvZ8fJyemXZljL+vmtmpmfJJsWyJmV2RKT/EzObH2PxgvKkfM+sbXy+J0w9u6+ehyr6ISAkV6o2nHrjM3Y8CjgcuMrOjgSuAx919FPB4fA1wGjAqPqYDt0OouANXEQZqGg9clam83x7nTZZLBowptg0RkW6pQr3x3MvuOJp1s7uPjo85ADGenwUcE5f5oZnVmFkNcBshph8NTInzAnwnrmsUsB44P5afD6x398OBm+N8baLKvohICY2Njc0+muPuK9x9cXy+GXiFMNrqZGBmnG0m8On4fDIwy4N5wCAzGw6cCsx19zp3Xw/MBSbFaQPd/RkPZ7JZeesqtA0RkW6prTEbwN2fAurK3ORkYLa773D3N4ElhAaZ8cASd3/D3XcCs4HJ8crrScDDcfn8+J/E7IeBk5Mrta2lyr6ISBHltOrHVqJhZrYw8yg6qnW8JPshYD6wn7uviNtaAewbZzsQeDuz2PJYVqp8eYFySmxDRKTb6YCxUS6O6ZUzMldWWxqzhwIb3L0+rzxnXXH6xjh/q+kGXRGREso8Max193HNzWRmA4CfApe6+6YSjTWFJngrykVEepwy4vYwM1uYeX1HHNm6ObcD1xLi67XATcAXKR6DCzWqNxezKx7PVdkXESmhUl24mVlvQkX/x+7+n7F4lZkNd/cVMRVndSxfDozMLD4CeDeWT8wrfyKWjygwf6ltiIh0S2XE7bIaaAqsd1Xy3MzuBH4RXxaL2RQpX0tIz6yNrffZ+ZN1LTezWmBvyk8nKkhpPCIiRSRduLU1/zPmW94NvOLu/5aZ9AiQ9KgzFfh5pvzc2CvP8cDGmILzGHCKmQ2Ol49PAR6L0zab2fFxW+fmravQNkREup1y4nZrxQaTxGeApKeeR4CzYk86hxA6SXgWWACMij3v9CHcxPtIvLfqd8AZcfn8+J/E7DOA33obW53Usi8iUkKFWvZPAM4BXjCz52PZN4EbgYfM7HxgGXBmnDYHOJ1wk9dWYFrclzozu5ZwAgG4xt2TFp+vEHqP2AN4ND4osQ0RkW6pEnHbzB4gXEkdZmbLCT2hTTSz0YS0mqXAl+P2XjKzh4CXCb2vXeTuDXE9FxMaamqAGe7+UtzE5cBsM7sOeI7QIET8e5+ZLSG06J/V1veiyr6ISAmVOGm4+9MUzsMEOLnA/A5cVGRdM4AZBcoXAh8oUL6u0DZERLqrCsXtKQWK7y5Qlsx/PXB9gfI5hAac/PI3CL315Jdvp8KNMqrsi4iUoJEYRUS6FsXtXKrsi4gUUaFu2kREpIMobjelyr6ISAk6aYiIdC2K27lU2RcRKUGXg0VEuhbF7Vyq7IuIlKAWIhGRrkVxO5cq+yIiRSj3U0Ska1HcbkqVfRGREnTSEBHpWhS3c6myLyJSgnI/RUS6FsXtXKrsi4iUoBYiEZGuRXE7lyr7IiJFKPdTRKRrUdxuSpV9EZESdDlYRKRrUdzO1auzd6CnM7ORZvY7M3vFzF4ys0ti+RAzm2tmr8W/gzt7X0V6oqSVqNRDehbFbZHqppidS5X9zlcPXObuRwHHAxeZ2dHAFcDj7j4KeDy+FpEOpsq+FKC4LVLFFLNzqbLfydx9hbsvjs83A68ABwKTgZlxtpnApztnD0V6rnIq+j3xxNHTKW6LVC/F7KZU2a8iZnYw8CFgPrCfu6+AcGIB9u28PRPpuRobG5t9NMfMZpjZajN7MVP2oJk9Hx9Lzez5WH6wmW3LTPtRZpmxZvaCmS0xs++bmcXygukjFnw/zv9HMxtT8Q+oh1PcFqk+bY3Z3Y0q+1XCzAYAPwUudfdNLVhuupktNLOF7bd3Ij1XhVqJ7gUm5a33c+4+2t1HE377/5mZ/Hoyzd0vzJTfDkwHRsVHss5i6SOnZeadHpeXCqlE3N6yZUv77aBID6WW/Vyq7FcBM+tNOGH82N2TE/4qMxsepw8HVhda1t3vcPdx7j6uY/ZWpGepRGXf3Z8C6gpNi63znwUeKLWOGAcGuvszHjY6i91pIsXSRyYDszyYBwxK4oq0TaXidv/+/Ttmh0V6EFX2c6my38niif5u4BV3/7fMpEeAqfH5VODnHb1vIj2du1ckjacZHwFWuftrmbJDzOw5M3vSzD4Syw4ElmfmWR7LoHj6yIHA20WWkVZS3BapXuXE7XIUSb9sccqkmU2N879mZlMz5S1Ky2wLVfY73wnAOcBJmRzd04EbgU+a2WvAJ+NrEelgZbbsD0vSMuJjegs2MYXcVv0VwPvc/UPA14CfmNlAwArtXjPrbs0y0jzFbZEqVqGW/XvJS7+khSmTZjYEuAqYAIwHrspU3lualtlqGlSrk7n70xQ+IQOc3JH7IiJNlXliWNuaVDozqwX+Fhib2d4OYEd8vsjMXgeOILTKj8gsPgJ4Nz5fZWbD3X1FXvrIcmBkkWWklRS3RapbJVJ13P2peAN+1mRgYnw+E3gCuJxMyiQwz8ySlMmJwFx3rwMws7nAJDN7gpiWGcuTtMxHS2yj1dSyLyJSRAek8XwC+JO7p+k5ZraPmdXE54cSWnzeiOk5m83s+Hi591x2p4kUSx95BDg3XmI+HtiYpPuIiHRHZabxtPZqbEtTJkuVtzQts9XUsi8iUkIlWojM7AFCS80wM1sOXOXudwNn0fTG3I8C15hZPdAAXJi0CgFfIVxa3oPQAvRoLL8ReMjMzgeWAWfG8jnA6cASYCswrc1vRkSkypURt1t1NbaEYimTLS1vF6rsi4iUUKHLwVOKlJ9XoOynhF5eCs2/EPhAgfJ1FEgfiZeUL2rh7oqIdGnt2ONOS1Mml7M7JScpf4LWpWW2mtJ4RERKqFA/+yIi0kHaMWa3NGXyMeAUMxscb8w9BXislWmZraaWfRGRIpLcTxER6RoqFbcLpV/SwpRJd68zs2uBBXG+a9qQltlqquyLiJSglnsRka6lPdMvaWHKpLvPAGYUKG9RWmZbqLIvIlKCKvsiIl2L4nYuVfZFREpQGo+ISNeiuJ1LlX0RkSJ0A66ISNeiuN2UKvsiIiXopCEi0rUobudSZV9EpASdNEREuhbF7Vyq7IuIlKDcTxGRrkVxO5cq+yIiRSj3U0Ska1HcbkqVfRGREnTSEBHpWhS3c6myLyJSgi4Hi4h0LYrbuVTZFxEpQS1EIiJdi+J2LlX2RUSKUO6niEjXorjdVK/O3gERkWrW2NjY7KM5ZjbDzFab2YuZsqvN7B0zez4+Ts9Mu9LMlpjZq2Z2aqZ8UixbYmZXZMoPMbP5ZvaamT1oZn1ied/4ekmcfnCFPhYRkarV1pjd3aiyLyJSQtJKVOpRhnuBSQXKb3b30fExB8DMjgbOAo6Jy/zQzGrMrAa4DTgNOBqYEucF+E5c1yhgPXB+LD8fWO/uhwM3x/lERLq1CsTsbkVpPNKjnX322QD06dMnLdu+fTsADzzwQKfsk1SXSpwY3P2pFrSqTwZmu/sO4E0zWwKMj9OWuPsbAGY2G5hsZq8AJwGfj/PMBK4Gbo/rujqWPwz8wMzMe+LZTrqNsWPHAlBbW5v+Puvr6wFYvHhxp+2XVA+FuFyq7EuP9aUvfYn+/fsDYGZpJT/5K9IBrUAXm9m5wELgMndfDxwIzMvMszyWAbydVz4BGApscPf6AvMfmCzj7vVmtjHOv7Yd3otIu/vwhz9M7969gRC3k0p+8lekp7bel6I0HhGREsrM2R9mZgszj+llrPp24DBgNLACuCmWW4F5vRXlpdYlItJtKWc/l1r2q0TMx10IvOPunzKzQ4DZwBBgMXCOu+/szH3sLi644AIABgwYkKbv7Ny5U+k7UlCZLURr3X1cC9e7KnluZncCv4gvlwMjM7OOAN6NzwuVrwUGmVltbN3Pzp+sa7ne7fc1AAAgAElEQVSZ1QJ7A3Ut2U8pTnG740yYMAGAvn370qtXaKdsaGhQ+o4UVImWfTNbCmwGGoB6dx9nZkOAB4GDgaXAZ919vZkZcAtwOrAVOM/dF8f1TAW+HVd7nbvPjOVjCfdz7QHMAS5prxRLtexXj0uAVzKvi91wJ20wZcoUevfuTe/evXF3tm7dytatW6mrq+Oee+7hnnvu6exdlCpToRt0mzCz4ZmXnwGSnnoeAc6KPekcAowCngUWAKNizzt9CDfxPhJPDr8DzojLTwV+nlnX1Pj8DOC3ytevKMXtDjBmzBhqamqoqanB3dm1axe7du1i69atzJ8/n/nz53f2LkqVqWDM/njsQCFpzLkCeDz+xh+PryF0nDAqPqYTrtwS/zm4ipByOR64yswGx2Vuj/MmyxXqxKEiVNmvAmY2Avgr4K742gg33D0cZ5kJfLpz9k6k53L3SnW9+QDwDHCkmS03s/OB75rZC2b2R+DjwFfjNl8CHgJeBn4FXOTuDbHV/mLgMUIF86E4L8DlwNfizbxDgbtj+d3A0Fj+NXafmKSNFLdFqlM5cbsNJhN+25D7G58MzPJgHuFq63DgVGCuu9fFe7LmApPitIHu/kxsgJlFO8YLpfFUh+8B3wD2iq9L3XCXI+YGl5MfLIQUnalTQ0Pnli1bmDVrVlnLnXvuufTr1w8Il47vvvvuZpaQ7qJCvfFMKVBc9CBy9+uB6wuUzyFc7s0vf4PdPfZky7cDZ7ZoZ6VcFYnbgwcPLjSLZCxevJjjjjsOgF27drFgwYKyllu0aBG7du0CoFevXowf3+QnIt1UhS5gOvBrM3Pg3939DmA/d18Rt7HCzPaN86adIUTJ779U+fIC5e1Clf1OZmafAla7+yIzm5gUF5i14JEbD7474rp0eb4MM2fObH4mYPr06RxwwAFAyO9PWgPWr1/PF77wBQDuv//+9tlJqRrKepF8lYzbI0eO1AFWhnIr+PPmzWPTpk0A7Nixg3DBBfbYYw8WLVoE7O66U7qvMuL2MDNbmHl9R/xdZp3g7u/GCv1cM/tTifVVsmOFilNlv/OdAPxNHD2zHzCQ0GJU7IY7EelAquxLAYrbIlWsjLjdbKcK7v5u/LvazH5GuHq6ysyGx1b94cDqOHuxjhWWAxPzyp+I5SMKzN8uVNnvZO5+JXAlQGwh+rq7n21m/0G4oW42uTfcSTs566yzADjyyCMBOOiggxg6dCgQLgFv2LABCK1FyaXhfFOmhGyNffbZBwg9RyS9Rbz33nvceeed7fcGpOKS3E+RLMXt6vH8888DsHp1qHPV1dWxbds2IPx+k/TL2tpaampqCq5jzJgxAOm4K7W1tenvfvv27boBuIupRNw2s/5AL3ffHJ+fAlzD7k4PbqRpZwgXx8EOJwAb4z8EjwH/nLkp9xTgSnevM7PNZnY8MB84F7i1TTtdgir71etyYLaZXQc8R4n8XhFpP2rZlxZQ3BapAhWI2/sBP4tpYLXAT9z9V2a2AHgodrKwjN33RM0hdLu5hND15rS4H3Vmdi2hNzWAa9w96f74K+zuevPR+GgXquxXEXd/gnB5p+gNd9I+LrjgAo466igARo0aBcDw4cPTVqFt27axc2foLru+vp4HH3ywyTqmTZvG4YcfDsCQIUMAqKmpYcuWLUBocZo+PdxLfccd+amBUq1U2ZdSFLc7z/z581m1KgxXsXZtGBR606ZN6ZXXPn36pH3y9+rVi9GjRzdZx4QJE9IruHvuuScQRuZN1rFlyxY+/OEPA/DMM8+047uRSmpr3I6/5b8oUL4OOLlAuQMXFVnXDGBGgfKFwAfatKNlUmVferQvfelLALz//e/niCOOAEL6DoReMpKAsWPHDrZu3QrsvlycSFJ3jjrqqHTZAQMGAGGwruRks3nzZqWEdDFK4xGpPklazerVq9N4nKRZbtu2Lb0pt3fv3unAiUmKTiJJ3dl3333THpGSeRsaGtJ4v23bNsWALkZxuylV9kVESlDLvohI16K4nUuVfemxpkyZwn777QfAsGHDGDhwIBBuqgVobGxMU3DWrFnDsmXLALj99ttz1pO9IrDvvqHL3aRladeuXenNYuvWreOuu+5qz7ck7UAnDZHq8dxzz7F582YgpNgk6ZUNDQ1AiL3Z1vyk1f6EE07IWU/SicLgwYPTK7FJ3N62bVuaxrNt2zbdoNsFKW7nUmVfeqzkhAAhTSfpmzlJu4GQZw/w2muv8a1vfavJOi666CJGjgy9bQ0ePJja2vCTSk5Gq1at4o033gDglltuaYd3Ie1Nl4NFqkdSqYdwT1ShNJ3k+bBhwzjttNOarOPEE09k0KBBQOh/P4n5O3bsAEL8XrduHQBPPfVUO7wLaW+K27lU2RcRKcLd1UIkItKFKG43pcq+9FgzZ87k/PPPB0