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Revision f6c855ef4a7ce63f72dba6b34e9d0e9edd9200ce authored by ctboughter on 01 December 2020, 17:23:16 UTC, committed by ctboughter on 01 December 2020, 17:23:16 UTC
Add Amino Acid frequency module to GUI
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  • AIMS_notebook.ipynb
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AIMS_notebook.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import cm\n",
    "import matplotlib.pyplot as pl\n",
    "from matplotlib import rcParams\n",
    "from matplotlib import rc\n",
    "import pandas\n",
    "from time import time\n",
    "\n",
    "# THIS LAST BIT IS TO NAVIAGATE TO WHERE MY CUSTOM MODULES ARE LOCATED\n",
    "import os\n",
    "if os.getcwd()[-4:] != 'AIMS':\n",
    "    default_path = os.getcwd()[:-10]\n",
    "    os.chdir(default_path)\n",
    "import aims_loader as aimsLoad\n",
    "import aims_analysis as aims"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Here is the Notebook Version of the AIMS GUI\n",
    "Mostly identical to what is going on inside the app, but you have a little bit more flexibility for customization. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# FOR RYAN: THE BELOW CELL SHOULD BE THE ONLY ONE YOU NEED TO CHANGE\n",
    "Hopefully. Also remember ctrl+enter is how you run each cell"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_loop=6\n",
    "label = ['poly','mono']\n",
    "\n",
    "seq1 = aimsLoad.Ig_loader('app/ab_testData/flu_poly.csv',label=label[0],loops=num_loop,drop_degens = True)\n",
    "seq2 = aimsLoad.Ig_loader('app/ab_testData/flu_mono.csv',label=label[1],loops=num_loop,drop_degens = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "mat_size1 = aims.get_sequence_dimension(np.array(seq1))[0]\n",
    "mat_size2 = aims.get_sequence_dimension(np.array(seq2))[0]\n",
    "if num_loop != 1:\n",
    "    mat_size=np.zeros(len(mat_size1))\n",
    "    for i in np.arange(len(mat_size1)):\n",
    "        mat_size[i]=int(max(mat_size1[i],mat_size2[i]))\n",
    "else:\n",
    "    mat_size = max(mat_size1,mat_size2)\n",
    "\n",
    "AA_num_key = aims.get_props()[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "font = {'family' : 'Arial',\n",
    "        'weight' : 'bold',\n",
    "        'size'   : 20}\n",
    "COLOR = 'black'\n",
    "rcParams['text.color'] = 'black'\n",
    "rcParams['axes.labelcolor'] = COLOR\n",
    "rcParams['xtick.color'] = COLOR\n",
    "rcParams['ytick.color'] = COLOR\n",
    "\n",
    "rc('font', **font)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "if num_loop != 1:\n",
    "    for i in np.arange(len(mat_size)):\n",
    "        if i == 0:\n",
    "            xtick_loc = [mat_size[i]/2]\n",
    "        else:\n",
    "            pre_loc = sum(mat_size[:i])\n",
    "            xtick_loc = xtick_loc + [mat_size[i]/2 + pre_loc]\n",
    "else:\n",
    "    xtick_loc = mat_size/2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seq_MI1 = aims.gen_tcr_matrix(np.array(seq1),key = AA_num_key, giveSize = mat_size)\n",
    "seq_MI2 = aims.gen_tcr_matrix(np.array(seq2),key = AA_num_key, giveSize = mat_size)\n",
    "seq_MIp1 = pandas.DataFrame(np.transpose(seq_MI1),columns = seq1.columns)\n",
    "seq_MIp2 = pandas.DataFrame(np.transpose(seq_MI2),columns = seq2.columns)\n",
    "seq_MIf = pandas.concat([seq_MIp1,seq_MIp2],axis=1)\n",
    "fig, ax = pl.subplots(1, 1,squeeze=False,figsize=(16,8))\n",
    "ax[0,0].imshow(np.transpose(seq_MIf), interpolation='nearest', aspect='auto',cmap=cm.jet)\n",
    "ax[0,0].set_ylabel('Sequence Number')\n",
    "\n",
    "# Plot a single line delineating the distinct groups we are studying.\n",
    "ax[0,0].plot(np.arange(len(seq_MIf)),np.ones(len(seq_MIf))*len(seq_MI1),'white',linewidth = 3)\n",
    "\n",
    "if num_loop == 1:\n",
    "    ax[0,0].set_xlabel('Sequence Position')\n",
    "elif num_loop == 2:\n",
    "    ax[0,0].set_xticks(xtick_loc)\n",
    "    ax[0,0].set_xticklabels(['CDR3L','CDR3H'])\n",
    "elif num_loop == 6:\n",
    "    ax[0,0].set_xticks(xtick_loc)\n",
    "    ax[0,0].set_xticklabels(['CDR1L','CDR2L','CDR3L','CDR1H','CDR2H','CDR3H'])\n",
    "# Can also edit the saved figure name and format, if you want\n",
    "#pl.savefig('matrix_fig.pdf',format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Normalized Property Value')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pca_props = aims.gen_clone_props(np.array(np.transpose(seq_MIf)))\n",
    "pcaF = pandas.DataFrame(pca_props,columns = seq_MIf.columns)\n",
    "fig, ax = pl.subplots(1, 1,squeeze=False,figsize=(16,8))\n",
    "x_axis = np.array([-0.2,0.9,2,3.1])\n",
    "# Need to have some kind of color wheel to replace this...\n",
    "#colors = ['purple','green','black','orange']\n",
    "for i in np.arange(len(label)):\n",
    "    index = [column for column in pcaF.columns if label[i] in column]\n",
    "    plotThis = np.array(pcaF[index])\n",
    "    # Specifically plot the first 5 properties here... Make sure that I \n",
    "    # have some way soon to actually select these...\n",
    "    ax[0,0].bar(x_axis+i*1/len(label), np.average(plotThis[1:5,:],axis = 1),\n",
    "                yerr = np.std(plotThis[1:5,:],axis = 1),alpha = 0.5, width = 1/len(label))\n",
    "ax[0,0].legend(label)\n",
    "ax[0,0].set_xticks([0.2,1.3,2.4,3.5])\n",
    "ax[0,0].set_xticklabels(['Charge','Hydrophobicity','Flexibility','Bulkiness'])\n",
    "ax[0,0].set_xlabel('Biophysical Property')\n",
    "ax[0,0].set_ylabel('Normalized Property Value')\n",
    "#pl.savefig('property_fig.pdf',format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Normalized Hydrophobicity')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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S5qe1Xgws7oJYhBBCCCHaxz8nrN5wxCTjUZKw4LH5FmqO6df6sTGpxmPlUUgZ2rVxCdFDtasSJoQQQghxXHFKJaxb2PMhNqPlhZqBquoafvGOb/5YRWE3BCZEz9TmJEwpta8NX98rpTYppd5TSv1GKRXelcELIYQQoo8LNOaIrd0WEW9UbSQJCx774TZ1Rrzvg52sKfR9vJThiH3CrFmzUEoxcuRIiouL+elPf0pycjJxcXFcfvnlHD16FIfDwe233056ejrR0dHMmjWL9evX17tOTU0NTzzxBCeddBLx8fHExsYybdo0FixYgNfrrXfsddddh1KKsLAwPB4P9913H0OGDCEiIoJx48bxwgsvNBnr6tWrmTt3LpmZmVitVgYPHsytt95KQUFBl/18mtOe4Yj7gJFAJsZcsFwgH2NO2AjAAjiAct9x5wNXK6VO0VpXBTNoIYQQQgjAGI5oiQKzpXabUrVrhYngsOdD+rgWD1m++xgvfn2QMBWLBxNmWSusTykvL+eUU05h586dgW1Llizh4MGDREVFsXz58sD25cuXc+aZZ7Jr1y7S09NxOBycd9559Y4BWLt2LWvXruXdd99l6dKlhIU1Tl3mz5/P4sW1M6W2bt3KtddeS1JSEhdeeGFg++OPP85tt91WL6Hbv38/jz32GIsWLeKTTz5h/PjxQflZtEV7hiP+EUgGXgcGa60Ha61P0VqPB9KA/2IkZ+cDscCdwETg98ENWQghhBDCx2WvPx/MT5Kw4NHamBPWQmfEsqpqfrd4E8P7xXDxxGxKiZO1wvqY/Px8jhw5wr/+9S8effRRIiMjAVi3bh3Lly/n1ltvZeHChYwYMQIAu93O0qVLAfj9738fSMBGjhzJk08+yWOPPcagQUZ303fffZe//OUvjd7T4/GwdOlSbr/9dl555RWmTZsW2PfUU08Fnq9fv55f//rXeL1erFYrd955JwsXLmTOnDkAFBYWMmfOHKqrq7vgJ9O09lTC7ge2aK3nN9yhtbYppW7CSLoe0FqfCfw/pdRZwFyMBE4IIYQQIrictqbboEclGy3qRec5SqHG0WIS9oe3tlJSWc1z153I5zuOctQbT2J5IS3PIOvlPrwTjmwJdRQtSx8H5/0zaJd79NFH+dGPfgTAli1bWLBgAQBXXnkljzzyCABmszlwTG5uLjabjWeeeQaA1NRU1qxZQ0JCAgBz585l+PDhlJeX8/DDD3P33XdjtVrrveftt9/OP/9pfA/Tp09n4MCBAOzduzdwzMMPP0xNTQ0Azz33HFdeeSUA1157LVdccQWLFy9m7969LFmyJLCvq7WnEjYZ+KK5nb7W9CuAaXU2fwfkdCw0IYQQQohWOO2BNcIOl1bh9fpWyolKkkpYsATWCGt6TtjbG/N4b3MBvzprGGOz4kmPt1Kk46ixS2OOvuaUU04JPO/Xr7aT5qxZswLPMzIyAs+dTidr167F4XAAMG/evEACBpCens4ll1wCQEVFBRs2bGj0nrNnzw48HzBgABEREYFr+3355ZcAxMbGMn9+/XrSTTfdFHi+YsWKNnyXwdGeSlgp0NpAydEY64f5RQMV7Q1KCCGEEKJNXHaISKCowsXpDy7jwcsncMnELBmOGEx2X7fD+P6NdhXYHPzxra1MykngZzOHAJAeH8kx4qFif3dGefwJYoWpp4iLqx0abDbX1kETExOb3K61pri49t9pVlbjamvdbSUljavbdZM2AKvVitPppO7Sxf73yMzMRCnVrut3lfZUwt4HzlFK/Vo1jB5QSt0InAt85HsdD1wCbA1GoEIIIYQQjfgqYbklVbg9mh0F5cb2qGRwlECDrmqiA2yHjccGlTCvV/N/Szbj9mgevmIiYWbjY2VGfARFOp4wR5Exn0z0GXUTrLqaaqjhl5aWFniel5fXaH/dbampqW1+z6beIz8/v15y1pbrd5X2NubYBzwI7FFKLVJKPaqUWqiU2g78BzgE3OlrTb8fyAIeC3bQQgghhBBAoDFHod0FQG6pryFzVDJoLzjLQhhcL2HPb3Kh5he/PsjK74u4+4JRDEyJDmzvFxfBMZ2A2euqXUJAiGZMnjyZ8HBjVatFixZhs9kC+woLC3n77bcBiI+PZ+LEiR16j5NPPhkwOji+/vrr9fb556MBzJw5s0PX74g2J2Fa66PAVOBJIAGj4cYvgGuAbGABMEVrnQ/0B/KAX2qt3wp20EIIIYQQQKASdqzcmP+RW1InCQNpzhEM9rxGCzXvPVbBfR/uYNaIVK6aWn/6f1xEGOVm3/AzWStMtCIhIYGrrroKgKNHj3LyySfz1FNP8cQTTzB9+nTKy43q9u9+9zssFktLl2rWz3/+88AwxOuuu467776bF154gblz57Jo0SLA6Mro75bYHdo8J0wpdTKwQWv9S6XUbcBQIAWwAzu11jX+Y7XW+4CWF5MQQgghhOiMmmqja19EfKASdqhhEuaQJKzT7HkQn4XWmmqPF2e1l9+8vpEIi5n/94PxjebYKKXwRqWCE6g8CilDQxO36DEeeeQRtm/fztq1a9mxYwc333xzvf1z587lzjvv7PD1Z82axX333cddd92Fy+XiH//4R739mZmZza5D1lXa805vAN8CF2mtvcBu35cQQgghRPfzD3WzxnP0qFEJK6tyY3O4iY9KMvZJc452q67xcuurG9hWYMPl9rLY/T3bvAP4+e8/qHfcE1eeQFpcRJPXMMWlGUmYrBUm2iA2NpZVq1bx9NNP8+KLL7Jjxw48Hg/jxo3jhhtu4Mc//nGjZL+97rjjDk455RQeffRRVq5cSXFxMVlZWVx88cXcdddd9eamdYf2JGEJwLauCkQIIYQQol2cvrkjEbVzwsAYkhgfGI4oSVh7vfT1QT7adoRzx6STEBlG5rYSjmSezq2Dh2K1mLGGmRicGs0ZI/s1ew1rQgYcRZKwPmDZsmVNbr/33nu59957G22fNWtWo+YYYDTvuOWWW7jllltafc+FCxeycOHCJveVlTU/D3TGjBnMmDGj1et3h/YkYW8Dc5RS/9JaywBfIYQQQoRWoBIWx9FyFxnxERTYnOSWVDE2RZKwjrA53Dz6xfecMjSF/1x9AspRCltdTJ0wjqknj2jzdWIT0/BohaoobFcXOCH6ivYkYcuBWcA+pdQq4ADgaOI4rbX+bedDE0KIXqC6Ej6+G874A0SnhDoaIXoXpy8Ji4jjqN3B9KEpvLsp35gXFp4OZqskYe305LI92Bxu7jxvpDH8y79Qc3zj9Ztakp4QTQlxxJQdIbIL4hSip2tPEvZknefntHCcBiQJE0IIgNxv4NvnIXMiTL4u1NEI0bv4hiO6LbEUV9oYkhpNQpTFSMKUkgWb2ymvzMHzqw9w2cQsxmbFGxttviQsrp1JWHwkRTqecFuhJGFCNKE9SdjpXRaFEEL0VvZ847Fgc2jjEKI38g1HLKkxmkP0i4sgJymqfodEaVHfZv/6eBcAvz2nzrBDeweTsLgIjul4MioKgxWeEL1Km5MwrfXyrgxECCF6JX8SdkSSMCGCzjccsbDaCkBarJXspCi25fkadkQlSSWsjbbm2XhzYx43nTaErIQ6tSt7HpjCIKZ9nePS4yPYTTxhVfuCHKkQvUO750oqpSKUUplKqWylVI7va4BSaqhSaqpS6s9dEagQQvRI5b4krHAbeD2hjUWI3sZXCStwGQu4+ithh0sdeLxahiO2ZNdH8N5vQGu01vzzw50kRFq4edaQ+sfZ8xst1NwWydHhlJKA1VUMTXTCE6Kva89izVHAQuBSoLV/ifd0IiYhhOg9/JUwdxUU74HUtncXE0K0wmmH8BiOlrsBoxKWkxRFjVdTYHPQX5Kw5q19CvZ9CZOvY7k9nVV7ivjThaOJj7TUP852GOIy2315k0nhtCZjqXGBqxwi4oIUuBC9Q3sqYfcAc4Fi4COMJfh2Ah8DBwGFsSLEpUGOUQghei57HsRnG89lXpgQweWyBdrTmxQkxxhJGGDMC4tKBkcZeGpCHOhxxu2EQ2sA8G56nX9+uJOcpCiunjag8bH2/HbPB/PzRPmGMPbytcKaWvNK9F7B+vNuTxJ2GXAYGKq1vgD4AtiptT5faz0YI0lLA5peOl0IIfoiez4MngXmcDiyKdTRCNG7OG0QEU+h3UlqrBWzSQWSsMMlDiMJQ4Oz+cVb+6TD30CNE6KScW14nd1HbPzfuSMID2vwsVBr40ZSByphAKZYXxJW2XuTMLPZjNvtDnUYohu53W7M5vYNz21Ke5KwbOAdrXWl7/W3wHT/Tq31X4ENwM2djkoIIXoDt9MYCpU4ANJGwZEtoY5IiN7FaTfWCCt3kRZr3APOiI/AbFK+SliScZwMSaxv33JQZqpPv4dI1zGu7neAC8ZlND7OUWoka/H9O/Q21vh0AHQvroTFxsZit9tDHYboRna7ndjY2E5fpz1JmBsor/N6D5CmlKrbLudLYHinoxJCiN7A35QjNhPSxxvDEWXYihDB47KDNY5Cu4t+cUaHxDCziayEyNrhiCBJWEP7l0PWZJ6zT8Guo7g1+VtjYeaGbIeNxw5WwqKTjMTOWXqko5Ee95KSkigtLaWoqIjq6moZmthLaa2prq6mqKiI0tJSkpKSOn3N9qwTthcYX+f1box5YBOAT33bwoGETkclhBC9gb8pR1wmZEyADS/65oh17K6yEKIBpx2SBnPU7mRidu3Hj8BaYZKENea0Qd53VE29jcdXHGZ03CxOy/0EqishPLr+sYHfYR37nRWfmo5HKypL83vtgs1Wq5WcnBxKSko4cOAAHo90we2tzGYzsbGx5OTkYLVaO3299iRhS4F7fC3o/w1sAkqBO5RSX2HMB7sC2N/pqIQQojcIfIDJAosxT4WCzZKECREsLjue8FiKK6sDlTCA7KQoPtl2BKIGGhskCat1YDVoD0ttQ3G4PQw+4yfw9gew8wMYf3n9Y+2dq4RlJERTQhzust5bCQMjEcvIyCAjo4khnUI0oz3DER8C1gN/AC7VWrt8287ASMb2AP2A/wQ7SCGE6JHsecZjXAb0GwMoWbRZiGBy2qhSRvXGPycMjEpYcWU1FWZfW3RJwmrtX44Oi+TpPcmcPiKV/hPONDq4bn6t8bH2/A4t1OyXHh9JkY7HW17YyaCF6H3anIT5GnLMAK4EVvk2/wO4A9gKrAV+obV+MthBCiFEj2TPB2s8WGPBGgPJQ6VNvRDB4naCp5pyXxJWtxLm75CYW67BEg1VJSEJ8bi0bzm21Cnklnu4eGIWmEww7nLY+0XjVvK2vA4t1OyXFmuliHjMVUVBCFyI3qU9lTC01h6t9eta6+99r7XW+gGt9Qla6+mSgAkhRB32/PrDeDLGSyVMiGBxGR3pyjxGBaxuJSw7yZiBFJgXJpUwQ3khHNvBGj2WSIuZs0b5Klzj54H2wpYl9Y+353V4jTAAi9mE3ZyE1SU/fyEaalcSJoQQoh0aJmHp48GWK3flhQgGp5GElXiMhKvJSpi/Tb0kYYb9ywH4X+FAzh7Tj6hwX2uAtJFG86DNr9c/vhNrhPm5rMnE1BRLZ1ghGmhXEqaU+oVSaoNSyqaU8jTzJcvSiw7bmmfj4U934/Z4Qx2KEJ3XVCUMZL0wIYLBZQPgWHU4JgXJMbVJWHykhdiIMKmENbRvOe7wBNY6srh4QoPkavwPoWAjHNtlvNba+B0W3/FKGIAnKpVwXQ2u8tYPFqIPaXMSppT6GfAoRpt6G7C5mS/5dCE67D/L9vLI59/zu8Wb8HrlrpnowTxuqCisP5Qn3Z+EyZBEITrNVwkrcIWTEmPFbKpd50opVb9NvSRhRlK1fznbrOOJj7Jy6rDU+vvH/gCUqbYaVlViLNTcieGIAKZY35DHymOduo4QvU17KmG3AiXAZK11jtZ6UnNfXRSr6OW01ny9r5jUWCtvbczn3ne3yaKHoucqPwLo+pWw6BRj4WZpztElXDUejpW7Qh1G37D7Ezi6I7QxOI1KWL4znH5xEY1210/CZAgwJfvAlsvbtmGcNzaD8LAGHwFj+8GQM2DzIvB663R37VwSZonrB4CzrKBNx28+XMbOI/ZOvacQPUF7krBBwCta641dFYzo2/YcraC4sprbzx7OjacN5iK5qLMAACAASURBVIU1B3no092hDkuIjqm7Rlhd0pyjyzz48S7Oe2Sl3Lzpal4vLPkJrPp3aOPwNeY4VGUhLbbxwqk5SVEcLnHgjUwyjq2p7u4Ijy/7lgHwpXs0l0xsZp7X+HnGvNVDa4KWhEUlGe9lO3q4Tcf/ZtEm/vLu9k69pxA9QXuSsCPtPF6Idvl6nzFc5OTBKfz+vJHMm5LNY1/s4b8r94U4MiE6oO4aYXWlj4ei3VBd1f0x9WJaa97fXEBRhYvSKneow+ndyg5AdTmEuu24bzjiwQozaU1UwrKToqj2eCk3+dYKc/Txatj+5RSb03DGDOSkgUlNHzPyAqOl/+bXan+HdXJOWHyqcX5laeuVsHKnm73HKjhc6ujUewrRE7QnqXoJuFwpldJVwYi+7et9JWTGR5CdFIlSin/MGcf549L52/s7WLQuN9ThCdE+gUpYgzvOGeONVtBH5U5vMG3Lt5NvcwKQJx/gupa/sUyo51m57GgUhyrNzVbCAI56YowNoY43lLxevPtXssw9igsnZGKqM3+unvBoGHURbHsbSvYbCzVHpzZ9bBslp2bg0QpX2ZFWj92Wb0drKLA5ZF646PXCmtuhlLq4waYtgAbWK6WeAfYAzqbO1Vq/E7QIRZ/gnw82c3gqShn/OZhNiofnTaTcuZ47l24mLjKMc8dmtHIlIY4T9nywREFEQv3t/uYcBZug/5Tuj6uX+mxHYeD54dIqxvWPD2E0vZw/CasMcVLjtKPDY9BOU7NzwgDyq6MYBn07CSvcgslRwsqaMVw/sZXK1oR5RiVs4yvGHNYOLtTsl54YTQmxeMuPtnrslsPGPD+3R1NU4WqywilEb9FsEga8hZF01eW/dfLXZs5RvnM69y9W9Dn++WDTBifX224NM/P0jyZz9X/XcuurG3nuOgunDJNirOgB/OvrqAZ3nBNyjMRM5oUF1afbCxmWFsP3RyvIK5NKWJc6stV4DHVS47RRY4kF6q8R5peZEIlJwQFHBDMh9PGGkm8+2OGEKYzNimv52EEzISYdKo5AyvBOv3VUeBi5KhFTVRuSsDxb4HlemUOSMNGrtZSE/YXGSZgQXcI/H6xhEgbGL/DnrzuJec+s4cYX17PoppMZmyV3ucVxruEaYX5KQfo4WSssiPLKHGzLt3PneSN5/Is9Mp+kq/n/7rorwe0AS2Ro4nDZcYUZQw3TYht/WA8PM5ERH8neSt9HmT6chLl2f8lBbxYzJo0LjDZplskM4+bCmsc7PR/MryIskURn6z//LXm2QFfLApsTabcterNmkzCt9b3dGIfo4+rOB2tKfJSFF64/iTMfXM7Law9y35zx3RyhEO1kz4dBpza9L2MCrPsveGrA3NK9MNEWn203hiLOHt2PN7/Lk0pYV6oqAfthSBwEpfuN10H6oN5uThtVpmig6UoYGEMSd9p8XRH7apv6mmpMuWtY7Z3Jxc11RWxo/DwjCWvqRlIHOMOTiXZubfEYu9PN/qJKbjh1EAtW7idf/h2LXq7T3Q6VUqOCEYjou/zzwaYNTm7xDl1abATj+sezLV/WDxHBd+8723hl7aHgXMzrgfKC5j/ApI8zFkEt/j4479fHfbajkMGp0QxJjSErMVIqYV2p0PdBevAs4zGU1SWXnQqiMClIjmk+CdtfWg3W+L5bCTu8DovXyeHEExmSGtO2c9LHwTn/gEk/CkoInshU4r2lxoLRzdjqG4o4Y2gK0eFmuZkier1WkzCl1LlKqa+UUmc3sc8KfKuU2qWUuqRLIhS9Xr35YNVVUHqg2WPHZMax80g5NR5v9wUoej2tNYvX5/LQp7txB+PvVuUx0J4WkjB/cw6ZF9ZZdqebr/cVM3u0sSBsVkIkeaXS/r/LHDmOkjCnHbs3ipQYK+Zmuv3lJEdxrNyFNyqpzyZhpds+waMV2RNnt/0kpeDkWyB1RHCCiE0jgmrcDluzh/ibcozvn0BGQiQFZU32fhOi12gxCVNK3Qy8B0wDJjRxSAawHxgGLFVK3R70CEWvV28+2Md3wRNToaTptcFGZ8ZRXeNl77HK7gxR9HLlrhoqqz0UVbj4fEfrk8db1doipynDISxCmnMEwbJdx3B7NGf7krD+iZHYnTWUO2WtsC5xZAvE9IM03yCYkCZhNko8EaQ1MxQRjLXCAFyWhD6bhDl2fcFmPYRzpgQpoeqA8Ph0AIoL85o9ZkuejayESJKiw8lMiCTfJpUw0bs1m4QppU4GHsdYpPkcrfUDDY/RWh/QWo8BzgGKgfuUUtJzWbRLYD5YhAM2vWYM0/ro900eOybTaMixLb/5u2nNqXDV4KrxdCpW0TvVveP62rogDElsbo0wP3MYpI022tSLTvl0eyHJ0eFMzE4EICvRmFcqQ5m6yJEtxlC1KF8TpVDNs9IaXHaKa6z0a6Iph5+/TX2FuW8OR9ROO2n2beyPnUJGfIgaqAARiUYSVnbscLPHbMmzMd63tERWQoTMCRO9XkuVsF8BbmCW1vrTli7i238+Rov6XwUvPNHb1ZsPtuFFqHHApKth90ew68NGxw9OicYaZurQvLC5//mKv74nC+SKxvx3XGcMTWb57mOd/wAfSMJaaFiQMd6ohLUwR0K0rLrGy7JdRzlzVFpgOFpWgvFB83CJfIALuppqOLYT+o31rX+nQpfYuB3graGw2tpiG3N/ElZGbJ9szHFo42eE4SF29JkhjSM+xfhdWFlc0OR+W5Wbg8VVgc7HGfGRFFVU43TLjVPRe7WUhJ0CvKu13tOWC2mt1wOfArOCEJfoI/zzwU4eGG90ixt4Klz4b0gdCR/eYfxHW0eY2cTIjLh2V8KOlbvYeaScr/b0vTuhvclXe4t46JNdQb+uvxJ225nGmjiL1uV27oL2PDCH11YLmpI+Hpw2KAtSM5A+6Jv9JZQ7a5g9Oj2wTSphbVTjghcuhe3vtP2col3gdRuVMHMYRIZwiJ/LuBF3xGUlLbb54YiJURaiw80c88T0yUpY4YaPcWoLk085N6RxJPfLBsBZ2nQStjXfPx/MSMIyfTdTjthkXpjovVpKwlKANiVgdWz1nSdEm/jng81iPdhyYerPwGyB8x+EsoOw6t+NzhmTGcf2fDu6HRWE7w6VArCvqBJbVd+YK1JWVc37mwva9XM6nhVXuPjlKxt49Is9QR+mcsTmwKTghJwEThmawuL1uXi8nfi52fMhNqPxQs11Zfim2cp6YR326fYjRFhMnDK09r+d1Bgr1jCTJGGt+e4F2PclbHix7ef4m3KkjzMeo5JDl9g4jSSsXEfRr4VKmFKK7KQo8qujwF1lNH/qI7xeTdLRNeyNHEdSfCsLNHex2KR+eLTCW17Y5P7NvqYc47L8SZjxZypDEkVv1lISVgiktfN6cRhzw4RoE/98sJTtz0N8Dow4z9gx6FQYOxdWPdyoSceYzDjszpp2taHecKgs8Hzj4bIWjuw9Fq3P5ZZXvuPT7U3/p9fT/OmdbZRWGev9rPq+KKjXzrc5SYuNIMxsYv5JOeTbnKzYfazjF7TnB4YillZW839LNgU6fwWkjQZlkuYcHaS15tPthZwyNJXIcHNgu1LK1yFRPrw1y+2Elf8ynh9YbQwzbIsjWyAsEpKHGq9DmYT5KmF2IlushIExJPGQ0zcfytEHhiRWV8HWNyh+di5D9UHU4JmhjghlDsNmikNVNf17dUteGdlJkSREhQO1w4rlZorozVpKwrYDs5RS5haOCVBKmYCzgQNBiEv0Af75YHMyS1EHV8NJN4Cpzl+3s/9mVMUaNOnoSHOO7w6VMjQtBqVgg68q1tsdKjHu+P7zw53BabseQh9sKeD9zQX8ZvZw+sVZWf59JxKkJhTYHGT47ryeNaofydHhvPpNJ4YJ2vMCTTmeWrGXResPc/nTX/HR1jpDccKjjC6J0qa+Q7YX2Mm3OQNdEesy1grrOxWPdvvuf8Y6dlN/Bu5KOPxN2847shn6ja79PR2VHLp5Vk7jZlprlTAwkrC9lb5ErbcOSaypNuZRv/FTeGAoLPkJ5oLveM18EcMu+m2oowOg3JxIuLPpn/+WPBvjsxICr9PjjT/TAhmOKHqxlpKwF4BBwJ1tvNZdQA7wWmeDEn2Dfz7YnJr3wRIFJzRYFDIuA2bd2ahJx8j0WMwm1ebmHG6Pl82Hyzh1WArD0mLYmNs3KmG5JQ4iLWb2FVXy8tcHQx1OhxVVuPjDW1sZ3z+en80cwqnDUlm9p6hzwwUbKChzkunrHBYeZmLu5P58vvMoR+0d+ACgta8SlklpZTUvrTnIGSPTGJURx89e+o7/LNtbO0Q0fZxUwjro0+2FKAVnjGo8YCMrIVLuoDfH7YCV/8KTPZ2b88/Fq8yw98vWz9PaWKi539jabaFce8s/HJGoFlvUg7FWWGFNtPGityVhx3bB27+AB4fCqz+EPZ/B+MvZde6rTKl6FMcZf8USGRvqKAFwWlOIqm788y+trCa3xME433wwAGuYmZQYqwxHFL1aS0nYImAt8Bel1H+UUtlNHaSUylZKPQ38GWPNsOeDH6bojb7eV0widgbmfwDj50FkYuODpv6sUZOOCIuZIanRbU7Cdh0px+n2MiknkYnZCWzKLes186RakltaxczhqcwYmswjn3+PzdEz58L96e2tVDhrePDyCYSZTZw6LIWyKjdb89q/TEFTtNYU2JxkxNfeTZ93YjYer2bxt823U25WVTF4qiEui+dX76ey2sMd547k1RumcdGETO7/aCf/t2Qz1TVeozmHPQ8qe9kHw27w6fZCTshJJCWm8Qfw/onSWa1Z65+HikKeC5/Ph99XsdE7BOeuz1o/z54HjtLa+WBQOxwxFL9PfcMRK4giOTq8xUOzk6IoxZeI9KYOiVUlRnOVbW/C8HPhysVw+/dw0SM8sCuN+Cgr805s8qNbSLgjU4j3luJtcANtS179+WB+WQkRcjNF9GrNJmFa6xpgLrADuAk4oJTappR6Uyn1glLqXaXUDozhhzcABzHWE6vohrhFL/D1vhJujFmFyeOEqTc1fZDZAuc/0KhJx5jM+DYPR/Q35TghJ4GJ2YmU+lrh9mZaa/JKHWQnRXL3+aMpc7h54sv29tkJvfc25/PBliP8avYwhveLhe1vc/bBhwBYGaQhiTaHG4fbExj+AjA4NYapg5J4fV1uow8MrfIt1FwV2Y/nvzrAuWPSGZEeS4TFzKM/nMhtZw5j8beHufrZtZQnjjbOOSLrhfl5vbrVmyR5ZQ625duZ3cRQRJAOic2qroJVD1OaNo2/b0tm3pRs1pkmYDm6meryVpKThk05wEjCPC6oruy6mJvjq4SFRycSZm7pfrIxHLFE+5OwXnLDQ2ujAlZVBD/+AOY8A8PPBrOF3YXlfLajkGunDyQqPCzUkQao6DRSsFFc4aq33Z+Ejc2sn4RlxEfKcETRq7X4m0trnQdMBv4KHAZGAZcAVwMXACOAfcAfgdFa671dGq3oNbTWrNt7lB/yMQyaCWmjmj940Gkw9ge+Jh37AaM5R6HdRVGDX+ZN+e5gKWmxVrISIpmYbYw57+1DEo+Vu3DVeOmfGMXozDjmntCfhasPcKgHJZ9FFS7+9PY2JmQncOOpg2HP57DkJ0Ru+C+nZtSwYndwmnPk+9rT+1si+80/KYdDJVWs2dfOD212Y97Xe/uh3FnDL84YGtillOLXs4fzyA8nsjG3jPnv+f48ZF5YwN1vbeGU+78MdE4NsB2G1Y/Ci3P4bu0KgOaTsARjbaj2NO/pE9Y/C5VH+V3xBYxMj+Uvl45h0ulzMOPlvXdebflcfxfPfmNqtwUWbA5BYuOy48VETFx8q4dmJURiVzHoUK5rFmzrn4Vd78NZ99Z2WvV5evk+Ii1mrj15YCgia1ZYfD8iVTXHiuv/GWw5bGNgchTxUZZ62zMTIskvc/SJkSuib2r59hGgtXZpre/RWg8AxmMsynwlcA4wTGs9TGv9d611t92uUEpZlVJ/VkrtV0q5lFL7lFL3KqVaHpNQe36GUmqhUuqYUsqhlPpOKXVlV8ctau05WsFk51ck1hwzhhy2JtCkw5iiODrTaLe7vQ1DEjfkljEpJwGlFMP7xRBpMff6JCzX9+EzO8lILG4/ZwRmk+L+j3aGMqw201rzx7d8wxDnjiescDMsuibwoW9Oaj7fHSql3Nn5IZYFvoWa6w5HBDh3bDrxkZb2N+jwVcIWbHJx5si0wOKjdV0yMYtXb5hKgSuSfFI49v26jgXfyxwqruL1dbkcK3cxf8HXPPHeV3jWPgPPnQsPj4FP/wh7P8e97R0Gp0YzJDWmyesEKmGShNWqrkSv+jc7Iiez3DmUh66YiDXMzEkzZuM0ReHY+Tlf7W3hxkbhFkgaDNY684tCmYQ5bVSqSPrFRbZ6aITFTFpcFFXmuN6RhBVuh4/vhqFnwdSb6+3KL3Pw9sY85p2YTWIrwzS7W2Si0ayo5Gheve1b8mxN/p7MTIigqtrTY4fSC9GaVpOwurTWW7XWH2mtX9NafxrCytdLwJ+AgUA4RgORe4BWFzxRSsUBq4BrMdY0iwAmAS8rpW5u6VwRPF/vK+a6sI+picuB4ee0fkJcJsy8w2jSsftjRmcYSVhr88KKKlwcLK7ihBxjvlmY2cT4/vFs6OVJmL8zXHaiURHoFxfBjacN5v0tBXx78PifE/Hu5gI+3HqEX88ezjBLEbw815gzeP0nYA5nathearyar/d1/nvxD3dpWAmLsJi5bFIWn2/Lpyx3O+S2MVGy5+NVZvY6ovnlmcOaPWzygCTeumUGe8OGEX7gS955Z3Gfv+O7YOU+YkxuVp2Tz0fJD3PTugswf/g7qiuK4fQ/wC+/w5swEGvZHmaParoKBtAv1kqYSZFX1nMqv13umwWoqiLuLruI3549InAjC7OFsCGncXrYNn67aFPz6yge2VK/KQfUScJC8DvFaadct96Uwy87KYoyYntcEub2eFmx+1hth1u3A964HqxxcOl/wFT/Y9x/VxqjRX566qDuDrVVcclGElZRXDvXtrjCRV6ZI7BIc13Spl70du1Kwo4HSqmzMeaqAawErvI9AlyhlJrdyiXuBAb7ni8AfoIx1BLgfqVUUhDDFc04vH0tU007MU+7sX5b+pZMuxkScmDNEyREhZOVENnqvDD/+mAnDKht+jExJ4Ed+XZcNb130r5/GJa/IgBw08zBpMVa+dv7O47rD/vHyl3c8/ZWJmQncMMJsfDSHPC44eo3IHEgZE4i3b6JqHBz59by8imwOQgzKVKiLVB6EHZ9BCsfgqU3cufBG9gYdh0Jz54Mz54Fh79t9Xo1ZXkc1YnMGJYWGP7anOykKE64/lGc4Ymc++1NvPzkX4JS3euJiipcLFqfy0vJz5P2xW8YEXaUAyN+yg94kElFf2FJzHx00mCOWgcwmLxmhyKCcbMlPT5CKmF+rnI8qx5hlZ5A2IBp3HDq4Hq7w4aeSaY+QkT5Ie56a0vj3w+ucmO9xvTx9beHsBLmddoo80aRFttye3q/nKQoirwxPSoJO1BUydyn1nDNc9/w20WbjI6wn/wRjm43ErCY+p1By6qqeW3dIS6ekEl/3w2440lsipGEucqOBLYF5oM1UQnL8CVhBWUyL0z0Tj0uCQOu8T1q4Eqt9SsYc9R0g/3N8fdB3621vlFr/TzgX4gqFrgsmMGKxrTWjD78Ki4VgZr0o9ZP8DNbYOJVsH8FlB1iTGZcq8MRNxwqJcyk6nVdmpSdQLXH26ahjD1VbkkVKTHh9SZlR4WHcfs5I9hwqIz3Nhe0cHboON0efr90C5XVHh66dChhr80z2r1fuQhSRxgH9T8RU8EmTh0UG5TmHAVlTvrFRWB+6TJ4ZDy8Og8+/zMcWE1EYiYfRF3MwxE/Nw7e+0Wr1yvM20eeN5FbW6iC1RWdMZy036yiMGUqVx97iM//dQ3f5x//1cpgW7j6AKmeQsaVr4CTfwG3bWLolQ/w2K+uZmxWArcv3sQvX93ABkc/hpgKmNS/5bbbWQmRMifMx7v2GczOEh7Xl/OvKyZgNqn6Bww5HYB7xhzl/c0FLP2u/nAxCrcbj+kNK2G+e5YhSGzcVWWUE9nmSlhOktGm3tsDOpFqrVm8PpcLHl3J/mMVzJ3cn3c25fPqi0/BugUw7RYYdlaj815Yc5Cqag83zRwSgqhbZ441bpy47YWBbf5F7JsbjgiQb5N/x6J3On7a5rTdDN/jXq31YQCt9SGl1B5gWJ39jSilBgD9fS9X1NlV95PVDODZ4IV7/CmvrGTjsjfx7FkGuqbZ4yLHXsTUs34Q9Pfff/Ag53pXkTtwDkMjW64UNDJhPiy7Dza9xpjMy/h0RyGVrhqirU3/Vf7uUCmjM+OIsJjh0z9B0hAmDp0HGM05JuU00Ra/Fzhc6iCriTuhPzihP8+vPsD9H+1k9uh+xs/lOFDudPPS14d4dtV+Y12wc4cyZNkvoGAjzHsZcqbWHpw9FdY8zsVpRdyyK4xDxVXkJHf8rm+gPf3h9TDsHDj1t0bC5/u7Wb3uEI+8sYWbMpcRtX85zPxds9dyuj24S3JxRw1m2sC2F9VVZCLZt7xH/pI7uHT7Ar5++kL2XbiAc04c0/rJ3a2m2khGj2yG6b8ES+tzclpT4arhhTUHuL/fNygbRrdUZSQKmQmRvHLDNJ5avpeHP91NpErgPEsN2A5BcvMfNrMSI1mz9/j/wN3lnHbcK/7Nas9ELrv4ErKTmvi3kjwU4vozM2wrJw06jXve2cZJg5Jqj/WvZVe3MyKANR6UOTSVsCobdh1Fv3ZUwkp0LNq2F47uaLkZVAjZqtzc9dYW3t9cwNRBSTw8byKZCZEMsto4/9u/URgzgn5n3dPoPEe1h4VfHeDMkWmMSD8+1gVrJDoFDyZMlbU3z7bk2RicEk1chKXR4SnRVsLNJhmOKHqtHlUJ8zXeGOB72eBWXeD1gBYadAxv4niAAsA34Jq23b7uYaqr3Xz75VusevhKav7fcE5ddwvTSt/mhLLPmvyaWvYBY1feTH5u8Kf92Vb/F6tyE31KB6bgJQ4wuiVufJkxGTFoDTsKmq5o1Xi8bMq1MSk7weg+t/oReO/XpNu3kB4X0aubc+SWVpGd2PjDsdmk+MMFozhc6mDhVwe6P7AGiipcPPDxTqb/8wvu/2gnozJieeX6k7i+7FH4/hO44CEYeX79k7JPAmBquPF3c+WezlXDCmwOBsZpcFfCwBlGwlfn5sCF4zOJDjfzDeMgd63R5rsZi9cdIlUXkzOwA79GTGYyr3iQsnMe4wS1m1HvXsLTi96pnQsSSl4P7FsG7/wSHhxmVAu//LvRHCAIXl17CIfTyVnOj431jhJy6u03mxS3nD6UJTdPJzrLl5ge29XiNfsnRlFod7b951dZDFuXdiT841rRF49irbGzOvsGrpjSzJpRSsGQWaj9y3lo7liUgl+9vpEa/8+ucKsxJzMuq/55JlPIFmzWLnubFmr2y06K4ls9HFO1HZ6cBk9OhxUPBjruHg/W7ivmvEdW8PHWI/zunBG8csM0Y66q18PPSx8gxlzD/JIbeOarxusXLlqfS0llNT+bdXxWwQAwmak0x2Nx1jaAaa4pB4DJpEiPj5DhiKLX6mmVsHjAP46ivME+/0IlJiAOaKrNU92yS+B8rbVWSjmAaKDXlEa018vO9V9S+s0rDCv6jMmUUYWV75NmUjx5HkOmXUREWNP/gRUe3EnCc6eQv/j/yPzNG8ELylPDwP2vss40gSlDJ3bsGhOvhjdvZBLGEJlt+XamNFF12FVYjsPtMeaDff1XsEQbHxiW3sDUrMd6bRLm8WryyxycNzajyf0zhqZwxsg0nvhiD5dP7k9yE4vddrXDpVUsWLGP19fn4qrxcv7oFH5xUhyjYhyw5WHY+JLRiGXKjxufHJsO8Tkkl24kK2EiK3Yf46qpAxof1wb+hZqHDq72XbvxzyzaGsbFE7N4ecNAZpmr0Ye+Rg09o9Fx1TVeXly2hR8pF1HZgxvtb6uEk6/BnTmSxJfmc/W2n/Lv/DvIOvly4iLDiI+0EBdhMR4jLcRFhLW6RlKHaQ2538DWN4zFYCuPQngMjLwAxs41krKvn4AhZ8CoCzv8NtU1Xp5dtZ9fZuzAUloEU65v9tiJ2QlM/Mll8M/boGgXRrPepvVPiMSr4YjN2XT1p6HNr8HHdxntvluosDXJ7YDNr4M5HCLiG3+FxzZqoNAdqitKiVj3JMuZws/mX45SqvmDB58OG16iv2MXf7t0LLe9tpH7P9rJ9CEpTNz3Lc7IoSz5Yg92pxubw025s4Z5J2Yzy79gczczV9sp15H0i2t7JWyxZxZTTpvHvKjvYOsS+OKvxlfWZGMZlDGXGU2gupnb4+WRz77nyWV7yE6KYsnN0+vPJ139CGr/CsIuepTRu8bxjw92Ehdh4Ycn5QTOf2bFPiYPSOTEdlTgQ8ERnkRUVTFaa4oqqimwOZtsyuGXmRBBvlTCRC/V05Kwur9tG3ZVqPu6ufExbTm/82Nrusnaxf9i/NZ/NrvfhGaUcuPSFnbGTuPI+LmMPG0uEyKabutcV78BI1nT/xpOznuW79d9wrATzw5KzLrsIIk1RezN+AkntvSBoCWjLoIP4kjavZik6B8025zjO19TjinJ1fDOEuMD/ehLYeEF/CxiAecVz6Okspqk1tr4uh1sfXQuQ+zfdCzeVtRg5sBZTzPu1EuCcj3j7r8OtKdvyh9OT6Nk3y1EPbCfrvjvTaNwEk6ViqSKSBwqAoeKwqkicahIHK5qZqsyfhZVSZoqw7y3BOoWXU+4Bmb9vtnrk30S6uBXnDb8dt7bVECNx9uhZKSkshpXjZcB4b57MjFNN3u44dRB3LBzPG6XmTcWv4R59jAunpiJNax2OOfS7w5DeT5YQcVnNXmdtrIMOAnLL1dR+tzl/K7sLzg+aPrfudv31RVMaKy+3x/LmMQH3itZ5jgBkHQpwQAAIABJREFU14Zw2OAh0Xoqy9NWEv7OLyBzEnTwe35rYx5H7E6uif/MaLwypHGCW09EvJEst1IJ8zelOVzqaFMS5iovwgp4D36FqZ1J2Pef/Zdha//Q7H6vVlQTZqxT1Y3MeIlRNVjOupvU2FZutgyeZTzu/ZJLZv6OL3ceZcHK/Ty7ci/brLt4w3Mm/8rfTaTFTHykhTJHNQ63x5eEdfMcRq2xuCupIIrkNrZhT4kJJ9JiZndlFJx+I0y9EcoOobcuxblhEZEf3wUf34VDh6at+y3ArREKi8uE+l+DnTUOGH0pphOu4aEJmgpXDXe9uYW4SAvnj8vg/c0F5JU5uPfi43D4cgPuiBQSK4spd9Ww1deUY1wzlTAwhiN/LcOK+4bqSrw7P+DAshdIK1mHWXe8edre2c8y9pSLgxhc12g2CVNKPdfBa2qtdfO3Mjun7sq8DSez1H3d3OfKtpzf5LlKqRuBGwFycnKaOqTbxQ8Yz6biy1s8xpw+mlGnX8mE+PbfHRs3/14KHnybsI/vQJ9wBsrc+Zx987atTAD6Dx7d8YuER8GYy1BbFjM5fV6zbeo3HCwlJSaczN0vgbfGWI8seQic8mtGrXqIc0yD2Jg7hTNGNt9ljRoXzpevZLR9NV/GnE90bDvnsLVCoZl65BWKd62BICVhuSXGcLlmu2NVlTD4g6sYYDnAtylz8KqumBemCfM4sdRUYvFUEe2pJNFTRbi3GKu3ClOkmcjETMITRhqJT2y60ekrJt24E50xITAnqEnZJ8HWJczOquHVb2rYdLiMyQPa/3c80J7e7Ps7FJve5HGDU2P48P/Ox/bkBE6wbeLsJZt54ONd/HjGIK6cmkN0uJknl+3ljFQn2Gk8bKsj4jJI/P/snXd4W+XZ/z9HkmVr2PLeK3FiZ5I4iyQQkrD3LrO00NK9S1tK91vevr8uKKWDQhctJQUKtOwdGiAJJJCE7NiOHa94D9myLdmSnt8fz5Et25Is2bITO+dzXb5kHZ3xeOjouZ/7vr/fL7yO+90H8HS20O/x4HJ7cQ146Xer37u9QyVjk0CLuYiypPX06y1kAjeo271C8Od3qvjbou/zqQO3wr8/Ax97JnylU995vIIHtxzl4vR2Elt2wnl3h5cxSi0eOwhL9AVhvUDKmKc8WFVHKfDum8+zbPFNYfdLPr/3ON7tL5GiT+Q3hb/HKnqw4sAierF4HZiFA4unG4M4MaqXxsx5rD1zjMAWwJIq1Q8r34T13+SXH1nC9SvzSeipxPR0P9dfehEfW3ERRoP8+9zxxIe8Vd4Cc5KhtXySf4oR9Pegw4PbmBD24ouiKOQnm6lR74/VbT08s8fFf3YvpbJ1LvP0DXwm4yBZxhNT+pZpM1EYrLc1NkEGjYqC0aDwwM3LueXP7/GVx3ZjiTXwhy1HmZtu5Zx56YGPP5mwppPaVkmj3cneOjuKAgtDBWE2E41dznEvtGmc5LhdUPE67HsS75GX0Ln7MIlk3k84lzhLwrhPm5N58lk0BCLUrPrWANt8CoSBZkdC3S6AyQrCuvyuM/JuZVEfvep+gfBPmQwer8gaDV/aoCPQgUKIh4CHAFasWHFS6HvPW3UerBpLkX/8WK0J7F56F+v23MGB5+5n4ZVfn/A5t76/hyXAqqVLJnaipTfDrr9xpXEnXzu2mH63d3By4GN3bSercs0oH/wVSi4aKjHacBeeijf4acOf+Ff5ucGDMM8APPkJ4o5t5i737Xz+k3eHV9YUIc4fPYWra+Iqfz58inCBesLobYe/Xw6tZehv/Cer5pwTtetOKWpf2GpDBTrFwpay1gkFYam+t32QIAzAaNCRuvh8Urb8jE0fLeH377bxs5cP89vN5ayclUxNey/XnamH94leSVNMHIZ1X2Ps3PXUU9Xaw0MH7Nx20c8xPPsFeOdXcNY3IjrHa4eaONrSw5/mvwM9sVD60fAOTCuBPZtkyWSQYD1LVVYLt6m/xy6zOVn23dz8p/f448dWjJklf/S9ar73n328bzqMtXg9P7zhkvDGf7JStBG2/x5cDgyxVtYUpcC+NwGIL1wGfvfYhdkJPLWrjr6YRExTXY7okh/xOlPwyXsg8pJN7K7p5Orfbx2slFg9O5lPnzWbixadj808WhziZMRk1PPnW1dy40Pv8smHd+L2Cn75kSXoRqpenoQYEjKwKXZ2dPYNinJYgwhrgcyEeQU0d7tGeTlqTGPqPoD3/wKHngOXHZcxiX+71/GSWMuVV1zDVctOjmTHZBNqWaF0xNc5QBNwCLkgmg9YgUzgMuADoAKYtHy4EMIJHFefjmze8M16qoUQ/UFO4V/w5H98JkO/iyle0ju5WXPpbezRLyZ3z70TDhR2VLXT334MgYIxKXfsA0KRtwpS5rK662X6PV4qmh3DXm7v6aeqtYfrjNtkv8Lqzw+9aDCiv/bPmJQB1uz/AXgDZBK8Hvj3Z+Hw89yr/yT1RddPSgAG0GNIRPQEamEcH7WqUfOoD6zedvj7FdBSBjdugukagIE0jTWYMDfvYkle4ril6htU6eMkTxsYTHLFORSz16MgWKs/xD9uP50Xvnwm5y3I4O3yVhZmJzDf0g0oMqM3w7lxVT4t3S5ejzlH9tO8+X/hG1oj+/H+sOUoxUlQWP88LLp6SPJ8LNJKoN8BXSP1mYaINejJSIgNyyvM6xUM9MhJ+SxdEw311VzzwDZq2gKLsAgh+N2bFXz33/u5braHFG8bxtnrwhv7yczsjeAdgOqtQ9ua9oMuBlJLhu3qM3tudlvlvSXQfXSycMogzGCOLAgryYyn1eGix+XhzgvnsfXbZ/PYp9dww6r8aROA+bCZYvjbJ1aRl2wmN8nE5UumvpdtPMQlZmFS+mlrb2dffSen5YauLhmUqdf6wmYOjfvhrxfBoWcZKL6Ih/J/wcKuX/NE+le5+8ufOWUCMAgRhAkhPvT/QnpxuYH1QognhBB1QoheIUSzEOIF4FxkSd+PJ3nM76mPJYqi5AAoipIFzFG3bwtxbCXgm61t9Nvu/+kZ6vhTDoNBT/8FP8Mieqh8/NsTOtdv36xgVkyHnKAaJlh3ryiw9CZS2j6gQGkc1Re2u6YDEKxqelzKKheeOfz41Lm8lPMlFrt24X33geGveb3w7Jdh/5NUnPYN7u85h5tWBVEViwLuuGTi+jvo7Q9uFxAJdR19ZCTEDi+n6uuAR66ElsNww6MwZ7THzLRCHyOb6WvfY93cND6s7cTeG3m51/FOJzF6BZOrFeIzQpdAAuSsgBgzVG4BYGG2jftuKGX7XWfz6O2no3Q3yLLKif5/TwPWF6eRZYvjnztr4dJfyZ6wpz4JztAG6j52VLWzu6aTuwsPoPQ7YOXt4V/cFxCEUZIYTiasokWWDQ4YZEHF38/10NHbz1W/3zpKwEcIwU9eOMQvXjnClUuz+ckytfBi5D1mOpK/BgxxcPTNoW2N+yBt3qj/aV8QVusygfCAK7y/e1RQ/8firJHpaH3p7Lls+eYGXvnaWXxuQ9Fgyep0JS0+lhe/vI5nv3jmqEqQkxVrigwWq6qraOpyBVVG9OH7G2ky9TOE/l548hNgSmTf1Zs5t/IGflqew+fPmc8Tn1kzIbuZ6Ugk79qrgGeEEAHrDoQQXcBzwAXRGFgINqmPOuBRRVFuAh5j6Gf5B4CiKPMURblS/cpSx+gFHlf3m6coyh8URbkN+KW6rQf49ySPf9qxatUZvJFwBSX1T9FV+f64zrG3rpO3ylpYbnOgJEYpoFlyI0LRcaPx7VF9YbtrOtmg34fZXi6NLQNMrvuXfIzXPMulMW/TAblRCHjpm6o637f5afeFpMXHcs78EH1jE0RnSSVZ6RqVzRsvte295Pn3g/V1wN+vlN441z8KcyevhHVKyVsJjXtZP8uKV8C2o5FnExvtfWTa4lAcjQGVEUdhMELBWqjaMmxzenwciWajNJY+AepqJwKDXsd1K/J4q7yF2t4YuPpPYK+DF+6Q76MxeGDLUVLMMaxsfVr2AOYsD//iPuPu1rKQu+UkmcMybN5V3UE8fQxkr4IYM3P69vHU59ZijtVzw0Pbef2gNJd1e7x888m9/OmdKm5dW8i91y3FULMNTMmjMkXTkpg4GYhVjgjCRvqDAQlxMeQlmzjaowp+TKE4h6dPBsaRBmFxMXoKUixj7ziNMBn1Y4tLnUQYEuRn6ZEKWZgUShkRIEsNwnyl4xrTnFe+A61HeGbW97nyb+W4PYLHP7OGr59XfEr2/EXyEwuGS7wHIheY1HeKEOIpZLAHsB54FDhLff4fIcTL6vc3IAOqfwN+Tq/8GPAZg3wG+Avgiwq+GyzIPNWZfe3/0i7i6Xj662FNsEbyuzcrSIgzkK20gm2CpYg+ErJQis7hWv3bHKof3sq3q6aDL5lflaIPiwIbTi/NT+bOgU/Rb7DCU7fDgBNe/R7s/BOs/TINpV9h8+FmrluRS8wk3hxibekkK92UN0UnCKvr6CPX1w/W1wmPXCWDzOsegeLoqFyeFOSdDl43S/SVxMcapEhAhBy3O8lKMEF3Y1BlxFHMWi8n/13HR7/WdTw6ohzThOtX5qEAj++slf5qG74N+/4FHz4W8rhDDV3890gLdy2yo2s5JGXpI1FLtaRJ36qWwyF3y0k00WDvw+sNfc/aVdOBTdeLKTENcldA9TaK0qw8/bkzKM6I59OPvM9ft1bx+Ud38eQHdXz13Ln88LIFsgen+h0ZmJ8ACfpJoWij/L12HQdHMziaIHNRwF0XZtk42KmW8U1hX1i32r9nHYfglMYJxirFQ3S9LSgKLMgKXQJujTWQEGfQyhFnAgefhQ/+yjOWa/nKzmQuXpzFi19Zd9LbKkwmkXxqvAN8RFGU9YFeVBTlauBK4NVoDGwMrgV+gCwv7AeOAf/LkHhXUIQQLcAaZPDVglRM/BD4uBDi15M03mnP3IJctuR9jgLHhzRvfSSiY8uaunnlQBO3rslH11UP0cqEAZTeTKq3FVvjtsGJlscrcNTuZ/nALlj5qaClYXPSrbiMSTyRcxc0H4Q/boTtv4VVn4bzfswT79fjFXDDysmtT7YkZ5JMN2XNI63vImfA46XBrkpyO7tkANa4H65/BEoujMJoTyJyVwJgqH+ftXNSeKusFRHhAkGDvU8KODiaQopyDGO2egusemv0a131p0wmDGTf4caSdJ54v1aaIq+7AwrOgBe/AW3Bjd4f3HIUi1HP5QMvQqwNFl8b2YUVRWaeWkJnwnKTTAx4BM3drpD77a7pxKZzosQlQv5a2Qfl7CItPpbHPr2ajSXp/M9zB3n1YBM/umwBXz23WHpuddZCZ83MKEX0MVut1K/8r8yCQcBMGEhxjkP2ExeE2ZJSp+yaGlHCIoOwVMXOnDQrlhCiHD6yE01aEDbdsdfT/+8vsp8ifth9Ffd8ZAn337AUm2l69WJGm0iCsO8hA57XFEV5RlGUHyiK8jVFUX6kKMprwL+AZuC7kzFQf4QQ/UKIu4UQRUKIWCHELCHE94UQLr99fiSEUNSv/4w4vkkI8UkhRLoQIk4IsVQI8ffJHvd0Z911X2W/mI3xzR+BK/yA4fdvVmA26vnEUit4+sEWxSCs5GJcMTYu9W4elB4ua+rmBu/zeHSxsOITQQ/V6xROy03kX/b5MvBqPij9qS78GR4Bj++sYd3c1EkT5BgchyUFs+KipmHi4hyNdideISef7H4Eju+C6/4m1SFnGpZUSC6C2h2sm5tGfWcfVa09Yx+n4vUKGu1O8q1ItbVwg7CMxbL8rHJ4SSIuh+xVCaescQZx46p8mrtdbD7cLCXqr34IdAZZAnts66j9j7Y4eG5vA7eXWjEeeQ6W3gTGcZSIpRWrhs3B8XmF1XcGFtgAsPcNUN7cjdnbI4VZ8leD8EKd9AU0Gw08eMty7jivmAduXsatZ/hJH1erLcQFZ0Q+/pOVjEVgTpV9YU37h7YFYEF2Au2omYwpDML6umQQlpSsBWHTDnMKXhTSFDuLxyhF9JGdaKK+M7wiq/teL+MLm3ZNZIQaUcbR5+Logzcx0O/kd0nf5pmvbOSa5bmhzeNPEcIOwoQQ+5Blf9uRaog/Au5BZqTOBl4GzhBC1ER/mBonA+kJZg4u/QGJnjbqn707rGOq23p49sPj3Hx6PokDsq8iauWIAIZYuudexQW69zlyrBaAAxWVXK1/h97514IltD/Q0vxEDjV04Tz7x3DLv+HS+0CnY0tZM8ftTm4+fQpUesxyItHS3DDhU/k8wvKSzNDwoSyNmzfNZbNDkbcK6nZw1hz5O3yrLPySxLaefgY8gtlxPqPmMIMwnQ5mrZN9Yf6Zt27173cKlSMCbCiRAh2b3lNv/bZc+OjTMiB7+BJ49fvSCwaZqf36Ex9ijTXwqfitUolv5TgdTdLmyYl/CGXR3MQhw+Zg7KntxIITHV6IS5AZVkUP1dsH9zHodXzpnLlctHhEgF39jjSPzjj5TXLDRqeTxs2V/4WGvZCQG1S1cmG2jXYRL59MYRDm6unELXSkJ0fWE6ZxEqA34IxJIhV7SJNmf7IT4waVbEMhhOBf79fxwt4GDgbxD9WYWvbUdvLPe79GUe8e3pp7J/d/8doZ15c5ESIqYhdC7BFCrAdygIuBm9XHbCHEJUKIqpAn0Jj2XHbJ5Tyv20j6gT/jbRv7z/2HLUcx6HV8at1ssMsgKaqZMCBhzceIVQZQ9j8FgGXv34lTBrCu/9KYxy7NS8TtFRxo6oOiswfNZje9V0uqdXIFOQaxyADC1dVEX//4HeJhaLKZm2SWfWAzaXIYiLxV0NNCvq6JwhQzb5eHn030fajnGHxGzRH8rWetl6WH/iV3Prn0U6gcEUYIdKiLAOQuh8++A8tvhW33w0MboXE/v91cwYe1nfzflQuw7nsEZp0FqXPHd+EwFBJ9mbBQQdjumg4SFHXccTaItUqhkJrtQY8Z5NhWWb4YoUn1SU/RRuhphrKXg5YiAlKF1RzPgGKMXhDW1QDPfUU+BsHT20k3ZlKssdG5psaUMmBKJVWxjynK4SM70URn7wA9rtAKwrXtfYMqiv94r3rC49QYPx6vtPH4yR8e5raBf9I263Iuuvnrk9pfPx0Z129DCNGA7KPaqwphaGIWpwgmox7jhjuIwc2mJx7F3hdcFrzB3seTH9Rx3Ypc0hPiZP8ERDcTBhhzl1GlK6To+LPgdrGq9Wn2m1agpM8f89jSPKk1s7tmSIa6wd7H5sNNky7IMYhZZuuS6eZoy8TEOWo7etEpkBWvk5PTmR6E5UrTZmp3sm5uGtsr2+h3h+dXdFwtb8nU+YyaIygjnL1BPlb9d2ibT6jjFAvCAK5TBTqeeL92aGOsFS67D256Anpa8D60kf4t93LN0kwuidsnF2UikaUfSVqxfAxRkmg2Gki2GEPKW++q6eS0VLUsxucTl78G6j8YzOAFpLsR2o9KUY6Zhq8vrN8RVJQDQFEUFubYsCvx0QnCvB4pkvTBw7I/NwjCaadXMZ+SamozAWtyFitSB1iWH14mM2dQITF0NsynkLu8IIn/7K6nyxm5bcl42VrRyiX3v83PXj7MgeP2iPuTZxr3v1HOH17ZzQOmB9DZckm5/reRiS+dIkR0B1MUxaQoyk8VRWkC6pCBGMAdiqJsVhRlBmj0aozFeWesxqPo6T5+hIt//TY7jwWWJn7orUq8Aj5zVpHcYK+TkxzTWCKbEaIo7E27lKL+wzhfu5sU0UHlnI+HdWh6Qhw5iaZhXkBP7KybEkGOQdRyxCS6KWuamDhHbXsvWTYTMR1HZalXkF6OGUP6fDDGq35hqfT2e9hV0zH2cQx9oKcIdf9w1REBkmfLMi3/vrBTNBMGcpK0oSSdx3fW4vaMCIKLL6Dn9nd4W1nOnYZ/8jPHd+Cd+2TQW3Lx+C+akAsxljHFOXISTUENm71ewe6aDkrT1clBnBqEFawBtxOO7wl+Yp+hceEM6gfzYcuBVDXIDZEJA9kX1uKx4u2JQhD29j2yxDMxX/a09gfu8VRc3Tj11olfT+OEoI/PIEV0ht0TlGWTQdjxMfrCtle2kRYfyw8uXUBvv4d/7wpu5h5tXjvYxKGGLh56q5JL7n+Hc+7Zwr2vHgnvM93jDtg/O11ptDt58K0K/pK2iRRPC7pr/yKrDDRGEXYQpiiKFXgb+BZShr4S8L2DzMAG4G1FUQqjOkKNkw5FH4M+qZAbitzodQrXP7ide189Mmzy1epw8c8dNVy5NGdI2MJeG/UsmI+ekqsZEHri3vsNZd4cUpeEL0SxNC9xMAjzeMWgIMeUmQaqfWtpum7KJ+gVNihP3+hrqJ/hmTCdXpa+1e1gTVEKep3CO2GWJDbanRgNOsyuVtDHSsnzcFEUqZJ47G1p7g0yE2ZKhpjpbQA7Xm5SBTreONw86rX/fbOZW3u/yNEz7sHQchBq34VlH5em2+NFp5OljGHI1Nd1BBbmqGx10O10syDZlwlTJwr5a+RjzbbgJz62VS4AZC6JdOTTA182bIyFnAVZCbR5rTjtkVtEDKN6O/z3/8Hi6+Cqh6TIzd4nAu5qGOimPyZ+YtfTOHFY06En/P+X7MQ4gJAKiUIIth1tY83sFJbkJbIk18Yj71ZPWUaqotnBohwbO797Lv931WIybXH89s0Kzv/VW5z/qy38+vVy3i5v4UhjNx09/cPHtfsRePjiMReUpgv3vHqEc8ROVnZvRtl4l/T01AhIpOqIy4AvA4VIfy4AhBA/BD4OJAPfj+L4NE5WUopI6qvlhS+fyZWlOdy/uYKPPLidmjY52fnLO1W43F4+v7Fo6Bh7bdT7wXwUFRay2VsKwF89F7EkL/wJ9dK8ROo6+mjpdg0Kcty0aoqyYABxiaDomW3uo3yimbCOXrUfbD/ojZAyzn6b6UTe6dB0gHjFyfyseHbXhpcJO253kjVo1JwReanErPXSCLtxr3x+inmEjWRDSRqZCXH8c8dwbabXDzbxzx01fPqsIorOux0+tw3O+has/uzEL5pWEoZhs4n6zr6Ak7Fd1XLxpThRfc23WmtJlZmg6hB9YdVbpTeafmyJ7WnJmi/Auf8js74hWJhto4N4PI4JqLv2tssyxMQCuPReqVCZuRh2PBTQl9LoduA1akHYtMWaDgO9UlE2DDIS4tApoYOwoy09tHS7WFMkFzVvXl1ARbODdyunxkS8vLmbOelWki1Gbjo9n02fWs273zmHH1+xkESTkfveKOOWP+/ggvveovTu1yj53suc8dPNXPm7rezd/E8A3G2VUzLWyeTg8S6e3FXHZzMOST/HM79+ood0UhNJEHYd8LIQ4rdCfpoNuzMKIR4Bngc2RnF8GicryUXQLk1y771uKfffWEpFk4OL73+bf7xbzSPbq7l4URZFaX4lI52TlwlbkJ3A792X84JnFYfSLgrLe8TH0nxZHrmntnNQkOPcBVMgyOFDUcCcQn5c34QyYS63h6YuF3nJJinKkTZv5k4Q/cldJSXF63dRmpfEh7V2PGOY8wI0dPaRZYtTjZrDVEb0Z5bqEV+lliR2HT8lSxF9GPQ6rluZx5aylsHMU6vDxbef3sv8rAS+fp5a3paYB2d/N7LMYzBSi2UZqDO4ElpukgnngJf2nv5Rr+2q6SAhzkB6jNr7FednHJu/WmbsvAF6DHtaZQZuJknTjySpAM786piLE7NSLXQpNvTOcU52hYBnvyS9+q79C8TGy2v6bEOqh5dpuT1eLKJnKGupMf3wlX7XfxDW7jF6HenxcRy3By9H3F4py2HXqkHYZadlYzPFTIlAR5dzgKYuF3PThy8MpMfH8bE1hTzx2TW8951zePzTq/nNjaV8/9IF3HZmIafPSiY5xk1J724AqqvKJ32sk83/e+kQCXExLBzYp5rYzzDRoigTSRCWDYQokAfgCHBqmeScqqQUwUCPnMACly/J5sWvrGNeZjzf+89+ul3u4VkwVzc4O6Nr1OxHfFwMncmn8YWBr7KwILIAalG2Db1O4eX9jWw+3MRHpkqQwx9LKhmGHmrae3EOjE8h0df3kjeojDjD+8F85K6Qj7U7KM1PxOFyUxFGMNtgd5JtM6lGzeMIuhOyZBBQqQVhPq73CXTsrEUIwbef2kuX082vb1hKrGESPozT5snH1uCTF19TfyBxjt01nZTmJ6Fz2eWGWP8gbK0siWs5NPqkvsBgJgdhYaLXKeitKcR5umVvSxj86e1KbnhoOzc8tJ0/3/c9OPw8j1hv5YYXXNzw0HY+/pcdvGs5Wwbq7z047NhWRz/x9KI3a0HYtGXu+ZA0C568DVorwjokOzEuZCZs+9FWsm1x5KvtDyajno8sz+WV/Y00d4XnMTZefJ83c9OD9ymmx8dx+uwULluSzSfPnMVdF83n3uuX8pf1fcQiF4ha6qd3JmxLWQtvl7fynbUWdF11UDCDTOwniUhmmi3AWHJzi9T9NGY6vhKV9iGJ7rxkM499ejV3XjiPr547l4XZfh+S9jr5OEnliAALs+UEKlzFJR8mo555mfE8tUsKctw4VYIc/phTSFa6EIKwAohA+GS4C0294Gic+f1gPkyJcjJet4NS9W+/ewxxDo9X0NTlJCsxTvp7jddgedZ6KWXu6obe1lO6HBH8BDrer+Uf79Xw+qFm7rxwHsUZk1Q6lqZqQYVQSAwmU9/lHKCsuVveL1xd0mDav5+vQO0Lqw7QF1a9DQwmyC6d0PBnCpakDHQIRN/YpcDOAQ+/eq2M2vY+cvqruMX+ILtjV/C8+Sq8ArwCypu6ueGvH7I14WLE4ReGPj+AJnsvVvowmqMs8KQxdZiT4aNPAQr842robhrzkOxEU9AgzOsVvFvZzuqilGFiHzevLsDtFTy2szbgcdGiokkNwjLGIRZT9jIYrXQoibjaJneck4nHK/i/Fw5RkGLmmhQ1+zgTlWOjTCRB2HPAZYqiBFQ8UBTlGuAi4MVoDEzjJGcwCBuG8ehwAAAgAElEQVS+cmPQ6/jchiK+em7x8P2nJAiTQd+ygsjLnJaqUvVTKsjhjzkFq1v2p4w3CKtVS8AK3MfkhhDS0jOOvFVQu4PC5DgSzTHDLAcC0epw4fYKcqyKzHZEoozoz+z1srfh0HPy+SmeCQO4cVU+TV0ufvDMfs6Yk8Jtawsn72JJs0AXE9IrLDdRvp9HKiR+WNuJEFCanyjLGeNsw0vvEgtkcB7IL+zYVvk/ZzBG5ceY7iSnykWMxsax1ei2lLXQ0+/hZ5fP4R7uw2hNpvRLj/H4Z8/gic+s4YnPrOH1O9bz8TUF3FmzCiG8NL7x+8Hj2zo60CmCuHjNqHlak1IEN0v7CjZ9RC5khSA70cRxuzNgb+eRpm7ae/pZW5Q6bPusVAvr5qay6b2a0aqtUaS8uRujQSf7sSNBCCh7BYrOxmHOIaanIWyLlZONJz+o5UhTN3deOA9D7TbZ656+4EQP66QnkiDsf4AG4DlFUZ4FzgdQFOVHiqI8DzwBNAN3R32UGicftjw5+fE3qw1Fp9qsP0k9YQAfXV3AAzcvY1Zq5G7svgzKjVMpyOGPJZWY/g4MOmXcMvV1HX3E6BWSHapQwalSjgiyL8zZidJ2dJjaZTB8K6oFRp9R8zh6wgAKzwRFB3s2yedaEMZGVaAjPtbALz+yBJ1uEr1h9AZImRNSnCPBZCA+1jCqHHF3TSeKovaEurqGlyKCDMjy10hxDv+JX1+HFL4p1EptfGRmyQxwTe3YK/kv7Wsg0RzD2vJfyr/bVQ+CNW3YPmajgf+5YhE/++SlbNWtIObDv/Orl/bS7/bS2S4FQCwJydH/QTSmlpzlcN3fpZrv47eAe3Tfpo9sWxz9bi9tAXo7tx+V/WA+UQ5/blldQGOXk9cPjVZtjRblzQ6K0qzoI73XNe6D7uNQfCExiblk0Ma+evvkDHIS6XG5uefVMpblJ3LRokxZKVCwVirYaoQk7N+QEKIJWAu8AlwCrEFK1P8AuBgpX3+WEGLqjBk0Thx6AyQVDitHDIm9Tpb7jHeyGwY2UwwXLR5fWdllS7