JrUXKD1x577AGEm2uTm7++853v5Cyb3JR78MEHp5eJzSxdx9tvh9GxX375ZX7wgx+08zuR9qSThkj1GDduXJpWY2ZpvE7Sbmpra9O0nI9//OM5yyY35Q4ePDhdDkhTLTdu3AjAypUrefrpp9vxXUh7U9zOpcq+9Gh33926brCTLjaHDRuWXgKuq6vj3XfDAHgvvfQSQJMc/S9/+csA7L///um9Adu3b2fNmjVA0/sBpPPppCFSXSZMmNCq5YYNGwaELjaz+flJCueKFSsAmuToz5s3D2jarWfSVWf+/QDS+RS3c6myLyJShLpwExHpWhS3m1JlX6SFLr/88rTXnZqamjR1Z9WqVbz88ssAzJo1q8lyN9xwA4cddhgAgwYNor6+HgiDwfTu3RuAqVOnMnPmzHZ/D1I+tRCJdH0nnXRSmt5TU1OT9qO/ZcsWVq5cCcDChQubLPfLX/4y7ahh27Zt6ZXcbE8/CxcuZNy4ce3+HqR8itu5VNkXKcMFF1yQdtU2dOjQnF53kpEb//znP/PjH/84Z7kvfOEL6SXeD37wgxxwwAFAyCtN/kloaGhITzYKUNVH34lI1zRhwoS0gt+/f/+cXnfee+89IDS2LFq0KGe5RYsW8eabbwIhfz/J5W9sbMzJ9d9rr73a/T1I6yhu5+rV/CwiIj1XY2Njs4/mmNkMM1ttZi9myv7FzP5kZn80s5+Z2aBYfrCZbTOz5+PjR5llxprZC2a2xMy+bzHx2MyGmNlcM3st/h0cyy3OtyRuZ0zFPyARkSrT1pjd3ahlX3qcSy65BAipNMlNsu6eDs6S/K2vr09bgvr06ZO26Lh72tKzYcMG3nrrLQAeeOCBJtuaMGECH/rQhwAYNWpUOnDX9u3b0wG7du3alfbLXyj9RzpPBbtwuxf4AZD9gucCV7p7vZl9B7gSuDxOe93dRxdYz+3AdGAeMAeYBDwKXAE87u43mtkV8fXlwGnAqPiYEJdv3d2NIp3oox/9KBB6S0uurLp72u9+khbZ2NiY3nxbW1ubM+/27duBkI6zfv16ABYvXtxkW8uWLUs7W1i7dm26XG1tbdqvf21tbXr+UApPdVHXm02psi89wuc+9zkgjHY7YsQIAIYMGZLmyu/atSutfCc9M7z33ntpkG9oaEjL6+vr00vAP/rRjyjk29/+NhC65tx///2BcBk5CUCbN29m1apVALz11lssWbKkgu9WKqkSJw13f8rMDs4r+3Xm5TzgjFLrMLPhwEB3fya+ngV8mlDZnwxMjLPOBJ4gVPYnA7M8vIl5ZjbIzIa7+4o2viWRdpc0lAwbNiwdBGvPPfekpqYGCHE5aZxJYvXOnTvTHnMaGxvTgbKy8/7P//xPwe395je/AcJo50kDzM6dO9N/Hvr27Zum7gwaNCjt3Ueqjyr7uZTGIyJSQplpPMPMbGHmMb2Fm/kiodKeOMTMnjOzJ83sI7HsQGB5Zp7lsQxgv6QCH//um1nm7SLLiIh0S0rjyaWWfekRktb8ESNGpDfJJik1EFrzk94ZkpagDRs2pDfRbtmypcnNt4Wcc845wO7+nPv165eub82aNengLcuWLeOFF14A4Nlnny2YAiTVocwWorXu3qpr+Wb2LaAeSA6wFcD73H2dmY0F/svMjgGs0O41t/pWLCNSFfbee28gtKInz5PUGQixOpt2CSFFJ4mzO3fubHLzbSHJPMkV2/r6+jT9p3///ukV4EGDBqVXag866KD0yoNUH7Xs51JlX0SkiPbO/TSzqcCngJNjqg3uvgPYEZ8vMrPXgSMIrfIjMouPAN6Nz1cl6Tkx3Wd1LF8OjCyyjIhIt6Oc/aZU2Zdu7+yzz2bIkCFA6CotaRlqbGxMW/PXrl3L22+HbIfkhtvWjK6b3MSbtDatXbs2zR9taGjI6abzhhtuKLiOKVOmAOGqAIRWpvvuu6/F+yKV0V4nDTObRMir/5i7b82U7wPUuXuDmR1KuLn2DXevM7PNZnY8MB84F7g1LvYIMBW4Mf79eab8YjObTbgxd6Py9aUrGDt2bDpCbd++fdM8/WxnCps3b06vviZ/80e/LUcSo5PW/AEDBqTPk9cA++yzDyeffHLBdYwZEzq6Sq4CNDQ0FOy3XzqGKvu5VNmXbm/AgAFpAK6vr09vtN2xY0d6k+ybb77JrbfeWnQd5Upu6lq+PKRWb9q0Kb25a/PmzXzve98ruNzZZ58NwMiRI+nfvz9A2stEMqCLdI5K5Hea2QOEG2iHmdly4CpC7zt9gbnxGJnn7hcCHwWuMbN6oAG40N2Tg+ArhJ599iDk+Cd5/jcCD5nZ+cAy4MxYPgc4HVgCbAWmtfnNiHSAPn36pBX8xsbG9AbcbAcJdXV1/P73v2/ztpIGoOQm4H79+qWVxX79+vGRj3yk4HJjx45Nl0t66UniRdKQJJ2jQnF7EnALUAPc5e43tnmlnUSVfRGREirUG8+UAsUFLx25+0+BnxaZthD4QIHydUCTJseYGnRRi3ZWRKSLa2vcNrMa4Dbgk4R0yAVm9oi7v1yB3etwquxLt9erV6+0VWjt2rXpjVxr167lu9/9bsllp00LDaG9e/dOLx3fe++9RedvzY223/jGNxg5MqRVJy1LsPuytFqIOo9yP0U6R69evdKYu2XLlrSldsuWLfz2t78tueyCBQuAcHU0uTpw3HHHFZ2/NTfannTSSWm8zo6qm9wcnKQGScerUNweDyxx9zcAYirkZECVfZFqtH37dtatWweECn6SFnP//fcXnP/qq68GQs89SUrNrl270nz7yy67jJtuuqlN+3TBBRcwatQoAN73vvcxdOhQIOSMJpeok37/k3Qe6Rw9sZs2kc5WX1+fVpy3bt2aPi+WB//rX4dhKzZs2JD+k1BTU5PG8CeffJKPfexjbdqnCRMmsM8++wAwePDg9J6CmpqatNe15K/iRueqwOdfqNviLjsgoSr7IiIlqGVfRKRrKSNuDzOz7H+Od7j7HZnX3arbYlX2q4CZDQLuIuTiOmGAnVeBB4GDgaXAZ919fSftYpd2zz33NDvP3//936e9KRxxxBEAOaMj1tXVpZeDk6sErfHVr34VCDfiJn3/77PPPull4F27dqVpRknL/saNG1u9PWk7VfalEMXt9lVOrzpPP/102hlCcuU1iZsQRttNrowmrfCtkVwRyPb3n+34oaGhIW1JTtJ3kisR0jnKiNvNjY3SrbotVmW/OtwC/MrdzzCzPsCewDeBx939RjO7AriC0E2fVNCll14KwPjx4zn22GOBkFYD4eSQpNRs3bo1rYQnufTlmDJlSnqSGThwYPoPxIABA9J/Hnbu3JlTwU96CFqxIvSQeNddd7X+DUqbKGdfSlDc7iRJDzxvvfUWK1euBGD9+vA/1a5du9LedXr37p12oZnNq2/OmDFj0op8v3790lSgPn360KtXLyBU8JN/JHbt2pX2xJb09taaLkClMioUtxcAo8zsEOAd4Czg821daWfp1dk70NOZ2UBCV3t3A7j7TnffQLgRZGacbSbw6c7ZQ5Gerblh15Wb2/MobotUt7bGbHevBy4GHgNeAR5y95faebfbjVr2O9+hwBrgHjP7C2ARcAmwXzL4TRwVc99CC5vZdGB6R+1sdzJt2jSOPPJIAA499FAOOOAAILTAQwgWScv+qlWrePPNNwG47bbbCq5v6tSpaetR0re+u6fPGxoa0vXB7su8ffv2TYPP5s2b05aqm2++uULvVNpCLftSQMXi9uDBgztmj7uJBQsWpFc/6+rqcsZNgRB7kz7v99prr3RAxRNOOKHg+o477ri0Fb9Q3Hb3dN1AehW2pqYmjQ07duxIW/affPLJCr1TaYsKdZk8hzBWSZenyn7nqwXGAH/v7vPN7BbCpd+yxBtK7gAwM9VKWmDfffdN8y/79OmT5loml4M3btzIkiVLAFi8eHHaS0++JA9/zz33bJJvv3nzZmbOnFlwuXPOOQcIPfAkgalUt57SOVTZlwIqFrdHjhypA6wF3nvvvbQr5WzXmklDyx577JFW8A844ABOOeWUgutJ8vB79+6dU2mHkFqZdN+Zb9y4kOZdU1OTNtIUm1c6j+J2LqXxdL7lwHJ3TxL8HiacRFaZ2XCA+Hd1J+2fSI/l7krjkUIUt0WqVDlxu6dRy34nc/eVZva2mR3p7q8SRsF8OT6mAjfGvz/vxN3slnr16pW25Kxbty7tmzkpe/fdd3nxxRcBuP7663OWveCCCwA46KCD0pu3du7cmfbUk/wtNcjWfffdV6m3Iu1ILUSST3G78zQ2NubcdJu07CdlAwcOZPjw4QCcfHLuoNITJoRu0ocMGZKm+jQ0NKRXYpMBDBcvXlx0+8X6+ZfqoridS5X96vD3wI9jjw5vANMIV10eMrPzgWXAmZ24f93Spk2b0m7bsrn0SRrP66+/XjAF5+tf/zqHHHIIEE4syT8JK1euZM2aNUDrRtKV6qSThhShuN0J+vXrl6ZfJr3uwO6uNYcOHZqm2mRNnDgxHbywX79+acrl5s2b08p+qUq+dC2K27lU2a8C7v48UKi/15MLlIlIB0kuB4vkU9wWqU6K202psi891m233ZZzk2xzg29dc801ABx++OHpDWANDQ1p7zl1dXUlb7C9+OKL09anbM88GzZs4MEHH2zTe5H2oxYikepxwgknsGjRIiCk9Bx33HEl5z/11FOBMHhhEn8bGxvT3nO2bt3Ks88+W3T5P/zhD+nV2169eqVXE/r168fo0aPb9mak3Shu51JlX0SkBJ00RES6FsXtXKrsS4/W3E2yScv/Bz/4QY444gggdNmZjKK4du3aNMf/pptuarL8tGnTOProowHYf//901ahHTt2pDfxrlq1imnTpgE0e3VBOl4lThpmNgP4FLDa3T8Qy4YADwIHA0uBz7r7egsdfN8CnA5sBc5z98VxmanAt+Nqr3P3mbF8LHAvsAehX+hL3N2LbaPNb0ikE40dO7bk9CRnf/jw4eyzzz5AGLU86Tt/y5Yt6TgnTzzxRJPln332WVavDh0pbdq0Kc3v7927d9rF51577ZV2udnc1QXpeKrs51JlX6SI8847j6OOOgqAww47jP322w8Il2+TS8B1dXW8/fbbTZb93Oc+B8Cxxx6bDtw1dOjQ9GSzcePGnIG0kp4kpLpUMPfzXuAHwKxM2RXA4+5+o5ldEV9fDpwGjIqPCcDtwIRYcb+KkCfuwCIzeyRW3m8nDNI0j1DZnwQ8WmIbIt3S+PHj2XffMJbZsGHD2GuvvYCQqpmk42zdupUNGzY0Wfb5558HQmcLSWU/6aEHQuxPYni/fv1oaGhovzciraac/abUz76ISAnu3uyjjHU8BdTlFU8Gku6eZgKfzpTP8mAeMCj22X4qMNfd62IFfy4wKU4b6O7PeNiZWXnrKrQNEZFuq60xu7tRc6JInilTpgBw4IEHMmzYMCB065YEiM2bN6etPkuXLuWWW25pso5DDz0UgJEjR+asI2lZqq+vT1uMNm3axJ133tmO70jaoh1PDPu5+4q4jRVmtm8sPxDIXi5aHstKlS8vUF5qGyLdypgxYwDYe++907FPsqPj7ty5M70iu379ep566qkm60hSKzds2JB2x7lz50569+4NhBt0k6uw/fr14/jjj2/HdyRt0RMr9KWosi+Sp1+/fkAYDn3Xrl1AqJAnOZ5bt25NU3deffXVnGWTfxSSCn6/fv3Sy4lbtmxJ8/vfeecdli5dCsC//Mu/tOO7kbYq83LwMDPLjrZzh7vf0cpNWoEyb0W5SI+RVMjNLE2v2b59exrDd+7cycaNGwHSxprEc889B5BTwU/uy+rbt2+ap7/33nunffVPnDixHd+NtJXSeHKpsi8iUkQLLvmudfdCfa6XssrMhscW9+FAUgNZDozMzDcCeDeWT8wrfyKWjygwf6ltiIh0Sz01VacUVfZF8iQt+EkrPIQbapPgsXHjxrRl//77789ZdtCgQQDpEO5bt25l1apV6fOkT/4333yTW2+9tR3fhVRKO540HgGmAjfGvz/PlF9sZrMJN+hujJX1x4B/NrPBcb5TgCvdvc7MNpvZ8cB84Fzg1ma2IdKtJCmSSfyG0LKf2LZtW3pTbtJPf/58SWtw37590xjeu3dvBg4cCMCQIUM48cQT2+kdSCWpsp9LlX2RPLNnz06fn3XWWUAI+Mnl4Oz0fMml3yQ31N3T5datW8eyZcsAeOCBByq/49IuKtT15gOEVvlhZrac0KvOjcBDZnY+sAw4M84+h9Dt5hJC15vT4n7Umdm1wII43zXuntz0+xV2d735aHxQYhsi3UqSigPwoQ99CAiNLklKT3Z6vmwlP5Hk5u+xxx7pIIrJeqX6qbKfS5V9EZESKpH76e5Tikw6ucC8DlxUZD0zgBkFyhcCHyhQvq7QNkREujPl7OdSZV+khFKt+IUkPewkN4CtXLkyvSksP+VHqp9yP0W6nlKt+IUkN/cmffIPHDgw7aihuQG8pPoobjelyr5IBbVmBNxzzjknPbG4e9ojhFJ9qoNOGiLd2/jx41u8zLhx49J/EhobG9N0zcWLF1d036R12jNum9nVwJeANbHom+4+J067EjgfaAD+wd0fi+WTCCOj1wB3ufuNsfwQYDYwBFgMnOPuO82sL2HMlLHAOuBz7r60tfusQbVEREpobGxs9iEiItWjA2L2ze4+Oj6Siv7RwFnAMYRRzH9oZjVmVgPcRhgd/WhgSpwX4DtxXaOA9YR/FIh/17v74cDNcb5WU8u+SCeZNm0aEC4dJ0Owb9u2TS36VUYt+yKSmDBhAgB9+vRJ4/auXbvUol9lOiluTwZmu/sO4E0zWwIkl42WuPsbALGntclm9gpwEvD5OM9M4Grg9riuq2P5w8APzMy8lW9MLfsinSBJ3UnSd3bs2MGOHTvSXnykOjQ35LpyQ0V6jnHjxlFbW5v21FNfX099fX3a7adUhzJj9jAzW5h5TG/hZi42sz+a2YxMd8gtHf18KLDB3evzynPWFadvjPO3ilr2RURKUJqOiEjXUkbcLjkQopn9Bti/wKRvEVreryWMVH4tcBPwRYqPZl6oYb250c8rOjK6KvsincDd04Fctm7dysyZMzt5j6QYtdyLCOSOm+LuLFiwoJklpLO0NW67+yfKmc/M7gR+EV8WG/2cIuVrgUFmVhtb77PzJ+tabma1wN5AHa2kNB4RkRKUxiMi0rW0Z8w2s+GZl58BXozPHwHOMrO+sZedUcCzhIEQR5nZIWbWh3AT7yMx//53wBlx+fyR1KfG52cAv21tvj6oZV+kU6jP/a5BlXkRSSxatKizd0HK0AFx+7tmNpqQVrMU+HLc7ktm9hDwMlAPXOTuDQBmdjHwGKHrzRnu/lJc1+XAbDO7DngOuDuW3w3cF2/yrSP8g9BqquyLiJSgnH0Rka6lPeO2u59TYtr1wPUFyucAcwqUv8HuHnuy5duBM9u2p7upsi8iUoJa9kVEuhbF7VzK2a8CZvZVM3vJzF40swfMrF/M7ZpvZq+Z2YMxz0tEOphy9qUQxW2R6qWYnUuV/U5mZgcC/wCMc/cPEPK5zqL4qGoi0kHcXSPoShOK2yLVq5y43dOosl8daoE9YvdKewIrCKOqPRynzwQ+3Un7JtKjqWVfilDcFqlSitm5VNnvZO7+DvCvwDLCyWIjsIjio6rlMLPpyQhwHbG/Ij1NJSr7ZnakmT2feWwys0vN7GozeydTfnpmmSvNbImZvWpmp2bKJ8WyJWZ2RaZcKSQdpJJxe8uWLR2xyyI9iir7uVTZ72RxmOXJwCHAAUB/4LQCsxY8Ot39DncfV2okOBFpvUpU9t39VXcf7e6jgbHAVuBncfLNybTYYwNmdjQhLeQYYBLwQzOrMbMa4DZCjDgamBLnBaWQdJhKxu3+/fu3346K9FCq7OdSZb/zfQJ4093XuPsu4D+BvySOqhbnyY6qJiIdpJ1y9k8GXnf3t0rMMxmY7e473P1NYAmhe7bxwBJ3f8PddwKzgclmZiiFpCMpbotUKeXsN6XKfudbBhxvZnvGE/bJhAEZio2qJiIdqB1y9s8CHsi8vtjM/mhmM2KLMYT0j7cz8yQpIcXKh1JmColUhOK2SBVTy34uVfY7mbvPJ7TGLQZeIHwndxBGVftaHD1tKLtHVRORDlRmZX9YkoMdH9MLrSvm0f8N8B+x6HbgMGA0Iff7pmTWQrvSinJpB4rbItVNlf1cGlSrCrj7VcBVecUFR1UTkY6TXA4uw9oy75s5DVjs7qvi+lclE8zsTuAX8eVyYGRmuWxKSKHytcQUkti6rxSSdqa4LVKdWhC3ewy17IuIlFDhNJ4pZFJ4zGx4ZtpngBfj80eAs8ysr5kdAowCngUWAKNizzt9CClBj3jYCaWQiIiglv18atkXESmhUicGM9sT+CTw5Uzxd81sNCHlZmkyzd1fMrOHCHng9cBF7t4Q13Mx8BhhIKcZ7v5SXNflwGwzuw54DqWQiEgP1RMr9KWosi8iUkKlLge7+1ZCHne27JwS818PXF+gfJ+XMfgAACAASURBVA4wp0C5UkhERKhc3O4uVNkXESmip17yFRHpqhS3m1JlX0SkBJ00RES6FsXtXKrsi4iUoJOGiEjXoridS73xiIgU0U4j6IqISDtp7xF0zexMM3vJzBrNbFzetCvNbImZvWpmp2bKJ8WyJWZ2Rab8EDObb2avmdmDsZc1Yk9sD8b555vZwc1toxRV9kVESmiHEXRFRKQdtXPMfhH4W+CpbKGZHU3oDvkYYBLwQzOrMbMa4DbCOCtHA1PivADfAW5291HAeuD8WH4+sN7dDwdujvMV3UZzO6zKvohICarsi4h0Le0Zs939FXd/tcCkycBsd9/h7m8CSwg9pI0Hlrj7G+6+E5gNTDYzA04ijMYNMBP4dGZdM+Pzh4GT4/zFtlGScvZFREpQmo6ISNfSSXH7QGBe5vXyWAbwdl75BEJXzBviqOf58x+YLOPu9Wa2Mc5fahtFqbIvIlKEWu5FRLqWMuP2MDNbmHl9h7vfkbwws98A+xdY7lvuXmx0ciu0OxTOovES85daV6llilJlX0SkBFX2RUS6ljLi9lp3H1dsort/ohWbXQ6MzLweAbwbnxcqXwsMMrPa2LqfnT9Z13IzqwX2Buqa2UZRytkXESlBvfGIiHQtnRSzHwHOij3pHAKMAp4FFgCjYs87fQg32D7i4T+S3wFnxOWnAj/PrGtqfH4G8Ns4f7FtlKSWfRGREtSyLyLStbRn3DazzwC3AvsAvzSz5939VHd/ycweAl4G6oGL3L0hLnMx8BhQA8xw95fi6i4HZpvZdcBzwN2x/G7gPjNbQmjRPyu+r6LbKEWVfRGRIpSzLyLStbR33Hb3nwE/KzLteuD6AuVzgDkFyt+gQG867r4dOLMl2yhFlX0RkRJU2RcR6VoUt3Opsi8iUoJy8kVEuhbF7Vy6QVdEpIRKDaplZkvN7AUzez7p8s3MhpjZ3DhU+lwzGxzLzcy+H4dE/6OZjcmsZ2qc/zUzm5opHxvXvyQuW6iLNhGRbk8DIeZSZV9EpIhyKvotPHF83N1HZ7p8uwJ4PA6V/nh8DWFY9VHxMR24HcI/B8BVhAFZxgNXJf8gxHmmZ5ab1Nr3LSLSVWnU86ZU2RcRKaGdu97MDomeP1T6LA/mEfpiHg6cCsx19zp3Xw/MBSbFaQPd/ZnYPduszLpERHoUdZecS5V9EZESKthK5MCvzWyRmU2PZfu5+4q4nRXAvrE8HSo9SoZEL1W+vEC5iEiPo5b9XKrsdyAzm2Fmq83sxUxZi3N2RaTjlFnZH2ZmCzOP6QVWdYK7jyGk6FxkZh8tsdmWDpXeqiHUpTTFbJGuSZX9XKrsd6x7aZpH26KcXRHpOC3I2V/r7uMyjzsKrOvd+Hc1oY/m8cCqmIJD/Ls6zl5sSPRS5SMKlEvb3ItitkiXopz9plTZ70Du/hRhJLSslubsikgHqkTOvpn1N7O9kufAKcCL5A6Jnj9U+rmxtfh4YGNM83kMOMXMBscW5VOAx+K0zWZ2fOyF59zMuqSVFLNFuibl7OdSP/udLydn18yay9ld0cH7J9KjVagVaD/gZ7E3zFrgJ+7+KzNbADxkZucDy9g9YuIc4HRgCbAVmBb3pc7MrgUWxPmucfekMvoVQkv0HsCj8SGVp5gtUuV6Yut9KarsV6+ycnBjbnCh/GARqYBKnDQ8DIn+FwXK1wEnFyh34KIi65oBzChQvhD4QJt3Vlqr7PsmsnF78ODBhWYRkTZQZT+X0ng6X0tzdnO4+x1JnnC776lID+Pu7d31pnQ9bYrZkBu3+/fv3647K9LTlBO3expV9jtfS3N2RaQD6WYvyaOYLVLlFLNzKY2nA5nZA8BEQjd9ywkjYd5IC3J2RaRj9cQTgwSK2SJdk+J2LlX2O5C7TykyqUU5uyLSMZLLwdIzKWaLdD2K202psi8iUoJaiEREuhbF7Vyq7IuIlKCThohI16K4nUs36IqIlKAbdEVEupb2jNlmdqaZvWRmjWY2LlN+sJltM7Pn4+NHmWljzewFM1tiZt+Pgx9iZkPMbK6ZvRb/Do7lFudbYmZ/NLMxmXVNjfO/ZmZTKYMq+yIiRajrTRGRrqUDut58Efhb4KkC015399HxcWGm/HbC2Bqj4mNSLL8CeNzdRwGPx9cAp2XmnR6Xx8yGEDoKmACMB65K/kEoRZV9EZES1LIvItK1tGfMdvdX3P3VcueP43EMdPdn4o38s4BPx8mTgZnx+cy88lkezAMGxfWcCsx19zp3Xw/MZfc/DkWpsi8iUoIq+yIiXUsnxuxDzOw5M3vy/7N352FOl+f+x993MhsMMIAsIqCA4IJoRal1OS51K7hhWzdqW6tUa1s97a+n59RWW7toT/daq9Wj1Wp7POLSKtriXq1LXRDFCiKKqDCAINsAw+xz//7IN0MmZDKZTCb5Zubzui4uku96JwxP7nlyP89jZkcG20YTW3QvrjrYBjAyvh5H8PeIhHNWpjino+1paYCuiEgaKtMRESkuGbTbw8zs5YTnN7n7TfEnZvY4sGuK8y5397kptgOsAXZ39w1mdjBwv5ntB1iKYzv7jaOjc7K5lpJ9EZGOqOdeRKS4ZNhur3f3aR3tdPfjs7hvA9AQPF5gZu8AexHrfR+TcOgYYHXweK2ZjXL3NUGZzrpgezUwNsU51cQW+kvc/lRnsamMR0QkDZXxiIgUl0K02WY23MyiweMJxAbXLg/Kc7aa2aHBLDyfB+LfDjwAxGfUOS9p++eDWXkOBWqC6zwCnGhmQ4KBuScG29JSz76ISBpK5kVEiktPtttm9kngt8Bw4G9mttDdPwEcBfzQzJqBFuBid98YnPZl4DagH/BQ8AfgJ8DdZjYbWAGcGWyfB5wELAO2A+cHr2ujmf0ImB8c98OEe3RIyb6ISBqq2RcRKS492W67+33AfSm2/xn4cwfnvAxMSbF9A3Bciu0OfLWDa90K3NqVmFXGIyLSgUxKeDLpQTKzsWb2pJktCRZj+Vqw/ftmtiphEZaTEs75drCgylIz+0TC9unBtmVmdlnC9vFm9mKw0MpdZlaW47dDRCT0VHq5MyX7IiJp5OiDoxn4D3ffFzgU+KqZTQ72/TphEZZ5AMG+c4D9iM2h/Dsziwb1oNcTW3BlMjAr4To/Da41CdgEzM7NOyAiUlyU7LenZF9EJI1crKDr7mvc/ZXg8VZgCennRp4JzHH3Bnd/l1jd5iHBn2XuvtzdG4E5wMxg0NexwL3B+YmLs4iI9Cla9bw9JfsiImlk2LM/zMxeTvhzUUfXM7NxwFTgxWDTJWb2LzO7NWHZ864uqLILsNndm5O2i4j0OerZb08DdEVEOtCFD4a0czbHmdkAYgO4vu7uW8zsBuBHxBZF+RHwS+ACOl44JVUHTdYLrYiI9DZ9NaFPR8m+iEgaufrK18xKiSX6d7j7XwDcfW3C/puBvwZPO1pQhQ62rwcGm1lJ0LufeLyISJ/SF0t10lEZj4hIGjmajceAW4Al7v6rhO2jEg77JLAoePwAcI6ZlZvZeGKLs7xEbG7lScHMO2XEBvE+EEzT9iRwRnB+4uIsIiJ9isp42lPPvohIGjn6YDgC+BzwupktDLZ9h9hsOgcSK7l5D/hScM/FZnY38AaxmXy+6u4tAGZ2CbEVE6PAre6+OLjet4A5ZnYV8CqxXy5ERPqcvpjQp6NkX0SkA7nqBXL3Z0ldVz8vzTlXA1en2D4v1XnuvpzYbD0iIn1WX+29T0fJvohIGqr9FBEpLmq321OyLyKShnqIRESKi9rt9jRAN0+CObTXmdmihG0/N7M3gzm27zOzwQn7vm1my8xsqZl9ojBRi4iWXu+71G6LFCe12e0p2c+f24gte5/oMWCKux8AvAV8G8DMJhObZWO/4JzfmVk0f6GKCMQ+MHKxgq4UrdtQuy1SVDJpt/saJft54u5PAxuTtj2asOLlC8TmxgaYCcxx9wZ3fxdYhgbeiRSEevb7LrXbIsVJbXZ7SvbD4wLgoeDxaGBlwr7qYJuI5JmSfUlD7bZICKnNbk8DdEPAzC4nNpf2