K4/8ZSLlw4eeMLiTkVpa+D2Slx4xbnqG3vJTvRhK75oMzsWFLHPmimkHe6fKx9j9K8JMqau+kOYdTZqDZ4Z+snGISZkiBriZSqBy0IQ2bDH/7ESp783NpBf59JJa04pEy9oijkJJlGlSPuqulgbrqVhLgYmQ2NSxh9cMFaOUnq9FN8rN4OCK0fzI/cHLm4NlYmzDng4fVDzXwj5xC63X+Twh9FwbW8zpiTyrLrvk2K0k3t249yxe+2cviYDPSsNi0ImxHMPQ8u/w1UvgnPfCGwEA4yEwaBFRK3V7ZRkGIe7P/05+x56WTZ4nh0EgU6ypscIfvBglL2CqDA3POwZRaSpbSzozIKfntTzB/frqS528V3L1mA4miauSb2k0BEYaoQolYIcQmQA1wKfBS4EpgthNgghJgZJgca4ZFSBOFKqtpr5QT1JFXKiTXouXxJ9uSu2ofCLFfwSlM945apH/II23fq9IP5SJkjyx/qpDiHELC3LviKok9lK13xGTVPIPietX7oey0IA2BeZsLk9YGNJLUEOo7BQPDm+5FeYdKkuZNSn5WFM0AmDPz8wvxKEqu3Sl+5nOVRGPzMIDZBZrI6WxtD7vd2eSsOl5srHI/LTP3G7455bkvJOZBazA8zt9LS7WRXmZxM602aMMeMofRmOPv7sO8JeP2HAXcJFoR5vIJ3K6U/GACV/4UPHxt83aDXcdOqfN4ub6WyZWI+nIHo7XdT39k3ziDsZXkfsaZjSsnHrLg4cPRY1Mc4mTR3OXlwSyWXLM5ieUGSn2iRFoSFQyRmzWcpipIJIIRoFEK8KITYJIR4VghxTN1nvaIoP5iksWqcbKgy9cFWroZhrwPbCSr1mw6ohs0LEt3jVkis6+ilINEoswKnWhCm0w32hS1R+/tCiXM0dPYRF6PD7FJ1hCaSoZ2tBmGxCVJeW2NqSSuRFgUhsvI+rzAfVW092PsGWFagiju4uoY8wvxJny+l0EcGYbkrICYuWj/B9Mcss1I9naFLvl7c10BinB5rd6VcvAjHrFuVq7e17+ON661cUKT23QT6e2lMX9bdAStvh233w7sPjHp5KAgbvthy8HgX3U63LEXs74EnPwH//izUDcnfX78qD4NO4dH3hnsYRoOjzT3AOEQ5HM1Sor/4QvncJkt6G2orw7JYOVn41etluL1evnWhKpJUvQ2M1plrYh9lIsmE/Rf4UFGUUD5gG4DAyxgaM4+U2eDuk+pyY2Gvm9R+sGmPWZYOFltdeAVUtvREdHhfv4dWRz8LY1vA0w8ZiydjlCc3uaug5TA2epiTbg0pzuGTp1ccTbK30TSB0qa81dIYW8uCnRh8CokhShJzk0x0O910qSWqu6plgD6opOoMEoTp9NKQ2Wfa7OyChg+1UsSRxJgY0JuIcXXQ5nAF3MXl9vD6wSY+MldBcfdBagRG8ktuAGM8tn1/5VOr1DLrQJlLjemLosBFP4f5l8HLd8GBfw97OckcQ1yMblQmbNtR2SO4ZnYK7Pgj9LbJ0uLnvzJomZAeH8eFizL51/u19PWPzwImGOXNsnJlTqSZsPLXAAHFF8jnqrJuwkAzhxuD+x5OKbU7Ydtvgr58pLGbx3fWcsvqQgpS1F786m2yPeBU8CiNApF2zaUBryiKollgawRVSByFxy09lCbJI2xGoPZv5cfJDxjfjT1cfKVWJYq60neqZcJAZsIA6t6nNC+R3bWdAZW0ABrsfao8fZPsn5tIA7HRLFczs5eN/xwa4ydlDqBAS/Bq+JwRCom7azuJjzMMmck77cEn9flrpAR+TxvUviezboVaEDYST1wyyUo3BxsCTyDfKW+l2+Xm0hy1JCy1OOB+AYmNh6U3wf6noU31ldIyYTMPnR6u/qPMND/3VegdMgBXFEVVSBwehG2vbKMozUJ6rFtm0YrOgcvul2X5Ox4a3O+W1QV0Od089+HxqA65vNmBQacMBSHhUvYyxGdDprpgqgZhWUo7O6rGaXwebXb+EV79XsA5Xr/by/++cBBrrIEvnT1HbuxpkwbrWili2EQ68/gzsBf4haIojyqKMgVd1xonLcmqGfNY4hzdDSA8WiYsFGpPWLq+G71Oobwpstp1nzx9juuoFECJZIIzU8hZLpUK69+nND+J9p5+atp7A+7aYHdK0YjuhvEZNY/kur/DVaNLaDSmgBiTFAmKwCtsV3UHS/MSZQ+o1wP93YGFOWB4X9ixd2TmNHdVNH+CGYHBmkoS3Rw4HjgIe2FfAwlxBhYaVU+oSO9Rqz4F3gHY+Sf5PNjfS2N6E2OCy34tJevf/Mmwl7JtJur9yhEHPF52VrXLUsSdahZsw12w4AppCP3mT8AuxWJWzUqmOMPKP0IIdLg93ohLASuaHcxKtRCjj2A67e6Ho5uh+PwhW4z4TFD0lJjsJ08Q1louH/c+MWzz/no7l//2Hd4ub+UbF5SQZFGtOnxl25pybNhEGoTVAmcCjwE3AtsURSmM8pg0pgu2XFmGNZZMvV2VLZ5Ej7BpjxqExTg7KEwxRyxT75tcJjvKpVDBqehfFGuVk/HmQ4O+b4FKEt0erzRqtsWBo2n8Rs3+KCdI0EVDklYS0ivMp5pW39GLw+WmrKl70JZi0J8oWGYlZ5kU4qjZLvvBcpbJ7KfGMAzWVDINDg4GCML63V5eO9jEeQsyMbSXSxGdSNVbU+dC0dnSFF0XAwatJ2/GkrEQVn4S3v+LzGipZCfG0eBXjri3zk5Pv4d1+XGw9X6Ycy7krZT344t/AV43vHwnIDNpH11dwN46Ozc+9C7XPLCNC+97i3U/38zyu19j3vdfYs53X+KC+94KWkERiIpmR+T9YNVbod8x1A8GMgsYn8l8i4MdVe0RjWFSEGIo6/zhYyAELreHe149whW/20p7Tz9/+tgKPramcOiY6m3yfamZ2IdNxDU4QginEOJm4C5gMbBTUZTz1Jfd0RycxkmOTi/NUscqR5wCo+Zpjz5GTgJ7W5mbHh+xYXNtey+xBh3GtkOnlknzSFKLobWM4gwrZqM+oDhHc7fsu5OZsMbxGzVrnDykFssJgyfwR1Cq1UisQUd9Zx97azvxCliW7yfKAcHLEQ2qEuLRzXB8t9YPFgxzCmn6Hg4cH61KurWilW6nm0tOy5Sr66nF41u4WPVp+RiXoC18zHQ23CWD9Ze+PejTl51oornbhcst+7reVeXc13X+B/ra5TE+kgph/bfg0HNw5GUArl6WyxlzUnC6PZhi9OQnm1lRkMxFizP5+JpCLl6cSUWzg6rW8HqynQMeqtt6mJMeoSBT2SsyWPFX1gVIyKHA0EFbTz+VYY5h0nA0y3tj1lLoqOLorje5/Ddb+c3mCq5Yms1rX1vPuQtGfHZWvwO5K+U9UyMsxt05J4T4maIo+4BNwIuKotwJBK790Zi5pBSNnQmbAqPmGYE5BXpaKc6w8urBRpwDHuJiwpP0r+voY16iG6Wr/tTsB/ORWgxHN2NQBKfl2gKaNjf4PMLiFfnBPYnedRpTRNo8KUjTWS3vSSPweYXVd/axSw3Mh+Tp1aAhVHlbwRp4+x71ey0IC4g5hQTRRWVrD739bszGoenFC/saiI81cMacVHi+DOacF+JEIZh7PiQWnLRWJxpRxJwMZ38PXvi6FOlYdPWgQmKT3UV+ipltR1spzdBj3vk7+T+Vu2L4OdZ8SZbSvfhNmLUOa6yFR29fHfSSFc0OXtzXyI6qdmanjZ3dqmrtwSsiFOUQAspegllnjc6oJ2ST5NgLwI6q9qGe1ROBmgUbWPtVePozbP/P7+iI+xx//vgKzpkfYOHSaZdZy7O+NcUDnd5MyM5aCPEisBqoBH4BfCkag9KYRiTPho6q0DL19joZYGglPKExp0JvG3My4vEKwl6NA9kTttqsevScykFYWomcjHccozQ/iQPHu0bJ/Teojd25MWoZmhaETX8GFRJDlyTWdfSxq6aTojQLNrMqj+4cIxMGQ31hiqqWqDEacwqxnh5ixACHG4fKqfvdXl490Mh5CzKIHeiWJcCRKCP6o9PDVX+A8+6O0qA1TmqW3yqVfl/9PvT3kq2avx+39+Fye3j/WAdftLwJfR3Ds2A+DEa49Fdgr4EtPx/zckVpFlIsRnYcC68ny1exEpFHWGu59DX0qSL6Y8slxtFAqsV44vvC2mQ/2Cde9fCSexlXGXfw2pfXBA7AAGp3SNEiTZQjIiYUhAEIIQ4Dq4DXgMKJnk9jmpE8G9xO6A6hOGSv1bJg4WCRQVixWl9eHkFJYl1HH4sNau9dxqlcjqhOxlvLKM1LxO0Vo8qjGtTG7kxF3T4Ro2aNkwPfpH4Mmfq6jj5213QMSdPDUDliKLW9vFWAAllLNC+4YKheYYk4holzbDvaSpfTzcWLs4Z6TCYiHFSwFuZfOpGRakwXdHq4+OfQVQdb7yM7UfYBHu/sY09NJzFuB+taH5MZ0twg5ukFa6H0o7D9t9B0MOTlFEVh1azksAOg8mYHOgVmpUagjFgmSyOZGyAIS8hGcfdxdoHhxAdhreUMKEZ2280UbLwNi6cLW92bwfcfFC1aOXVjnAFEEoRtBP4W6AUhhB24GPg+8PcojEtjuuAr/QlVkmiv0/rBwkEtR5yValEVEsMT5+h2DtDZO0CRqJbnOJV7nAYn40dYmh9YnKPB7sRi1GPpV41lo6GOqHFiibNJgZXW4DL1uUlm2nv66egdYFmBXxDmDCMIi7NJI9mVt0dpwDMQVVwoP65vmDjHi/sasMYaWFecOvT3ORXVWzXGR8FaWHQNbP01ObQAMgjbdrSNWw2vYuzvhPXfDn2Oc38sM93Pfy101Q6wsjCZuo6+UX5kgaho7qYgxRJ22wAg+8EyFgW27FFl6s9Id1Hf2TdoPXNCaKugVsli1ew0lqy/BixpsPex4PtXb9NEi8ZB2EGYEGKLECKotqcQwiuE+IkQ4rboDE1jWjCWTL0Q0FmrBWHhYE6B3jZi9ToKUsxhy9T7lBGz+irkzf1Ublg3JcogtLWM9Pg4cpNMAYKwPrISTSgOXxAWBXVEjRNPmAqJAKU+UQ4Y6gkby/z3kl9C6c0TGeHMRg3ClqZ6OKhmnwc8Xl492MS589OJNehlEKaLgaSCEzlSjenGeT8GFGI3/4Bki5H6Tid7Kmr4TMyLMqMULAvmw5IC598Nte/Cnn+E3HXVLJnR3RlGSWJ5kyOyvq2+DqmyGqgUEQaDsFJbb9hjmCy8reUcHshgcY5NGi8vulYGkH2jxa7o74Xju7RSxHEQVJhDUZSngceEEE/4PQ8HIYS4JhqD05gGJORIlZ9gmbC+Dhjo0Yyaw8GSKn1wXF3MTbdSFqZhc217Lzq8JHSXw7z1Yx8w01EVEgFK85P4YMQH2XG7Kk/f3Sh7fMwRSmVrnJyklsCeR+XCT4CFCJ9XmDXWwFx/NTNXGMIcGmOjBmHzE/p5pKwbt8fL9qNtdPYOyFJEkP0wybOlGqyGRrjYcmHd1+HNn3BBwmoqW6ysPv4Y8XoHbBgjC+Zj6c2wZ5PsL3M0w0Av9PdIqfj+nsGvBanFxMdexI6qdq5YmhP0dAMeL1WtPaMVAkNR8Yb0TPWXph/2c8rr5eo7SIjLZUdVO1eVnoBWDs8AdFRzVCyWQRjAkuvhvQekSMqKTwzfv26HtAPQRIsiJpQ64pXAnhHPw+EEmxtoTCk6XWiZ+kGPMK0nbEx8wUBPK8UZ8bx+qBmX2yNXkENQ19FHodKIzuM6tUU5fKSVwN5/gRAszUvkuQ+P02h3kmmT/QQNnX2UlKSp8vTp8n9YY/qTViwnVF31Ae83vkzY0rxE9Dq/IM3ZJReSNFnliaH6fhVZXbjcXipbe3hxXwMWo56zitPkPq1lWimixvhY+yXY/Qhf7Pkjl7bcxYPGF2nN3khqzrLwjlcUuORe+OuFsPluuQBntILRMvTldqL74K9clr2WHVWhfeiq23pxe0Vkohxlr8jFipwgmTtrBih6dN31rCw8jfdOVF9YxzF0wk2VN5PrctUgLGupXOj68PHRQVj1NlB0kKeJFkVKqCBsFtA54rmGxmiSZwcvR9Q8wsJHXUmmt4056Tl4vIJjrb2UZIYWAqjt6GVJjPp71oIw+UHhsoOjabDsbE9tBxfashjweGlxuKRHWFOjpow4k0ibJx9bjgQMwjIS4kixGDlz7ojMp6tr7FJEjbExyT67XKMsj/6wtpNXDjRyzvwM2TPjGZCLdfM0UQ2NcRBjgvN/Qs4Tt7Ap5n9JVHroPf97kZ0jfR7ccURmyw2xozPmjma4p4SrY95lU/M5tPf0k2wxBjxVhVqpMjdcjzCPGypek1mwYBYLOr0sj+86zspZybxxuJmWbhdp8VO8QNQqlRE7TAVkJKjBqKLIbNgbP4b2Kkj2Cwmqt0HmaVo1wTgIugQshKhWBTf8n4f1NTVD1zhpSJkt35SBGl47fZkwLQgbE8tQEOa7sZeFIc5R297HStNxubLnm4ieyviJcyzMTsCo17Fb9Qtr6nIiBFJlq7tRU0acSaSGlqnX6xTe/OYGbj9zxHqi065NHqKBajifrHRjNOj4y9ZjdPiXInYckyVLWiZMY7zMv4y6pFXM19Ww03g65sIVYx8zEkMsxMQF7p22psOss1jU8RogQvZk+Xq2i9JVZcRjW+Fvl8HrP4KK18E1oqe7bqdszwjWD+bDlgP2usHetPdPRF+YqmJqzZk/fPvi6+Tj3ieGtrld8mfTShHHRdAgTFGUhPF+TeUPoHESkFwEHpeUkR2JvVaW+li0vpsx8StHnJ1mQaeEJ1Nf19HLAl2tDD5iQpdQnBKkDcnUxxr0LMhOGBTn8Bk1Z9pMMgjTlBFnDpZUmY1pDS7OkRAXg0E/4mPPqWXCooY5BV1fO/My4znU0IXZqGdDiV8pImhBmMb4URQqlv+AHd4S9s//yuRcY9G1xHXXsMJQxc4Q5YDlzQ5yEk1DpuRbfia9srb9Bv5xDfysAP50nswcHd0MB58BnQGKzg59/YRs6DrOomwbphj9CSlJHGguo1UkUJQ/oicuMQ8K18Hex2U2EaB+l7QpKtSCsPEQqhmiE+gYx9cJNjfQmHJCydT7PMJOZcW+cBksR2wlLkZPQYplTJl6IYTsCfNUaaWIPuKzwBjvJ86RyN66Ttwe76DscLZVD72tmjLiTEJRZCa4JbhMfUBcXaHl6TXCR1V4XZgtg9qz56UPyXcPBmFzTtDgNGYCucWl3Oz5EUuXT5IS3/zLQG/kNtsHIU2bK5odzFU9PWk7ClVbYN034M5q+OjTsocNAe/cB49cJUUtCtaOfa9JyIGueox6hWUFiSfEL6yv4TCVIovTcgOM9bTrZftJ/QfyefVW+egztNeIiFA9YW+hiWxohIO/TH3RxuGvaR5h4WO0yKxhbxsAc9OtY2bC7H0DKK4uEpVGLQjzoShSpEEtSyvNT+KvW49xuLGbRjUTlh2jBrensqfaTCS1GA4/H9kxzi65+qwxccwp0HWcBcU2oJZLFvstcrSWy/JfLeDVmABz0q3s+9EFkXlzRYIpEeacx/rKt/lK+zU4XG6sscOnyh6v4GiLgzPmqAunHzws2wGW3QKxVphzjvwCcHVD7XtQ825wVUR/EnJkZqmvg5WFyfz6jXLsfQPYTFOnKBrTcZRK72mcnRPgvbrgCnjxG/DhY5C7QgZh6QsGzdo1IiNoECaE2DCF49CYzsRngcEk+8JG0lk7dg20hkRRZElijxqEZVjZfLiZfrcXoyFw0rq2vY95So18krFoqkZ68pNaApVvAlCap5o213bSYHcSH2fA4mqV+2nCHDMLW65cxHD3gyFwQ/0onHatHDFamFOgcT+Xn5ZNV98A58z3W+RoLRvq19TQmACTFoD5WHwN1iMvsFI5xK7q1UPqnip1Hb243F7Zu+12SWuMeRcH/jyJjYc558qvcFBl6mVfWDZCwK7qDjbOS5/gDxUmfZ2YBtppic0nPT5Ae0NcApRcDPufkv5tNe/B0pumZmwzkKhrMyuKotlln2rodFIpZ2Q54oATepohMf/EjGs6YkmRZXJAcUY8bq/gWFtP0N3rOnqZp9OCsFGkzoXuBnDayU0ykWo1srumg+OdfdIjzNEo99OCsJmFRZ0s9bSEf4xWjhg9zMnQ24bNHMMXNs4ZWjwSQpOn15g+FF+EiLFwhX57wHJAnyjHnAwrHHpOLvwsvy0611YNm+k6TmleEjF6ZWr7wnzzuJQQCyZLboC+dnjnXukDq5k0j5tQ5YijUBTlNOA6IB3QA75GHwWIAVKAM4EwNTs1ZgzJs4dq/n101ctHzSMsfNSeCpBlFyBv+MUZgd9StR29zFdq8MYlotNKqoYYFOcoR8ldwdK8JPbUdGKJNUh5+m4pwaupI84w/IMwW3Cj1UE8A9K0VQvCooM5Bdx90N8LRr/12J4WmXHUgjCN6YDRjDLvYi7Z/xKfrmoCSoa9XNGiBmHpVtj8MCQVwuyNo04zLgaDsDpMRj2n5Sayo6otOucOg77Gw5gAW+784DsVnS2rdrb+Wj7XlBHHTdiZMEVRNgA7gbuA24Fb/b4+DtwInA+UR3eIGtOClCJVgtgztM2uydNHjDkVemQmrCjNik4JLVNf19HHQkMtuoxFmviJP6lDCokgxTkqW3uobHGo8vRN0lzSkhbiJBrTDqtasqO+h8bEpb63tHLE6ODndTiMQVEOrRxRY5qw6FrihYP4+rdwuT3DXipvcpCREEuC4xgcexuWfVxWBEUDa7pUUbTLReyVhcnsrbPT1+8Z48Do0FZ9ALfQkV8UIgjTx8Dia8HTDylzNJXhCRDJf813kJmzbwOrkcHWo+r3nwBqgFbgoiiPUWM6kFwk35C+wAv8PMK0TFjYWFIHJzBxMXryk81UhBDnqGtzUEytJsoxkqRC0Bv9xDlkX1hPv0dmwhyNMgDTR1QMoHGy47PC6GkOb3+ntC7QfMKixJhBmJYJ05gmFJ3NQIyNi9nK3jr7sJcqmrtlP9gHD8uAqfSj0buun2EzwOmzknF7BbtrO6J3jRD0N5VRI9JZmD/GAuVp18tHrRRxQkQShK0AXhRC/EIIsQN4E1gohNghhHgYWA+YgO9Hf5gaJz0+mfr2yqFt9jpAGUqva4yNORn6HbKfDpiTHs+e2k5e2NvAf480s/NYOweO2znW2kNLt4uBtipMOCFT6wcbht4gFwbUyd9puYno1ERhps1n1Kyt3s04LL5MWJg9Yc4u+ahlwqJD0CCsHGLM2meBxvTBYMQ7/3LO033Aror6wc1CCMqbHcxLjVEFOS4dysBHC1WmHmB5YRKKwpRJ1cfaKzluyCUtPjb0jtmlcM4PYfXnp2RcM5VIloEtwH6/5weB2xRFMQgh3EKIGkVRngE2RHOAGtOE5Nnyse3okBmhvVYKH4SrUqYxZNjc2wa2HJYXJPH6oSa+sGlXwN0v0B0GI1omLBCpc6HpAADWWAPFGfEcbuwme9CoWfMIm3EYLVKp1RFmJsylBmFaT1h0GAzCRkwYW8tk2VK0SrY0NKaA2NLriN37CO5DL8O5iwE4bnfS2+9ho/dd6OuAFVES5PAnIRsa9shv42KYn5nA+8emIBPm9ZLiquWArXTsfRUF1n198sc0w4kkCGtjuODGUaQYxzyGgrNa4IroDE1jWhGfJVc6h2XCarV+sEjxlVP1toIth8+un81lS7LocXno6XfT43LT4/LQ2++mp9/DgsNbEMcUlLQQ9dunKmklcPgFKSFsiKU0P4nDjd1kJcaBowmyl57oEWpEG0WRZabh9oQ51TIjrRwxOoQqR8xdNfXj0dCYCAVn0GVIYV7rK3i830CvUwbbAxY3Pi0XnwvPiv51bTlw5EWpKqooLMmz8eK+RoQQKJPY++1oOYaVfgxpWtnwVBHJstS7wJWKoqizRPEPAisAACAASURBVPYjVRH9zQ+WAMH1tDVmLooib0j+MvWdtVo/WKT4MmHqJFJRFHKTzJRkxrMsP4l1c9O4cFEmVy/L5ZbVBSyPq0dJKRquRKYhSS0B4RlcGLj0tCyW5NrItcXITImmjDgzsaZp5YgnijibFLzxD8L6e+VngdYPpjHd0Olpyb+YM9nNkWOyx728qZu5Sh0JzTth+a2Tk931GTarGeXFOYnY+waobe+L/rX8qCnbC0BSwYJJvY7GEJH899wDZAAHFEW5UAhRA2wBfqIoyk8VRXkYuBB4J/rD1JgWJM+GdjUI83plTXOilgmLiGDlPMFo2q+VIgbDt5qninOcMSeVZ754JrHOdkBoHmEzFUta+MIcWjlidNHpwZQ0PAhrPwoITRlRY1piW3UjsYqb1vefAqCi2cEn4v4rhZ+W3jw5F/WTqQdYnCPvT3vrOyfneiodtQcByC9eMqnX0Rgi7CBMCLEVuBZoB3wde18GuoFvAR8DqoE7ozxGjemCT6be45aTIE+/Vo4YKf7liGPhcsjft2bSHBif2eRI/7ruBvmoBWEzk4jKEbVMWNTx8zoENHl6jWlNasla6pUMUqueA6C6qY3LeAvmXzb0eR1t/AybAYozrRj1OvbV20McNHHczWX0YCIlXZu3TRUR6TMLIZ4BnlHUolQhxD5FUeYAZwNO4B0hRG/0h6kxLUguAq9b9oL5PoS1csTIiEuU5TzhTCLVDA/pWj9YQIxmsOUP/Z58OJrko1aOODOxqOWIXu/YpUJOO8RYNKuCaDIqCCsHFPn5oKEx3VAUDqacx9mtmxDdTRQ1v4YVByyfBEEOHz6jebvMhMUa9JRkxrOvbnKDMHN3FS2x+Vg0z9EpY1zFrEII4fe9QwjxrBDiVS0AO8XxKSS2H4XOGvm9lgmLDJ0OTMmjG9sD0SxLB0jX6reDklYcIBPWKB+1TNjMxJImF4OcYZTuuOyaKEe0CZQJS8zT+lY1pi2eBVejx0vVW49ylfdV7OZCKDxz8i5oSZP+Y2omDGBxro199Xb8pt9Rpcs5QJa7Dpdt9qScXyMwES3/KYqSiVQ/LGSoJHEkQghxxwTHpTEd8XmFtVXKplLQMmHjwZIaXjli8yEwxEljYo3ApJbAsa3DsyLdjYASfW8XjZMD39+1p1X67oXC2aWVIkYbczLU7Rx63lqmiXJoTGuKF5/O4f/mkb77D8zWNVE17zvYJjNbpNNDfPagVxjIvrBN79VQ3dZLYaol6pc8WN3EKtqoztDKhqeSsIMwRVHWA88h/cJC/fcJQAvCTkWsGWC0ykyYEHJyY0o80aOafphToSfMTFhaibxhawQmrRjcfbJENqlAbnM0ytV6fcyJHZvG5ODr0+hpHhJnCYarSxPliDa+TJgQ8qvtKBSuO9Gj0tAYN7NSLfzesI4vuDfhEjFYT79l8i9qyxmeCVPFOfbV2yclCKut2MdqRZBaoPWYTyWRZMJ+DsQB/wO8h+wB09AYQlEgeZb80NXHaFmw8WJOhpbDY+/XfAiKNk7+eKYzvhX41rKhIKy7STNqnslYfJmwMGTqnfYhRVKN6GBOkeWgri6ZaRzo1UQ5NKY1iqLQlH8JHNvEa8rpXJI+BZ8fCdlQv2vwaXFGPEa9jv31di5bkh31y3XVHQIgPkfrMZ9KIgnCFgJ/F0L8eLIGozEDSC6Cxn2qKILWDzYuLKlQPUYmrLddZnQ0UY7QpJbIx5YjMPc8+X13A8RnnLgxaUwuljT56AgnCOuCpFmTO55TDX/D5vYq+b1WjqgxzZk9dyGfLLsDkVXKpVMhXJGQA4eeHzRsNhp0zM+KZ+8kiXN4WyvkNymagM5UEokwRzNa9ktjLFKKoLMaOmq0TNh4MafKIMvrCb5Ps1y10kQ5xsCSIieF/uIcjiZNGXEmY05WFUbDCMK0csTo4+912Fouv9eCMI1pzqpZKbzhXU5aVsHUXDAhBzyuYSI3i3Js7D9ux+uNrjiHvW+AZGc13bEZYIx+qaNGcCIJwv4AXKsoiraErBGc5NlqKYpdM2oeL5ZUQEBfR/B9BpURtUzYmKSWDAVhXg84mjVlxJmMTi8DgXAMm51dmjpitPHPhLWWySDXl53U0JimlGTGs6EkjfMXTtEUeIRMPcBpuTa6nW6q26MrRH6g3k6R0oA7UcuCTTWRlCP+ApgHHFYUZRNwDHAF2lEIcf/Eh6YxLfH3gtHKEceH/yQmmBlk8yEpfOIzddQITloxHHxWft/TCsKjBWEznXAMmweccqVZU0eMLj5FSl8Qllos+4U1NKYxep3Cw7etmroLJqh9X13HIXspIDNhIMU5ZkVRnGNvXSc3KQ0Ys86K2jk1wiOSIGwZcBlgAz4XYj8BaEHYqUqKFoRNGF8Q1tMq1Q8D0XxIZsG0yc3YpBZDX7v8fTpUjzCrltCf0fgMm0Ph6pKPWjlidDGrC0e9bbIccc45J3Y8GhrTkQS1ncNPpr44Ix6jQce+uk4uj6I4R1VNNQlKL2TOi9o5NcIjkiDs10AK8E9gK9AzKSPSmN5Y0sAYD/3dWk/YePFlv4J5hQkhyxEXXjl1Y5rO+Itz9Ku3LU0dcWZjSYP6D0Lv49SCsEkhNh50MVKUw9GoKSNqaIwHS5p8H/kFYTF6HfOzEthXH11xjp56tcc8ZU5Uz6sxNpEEYaXAv4QQN0/WYDRmAIoCKbOh6YBW8jVe/MsRA9HdCM5OTZQjXNL8ZOoVtQ1WU0ec2YRTjuhSJzJaOWJ0URR5D6t9Tz7XRDk0NCJHp4OELLDXD9u8OCeB/+w+jtcr0OkmXglj7x3A4jgGMUCqFoRNNZEIc3QCtZM1EI0ZRPpC2RummQiPj8FyxCBBmCbKERkJuRBjlkGYo0lu08oRZzbWNJmNH+gLvo9TDcI0YY7oY06RC3GgBWEaGuMlYbhhM8BpOYk4XG6OtUWnGG1fvZ3ZynG8OqPWQnICiCQIexS4RlGU+MkajMYM4cL/g1uePtGjmL4YYuXqfLByRE2ePjJ0OlkS1XJEZhFNyfJ3rDFz8anxheoL85Ujapmw6GNOBgToDJBUeKJHo6ExPUnIga66YZv8xTnCwuuVLQxBkEFYI0JbOD8hRFKO+BBwLrBHUZS/AkcJ0hcmhHg2CmPTmK6YkuSXxvgxpwQvp2o+JCeZwZQTNUaTWgw174IhTiuTPRWwpMvHnhZIzA+8jybMMXn4svnJs0Efc2LHoqExXbHlwKFnBw2bAeZmWIk16NhXZ+eKpWGoI79yF1RvhVuekb6ZI9hX38nFhkb0acuiPXqNMIgkCCtDKh8qwI/V70eiqNu1cFpDYyKYU4L3hDUf1EoRIyW1BPb9SxpRaqIcMx9fJswRRiZMK0eMPr4gTCtF1NAYPwk54OmXC7JWeU/ziXPsDScT5nHj2fMYelcn9j9fSdkFj2JNSMRmisFmisFs1HOwro1c0QgpmoDOiSCSICxY4KWhoRFtLKnDVJEG8Xqh5TAs+9jUj2k64xPnaDkM2dqK34zHGk45oh1QpJqrRnQZDMK0iZ2Gxrjx+YB21Q/d05CmzU99UDemOIeo24ne1cnj7g1c2/b/2bvz+Ljqev/jr08myWRv2iZdoU0pUED2HYpQQEAQFxaLLFJcABUFUbzihogK3HtdLpsiFayCKNBWCv4uiiC0ULjQlhbKDm1TutE2TZp9ssx8f3+cM8lkz7SzJXk/H4885pzvOTP5FE6S8znf7/fzXUzTAxdzYdt1tPu3/tlZxp5uM4FgWD+raRJPEvZPYKVzLpSsYETEV1AGW17r2V77AbQ1qScsXmUx662pMuLwF12rqnFb3+e01Pnl1OOZGi2Dop4wkd3XsWDzpo4Fm8GbF/anF9eztqqRvccV9fn2DS8vYpLLInTqTWyJ/B8nPfcfLK54hCUH/oy6UJja5jb23L7Rm1yknrC0iCcJWwAsBz6VpFhEJKpgjDccMWYsOKCiHLtqzF5gAXBhKNKcsGEvtwByi/ovUx+q03ywZIk+tS/rY7F5ERlYdK3VbmXqD97D+731+qbafpMw9+6TvJq1P5/76IEEsw+B3AYmP30TF06eAmf83Lu3eOFffhI2PVn/CulHPI8AS4E3kxWIiMQoLINwC7Q2dG2Plqcv18r2ccnOhTHTvG0V5hgZCsuhYaCeMM0HS4oZn4Dz7oXJGvorsssKynos2Aywd3kReTlZvLax73lh773/DlPb1tBScSrBbL9MwwnfgmO+Av93Fyy9zWures/ruS4Yk6x/hfQjniRsEXCumZUPeKaI7J6O4VTdnuRve8tby0PFBOIXfSqvJGxkKCwfeE6Yfo6SIycPDjq/ay++iMQnK8sbktgtCcsOZHHAxBJe76c4xytPzwfgwFnndzaawRm3wIHnwVM/hpV/hh3vayhiGsUzHHExMAtYa2bPA5VAbythOufct3c/NJERLDqnoqm6swcHvCRM88F2Tfm+8M7/00LNI0XROKhe1/fxUK0qZYpIZutlwWaAgyaPYv6KjYQjjkC34hxb60KUbnqW2uB4Rk05uOsbs7LgM3d70x0e+wYEcr2kTNIiniTsNzHbZ/RzngOUhInsjugaYLELNofboOpd2PvU9MQ01H3kHG9s/ag90x2JpEJhGWx4qe/jLXUa1isimW3UZNjwco/mg/Yo5Y8vrmddVQN7j+ta4fVPz7/HV2w1zOijNzo7Fy54AOadDVtWQdneyYpeBhBPEnZy0qKIg5ntC9yKF08usAr4iXPuyUG+Pwu4EvgSEK1u8DrwG+fcvIQHLLIroj1hscMRq9d6a4aoKMeumXgInDc33VFIqhSWe097I2HI6mXpylCdhiOKSGYrmQz1W7zlaWIquR402SvOsXpTbZckrKGlnbdffpJia4YDz+r7c4PFcPF8+Of3vTmckhaDTsKcc4uTGchgmNlUYClQFtN8PPCEmX3aOff3QXzMX4DZ3dqOAv5gZgc6565LTLQiu6G3nrBoUQ4NRxQZWOE4cBFvSG9Rt6nMznnDEVWYQ0QyWXTB5qYqb4i1b3p5Ifk5AV7bWMs5h+3R0f7wsg0c3b6CSG4uWdNO7P+zi8r1YDLN4l4gxcwqzOwGM1tgZk+Y2QNmdr2ZTRv43bvtFjoTsJuBrwF1eP+Ou8ys36TSzM6gMwF7B/gy3tDJGr/tW2Z2SKKDFolbbpE3VrtpR2fbtrfAsrT2jshgRB9k9Faco63JW65APWEikslGxSzYHCM7kMUBk7oW52gPR7hv6TrOyltNVsVMCPZdvl4yQzzDETGzrwC3ATm9HL7RzK5xzv0uIZH1/N5FwDn+7r+ccz/w28cCPwWmACcBT/fzMefGbF/qnHvZ/4wW4E7AgLOAVxMbvUiczLwKiY2xSdib3npXOfnpi0tkqIg+Ne4tCQvVea9aJ0xEMll0webaTTDpsC6HDpo8ioeWbegozvGPNz6EnR+wZ/AD2OeraQhW4jXonjAz+xhwF1AFfB04FBgHzACuALbh9UYN0P+5y44A8vzt2KGR/47ZnjnAZyzGS7YepWuiVRmzrb/KkhkKx3YbjqjKiCKDVugPQewtCWvxkzANRxSRTFbiDzXso0Jic1uYtdsbcM4xd8lazit5yzu4z2kpDFJ2VTw9Yf8B1AIznXOVMe1VwHtm9jSwAvgOsCRhEXaKHYO1qY/tfhc7cM49CDzYy6FZMdv91DQWSaGCsZ3DEduavcIcKiUrMjj9JWEhfwiPesJEJJMVjPWmJtRt7HHooD2831+vbaylpqmNVzfWcteeb0J7BYxVxcOhIJ4k7Gjgb90SsA7OuXVmtgg4e7AfaGZlwA8HcWo1Xdckq4/ZbozZHj3Y7x0Tw2F4c8sA2oDH4/0MkaQoKIOa9d521btekQH1hIkMTl4pZGVDw7aex0LqCRORISC6YPPODT0OTS8vIj8nwOpNtTzx+odMKIDJNcvg8M9rofQhIp4kLBdoGOCcBqAgjs8sBa4ZxHnrgXtj9sN9bMc1WcbMZgBP0BnzXc65nn2+IulQWNbZE7bNH2Kg8vQig5OV5c+r7G04onrCRGSI2ONoeHMRbH0Dxn+kozmQZXxkUgn/enMrm3Y288vDq7A3m2Gf09MYrMQjnuqIbwMfN7NeEx0zKwDOxKs6mAwtMduBPrZje8v6ZWb7Ac8C4/2mV4Ef9HP+FWa23MyWb9/eyx91kUQrKPPmrrS3ekU5ArleYQ4RGZyi8gEKc6gnTEQy3Bk3e7+rFlwObaEuhw7aYxSbdjaTm53FWXmrITsPKk5IU6ASr3iSsLnAdGC+v15XBzM7AFgETKNrj1W/nHPvO+dsEF8VePPRomJ72wpjtmsYBDPbG6+gxwS/6T3gTOdcUz+x3uOcO9I5d2R5eXlfp4kkTsEY77Vph9cTVrYvBHorTCoivSrsKwnz/5xoOKKIZLqicvj0b2DbG/Dvn3Y5FF20+bzD9yC/8mmYdqIqKA8h8SRhdwPz8Xq71prZB2a22sx2AKuBU4GFzrm7khAnwJqY7Ykx25Nitt8b6EP8eWj/jPmM94CTnXNbdjtCkUSKXbBZlRFF4tdXEtZSBxaA3MKex0REMs2+p8NRl8OLd8KaZzqaT9y3nJP2LefqQ80r3qWhiEPKoJMw55wDLgDm4A3jK8ArT4+/P8c599kExxdrBdDub58S0/7RmO0X+vsAMzO86ojRMV1rgVnOuU19v0skTQr8JKx6HdRuUBImEq/CcmjYDs51bQ/VecN7NHldRIaK027yRsQ8+lVoqgagrCjIH794NBO3Peeds/fH0higxCuuxZr9ROx+/yulnHM1ZvYPvOqLZ5jZT/HK03/fP2UjXjIIgJmdjpcotjnn/p/ffA4Qu3jCg8DR1vUP8Rrn3Oqk/CNE4lEw1ntdv9R7VVEOkfgUlkN7M7Q2QrCos72lTkMRRWRoyS2A834Pc0+Fx6+B2X/qfJD03pNegjZmWnpjlLjElYRlgG8DxwNj6FraPgJc7Zxrj2m7B5iKN5es1G/7erfP6608/m3ANxMSrcjuiA5HXOc/4VJPmEh8isZ5r43buiZhoVoV5RCRoWfiIXDKD+GpH8OqB+Gwi72HTJXPw9FXpDs6iVOfSZiZ/XsXP9M5507dxfcO9MHvmtkxwC3Ax4AgsAr4qXPuif7ea2Y5wHHJiEskKfJHA+ZNxs0phFFT0h2RyNDSsWBzVdfKoqE6CKo8vYgMQcd/A95/Cp74D5h6HGx/B8KtsM9pA79XMkp/PWGz4vwsB5j/mjTOufeBAeee+RUVY/fbiHMdMZG0ygp4iVhzNYzbz1v3SEQGryMJ61aco6UOSqf2PF9EJNNlBeCcu+G3x8PCK737g9wimKJ+hqGmv7u60YP8OgZYiZeAtQI/7e3DRGQXRIckaiiiSPyiSVjDtq7t0cIcIiJD0ag94Oxfw8aX4ZX7Ya9ZkB1Md1QSpz6TMOdcbX9fQAPwNWAxcBheZcLDnHM3piRykZEgWiFRRTlE4hd9iNFY1bU9VKvCHCIytB14Hhx8AeA0FHGI2qXCHGZ2NN7izQcC9cC3nXO/TWRgIgIU+hUS1RMmEr/sIOSN8gpzREUi3nBE9YSJyFB31i+gbB8vIZMhJ64kzMwKgZ8DVwEBYBFwlXNucxJiE5FomXr1hInsmu4LNrc2AM5LzkREhrK8EjjxO+mOQnbRoJMwMzsL+A0wBdgCfMM5tzBZgYkIMPUEb7HmovHpjkRkaCoc13U4Ykud96rhiCIikkYDJmFmVg7cDsz2m+4B/sM5V5fMwEQEOPiz3peI7JrCMq+Ec1So1nvVcEQREUmjfmtem9kXgLeAC4B3gZOcc19RAiYiIkNC9+GIIfWEiYhI+vW3WPPTdK4V9grwn8AYM/vUQB/qnHssIdGJiIjsjqJx3lp74TYI5HQOR8wrTW9cIiIyovU3HPHkmO3Dgb8O4vOiizUHdicoERGRhIiWqW/aAcUTOnvCNBxRRETSqL8k7Ccpi0JERCQZCsd5rw3b/CRsp7ev4YgiIpJGfSZhzjklYSIiMrQVlnuv0XlhHcMRVaJeRETSp9/CHCIiIkNaRxLml6kP1UEgF3Ly0heTiIiMeErCRERk+CqKJmHbvNeWOg1FFBGRtFMSJiIiw1ewxOv5ig5HDNWqKIeIiKSdkjARERm+zLziHA3RJKxO88FERCTtlISJiMjwVljWtTCHhiOKiEiaKQkTEZHhrWhczHDEOg1HFBGRtFMSJiIiw1thedc5YUENRxQRkfRSEiYiIsNbdDiic95wRM0JExGRNFMSJiIiw1vhOAi3QnMNtDZoOKKIiKSdkjARERneogs2V6/1XlWYQ0RE0kxJmIiIDG/RBZt3vO+9qidMRETSTEmYiIgMb4XdkzDNCRMRkfRSEiYiIsNbRxK2xnvVcEQREUkzJWEiIjK8FZR5rxqOKCIiGUJJmIiIDG+BbMgfo54wERHJGErCRERk+CsaB22N3nZeaXpjERGREU9JmIiIDH/ReWGg4YgiIpJ2SsJERGT4K/TnhWXnQyAnvbGIiMiIpyRMRESGv8Jx3qt6wUREJAMoCRMRkeEvOhxRa4SJiEgGUBImIiLDX5GfhKkyooiIZAAlYSIiMvx19IQpCRMRkfRTEiYiIsNfoXrCREQkcygJExGR4U9zwkREJIMoCRMRkeFPwxFFRCSDKAkTEZHhL1gER3wB9jkj3ZGIiIiQne4AREREUuKT/5PuCERERAD1hImIiIiIiKSUkjAREREREZEUUhImIiIiIiKSQkrCREREREREUkhJmIiIiIiISAopCRMREREREUkhJWEiIiIiIiIppCRMREREREQkhZSEiYiIiIiIpJA559Idw5BjZtuB9emOw1cGVKU7CBmWdG1JMun6kmTRtSXJomtL4jXVOVfe2wElYUOcmS13zh2Z7jhk+NG1Jcmk60uSRdeWJIuuLUkkDUcUERERERFJISVhIiIiIiIiKaQkbOi7J90ByLCla0uSSdeXJIuuLUkWXVuSMJoTJiIiIiIikkLqCRMREREREUkhJWFDlJkFzewnZrbOzFrMbK2Z3WhmuemOTYYGM5tkZr81s/Vm1mpm283sETP7SC/nXmJmK80sZGbbzOwPZjYhHXHL0GNm/zQzZ2aV3drNzK4xs7f832Mbzex/zKwkTaHKEGBmHzWzJ8xsp//1rJmd3O0cXVsSFzObYWYPmdlWM2szs01mdq+ZTep2nu6/JCE0HHGIMrNHgPN7OfSwc+6CVMcjQ4uZTQNeBMb3crgJONk597J/7lXAnb2c9z5whHOuLmmBypBnZnOAef7ueudcRcyxXwDf7uVtLwAnOufCSQ9QhhQzuwy4D7BuhyLAmc65J/3zdG3JoJnZDOAlYFQvhzfg/a3b7p+r+y9JCPWEDUFmdjqdvwCeAy72XwFmm9lpaQlMhpKb6UzAHgAuwbuxASgA7gYws7HArX77RuCLwFx/f2/gu6kIVoYmMysHftnHsf2Ba/3d14HPA3/z94/Hu9ZEOpjZXsBv8RKwauBq4DoghHc/8yv/PF1bEq8b6EzA/oD3N/Exf39P4Jug+y9JLPWEDUFm9gDeD74DpjjnNprZFKAS74/TA865z6cxRMlgZhYA6vCSrTedcx+JObYMiC5EOQn4BJ1J18XOuQfNzIB38ZKwDc65KSkLXoYUM/sL8LmYpo6eMDP7GfADv32mc+4FMysAPgSKgeedcx9NZbyS2czsv/GSLoCPO+f+6bffAJwEbAK+BlyPri2Jg5m9DcwA3nXOzfDbcoEdQBHwD+fcmbr/kkRST9jQNNN/XeOc2wjgnPsAb3hY7HGR3uTj9U7cB/yp27HKmO1RdL2WFgM478nNM37bnv4fIJEuzOwsvATMAdt7OSV6bbXgDQPCOdcE/J/ffrSZZSc7ThlSzvBfG4B/RRudczc55051zl3qnGtA15bEb0cvbUbnsNdt/qvuvyRhlIQNMf6Tman+7qZuh6P7UzVBVPrinGtwzt3gnPuSc+4/o+3+NXO8v9uON/xwX38/AmyJ+ZjYa2+fZMYrQ4+ZFeENGwOvJ/XNXk6LXlsfdpufE722Yn/XyQjn9+DP8HffBS71CyI0m9lzZnZ8zOm6tiRe0fW/9jWz35vZRcDDQCHQCtyl+y9JNCVhQ88oOp/M1Hc71ui/ZgGqACXx+gneEESAf/pPlEv9/SbnXCTm3MaY7dGpCE6GlFuAKXjDv/qaNxi9tvr6PQa6tqRTKV7yBDAdb97ONCAPOAF4xsxOijkXdG3JIDnn/gh8HQgDXwL+DHwK2IlX8OVldP8lCaYkbOjJi9nuXt0pdj8/BbHIMGFm38SbRwHedfRjfzsvpi2WrjXplZkdizcvB+Bq59zOPk7VtSXxKIjZHgWsB64Afga04SVoc80sC11bEiczK8Ob6xXodqgU+J7fu6/7L0koJWFDT0vMdvdfFrH7zSmIRYYBM7sG+HVM0w3OuRX+dvR607UmA/KH4fwe72/L351zj/Rzuq4tiUdLt/2LnHNznXM/onMJjX2Aw9C1JfGbBxyHd+18Cq836yv+sY8Bt6P7L0kwJWFDTx3eRHfo+mQQvLHL4M3f0dpNMiAz+xrwPzFNdznnbo7Zr/Vf8/2qiFGFMds1yYpPhpxrgWi1zX+Z2WfM7DNAmd9W4LcdTue11dfvMdC1JZ124v1tA6/X4aWYY8/FbO+Nri2Jg5lNBM7ydx9xzj3unKt3zv0OWOq3X4y3hqbuvyRhlIQNMc65ELDZ353Y7XB0Ps9651xr6qKSocjMzqfrIsy/Ab7R7bQ1/msAKI9pnxSz/V7io5Mhav+Y7dvw1mb6G52JWbm/fzWd19aEbgl+9NpqwxtyJoL/N22dvxugc34YeNdKVBhdWxKfCjrnem3pdix6v5WLt7yB7r8kYZSEDU3RJ4AzzGwydDzJ2dtvfyEtUcmQYWYz8IZfRP/w3O2cu8r1XDgw9mnzKTHbJ/ivG4ENSQlShrvoWJHbGgAAIABJREFUtVUAHANgZkHgKL/9ZedcezoCk4z1bMz22THbR8Zsv42uLYlP7BIaHevH+csYRK+tFrwy9rr/koRREjY0Pei/ZgF/9kup/pXO/58PpCUqGUr+m87hE9XA09GhYzFfo4CFQMg/7z/N7DIz+x1wgN/2514SNxmhnHOXOees+xf+GnN4T4nNOXcZnb/HAO4xs0v8tmjVOv0ek+7upnM42Fwzu9bMvgN8x2971Tn3Orq2JA7OufeB1/zdY83sz2b2eby/f9P89r/7PVy6/5KEMd0/DU1m9hjwyV4OPeqcOyfV8cjQYWYVwFo6e8H6cphzbpWZfRv4RS/H1wGH91P9TgQAM3sWOAkvCauIab8Dryx0d8uA49VbId2Z2U+AG3o5VA+cHC0qpGtL4mFmRwFP4w057G4LcKy/KLPuvyRh1BM2dJ2P94doLd5CgpV4pXo/l8aYZGj4KAMnYB2cc78ELgRewRuSUQXcD5ygBEx209V48xDfwvs9tgVvnuJpukmW3jjnfoz3+2gZXi99DbAAOCamqivo2pI4OOeWAYcDf8Jb37Ad75q5FzgqmoD5dP8lCaGeMBERERERkRRST5iIiIiIiEgKKQkTERERERFJISVhIiIiIiIiKaQkTEREREREJIWUhImIiIiIiKSQkjAREREREZEUUhImIiIiIiKSQkrCREREREREUkhJmIiIiIiISAopCRMREREREUkhJWEiIiIiIiIppCRMREREREQkhZSEiYiIiIiIpJCSMBERERERkRRSEiYiIiIiIpJCSsJERERERERSSEmYiIiIiIhICikJExERERERSSElYSIiIiIiIimkJExERERERCSFlISJiIiIiIikkJIwERERERGRFFISJiIiIiIikkJKwkRERERERFJISZiIiIiIiEgKKQkTERERERFJISVhIiIiIiIiKZSd7gCGorKyMldRUZHuMEREREREJEOtWLGiyjlX3tsxJWG7oKKiguXLl6c7DBERERERyVBmtr6vYxqOKCIiIiIikkJKwkRERERERFJISZiIiIiIiEgKDToJM7MlZvZlMxuVzIBERERERESGs3h6wg4Dfgd8aGYPm9knzUyFPUREREREROIQTxI2Dvg88G/gM8CjwBYzu93MjkpGcCIiIiIiIsPNoJMw51yzc+5B59wngEnANcAa4OvA/5nZO2b2AzOrSEqkIiIiIiIiw8AuFeZwzlU55+50zh0LVADfAHKBm4A1ZvasmV1sZoHEhSoiIiIiIjL07fKcLjMz4GRgNnA2Xu9YK/A0cBBwP/A9M/uMc+79BMQqMvKseQbe/n/wiV+kOxIRERHpRUtLC9XV1dTX1xMOh9MdjiRJIBCguLiYMWPGEAwGd/vz4k7C/PlfF+ElXxMAA14Gbgb+4pyr8RO0y4HfAn8EZu52pCIj0bv/hGVz4eO3QCAn3dGIiIhIjJaWFj744ANGjx5NRUUFOTk5eLfBMpw452hra6Ouro4PPviAKVOm7HYiNugkzMxuAi4E9sJLvD4AbgX+6Jx7t1ugDrjHzL4JHLJbEYqMZK0N3mtzDRSNS28sIiIi0kV1dTWjR4+mrKws3aFIEpkZubm5Hf+fq6urmThx4m59Zjxzwn4IjMcbZniqc67COfeD7glYN68B9+1OgCIjWmuj99q0I71xiIiISA/19fWUlJSkOwxJoZKSEurr63f7c+IZjngpsNA51zTYNzjnPhd/SCLSQUmYiIhIxgqHw+TkaLrASJKTk5OQuX/x9IR9ETi/vxPM7Btm9vbuhSQiHaLDEZWEiYiIZCTNARtZEvX/u8+eMDPLB6KpvQGzgBfNrK8+11zgdGBqQiITkc4krLEqvXGIiIiISML0Nxzxi8Dt3dqu97/689JuRSQinTqGI1anNw4RERERSZj+hiP+FpgPLPG/HF5FxCW9fC0GnsIrR//5JMYrMrJoTpiIiIiMUM8++yxmhpnxzW9+M93hJFSfPWHOuQhwQXTfzCLAH5xzN6UiMBFBSZiIiIjIMDTo6ojOuXiKeIjI7nJOhTlEREREhqH+CnN8Cng7ug6Yvz8ozrnHEhCbyMjW1gwu4m0rCRMREREZNvrr3XoU+Fy3/b8N8BU9R0R2V3QoIqgwh4iIiGSkyy67rGPeVigU4vrrr2fSpEkUFBRw4okn8txzz/V4z9KlSzn//POZNGkSwWCQvfbai6uvvpotW7YM+P3OO++8ju/34osvdjm2bNmyjmNf+tKXEvZvTIb+hiP+BK/gRtRNeMU5RCQVokMR88eoJ0xEREQy3qc//WmefPLJjv3nnnuOU089lccff5wzzjgDgDvvvJNrrrmGSCTScd66deu44447ePjhh3nyySc5+OCD+/wel156KQsXLgRg/vz5HHfccR3Hou0AF198ccL+XcnQX2GOn3TbvzHp0YhIp2hP2OipsHmlNzwxJz+9MYmIiIj04cknn+SKK65g5syZLFq0iIULF9LW1sbll1/O2rVrWbVqFddeey2RSIRgMMi1117Lfvvtx2OPPcbChQvZunUr5557Lm+++Sa5ubm9fo+zzjqLsrIyqqqqWLBgAb/85S87jv3tb96AvEmTJjFr1qxU/JN32aALcwCYWSFwOfCGc+5fMe3/AP4F3Oaca09siCIjVDQJK/WTsKYdMGqP9MYkMgivvPIygUA2hxxyeLpDERFJm588/gZvbq5Ldxj9OmBSCT/+5EcS9nlXXnkld999N+D1WJ100kksWbKEDRs2sGTJEu69917a271U4b777uOiiy4CYM6cOcyePZtHHnmENWvWMH/+/I5j3eXk5HDhhRdyxx13sH79epYvX86RRx7JG2+8wTvvvAPAhRdeSFZWZtcUHHR0ZlYGvAj8Ejglpr0AOAH4L+A5MytOdJAiI1JrvfdaOsV71ZBEGSJyn7iWyP9+J91hiIhIis2ePbvL/mc/+9mO7dWrV/PMM88AUFxczIUXXtjl3CuvvLJje8mSJf1+n0svvbRje8GCBcDQGooI8fWE3QgcCHwfuCPa6JxrMrPRwDeB/wR+6m+LyO7o6AlTEiZDS1H7TkJZBekOQ0QkrRLZwzRUjBkzpst+eXl5x3ZDQwM7dnj3MpMmTcLMupw7efLkju3q6v4Lkh155JEccMABvPnmmyxYsIBbbrmlIwnbf//9Oeyww3br35EK8fTTnQUscs7d6pxrjD3gnGtzzv038L/A+YkMUGTE8pOwO15p9fZVIVGGiALXRDDSnO4wREQkxTZv3txlf/v27R3bpaWljBs3ruM857rW+9u0aVPHdmzy1pdob9h7773HokWLWLVqFQCXXHLJrgWfYvEkYeOBNQOc8xYw8H81ERmYn4QtWu93WKsnTIaIQtdErgulOwwREUmx+++/v8v+o48+2rF9yCGHdFQyrK+v56GHHupy7j333NOxfdJJJw34vS655JKOeV9f+9rXADCzPueSZZp4hiN+gDf3qz/HABt3PRwR6eCXqN/synAYpiRMhoC2tjYKLUTI5eCc6zHcREREhq+//vWv5OTkcNppp/HEE0/w9NNPAzB9+nSOP/542tvbmT9/Ps45LrvsMlavXs2MGTN47LHHOuZ27bfffpx77rkDfq/Jkydzyimn8NRTT3X0wB1//PFUVFQk7d+XSPH0hD0MHGVmvzCzLjUjzSzbzG4CZgKPJDJAkRGrtZEwWTQRJBwcpZ4wGRIa6nYCUEiIptZwmqMREZFUOuSQQ7j//vu59NJL+ctf/gJAMBjk3nvvJSsri1mzZnHLLbeQlZVFS0sLN998M3PmzOlIwCZNmsTChQvJzh5cP9GcOXO67A+FghxR8SRhtwKvAd8CtprZM2a2yMz+DWwDfgisBn6W+DBFRqCWBkKWDxihnFIlYTIkNNZ5cxfzrI36ppY0RyMiIqk0d+5cvv/97zNhwgTy8vI46aSTePbZZ7sML/zud7/LkiVLmD17NhMnTiQ3N5dp06ZxzTXXsHLlSvbff/9Bf79zzjmnI2HLycnpUZ0xkw16OKJzrtnMjge+B3wOiB2suQH4LXBz96IdIrKLWhtotjwAGgKlFCkJkyGguWFnx3ZjYx2MLkxjNCIikko5OTn8/Oc/5+c//3m/582cOZOZM2cO+HmzZs3qUcAj1ooVKzrWHTv99NMZO3ZsfAGnUVyLNTvnmoEbgBvMLA8YAzQ45zJ7JTqRoai1kSa8JKzOSpjQqCRMMl9LQ03HdmNDHTAxfcGIiMiwU1NTw+LFi6mvr+eGG27oaP/CF76QxqjiF1cSFss5FwI2D3iiiOya1kYanZeE7XBF0PRumgMSGVhrY23HdnOjns+JiEhiNTc3c84553RpO+aYY3q0Zbo+kzAzewW42zl3T8z+YDjn3BGJCE5kRGttpCESBGBbuMibE+YcqNqcZLC2ps7hiKHG+jRGIiIiw9GECROYNm0amzdvpqysjDPPPJNbb721o1z9UNFfT9ihwIRu+4PR98DNBDOz3wNfAmqdc6WDfE8J8FO8RaXL8NY+uxu4w/U36FQkxVxrA7V+EralrQAibdBSD3klaY5MpG/h5s7er9YmJWEiIsPdvHnzmDdvXsq+X1ZWFmvXrk3Z90uWPpMw51xWf/vpZmanAnMGPLHre7KBfwLHxjTvD9wGTAa+m7AARXaTa6mniXEEsowNoQIwvN4wJWGSwVyoczhia7OSMBERkd5kVGI1WGZ2HvAY8c9p+yKdCdjfgM8Db/j73zaz/RITocjucy3enLA9R+d7PWEATdXpDUpkIC2diVd7qCGNgfSicimowI2IiGSAuJMwM9vHzG4wswVm9k8z+4uZXWdmk5IRYLfvvbeZzQfmAwW78BGX+q91wMXOuQeAr/htAWDorPAmw1+bVx1xenkRNa7Ya1OZeslwFpOEhUMZtGJJcw388ZPw0t3pjkRERCS+JMzMbgbeBG4EzgFOAy4A/gt438wuT3SA3ZwNnOdv/w3YOtg3+kMRj/Z3X/bL7QO8AIT87YEXLBBJBefIamukkSDTxxVRjZIwGRoCbfW0+oMUIi0ZlIStfxFcGBoG/WdDREQkaQadhJnZFcD1wNvAhcB0YBxewY6vAduAu83s7CTEGWsrcLVz7lw6k6fBmAbk+Nuboo3OuQjwob+7T0IiFNld7SHMRWhyeUwvL6Ta+fPAlIRJhstpa6AmawzgFZfJGOuXeq/6GRIRkQwQz5yqq4APgBOdczUx7VXAa2a2CHgF+CHw98SF2MVC4LfOuZZdeG9s9cTus8Wjj2tH71JUIonW4t28NpDPXuVF1JNPxLLJaqpKc2Ai/ctpb6Q2eyzjW7dBW1O6w+lU+bz3qnmVIiKSAeIZjrgvsKhbAtbBObcFL0k6OBGB9fE9PtjFBAwgL2Y73O1YdD+/rzeb2RVmttzMlm/fvn0XQxAZJL8HockFmVCSR0FuNo3Zo/QUXzJeXriBUHYJbeSQ1ZYhwxFDtfDha962foZERCQDxJOEbWDgnqJcvGGJmSg2eQt0Oxbdb6YPzrl7nHNHOueOLC8vT3hwIl20ejevjeRRnJfN+JI86q1ET/El4+W5JtpzimnNyiervc9fqan1wUvgIjBmupIwERHJCPEkYb8EPmdmn+jtoJkdC1wE3JGIwJKgNma7e2XFQv+1114+kZTzk7Am8igMZjOuOOgV59ANpGS4gkgjkZxiWgP5BMIZkoStfx6ycmDGmdBcDZFIuiMSEZERrs85YWb2q16aq4DHzOwZvKqCW/HmWh0FnAlUAm2JDzMhKoEIXuI5MdpoZlnABH/3vdSHJdILfzhiW1Y+OYEsxpfkUbWtCDQnTDJYJOIoohmXW0Q4kE9uSxPOOcwsvYFVLoXJh8OoPbwesdBOKBiT3phERGRE668wxzf7OXaK/9XdPsCvgdt3J6hkcM61mNkq4HDgODPLc86FgCPpnC/2QtoCFInl94S5YBEA44qDbGkrwDXtIM23syJ9amhqpMTaIG8U4ZwC8lwLLe0R8nK6jwBPoZYG2LwSZl4D+X7i1VyjJExERNKqvyTs5JRFkWBmNgUv2QJY7Zxb428/6LeXAg+Y2aPAd/1jEf+4SPr5PWGW6yVh40vy2B4p8m4eI2HISuNNrUgfGutqKAGy8opx2QXkWwP1ofb0JmEbXvLWB6uYCc5va9oBY6enLyYRERnx+kzCnHOLUxlIgp0C/MHfvhb4H3/7TuBzeL1f59G58DPA7c65N1MWoUh//J4wi/aElQRZ6UowF/EqvekpvmSgpnqvcEygoBRyCymkivpQG+XFwfQFtX4pWAD2PAaq/BHnmlspIiJpFk9hDgDMrMLMbjCzBWb2hJk9YGbXm9m0ZASYSH55+1PxhkxuAlqBd4Bv+V8imcHvCQvkdfaEVbti75huICVDtTR49Y+yC0qw3ALyaaE+1J7eoCqXwqRDIVgMBWO9Nv0MiYgkzKxZszAz9ttvP3bs2MGXv/xlxo4dS0lJCZ/97GfZtm0bzc3NXHfddUyYMIHCwkJmzZrF8uXLu3xOe3s7d911F0cffTSjRo2iuLiYY489lrlz5xLpVlDpsssuw8zIzs4mHA5zyy23MH36dPLy8jjooIP405/+1GusS5cu5fzzz2fSpEkEg0H22msvrr76arZs2ZK0/z59iWexZszsK8BtQE4vh280s2ucc79LSGSD4Jyr6KN9HjCvj2N1KOmSTNfaSJgs8vK8Qp7jS/KowU/CGqugbJ80BifSu5aGnQDkFpZiwSIKrIUt6UzCWptg0wo49qvevpIwEZGkqa+v54QTTuDtt9/uaJs/fz7r16+noKCAxYs7B9ktXryYU089lXfeeYcJEybQ3NzMmWee2eUcgJdeeomXXnqJxx9/nIULF5Kd3TN1ufDCC3nkkUc69l9//XXmzJnDmDFjOPvsszva77zzTq655pouCd26deu44447ePjhh3nyySc5+OCkLXfcw6B7wszsY8BdeBUSvw4cCowDZgBX4K0PdpeZnZiEOEVGltZGmsmjMM973jGuOKieMMl4rU1eEpZfVEogWEQhIepDaSyYu3EZRNqg4gRvP7cQAkH9DImIJMHmzZv58MMP+eUvf8ntt99Ofn4+AMuWLWPx4sVcffXVzJs3jxkzZgBQV1fHwoULAfje977XkYDtt99+/OY3v+GOO+5g2jRvoN3jjz/OTTfd1ON7hsNhFi5cyHXXXceDDz7Iscce23Hs7rvv7thevnw51157LZFIhGAwyPXXX8+8efM499xzAdi6dSvnnnsura2tSfgv07t4esL+A2+trZnOucqY9irgPTN7GlgBfAdYkrAIRUailnoayaMo6P2IFgazac3110rXDaRkqPYmbzhifvEYcvIK0z8ccf1SsCyY4v9RNvN6w/QzJCKp8MT18OHqdEfRvwkHwZm3Juzjbr/9dj7/+c8DsHr1aubOnQvARRddxG233QZAIBDoOGfDhg3U1tZyzz33AFBeXs6LL75IaWkpAOeffz777rsv9fX1/PrXv+YHP/gBwWDXecbXXXcdt97q/RuOP/54KioqAFizZk3HOb/+9a9pb/f+Ht13331cdNFFAMyZM4fZs2fzyCOPsGbNGubPn99xLNnimRN2NLCoWwLWwTm3DlgEHNvbcRGJQ2sjjS6PorzO5yQ5xWXehm4gJUNFQnUAFBSXkltQQo6FaWhqSl9AlUthwsGQN6qzrWAsNFWnLyYRkWHshBNO6NgeP358x/asWbM6tidO7Fiul1AoxEsvvURzczMAF1xwQUcCBjBhwgQ+/elPA9DQ0MDKlSt7fM/TTjutY3vq1Knk5eV1fHbUM888A0BxcTEXXnhhl/dfeeWVHdtLlqSuHymenrBcoGGAcxqAgl0PR0QAIi0NNLggxcHOH9HSUaNoaQgSVBImmcpPwvKLSnH5XlGZlqa69MTSFvKGIx59edf2gjF6kCEiqZHAHqahoqSkpGM7EOhcnmT06NG9tjvn2LGj83fy5MmTe3xmbFt1dc+HaLFJG0AwGCQUCuGc62iLfo9JkyZh1nXF1YE+P1ni6Ql7G/i4meX3dtDMCoAz8aoNishuCLc00EQehTFJ2PiSPHZasZ7iS+ZqqaeFHCwnj6xgIQCtzQM9u0uSTSsg3AJTZ3Zt13DE5NvyKtx5NFSvTXckIpJisQlWrN4KakSNGzeuY3vTpk09jse2lZeXD/p79vY9Nm/e3CU5G8znJ0s8SdhcYDow38ymxh4wswPwhiJOA+5NXHgiI5NrafCGI8YkYeNKgmyPFON0AykZKtBaT2N0MIS/0Hhrc316glm/FDCYelzXdvWEJd/6F6HqHXjyR+mORESGgCOOOILc3FwAHn74YWprazuObd26lUWLFgEwatQoDj300F36Hscd5/0tqK+v56GHHupyLDofDeCkk07apc/fFfEMR7wbOBk4H1hrZpvwCnVMAkoBAxY45+5KeJQiI4xrbaSJcopj5oSNL86jOlJEuKEqvrUlRFIk0FZPc5afhOV4r+3p6gmrfB7GHwj5o7u2F4yF5p0QCUPWwE9PZRfUVHqvb/8d1i2BaSqaLCJ9Ky0t5eKLL+YPf/gD27Zt47jjjuPqq68mHA7zq1/9ivp672Hed77zHXJyelsla2Bf+9rXmD9/Ps45LrvsMlavXs2MGTN47LHHWLBgAeBVZYxWS0yFQd/LOeecmV0AXAJcBhwCTADqgWeBec65+5MQo8iIY60NNLgp7NFtOGI1xUQae3bVi2SCnPYGQlleDxi5XhIWbmlMfSDtrbDhZThiTs9jBWMB5yVihWNTHtqIsHM9jJkO4Tb4x/fgyiVKeEWkX7fddhtvvvkmL730Em+99RZf/epXuxw///zzuf7663f582fNmsUtt9zC97//fVpaWrj55pu7HJ80aVKf65AlSzzDEXGe+51zpzrnypxzuc65sf6+EjCRBMlqa6SJrsMRx5cEqXHFZDVrKJVkptxwI63Zhf6Ol4xFWtLQE7Z5JbQ395wPBlqwORVqKqF8Bpx+E2x9HV75U7ojEpEMV1xczPPPP8+dd97JMcccQ0lJCYWFhRx77LHce++9PPzww4Oa+9Wf7373uyxZsoTZs2czceJEcnNzmTZtGtdccw0rV65k//33T9C/ZnA0qkkk0zhHoK2JRoJdhyOW5LHYFZPd1uA96c/OTWOQIj3lhxtpzBvj7fjDEV06esLWP++99pqE+fEpCUsO56BmPUw7CQ74DEw5Hv79Mzjw3K5LBYjIsPHss8/22n7jjTdy44039mifNWtWj+IY4BXvuOqqq7jqqqsG/J7z5s1j3rx5vR7buXNnn++bOXMmM2f28rchDeLqCTOzr5vZSjOrNbNwH19pXJlTZBhoD2FEaHJ5FAU7xz6XFwepodjbaVaFRMk8+a6JcE7X4Yi0pWGdsMqlUL5/78MN1ROWXI1V0NYIoyu8xbE/frP333rJfw/6I97f1tDrDZqIyHAy6CTMzL4C3A4cjFeQ47U+vjJ8aXCRDNfq9Rw0kkdhsLPrPS8nQCjHLzKgG0jJMM45Cl0TkaC/Row/HDGrPcU9YeF22PASVPTxpFNJWHLtXO+9jvaLKE86DA69GP7vbtixZsC3v/JBDR/71WJeXKv/PyIyvMXTE3Y1UA0c4Zyb4pw7rK+vJMUqMjK0eFWAmlwehbldRwxboYZSSWYKtYYpogmX6/fW+sMRc8Ih2sKR1AWy5VVobeh9KCJAvn6GkipaGXF0RWfbqT+C7CD864YB3770vSoA3t6SpqUNRERSJJ4kbBrwoHNuVbKCERE6esLCOYVkZXVd1T27yF9EUDeQkmEa6msJmMPy/Z6wnHwcRoGFqA+lcJR6f/PBwBsmmVOgn6FkiSZhpVM624onwEe/5ZWsX7u437e/XOkNtV6/Iw1zCUVEUiieJOzDOM8XkV3hJ2GRnMIeh4Kj/FXldQMpGaahvgaAQJ6fhJnRHsingBbqQ22pC6RyKYzdB4rH931OwVho0rzKpKiphMJxkNvt99exV8GoKV7J+ki417e2hyO8st67jtbtSMNcQhGRFIonqXoA+KyZlSUrGBHBG0oFuGhhgxhFpV4SFmlUEiaZJdTg3TxnF3RWwItkF/hJWIp6wiJh+ODFvueDReWP1oOMZNm5vnM+WKycPK9k/bY34JU/9vrWtz+sp7E1TEFugMoq9YSJyPDWZ4l6M/tUt6bVgAOWm9k9wPtAqLf3OuceS1iEIiON3xNmweIeh8pLi6hzBeTUbSc/1XGJ9KOlwSsJnFtY2tHmcgoosBB1qeoJ+3A1tNTB1BP6P69grJKwZKmphD2P6f1Yl5L15/UoWf/yOq938qyDJrLwlY20tkfIzdYAHBEZnvpbJ+xRvKQrVnSCyk/7eI/579m91dRERjI/CQsEi3ocGl8SpNoVU1q7TUmYZJTWxl6SsNzC1PaErX/Bex2oJ6xgbOfcJUmccBvUboKDeukJg86S9fecDH+5EPY5HSYcBBMOhqJyllVWM7k0n2P3Gsv8FRvZWNPEXuU9fw+KZBrnHGY28IkyLCRqCY3+krCb6JmEiUiy+cMRA8Gec8LGleRRQzElDVWpjkqkX21NtQDkFXUmYZZbQD4tbE1VElZT6fWulEzq/7yCsVprLxlqN4ILd62M2N2kw+BjP4Zl98JTP+5odkUTuKRxIk1jDmBa00lAIet3KAmTzBcIBGhrayM3NzfdoUiKtLW1EQjsfn9Tn0mYc+7G3f50EYlfNAnLH9Xj0PiSPN52xUzVDaRkmHCzl4QVlIzpaAsEiyi0WhpSNRyxrbFjfbJ+FYyFUK3XcxPIGfh8GZzua4T15YRrva+matj6Ony4mobKlYx56yWOq36IrKf/zKWBOayr+ggnJz9qkd1SXFxMXV0dZWUqmTBS1NXVUVzcc8pIvHZpsLWZTTKzj5vZBWZ2qpmVDvwuERmU1kbCGPn5PQtzlBcFqaGYnBYlYZIn0M1WAAAgAElEQVRZIs3euk6FxZ1/DgLBQvJTORyxtbFnVb7eFPiJYnNNcuMZaTrK0w+QhEUVjIFpJ8JxV/HE3j/mzNZbWXv5O7iKE/hm9kI+3LYtaaFKcn3roVU8tOyDdIeREmPGjKGmpoaqqipaW1sTNlRNMotzjtbWVqqqqqipqWHMmDEDv2kA/Q1H7MHMDgJuA07qdqjdzB4Fvu2c27jbUYmMYK6lgSaXR1Fezyf0udlZNGePIti6Mw2RifTNWuqAmBL1QFawiEJrob4l05Kwsd5r0w4oGpfcmEaSmvWQlQ0lk+N+68uV1YwuyGH6xLHYaTcxZu4pfKTyj0AfRT4kY72+qZaFKzfx7rZ6LjhqysBvGOKCwSBTpkyhurqayspKwuHel2CQoS8QCFBcXMyUKVMIBoO7/XmDTsLM7ABgMVAKPA+8jLd2WClwPPBZ4FgzO9Y5t2W3IxMZocItDTSSR2Gw9x/Ptryx5Da3QGuTt/CsSAaw1nrvus2KGSefW+AlYakajtgax3BEUIXERNu5HkbtAYG4nu8CsLyymiMrxnjFDSYfwfLiUzij7hGo+xGUTExCsJIsDy3bAMAbm+uobmxlTGGcc6W2vAqBIIzbLwnRJUcwGGTixIlMnKhrVQYvnuGIPweKgfOccyc6565zzv3COfdD59wpeEnYZLyCHiKyi9qbG2h0eRTl9XEjk+93gesGcvDC7fDCHfDwpdDeku5ohqVAaz1N1q0XKserjliXyuGIOX0/mFi/o5Hm1rCSsGSpqey/KEcfttWHqNzRxFEVozvaVu79DbJcmMgzNycuPkm6UFuYR1dtYt/xRTgHL6yJs4hUwzb44ydh/heTE6BIBoknCTsRWOCc+1tvB51zC4BFwNmJCExkpIqEvB6F4j56wgJF/uRf3UAOzsYVMHcWPPlDeHNRZxlzSajs9gZCWd0SoNxCgrTQ0NyamiD6GY4Yagtz5m3P8fvn1ioJS5aa9YOfDxZj2Tpvbt5RFZ1zLEbvsS8PhE/DVj0A295OWIiSXE+8voX6UDs//uRHKM7L5vn34kzC/vl9r2jOtjdg21vJCVIkQ8SThGUBA8332gBofJTIboi0NNDUz3DE3JJyAMIqU9+/UC3873fg96dCYxWcO9cb4vL+U+mObFjKbW+gJdBtKGBuAVk4WkKNqQminyTsjc11NLWGWbO9obMwh5KwxGlpgKaqXeoJW1ZZTX5OgAMnd1aEnVZWwB3tnyGcXQBP3Zi4OCWp/vryBirGFnD89LEcP30sz71XNfhCFe8/DasfgSO/CJYFry9MbrAiaRZPEvZ34AIzG93bQTMrxusF+99EBCYyYrX6wxH7SMIKSr1CAg01H6YyqqHDOa/H665j4OW5cPQVcNXLcPBsmHq8krAkCYYbac3uORwRvCG2KdHPnLBXN3jFbDbWNEN20DuvSVVGE2aw5el7sayymsOmlJIT6LwlmTq2kBpKWDXlC/DuE1C5NFGRSpKsq2rkpXXVzD5qT8yME/YuY9POZtbvaBr4zW3N8P++DWP3ho/fChUnwBsLvd/nQ0EkAnUqhyDxiScJ+xawFVhhZl8ws+lmlmdmo83sdOBJoAS428wOjv1KRuAiw5W1NdJEkOI+5oSVjBkPQEONyjf3sPMD+MvnvLlfheVw+dNw1n9BtGLfPqfB9rdh54b0xjkM5Ucaac/ptm6K3ysVbklBT5hz/jphvQ/GeG1jTBIGXm+YesISJ1qePs6esPpQG29tqePIiq7lnscW5lIczOYfRZ+B4knwrx8NnRvyEerh5RsIZBnnH74HACfs443aeO79QYzaWPILqFkHZ/+aNsshfMC5sON9+PC1ZIacOEt/DXccDqG6dEciQ0g8SdhW4DCgAvg98C7QCFQBT+DVkS0D/g2s7PYlIoOU1dbUb0/YmLHjCDujpXZ7iiPLcJEI3PdxWPccnHEzXP4MTD6i6zl7n+a9vv+v1Mc3zBW4JiLde6H8hMi1pKAnLNwKkfY+hyO+utFbTHprfYjW9og3L0xJWOLU+D1hpRVxvW3F+hoiDo7uloSZGVPLCni3JgKn/AA2rYA3H01QsJJobeEI81ds5OQZ4xhXkgdAxdgCJpfm8/x7A/yt2v4OLL0NDrkQpp3Ipfe+zPfervCWO3h9QfKD312RMCy7D9qaoOrddEcjQ0g8dWT/BOgxlKRPewus+CPsfSqMnZ7uaJIm0N7Y75yw8aWF7KSI9gYlYV00VUHdJjjzv+CYK3s9JTRqL/JKp8B7T3nzDiQh2sIRimjC5ZZ0PeAPR7S2JsIRRyDLkhdEq9/b1stwxNrmNtZVNbJXWSFrqxrZUtvM1IKxGo6YSDWVkFvcOd9ukJZVVhPIMg6bUtrjWMXYQlZvqvVuzl+8C56+CWZ8ArLjLHkuSffM29vYXt/C547a02vYvBLLG8UJe5fxv69v6fvnPxKBx78JwSI4/We8v62BF9fuYFVOgFv2nUXg9YXwsZ+AJfF3x+56/2mo80smbH8H9jgyvfHIkDHoJMw5d1kS4xDpX9X7sOCL3vohh14Cn7kr3RElh3NktzfRQF6fwxHLinJZ50r0FL+7Wn+IYWnvi4P+6cVK/usf77Di8FMJvvEItLfqZi5B6ptaGGMtEOx9OGK+tdAQamdUQc8FyBOmtaHL94y12u8FO+ugidz5zPtsrPGTsKr3khfPSLNzvTcfLM6b5WWVNXxkUkmvD50qxhbyxOsf0uaMnI/9BB78LKyYB8dckaCgJVEeXr6BccVBZs0o9x5u3Hcm4Lh0/2t4OHQQr23cyWFTeikpsOrP8MEL8Kk7oLCMhc95lTCb28KsGX8G+655CjYugz2PTu0/KB6v/NEb/h6qhap30h2NDCHxDEfsYGY5ZnaQmR1jZnubWRL/ssqIt+ov8LsTvfk+Y/eBTcvTHVHytIfIIkKIfILZvf94ZgeyqA+UEAjVpDi4DFfrP4kctUePQ6G2MHf8+30aWtp5r/gY74b9gxdTHODw1Vjn9ShZ/qiuB/zhiIWEqEv2gs2t/uT/XtYJe9WfD/bxAycAsKmm2R+OqJ6whNmFNcJa2sOs2rCzS2n6WBVlhYQjzpvHt89pUPFRWHyr5t1kmA9rQ/z77W2cf8QeZAeyYPm90N4MexzFR1b/J3/N/Rmvvbaq5xsbq7y5flOOg0MvIRxx/G3lJo6ZNoacgPH3lsO8iraZPCSx/kN45wk49CKvqMh2DUeUwYsrCTOzUjObC9QCq4AXgHeAKjO7x8x6jicQ2VUt9bDwCnj0KzDpMPjKUjj4Aq+wQvPOdEeXHP6QqvbsAqyfJ8qhnFKCrUrCuugnCXto2Qa213uLND/XfgAEcjUvLIGa6r2fx+z83ocj5tNCfbIXbO5nOOKrG3ayV1khMyYUk2WwsabJGzbXWq/FuxPBuV1aI2z1xlpa2yN9J2FjvYS6sqrR62E77SZvBMDS23Y7ZEmcBa9sJOJg9pF7ej9PL8+F6afAnMfhM7/lwMAHXLDic7Ds912Lqzz5I29pg7P/B7KyeHHNDrbUhvj8cVM5Yupo/rU25CXfbzzqzbvKRCsfABeGw+dA2b7e/YnIIA06CTOzEmAp8CVgB97CzL8F/grsBL4MPGdmWidMdt+mV+Duj3prhpz8A5jzGIya3DnWevMr6Y0vWfwhVZFenubHassdTUF7bSoiGjpqN3o34HldnwW1tke4e/EajqoYzT7jili2udV78vqeStUnSqjBeyCQXdDtOZw/NLDAWqhPek9Y38MRX924k4P3GEVOIIsJJXlez0rHgs3qDdttDdu8no84e8KWVXrXzZEVva58Q0WZ9/+ycoefYE8+HGacBase3OVQJbEiEcfDyzdw7F5jvP9fq+dDw1Y47ute4nzoRf+fvfcOj/Oq1rfvPb1o1Htxr3JcYztO7yGhBEhCGj0c2qEdTqH8OJwT6oGP3jsECCEJBEIIKaTbcezEdlxiW+6WLMmqVhtNL/v7Y78jS/KMpmhG9b2va66x3jZb8sy8e+31rGfxm9V/ZGdksbKg//1blDvtyc2w9z64+ONQvgxQwZzLZuKa5RVcuriMhrYB+hfdCIPt0PTSJP+mcYhG4dXfqQxtyUIoW6pkuSH/ZI9MZ5qQTibsc8By4OvAQinlTVLKj0op345yTPwKsAL4VNZHqTN7iEbhpR/Ar66DSAje8xhc/ikwGNX+mvMBAS0zVJKoreZLc3yHtxhRewn5ckC3bB5Ofwvk15xTk/KXV1to6/fz0asWs6aukD3NfchF10BXw9nsmc64CHhUJszqjC9HdExoJmzkZ6djwE/HQIBVtSpArC1y0NI3PAjTayvHTYY9wnY09rCgzElpnjXu/phNfWP3sBYHcy8C92klZdOZdLafPEPTGS+3b5ij7kfbfgTl9SoTprF6xQreEfwMh9d/EZp3wE8ugr9+SAXtl/0XAIOBME/sb+eNq6qxmY1cvkTZ2z8fXasy6lNRknjyefXeP/896ueypSCjylpfRycF0gnCbga2SSk/K6UMDt8hFZ8HtgO3ZXOAOrOMnb+Cf/43LHkdfGgLzL1w5H5bPpQvh+ZXJmd8uSZm5Z2g4WwMQ14JJiKEvDNUlpkJ/S3nSBHDkSg/fv44q2oLuGxxKWvmFNLjCdJWfqk64KguScwGIY/KylrzRmU0tMUEB34GAzkOwkJaTdioICzWpHl1XSwIs5+tCQM9CMsGGfQIi0YlOxt7zrGmH07Mpv7k8Ga/lSvVc/tr6Y9TJ+s8sKOZfJtJ1VueeA46D8CFHxmxGLZhXjEWk5EHuRY+vBUqVykn2zd8C8x2AB5/rQ1fKMIt59cAUF+VT4nTwnMnPLD0ejj4N7UwO5XY9VuwF8GyN6qfS5eqZ12SqJMi6QRhdUCySvaXgPSWwnRmHiF/5oXTXYeVnOy2exNbHdeuV25JMzELFJNUWccOwiwutUrY09WW6xFNH+IEYY/sPc2pHi8fu2oxQgjWaBPxHYNlUFAHx3RJYjYIe1UQZs8bJUc0WZAG86TKEfe29GEyCFZUq3q1miI7bf0+QlZtrHoQNn6GeoTFdyaNx+EONwP+cMJ6sBjzSpw0nRmWCavQg7CpQr83xOP723nr2hpsZiO89ENwlsPKt404zmY2snFeMS8e7Ybi+apW7JMHYNE1Q8c89GoL80ocrNMcFA0GwSWLS3nxWDfRFTeBrwdOvDChv9+YDHbBoX/A6jvBrPqiUbIIhEHvFaaTMukEYb3AgiTHLAR026LZzhOfUbrvTAi4VbZrLJvj2g3g74MzxzN7jamMJqky2MYOwhyFKgjr69aDMEAF/p5OFVhpRKKSHz13jGWVLq5eVg7A0goXdrOR3c39agJw4nllVa8zLqJ+FYQ58+NMqC0O7AQYmCQ54r6WfpZWutQkEZUJi0roDGufMT0IGz+9jZBXOZTVSIWdjaoWL5UgrKXXRygSVRucJUp23L4v09HqZImH97QSDEe5dUMddByE48/Axg+A6Vx56cWLSjnc4aZzwA8Gw4gFs+YeL9tP9HDTutoRhlSXLS6jezBIg3MjWAvgwF8m5PdKib33QTQE57/77DazTZnTdOk29TqpkU4Q9jTwJiHEtfF2CiFuAN6kHaczmzm17ezKaLoE3OrLdixqN6jnlh2ZvcZURptImm2uMQ/LK64CYLCnM+dDmhYMtKrnYTf2J/a3c7zLw0evWoRBaxJqMhpYWVPAnuY+5boVHITmlydjxDMKGXADYBldEwZgduIy+CeuJmxYPaWUkr3NfUP1YKBqwgCa/drqtW7MMX5iPcLS4JXGXiryrdQVjx24jbCpj1G5Ss+ETTJSSu7f0czKmgJWVBfA9h+ByQ7r74p7/KWLSwHYevzcWr6Hd6vv77eurYl7zgsnBmD5G6Hh71PDzVRKZchRt0nVgQ2nbJmeCdNJmXSCsC8AAeBRIcRvhBB3CSFuFkJ8TAjxIPB3wAN8MRcD1ZkmhPyqAao2KUubwMC5DV9HU7oUrPkzNAhTkipjkkxYYanqd+Qf0IMw4Bx7+mhU8oNnj7KwzMkN51WNOHTNnEIOnh4gUHcxGMy6VX0WEIEBwhji9ugSFif5xtAEyBE9qqeQ8WzT38YzXgb8YVbXng0OawrVpL+5P6QWfPRM2PhJs0eYlJIdJ3vYMK94zFYcMMqmPkblSjXRDfkSnKWTa/a3DtDQNsBtG+qUO+a+B2HNHSpTGYf6qnyKHGa2HB0ZhEkp+cvuVjYtKKaueOT3R3m+jWWVLrYc6YbzblLzg0mUkP9yywmOdbqhaasy34gZcgynbImaA0VyvOikMyNIOQiTUh4FrgaagHcDvwAeBL4H3AKcAK6XUupLALOZrgbVMyMSyGzFKuBOHoQZDMolsWXmmXNENWMOy+h+S6MoKlFBWMjdlfMxTQtGBWHPHOrkULubj1y5CKNh5CRvTV0hwUiUhh6U8YtuVT9uDMFBvDjiy4gtDvIMwYnJhJ0jRRxpygFQVWhDCGjt86m6Uz0IGx+RkMpEp9EjrKXXR/uAP6kUEeLY1IMKwmQUOg+mPVyd7PDMoQ4MAt60ulr1BYsEYdNHEh5vMAguWlTKi0e7kcPquV891cvJbg83rzu3vyPA5UvK2NnUg6f6YmWmM0kuia19Pr78jwZ+vvkE7LpHLeDUv/ncA0uXKplizKxGR2cM0ukT5pBSvgwsAy4DPgF8Xnu+HFgqpUxm3KEz0+k4cPbfmWTDUgnCQEkSOw6clSDNEEI+NxEpsDvGtqg32FwEMRH16BNIQAvCBORXI6Xkh88eZU6xgxtXV59zaMycY8+pXlh0rXLz6m+d4AHPLEwhNz5Dgves2YlL+CcmEzbKVXRPcx82s4HF5We3W01GKlzDeoX5dDniuOhvVgFRGnLEHSnWg4Gyqc8bbVOvOyROOofa3MwrcVJgCqsmzEtugNJFY55z6aJSOt0BjnUODm37865W7GYjN6ysin/O4jJCEcn2pgFYfiMcfnxS7vuxGsb9xxvh4COw6tahFhwjiMkTu/W6MJ3kpCNH3CWE+ImUMiqlfFFK+UMp5VellD+QUm6RciZa1emkTfv+s/8OZODRkiQIG3qb1W5QN/7Tu9N/jSlMyOfGg408m3nsA4XAbSjAoE8gFf3NkFcBJiubj3azt6Wff71iISbjuV9xVQU2yl3Ws3VhoLskjhNz2IPfmKDBuMWJQwRzb1EfHIxrynFedcE574OaIjstvV4VhOmZsPGRgT39jsYeXDYTSyuTL7gJIZhX6qBxuE194VwlSW/TzTkmi8MdbvX/t/ePaiHjoo8mPefiRarGKyZJ9IciPLrvNNefV0me1RT3nPXzirCZDeqc825WrSiOPJG9XyRFdjWpxuIXDDyllD7DDTmGU7pEPes29TopkE4QNh/IsNBHZ9bQMTwIy24mrHswwNXfeoGvP3FI2dTDjKsLi/jdeLHhTHBDGo7XVIAl0DsBo5oGaPb0Ukp+8MxRqgps3JRA3hKzqt/T3KeKqPNr9bqwcWIJDxI0JqhjtDiwMwHGHCHviJXpUCTK/tb+EVLEGLVFdk2OWKIbc4yXIXv61DJhu5p6+MurrVyyqPQcqXAi5pU4R8oRDQaVDdMzYZOCLxih8YyHpRVO2PZjqFoNcy9Oel5dsYN5JQ5ePKaCsKcbOnD7wwmliKDs7TctKGHzkS7VqDuvEvZPvEvizsZeKl1W7jA+S0/hyrPZ2NHY8sFVDV0TVJnTcQD+9hG9efk0JZ0gbC+wPlcD0ZkBSKluisVaJ4N0g7BICMI+tcJ5zqUln/rzPk50e/jJ88e5f/8gFC+Elp1ZGPjUIeIfxCNt5NmSB2FBSxGOsN6sGRgKwl4+2cPOpl4+dPlCLKbEX29r5hTSeMZLrzcEi69R/WemWiPQaYQt6iFkShCEmZ3Y5QS5Iw7LhB3pcBMIR1lVe65jY22RnbY+P1G7XhM2bnoblcFN/rnS39Ec6XBz1z07qS608+W3nJfyS5xjUw9qEtxxAKKRDAatMx6OdLiREi6Vr8KZo3Dhx8ZuKzOMSxaXsv3EGUKRKA/taqGqwMaFC+ObecS4dHEZJ7o9NPcFYMVb4ehT4Ju4e99gIMyh9gE+sbSXJYZWnrbfMPYJZUsmRo742p/hl9fA7nsnrVZOZ3ykE4R9FlguhNgmhPi0EOI2IcSN8R65GqzOFGegVfXvmnuR+jndhs2xoC1OJux325p49lAn//2G5Vy6uJTP/20/XYWrZ1zTZhkcxIsVVwqZsKitGFd0AH9olk9CpBwKwn747DHKXFbl2DUGQ3VhLX2qX1hgQLeqHweOqIewJYG0zOLEKv0MTESz5mE1YftaVO+yNXEyYTWFDsJRidtYoDJoQe85x+ikSF8TFNaBwTjmYaf7fLz7169gMRn43V0bKck7t5dUIuLb1K+EkAd6TmY6cp0MOdyu7tX1Tfeqnm0rUu8LesmiUrzBCP880MHmo928ZW1N0ozo5UuGyRhX365MQO69Gdwdmf8SabD7VC9RCVd6HsMv7Py8Z83YJ5QuVZmwXM1NImF48nPw0PtUFrKgDo4/l5vX0skp6fYJqwAuAL4K3Af8ddTjYe1ZZzYSqwebowVh6WbCEgRhh9vdfOWxBq5cWsb7LpnPD+9cR12Rg1+cLIHBDug7Nc6BTyECgynLEYWzhGLhpss9BfqmTCbeHgj78DurefFYN3dsnDPUmDcRq2oLMQjYc6oP5l8OBpNaXdVJm2hU4sCHTBiEObBE/QwGwkSjOVwwGZUJ29vcR6HDzJzic2vVaouUTX1PVDter63MnBTs6fu8Qd7161cY9If57Xs3nmNFnoyENvUA7XvTupbO+DnU7mad+RT21q1wwQfBmKSGeRgXLizFIOCLjx4gEpVjShFjLCzLo6rApiSJ1Wvgtt8rZ8xfXDWyDj0XSEnb3mf5kfl7VDQ+TFPN6znWrxpMJ6RsqVogiLn2ZhPPGbj3rbDth6ox9rseUQuJjS/qao5pSDpB2BdRvcK+oP073iO2L6cIIaxCiC8IIU4KIQJCiBNCiLuFEJYUz79fCCETPB7O9fhnLB2aPn/OJvWcrjFH7PhhQZg/FOHjf9xNvs3EN962GiEEBXYzv3z3evZI5cTkb5w5GQwR8jAo7QmLlIdjcpVRgIeOvsGkx85o+psBaIkqScuqmiTNvoE8q4klFS5VF2bLhzkX6uYcGTIYDOPCm9hQx+zEJIMYZARPMIeSxKB3RJ+yvS39rKwpiNuHKhaEdYS1IEyXJGZOb9OY9WC+YIS77tnBqR4vv3j3euqrx26/EY+4NvVly9TiiV4XNuEc7hjgHXk7lAx1XQKDigQU2M2sqi2kYyDA6rpCFpWP3RMTVB3vZYvL2Hq8m3AkCsvfBHc9ocy5fnWdckzMNiGfkvn97FJu3f8BLjPtR1z4EQzXqinutuNjfGfkyiHx9B74+eVw6mV484/h9d8AkwUWXAFBN7Tuyu7r6eScdPqE3S2l/EIqj1wOWONe4H+AeYAFZRryv8DvUzx/VW6GNctp369WRGO1AVnIhH3t8UMc7nDzzbetpnSYfGVBWR4fu+PN+KSFLc89TiSXK+wTiCHkVXLEFGrCbAXlGISkr2eW9wrTVhuPB5TsbElFCi0OUDK1vS19ynFz0TXKVGbgdM6GOVNxD3qwijAiTi0nMJSdchDIbV3YMIt6XzDCkQ53XCkiQLXWsLkloAVtehCWGf4BlUVMkAkLR6J89L5X2d3cx/duW8OmBWPX/iQirk29yQply/UgbBI43O5mAweUQZY9/mdsLC7RXBJvWVeT8jmXLSnD7Q+zV+v9R9VqeP+zULoY/ngHvPTD7Mj/+lvg6S/At+vhbx9BRkLcHX0/3z7vYbjuyyyaU0OJ08L2E2N8Z5RqQVg2zTn2/BF+/Tr1O971BKx9+9l98y8DhC5JnIakkwmbEgghrkM1hwbYArxdewa4VQhxbZLzbYDmIcrvgLeOevxftsc8a+jYDxXngcmmVsjSzoTFgjA1mXvuUCf3vNTIey+exxVLy885/NKlVfQXr6S0bx/f/OfM6MlhCnvxyNTkiHlFFQAMnGnP9bCmNloQtnfQhd1sHMpyJGNNXSF93pCyvtat6jPG61ZSPoM9QQZScyy05zIIk3KERf2B0/1EopJVtfEniDazkTKXlSavTW3QHRIzo09zRozTI0xKyWf/8hrPHOrkS28+L2EfqFSIa1MPukPiJNDlDhAY7KPGdwTmXZrRNW4+v5br6iu4cU3qQdjFi0owCHjhyDAXwPwqeO/jUH8j/PNz8PePQziY0Zjoa4aH/xW+uwq2flfVtr/77xx485PcE7yS1QvUWIUQbFpQwrYTZ0jYmclZCvbi7NnUP/tlePhDqjXPB1+AmnUj9zuKoXotnHg+O6+nM2EknOkJIZ7N8JpSSnl1huemwrtirwPcKaVsEUK8CDQCQts/VnHHCiBWMPKolFKXH2aDoAfOHIeVb1MuSVbXuDJhXe4A//XnvSyrdPHp65clPKWi/lJKX/oRtz1/iCUVebx1bXJ9+VTGFPESMNgxx+lvNRpnkQpMG5ubcz2sqU1/M5js7O02sKQiD0OKttdr5mjmHM29zF9Tr6yPT26Bde9KcqbOcPxutTJtciTIhJlVYOQUfgYDOapZCPkAORSE7dVMOVbHcUaMUVtk56hHCwr1TFhmjNEj7BtPHuZPu1r4xNWLecem1Bs5J2JuiZP9rf0jN1auhL33KYMGV8W4X0MnOYfb3WwwHMJAFOZnFoTNL3Xy83elZ7Zd6LCwqraQLUe7+Pdrl5zdYXHALffAc1+BLd9URi23/k4FJqng7YEXvw0v/1z9fMEH4YIPDS0s7HqpEYDz5xYNnbJpYQn/eK2NpjPeIansCIRQksTuLGTCTr0Mm78Bq++EG38AxgTT9gVXwNbvqey0LX3Jr87kMNZM74okj4uB81BGHbFtm4C1WR/lSGLNKI5LKQcIZpAAACAASURBVFsApJSngGOj9idiuBSxRQhxpRDiCiFEnE+STsp0NgBSZcIgwyBMZc6iFhf/+ae9uP1hvn/H2jFNFkTtBkwyxK21PXz6odd49dQ07pslJeaIj3CiprejEA4l7Tl8snHIrWpW0t8CBTUc7vCkLEUEWFzuwmkxKnMOIaCiPjs3zVmGf1AFYWZnAlmSlglzEGAgV5mwkJYhiQVhzX2qKXe+LeEpNYV2jvSbAJFaEPbCN+DQY1kY7AwiQY+wZw918OPnj3PnBXP4t2sWZ+Wl5ieyqQc9GzaBHGof4ELDQaTRCrUbJ/S1L1tSxt7mPvq9oxZzDAa4+vPw1p8pl9vvrYE/vRf2PpA4yx3ywYvfhe+vUVLGlbfAx3bB9f83IrO7q6mXinzrCIXFhQtUgDe2JHEJdI1ToRMJwaOfVA6Ur///EgdgAAuvBBlRBh0604axgrCiUY/VQDvwPCrYskspy6WUTmAl8ChwRtuXEzTjjdino3XU7tjPc5MYdKwe9u9ngGeB54DTQoi7sjLQ2UjsJlgZC8LyM7aov3dPLy8c6eK/37A8+aRaa9r8/1YOUplv44O/3zV9LdvDfoxEiJhSdA7TgrBKk4fvPTOLg4f+FkJ5NXQPBlhamXoQZjQIVtYWsLtZqzEoWQRnjs2olgcTQdCj/n62hEGYCoxy2rA5ODjitfa19MXtDzac2iIHzf1BpL0wuRwx6IEXvqYK9XXO0tsI1gKwF43Y/NuXmqjMt/HFG1fENUbJhLkljjg29dr9pn1fVl5DJzmH291campA1G4Ac+JFjlxw2eJSohK2Hk/QmHj17XDXk0qe2LQV/voB+MZC+NXrYMu3oeOg6iu3+174wfnw9P9C3QXw4a3wlh+rVguj2NXUy/q5xSPexwvL8ihzWdk2VhBWtlTVS46nifLLP4XOA3DD1xMbH8WouwBMdl2SOM1IGIRJKfuHP4C7gQHgDVLKV6SU0WHHHgBuBnqB7+dwvAUoySHA6KX/WMWuARgrFzs8Eza8eCQf+JUQ4rZxjXC20rEfLK6zK6K2/IzkiFIY+PI/G7lmeXlqEhZXJRTMwdH5Kp+9YRld7gCHpmtWKKjewhFLiklZTW5x7RzBY6+109CWZtA7U+hvodespJnpZMIA1tQV0dCm9VorWawm84MT03tmphDyKomYzVUU/4AhOWIAd656hWmfHSxO+rxBGs94WZ3AlCNGbZGdUEQSsaXQsLl1F0TDM6sdRjboa4KiOSMa9Tb3eNl8tIvbNtRhSkFWnSrz4zkk2ougcI6eCZtAWtpOs4TGjKWI42FNXSEum0lZ1Q9DSsmRDjc/33yctz8e5FOh9yP/vQHe/xxc9ikI++GZL8BPLoSvzYG/fUTNHd79KLz9T1CxIu7rtfX7aO3zjZAiwrC6sONj1IXFHBIzrQvra4bn/g+W3ADL3pjwMCklOxt7CAmzqmM7oZtzTCfS+Ya8FnhcSumLt1NKGUL1ErskGwNLwPBll9HpjuE/j1WZbwD8wC5gHeACPjxs/zeEEOf8XYQQHxBC7BRC7OzqmuVudPFo36++yGI3Y6srI2MOv8EJCL5+86rUV1Br10PLTs7TrMkPnp6mwYi2mh81pRiEme1QvoKL+h+j3Brmu0/PwmxYOACD7ZyWym0r/SCskFBEcuD0AJSqlgd0H832KGc0US3j7XCNLUfMqTHHsCBs31A92NhBWI0mL/KbC5MHYae0Nhh6EDaSOD3CHtzZjABuTdIwPV2GbOqHOyQCVK7Sg7AJIhKVFHXtxIDM2JRjPJiMBi5eWMrmI124/SGe2N/OZ/+yj4u/9izXfWczX33sECe6PDy4s4UnDnQqA4srP6vMLP79ELzp+1D/Znjbb+FfnkkaSO5sVOUN6+edu8C0aUExne4AJ0e/H2MMOSRmKEl84jOAVDLEMeZCTx7o4JafbuPtv3iZwdpLlaS+f7RQTGeqkk4Q5gXmJDmmHujLfDhJGd6VdnSh0PCf4waKAFLKKwAncJGUcreUclBK+VPgCe2QOlSt2+jzfi6lXC+lXF9WVpbR4Gcs0Sh0HDgrDYGMjTl8BgeleRZKhtnRJ6VuI/Q3U2vqw2U1Td+MkDaRFNY0yhPf+B0MAy38tPpxnjzQcW7h+kxHs5Q/Hiwk32aiIj+N9w2wdsico09lwgDO6EFYOkR9WiYsL0EmTMvs5hlymQmLyRHz2KdZWJ+XpF9cnRaEuQ35yeWIp7ap50A/+HJ5i5tGRKMqKB1WDxaORHlgRzNXLC2npjA1l9JUiWtTD6ou7Myxs4G4Ts441eNlvdxP2GAdKgWYaC5dUsrpfj9rvvgUH7p3F4/ubWNVbSFfu2klL33mKrZ86kqWVbr40qMH8Q7vS5hfBee/W8kOV7xlzMAmxq6mXuxmI8urzhVXXai1W0goSSyoVSqATOqMDz0Ghx6Fyz+tMr1jcP+OUxQ6zOxr7eNDW7Vx6pLEaUM6QdjTwJuFEO+It1MI8UlUtuxv2RhYAgZQrogAowtnYjPXqHZcQqSUUSnlaB/T4Utpqfum6ihJStB91pQDMsyEDeDFTqEjpZ7bZ6ndAIBo3cXyqvxpH4QZLMmbVw4x5wLY8D7Wtt3PxbaTfPfpWRZADKgVv/2DLpZWutKuP6nIt1FVYFNBWH6N0tR3H0t+os5ZtMWWhH3CNDlikSmUw0yYZsxhdrCnuZ8FZU4K7OYxT6kpVLeQXvLHzoRFI9CyA5xam4z+We5GGmOwQ8m8hmXCnjnUSac7wJ0bk63Xps+YNvVItRCok1MOa6YcvsrzVZ+2SeCG86q4ZnkFH7hsAQ98YBOv/s+1/PSd53P7xjlUF9oxGQ186S3ncbrfzw+fHd93+c6mHtbUFcZ1K55f6qQi35q4abMQqodZunLEwCA89l9QXg8XfmTMQ9v6fWw+0sU7N83loQ9fRJNpLt2ygKYd/0jvNXUmjXSCsM8BncBvhRD7hBC/FkJ8TwhxjxDiCPBN4Cjw+VwMFEBK6Qdi3VRHNx3ROgTTFCfAAkAI4RBCbBRC3CSEGO3iOHzmOzj+0c4iOvar55hTFShjjgwyYYPYKXKOPXk6h8qVYLRAyw6WV7loaBsgOh2bN8cms7Y0gjCAq/8X4arie47f8HxDK6+1zKJsmNYjbEevM20pYow1dYXsae5VDlslC9Wquk7KiKCbABYwJVg80eSIhaZgzuWI0uJkb0tfUikigN1ipMRpoSviUEFYotqOzoNqQWml1p5SlyQqhnqEzRva9MdXTlGZb+OKpblRi8wtcY6sCQMlRwTdnGMCOHmqmeWGU9gWXTFpYyh2Wvjlu9fz6euXccGCkrgB0oZ5xdy0roZfbDnB8a7MpnOeQJiGNndcKSKcrQvbfqJnjLqwZek3bH7h6zDQAm/8DhjHngv9eWcLUQlvO7+OFdUFPPKxyzjsWIejdQv/8/BrI51EdaYkKQdhUsomYANwLzAPeA/wMVRfrjLgp8AmKWWuu15q4nyWCiFqAIQQVYBW0MFLY5xboZ3/EPCN2EYhhBG4RvvRD+zJ5oBnPO37AQHly89us7ogElQ1O6kScNMfzSATZrJC1Wpo3kF9dT6eYITmXm/y86Ya2kTSZEszmLDlwxu+Ran3GB+3Pc53ZlNtmJaVOOovSMsZcThr6gpp7vFxZjCgOSTOsmziODEG3XjFGI6eZrWvIKeZMDXR6gyY6HIHkjojxqgtstMWdEIkkFjOdmq7el75NvWsB2GKUT3CWnq9vHCki1uzbMgxnLg29QW1YCvU68ImANG0FQDzossneSTJ+ewNy7GZjNz9yIHEQdIY7GnuIxKV55hyDOfCBSV0DwYSB3plS8B9OnWn6I4DsO1HqlflnLGNxqNRyYO7mrloYQlzStR3bJHTwqZrb6FMDPDKyy/y9l+8TJc7jTmYzoST1jellLJVSvluoARV/3Wx9lwmpfyIlHIixPL3ac8G4A9CiDuB+zn7u9wLIIRYJoR4i/ao0sZ/EtipHXe1EOL3Qoh3Ao8AsWYmv5ZSTlN7vUmiY7/KIAx39YtJk9LJhvkH6I/aKEwiI4pL7QY4vZvlFaoOYTqac4T96ovcbM8gmFj2eljxVv5VPETj4T1KXjcb6G8haCshgIXF5ZkHYaDVhZUuVr2PwnGT6TpxMIUG8RnGqGM0GMFkJ98YzLk74r5OFeQlc0aMUVvk4JRfq11KJEk8tR1cVVC9Fix5ehAWI9YjrEAZcDywQy2I3JZlQ47hxLWpF0KpIfQgLOeU9+wgIGxQvW6yh5KUMpeV/7huCVuOdvPE/va0z9/Z2IsQsG6sIGyhVheWSJIYM+dIxewpGlU9weyFcM0Xkh6+/cQZmnt83Lp+5OfNuPBKAL657gz7Wvt40w9eTDwfCAzC3z8BZ44nH59OTkg5CBNCbBZC/IsQokBKGZJSHpJSbtOec7S8eS5SyoeAv2s/Xg78AbhM+/lhKWXMYON24K/a44Jhl3gnZ+3t3wH8Dni99vOrwKdzM/IZTPtrI+vB4GzHdn/q0jgZcNMTtlKUbiYMVBAW9rGUZgyCaVkXFvSqMVscGXa7v/7rGK12vmH9Fd/9Z4a2uNON/hb6zRUALKlIU8apsbK2AKNBaOYci1TDy96T2RzljMYSHiRoTGImY3GQb8ihO6LWrHlfRxCjQVAfp5A+HjVFdk54tdqWREFY88uqB48QqkheD8IUfU3gqgaz7awhx5KyrBtyDCeuTT0oSWLHAYhM2FRk1uELRqgP7KO9YHVi6fEU4x2b5sY36UiBnU09LK1wkW9LvCg8p9hBVYGN7ScSCMDKlqnnVOrCdv9efddc9+Wh9jNj8cDOZlw2E9efVzlyR0ENlC7hvMBu/vLhizEZBW//xfb4pl3P/x/sugcOPpx8fDo5IZ1M2FrgZ0C7EOJBIcSbhBBjtO/OKbcA/wOcAIJAI/BlVOA1JlLKQ8BGVPasCwhp1/kqcKmUUq8HSwf/gLoZV44KwmKNBdPJhAXcuKWdQkeGmTDA2r6LhWV5HGybfsnMoE+N2eLILKODqwJx3Vc4nwYqT/yJXU29WRzdFKW/hXZKKc2zpueoOQyHxcSSCtcoh0S9LixVrFEPQVOSANjixCmCuAM5dEc0O+j2hCh2WrCZR5vnxqe2yE5nWBt7PIfE/hYleZ1zofq5cM7ZWqjZTm8jFClnxGdjhhwXpNDbcRzMLUlkU79SmYTon9uccaKpkWWGZgK1F032UFImU5OOSFSy+1TfmFJEUHVhFy4oYfuJBP3CiuapevXuJDb1nm546n9g7iWw+o6k4+v3hnh8fztvWVMT/7tuwRXQuJX6cit//tBFFDosvOc3Ozg13NSm/TXY/hP1746DSV9TJzekE4SVo7JIzwJvAR4G2oQQ3xdCbMjF4BIhpQxKKb8kpVwopbRKKedLKT8vpQwMO+ZuKaXQHg+POv+QlPIOKWW5lNKiXedzUsppWEg0ycQcqSpWjtyebhAWjSBCHgalPbNMWEEt5FVCy85p65AY8rmJSoHDkVlGB4C17yAy91I+Z76Pe57clr3BTUWkhP4WToaKWFo5jr8ZMXOOPqLFC9QGvVdYytijHsLmJH9/sxOHyHGfMIuTAV+YfFvqa4O1RXZ60b6r4mXCYvVgsfoMPROmiITV6n7RfEAZclTkW7kyR4YcMUrzlE1902iHxKqYOYcuScwV/Q2qCXDesqsmeSTpsWFeMTevq03LpONwu5vBQDihKcdwNi0s4YwnyJGOONc2mqB4YXJzjic/p77D3vjtlKzz/7a3lWA4mlj6u+BKCPug+RUqC2z89q4NhKNR3vXrl+keDCjH17//m8q41W1S5kM6k0I6xhw+KeV9Uso3oJwIPwEcBz4KbBdCHBZCfE4IMS8nI9WZmgw5IybKhKUYDGnBmhtH+u6IoL64atdrDon5tPb56PfmaNU9R0T8bjzYyLONQ+ohBMYbv4fdEOH1zd9mZ2OufXImEX8fBAc56C3I2Bkxxtq6Qtz+MCcGzeAs0805UkRKiUN6iZiT/P0tDhz4cfvDGRXJJyUWhPlDSa3ph1NT6KBHJgnCzM6zcuvCOUpiPdt7hZ14Tv29lr2ell4vzx/p4rb1uTPkiBGzqT+nQW7pEpVx0B0Sc4a5eSseaaVi6diGEVORz9ywDJs5dZOOXU3qvrl+bnJZYKxf2PZE/cLKlowtRzzxAuy7Hy7+BJQtTfp6oOov66vyE/dCnHcJCKP6nAKLyl386t0baB/wc9c9Owi8/Cto3Qmv+yrMvUj1MtProCeFjL4xpZTdUsofSik3oZwSPwZYgC8Cx4UQzwsh3q65DurMZDr2K2eq/FGt1dI15hgKwuwU2DMMQmo3QM9xVpVEADg4zbJhUf8gXqw4reP82JQsRF7+GW4w7mDL33+TncFNRTR7+sZw8biDsDWjmzbrvcJSwh+K4sKLtCYLwpzYZIBIVOILRbI/kKAHzE76fSHy0wnCiuwM4CCKAXxxFiyat0PdBrWiDUMmFLO+V9jue8FRAotfx4OaIcetOTTkGI6Sm49qQ2I0K3dePROWM6p7d3LIch5G8/SoBxtOmcvKf1ybuknHzqZeyl1WaouS1zfWFTuoKbQnNucoW6YkzCH/ufvCAfjHv6uM8mX/mfS1APa39nPg9MDYBji2fLUoffy5oU3nzy3ih3eso+P0KcL/vJvo/MuV42vFCoiGM2sqrTNuMl62EoqrgP+nPeai6queABYAvwf2CiEWJb6KzrSnfb/S449OoWcYhCk5YgaZMFDuZcAKTgDTz5wjGhxkUNpxpSGnSoT5ko/RlbeUO7p/QHvP9Po7pIwWhJ2WJeMOwhaV5ZFnNal+YaWL9NqSFHH7guThQ9iSGGGYnVilmoTkRJI4JEcMjVlIP5o8q4lChxWvKU7DZn+/klvXDVv5L9SaEM9mSaK3Bw4/BitvJSxMPLCzmcuXlFFbNEabgixy+ZIyutwB9p8eZTRQuVJlwnKRaZ3tuDuoCZ+ivXhCK0+yyjs2zWV5VT5ffPQgnsDY30E7G3tZP68IkYI0EJRL4vaTZ+L3Jy1dAjIa/57y4nfU9jd8C8ypGdo8uLMZi8nAW9bUjH3ggivh9G7wna0Nv6a+ggfnPYIpGuDr4v1EJaopNOiSxEki7SBMCLFBCPEdoAV4CviA9u+PAlWaXHEu8CFgOfDb7A1XZ0oRjagP7mhnRMhYjjhIhjVhoHqFAYV9ByjNs067IEwEPHixkmfNMAgdjtFMz6oPUSl6aTu5f/zXm4oMBWGlGTsjxjAYBCuq8zlwekBlwrzdI25eOvFxDw5gFBJDst52FgeWqKrjyWkQ5g+nJUcElQ3rJ04Q1rJDTZ6G9+sp1IwnZnMQtv8h1QNyzZ08d7iLjoEAd26cM2Evf+XScgwCnj7YMXJH5Sr1f+hum7CxzBYGDquMSmjOJZM8kswxGQ186c0raOv38957dtDriS+/a+/309rn4/wUpIgxNi0ooc8b4nBHnEXnmMRwtDlH9zHY8i047xZYdHVKr+MPRXh4dyvXr6ikINli9cIrAQknN5/dduwZ5p5+nD1z7+JnBw18/clDqi2LwXy2vl9nQknHov6LQoijwHZUPVgI+BqwTEq5SUr5YyllL4BU/Bw4DKzOwbh1pgI9J5U19Oh6MFANlA3m1JsUDgvC0pETjcBeqNL6p/ewvMo17eSIIuTBi428LGTCAIrmrQBgoGWG2tX3NxMSZmwF5bjSyH4kor46n0NtbiLFC9UGXZKYFJ9b1UYZ7UmaI1ucmCOxTFgOajWDHqQlJkdM7/NTW+igR+ad64546mUQBiXrieEoVjViszkI23OfMmKqWsV9LzdR7rJy1bLyCXv5IqeF9XOLeaqhc+SOSt2cI1d4Dz+PW9opXTR9M2EA6+cV873b17DnVB83/eSlc2sLUdb0AOuTOCMOZ8x+YSWLAAFdw4IwKeEfnwSTHV73VR7e3cptP9uWtL/nkwfaGfCHU+vFV3M+WFxw4nn1c8inpI8li9j4zi/xzk1z+dkLJ/jVthaVrdMzYZNCOpmw/wYqUDLDq6WU8zRHwbGEpPuAX49ngDpTmA7tZhcvEyaE0iWnLEdUAZOwujAaUpMAxKV6DbTtob4qn6Mdg4Qi0cyvNcEYQh480oYjRXvtZJTWLQcg0jVDTSb6W+gUpSyuzLCv2ijqq/LxhSK0GjWZh27OkRT/oJqwmB1JmiObnRgjqsFuTjJhIQ8Ro51IVKYlRwTlkNgediJHZ8JObVMSt+H1brO9V1hnA5x+FdbcSWufTxlybMi9Icdorqkvp6FtgJbeYS6JFWrRSTfnyD621pd4JbqMpdWpByZTlTevqeG+919AnzfIW3+8lVdOjlx82dnYi91spL469ftKTaGdOcUOtsUz5zDblVX98CBs3wNwcjPBKz/Pfz7Rzr89sIfdp/q49afbhmos4/HAjmbqiu1DZiBjYjQrg45YXdjmb6q2Em/8DsJs4+4bV3D9ikq+9OhBup0LdZv6SSKdb853AZVSyvdIKZ9LejQgpbxdSvnxzIamM+Vp368ceGINCUdjdaVdE2ZMVluSjKo10HeK1aVRgpFoypa0UwFT2EPQYMcwniB0GAZ7PmdEMea+E1m53lRD9jVzKlzMksrx1YPFiN1093mKwGDS68JSIOBRdTkWZ7JMmANj2APInMkRAwZVU5GJHLE7kof0dJ/dGAlB666R9WAxZnOvsD1/UJ+NVbfyQMyQY/3EGHIM55rlqkH7M8OzYbZ8pYTQM2HZZaCNQm8T+8wrKXNl1otxqrF+XjEPf+Riip0W3vHLl/nr7pahfbuaelldV4A5zYWFTQuK2X78DC8d7z7XgbFs6VnjC28PPPk5vOXreP2LC3no1RY+dtUitn7mKjbML+JTD+3j8w/vJxgeuYB86oyXl46f4W3n16U+R1h4JfSehCP/hK3fg1W3w/zLADAaBN+9fQ1Wk4E9wVoYaNFdXyeBdCzq79X7aOmMoGO/SmObbfH3W11p14SZkq2oJ6N6DQCrDI3A9DLnMEV8BI3ZLW7vttZR6JuZq/bh3mZaZQlLyrMThC0ud2E2Cg50+NTKpd4rLCkhj7pp21xJVsgtToSMYiWUMzmiXwvC0pUz1xY56MWF8PacNXVo36ek1nMSBWEz8zM1JpEw7H0AllwPzlL+uruFSxeXUVc8MYYcw1lQlseCMidPN4yuC1sJbXomLKs0bgGgu3TjJA8ku8wtcfLXD1/MurmFfPKBvXznqSN4AmEOtg2kZE0/mrdfMBer2cCdv3iZG3+4lb/vPU04psQpXaLuJ5Ew8qn/Jerr5bbTt9EfiPKH913Af1y3lDKXld++dyMfvGwBv9/exNt/uZ1O91lHxT/takYIuOX82tQHteAK7eT3gMUJ1315xG6b2ciaukJeHNDkxLokccJJKJ4XQvxPhteUUsovZXiuznSifT/MvTDxfmtB2nJEu3OcE2rNnKPKewiLqZ6GNjdvXTu+S04UlqiXUJaDMJ9rHrWdzxGORCdcMpRTIiFMng5a5SauzlImzGIysKjcxcHTA0rHr2fCkhL2qkyYLS+5HBHATg4aNkejEPLiQwvCMpAjvixdCBlW30O2AlUPBomDsFivMPs4F42mE8efAU8nrLmTXk+Q5h4f77hg7qQN59rlFfx660nc/tDZmtDKVdDwiKpFHq+qQgeA6MktuKUTW+2ayR5K1ilwmPndXRfw//76Gt975ijPH+kiEpWcn0KT5tGsrivkxU9fxV9ebeWXW07wsT/upq7Yzvsuns8dxYuxRkN4d96LY/fv+Fn4jRQtWMdvbl1Nad7Z7KLJaOCzr1/OipoCPvXnvdz4g6385B3rWFVbyJ93tXDZ4jKqC1NzUQRU8OeqBvdpuP77kHduM/WN84v5y3Ml3G1FmXPMvSjt310nc8aqYL4bkMDovGcsz5ooHyoBPQib6Xh7VPo6Xj1YDKtLHZMKATce7BQ6E2TVUsVeBEXzMLbvZWnFBWpCPR2QEmvUR8SW3SBMlCyitOtvnOpoZ051dVavPam42xBEaZOlLCofnzPicOqr8tl8tAvWL1Ja+mgEDHq7w0RENeMdR9JMmHpf5wl/9jNhISXQ8Eo1mclEjtg7vGGzrUDVgxXOgfyzn5kdjT1U5tuoi9nU9zfPriBszx/AUQqLr6PhpAq+06mbyTbX1Ffws80n2HykmzesqlIbqzRzjo4DYy8Q6qRM5MRmVQ9WNTPf6xaTgW/csor5pU6+8eRhhIB1czKrfbOZjdx5wRxu31DHUw0d/HzzCe7++0Getru5FzA+/l+0yFLMV32We65YkVBWeOPqahaV5fHBe3dy28+2c9O6Gtr6/Xz+jfXpDUgIWPcupVpa+864h2yYV8wPZDFhswuTngmbcMYKwt6bYPtbgBvH2K8zG4jZmcYJwgYDYbzBMOVp1YQN4JZ2CjO1px9O1Ro4vZvltS6eaehESplyv49JIxzASBRpcmb1svaqpXAIuhoPzqwgTLOnj7hqsGXJyATUpPKhV1tw583HFQmo1ymavNX+qY7UgrCktZwW9b4usUQYyHYmLKgczga1ICxdd8R8mxm/RZtgentUXVHzy2elPMCxzkHu/MV2rltRyY8uj/UKa1byt9mAtwcOPw4b/gWM5iHn2eVVkxeErZtTRJHDzNMNHWeDsNj/R/trehCWDfpbMPc3si16KW/OkuJgKiKE4CNXLmJxeR6nerxpL+SMxmAQvG5FJa9bUcmuph5+95wTGsFKEP+1X+d9l4yxeK1RX53PIx+5hI/fv5v7dzRT7LQM1UKmxZWfHXP3urlFGISg3baAWt2cY8JJeLeSUsbt7yWEmAfcmGi/ziyhQ+s9Fcee/j8e3EPTGS9PLHKlbFEf9bu1ICwLPbKq18DBh1mzRvKgJ0inO0BF/jgzbLkmqAxEpCW7QVjpXOUYNnj6EHBNVq89qWhBmL0suwFSvTapPCGrr/OppgAAIABJREFUVG+NM0f1IGwMRKzm05pkgqbJEUstIQaTNEpNG+2z484wEwZgcZWBG5UJ6z0Jgx1QdwEAUkr+++HXCEUk+1v7oVDLtsymurDX/jzUGwzgwOkBKvKtI6RUE43RILhqWQVPN3SclVu7qpQaokM358gKjS8CsF0u578qZm4QFuO6FZVZv+b5c4s5/z1XEP7+EkRFPYsuuSXlc4ucFu5570Z+seUENYV2LKbslxTkWU2sqC7goK+O2s4tqi52qi9azyBmUJGIzoTSvl9JU/JGrsy09ft46mAHp3q8Zy3qRzsFxSHk7ceNnaJsBGFVSru+1qQczKZFvzBtIokle9I6gKLaxUSkQM6wnlehHjUBLqlekNXrxoKwPd5StWGG/d2yjSE4iBd7csmmJkcssYSzL0fUMmEDEZVFz7Om32fPXqgVpnt7htWDqUzKX3e3sv1ED4vL82g642XA4Jp9vcL2/EHVW2mZpoOnB1hRncQRcwK4tr6cfl+InU1aY3UhlDpDbzybHU5uYdCQj69wGXaLLsseD6YPPY/xll+lfZ7RIPjQ5Qt50+rcKVk2zCtmq7sCAv1DC5w6E4MehOlkRsdrKgs2asXkTztbiErwBiMEjU6IhiAcSHq5qH+AwWzJETWHxPkh5W43LRwStYmksGY3CBMmKx3GSqwDJ7N63cnG3XGSHpnHgursNoktcJipKbSzq9sM1ny9V1gSTCE3PkMKdYxahrfIHMq+MYdWE9YftpBnNWVkQJNfohaTpLdb1YPZCqBsGX3eIF/5RwNr5xTymRtUK46GNvfssqnvOABte2DN2wHwhyIc6xocWrCYTC5dXIbFaODpg8NcEitXqp5H0cjkDWwmICU0buZVUc+SqskPuKc9FicY018gmgg2zi9if1hzXdQXMCYUPQjTSZ9IGDoPnVMPFolKHtjRjEkrNnVrbmWp1IVJv1vLhGUhCNPMOWxd+6gtsk8Lcw4ZUJkwoy27QRhAr30OxTPMpj7Y08xpWcrSHNQp1Ffnc7DdrTskpoA5PIjfkIKEVpMjFphyEIRpWeSekDnjWo6ykjJC0oi/v0vVg9VdAAYDX3/iMH2+EF95y0pW1qqJ6IHTA7PLpn7PfWAww8q3AXC0Y5BIVE6qKUcMp9XEhQtLeKqh42xvpooVEPZBz8zsjzhh7P499J3iYf9allVO/v+1Tu5YP6+YI1Lr99epB2ETiR6E6aRPVwNEAucUpW852kVrn4+b1tUAMBDV6rBS6BUmgm4GpSM7NWGgmXPsYXlV/rTIhAV9sWbV2Q8qAvnzqYmeJhDKQZPcScLgbqWNUuaVZLeGDpQk8UTXIOHiRbocMQnWiIegKYWFA02OWGAM5kyO2BM247JlttJcU+SgjzyCHUeg6xDUXcCuph7++Mop3nvRPOqr8yl32ShzWWdXEBYJwb4HYMnrwFkCwIHTmjPiFMiEgXJJbDrj5XiXJumOLQ7G6pZ10sfdDk/+N4OVm/hr5GKWzWBTDh0ozbNSVlbGGWO5yiLrTBh6EKaTPvv/AsIIC64csfn+V5opcVq4Y6NyD+uJxDJhyYMgY2iQQbJkzAFKktjXxNpSycluD77g1Jam+D1qYmO2Z/9mZyxbTJ7w09rcmPVrTxZ5vjY8tsqcFCrXV+cTldBlqVUtFrRJvs65WCMeQikFYeqYfGMwB5kw9f/THTCn3ag5Rm2RnR7pwtn8AgDh2gv43F/3U1Vg45PXLhk6bkV1vgpCCuvA36f6hc1kjj0Nnq4hKSKoGts8q4k5k9CkOR7XLFeS5KcbOtWGsmXq/tSuB2EZ89h/QtjP5mWfR2LIieJAZ2qxYW4xByK1SN2mfkJJOIMRQsyJ9wAKtf11YxyjM1OJRtTK6KKrwXXWlKPLHeDphg5uPr+WGq2Z4JmQ5pyVTI4YjWIOexjMlhwRhsw5NlibiUo43JGiVf4kEfCoQNXiyP7NzlmtalnOnJohX67+fhzSg8yvzcnlYyv8x6Oa7fWZ4zl5nZmAQ3qIWFJ4z5rVhN1lyF0Q1hUwZixHrCty0IsLU8QLBjO/ayrhULubu29cgXOY0ceK6nyOdg4SdGnvvb7mcQ9/SrPnD+Asg8XXDm06eHqA5VWuhD2OJpqqAjvn1eSfrQsz26B0sZ4Jy5SDj0DD3+GKz7BrsBib2cDcHCgOdKYWG+YXq7qw7iMQDk72cGYNYy0jNwIn4zw+jmrUnGi/LsSeyTRugYFWWH3HiM1/3tVCOCq5bUMdxU4LQkBXUAuoktnUhzwIJD7hwJEtB6aq1QAsiig52VSXJIY0OaLNkX2JT/k8ZVPvbTuc9WtPBt5uJQOzlebGOr62yI7LZmKPT3NI1OvC4hKKRHHiI2pOIRNmsoIwkGcIEoxE8YeymJkeCsLM5NsyC8Ly7SYGhPrsBctX8Y1nT3HN8nKuqx/p/rqiuoBIVNIU0d4bM1mS6DkDh5+AVbeBUf1do1FJQ9vAlJEixrhmeQW7TvVyZlAzgdIdEjPD16eyYJUr4aKPcbjdzeJyF8YpEnDr5I6N84o5FK1DRMO6IdUEMpaAfjOQ3FtcZ3ax936wFsDSG4Y2SSl5YMcpNs4vZmGZmpAVOyy0BbSJVrJMmLY/YsnLXlNlRzEUzqWw7wAu6+opb84R8qu/gdWZfReq/PK5+LHMmGCi7dRRFgJFWbanjyGEoL4qn609Jj4KM+bvlm3c/jAuvHRbU5iQCwFmJw78gGronrUm20EPIOj0i4wzYUIIQtYiCMJzvoUA3H3jinO+j1ZoZhSvDRawGGZ2EHboUeVuu/r2oU1NPV48wciUsKcfzjXLK/ju00d59lAnb1tfp8w59v8ZfL3KqEknNZ76PHi64c4HkQYTh9oHuGJpdh1odaYmdcV2uhyLIIxawKhYMdlDmhWM1az5igkch850IDCopAorbwGzfWjzthNnaDzj5RPXLB7aVppn5bRPS2knC8K0TJmwZHl1tXoNom0Py6o+OOUzYRHfIFEpcDqz746IwUCHqRqHuzH7154E+k6rZHvNnMVJjsyc+up8HtjRjyysRXTrq4LxcHv9FIsABluKn1uLE4dQQZjbH85eo9+gB2nJY3AgQr49cwtoaS+GIDzUVcMnXreY2qJza57qihy4rCZe7TZwk9kxs4Ow/mYQBiivH9oUW8yaCs6Iw1lRnU9VgY2nGzpUEBYzjeo4APMumdzBTRdOboZXfwcXfwKq17CzsYfuwSAb5ulB7GxACEHZ/PMIHTVh6jiAnvucGHRjDp3UOfQohDznSBHvf6WZfJuJG86rGtpW6rLQ7NUmRMmMOWJBWradAavWQG8j68qUHDEanbqJ3WhgEA828jKUUyWj3zGX0sDMqF/xdTcRlEaq6+bl7DXqq/LxBiP48ufr0owEeNyqQa7BnmoQ5sAmlVwsqw6JIQ9SWxTKVI4IECqYh1+a6Ss5n/ddMj/uMQaDYHl1PgdmQ68wT7fKIg1rxH2wrR+TQbCoPAeLReNACME1yyvYfKRbSV2HHBJ1SWJKBL3wyMehaD5c/hkAfrP1JAV2c06bBOtMLdYvKOdYtAp/62uTPZRZgx6E6aTOnvugaB7M2TS0qdcT5In97dy0rnaEvKgsz0q7JwpGSwpBmNpvSnUylypa0+ZN9hY8wQjNvd7sXj+bBAbxYiUvQ4vtZIQKFlAj2/H4/Dm5/kQiBlroMZZiNGZJzhaH2Ep/p6VOGXPIqRvATxY+t3IGNDlSlKaZnViiPoDsmnMEPURMWh+yDOWIAO4lN3NZ4Lt86uaLMY/R8HlFdT6H2tzIghluU+89A47SEZsOnB5gUXle9qSkWeSa+gp8oQjbjp8BVyXYi6Fdn0ymxAtfg96TcOP3weKgtc/Hkwc6uH1DHQ7L1GwwrJN9Nswr5rCsQ+qLFxOGHoTppEZ/i5IrrL5D1XdoPPRqC8FIlNs31o04vDTPSrc7iLTmp1wTZs52PZTmkLhUKvnalJYkhjx4pI08a25ueKbyxVhEhNbG6W/O4dDs6XPJ4nIXZqPgWKRSLRIMdmZ8rUhU8tCuFgLhqd0mIV0Cgz0AWJyFqZ1gGR6EZTETFvQQNinpYKYW9QC3XjCfP3zyzayfVzzmcedVF+ALRei3Vc2CIKxkxKaDpwemnBQxxqYFxTgtRp5q6FD3qErdnCMlTu+Bl34I694F8y8D4PfbmpBS8s4Lc2N+pDM1WVrhotE4D4evXZm0jEUkDA//KzS+ODGDm6HoQZhOaux7EJDKKUtDSsn9O5pZU1fIssqRN+YylxVfKIK0uJIGYVLLhFmdWdaeO4qhcA4Vgw0YBFPanEMEPfiwYc1B3yuAgtrlAPROc5v6Pm+QsmgXEVdNTl/HYjKwqNw1zCExc0niC0c6+Y8/7eUf+9qyNLqpQVDrbZeymYzFgTmiMrEDWc2EDRI0xOSImS9i2MxGFlckl0SvqFHfda2ydGb3CvOeGWrQDKoNSac7MOWcEWNYTUYuW1LGMw0dSCmhYiV0Nqi2KjrxiYTgkY+qNgTXfgkAXzDC/TtOcV19Zdy6SJ2Zi8EgkGVaDWhnw9gHH3xYtbDY8avcD2wGowdhOsmRUrkizrkQis/WSuxq6uVY5yB3jMqCAUNF9yGzM6lFfVDrkWXPS3FFPR2q1mBs38uCsjwOtk3dXmHGsAefwZ49d8hRVMxXNRKBjiM5uf5EcaStn0p6sJTkfoW2viqfLT3awsA4HBK3HjsDwM6m3mwMa8oQ9qqVUptr7MzREGaH6sNFtuWIXoIGGwAF2Wr2PgYLy/KwmAwc8mvvjZnaK8zTPUKOGFMSTNVMGCiXxI6BAPtbB5S7W9in9/kbi20/UpLNN3wT7Or++/CeVvq8Id578bzJHZvOpFCycC0Ag817Ex8kJWz5tvr3yRcgGp2Akc1M9CBMJzmnX4XuwyOsigH++EozTouRN646t3C31KWCsIAxL2kmzD+oJnPO/BzYHlevgd6TnF8uprQc0Rj2EjTkbtXRXlDGAHkYe6b3hKS5+QQmEaWwMr5xQjapr85n36ALabTCOBwSXzqugrBdjTMrCIv401w8seRhCKsgbDDLNWF+MX5jjlQxGw0sq3Sxe0ALRmaiJDEaBV/PCDnigZgz4hTNhAFcuawcg4CnDrYrOSLoTZsT0XcKXvg6LHsjLH8ToNQt92xtZHlVPhvnp7i4ojOjqF+6nAHpoOfE7sQHHXkSOg/AwqtUxrxDr73MFD0I00nO3vvBaIUVbx3a1O8L8Y/XTnPjmhqcceqYyrRMmE84kgZhIW8/HmmlwGkf87iM0OrCLna20trno9+bxVqULGKO+AgZc/D7xxCCDnMteZ7p6+bmD0V4ceceAAomIgirykdiwJs3N+NMWI8nSEPbAEUOM0c63fT7pub7LxOkFoSlXhPmQAS9OCzGrNeEedEyYeOoCUuHFdX5vNilLZrMxCDM3wcyCs6zmbCDbQPUFNopdFgmcWBjU+y0sH5eMf882AFly0AY9SAsEY8rF0Su/9rQpm3Hz3C4w817L56XM1WGztRmZV0hR6hDdCYoXZAStnwLCubAm76vth1/buIGOMNIKKAXQvw6w2tKKeX7MjxXZ6oRDsJrf4ZlbwDb2UzVI3ta8YeicaWIoCzqATzYk7ojhnz9RLBTlIube7VKra/gOLCWhvYBNi0oGfucScAS8RK25FZ/786bS1Xvzpy+Ri75wt8PEO45BRYQhfHfd9kktuLfbqljYYaZsG1aFux9l8znm/88wu5TvTOm+anUGoxjTbG1hNkBQQ8umynLcsRBPDYrRoPAYZkY17766gL++IqdaJ4dw0wMwrzqfTs8E3bwdP+UliLGuHZ5BV95rIHmgQh1pUugXQ/CzuHw43D4H3DtF2HYd+lvXmqk2GnhRt2WftZiNRk541zMMs9zKuAaHYw3bYWWV+D131TvnbLlcOJ5uOTfJmW8052xMmHvifN4t/ZItC/2b52ZwrGnlCxlWG8wKSV/fKWZ+qp8VtbElxCWOK0YBAzI5EFY1DfAoLRTlIt6DkcxFMyhxqdcAaeqOYdV+oiYcxuERYsWUsUZevuSuB5NQf62p5U/vtLMzYu0Dfm5NeYAVV9UU2jnWKQKehtVEXuavHS8G6fFyDsvnIfRIHh1BtWFGYIDRDCo4CoVLHkQ9uGyGHAHstknzItHWsm3mSZs9X5FdT4g8DpqoH8GBmGebvWsBWHeYJgT3Z4pLUWMcW19BQBPHezQHRLjEfTCY59Sk+dN/zq0+dQZL083dHDnxjlTsgWBzsRhqKgnT3rwdsVRzmz5ljJyWfsO9fPCK+HUNghN//Y3k8FYQdjaUY+rgQ6gAbgdmAPkAZXAm/j/2bvv8DbL6+Hj31vbkizvndjZG0IGYSdhU6DsQhlt6YBSSqG/0kIHpRQodPJ2QKFAW0oZLatl7xJWQiAJSYDsvWzH29ay1v3+8ciJnXjJtiSP87muXJalR9JJYks6z33uc2A5sAmYnsR4RaqtehxchUbtb9wHW+pZU9nMxfNGd/mhx2xS5LpsNEQzjHLEbuYs6dYWWkhimUvpTBw1n1CYaefvi7fyxpp496zBQmsydICY1ZXUp7EVTQKgatvQ6pC4tdbHj5/5hMPLs1gQft8YkutIzYfBaaUeVvrzQUeNRCxBSzbXccS4PLIyrEwtyRxWzTnMYS9+5Tz4TGlX4iu9+Y7YwK2ERSMQCdIctaesFBFgarEHk4K95qLhWY54wErYuqoWtG5LPge3MfkuJha6jSSsaDo07wJ/fbrDGjze+Y1x4uDMu8C8/3fm4SXbMCvFZUdKW/qRLn/8bAC2rvmo4w17PobN/4Ojvg3W+PaJcQshEoSdH6Q0xuGiyyRMa72q/R/gMiACLNBaP6G13qW19mut92qtXwROAszArakJXSSdvx7WvwKHXghmo3I1Eo3x8+c/oyw7gwvmdF8Slu+2Ux+xQ8z4oNQVU6uxEpa0D1ElRnOOu88bj9Vs4hsPL+OSB5by6e5B0lo60oqZGNrqTurT5Iw22tQ37eyh9ewgEgxH+fajK7BaTNw/eweq8mNY+OOUPf+0Eg9Lm+Nd8BIsSaxsCrCl1sfR440PsnMrclm5s5FIdHh0krKEvQRMCZw4iK+Y5dvCA9eiPuwDoClm69eMsERl2MyML3CzLZI3TJOw+EpYfE9YWwXBUChHBGM17MNt9fiyjdc8WQ2Lq1kPi/8EMy+BiqP3Xe1rjfDvZTv53CElFGc50higGAwmzJgHQP3WA5pzvHsX2LNgbrsdRxXHgMlilCSKhCXSmONc4FmtdV1nN2qtm4HngVMHIjAxCHz6NMTCHboiPv7hDtZVtfCTM6aS0cP+i4JMO7Xh+OpWN805zGEvQZMLW5JmZFFqNOeYZ9/Bq9+dz61nT2d9dQufv/s9rn9iFZVNgeQ8b2+FjA+Syp7clbCiMcb8j3BN3zv9pdodL61lTWUzvzt3Kjkf3GnM/jn0wpQ9/7RSD5tiJcY3Cc4KWxxvTX9UPAmbXZGDPxRlXdXgHZWQCFvES8icwM+szTjJkGeNDFxjjvjvTmPElpLOiO1NL/Wwxp8FgYYex3AMOQeUI66pbMbjsFCWncTmQQPo5GlFRGOad1riQ90lCTOqUV68HmwuOOW2Djc9vWIXLcEIlx89Jj2xiUElMzuPvaYCTHvb/d7UrIe1z8O8KzpWotjdMGqeNOfoo0Q+9WqgpzZYowApDB0uVv0LimZA8SEANPhC/Pa1DRw1Lo/PzSju8e75bjvVrfEPRt18SLFGfIQsSUxASozmHFSuxGo28eWjxrDoBwu5cv44nl+1h+N/u4jfvbYeb+sANgtIQFurb2VL7kqYzelhr8rD2rglqc8zUF7+pJKHl2znG8eO5cSWZ40Vh1NuBVPq9itMK/HQjJugLTfhDomLN9eR47QyNT7IfG6FsaK2bNvwKI2yR32ELAn8zMbLEXOs4YErRwwZLe8bwpaUliMCTC/NYm0gvkraNMxmhfnrweraV3K0Zk8z00o9Q6Zj3sxR2RRm2nlhc9RIJKWFNnzyJGx7F076WYeul7GY5qHF25g5KovZ5UmY1SmGpEb3RAr8mwlF4pUb7/0eLA448lsHHzxuIVSukrLfPkgkCXsP+IJSakFnNyqlzgPOAV4biMBEmtVuhN3LOqyC3fX6BrytEX521rRevRkXZNrZE2xbCes6CbPHfESTWYrnyoOs0bBn5b6rPA4rP/rcVN68fgEnTyvmT//bxIm/W8SextSvigXiw6rNjuQmYQC1ttF4hkCb+h11fm54ejUzR2dzw4JiYx/D+BM67E1MhVE5GWQ6LFRZR0Ft75MwrTVLNtdy1Pg8TCbjd6U0O4PSLMew2ReWEfMRSeT3Nr7nMdsSGrg5YSEvAPVhG56MLpv9JsX0Ug+7dPzD7HArSfTX7lsFi8Y066qamV6ahDmOSWIyKU6cWsSiDTXECmdIh8RAI7z6YyibA7Mv73DTOxtr2FLj43JpSy/aMZdMZyx7WLOzxnh9++QJmHN5hwR+n/HHA9oY3CwSkkgSdhMQAl5XSj2rlLpZKfV/SqlblFKvA08Ce4GfJCNQkWKr/gXKBIcYpV9r9jTz6NLtfOnICqYU925fQL7bRkMkXl/eVTmi1jhifmJJXgWiZCZUrjzo6tG5Tv508Sye/tZR1PtC3PNW3+ZB9UfAayRhloxetvruB3/mGEoiuwdXY5IDhCIxvvP4CgDuvngWtiV3QbAJTr6th3sOPKUU00o8bIoWJ1SOuK3Oz56mIEeN7/iGNbsiZ1h0SIzFNE78RK0J/MzajCQsyxImEI4SHoi9cfFyxJqQJaV7wsAoVd2lC4xvhl0SVmecvAK21noJhmNDojNie6dMK8IXirLbPh5q1hlNXEaq/91u/J+e+f/A1PFj30OLt1GQaeeMQ6QtvdivYPxsrCrKxrUfG/sIUXD0NZ0fXDob7B7ZF9YHvU7CtNafAPOBJRjdEG8BfgfcDJwAvAIco7UeZu9GI1CrF5b/HSacDJlFaK255fnPyMqw8n8nTer1wxRk2vES30PQ1UpY2G80pbAn+Sxr6WFQv8X4MN+JORW5XHT4aJ5YtpPdKV4Na/Ub/zbWFCRhOm88OaqFmr2VSX+uvvrVK+tYtauJ31xwKKNVDSz9Cxx2idFuOg32dUj01RhnlHth8WZjT80x4zvOpJtbkcOepmBaVlwHkjcUwU2g9zPCYF85osccMh5jIFbD4klYUxr2hGU7bTiyiggp+/BLwny14DROIHw2xJpytDlqfB5Om5ml/hKjMVT95nSHlB67V8BHD8K8K42Tke1srvGyaH0Nlx5Rnrw92WJI8lQYPyvRTW/Diodh5kWQNarzg80WGHOcJGF9kNBvndZ6pdZ6AVAGnA5cGv9aqrU+Q2u9NQkxilT78H7jrNmCGwB4YXUlH26t5/unTiYrgVle+W47zfuSsC5WwuLXmxxJTkD27Qtb1eUhVy+cgEKlfDVsXxLmTP6HHGfxZAD2DtI29e9vquWv723ly0dVcNqMEuMMrjLB8elbYJ9W4mF5ZKzxzQvfNQaY92Dx5jqKPQ7G5nfc6zh3TC7AkC9JbAlGyMSf2KiAeDmiW7Xue4x+i3dH9ONI+UoYwPSyLPZQAI2Dv8Q3If76/U059jRjM5uYUJj8cumB5LCamT+xgP9WxvftVY/AksRoBF78HrgL4fiOXWVX72rk24+uwGY2cekR0pZeHCBvIhFl4Yy6vxOLtLJ2/Ne7P37cQmOMS72kAYno06kPrXUlsApYrbV+Bei0Y6IYgoLNsPiPMPFUGDUXfyjCHS+tZVqJhy8eXp7QQ+W77Xh190lYNBDfD5WRgpUw6LAv7KBDsjO46PDRPLlsJ7sa/MmNp51wwPi3yUhBEpZbbnRIbNm9LunPlShfa4Qbn17N2HwXPz59qjGT5JMnjIGiWckfztyVaaUelsSms2bGD+Cz/8DjFxmrxV2IxTRLNtdx9Pi8g/ZYTCnOxGkzD/mSRK/Pi11FMCWShMXLEd0mI4ltHogOifGVML9O7ZywNtNLs9gaySPaMMxWwvy1+9vTVzYzqdiN1Tz0VkpOnlbEh94CtLKMzH1hb/zMeB097ZfgMN5j/aEIt7+whnPueZ96X4h7L5tNQaY9zYGKQcdig7xJZKoAr+kj+NwjlZx/72JeWL2n8zEr4xYaX2U1LCEJvaoqpTKUUr9USlUDuzASMYDrlVL/U0pNHvAIRWotvc9ouXz8jwC4d9FmKpuC/Pzs6ZhNiW3aLci04+uhHNHbbHwYtSU7AXHlQ95EWHQnvHYTeGs6PexbC8ejUPx5UepKVyLxJMzhTn4SVlg+mYg2EUtw5lUq/ObV9exuDPDrCw7FYTHBaz81zsYf+920xjWxMBOrWfGC+wI4+x7jTebhs7vsBLW+uoV6X4ijJxy8gdliNnHY6GyWbR/aXaQC8d/bhE6exMsRnRgrYQOZhPlw4HGktjEHtDXnKEA3DKOVsJAfwn5w5qK1NjojDrH9YG1OmFJI1GSjNqNi5K2ErX4SltxtlCHOOA+AtzfUcMr/e4cH39vKF+eV8/r3FnDi1KI0ByoGK0vJdACO++od3HzmNGpaWrnmsY+Z/+u3uHfRZhr97apC8ieCpwy2SKv6RPQ6CVNKuYF3gRsw2tBvAdo+lTuBhcC7SqkxAxqhSJ1AAyy+GyafAaWz2Fnv5y/vbOHsw0o5PF5GlYgcp42IshJRti5b1PuajQ+jDncKWuNe+gRM/TwsuQd+fwi8+hPw7u1wSDpWw6JBY1Ulw5X87mNmq40qczH2psFVMvDh1noeWryNrxw1xvhZ2/i60U55wY37zuCmi81iYkJhJmsqm2HWZXDhP6HqE/jbadC0+6DjF2/uOB/sQHMrclhb2YIvTSMRBkLAa+yNszgT+L+JlyPm28PYzCbuXbSZaKyfDWLi3RHTVY44oyyLXboAS2vj8JkV5o8Xtjjz2dvSSp3zNz5DAAAgAElEQVQvNGSTsByXjbkVOXwSHj2yZoXtWQnPXWMM0j31Duq8rXz3Xx/zlb99iN1i4olvHsUd5x6SltVjMYQcdQ2c8TtcY+bwtWPH8tb3F/LAl+cyJt/Fr15Zx5F3vskzK3YZxyplrIZtfQdi0XRGPaQk2h1xNnAtMAZ4tO0GrfXPgK8AucBPBzA+kUpL/gytTftWwW5/cQ1mpfjh56b06eHMJkWe207A7OqyHLHtw1xKkrDccXDe/fDtD2HaWfDBn+H3hx6UjF19/Pj43rDUrIbFWr3EtMLtTn5jDoB6x2iyA4OnfCoYjnLj06sZnZvBDadNNvYxvH6z8f8156vpDg8w9oWtiTcoYOqZcNnT0LwH/nbqQa3rF2+qZUye0xhsqzVUr4FPntr3OzC7IodoTLNqZ++afAxGi1YZvxt5eQW9v5PZAmY7maYQPz97Ou9urOX3b2zoXyAhHzFlJkTq54QBFHnsNNniw7yHy6ywfUlYHp/tMRoZTS8bOu3pD3TytCKjOUfz7pExx8hXC/++DJz5RM7/O0+trOaku97mxU8qufbEibx03XHMG5v4SVUxApUeBod/Y9+3ZpPi5GlFPHbFkbx83XEcOiqbG59evX/25bjjjZP53ey9Fx0lkoRdCLyitb5bG/2tO5zC1Fr/E3gBOH4A4xOp4q+HD+6FaWdD8SG8u7GGVz+r5poTJlCSldHnh8132/Hj7DIJC8aTMJcnp8/PkXhQE+PJ2EfG37ctGXvtJoiEKMnK4IvzUrgaFvLiw4ErRd3dgp6xlEb3EI0OjrNVd72+ga21Pn553qE4bRZY9RjUrIUTf2bUpQ8C00o97G1ppbo5Pot+7HFw+QsQDhiJ2J6PAYhEY2zfuoFrcpfC01fAbyfBvUfB01+H+46FnR8xuyIHpYZuc453N9aweouRcGQm+ntrc0LIzxcPH80X5oziT//bxJtrq/seTMhPxOwEVMq7I4IxwsBeMMb4Zrh0SPQbnT1x5e878TClODUniJLh5GlFrNXx/czDvSQxGoEnL0d79/LYmF9wzN2f8P0nVzE238WL1x7H906ehN2SumH3YviaWuLhgS/NpSw7g6seWW50lR4XHyMs+8J6LZEkrBTouquBYT1Q0vdwRNos/iOEvOya+V1+9MwnfP0fyyjPdfL1Y8f262Hz3TZatKPLJCzsM860JvxhbiDkT4Dz/rI/GVv8J6OTlNZ8a+F4TCpFnRJDPgI4UrbxXeVNxKlaqd6V/pLEj3c08OC7m/nWYVaOCb5jJMJv3AKjDjf+TwaJBZPysZgUtzz32f4Za6WHwddeBWsGPPR5eO47RP4whzfU1Vyw806jNn7sfDjrbrj4XxCLwd9OxfPBXUwtdA7JJCwUifGz5z5jjjt+5jPRUlGrC8J+lFLcds4Mppd6+L9/r2RHXR9PdoS8hEzGSaJUD2tukzdqIgCR+mGyL6xttciZx5rKZirynGSmIcEdKBV5LlrzjIZEw7kkMRbT7Hzietj2Lt8PfpWffGRlaomH+780h6euOppJRUM3kRaDU5bTyoNfmUtrOMYV/1iG35YLRTMkCUtAIu9aNcDUHo6ZET9ODCXeGqIf/IUV7uO58KFKrGYT588exbePH4/D2r+zZgWZdpp1RpeNOSIBIwnzZKexPKItGcseDe/8BoqmU3Lkt7h43mgeXbqDqxdOYHSuM2lPbwp7CShH0h7/QO7SyfAZ1GxfQ2nFhJQ97z4hP2x7j8jOjwgt+R/L7RvIWdcM6wCzDUoOM4aKqsQawSTThMJMbjhtMne8tI7HPtyxv6Vz/gQjEXvsIvjkaaoyZ/Fw+Biu/cbXyR5zWMe/Q8XR8OL3YdEd3Os8hKu2X0ksdjimBBvepNPf3t9KpHYL33X/E8rmQOG0xB7A5tq3j8thNXPvpXP4/N3vcdUjy3nm6qMTf70J+Wg1ZeCwmtJ2hn9seQWB5TZ8ezZxcCuWIcgXXwlz5rFmz64hux+svbnTJ1O3xIN79yqGWx/ABl+Ixz/aQd37D/PT8EM8ps6g6Liv8s688qS+bwkBxnvjHy+exdf+8RE/eHI1d49dgProQaNKxNr3KqqRIpEk7HngSqXU57TWLx94o1LqfOBzwP0DFZxILq01722qpfnZGzktHODW8FlctWA8Xz1mDIWZA5MUFLjt1Ecc6NZmOvuoGQs2E9RWPK5B8Gax8Mewdy28+mPIn8i3Fh7L4x/u5M+LNnHneYcm7WnNYT+tptS9WBWMMToe+SvXAWel7HkBY1j2Q2dC1WrMKLJiowiOPxmmHR3/UD990JQgHugbx47jvU113Pr8Gg4fk7v/zHJWGVz1LugYP/nbR9QVhLh57KyDH8CRBec/ABNPofS57/IEN1D1XpTS4y4fVAlnVyqbAtz75hqey/wzFpMZLvi7sc8rEfFyxDbleU5+f9FhfO0fH3HTfz/lNxccelBb/26FfASwp6UUsc30eHOOjJr0rywPCH8tKDMtysW2Oj8XzOliQOsQcvL0Eta8X86MHcMrCVu8uZbr/rWSIu9anrHfS23+PC644u/Y7MPpbykGu+OnFPLD06Zw58vrOHXOJM6KtsKOJTD+hHSHNuglUv/0c6ASeF4p9RxwCoBS6hal1AvAE8Be4LYBj/IASim7UurnSqmtSqlWpdSWeBy9+vSmlCpRSj2klKpRSgWUUiuUUpckO+7BZNXORj5/93t876+vcqL3eTaVnMFjP7qMG0+bMmAJGBgrYU3agQ52Xo6oW1vwKWdiH7ySxWSCc/9inN1/8msUh3dy8bzRPLlsFzvrk7c3zBz17yupSoW8kgr82g51qR1KTTgIj18Ce9ew8/g/cmjobzww41FKvvI3Y/Nv6axBm4ABmEyK331hJpkOC9c8toJguN2eOqUIRmHZtgaOHt/DesihX6D60jdZoyso/d93jf1igcHfpOOOl9bxAx6mIrQRzrkPcvow4DVejtje8VMK+c4JE3lq+S4e/zDB5hZhP34cae3yNibPRaUqwDScGnM4c1lXbbT/n1Y69FfCDi3LYrt1HO7mjca+qSEuGtP84Y2NXPbgUsptXp7J/TO2rCLyv/q4JGAiLa6cP47zZpVx4/JMYsoKm6VVfW/0OgnTWlcDRwOvAmcAR2G0qL8ZOB2jff18rfXBPZsH3iPx5x0D2ICxwM+Af/Z0R6WUB3gPo5tjPuAAZgGPKqW+laR4Bw2tNQ++u4UL7ltMvTfEo1MWY1dRJn/h1qTU/bcNbNZdtG82tbYQUINgFayN3Q0XPw5mKzx2EVcfmY/JlNy9YdaIn7A5df8GymSmylJKRvO2lD0n0Qg89TXY/j6Rs+/lmyvH4XB5+OmZPVU4Dy4FmXbuuvAwNlR7ue2FNR1u+3hHI62RGEd30Zq+vbIxk/mO9VZeLPgGrHkWHjk/WSEPiMWba4l98gyXmV4z2hZPOb1vD9SuHLG9606cyPxJBdzy3GeJdY2MN7VJR3v6NiaTIuAsxR2sTFsMA8pXC8581lUar9lTh0E5osmksJcdglWHCe1dn+5w+mVvS5Av/XUp/++NDVw7uYkn7bdha62Hix7ZN2BbiFRTSnHHeYcwaXQxy2ITCW74X7pDGhIS6gSgtd6ptT4DKAPOBC4DzgHGaa0Xaq372W+4Z0qpU4AL4t++C1wa/wpwoVLq5B4e4ofAuPjlB4CvYQyeBviVUmrY9m5t9Ie44uHl3P7iWhZOLuTlr41n0s6nUIddDHnjk/KcBZl2WnBiCrUY7boPYA57aTW7kvLcfZZdbryhNe6g6NWruOzwUp5anrzVMFssQMSS2kS0MaOcvNYUnbnXGl64Dta/SOvJd3LTpimsqWzm9nNmkO0cvCtfXZk/qYBvzh/Ho0t38Mqn+z94L95ci9mkOGJczy8hSilmj8nnV74z4eRbYfcyGIQDtAHC0Rj3/+d1fm17gFjZXDjplr4/2AHliG3MJsUfLjqMgkw7Vz+6gnpfqJM7dyLkwxuzp2VQc3umnAo8uplYYBjMCvPXgzOPXQ0BbBYTxZ7U7VdNporpRwCwcfUHaY6k797fVMvpf3iPT3dU8/L0N7lu+7cxRYJw6ZNGoyAh0shhNXP/l+aw3DITR+2nNNTsSXdIg14iw5rnK6WKAbTWVVrrl7TWj2mtn9Nab4sfs0ApdXOSYm3z5fhXDVyitX4MIxnUB9zelS/Fv27QWl+ptf478KP4dZnAuQMZ7GCxfHsDp//hXd7esJebz5zG/V+aQ9ayP4GOwvwbkva8bSthSkeNjZoHsEZ9hCzupD1/n1UcZTSH2PIW1+uHMZkUNz69mq21vgF/KocOELWkNhENZY+jJFZFqLU1+U/2xi3w8SOsn3I1C96exL8+2skVx43l1OnFyX/uJLn+lMnMHJXFDU+tNlrzYgxpPqQsq9crynMqcthR76e2Ir6qtOa/yQq3Xx55dz0/aL4Tq82O6QsPGavEfdVJOWKbHJeNey+bTU1LKz/5zye9e7yQj+aoLe1DZzPKjH2Wm+85j/qtPTURHuT8teDKY09TkJIsx+AoFR8AM2fNI6zN1Gxeke5QEhaNae56fQOX/XUp8+zb+Cj/dqZu/itq1mVw9RKjC6sQg0CRx8FJp18EwF8e+ju/emUd/1i8jVc+rWLlzkaqmoJEorE0Rzl4JLIStghYpZTqbg7YQoyywGQ6Jv51s9Z6F4DWegew6YDbD6KUqgDadhm/0+6m9uumXd5/KIrFNPe9vZkL/7IEs1nx1FVH87VDbKhlf4Pl/4BZX+rb3o5eynfb8BLf79RJm3p71EfUOgiTMIDZX4Ijv41r5YP8Y+YaPt7RyEl3vc33n1zV95bancjQAWLW1K6EWQomYlExKrevS+4TLf4TvP97XnN9nlNXHkOe28YzVx/NT85IsKveIGOzmPjjxbOIabju8Y9pCoRZtbOxV6WIbeaMMcYyLKt3wOgjjbLEQWZvcxDnWz9lumk71vPjHUT7w+bstByxzaGjsjlvdhlLt/ZyqG7IR1PUltZyRIDDT7mYF0qvpaBlDVkPLeST+76Kr36IngX214Ezj6qmwLBZBQOw2zOotldgqv6UW59fw9rKwb9q2egP8eLqSi554APufXMt95e9wj3+G7BHvHDp03DWn8Ax9MtFxfAycdZ8wtZMpgVX8MA7W/jZc59x1SPLOeee9znyzjeZdNPLHHHHG3zviZWsr+q8X8BIkWgNRwHwqlLqh1rru5IRUHfijTfaMoYD957tBiYCFUopm9a6s3qWSQcc36YSiGEkpRMHKNy0q/O2cv2Tq3hnfTVXT6jnO6O3Yn/hZqiOn2XOnwTzf5DUGHKcNnxte75amyGzqMPtGTE/QdsgTcLAKBWrWcdRa+9g6efv5sHd5fxl+R7++/FuvjB3FN8+fgKjcvqRQGlNhg6ibaldCcssmwIfQ/2OtVRMmpmU52j96J/YX7uJF6JHcZPvUm47ZxqXzCvHPIRasnenIs/FL86dwXX/WskVDy8jEtMcM6H3ezJmlGZhs5hYtq2B06adDa/+COo2J600uC9e/dfdfEm9TuPsq8mefFr/H9Dm6rQcsb0KjyLkayQYjvbYsl6HfDRGrGlfCbNbLZx55W1s3Xkly5+6mfmVz9L6x5dZMelKDjn/h1jtg2jfa3di0Xg5Yj57GoPMGzu8qvNzxs5i3oaX+PjD33Lt4iOwl07jC3NGc/ZhpYOiNDocjbFyZyPvbKjhnY21rN7ViNZwhGMXHxU8SHbtBph5CZx2J2RkpztcITpnMmMdv4Czdi3jzNNraLYVs9dUwK5oLnv8iurmIDvr/bz8SRXPrNjN8ZMLuHL+eI4clztsVt57K9Ek7K8YTSx+o5SaA3xDa31wjVnyZMG+TucHps9tdWImwAPUdnL/9q9a++6vtdZKqQDgAtIwNbjvItEYu2sa2FVVRVV1NbW1e2lsqMPXVEfMX8+55o3cl/kpjl2NsNsM5UcaicXEU6FgctJbY5tMCmX3QJSDZoUFw1Fc+GmwD+IzeWYLXPA3+OspeF66iu8B12UVscU8lrc+LuR3K8oZM+MILjz1eEpyEh+G2drqx65imFKciBaPnWE8f1X/NqlHojGCkRiBUJRguO1PjJbVzzHvw2t5J3oI7x9yO2+efgh57uHXtevsw8p4d2MtTy3fhc1sYk5F718+bBYTM0dlGUObjzvLSMLWPAvHfS+JEffe6lXLOHf3b9jtOZSyM24dmAe1uiAWhkioy06Yp2//NUfZPmNP4+cYV9DN70UkhIqF8WoHOYNkmPDY0aMZ+39/59PVywm8+GMO3/AHqn75OJWH/5DDTvsqypSagex9FmgENLGMXKqbgxRnDZ+VMADXCd+HYBXXbn+G68xPs6NhNP956XAue/FIyqfO4YK5o5lYmInNYsJmNmG1mLCaFVaTqd/z/LTWBMJRGvxhGv0hGv1hGvwh43tfiPU7q6jcuoaC8B7Gmar4jrueyQW1FEX2YPNXgS6CLz7e96Y4QqTSjPNh/cuYnr+WbIwP35MAMnIhaxRkjSY4bzSLm3J5fIudax/YSGlZOd9cOIFTpxcPm5O1PUk0CdsJfAcjGbsYmKaUOrdtT1gKtH9HiB5wW/vvu+r33Zv7D5npckuf/C2zPr2TChWh04JCK0Tt2ZgnnwoTT4EJJ0JG6nNMizPLSHkPKEds9IXIJYDJkXjyklIZ2XDlW7DrI6j6FHP1p0ys+pQJ3pdRsTCsu5vwWjP+hH+dQKFBkfJ/g6y8IhrIZM7GP+D/2T39eiwTxtmL9mt5DkJstEwk87J/ceeEoT9nqDs/P2s6H+9oYFSOM+Fhw3Mqcvnre1sIOktwjDp8wJKwDTv3su31PzN9x2Pk6L61v59KBJ9ykvuVR/q3D6w9W3xFKOzrPAmLRSnb+zYFKsjHjYHuk7B4WWMAOxUZ6W3McaAZh85BH/IKyxc9S/a7tzDrw+8RXHojscR6Ye0TwkqjyqLJnE2LORufJYegLZegPY9wRgGj557BcdMq+j/422+cu2wxZxGJaUqHWRJG0TT46kuolipY+zzla57l2u3/5Tr9DFs3lfLiusNZol3kKC/ZtJCjvMaf+GU3/T/nnMPBZ3oVmgwVMk4xt/1amAshaxzkngD5E2HO5eAcXiuTYhibcR5MORNaKqFpV/zPTmjebVyu34Jj85ucEAlyAoADvHVONj1ZzJv/HU1e2XgssSAq2ISptRlLuBlbpIWMqBeX9mHR3Y+a2HLyg8w4NsVzUPsg4XcurXUQuFQptRr4BfCRUuoSrfXrQLIHcLTvInDgp53233f1Stmb+3d6X6XUlcCVAOXl5d1HmSLZYw9jRcMlOD25ZGXnkZtXgDsrD+XIMgbDOjyY3UVgSuyD4UCzu+JJ2AFt6htbWihWUSNJG+xsLhi30PgTpyIhqN1A3eblbFq7Ah0J9+mhtcnCxIWXDkSUCdl65O2Etn3Y5/srBRaTCYtZYTEpzCa1/3u7iwmnfBezu/d7pIYql93Cc9cc26dF5bkVOdz3tmb1ribmTTsbXrsJ6rdC7tiEH6vO28pLyzcSWfoAZ/qeYZJqZr3jUHZmn5R4YHFFR1/K2PwB3DPaVnYb8nd+QqhqNZZQExYFNTXVMLGg68eKN/jwpXlOWFeUUsw5/hwix57Bhy89SKyyl81GOmGKBHCE6nGG6ykI78ATWIXbv39v3d6tv+b39i+Sc+zXOX/e2L4Pr/bXAVAbM04KlWQNmXOSickshnlXwLwrUN69sPZ5Kj57lm9vfx6lY8SUhaA1m6A1i4Ali4CliEpzFkGTE93HRFopsFtM2C1mHNaOX21WEzhzjFLk3HGQM1b2eomhz2Izeg501XcgFoPmXUZn4LpNOGs3Mmr7Z5TVriFv+zv4cNCCE7/JTcDsxmcppCZjPNruAUv3J4jKihN/D02HPp8+1Fr/Sin1CfAY8JJS6kYgeRNtDc0YXRAVcGCRfduJ+Fj8uM40tbu87/7KKEJte7dp6OyOWuv7gfsB5s6de3Cv9TSYPPckmNv3D1ip4nDHP2wdsBLW0mRsvrcNhSSsMxYbFM8gr3gGecd8Jd3RJGz2aZcDl6c5iuHBZe/bS+nsePnisu31zJt5lpGErX0OjrmuV/dvCoRZsrmWlz9ax9jNj3C5+WWylY9d+UfTdPIPmTxlQZ/iShpr/GW6iw6JbFm076KvZgcwo+vHChkV6H7t6HvSkQIWq5V5ZydhBGUkBP46ItVrMb9yO9+ru48tb/yXW974Iu7ZF/Dlo8cyoTDBMmefsRJWFXEBgWFXjtgpdyEc/nVMh39934lCkz0Tp1IHfcgQQgwgk8kYCZRdDhNOxIQxvFdrTU1LELfDSonVPKz3ifWrhkNr/ZJS6kjgWeA3wPYBiarr5wsqpfZgzCkrOeDm0vjX7V005QDY3O5y+/sXs79T5OAc1jOEuTxGCYVubab9r5Kv2ch37S7ZYCxGplyXjXEFLp5fVYnLNpqzsmdgXv4Um0Z/mawMK9kZVlx2C1VNQTbXeNlS42NLrZfNNT621Pho9TZwleU5fmF5HbclQMuYU+HkGxlVNifdf7XOtZUjdtUhccvbYLZBNESofkf3jxV/jHQPa04biw08JVg8JeRNOB42vErJKzdzV8Pv+WTFc9z84Rcxj1/ItSdO5PAxvSxji6+E7Qw6gQCl2cN0JawrsvokRNoppSj0jIzXnn4X0mut1yml5gH/Bk5h/7yuZFkKnAdMVkqVaa13K6VKgAnx2xd3c98tQA1Gl8f2rfaPa3e5u/uLPvBkGUlWq7epw6a8gNfYq5KRKUmYGLlOn1HC3W9t4mfPfcYe8yH8yPo43/nzs+ym81K8XJeNcfkuTphSwLeq7mZM7SL09HNh/vfJLJqe4ugT1L4c8UDhIOxYApM/Z+yNaz6wAe4B4ithAeyDshwxpZSCyaeRMfFkWP1vpr35Cx5ruYMPdr3ILx+6jCdvvqJ3+8Xie8K2BzOwW0zkOEf4v6sQQiRRIknY8cC2zm7QWjcppU7HGHo8obNjBtBjGEmYCXhUKXU/8E32r2Q9AqCUmgJMiV+3VGtdqbWOKaX+DVwDTFFK3YeR1P08fpwP+E+S4x9x8rLcBLWVgLe+QxLWGk/C3J4h1ZBSiAH1/VMnc+2JE2kOhvFVVcAjj/OPI6v4tOJkmgJhvK0RCjPtjCtwM77Atb+V9pZF8PBbcOLPUIOko2KPuitH3PUhRIJwyIVE1zyPzVfZ/WPFEznfIC9HTCmTGQ67BPP08+CjB5n11q+5L3QbNS1foqg3+7t8dWDLZGdzdFgNahZCiMGo10mY1vrtHm6PYTTqSCqt9dNKqeeBzwML4n/a/Fdr/Ur88hfZPzj6XOC/8cu3AmcAYzGSt2+2u/9PtNZ1yYp9pCpw22nBSczXcate2G9s0Ruye8KEGCA2i4l8t538CTOg+FAm1L7BhHN+2PUdohF45UeQXQFHXp26QPuru3LELYtAmWHsfLzWAtytVWitu04E4o/hV3YyHYOrO2LaWR1w9DVsrwsyafltrNy9g6KsyT3fz18HzlyqmoZfe3ohhBhsunznUko9A/xLa/1Eu+97Q2utzx+I4LpxAXAjRleBUcAejBWw23u6o9a6Ril1FHAHRiLnAdYBd2mtH05WwCNZfqadFp2BPdDU4fpwIJ6U2Qd5i3ohUmn6OfDmrUYb36wu2vuv+AfsXQMX/tP4wD1UdFeOuGURjJoLDg8BZzGFwTqag5GuSw3j5YjK5u5/a/Zhyl08EYDG3ethWm+SsFpw5VNZF+SIYTaoWQghBpvuTh+eA6w84PveSHrnwHjjjdvif7o65hbgli5uqwa+nozYxMEK3HZ2koE10HElTLe1rHfISpgQ+0w920jC1j4PR3bSVS/QCG/9AiqOhamfT318/dFVOWKgEfZ8DMd9H4BYZhklDcvZ0xjoMQmz2FM76HwoyRttJF6tezf3cGScvw7tKqK6OUhJ9hBK7oUQYgjqbuDFWOAPB3zfmz/jkhKpGLKyMqz4yECFDkjC2lrWy0qYEPvlT4CiGfDZfzu//e1fg78eTruTPg0nS6euyhG3vQc6tm8Onzl7FCWqnsrGbqaehI0kzJYhSVhX7PljiaFQjdt6dwdfHUFbDpGYpni4zggTQohBosuVMK319u6+F6K3TCZFq9mNOVTb8fpQC2FlxWqxpykyIQapaefAW7dD8x7wlO6/vnYjfPgXmP1lKDk0ffH1lSUDUAeXI259G6xOGHU4ABn55dhVmLqaSpha3PljhXyEseJ0SrLQJYudOlMBGS29fPv219FsMtq0l8qeMCGESKouV8KUUp6+/knlX0AMDVGbG2vE1+E6S9hLyOTq4h5CjGDTzja+rn2+4/Wv/sRIZE64KfUxDQSTyUi2DixH3LIIKo42Zl8BrsIKAPw13SQPIR8BJZ0Re9LoKCOntYd2/2CUd0YCNGK8hUtjDiGESK7uyhEbgYY+/KlPYrxiiNK2TByx/SVIWmusER9hiyRhQhykYBIUTDXmZbXZ9AZsfBUW/ADchemLrb9szo7liM17oHYDjN3f6NacVQZApGFX148T8uHTMiOsJ8HMcopjVbRGot0fGB/UvDdqlHeWSjmiEEIkVXeNOd4hBU02xMig7B4yWgKgNShFczCCmwARq+znEKJT086Gt38FLdXgzDNWwXLGwhFXpTuy/rG5OpYjbolPPxm3cP91HqMrpOpuYHPIh1/b8UgS1r2cseRXP8u2vbWMKS3q+jifUS5eGXbhsJrIlkHNQgiRVN3tCVuYwjjEMGdyZmEmRqzVh8nhptEfIlP50TZpyiFEp6afA2//EtY+Z5y8qFkHX3wMhvoeSqurYznilkVGklk0Y/91rgIiWLD7ux7YHAt5aZGVsB45CifAOqjbua77JMxvFLHsaM2gJCtDBjULIUSSDfiES6WUU2vdTUsrMRK1DWRubqon2+GmwR/GTQDsXSslL4YAABtfSURBVGy6F2KkK5gC+ZNg5aPQsA3GzofJp6c7qv6zOfe1l0droynH2PnGfrE2JhNeeyGeQDWxmO50Dlg06MWvHXhkUHO3skdNAsBbuRFY0PWBfmMlbKvPQYnsBxNCiKRL6N1LKXUocCFQCJiBtndGBViBPOBYQJY3RAcOdzYAjQ11ZBeV0+gPMYYApgzp4yJEp5QyShLf+Q0oE5z2y6HXkr4zNtf+JKx2A7RUdixFjAs6SygK1FHra6Uw8+CkINbqxYdDyhF7kDvKmBUWrdvS/YHxPWGbvHamF0sSJoQQydbrJEwptRB4NX4fhbFfrP0ngrb9Y6sGKjgxfDgzcwBobjRKXhr9YdwqgEWSMCG6Nv1cIwmbczkUTU93NAPD6tq3/2jffrCxB6/Q6MwySuqWsKcx2GkSpkN+AmRKOWIPzM5smsjE1tRDm3pfLdpkYZPXwsnSlEMIIZKuu+6IB/oxRgL2Q+BIYCPwaPzy14AdQC3wuQGOUQwDmVlGEuZtNpKwBn+ITALYXNnpDEuIwa1oOnz5OTjlF+mOZOC0L0fcsgiyKyB37EGHWXJHUaTqqWzwHXQbgAr58GlZCeuNWlsZ7sDO7g/y1xJz5BKNQUm2rIQJIUSyJZKEzQVe0lr/Rmv9IfAWMF1r/aHW+iGMYvMM4KcDH6YY6jzZuQAEWhoBaPb6sKswNqeshAnRrXELjMRluGgrR4xGYNt7xt+vE668cmwqSkNN5x0STWEffmROWG94naMoCO/p/iB/PSG7cbJM9oQJIUTyJZKEuYBP232/BpimlLIAaK13AM8CCwcsOjFsZHqMN/egz0jCAl7jqzlDVsKEGFHauiNWroTWpk73gwFkFJQDEOhsYLPWmCN+fEh3xN6IZI2hWNfS7Ot8VREAXy0+i/F6XCLliEIIkXSJJGF1dGy4sRmjGceUdtftBMoHIC4xzCiH0R0x7G8CIOg1vmKXHi5CjCht5Yib3zK+72Q/GIDKMmaFRRs7GdgcacVEjIB24MmQ7og9seSPw6w01Ts2dn2Qv45mZVQmyEqYEEIkXyJJ2AfAOUqp/Pj3n2I05jip3TEzgW5OtYkRK55sRQPNwP5kTJIwIUYYmwvQsOEVKDoEXPmdHxcf2Gxq6aSMLr6nLGhykGE1JynQ4cNdMhGApt0buj7IX0udziTDapbVRSGESIFEkrDfAUXAZ0qp0+Llh28Dv1BK/VIp9RBwGvDewIcphjyzlVZlR7UaSVhbMiZJmBAjjNVlfN29rMv9YAA4cwkrGxmBTgY2h7wAaItLhgr3QsFoo2Clde/mzg+IRiDQSE3UTUmWQ/5NhRAiBXqdhGmt3wcuAOoBe/zqa4EW4Abgy8B24MYBjlEME61mF6ZQCwCxoKyECTEitW8yMm5h18cphddeTHZ4L6FIrONt8ZUwbXcNeHjDkadgFEGsqIatnR8QaAA0u0Iu6YwohBApklAxvdb6WeBZFT9NprX+RCk1ATgBCALvaa39Ax+mGA4iFjcWn49YTKNaW4xiVrt0RxRiRLHFEyeTFcqP6vbQkKuEYn891c1BRue2S97CxtuMySZJWK+YTFSbSnB4d3R+e3xQ885ghjTlEEKIFEmkHHEfrbVud9mrtX5Oa/2aJGCiO1GbGxd+arytWCNGOZGshAkxwrSVI446HOzu7o/1lFKi6tjTGOh4fbwc0eTo4f5in0ZHGTmtnbf7x28Mz97qd0hTDiGESJGEVsKUUsXA2cAY9pckHkhrra/vZ1xiGFJ2D5mqnk17vbiJf6iSJEyIkaWtHHHcwh4PteaOJn9LAx81eIG8/TfEyxEtDnn96K1gZjmTfMuJRWOYzAecf42vhNXpTFkJE0KIFOl1EqaUWgA8jzEvrLtduxqQJEwcxJThwc1uPtvrxa0CxJQZk1Xe8IUYUfInQ/EhMP3cHg91F1RgVprGvTuBiv03xJMwm1OSsF7LGUtGdYia6p0UlFZ0vM1nrITVaY+shAkhRIokshL2a8AB/BxYirEHTIheszizcKsAG6pbmEiAqNWNSbpwCTGyuAvgqt410bXlGmMng/Ud9zLpkM/YUpohSVhvOYomwDqo27nu4CTMXw9AA5nSmEMIIVIkkSRsOvCw1vrWZAUjhje7KxsPfjbu9TJbBdA2+QAlhOhGVhkA+oCBzZFAC1bA4ZLGPr2VXTYJAF/VRuDUjjf6awmZ3YSxSDmiEEKkSCJJ2F5k9Uv0g82ZhZUAG6uajT1hsh9MCNEdj5GEmQ8Y2NzqN5Iwp1teQ3qrqHwSUa2I1HbSpt5Xi9eShdNmxuNIaKu4EEKIPkqkO+J9wAVKqaJkBSOGN+XwYFKa1oDRmMOckZXukIQQg5kji1ZTBhnB6g5XhwLNBLSNzAwpnesthyODapWPtXnbwTf662hSHhnULIQQKZTIKa/fAFOAdUqpx4BtQGtnB2qt/9j/0MSwE1/5chMgUwUwZZSlOSAhxKCmFH5HEXktNfhaI7jsxltWJOjFj52sDGuaAxxa6myluP27Dr7BX0ttTDojCiFEKiWShM0GPg9kAd/q5jgNSBImDhYfzJyp/GSZgigpRxRC9CDsKqXEW0VlU4AJhcZrRjTopVU78EgSlhCvczSjGt85+AZ/PdWRSdIZUQghUiiRJOwPGINaHgfeB3xJiUgMX21JGAHcSvaECSF6prJGUbp3Desag/uSsFirFx8O2b+UoEjWGHIaXyDka8Tmyjau1Brtq2V3aBYl2bISJoQQqZLIO9gs4Emt9aXJCkYMc23liCqAC78kYUKIHtlyR5NJE9UNzUCBcWXIhx87BbISlhBz3jjYDjU71lE29UjjypAPFW2lXmcyRlbChBAiZRJpzNEI7ExWIGIEiCddObTg0K37VsaEEKIrrsIKTErTtHf/rDAV9uPXdilHTFBmyUQAmnZv2H+l3xjUXE+mlCMKIUQKJZKEPQqcr5SS5QvRN/EkrFjVd/heCCG6YskeBUCobn8SZgr7aTVlYDUn8hYm8sunANC6d/P+K/11ANRracwhhBCplEg54v3AScBKpdTfgc10sS9Ma/3cAMQmhhuHsfJVIkmYEKK3sowkjObd+66yRP2EzSVpCmjoKiwooF5nQkO7WWG+tiTMQ0m2rIQJIUSqJJKEbcDofKiAW+OXD6Ti15v7H5oYdmyyEiaESJCnFACLt3LfVdaon4jFma6IhiyzSVFlLsHp3b+q2LYSFrBmk2mXRidCCJEqibzidpV4CdE7Zgva6mSyrRlCSBImhOiZPZOg2Y0rWIXWGqUU9lgAbZckrC8aHWWMD362/4r4njB7VqEMahZCiBRKJAl7FfhYax1MVjBi+FP2TMarpngSJo05hBA98zuKKQzV0egPk5NhwaZb0VZXusMakoKZFeT7F0EkBBYb+OsIY8GTlZvu0IQQYkRJZFfz08ATyQpEjBB2D3ir45dlJUwI0bOIu5QSVcfuxgBEApjQYJckrE9yxmJG421rzuGrpZFMmREmhBAplkgSlg2sSVYgYoSwZ4KOxS/LSpgQomfm7FGUqDoqm4IQMvpBmezuNEc1NGUUTQCgbsd6AGK+Wmpj0hlRCCFSLZEk7FngPKVUQbKCESNA+9UvWQkTQvSCPX80eaqFvfUNxIJeAMyyEtYn2WWTAPBVbQIg3FIbb08vnRGFECKVEtkT9jawENiilHoP2AYEOjlOa62v739oYlhytK1+KbDJhyghRM+c+RUAtNRsxze6iEzAmiEncfqipKwCv7YTrdsCgPbVUE+xlCMKIUSKJZKE/bnd5VO7OU4DkoSJzrWVINo9IJ24hBC9YMoqAyBcvxu/12EkYU5Jwvoiy2ljkyrE2rQNAFOggXo9kSmyEiaEECmVSBJ2fNKiECNHWwmilCIKIXrLEx/Y3LSLgNeoiLdnyJ7SvlBKUWstozywC6JhbOEm6rWHYknChBAipXqdhGmt305mIGKEkCRMCJGo+MBmm7+SoH88ABkuScL6yuscRX7Tin2Dmv2WLDId1jRHJYQQI0siK2EAKKXGAF8GZgJOoA74FPi31nrrQAYnhqF95YiShAkhesnmNBKF1mqCvhYAMjLlNaSvotljsDeF0NWfoYCYMz/dIQkhxIiTUBKmlLoK+APQ2SmzW5RS12mt/zIgkYnhSVbChBB9EMwoobi1joaGBgBc7uw0RzR0WfLHwXbwbVmKG7BkShImhBCp1usW9Uqpk4B7gFrgGuAwoBCYDFwJ7AXuUUrNT0KcYriQJEwI0QfRTGNgc0NTPQCZnqw0RzR0uUuMNvWRHR8B4MgqTGc4QggxIiWyEnYD0AQco7Xe1u76WmCjUupNYDnwA+CdAYtQDC9SjiiE6ANLzihKd3/Ah81NALhd8hrSV/ll44lqRUb1CgBcOUVpjkgIIUaeRIY1zwOePSAB2ye+H+xZ4MgBiEsMV452LeqFEKKXMvLKyVJ+rIFa/Ngxmc3pDmnIGpWfxR6djz3cCEBOXnGaIxJCiJEnkSTMBnh7OMaL0axDiM5JOaIQog/seaMBGKf2EEAGC/eHw2qm0mwkXk3aSVGOvB4LIUSqJZKErQNOU0p1+u6nlHICnwPWD0RgXVFKTVJKPaOUalBK+ZRS7yulTkng/k6lVFQppbv4c04y4x/xJAkTQvSByjJmhY1Xu2k1SRLWX40O49+zXmdSmi0zwoQQItUSScIeAMYDTymlKtrfoJSahlGKOBb468CF11H8ed8HzgWyMVbdjgZeVkqd2cuHmUFif28xkDxlMOsymHBSuiMRQgwlnjIAClQzYZMkDf3VmlkOQD0eirMkqRVCiFRLpDHHfcDxwAXAFqXUboxGHaUYCZECntZa3zPgUe53J9DWS/cOYBfwS8CD0ZnxFa11pIfHOLTd5csx/g7tLR2AOEVXTGY4O5k/IkKIYSk+sBkgYpGq937LGQd7odnkwW1PeGSoEEKIfur1K6/WWiulLgIuw0heZgLFQAuwCHhIa/3PJMQIgFLKjbECBvC61von8evzgNuAcmAB8GYPDzUz/tUHPKy11kkIVwghxECy2PFZ83CF6yQJGwD2wvGwHlqtuekORQghRqSEyvK04Z9a6xO11vlaa5vWOi/+fdISsLg5QFsNytvtrv9fu8vH9OJx2lbC1gMVSqlTlVIzu7uDEEKI9Gt1Gs0ktNWV5kiGvpxR8VlhGZKECSFEOgylvVGT2l3e3cXlib14nLYkbBqwBXgFWKmUWqGU6s39hRBCpIFuK0m0ykpYf5UVFXJ96CrWlJyX7lCEEGJE6rIcUSn1v65u64HWWp/YmwOVUvnATb04tB4ItPu+pd1lX7vLOT08XznG/jXYv6rWZhbwP6XUTK11fS9iEkIIkULWnNGwE5Tdne5Qhrwij4MlmadwzTg59yiEEOnQ3Z6whQk+lsZozpHIHqts4LpeHLedjl0Xo11c7qnFUwmwExgF/A74NWAH/gKcHr/+e/QuMRRCCJFCmYVjAKgoLkxvIMOA2aR4/4cnoJRKdyhCCDEidZeEdbuq1M4kjM6Js4AQRrfCZGhtd9ncxeX2q2UH0VovBcqVUg6tdbDteqXU14HK+Len00kSppS6ErgSoLy8PLHIhRBC9JvKMtrUO1yeNEcyPEgCJoQQ6dNlEqa1PrB1ewdKKTNwA/BTjNK+xcAVWuu1vX1yrfUmjNWzHimlvtnu2/YbAtrv0G7o5fMGD/i+SilVAxQAZV3c537gfoC5c+dKR0UhhEi1+MBmbLInTAghxNDWp+EgSql5GMObZ2Dsz7pea33vQAbWic3tLpe0u1za7vLG7h5AKVWG0bxjFPAfrXX7/WRtyZy3P0EKIYRIkpwxoEzgknJEIYQQQ1tC3RGVUi6l1O+B94FDgOeAaSlIwACWA22DmE9od/1x7S4v7uExrgTeAv7J/pljKKXms391bUn/whRCCJEUmcVw1Xsw/dyejxVCCCEGsV6vhCmlTgf+jDEUuRL4jtb6mWQFdiCtdYNS6hXgTOBUpdRtGO3pfxw/ZBfG0Oi2eE/BSKzCWusX41c/jbHfywTco5QqwVj5+mnb0wB/SvJfRQghRF8VTU93BEIIIUS/9ZiEKaUKgD8CF8avuh+4QWvdnMzAunA9cDSQS8fmGTHgWq11pN119wMVQBPxtvRa69VKqZuB2wEPRnfE9m6KN+8QQgghhBBCiKTothxRKfVVYC1wEbABWKC1vipNCRha6w3AEcBTQCNGN8QlwJla6//08jF+AVwGfBC/vxejvPI8rfUdyYhbCCGEEEIIIdoorTtv9KeUepP9s8I+Bn5FxzbxXdJaPzcQwQ1Wc+fO1cuWLUt3GEIIIYQQQohBSim1XGs9t7PbuitHPL7d5dnAv3rzXBj7qsw9HSiEEEIIIYQQI1F3SdjPUxaFEEIIIYQQQowQ3Q1rliRMCCGEEEIIIQZYQnPChBBCCCGEEEL0jyRhQgghhBBCCJFCkoQJIYQQQgghRAp12aJedE0pVQNsT3cccflAbbqDEMOS/GyJZJKfL5Es8rMlkkV+tkSiKrTWBZ3dIEnYEKeUWtbV/AEh+kN+tkQyyc+XSBb52RLJIj9bYiBJOaIQQgghhBBCpJAkYUIIIYQQQgiRQpKEDX33pzsAMWzJz5ZIJvn5EskiP1siWeRnSwwY2RMmhBBCCCGEECkkK2FCCCGEEEIIkUKShA1RSim7UurnSqmtSqlWpdQWpdQtSilbumMTQ4NSqlQpda9Savv/b+/uY74q6ziOvz/QDG4taMlSmgiF3jP/kiIJIUZlpZazjZUJGMutNS2UmavWup3NWU4te7AwfEpBS1Y2cytyThpFCetxTh35AHETJqkEiDx/++O6zv07nH63+Fu/+9wc/Ly2e79zPeiuza/nXN9zXeccSXskbZG0XNKpbfrOk/RnSbskPSfpdknHDce4rXkkrZAUktZX6iXpUkmP5/NYv6QbJb1xmIZqDSBppqRfStqa/1ZKml3p49iyjkjqlfQTSf+StFfSJkm3Shpf6ef5l3WFtyM2lKTlwJw2TfdGxCfqHo81i6RJwO+Bt7Rp3gnMjog1ue8lwPfa9HsSeGdEbBuygVrjSfoUcEcuboiIiaW264HL2/xjq4H3RsT+IR+gNYqkBcBtgCpNB4CzIuLXuZ9jy141Sb3AI8CYNs0bSde6Lbmv51/WFV4JayBJH6R1AlgFzM2/AB+XdOawDMya5BpaCdhSYB5pYgPQAywGkPRm4Bu5vh/4NLAklycDX6xjsNZMksYBNwzSdgqwKBcfBeYD9+XydFKsmQ2Q9DbgB6QE7AVgIfAFYBdpPvPN3M+xZZ3qo5WA3U66Jt6fyycAl4HnX9ZdXglrIElLSf/jBzAhIvolTQDWky5OSyNi/jAO0Q5jkkYC20jJ1mMRcWqpbS1QfIhyPHAOraRrbkTcLUnAOlIStjEiJtQ2eGsUSfcA55eqBlbCJF0NfCXXnxERqyX1AM8CbwB+GxEz6xyvHd4kXUdKugA+HBErcn0fMAvYBFwMfAnHlnVA0hNAL7AuInpz3VHA88AxwK8i4izPv6ybvBLWTGfk36cioh8gIv5B2h5WbjdrZzRpdeI24M5K2/rS8RgOjqXfAES6c/NwrjshX4DMDiLpbFICFsCWNl2K2NpN2gZEROwE/pDr3y3pdUM9TmuUD+XfHcCDRWVEfC0i3h8RF0bEDhxb1rnn29SJ1rbX5/Kv51/WNU7CGibfmTkxFzdVmovyiX5A1AYTETsioi8iLoqIa4v6HDPTc3Efafvhybl8ANhc+teUY++koRyvNY+kY0jbxiCtpD7WplsRW89Wns8pYqt8rrPXuLyC35uL64AL8wsRXpa0StL0UnfHlnWq+P7XyZJukXQBcC9wNLAHuMnzL+s2J2HNM4bWnZntlbaX8u8IwG+Ask5dRdqCCLAi31Eem8s7I+JAqe9LpeM31TE4a5SvAxNI278Ge26wiK3BzmPg2LKWsaTkCeDtpOd2JgGjgBnAw5JmlfqCY8tepYj4EfA5YD9wEbAMOBfYSnrhyxo8/7IucxLWPKNKx9W3O5XLo2sYix0hJF1Geo4CUhxdmY9HlerKHGvWlqRppOdyABZGxNZBujq2rBM9peMxwAbgM8DVwF5SgrZE0ggcW9YhSceSnvUaWWkaC3w5r+57/mVd5SSseXaXjqsni3L55RrGYkcASZcC3ypV9UXEH/NxEW+ONTukvA3nFtK15YGIWP4K3R1b1ondlfIFEbEkIr5K6xMaJwGn4diyzt0BvIcUO+eSVrM+m9s+AHwHz7+sy5yENc820oPucPCdQUh7lyE9v+NvN9khSboYuLFUdVNEXFMq/yf/js5vRSwcXTp+cajGZ42zCCjetvmgpPMknQccm+t6ct0UWrE12HkMHFvWspV0bYO06vBIqW1V6Xgyji3rgKTjgbNzcXlE/CIitkfEzcDvcv1c0jc0Pf+yrnES1jARsQv4Zy4eX2kunufZEBF76huVNZGkORz8EebvA5+vdHsq/44ExpXqx5eO/9790VlDnVI6/jbp20z30UrMxuXyQlqxdVwlwS9iay9py5kZ+Zr2TC6OpPV8GKRYKezHsWWdmUjrWa/NlbZivnUU6fMGnn9Z1zgJa6biDmCvpLfCwJ2cybl+9bCMyhpDUi9p+0Vx4VkcEZfE/344sHy3+X2l4xn5tx/YOCSDtCNdEVs9wOkAkl4PTM31ayJi33AMzA5bK0vHHykdv6t0/ASOLetM+RMaA9+Py58xKGJrN+k19p5/Wdc4CWumu/PvCGBZfpXqj2n991w6LKOyJrmO1vaJF4CHiq1jpb8xwM+AXbnftZIWSLoZeEeuW9YmcbPXqIhYEBGq/pG/MUe6S6yIWEDrPAbwQ0nzcl3x1jqfx6xqMa3tYEskLZJ0BXBFrvtrRDyKY8s6EBFPAn/LxWmSlkmaT7r+Tcr1D+QVLs+/rGvk+VMzSbof+Gibpp9HxMfqHo81h6SJwNO0VsEGc1pE/EXS5cD1bdqfAaa8wtvvzACQtBKYRUrCJpbqv0t6LXTVWmC6VyusStJVQF+bpu3A7OKlQo4t64SkqcBDpC2HVZuBafmjzJ5/Wdd4Jay55pAuRE+TPiS4nvSq3vOHcUzWDDM5dAI2ICJuAD4J/Im0JePfwF3ADCdg9n9aSHoO8XHSeWwz6TnFMz1JtnYi4krS+WgtaZX+ReCnwOmlt7qCY8s6EBFrgSnAnaTvG+4jxcytwNQiAcs8/7Ku8EqYmZmZmZlZjbwSZmZmZmZmViMnYWZmZmZmZjVyEmZmZmZmZlYjJ2FmZmZmZmY1chJmZmZmZmZWIydhZmZmZmZmNXISZmZmZmZmViMnYWZmZmZmZjVyEmZmZmZmZlYjJ2FmZmZmZmY1+i9xIBXbcp+IYgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1008x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#pos_sens=aims.gen_dset_props(np.array(np.transpose(seq_MIf)),stdev=False)\n",
    "fig, ax = pl.subplots(2, 1,squeeze=False,figsize=(14,10))\n",
    "for i in np.arange(len(label)):\n",
    "    index = [column for column in seq_MIf.columns if label[i] in column]\n",
    "    subset = np.array(seq_MIf[index])\n",
    "   \n",
    "    pos_sens=aims.gen_dset_props(np.array(np.transpose(subset)),stdev=False)\n",
    "    \n",
    "    for prop in np.arange(2):\n",
    "        if prop == 0:\n",
    "            x = 0; y = 0\n",
    "        elif prop == 1:\n",
    "            x = 1; y = 0\n",
    "#        elif prop == 2:\n",
    "#            x = 1; y = 0\n",
    "#        elif prop == 3:\n",
    "#            x = 1; y = 1\n",
    "        plotThis = pos_sens[prop+2]\n",
    "        # Specifically plot the first 5 properties here... Make sure that I \n",
    "        # have some way soon to actually select these...\n",
    "        ax[x,y].plot(np.arange(len(plotThis)), plotThis)\n",
    "ax[0,0].legend(label)\n",
    "ax[1,0].legend(label)\n",
    "\n",
    "#ax[0,0].set_xticks(xtick_loc)\n",
    "#ax[0,0].set_xticklabels(['CDR1L','CDR2L','CDR3L','CDR1H','CDR2H','CDR3H'])\n",
    "\n",
    "#ax[1,0].set_xticks(xtick_loc)\n",
    "#ax[1,0].set_xticklabels(['CDR1L','CDR2L','CDR3L','CDR1H','CDR2H','CDR3H'])\n",
    "\n",
    "ax[0,0].set_ylabel('Normalized Charge')\n",
    "ax[1,0].set_ylabel('Normalized Hydrophobicity')\n",
    "\n",
    "#pl.savefig('pos_sens_fig.pdf',format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a2242f7b8>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "numVects = 5\n",
    "# Here we also need to get a pre-defined matrix size...\n",
    "import aims_classification as classy\n",
    "pg1 = seq1.values\n",
    "pg2 = seq2.values\n",
    "\n",
    "num1 = np.shape(pg1)[1]\n",
    "num2 = np.shape(pg2)[1]\n",
    "#pg2 = seq2.values\n",
    "x,y,MatrixSize = aims.gen_tcr_matrix(pg1,pre_mono=pg2,binary=True,return_Size=True,giveSize = mat_size)\n",
    "acc_all,weights,cols,indices,mda_all,did_drop = classy.do_linear_split(pg1, pg2, giveSize = MatrixSize, matSize = numVects)\n",