HfFNKQ5L+dNpZhcBF/VQaCJ9Xl/8YJDO5ardHjJkSI/EJ9KXqd1uTz37BWZm5wGnAOf6jp/OamBswmFjgNWpznf3m9x9mrtP69lIRfoe1exLKrlstysrK3s2WJE+pqdr9rMZpG9m04Nty8zssoTt483sRTN728zuClZGJ1g9/a7g+BfNbFxn90hHyX4Bmdl0Yqtenubu2xN2PQCcE/xjjwcmAS8VIkaRvk5lPJJI7bZI+PVwm92lQfrBQP3rgRnAZGIrp08OrvVT4NfuPgnYBMwOts8GNrn7RODXwXFZTwSgZD9PzOxO4HlgbzOrNrPZwHXAQOAxM1toZjcCuPti4G7gDeBh4Kvu3lKg0EX6NCX7fZfabZHi1JNtdhaD9A8Blrn7cndvBOYAM83MgGOBe4PzbwdOT7jW7cHje4HjguOzmghANft54u6zUmy+Jc3xVwNX91xEItKZ+NfB0jep3RYpPnluty8A7goejyaW/MclDtJPHrz/MWAXYHPCLw6Jx7cN+Hf3ZjOrCY5Pd48OKdkXEUlDPfciIsUlg3Z7mJm9nPD8Jne/Kf7EzB4Hdk1x3uXuPjc4JtNB+qmqaDzN8emulfFEAImU7IuIpKFkX0SkuGTQbq9PN7GJux+f7uSEQfrHZThIP9X29cBgMysJevcTj49fq9rMSoAqYmt+ZDwRQCLV7IuIpKHZeEREiksPz8bT1UH684FJwcw7ZcQG2D4Q/JLwJHBGcP55wNyEa50XPD4D+HtwfFYTAahnX0SkA7kcgBt8QPwGiAK/d/ef5OTCIiLSJg8TJ1wHlBMbpA/wgrtf7O6LzSw+SL+ZhEH6ZnYJ8Aix9v/WYEA/xH5pmGNmVwGvsmNM0C3An8xsGbEe/XOC19bhPdJRsi8ikkYuPjQSpl47gdjXsPPN7AF3f6PbFxcRkXZ6MtkPpsPsaF/KQfruPg+Yl2L7clLMpuPu9cCZXblHOkr2RUTSyNGHRtvUawBmNofYFGpK9kVEckxjrdpTsi8ikkaOavLbplELxKdeExGRHNNYqvaU7Pcu64Ha4O8wGkY4YwtrXKDYspEc1x7duNYjwfU6U5FuGjeynC5Ner/q6upt3/zmN5cWOo4OhPX/OIQ3trDGBeGNLZdtNmTWbofxfegxSvZ7EXcfbmYvp5tOqpDCGltY4wLFlo1cxuXu03NxHbKcLk36hKVh/H8E4f0/DuGNLaxxQXhjy3VcOWy3ew1NvSki0vNSTr1W4JhERKQPUM++iEgPC5Y772jqNRERkR6jZL/3uanzQwomrLGFNS5QbNkIZVwdTb0mfV4of14Diq3rwhoXhDe2sMbVa5imJxIRERER6Z1Usy8iIiIi0ksp2e9FzGy6mS01s2VmdlkB4xhrZk+a2RIzW2xmXwu2f9/MVpnZwuDPSQWK7z0zez2I4eVg21Aze8zM3g7+HpLnmPZOeF8WmtkWM/t6od4zM7vVzNaZ2aKEbSnfI4u5Nvi5+5eZHVSA2H5uZm8G97/PzAYH28eZWV3C+3djT8Ym0hVqszOOL3RtdhCD2u3s41KbnUcq4+klzCwKvAWcQGyav/nALHfP+wqdZjYKGOXur5jZQGABcDpwFrDN3X+R75iS4nsPmObu6xO2/QzY6O4/CT50h7j7twoUXxRYRWzRpfMpwHtmZkcB24A/uvuUYFvK9yj4ILsUOCmI+Tfu3mMLRnUQ24nA34OBsD8FCGIbB/w1fpxIWKjN7lJ87xHiNjuIR+121+JSm51H6tnvPQ4Blrn7cndvBOYAMwsRiLuvcfdXgsdbgSXEVhANs5nA7cHj24l90BXKccA77v5+oQJw96eBjUmbO3qPZhJrxN3dXwAGB8lD3mJz90fdvTl4+gKxeexFwkxtdveEqc0Gtdtdikttdn4p2e89RgMrE55XE4LGOvgtfSrwYrDpkuBru1sL8bVrwIFHzWyBmV0UbBvp7msg9sEHjChQbBCbg/3OhOdheM+g4/cobD97FwAPJTwfb2avmtk/zOzIQgUlkiRs/28AtdndoHY7e2qze5iS/d7DUmwraI2WmQ0A/gx83d23ADcAewIHAmuAXxYotCPc/SBgBvDV4CvGULDYgkunAfcEm8LynqUTmp89M7scaAbuCDatAXZ396nAN4D/M7NBhYhNJElo/t/Eqc3OjtrtbgShNjsvlOz3HtXA2ITnY4DVBYoFMysl9qFxh7v/BcDd17p7i7u3AjcT+xo779x9dfD3OuC+II618a8wg7/XFSI2Yh9mr7j72iDGULxngY7eo1D87JnZecApwLkeDEZy9wZ33xA8XgC8A+yV79hEUgjF/5s4tdndonY7C2qz80fJfu8xH5hkZuODXoZzgAcKEYiZGXALsMTdf5WwPbEe8JPAouRz8xBbZTAADTOrBE4M4ngAOC847Dxgbr5jC8wi4avgMLxnCTp6jx4APh/M7nAoUBP/2jhfzGw68C3gNHffnrB9eDBwDjObAEwCluczNpEOqM3OLLawt9mgdrvL1Gbnl2bj6UWC0fXXAFHgVne/ukBx/BvwDPA60Bps/g6xBvFAYl8Vvgd8qQBJ4QRiPUMQW0H6/9z9ajPbBbgb2B1YAZzp7skDnXo6tv7EaignuHtNsO1PFOA9M7M7gWOAYcBa4ErgflK8R0GicB0wHdgOnO/uL+c5tm8D5cCG4LAX3P1iM/s08ENiXxO3AFe6+4M9FZtIV6jNzii20LbZQXxqt7OLS212HinZFxERERHppVTGIyIiIiLSSynZFxERERHppZTsi4iIiIj0Ukr2RURERER6KSX7IiIiIiK9lJJ9EREREZFeSsm+iIiIiEgvpWRfRERERKSXUrIvIiIiItJLKdkXEREREemllOyLiIiIiPRSSvZFRERERHopJfsiIiIiIr2Ukn0RERERkV5Kyb6IiIiISC+lZF9EREREpJdSsi8iIiIi0ksp2RcRERER6aWU7IuIiIiI9FJK9kVEREREeikl+yIiIiIivZSSfRERERGRXkrJvoiIiIhIL1VS6ADCatiwYT5u3LhChyEi0mULFixY7+7DCx1HPqnNFpFi1dNttpL9DowbN46XX3650GGIiHSZmb1f6BjyTW22iBSrnm6zVcYjIiIiItJLKdlPYmanmtlNNTU1hQ5FRERERKRblOwncfcH3f2iqqqqQociIiIiItItSvZFRERERHopJfsiIiIiIr2Ukn0RERERkV5KU2/myPz3NvK/L7zP906ZzC4DygsdjoiIdFN9UwsvLN/A40vWMnXsEMpKIkwbN4RRVf0KHZqISMaU7OfI6s11zF24mn8/bpKSfRGRIvfwog/48h0LcAcz+N8XVgAwbEA5f7zgECbvNqjAEYqIZEbJfo6Ul0QBaGhqLXAkIiLSHa2tzi8fXcq4XSr54pHj+eTU0by1dhvbG5r5j3te49M3/JMzDh7Dd07al35l0UKHKyKSlmr2c6S8NPZW3vLsu/zq0aUFjkZERLL1yOIPeHvdNr5xwl6c+7E96F9WwoFjB3P4xGHcc/FhHL3XcP70wvvMmb+i0KGKiHRKyX6OVAQ9+39+pZpr/76swNGIiEi27l1QzW5VFZy0/6id9o0Z0p8bP3cw44dV8vRbHxYgOhGRrlGynyPxnn0RESlejc2tPP32h8zYfxTRiHV43CHjhvL6Kq20LiLhpww1R+I9+3F1jS0FikRERLK1flsDTS3OnsMHpD1ulwFlbN7ehLvnKTIRkewo2c+R5J79U697lu2NzQWKRkREsrFhWyMAwwaUpT2uql8pza3OdnXsiEjIKdnPkYrS9j37y9Zt486XVhYoGhERycb6bQ0ADBuYfgrlqn6lANTUNfV4TCIi3aFkP0fKS3Z+K1dsqGVNTR0baxsLEJGIiHRVW7JfmT7ZH6RkX0SKhObZz5FUyf7tz7/P7c+/T2VZlMU/nF6AqEREpCvWx8t4BnZexgNK9kUk/NSzn8TMTjWzm2pqujbLQmIZz/dOmcw+uw5se17b2EJtg+r3RUTCbsO2BvqVRulflr4vLJ7sb1GyLyIhp2Q/ibs/6O4XVVVVdem8koQp2irLo2ytb5/cL9IUbSIiGTGzfc3sRjO718y+nM97b65rYkj/0k6PU8++iBQLJfs5YpaY7JfQ0Nx+hoZt6tkXkT7MzG41s3Vmtihp+3QzW2pmy8zsMgB3X+LuFwNnAdPyGefW+iYGVnSe7A+qULIvIsVByX4PqCwr4X8+dzBnTxvL4984ClCyLyJ93m1Au8FLZhYFrgdmAJOBWWY2Odh3GvAs8EQ+g9xa38zAis6Hs5UF47SaWzXPvoiEm5L9HlDVv5SD9xjKT884gAHlsd6f2gbNxSwifZe7Pw1sTNp8CLDM3Ze7eyMwB5gZHP+Aux8OnJvPOLfUN2WU7Me/zG3VoloiEnKajacH7LvroLbHleWxgbsaoCsispPRQOKCJNXAx8zsGOBTQDkwr6OTzewi4CKA3XffPScBba1vZsKw9KvnAkSCbF+5voiEnZL9HtCvbMfMPJXBjA4q4xER2Yml2Obu/hTwVGcnu/tNwE0A06ZNy0nanWkZT3xOhlaV8YhIyCnZz6Gfn3HATgO7IhGjf1lUPfsiIjurBsYmPB8DrC5QLLg7W+ub2hbMSifes69cX0TCTsl+Dp05bWzK7f3LSqhtVLIvIpJkPjDJzMYDq4BzgM8UKpiG5laaWlw1+yLSq2iAbh4MKI+yTQN0RaQPM7M7geeBvc2s2sxmu3szcAnwCLAEuNvdFxcqxi31sWk0M5l608wwi30bICISZurZz4PK8hKV8YhIn+buszrYPo80g3DzKb4a7qAMevYhVsqjMh4RCTv17OdBZXmJBuiKiITcpu2xZH9I/7KMjo+YynhEJPyU7OdBZVmUukaV8YiIhNmm2kYAhlZmluybevZFpAiojCcPykoiNDa3FjoMERFJwd3Z1tDM5qBnf3D/zmv2Idazr5p9EQk79eznQWk0QlOLkn0RkTC6f+Eq9v/+o8x/L7bAb+ZlPKYyHhEJPSX7eVBWEqFBPfsiIqH0j6UfAvDoG2spi0bon7AwYjoaoCsixUDJfh6Ul0RoVM++iEgoxafarKlrYkhlKWapFvbdmWmArogUASX7SczsVDO7qaamJmfXVBmPiEh4bahtaHs8tLI84/MiZijXF5GwU7KfxN0fdPeLqqqqcnbNsqgG6IqIhNUHNfVtjz82fmjG56lnX0SKgWbjyYOyEvXsi4iE1dotDRy3zwhGVlXw78dNyvg8DdAVkWKgZD8PYmU8TmurE4lkVgsqIiL5UVPXxO679OfKU/fr0nmxRbV6KCgRkRxRGU8elJXE3mYN0hURCRd3p7axmQHlXe/7MjPNsy8ioadkPw/KorG3WaU8IiLhUtfUgjtUZpHsRwxa1ayLSMgp2c+Dtp59DdIVEQmVbQ3NAFRmOLd+oogZjnr2RSTclOzngcp4RETCaXtDC5Btz74W1RKR8FOynwel8TKeZn0qiIiESbxnv39ZNjX7mnpTRMJPyX4e7OjZbylwJCIikqg2SPazGaCrRbVEpBgo2c+D+ADdRvXsi4iEyvbGeBlPNjX76tkXkfBTsp8HZSWxufVVsy8iEi5tA3RVsy8ivZSS/Twoi8Z6jDQbj4hIuNR2I9lXzb6IFAMl+3lQGo317GuefRGRcKmNl/FkO/Wmkn0RCTkl+3mgefZFRMKppq4JyH6ArhbVEpGwU7KfB/Fkv0HJvohIqGzY1sCQ/qWURLv+cagyHhEpBn0q2Tez083sZjOba2Yn5uu+bbPxqIxHRCRj+WizN9Y2ssuA8qzO1QBdESkGBUn2zWywmd1rZm+a2RIzOyzL69xqZuvMbFGKfdPNbKmZLTOzywDc/X53vxD4AnB2t15EF5SXaICuiBQvM/uamS0ys8Vm9vVuXCd0bfaGbY0MrSzL6txIBNXsi0joFapn/zfAw+6+D/ARYEniTjMbYWYDk7ZNTHGd24DpyRvNLApcD8wAJgOzzGxywiFXBPvzoqI09jbXN2lRLREpLmY2BbgQOIRYe32KmU1KOqZo2+wNtQ0MG5Blsm+mMh4RCb28J/tmNgg4CrgFwN0b3X1z0mFHA3PNrCI450Lg2uRrufvTwMYUtzkEWObuy929EZgDzLSYnwIPufsrOXtRnSgvjfXsK9kXkSK0L/CCu29392bgH8Ank44pWJttZqea2U01NTVZvbgNtdn37JvKeESkCBSiZ38C8CHwBzN71cx+b2aViQe4+z3Aw8AcMzsXuAA4qwv3GA2sTHheHWy7FDgeOMPMLk51Ync/OFKJ9+xrgK6IFKFFwFFmtouZ9QdOAsYmHlDINtvdH3T3i6qqqrpwu5iWVmfz9iaG9s+2Z18DdEUk/AqR7JcABwE3uPtUoBa4LPkgd/8ZUA/cAJzm7tu6cA9Lsc3d/Vp3P9jdL3b3G1Od2J0Pjo6URSOYQYN69kWkyLj7EuCnwGPEEvrXgOYUxxWkze6O+NonFVnMsQ/xefZzGZGISO4VItmvBqrd/cXg+b3Ekv92zOxIYApwH3BlFvdI7HkaA6zueqi5YWaUl0SoV8++iBQhd7/F3Q9y96OIleG8nXxMMbbZ8WS/NJLdR6F69kWkGOQ92Xf3D4CVZrZ3sOk44I3EY8xsKnAzMBM4HxhqZld14TbzgUlmNt7MyoBzgAe6HXw3VJRGVbMvIkXJzEYEf+8OfAq4M2l/UbbZzS2xRL0kmuqLhc6ZBuiKSBEo1Gw8lwJ3mNm/gAOBHyft7w+c6e7vuHsrcB7wfvJFzOxO4HlgbzOrNrPZAMEgskuAR4jN9HO3uy/usVeTgfKSiJJ9ESlWfzazN4AHga+6+6ak/UXZZjcFy99ms6AWxHv2cxmRiEjudX198Bxw94XAtDT7n0t63kSs1yj5uFlprjEPmNeNZgkPWQAAIABJREFUMHOqojSqAboiUpTc/chO9hdlmx3v2S+NZNezHzGjpVXtuoiEW59aQbeQKkpUxiMiEibxZD/ajWRfPfsiEnZK9vOkojRCfZN6gEREwiJexlOaZRmPaYCuiBQBJft5Ul4SpaFZPfsiImHR3QG66tkXkWKgZD9PytWzLyISKs3xAbrdmHrT1bMvIiGX0QDdYLq1TGx29y3diKfXqiiN8uHWhkKHISJ9Q1mG7XafbrPbBuh2q2dfyb6IhFums/HcnsExDtwG/DHraHoxzcYjInk0js7b7T7fZjd3c+pNM0OT8YhI2GWU7Lv7x3s6kN6uvCRCg2bjEZH8eEvtdueauj31pgboikj4qYwnT8pLIurZF5F8URlPBnYM0M22Zt9Qri8iYacynjwpK4nQqGRfRPJjHCrj6dSOFXSz7NmPqGdfRMIv02R/urtrdGk3lEUjNLYo2ReRvHhbZTyd27GCbjdq9pXsi0jIZdrCfT/+wMyO6JlQereykliyr2naRCQPdos/UJvdseaWbvbsq4xHRIpApj37j5jZRUAtsC/wXM+F1DuVRSO4Q3OrZz3Nm4hIhraoze5cU7AiVkmWA3QNlfGISPh1muyb2S1ADXAg8IK7f6fHo+qFSktiX6I0tbRmvTS7iEhnZs+eDVAFnIPa7LR29Oxnv6iWVtAVkbDrtIVz99nA5cB3gXVm9j89HlUvVBZ8mGiQroj0pFtuuQVgFWqzO9XczZ59LaolIsUg03n264h9DayvgrNUVpJZsr9s3Vb2HD4AM5X6iEjW3N3VZndixwq62Q/QVa4vImHXaQtnZieY2c1mdmDw/KKeD6v3aevZTzMjz6srNnH8r57mlmffzVdYItLLPPbYYwB7qM3uXHN3p940NOmCiIReJj37XwHOB64ws6HEavelizLp2V+xcTsAC1duzktMItL7/O53vwOoBj6rNju9pm5OvRkr48llRCIiuZdJC/ehu292928CJwIf7eGYeqW2ZD9Nz368dEefHSKSreHDhwO0qM3uXLen3tSiWiJSBDJJ9v8Wf+Dul9HLV1s0s1PN7KaampqcXjdeE9rU3PEHg6r0RaS7Tj755LbHfaHN7o62AbpZJvumnn0RKQKZzMYzN/7YzK4BruvRiArM3R9094uqqqpyet0dPfstGQSR01uLSB8yc+bMtsd9oc3ujqagZz/7Mh7V7ItI+HW1hdsGPGBmlQBmdqKZabaHDMQX0mpM07MvIpJjarPTaG5xIgYRTb0pIr1YpivoAuDuV5jZZ4CnzKyB2OqMl/VIZL1MeUY1+7G/XV37IpIDarPTe/n9jd0qw9EAXREpBl1K9s3sOOBCYh8Yo4DZ7r60JwLrbcqiUSD9bDwWVO2ro0hEckFtdsfeWL2FF5Zv7NY1zDRAV0TCr6tlPJcD33X3Y4AzgLvM7NicR9ULlZbEEvmmDHr2RURyRG12BybvNqjb14hoUS0RKQJdLeM5NuHx62Y2A/gzcHiuA+tt2hbV6mQFXVDPvojkhtrs9F797gms2lyX9fkR9eyLSBHoUrKfzN3XBF8TSycyWVRLRKQnFVubbWanAycDI4Dr3f3RXF5/SGUZQyrLsj5fA3RFpBhkN99YAnfPvlukD2nr2U9TxtMSjPTSAF0R6SnZtNlm9v/MbLGZLTKzO82sIpt7m9mtZrbOzBal2DfdzJaa2TIzuyyI9X53vxD4AnB2NvfsSZpnX0SKQbeTfclMJj37bcm+PjxEJCTMbDTw78A0d58CRIFzko4ZYWYDk7ZNTHG524DpKe4RBa4HZgCTgVlmNjnhkCuC/aGiefZFpBhkleyb2am5DqS3K8tg6s0WdRGJSA/IQZtdAvQzsxKgP7A6af/RwNx4j7+ZXQhcm3wRd38aSDUFziHAMndf7u6NwBxgpsX8FHjI3V/p5mvIOU29KSLFINue/atzGkUfUBqU8TRl0rOfl4hEpA/Jus1291XAL4AVwBqgJrl23t3vAR4G5pjZucAFwFlduM1oYGXC8+pg26XA8cAZZnZxqhPN7FQzu6mmpqYLt8sNDdAVkWKQbbKvSSK7qCRimKXv2W9WF5GI9Iys22wzGwLMBMYDuwGVZvbZ5OPc/WdAPXADcJq7b+tmfO7u17r7we5+sbvfmOpEd3/Q3S+qqqrqwu1yw4KpN1XKIyJhlm2yr5ati8yMsmikk5r92D59bohIjnWnVTkeeNfdP3T3JuAvpJi608yOBKYA9wFXdvEe1cDYhOdj2LlUKHQipoUQRST8NEA3j8qikQx79vXJISKhsQI41Mz6m5kBxwFLEg8ws6nAzcS+ATgfGGpmV3XhHvOBSWY23szKiA0AfiAn0fegSPB9hEp5RCTMlOznUVlJZz37mo1HRMLF3V8E7gVeAV4n9rlxU9Jh/YEz3f0dd28FzgPeT76Wmd0JPA/sbWbVZjY7uEczcAnwCLFfJO5298U99JJyJhJk+6rAFJEwy3ZRrbU5jaKPyDTZFxHJsW612e5+JWlKc9z9uaTnTcR6+pOPm5XmGvOAed0IM+9MPfsiUgSy6tl39xNyHUhfUBqN0KQBuiKSZ2qze4Zq9kWkGKiMJ4/KStLX7GvqTRGR4qGafREpBkr286i0k9l44j37+uAQEQm/eM++2mwRCbNOk30zO8HMbjazA4PnF/V8WL1TrGe/4w+F1iDZV+2+iOSKmX2r0DH0VmYaoCsi4ZfJAN2vEJtK7QozGwoc2LMh9V7l0QiNzS0d7o/37Den+YVARCSds846C2CCmd1NbLGqA4GfFjSoXipexqNFtUQkzDIp4/nQ3Te7+zeBE4GP9nBMvVZpidGUJpGPL6rV3NpxqY+ISDqDBg0CWO7uZ7n7mcDjBQ6p14qoZ19EikAmyf7f4g/c/TLgjz0XTu/W2Qq6bT37+uQQkSxdfvnlO20qRBx9gQboikgx6DTZd/e5Sc9/23Ph9G6ZzrOvmn0Rydb48ePbPXf3jQUKpdczDdAVkSKQ8Ww8Zja8JwPpCzqbZz+e5Kcr9RERyYTa7J6nefZFpBh0ZerNH/RYFHliZqcHMwvNNbMT833/spIIDRn17KtmX0S6rejb7LBTGY+IFINMpt4cY2ZHA7uZ2VFmdlQubmxmUTN71cz+2o1r3Gpm68xsUYp9081sqZktM7PLANz9fne/EPgCcHbWwWepvJNFtTQbj4h0V3V1NcAActxmy840QFdEikEmPfuDgXHAwODvcTm699eAJal2mNkIMxuYtG1iikNvA6anOD8KXA/MACYDs8xscsIhVwT78yrTMh4N0BWRbG3evBmgnNy32ZLE4j37arNFJMQyGaC7yN1vB95y9z+6e7dn4zGzMcDJwO87OORoYK6ZVQTHXwhcmyK2p4FUg88OAZa5+3J3bwTmADMt5qfAQ+7+SndfR1dlOhtPumNERNKZMmUKwAZy2GZLaqaafREpApksqhW3U7LdDdcA/0Ws52kn7n6PmY0H5pjZPcAFwAlduP5oYGXC82rgY8ClwPFAlZlNdPcbk080s1OBUydOTPVFQvd0PhtPbN/G7Y24e9sHiYhIFnLZZksKqtkXkWKQ8QBdd09ZctNVZnYKsM7dF3Ryv58B9cANwGnuvq0rt0l9Sb/W3Q9294tTJfrBQQ+6+0VVVVVduF1mSqMRmlu9w698WxJ69rc2NOf8/iLSd+SqzZaORTT1pogUgYySfTMry+E9jwBOM7P3iJXXHGtm/5vinkcCU4D7gCu7eI9qYGzC8zHA6qyizaHK8igA25tadtp3zeNv8cjitW3P129tyFtcItLr6GvBPGir2VeuLyIhlmnPftsUbmZ2RHdu6O7fdvcx7j4OOAf4u7t/NvEYM5sK3AzMBM4HhprZVV24zXxgkpmND35ROQd4oDtx58KA8lIAttXv3Gt/zeNvt3u+fltjXmISkV5pt/iD7rbZ0rFIW6mlsn0RCa9Mk/1HzOwiMzuX2Aw3Pa0/cKa7v+PurcB5wPvJB5nZncDzwN5mVm1mswHcvRm4BHiE2Iw/d7v74jzEndaAitgQiW0NTe22NzTv3NO/fpt69kUka1vy3Gb3SZp6U0SKQacDdM3sFqAGOBB4wd2/k6ubu/tTwFMptj+X9LyJWE9/8nGz0lx7HjCv20Hm0MDy2Nu9Nalnf23NjsT+d+cexFfueEXJvohkZfbs2QBVxL7RzGmbLe1pgK6IFINMpt6cDVwOfBdYZ2b/0+NR9VI7evbbJ/ura+oA+NPsQ/j43iMAqG3YubdfRKQzt9xyC8Aq1Gb3uPiMaVr0XETCLJMVdI8nNoVbrbtfA+R9fvreYkDQs59cs78mSPZHVfWjvCT2T1KXYhCviEhnHn/8cYDdUZvd49SzLyLFIJN59r9KbJDsFWY2FPhIz4bUe8WT/eRpNTcEg3GHDywnEjHKSyI0KNkXkSxcf/31EJuR7LNqs3tWRItqiUgRyGSA7ofuvtndvwmcCHy0h2PqtQZWpO7Z31jbSDRiDAr2V5RG1bMvIlkZPnw4QIva7J4XCT5B1bMvImGWSbL/t/gDd78M0NLrWaosT12zv2l7I0P6l7XVf/YrjVKvZF9EsnDyySe3PVab3bNMi2qJSBHIZIDu3KTnv+25cHq30miEitLITsn+xtpGhlaWtj3vVxalrkkjvkSk62bOnNnuudrsnqOpN0WkGGQ6zz4AZnaNmWllxm4YUF6609Sbm2qbGNJ/xyLF5SUR9eyLSLepze5Z8QG6rp59EQmxLiX7wDbgATOrBDCzE83suU7OkQQDK0p27tnf3sjQyh3Jfr8ylfGISE6oze5B6tkXkWKQyWw8bdz9CjP7DPCUmTUAtcBlPRJZLzWgvITa5Jr92kaGJCT7FSVR6hqV7ItI96jN7lmmqTdFpAh0Kdk3s+OAC4l9YIwCZrv70p4IrLeqLI+2m42ntdXZtL2Rof3b9+xv3dpUiPBEpBdRm92zIhqgKyJFoKtlPJcD33P3Y4AzgLvM7NicR9WLDSgvbTfP/pb6Jlqd9j37pRH17ItILqjN7kGaZ19EikFXy3iOTXj8upnNAP4MHJ7rwHqrWM3+jl77jbWxBbUSZ+OpKI1Sr9l4RKSbir3NNrPTgZOBEcD17v5ogUNqRyvoikgxyCjZN7Pd0+yenbB/s7tv6X5YvdeA8pJ2ZTybtseS/cTZeCo0z76IdE9Zmna7S222me0N3JWwaQKxbwuu6WpQZnYrcAqwzt2nJO2bDvwGiAK/d/efuPv9wP1mNgT4BRCqZN80QFdEikCmPfu3p9nngAV/34YWcElrQDAbj7tjZmyqjfXyt5uNR8m+iHTPODput7vUZgc1/gcCmFkUWAXcl3iMmY0A6tx9a8K2ie6+LOlytwHXJd8zuO71wAlANTDfzB5w9zeCQ64I9oeKevZFpBhklOy7+8d7OpC+YkB5CU0tTkNzKxWlUTam6NnvVxqlrqml7RcCEZEuequH2u3jgHfc/f2k7UcDXzazk9y93swuBD4JnJR4kLs/bWbjUlz3EGCZuy8HMLM5wEwzWwL8BHjI3V/J7Uvpvh01+0r2RSS8clHGk0hlPJ0YWBF7y7c1NFNRGmVTW81++wG6rQ6NLa2Ul0QLEqeIFLV0ZTyJutpmnwPcmbzR3e8xs/HAHDO7B7iAWC99pkYDKxOeVwMfAy4Fjgeqgm8Kbkw+0cxOBU6dOHFiF26XG22z8WiIlYiEWC7KeOJUxpOB/mWxt3x7QwsMgM11TZRGjf5lO5L6itLY4/omJfsikpVxdN5ud6nNNrMy4DTg2ykv5v6zoEf+BmBPd9+WabDEyopSXNKvBa5Nd6K7Pwg8OG3atAu7cL+c0Dz7IlIMVMaTZ+UlsdlOG1tiNflb65sYWFHarlxnR7LfQlW/0p0vIiKSXk+U8cwAXnH3tal2mtmRwBRi9fxXApd04drVwNiE52OA1VnGmTdaQVdEikFX59mXboon+/GpNbfVNzOgvP3vXP0Skn0RkZCYRYoSHgAzmwrcDMwEzgeGmtlVXbj2fGCSmY0PvkE4B3igm/H2uEjwCaqafREJMyX7eVYeJPINzbFkf2t9c1sdf1y8Z79Oyb6IhICZ9SdWg/+XDg7pD5zp7u+4eytwHpA8iBczuxN4HtjbzKrNbDaAuzcT+ybgEWAJcLe7L879K8kt9eyLSDHo0qJa0n1l0djvVw3N8TKenZP9fmXte/9FRArJ3bcDu6TZ/1zS8yZiPf3Jx81Kc415wLxuhJl3mnpTRIqBevbzrLw0nuwHPfsNzQwob1+X39az36iefRGRsNqxqJaSfREJLyX7eRav2W9oipfxNDGogzIe1eyLiITXjnn2CxyIiEgaSvbzLD6VZryMZ1tDMwOSy3iU7IuIhJ7KeESkGCjZz7O2nv3mVtxdA3RFRIqUBuiKSDFQsp9niTX7tY0ttLQ6Ayva1+z3S1hUS0REwkmLaolIMVCyn2fxMp7Vm+uYcuUjAOw9cmC7YyqCXwjUsy8iEl47avaV7ItIeCnZz7N4Gc9L725s23bwuCHtjtEAXRGR8FMZj4gUgz6V7JvZ6WZ2s5nNNbMTCxFDfJ79Zeu2AXD6gbsxKKmMp7wkgpmSfRGRMFMZj4gUg7wn+2ZWYWYvmdlrZrbYzH7QjWvdambrzGxRin3TzWypmS0zs8sA3P1+d78Q+AJwdtYvohsiEaMsGqGmrokB5SX8+uwDdzrGzOhfGmVbQ3MBIhQRkUzsSPYLG4eISDqF6NlvAI51948ABwLTzezQxAPMbISZDUzaNjHFtW4DpidvNLMocD0wA5gMzDKzyQmHXBHsL4h4Kc/uQ/u3LcqSbPjActZtbchnWCIi0gWq2ReRYpD3ZN9jtgVPS4M/yS3l0cBcM6sAMLMLgWtTXOtpYGPyduAQYJm7L3f3RmAOMNNifgo85O6vpIrPzE41s5tqamqyeXkZic/IM7SyrMNjRg6qYN2W+h6LQUREuqetZl9d+yISYgWp2TezqJktBNYBj7n7i4n73f0e4GFgjpmdC1wAnNWFW4wGViY8rw62XQocD5xhZhenOtHdH3T3i6qqqrpwu66Jz8iTPL9+opGDKvhAyb6ISGjFF9VSqi8iYdZxttmD3L0FONDMBgP3mdkUd1+UdMzPzGwOcAOwZ8K3AZlIVRvj7n4tKb4hyLd4GU+6ZH/XqgrWLm7A3Tss9RERkcIxzcYjIkWgoLPxuPtm4ClS190fCUwB7gOu7OKlq4GxCc/HAKuzizL3+pfHe/ZLOzxm5KAKGptb2by9KV9hiYhIF7T17KtmX0RCrBCz8QwPevQxs37EymreTDpmKnAzMBM4HxhqZld14TbzgUlmNt7MyoBzgAdyEX8uDK0sBzor44kds3arSnlERMJoxzz7SvZFJLwK0bM/CnjSzP5FLCl/zN3/mnRMf+BMd3/H3VuB84D3ky9kZncCzwN7m1m1mc0GcPdm4BLgEWAJcLe7L+6xV9RF/UrjZTwd9+zvOqgCgA9qlOyLiISRFtUSkWKQ95p9d/8XMLWTY55Let5ErKc/+bhZaa4xD5iXZZg9Kr5C7oCgnCeVkUGyv1aDdEVEQkmLaolIMehTK+iGRb8g2W9q6fgDYkS8jGeL5toXEQmjHfPsFzgQEZE0lOwXQL+yWLLf2Nza4THlJVGGVpZp+k0RkZCKD9DVPPsiEmYFmXqzr7vk4xP5cGsDZ0wbk/a4XQdVsGZzXZ6iEhGRrlDNvogUAyX7BbDLgHKu+8xBnR43Zkg/3l1fm4eIRESkq1SzLyLFQGU8ITZ2aH+qN9VpDmcRkRAyM8w0z76IhJuS/RAbO6QfdU0tbKhtLHQoIiKSQsRMZTwiEmpK9kNswvABAPztX2sKHImIiKQSMZXxiEi4KdkPsX+bOIyPjKni3gXVhQ5FRERSMPXsi0jIKdkPsUjE2GvkQD7cqrn2RUTCKKKafREJOSX7ITd8YDnrtzVoHmcRkRCK1eyrfRaR8FKyH3LDB5bT3OpsrmsqdCgiIpJEA3RFJOyU7Ifc8IHlACrlEREJITNoUbYvIiGmZD/khg+IJfvrttYXOBIREUlWXhKhsaW10GGIiHRIyX7IjR3aH4D3tJKuiEjoVJRGqW9sKXQYIiIdUrIfcqOqKtilsox/VdcUOhQREUnSrzRKXZOSfREJLyX7IWdmTBldxeurlOyLiIRNvzIl+yISbkr2i8CewwewYuN2zeUsIhIyFaVR6lTGIyIhpmS/COw2uILtjS3UaPpNEZFQ6VcapV49+yISYkr2i8Bug/sBsHqzZuQREQkT1eyLSNgp2S8Co6oqAFhTU1fgSEREJJFq9kUk7JTsF4HRQ2I9+6+t3FzgSERE8sfMTjezm81srpmdWOh4UonV7GuefREJLyX7RWDEwApmTNmVG59ezrJ1Wwsdjoj0MWY22MzuNbM3zWyJmR2W5XVuNbN1ZrYoxb7pZrbUzJaZ2WUA7n6/u18IfAE4u1svooeoZl9Ewk7JfpH44cwplEcj3PDU8kKHIiJ9z2+Ah919H+AjwJLEnWY2wswGJm2bmOI6twHTkzeaWRS4HpgBTAZmmdnkhEOuCPaHTr+yCHVNLZotTURCS8l+kRg+sJzjJ4/kiTfXapo3EckbMxsEHAXcAuDuje6eXFN4NDDXzCqCcy4Erk2+lrs/DWxMcZtDgGXuvtzdG4E5wEyL+SnwkLu/krMXlUP9SqO0tDpNLUr2RSSclOwXkbOmjaWmromv3LGAJ99cR3OL6kRFpMdNAD4E/mBmr5rZ782sMvEAd78HeBiYY2bnAhcAZ3XhHqOBlQnPq4NtlwLHA2eY2cWpTjSzU83sppqawiw8WFEaBdAgXREJLSX7ReSwPXdh1iG78+TSDzn/tvk8vmRdoUMSkd6vBDgIuMHdpwK1wGXJB7n7z4B64AbgNHff1oV7WIpt7u7XuvvB7n6xu9+Y6kR3f9DdL6qqqurC7XKnX1ks2a9taC7I/UVEOqNkv8hc8vGJnPaR3QD42+traFLvvoj0rGqg2t1fDJ7fSyz5b8fMjgSmAPcBV2Zxj7EJz8cAq7seav4dMHowAHNeWlHgSEREUlOyX2R2G9yPa2dNBeDB11bzh+feLXBEIju8tnIz762vLXQYkkPu/gGw0sz2DjYdB7yReIyZTQVuBmYC5wNDzeyqLtxmPjDJzMabWRlwDvBAt4PPg/3HVHH0XsO5f+FqDdIVkVBSsl+kpu0xBIAfz3uTZ97+EIC6xhauf3IZM697Ni8xLFmzhQ3bGnJ2vQXvb2J9Bte75dl3WbJmS9pj3J3/d9fCtvcm3zZsa6CxuZW3127l1RWb2FjbWJA4stXc0sovH13Kuq07r9o856UV7H3FQzQ0x2qU122px91xd2Ze/xzH/OKprO+7dks967b07pWi311fy4L3U41RDbVLgTvM7F/AgcCPk/b3B85093fcvRU4D3g/+SJmdifwPLC3mVWb2WwAd28GLgEeITbTz93uvrjHXk2OHb/vCFZs3M6ydV2pXBIRyQ8l+0Xq5s9Pa3v8uVte4r/ufY3TrnuWnz+ylNeqaxh32d/4yh0L2N7YjLvz2yfe5sml69rqSuPJWSpfveMV/vj8e23HbW+MnbN6cx2nXfcs1z7xNtsampnxm2f45O/+2Xbe42+s5ZybnqdmexNvrN7ClvomAFpad9yrrrGFDdsa2FTb2Lb9gddWs2pzHZ++4Z985X9fYVtDM798dCkrN27nsTfWcvh/P8HBP3qMexdUs3pzHT/66xt84Q8vAfDU0nXc/s/3uO/VaqZf8zRzF67C3VldU899r67ic7e8xIL3N3HPyytZ8P5GtjU0c/+rq5i7cBWvrdzMv6pjk4o0NrfyenUNH25taJdstrTG4m5qaWX6NU/z0Otr2vY1t7RS39TCP5et5+Rrn2HpB1txd1pbnYOvepzZt8/nhF8/zSd/909O/e2zbdeKX+/iPy1gYcJCadsbm/lw645fdt5bX8sJv/oHi1bV8Ngba1lTU8c9L6/k4UVraGxu5ZUVm3h77da2f6fH3ljLui31vLZyM8f98ineWruV2557l421jbh7W3wQ+4Vp2bqtfOPuhfz6sbfa/fu/tnIzf3llFb/9+zIuuePVtoT/zpdWcOiPn+Cyv7xOQ3MrLy7fyKJVNRzy4ye4+m9LuPKBHblZbUMzh/33E8x5aQWX3/c6v33ibX7+yJtt19pY28jt/3yPL/3pZVZv3rEy9Md+/ASH/+TvO/1MJperuTsL3t9Ea8J7umTNFt4NvlV458NtNDa3th37z3fWU9fYwpqaOl5+L5ZoP7l0HfVNLTz79nqqN21vu87L723k2395nZZW550Pt/Hi8g1tMV45dxG3PvsuC1du5rTrnuXZt9fvFOtfXqluu0eiPy+o5oXlG/j4L57i0zc8z6OLP+D4X/2Dv7+5lj889y5PLl3X9jrfWruVpR+EZ00Nd1/o7tPc/QB3P93dNyXtf87dX0943uTuN6e4zix3H+Xupe4+xt1vSdg3z933cvc93f3qnn1FuTV9yijKohH+8M/3Ch2KiMhOTF87pjZt2jR/+eWXCx1GWuMu+1unxxw5aRgXHjmBz98aS473HF7JE/9xDD97+E3mzF/JS985jlWb65h+zTOURo0fnT6Fr81ZCMCyq2dw/m3zeebt9eyz60A21jayLkhGT9p/V+a9/gEAr115Itc/uYybno6tARCNWFtie+bBY7hnQTXnHbYH3zt1P770pwU8vmQtAJ87dA8mjhjQLkkEOOWAUfz1X7Gkuqwk0pa0Jbvq9Clccf9Oa/Pw0XFDmHXI7nzj7td22veloyfwP//YsVZBNGLc+NmD+cUjS1m6dkdyNXpwPz7YUt/2On5zzoFt78thE3bhk1NH88931nP/wvZlxcfvO4JvTd+HE3799E73/tkZB1C9qY7D99wFA86+6QUAHv76kazZXM/5t80HYP/RVUweNYjNdY08snil1f4IAAASxElEQVRtytf+kTFVvFZdQ0nE+POXD+f6J5fx6Bupjz172lgO23MXvn7XQo6YuAtraupZ/mH7UpsHL/k35i5cxR+ff5/GFONAfjRzP747t/2/03mH7cGIQRX8/JGlOx1/42cP5uL/XbDT9k8dNJpLj53EZ3//IqsSkvxPHTSaMw4ew2dujpWF/+cn9ubVFZv52RkH8OSb67ji/kUcvucuvLB8AxOGD2CvkQP58yvVnDVtDJceO4nfPbWMO19aycDyEv5rxj589/5FfPXje/Kfn9iHPz7/Ht+bu5hj9h7O8+9soKG5lQnDKlmeVG508v6jOHG/kfzuyXdYunYrB+0+mFdW7PhlbMEVx3PwVY/H3v+xg9tWtJ4wvJLykiinHDCKvUcO5It/jLUbY4b04xP77cqrKzbx5WMmcuEf27cnEYPWpOZ35KByBlaUUr1pO/VNrdzxxY9xxMRhO72PnTGzBe4+rfMje49Ct9lX3P86//fiCn4wcwpnTxtLWYn60kQkMz3dZivZ70ChPzgyccFt8/n7m92bkWfyqEG80UFJzCenjua+V1d16/qJRgwsb/tlIVOJvzikM6R/KSMHVfBmBr2hHx03hPnvbdpp+57DK3nnw+KoN49GjE9NHc09C6oBMIMw/VferaqC1TX5K8dJ9fpLIsbwgeWsyVEcR04axjMpevJzYeSgctZu2fF/4yNjB7P0gy2M26WSv/37kUQjqSar6ZiS/fyr2d7EF/84n/nvbWLs0H6ccdBYDp0wlEPGD8Wsa/9+ItK39HSbra6HIvbbWVP5+38czdnTYpNYXHHyvlxz9oFdukZiov/fn9qf3Yf2Z2B5CZNHDeK+V1cxtLKMp//z43ztuEltxw0sL0l5rb1HDuTrx0/i6L2G84XDx/GVY/bkwiPHt+2PJ/o3f34ai37wCb768T3bnb/roAqGVpYB8B8n7AXAoIoSnrvsWGZM2ZXj9x3Jk988hp+fcUC7835+xgE8861jefjrR3HHFz/GxBED2uI5YfJIjpi4C785Z8f78sOZU9oSwbgvHD6Oh79+FD84bT8mjRjA3V86jH8/diLXfWYqP/nU/u3ud/lJ+7ZLvv7zE3vzmY/tzjeCmLvqkPFDOXLSMM4/Yhyvfe9E3vvJyXznpH04dMJQXvrOcew7alDb6/zRzP0A+LeJw7jk2B0LlD5/2XEcv+9IAI7fdyR77NIfgKm7D+bovYYDsYXZXv/+iSljOHqv4Vw2Yx8e/8bRLLt6BpNGDGDYgNi/RUVphCH9S/n5GQfs9G8Wf93H7zuC3517EM9+6+MArK6pZ/p+u/Lqd09omz3qgiN2/Cx8/rA9OGj3wW3PRwT/FtP2GMJlM/bhpP135UtHTWjb/+/HTqQ0alz3man81/TYONHPHboH53x0LKOqKnjiG0ez8HsntB3/vVMms99ug9oS/cSf37jKsihvXz2DMw8eA8S+venoZ/vovYbvlOg/+c1j+POXD+e1753IY//vKH5x5keYMKyS6z9zEL9PKLP76LghRCPGpw8as9N1H/rakfzhCx/l/y48tG3bq989gblfPYIbzj2YS46dSBfzfCmQqv6l3P2lw/jDFz7KLpXl/Prxtzj7pheY8Ztn+MdbhRk7JCIC6tnvUKF7ibrin8vW85nfv8jj3ziaCcMqmfCdeZx/xDi+csxEPnp1rOxgyuhBLFq1hZcuP47B/cooK4nw7vpann9nA82trQzpX8apH9kNd6el1dlc18R1f1/GaQfuxkG7xwYDH3L14+y960Bu/vw0Xnx3Iy8u38B/fmJvFq7cTF1TC4fvmbrcYE1NHXNeWsmtz75Lc6vzxg8/0dbT9cXb59PqsZ7Nzx06jsm7DWLd1noGlJcw/Zpn+O4pkzlh8sidrtnS6rS6M+/1NUyfsivlJdG2fe7OS+9u5CNjB7cteFNT18Rxv/wHP/7kFE7cb1c2b28kEjGu/usS7np5Je/8+KS0vaefu+VFXly+kb9/82jGDOlPfVMLjyz+gOP2HcmAhAQxXlr1r++fyJ0vrmBjbSMnHzCKwf3KeHbZeuqbWhjUr5Q5L61gS30TXzpqTz598M5JYKJNtY2s3LSdA8YMbvu3/sFp+/HZQ/dgz+/MA+C9n5xMfVMLNXVNjBxUwYL3N/LpG57nlvOmcdy+I7n/1VVMHDGAKaOruGv+Ch57Y11bOdVfL/039tttULvex1Wb62hqbqWmrolJIwdQXhIlGjHqm1q4+m9LOPmAUVRvquNTU0cTSXrf4u/BW1fNaCtlWLe1nv5lJZz0m2e46KgJzDpkdyIGi1dvYd3Weg4Zvwt/ev59jpw0jCmjq9r+HTfWNrK1vplxwyppammlNBqhvqmFhxat4ZQDdqMkYjS1eNt93l1fy7b6ZvYfE7vGPS+vZN3WBr501AS+ftdCHl+ylgVXnEBTSyvuMKSyjPqmFp5/ZwMf32cEAB/U1NOvLMrz72zgyTfXsaW+ie+ctC8PvLaaoyYN56ml62h1+NrxO/8CkSg+DmDMkP5srG2kql8pNz+zHAMmDB/A42+s5Sef3r/tfZ+7cBWbtzdx3uHj0l43E+rZL7yt9U08+Noabn5mOe+ur+Vj44dy7D4jmDZuCMMGlFNZXkJlWQmlUWtrexL/D8bb4laPfZMX/2/W2NJKxAx3aHXH7P+3d+8xcpVlHMe/v5nZ3baUe0ERCJVQA3ihqGAJaJAIqQSNMSSIGEgkQYkXNBoCGk30LwiJoIkxkqj8g2gUUcIfXMJFIsaWW1tKuAeEBqQQKBS23Z2Z8/jHeWc7XWbZC9POmbe/TzKZOe+cmXmf2XefeeY958wB9ThNQbsINm/dzj6LRmjUxWSrfNzYSI1GrUajJiRotjvPUb5+TcxrS0RRBBNdu1r2eqgENfXq5XCY6X1ptYud8s9kqyAIhHq+D7uDBKP1Gm9ua9GOYP8lI/PeslQe0wcBbG+2WTJap1UE45PlbQHbWwWj9RqjjRrNdsG2ZpvReo2xRo0IGE8nmWukgdtr99CpPveMo3efZ4qk1+qtIhCwZLRBMx1jFwFjIzVG6zWk8v9CKv/H6ir/btNfO6L8PyyifL7JdkGzFeyzuNG3rXbejWdAqvbBMR/NdkFdolbTVOH12M9X8+yrb3PsB/ZZ8PO20ofM9OJurraMlwflHrh0bPaVd5N2EUy2iqkT48ykk9RnW2/ts6/x5Mtb+dqqI/rZzZ1s2LSFjx66L5K48tbHOfaQffhCmj3vtmV8kv2WjM74PDesfZ6j3783x6cvc/2y/oUttIrgE0f093nfq4hgW7PNktHes/c5cbFfHdubba5f8zx/uO9ZNr2+bfYHVEinwBVlsU76UlBLRVFNYluzPaddLXNQr5VfzERZ+DXb1Yy7+3igsqgtC3cCgh2FfETQiaAuEZRxTS8LR+rqGasEY40a25vv/LI3zKVlLY1tgHaP96OjXhNFjzsf/snp7/rZ24uL/QGp6gfHfK1/YQubt070nB03szy52K+mV9+a4OHnt/DmtiZvTbQYn2xPzQZ3CjBgqlJq1GvUBO0iFWGUxVVRxE4zkBHxjhlGCZYtHWPr9hZFEYzUy2JuolXQahe0ikjtZTFYBKkP5Swm6fWKrlneIt0Iyhn9oNzNb+nYyDuOm9lRRpbtxZB+IUhvBe2ioB1Buyjf71pNLB6p06iLZisIgrFGfep96Mzw727tomB8ss0Be41Sk3i58+tyaQvQjq047LQFop3GVL0cWOUXPcRoo8ab25ssHqmzZLTO+GQbUc6Oj0+2GZ9ss/dYg8WjdSZaBRNpRn+vscZOW45GarU5b+2YqSztHlOzrR+UWxUiYHyyTaMuFo3Up2bmJ1sFRZR/syL9il4RZXFfpD0HoLNVbceXPCj/L0fq4rW3J3dq77j41KNmnRicblfn7PynuPZwxx2+3+wrmZnZLrds6ZgnXsxst/MBumZmZmZmmXKxb2ZmZmaWKRf7ZmZmZmaZcrFvZmZmZpYpF/tmZmZmZplysW9mZmZmlikX+2ZmZmZmmfJJtWYg6RXgv/N82DLg1V3QnarIOb6cY4O848s5NlhYfEdExEG7ojNVtcCcDXmPn5xjg7zjc2zDq3I528V+H0l6IOezVuYcX86xQd7x5Rwb5B/foOX8/uYcG+Qdn2MbXlWMz7vxmJmZmZllysW+mZmZmVmmXOz317WD7sAulnN8OccGeceXc2yQf3yDlvP7m3NskHd8jm14VS4+77NvZmZmZpYpz+ybmZmZmWXKxX6fSFot6QlJT0u6bND9WQhJv5e0WdLGrrYDJN0h6al0vX9ql6RfpXg3SPr44Ho+O0mHS7pb0mOSHpV0SWof+vgkLZK0VtL6FNvPUvsHJa1Jsf1Z0mhqH0vLT6f7lw+y/3MhqS7pYUm3pOWcYntO0iOS1kl6ILUN/bisOufsao8d5+yhz2vO2VRnXLrY7wNJdeDXwOeBY4FzJR072F4tyHXA6mltlwF3RsQK4M60DGWsK9LlIuA3u6mPC9UCfhARxwCrgG+lv1EO8U0Ap0XEccBKYLWkVcCVwNUptteBC9P6FwKvR8RRwNVpvaq7BHisazmn2AA+GxEru36uLYdxWVnO2UMxdpyzhzuvOWeXqjEuI8KX93gBTgJu61q+HLh80P1aYCzLgY1dy08Ah6TbhwBPpNu/Bc7ttd4wXIB/AKfnFh+wBHgI+BTlST0aqX1qjAK3ASel2420ngbd93eJ6TDK5HkacAugXGJL/XwOWDatLatxWbWLc/bwjR3n7OHJa87Z1RuXntnvj0OBF7qWN6W2HLwvIl4CSNcHp/ahjTltJjweWEMm8aVNpuuAzcAdwDPAlohopVW6+z8VW7r/DeDA3dvjebkGuBQo0vKB5BMbQAC3S3pQ0kWpLYtxWWE5v4/ZjR3n7KHLa87ZFRuXjd39gplSj7bcf+ZoKGOWtBS4EfheRLwp9QqjXLVHW2Xji4g2sFLSfsBNwDG9VkvXQxObpLOAzRHxoKRTO809Vh262LqcHBEvSjoYuEPS4++y7jDGV0V74vs4lDE7ZwNDFJtz9jtUIj7P7PfHJuDwruXDgBcH1Jd+e1nSIQDpenNqH7qYJY1QfmhcHxF/S83ZxAcQEVuAeyj3cd1PUucLfXf/p2JL9+8LvLZ7ezpnJwNflPQc8CfKzcLXkEdsAETEi+l6M+WH/olkNi4rKOf3MZux45w9lHnNObuC49LFfn/cD6xIR5uPAl8Bbh5wn/rlZuCCdPsCyv0mO+3npyPNVwFvdDZhVZHK6aDfAY9FxC+67hr6+CQdlGaHkLQY+BzlgVF3A2en1abH1on5bOCuSDsTVk1EXB4Rh0XEcsr/q7si4jwyiA1A0l6S9u7cBs4ANpLBuKw45+yKjx3n7OHMa87ZQBXH5aAPdMjlApwJPEm5392PB92fBcZwA/AS0KT8Nnoh5b5zdwJPpesD0rqi/DWLZ4BHgE8Ouv+zxHYK5aazDcC6dDkzh/iAjwEPp9g2Aj9N7UcCa4Gngb8AY6l9UVp+Ot1/5KBjmGOcpwK35BRbimN9ujzayR05jMuqX5yzqz12nLOHN691xemcXZFx6TPompmZmZllyrvxmJmZmZllysW+mZmZmVmmXOybmZmZmWXKxb6ZmZmZWaZc7JuZmZmZZcrFvtkcSPp3ul4u6at9fu4f9XotMzNbGOdssx3805tm85BO//3DiDhrHo+pR3lq9Jnufysilvajf2ZmtoNztpln9s3mRNJb6eYVwKclrZP0fUl1SVdJul/SBknfSOufKuluSX+kPJEGkv4u6UFJj0q6KLVdASxOz3d992ulM+5dJWmjpEckndP13PdI+qukxyVdn842aWZmOGebdWsMugNmQ+YyumaJ0gfAGxFxgqQx4D5Jt6d1TwQ+EhHPpuWvR8Rr6fTo90u6MSIuk/TtiFjZ47W+DKwEjgOWpcfcm+47Hvgw8CJwH3Ay8K/+h2tmNtScs22P55l9s/fmDOB8SeuANZSnzF6R7lvb9aEB8F1J64H/AId3rTeTU4AbIqIdES8D/wRO6HruTRFRUJ5GfnlfojEzy5tztu1xPLNv9t4I+E5E3LZTY7mf6NvTlj8HnBQR45LuARbN4blnMtF1u43/l83M5sI52/Y4ntk3m5+twN5dy7cBF0saAZD0IUl79XjcvsDr6UPjaGBV133NzuOnuRc4J+1jehDwGWBtX6IwM9szOGfbHs/fLM3mZwPQSpt2rwN+Sbk59qF0wNUrwJd6PO5W4JuSNgBPUG4W7rgW2CDpoYg4r6v9JuAkYD0QwKUR8b/0wWNmZrNzzrY9nn9608zMzMwsU96Nx8zMzMwsUy72zczMzMwy5WLfzMzMzCxTLvbNzMzMzDLlYt/MzMzMLFMu9s3MzMzMMuVi38zMzMwsUy72zczMzMwy9X9Q8lr4/mqogQAAAABJRU5ErkJggg==\n",
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      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
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     },
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     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
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    }
   ],
   "source": [
    "orbit = Phase(orbit_config)\n",
    "orbit.solve()\n",
    "orbit.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['data_filename', 'object', 'constraint', 'experiment', 'distance', 'Nx', 'Ny', 'noise', 'algorithm', 'numruns', 'MAXIT', 'TOL', 'beta_0', 'lambda_0', 'beta_max', 'lambda_max', 'beta_switch', 'lambda_switch', 'data_ball', 'diagnostic', 'verbose', 'graphics', 'anim', 'graphics_display', 'dataprocessor_plotting', 'sparsity_parameter', 'data', 'norm_data', 'threshold for support', 'support', 'abs_illumination', 'u_0', 'fresnel_nr', 'FT_conv_kernel', 'use_farfield_formula', 'magn', 'data_sq', 'data_zeros', 'Nz', 'proxoperators', 'product_space_dimension', 'animation', 'TOL2', 'iter', 'u'])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cfg.keys()"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 4,
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   "metadata": {},
   "outputs": [],
   "source": [
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    "cfg = coronene_config.new_config\n",
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    "cfg['algorithm']='DRl'#'AP'#\n",
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    "cfg['lambda_0']=.85\n",
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    "cfg['lambda_max']=.5\n",
    "cfg['lambda_switch']=10\n",
    "cfg['constraint']='sparse complex'\n",
    "cfg['sparsity_parameter']=600\n",
    "cfg['dataprocessor_plotting']=False\n",
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    "cfg['MAXIT']=1500\n",
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    "orbit_config = orbitaltomog_data_processor.data_processor(cfg)"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 5,
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   "metadata": {
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    "scrolled": false
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   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Iterations:1500\n",
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      "Calculation time:\n",
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      "7.966694116592407\n"
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     ]
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    },
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
     },
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     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
    },
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
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     },
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     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
    }
   ],
   "source": [
    "orbit = Phase(orbit_config)\n",
    "orbit.solve()\n",
    "orbit.show()"
   ]
  },
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  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([883.20447742+0.j, 958.52965826+0.j, 926.34617645+0.j,\n",
       "       880.68538618+0.j, 825.54300243+0.j, 773.07508086+0.j,\n",
       "       698.48705478+0.j, 626.4131568 +0.j, 584.8858177 +0.j,\n",
       "       579.88407712+0.j, 579.56299673+0.j, 579.15724636+0.j,\n",
       "       578.58055471+0.j, 578.38104921+0.j, 578.04952981+0.j,\n",
       "       577.99483326+0.j, 577.84828477+0.j, 577.82355747+0.j,\n",
       "       577.76148611+0.j, 577.84204852+0.j, 577.74776066+0.j,\n",
       "       577.87126506+0.j, 577.8813203 +0.j, 577.9744831 +0.j,\n",
       "       577.9962863 +0.j, 577.95679019+0.j, 577.90372885+0.j,\n",
       "       577.94794881+0.j, 578.02848893+0.j, 578.06628065+0.j,\n",
       "       578.08287861+0.j, 578.11293544+0.j, 578.12941541+0.j,\n",
       "       578.0107627 +0.j, 578.05810167+0.j, 578.09341734+0.j,\n",
       "       578.11908645+0.j, 578.06466693+0.j, 578.06293017+0.j,\n",
       "       578.08359786+0.j, 578.06120968+0.j, 578.10053039+0.j,\n",
       "       578.10586529+0.j, 578.11905532+0.j, 578.19065614+0.j,\n",
       "       578.1769551 +0.j, 578.17673345+0.j, 578.24584829+0.j,\n",
       "       578.22589864+0.j, 578.2272977 +0.j, 578.30435781+0.j,\n",
       "       578.22401414+0.j, 578.21368422+0.j, 578.28671041+0.j,\n",
       "       578.2627717 +0.j, 578.28831296+0.j, 578.30734856+0.j,\n",
       "       578.27154423+0.j, 578.28127783+0.j, 578.29338606+0.j,\n",
       "       578.29015164+0.j, 578.32945499+0.j, 578.322644  +0.j,\n",
       "       578.25966563+0.j, 578.28742895+0.j, 578.3780137 +0.j,\n",
       "       578.29766223+0.j, 578.31967508+0.j, 578.33330603+0.j,\n",
       "       578.31076025+0.j, 578.30610114+0.j, 578.32792105+0.j,\n",
       "       578.27480438+0.j, 578.29049198+0.j, 578.35252505+0.j,\n",
       "       578.31401615+0.j, 578.30989295+0.j, 578.28840252+0.j,\n",
       "       578.26680374+0.j, 578.29395468+0.j, 578.30448567+0.j,\n",
       "       578.32953006+0.j, 578.29392571+0.j, 578.30691454+0.j,\n",
       "       578.2772081 +0.j, 578.30103502+0.j, 578.31409419+0.j,\n",
       "       578.26093058+0.j, 578.24680408+0.j, 578.24268123+0.j,\n",
       "       578.22966498+0.j, 578.29477041+0.j, 578.27501859+0.j,\n",
       "       578.20380148+0.j, 578.23678497+0.j, 578.25505683+0.j,\n",
       "       578.22095119+0.j, 578.26402232+0.j, 578.27594379+0.j,\n",
       "       578.27208073+0.j, 578.26866289+0.j, 578.20932531+0.j,\n",
       "       578.24688034+0.j, 578.31869635+0.j, 578.28724145+0.j,\n",
       "       578.25041504+0.j, 578.2641969 +0.j, 578.27665742+0.j,\n",
       "       578.28582804+0.j, 578.34280275+0.j, 578.28381188+0.j,\n",
       "       578.24703365+0.j, 578.24661535+0.j, 578.21119476+0.j,\n",
       "       578.28648849+0.j, 578.32553334+0.j, 578.32397383+0.j,\n",
       "       578.26997285+0.j, 578.24606886+0.j, 578.22281346+0.j,\n",
       "       578.23399157+0.j, 578.3018134 +0.j, 578.25195226+0.j,\n",
       "       578.25545256+0.j, 578.31592166+0.j, 578.31030799+0.j,\n",
       "       578.23302011+0.j, 578.27790736+0.j, 578.27184961+0.j,\n",
       "       578.27287604+0.j, 578.37376823+0.j, 578.34002144+0.j,\n",
       "       578.29484399+0.j, 578.25796766+0.j, 578.27606065+0.j,\n",
       "       578.2948184 +0.j, 578.30821918+0.j, 578.25985138+0.j,\n",
       "       578.2420871 +0.j, 578.27029055+0.j, 578.25723633+0.j,\n",
       "       578.24576868+0.j, 578.23879433+0.j, 578.27111327+0.j,\n",
       "       578.21614363+0.j, 578.2623132 +0.j, 578.21957433+0.j,\n",
       "       578.23166859+0.j, 578.25069311+0.j, 578.28795399+0.j])"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orbit.output['gap']"
   ]
  },
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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