    "# Seaborn plots look nicer for these LDA figures\n",
    "import seaborn as sns\n",
    "fig = pl.figure(figsize = (12, 12))\n",
    "dset = [\"Linear Discriminant Analysis\" for x in range(num1+num2)]\n",
    "reacts = [\"Group 1\" for x in range(num1)] + [\"Group 2\" for x in range(num2)]\n",
    "\n",
    "d1 = {'Dataset': dset, 'Linear Discriminant 1': mda_all.reshape(len(mda_all)),\n",
    "    'Reactivity' : reacts}\n",
    "df1 = pandas.DataFrame(data=d1)\n",
    "sns.set(style=\"white\", color_codes=True,font_scale=1.5)\n",
    "sns.swarmplot(x=\"Dataset\", y=\"Linear Discriminant 1\", data=df1, hue = 'Reactivity', palette = \"Dark2\")\n",
    "\n",
    "#pl.savefig('lda_fig.pdf',format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kid7-58\n",
      "0.4222\n"
     ]
    }
   ],
   "source": [
    "indices_topProps = np.argsort(abs(weights))\n",
    "compile_Props = np.vstack((cols[indices],weights))\n",
    "final_pc1 = compile_Props[:,indices_topProps[0][-10:]]\n",
    "print(final_pc1[0,0])\n",
    "print(round(final_pc1[1,0]**2,4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(95, 21)\n",
      "(95, 21)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Shannon Entropy (Bits)')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# There's no reason to not add the information theory stuff, even if it isn't in the app yet\n",
    "fig, ax = pl.subplots(1, 1,squeeze=False,figsize=(14,10))\n",
    "len(seq_MIf)\n",
    "frequencies = np.zeros((2,95,21))\n",
    "for i in np.arange(len(label)):\n",
    "    index = [column for column in seq_MIf.columns if label[i] in column]\n",
    "    subset = np.array(seq_MIf[index])\n",
    "    entropy,AA_count=aims.calculate_shannon(np.transpose(subset))\n",
    "    frequencies[i] = AA_count\n",
    "    print(np.shape(AA_count))\n",
    "    pl.plot(entropy)\n",
    "    \n",
    "pl.legend(label)\n",
    "pl.xlabel('Position')\n",
    "pl.ylabel('Shannon Entropy (Bits)')\n",
    "#pl.savefig('entropy_fig.pdf',format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1a1e344ba8>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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XUp9vvZVDfRaKqULz45CtOun03MXjEreVIcY3zqtXhOm4/PzH46Vl6pk+pqHm2h+sQ4sWzQE0BnAAMTdGGk4+OQtjxnTExImJTFsfUGOeGyGEEEIIIYSwdOxYhlq1GlZ5+7S0eujYkd/aq45eboQQQgghhBBHhczMcgC1E/hFLTRqFG+R9Vi/FkIIIYQQQoijQK1agPfZxCPt//+mehzfnpsSo7mldWzYY5OT9lMXH/w4iB+6zK/rcsege108vPHrLt5n/ACr4fW53Rt78fy7Iwf4Ms9FlflV21tdXNY2eKu9M+tBv3Ey/tdufm2afj/0hbwLEyPpW8nbUxefu3hRJ79G0Oh+T0XS4Z/4NYA2ob2LW2Gbi3cZo8HmNFpTJCHPTYhi2lc66YKtvyGd9MisV72F4gdMmpZawC18k55D9SH/jvWR9EfleUD02kvW+5RHeaynX05xkdUYJ+PXYB00dz38LzRW60z3rxv5c/ie2abD1Ygkxc26+Xn998w0Omn2NrE+mdfQsc2MT4+vM2vG2TPgoAFhHa21Fbb+JF6ngK97za8nIEwlo3Vs2GNTN+0eF3/+cRDnvviky+tCa3/944cXuLgb/h1Jv41v+CJx3e1MMevwYzD+Dj8mjMBfI+n+k2nNlJj1ODa1pnrj8EdbTndxielvVzf0JzQH33LxUhoDDhhP33C85vJCZA5ZA+8dmL8lMOUsjBqn3kDVYc8i+Q5D5AWyvqFM8qewh6qI4uJgXKs1xV/X8uyj6LsLmfQEymMPLtdB67NhNRKPtVy/n7bjBZ9fMl7ROPfMnnAWVX72ctGzxGk9Vla5FBtWdnVxdtfNkfQp+MjlLVvv/em1xvj7P7jlvEh6aZmvz81re1P1QfLCbt8djMX1Mg65vOIOLXyhF/kQtdOBOnW/SB8uo0yOa5n/n4Tq+ML05UYIIYQQQgiREujlRgghhBBCCJES6OVGCCGEEEIIkRIc354bGJ8NldSuYwN4jw0ATDLS+e9WzHN58xr7tWpOpjVGmiOYI345TfTNvpEoD0MC/HzLIy6+99Sbg4DXk0kG8mC0pPP9s1n4ZhYucXmsZW7Qz89P/sSh8ZH0lfWmurypJJRlP8/mZ8x6CVgaVeyqwz4C8mjwXO1Wz7uE8m73Ya2+pFfODKYy7Hqx//HKW5IQnEd5Ts7wodHvdr75Xy6rI9a7uA1pcB/ZasS+2f44Z3zdzyG/diSttTDBliOZe8RaZV4/gNcmMlpg1mqTlrvxIL+oxXn1FkfSzc/a7fK47p9NvobPL6sbSW+khRlC/ba4+EN0dPEh1ENlNKcGvbar1/W3x6ZImr1qf80mwTmv4THF3NNFF1ImewJ2U8zrK4nEMfWEvAB2HRvAe2wAP071rHjP5b2N813ckwxx1kdSxrMQ5bBXoPqzDj326m0ufvzbP4ykz2292OW9W+2jAOV5fprYV67wi3/Y9nUe3nF5Tch0ch58uQYZQ8cueJ/l0IVvuXhOPz/mLXzJeimT6QNDFJOvkn0mpZWkjxRzH2n8gWe2XOOy8qPKEUbV4XpE52DXCOrv6+C5bd928ZaOvhyFS9oFAZ1f5qCdLi7eSP4OnGzSXPcTWYsoHnzhzZjPzxm5PmzR4z+V7vVqPO/i3VRHa3f1vvBYhDqGXXyAfDNnIqgPg2v7Z2MeD5fTunjvNQ9Okvc7b4h/rj5c6sf48joA6lcAaWnAXjas8jNcBYAKlJeXHyGvaujLjRBCCCGEEOKoUFySDlQkMplFOfbtq/7kF3q5EUIIIYQQQhwV1n+SgfLS4ipvX1FxCOvX76328Y5zWVpAnf5+KriS+c1czNM9WynaK2mbXd6bN3jp1aqHfX5HfBhJ75x1isvbGfJx1DS8CTD11MtcfOd7Zg7b8UgC+oy3a4MLX1442ueHgs+4B9v6T437SE7EUp1r6/0pkp61aaTLK2vvq9eyTTRdaYkNfBkTgz87r/JhPk2xaT//c1u7wYflo2hFXTN95cooLUAi04LGY60PlwQyrfzn/scXKd/H8DN/A3b28hl0lCYkQ5vC5bDXMplphPcluH1ekFzS32fRNMp7J/u5oN+49zvmt37bxqO8pqt+PS+zLDNd4s73fFuvE/J90OFFJK0LmXQ8WSlP121/y1NO87TRLEtbYaVlVG+iZGhHcRrYExZTt0ladHi8ryM83bOVou1Ke8blvfz0ZBf3G+un8F9ddnYkvWdCa8SEp0tPYCrogd/2kphl+4O+qHgoy4P+WfUdMyQ3nXjFXS5e+1zQV5072kvJGlH/srzMa4TuXBeMrY07+AbUpp+X8ebPo/7UlSuM6sPjFD1+8bT1bmwiqdVMkofl0W+Nki7/GTofvFRJ+aoDjQkzTTlJAv1uf1o2g6cK3lV5XvEoqmfcJ2JH5WVKimZx8s1zy1y/XAm3sZ0j6VmycxDfOchLnFFKMtN1MWSl/BTP04LTWDTbPsLx8w//thPFto7yGMaq/Md9+KftjXDOU9vRsmU6vpj62S5xYNMVAD7Hjh07MXnyWlR3Ku//mpcbIYQQQgghxH8XH31UF/fd1xQ/+EEhWrfehzS3fFtFkKoAPv64CM8+uw4ffbQ/aj9VRS83QgghhBBCiKPGu+9m4t13MwHQ4r84QPFqJIs8N0IIIYQQQoiU4Dj/chNMLXw4i6Y4zfVa5jsG3etiO90ze2wmPuK+h+GukRUuLsxuEwSzqUjLKV4xFdXlB7uf9X8wlhuytkQfNyY0PSNIC0q6yhZtP4mkX97qp9jGrtja3s2Xmilt8/11bdCe38YJd04s2GQBcixOppg8NuyLsrp49i/wdI6hGHEel2MIxYlMG/oZxSRoLTFTI/P01eTPygzRtJlZRq/MmtrOFPO12mjvQzJ+DT6/eFPVBn4C8KyRJRTT9N3IDPadMcJr8RvV83F9+hejDZtM3aHesVVzPw18o0v8FNz5HwTa9s4D/XTd22mq6317M11csi7QdrcY66cM3dmBfH7jfIgMs+8SntqZPTh8H0TymGs8k67v5OEu7EL/Immne2aPzcRxvj/99Ujvn2rU2AjmB8HDbWJ59X0Wi/ee5+KSYuPLnEQb96/2YaL6Im6b3xw9K5JeT9Owf7S9jYvL13mvZEa3wO+yN+wNSGM7/sHFhwbXdfGGkV2D4N5k2g+Py6GYofNs9KX+kYdL9k7EmkYa7M/iPiIW3G/TOdly0liTOZTGpWzy0Uw3abaz8tDKzLTeYC5jTXpFeQmDzypJAwjRtjzVt/GzDGg932WV0eCzsMBfgBZfD8aIJvjU5W34oKuLzznLG5isj/ogTedcSlPKn0LLSiwPBQ9I5UXkR34acbDH4lePBhTHus5VQ19uhBBCCCGEECmBXm6EEEIIIYQQKYFeboQQQgghhBApwXHuuWkeJHNaVr4ZgOGN/Vz8JyPQnvM6NuyxmdjHa5ufqQjWuSkYQn6VSST4zxlFJZkUs5yWbzd/1cVLXwx8FVtvpAnGE/LcEJkUk/ZzMII1gdDW5+1u29zFb2R8x8Wj2wdCy93ts1zemVjj4s7t/UnkjzLz70+JN598LEKxs2OdP3tu2HPC87xbixXXhQerv+BUtOfEX3fnwaIytjvrAxezBvf9whiemyw6hyZscLEH5nUaEpl/ns+PNbUcG7iXYr05Fblr22DtkN10HVvB+2Z6kS+qVfvAf3Ylprm8GRjh4sX7vRch56xgzYOO8H6cHtSAX8IVvsy9AyPVdvaQxfOF2XUMShpRJrcr1p/X5JoQJyq2HZBZcroP//HDC1zc09QLXseGPTa3NfF1+XfFZm0P7uPYs7D8DPpD1X0WrRp/4uIDjQOfReGUdlXeT1wujZ1dG2WRdG9qt21aem/AikzfSWY2DLwTTRuHXd4F+IeLuc/YUGo9DPQ8gI9jlJjhjoz6U27nQ016PuXx/c6i2FTDnLF+DbmCcYmUmeF+nPw79h5SGYuLqG/iocbWWb4WPA7ncblCJs3jVDLwPWPflGlXmeQbofOvNcZPa1w7PajPg7DA5a3BmS6+5OsvurgePo+kD8F7xM47a7GL52Gwiy+IvngRuO6zV/TMlsEz3YGW/nw3jzjL74zrpPWQlbDvawdqGn25EUIIIYQQQqQEerkRQgghhBBCpAR6uRFCCCGEEEKkBMe558boG3ke/6E+tHN3A0BzBHrljvjQ5bl1bOA9NgDww7TTI+lfF3ndc8l80rCz/p+WJ4nFU7RgRfP1Rv++our7iYZ0oeSxOa3fShfbtRZ+i/91edPg172xvgLAr9tw++4HXF7v5nHWeXFL2SRTFdk3QF6QJqQTth4FPixfd9au2/tdyKLhj1B9WMtLBbNr21CZNn/gta61sry215WZz7ekno9Z6+yu7dHsLtgbYgrNems6/+yu3lN3tqmTa+C9Bmv2ey1zqGHYxTuM3+Vv+JbL43U3Bjb0QvhP0CqS5v6I1+Xo0tivd3LAzPOfbrwFAJBzJWnmS0n376waIZ9XAys9i3gYv1iWr1+83kw3/NvF9r6vLjvb5bl1bEAeGwA3ZwZ19fWKt13e+1P7+gOn09pfpf+HqvIt/M3FU/ZfEwShKu8mPn74wHmjvXfgye0/iaRHtJwRc1eDG85zcV3jUQgh7PK2mXYLRHsUvN8lGY8a+Sh5nOK17exyPOyzy6aYPThmvNh3iH14vShOZJ0bHqdo/RHjq6jzoM9rkOn7z73FdBL2eYCHVvaKRg1F1kfEvqBkiLcvsw4Oe276+5DXhend8a1IeiYZztrQs4T12HB+Ga1Ns4Ua5XB4P7r16OwmYwx7bIro4XHr1vaRdLu2/rkZ2d7LDngvu/c683WteS+ovtwIIYQQQgghUgK93AghhBBCCCFSguNclvb1IEmfbC+5zE+Ntxr+s/ty8x1356xT/I9n+5Cne7ZStINn+k/JZ378novXPn4O7QxVZgBNQelmi11U9f1EQ5/0Cvzn7w2/7+rzzXEvD/lPmHVu8J+WD+f6KXtvvv3JIKBZse8c96D/A09naacGTGhKTSbOZ/XpIfqDnYaQpo1cQtIBlmnZ+7KOD5QXuxwx4WmVwz5cYmQmdFl5ysXyHP/5O+Y04hPo03HUttv5D9WEZWcsb2DeD5I8je14XwcLH/TT0U7tY2KWjdLM1y83Ge3/UBok14apbXemfbFUwsodeVvuaTdSbMvJ94D6KxRTXGRlayQTibruHPP2InGMnIzkQT8f+EsXv41vuNhKSvZMoOlRWYpN+7ZStO+kne/yPqrY6uKdU2gM5DoUg5cwsvLM2OqwxKCpoHk63PL8oF+bk+klo3UzvGxn0ewL/c5sWx3kO4FzW3v5W8HHXrZu+4Tk+kN+OKD+ZQll27EnTHkkNXd9D22/917WsCXzcMH9ReVT+B5+xPfTe/vSdP9h+oEdT/laTKA4Sj5t78s+zkwCPl/uyMNBspCWK2GJ+xAfvjttQCTd9kr/MLFsq19mABtJxtXJ1OHS2jG3rdXZy9Sbtwyeb3cuoH4h5KVl2e23uDijSXBtN3/c3uVhKj1LlPoQhXZf71MmX+dElpk4MvpyI4QQQgghhEgJ9HIjhBBCCCGESAn0ciOEEEIIIYRICY5zz43RqPY51eXM2+una+ze2AscW2FbJL0zRLpC1rRP8hpcO90ze2xewXdd3PnSTX5feagyKxfSnLa2GKXJaOF5Gj3Sa7IfwOr/SRZ8eCbpZMnf4XSz8aS9rMHk6R6rDZUxSsxL06A6+DrTvvLo2lntdl6cYiUET41I3h+rt2fpNuvnwxQ7OS9pxsOkE6apz+GmhkxGy8waWp6elLXsdnvqpgroHu2iqZHt9WFteohizg+bNNd1rs/ce1rdO2vGyesTdQ/t/Y3y5xygP/C1su09HCMPqAkts2CMX7BTD5dz/6y7/aZcp3Ji3A+aRpqnQLfTPbPHhqf0zx3ykv9xAl6ZnXfS+Gn78Zlrqr6jeJAn861cWu/BtL/iqS18Hk+jzO3L7numH3jezRzgt+V75B4tkmk/5O/EOxTTABm2Hqw8n7fxMh+vi+EFyqc+PsrwlwzknZxu0jze0+zkUZ5V23+W+unvcS/38Vzv7MGOZh/HJxWu/LjTqcx8H0yfv7WI1jvg9sne0QxTh+OM/+WZ3oO7s+w19rcAACAASURBVL+JuSqke99M4S7vZ3XjFE8//jTvi2J3w7kt1PyriL7cCCGEEEIIIVICvdwIIYQQQgghUgK93AghhBBCCCFSguPcc2M0/qShLXnQr9fw7kjSzeaZdDfa7YqpPs6hBVqMvpHXsYny2LBmPxF4vZLZVkfKetxkeMqHg66jfKtvZQ0tiT3ZOzDF+gF47nJeyySWXjUZHXA4Tv7fKbbekThNgNcysd6YQhZ616QnhTTUxXkmTWUuZF8FX0v2txiKQvSHWGsGJbPGA997Xh+B74PV5MbxkJVQvQvbekfa3hW8eEgsT0q8tZf4nExbWEeeqajz42vJvrFY28Yrh4XPTxxV+FbQ2i1Rfkdbl9mzuJx8MrzeU3rgJeR1bKI8Nsn4Gx+huNj2p3HWGEuE5Q/5uNtNPi6x4/ZFPi+D2huPU1gaJDfGaxPc3vbEyEsG9lnytbTjMvVj6+j+RvUv9hzZsFGTfULYhyWPmoDW8cnj33L/as+B1+pb6uOoczha63XxcTiOVTfofubzGmPGg7OE+3/2pNAaWG69sjDlcRnpuPP3VJ4XdVzGlpPPl+5nlG/cjsucV/PjlL7cCCGEEEIIIVICvdwIIYQQQgghUgK93AghhBBCCCFSgrSKioqKY10IACgoKMDAgQOxefMwlJbyBNpCCCG+CtLTi9Gu3etYsGABcnJYr39io3FKCCGOPfHGKX25EUIIIYQQQqQEerkRQgghhBBCpAR6uRFCCCGEEEKkBHq5EUIIIYQQQqQEerkRQgghhBBCpAR6uRFCCCGEEEKkBHq5EUIIIYQQQqQEerkRQgghhBBCpAR6uRFCCCGEEEKkBHq5EUIIIYQQQqQE6ce6ADHJmBSkZ1Be58Mu/FXbW1388y2PRNJTT73M5f1g97Mu/nbzV138FMZF0gPwD5e3cmEfX44HqVyzJ6GqTMRdLp5Z8W5wnBvpOI9Ufb9AMx9m/szHKypceFn7aZH0K3uucnnLm3X2P0U3F3//0AuR9Lh6T7u851f8yMVXdfuji6c+d20Q5P7VlxGrUXXO8WHWcB+Pos1LTbqI8vr68JtjZ7n4zaWXRNL9es91eQvTTqGdvRxV0sqhe4bv+PDBnKBMN/syXQpff4vQ1MV3770zki4p8Mf53Vk/dvHN8570xx2yxQT+fIHtqDohiutTTPcQpwXJ8ZR1i2/7P2rry3w+3o6ke2Opy9uE9i4+Hespv0MkvQ+NXN4h1HXxmVjj4oNoEEk3x26Xd9qWAhffcuo9Lu6GFZF0bVdBgQdxi4vf/7inizEiI0hv9FnYtZT+sJbiMESyDAuSoR4+a4wPx9/xGxc/9uptkfTAb7/u8hbvPc/FrRp/4uJv4W+R9EsY6fJ23kl90SM+RPEkVBUep+4pLI6kywsb+o27VX2/UYzxvx36p1dcXIQmkfTf93/T5b3a8BIXL0NvF38N2yrN4zGvZ7O3Xfz+BWZQyJtKheYGFwvu487wYd/TfJxp0vykRuMUOlNsitXr+oUua1laC9o4kXGqDsWdfDgqeNZq9/wHLqs7/u1i7iP/+OvrgyDHZaHdlX5fm5ee5TfoY/u5VVTGj1F9eFyme5R9kSmDz2r76joXN8cuF59p+uIHcLvLm0wdB1+rBjgQSZ9M4/B78OMDj1Pb0TKSbhlnDF+DM11c3xz3I7RxeXm4wMX5z/2P39lMm/bPoMDrFPPz32Ekir7cCCGEEEIIIVICvdwIIYQQQgghUgK93AghhBBCCCFSguPbc1PyaJAeQ76RB732s6xtbRffe+rNkfSd75ExhsKlL3oNbvP1B4NgOZeJ4tlrUF2sxwYAZqedG0m3mc6axEQ46MPiI2/1JfXN9lmNvTegNspcvPPnXsv9ozF/iaTbtffXIq0FlWNlho+dRpVEtgl5bug4u7w+FY8397G3NHjm+/DNqV7LjcIguTBnCP2YfUOJsIfid3x47xVBmfJ9md7MpjLSZXZ1mCTiN3cjj81MEMtM+jPOTADWPTeimM7XXo/HffvEOt/2/5h5vY9vN3E+7ZbbM9/C2SadS3m8rzyKs006i/JYE0+X3fUr2ZTHVqdCijfaNsvtZgPF+yBqGtNphCkr13sDRlAf8fi3fxhJL9vv63lJcQMXH2jsfWpT9l9TeZG4jyv+e+XbxsF6bADgzuzADHLXimTGKYK8dSFscfHnqBdJT274Q5f3JLx3cOPuDi4uKw2eD3q39D60p5uNdnFHfOji9582BpdO5LlIyHPD/Sd5Qwpo3+EDJvB1Icoryp5k49dZlt2PMpMZp9j7QP2J6cc2X+Pr/uZJp/ttw+TfWXTk/QDA5gzy2DzO5bLXcgdnJgE3JDr/QvPMM9P7U7Ze6P1IW2/wP30/P6hX828b6PJ2bG/p4vK55G2z40mWL1NO27CLG9E9sv6ztxYMdXnN+vtxes+S1qiUbGr7U9N8zM/KzmdDD1r8DFcNjw2jLzdCCCGEEEKIlEAvN0IIIYQQQoiU4PiWpdlPVYV/8lmjrnThnVmkNbOz7vFUsv6LNbbeSNMZrjDpRT4LpfxpmeU0VYene7ZStE1XfM3ltR85NoE983SNVOZOJ7lw6nQzJTPLdvjz93SKC4JPkZvH0KfjeF/snQKOZVnJQAcu5elvY3xqLQxRTJ9azVSIyCGpQI1CUzQWmc/fS/znb5qdO3ar3kVxmGL+lJyUFM3Cn5n5cz9/lrZTcFIZFvn6y7OROokGSzLzKGb5mJ29czblcdvg62zbCksD+bqyxM3eF+qfXH90ROz14IvB06Im/7lfMLYu03gwxk8N3X+yn5b33NaLI+nioTRF7yQfFk5p5/8QMmmWJc1kuTT3gVWHp3u2UrSK633/mIaJ1T4O+vvw8el+eQfbvjKG+PGiJI+m7GUpp5kd998jfIfZpvFHLn55npepeQkUt6dEYLkUTYcf5u3t+ELjQYmXLWEQ/dSuysAy1qi+NhnoHOx1z6VNC+m5pIDyY8nnedwK8Qb2evD5JfNswf0ly6v7V/5THh94/DD9fOGmU2MXI0SxfcQp8Ne1IJ/kjXRd1+4yU5LT9NV75tKzURMfurGomJ6N+FmR26DrJ3mQi9o4afTlRgghhBBCCJES6OVGCCGEEEIIkRLo5UYIIYQQQgiREqRVVFTU4FyO1aegoAADBw7E5s3DUFqaGf8HQgghapz09GK0a/c6FixYgJwcnqL9xEbjlBBCHHvijVP6ciOEEEIIIYRICar0clNWVoapU6di2LBh6NatGwYOHIi7774bn30WzGK0bt06XHXVVejSpQvOPfdc3HvvvTh06NBRK7gQQgjxJRqnhBBCAFWcCvpXv/oVpk6dCgA46aST8PHHH2PatGlYvnw5/vrXv+Kzzz7D6NGjUVRUhAYNGmDv3r14/vnnsXfvXvz2t789qicghBBCaJwSQggBVOHLTVFREaZP/2Jxk3vuuQf/+te/8MILLyAtLQ3r16/HwoUL8cILL6CoqAidOnXCkiVL8Je//AUA8Nprr6GggCczF0IIIWoOjVNCCCG+JO7LzWeffYYLL7wQPXr0wPDhwwEA55xzDpo2bQoA+OSTT/DOO18sXDZkyBDUq1cPPXv2RCgUAgAsXrz4iPsVQgghagKNU0IIIb4kriztlFNOwSOPPOL+tmnTJuzZsyeSv2XLFgBAdnZ2ZJtWrVohHA4jHA7XYHGFEEIIj8YpIYQQX5LwbGn79u3DLbfcAgDIycnBeeedh/379wMAMjIyItvVq1cPAFBcXFwT5RRCCCGqhMYpIYQ4cUno5Wbv3r245pprsGbNGtSuXRv33nsv6tSpg+NkqRwhhBAnOBqnhBDixKbKLzd79uzB1VdfjdWrV6NWrVr41a9+hXPPPRcAkJn5xWJmdkrNkpISlyeEEEIcTTROCSGEqNLLzYEDBzBmzBisW7cO6enpePDBB3HppZdG8tu0aQMA2L59e+Rv27ZtA4CIYVMIIYQ4WmicEkIIAVRxnZt77rkHH3zwAQDggQcewMUXX+zye/fujdWrV+Nvf/sbrr76aqxbtw5bt24FgMi/mtU89RPY9mCCv7X5/FuOk6FZjH3XobzPUHVCMfYLxD7/7THyAOAkim25eL+lFPP52mPxb/fEKUesMnG1jnXPWlIcppjLbM+J95vIcRPF1odGCR7Hlvkw5fF1T6beHSu4zPY+cB3kexSvzsb6LV93LoeFrzsTq8/hMsXb14nJ8TlOCSGE+KqJ+3ITDocxc+ZMAECtWrXw29/+1i149uMf/xhXXXUVXn75Zaxfvx59+vTB4cNfDL5Dhw6N/GuZEEIIcTTQOCWEEOJL4srS8vLyUF5eDgAoLy/H9u3b3X/79+9HdnY2nn/+efTu3RsVFRU46aST8P3vfx/33XffUT8BIYQQJzYap4QQQnxJ3C83ubm5yM3NjbujTp06RVZ8FkIIIb4qNE4JIYT4kip5bo4dVsPO3oezfditr48LTHrXBvrtaT7kiXKa2P2wvp119U9RHM+zYo/7Mx+7pRbY6/BQ1fdLmv1LKpq4eNYz33Nxs9yPI+k9M1r7XY2hXWdT3MGkeamIDIpDMeIJBZQ5GVWHPShnUMz+HVuX2HPTj+JEfDPvU7wxgd8y7AW5yKSp2Wac6eOS3fRbW5fYv0H3G2spfsekE/FBxYPPj2N7X7ibCsWOOzUP0lyt+PS5jhaZ6YLT02L/NopYUw3ztWvuQ9tEiw7QtlyP+HrYfS+jPK6/8uscXcj/N+gmF9aaut/F5XkNg2AC7aozxZdS/ECMvPkUL+fxIwEv3ZhJPh5v0v1p2yLaNgE2VfzBxTfRmJeOskj6U/gx7a07h/qdTaGd9zfp2ymP2zX3GXaM67SKMv8PVYe9odzncV9s8/l+XUYxt2tzEjmnUtavadtkvKF0Tn1MfV9CZe5P2/J1X2LzqC/Nob6Y75GrK0fTJxrrnoUoj55JqYpiuUmPorxFFPM4ZYcEOgzWUVxI8TiTXkJ5neL8dpdJ87PgTIr5ubrwDRPwDeQ6mPyzRsKLeAohhBBCCCHE8YheboQQQgghhBApgV5uhBBCCCGEECnBce65MfrGvtf5rFwf9vvhXBe3NN6XlxeO9hsX0WG8fBen9VsZSW/4fVefyTroQVQuTEKVWRFDo98pjj41Jl4Xyh6bD8d4/erkH06KpLtd8W+Xd88Vv3Tx2k3d/aF2Bfvq3PtfLiu8P+Ti4uUt/G+tjnRCMl4A9mORjyaLRKk5Jp1PP82imLWwVidL9QYz99EfEvHcsB6bvD/9uwTpDj4LfSguID/HXIotfH5Te/h4idXCrqaNE/CXRRHLYwMA55g0adGzG/g4RD+1noAo3a8PW4z9j4t3/u6UIOC2zp6yKN23aVdhysqhe8BVw97TJnR+c7v4mHXSBdajw9plPlAy90wcGVOXQ95jk/N37/f8aMvpLn7likCIP/GKu2iv7L3ynDd6cSS9Bt5391YuCfy7+XKhZFLMfVuG/ukVF4ewJZJ+fPqtfuMhVd5tFOyx6Zb2fRdPNFbCtN/53y667xwX591zgYuXI+jXnoYfsw+hrot3dPV90QyMiKR/E+XJTIS2sbMzhvu4JMa2t1CcTl7gQuOzYY9RJ/b2JDJOcb9N52T723v9mNbiDuprV57iYmezLSKPTU86LHtSZvAzgCUZDw6fLw++5p6F6B5082GzGR+7+EBxsO/hjV93edvQysWNsK/S/N5Y6vL+uP56FzcO+UHvxnoPR9LT4NvY56jn4ro45OJP9gfHLV5Hz3PjfRjl+3vA+IaL36PMjymW50YIIYQQQgghAOjlRgghhBBCCJEi6OVGCCGEEEIIkRIc554bU7xFtHZHT69hvwsTXfxna8oJeT9Hi7afuHgw5rn4bZwfBMvhiZKn8ho6Veey9tNcXN/o5adOv9ZvPALVxq5jA3iPDQDUTwviphVeU3w+3nbxye13uHhs+6cj6YPwXoGTG3p9/+f9vJ7zNQyLpJ+LWlAnEcjPkE3rGPHc7dY7wXPPs+dmEMV2nndeW2JmLN1vPFgXzBXNeGFyfE7nH3qv0wG6D5tzjc7/EdIF8/mxB2lJOEYZE4HXh2JizXNP95PvGXljhl4ZeATePnS+yysrre3ib+NVF/9lzFWRdKvGvp/4nLT5jPVIWG0yADRv6Puvre/5StmuxweR9La9X3N5JbuoXoXpwAXWkMda5XjrdGndmxolPNWFBX/wprYS8rgdMhr3tc9538g3R89ycW2zzgsAPLn9J5F0eX5DlxflSSiZiupSROZCp8tn/2oSpNP5TaQh/y7Tzf9vif932RXwXtB9tPbZR2hjtvVmiCHbFrr4YCvff/rzZw9GIrBxlnyW7PGz15af1Lif5t/a7mUKl4P9nYnA/TTFdmyiulFW5vvevl3/7uJFgy4Mggfg4XGKrS/uviSzbk882FcbDpIFNE5Rmfcs8l6nWp2CNa9qN/Z1fztOdvGiDy50cUZO0M83aewvdE5H/0zK/YZtG+zlOZV8tYfIgxMuCbxcF/Xwazy9senb8JBvynlW+TrWvBdUX26EEEIIIYQQKYFeboQQQgghhBApwXEuSzOf8bqR9IimdL0Vv3HxLFwSSR9s6z8zv7zVT3/Hsxn+Fv8bSV8e8lP0RU//Wv3P1K/sucrFWY3NzlkOlxD+E9+eGf5zKE/3bKVoS9L8J/qHSrws7fZ697t4+KHg+jxR78cu75o9L7r44WZ+Cs733PyOyU/9F6GQ5FPj6DO8rTssq+ApJ0kCZtVzmd12uqziqCmpE4GlAr18aCRwfa/3n/NDpFPqQJK2h7NvjKT3Zma7vIs60qflrO9QOXrbXMpL5PM/6wj4fDnffOLnaU9putl2Az9w8SAzB+UF9f7h8urX89PrXoA8F4cahyPp3SR3bA6vkzkTa1z8gplW85qGU1zeAeon8nr4qWrbm3u2u7HXRm66rb2L14a8fAkPmmu5/HKfh3co5ik310Iki723pDsj+dDqhl4/dJ65P+eOfsvlrUdHF/OUryNazoik52R+y+UVT6VpWnERxY+hqvx9/zddPLnhDyPpjCG+3441e3E8PiX5G0/3bKVov80od3mTnn7GxS+OvcTFFyDoB84rW+zyQIq9fbd6SZufZjuZPj4O/Gxhn85YLk2rG0SNW+b54ZL7/Tg864HY8trY8PMO9eN9KkkDeLb2D1y8Gme7eFGGkV5N8r89d7BvG+8+N4DKETJpfpZIRvLE49QZPsw04xTJ1Gvdu9/F32/5gouzjMb9Nvza5c0nTdvZZ61y8XtRNzyA+43mTksPnGqeF74PX6al9NzBU0Nf3fwvkfQqun8H2vvn7IW5/X3B8szaH/MpL6pdJfOs8QX6ciOEEEIIIYRICfRyI4QQQgghhEgJ9HIjhBBCCCGESAmOc89NyyDJEkOK6+JzF89BoEHmaSGxy0+Hurut19ZPM9r5Ojd4/8bhmaTBnE6mjAREx8ubef21m7KvBqfY5FmW77nily620z2zx4a1zXMqLnbxLfUejKQfw89c3qBmC1zMOtL8Bf9joveiy11l4mhq+Z5YafcSyiMt82lnrXTxhqVdI+niXV4jntxUydwUadrQcJBctNRPC1m392wXs+dmb9j4bPwsqNgI7+eI9pTZc0pmGlS+RzwFMbVR67nhtkD3sw0+crFt76w3Xo0uLr4CL7l4k7keX8M2l5dF+9pE185OwV0Phyot05HKzLGlDH4K1bXryHOT6Y/kYa1yMnVUHBkzJrA3goYHOy4BQBNTuXla1o+2t3Fxm5aV15G6GX78i7KwZZBnNYFx6tWG3r/yJAJvZUlezXlQ3rrTz/G+6D5fz+10z+yxmTTO76vp2JY+Ntd5Yu27XN4vbv2VixfjPF+OJ2x/+1p0wasM9/HeCxvlo7Gbz6c8vr9hio29Idqfwb67RODprKl/WRck+4713tB5GOxi7j9dP0bj0JpDZyI2dnypyamgeZwiP48tc7HPKl/ip2f/8JLTXWzPf7ld6gHRfs8JuM/FPY2piqdqZ28oY8epV8koVEzj1Nk0NfQ2BEscdMAml/cheX2wIsPH7F92hGNlVgt9uRFCCCGEEEKkBHq5EUIIIYQQQqQEerkRQgghhBBCpATHuefG6P3CJEj18ncs6uR9CA36BetZbGSBap4P38jwa3vknLUhkj6cSx4b1lQnMbH/CjJA7Pz5KUEwvfr7jZqb3S9tgrWburv45PY7Imlex4Y9NleleZ/QzIofRdIFK09zeQe6eo+G1WsCIC9FMuvcsO6bzp89G/YUyIPC0s8NW0nra2Sk2W29Br4Qp1ZexIQhra+pwnU6eN9EFmlsd5FeF5m2knodbD3yqvEaMphiNdbs50iGONptmPVo8vz8+byUyNK9fm7+rMZB58C+GV5b4Xlc7eJDZl7/t/ENl9cR613s17/wvprlpHNvReXYjpMr/e0Oylu115eZbiGwyAast+Z2xdddJE8MHxOtx7bUrRsFnIdgzZXlZb7OlK/zmv0Vmb6zGtxwXiS9aLYf/6K8c0mMU8uozBt3m85obvX3G8UUH+bd49eCsm2E17Fhj82naX908eSK5yPpj+C9TMzbON//wV1L9mAkAvVj7H0p6oJK4ecOvu6DKDZj3r5D7GfkOBnoehjPzaJNvlBLm/h61LG570/dM523kWJvJ3qI8bZSKkdNPtZyf0n7tu2bPDcMr+PU0/iM2a/Cz6zso91u/OjsySyluAhNXbzJjK3s8+Mysk/ajp+8vl7YrTWEqGd0X2e3IDbJj1P6ciOEEEIIIYRICfRyI4QQQgghhEgJ9HIjhBBCCCGESAmOc8+N0R2GKesGH47u95SLnzg0PpK+tt6fXN7mS71WfnT7p13cxXh9br79SX8gLseUA6gu3z/0got/NOYvQVCQ5jeemsieSQPOc+Lv8vsea85/+KHXXZ5dxwbwHhvAa5vHV/h56/v+4X0Xjxg7w8Urs/qYyGumEyPO+ishio0umDXx6E9xKTURo79u1NXrVQuxA9WHPSfkGzLHPVzkNdOtmns/Ry8sdfHM1t8OdpPlfVFRc+LncbmsnymZ7qIOxaz79npsNDH6dD8VP0gWjN6Nl7m4h9Ey8/oxPDe/XeMJ8H4lXteG19KyfgkAaGC0zKeTP6eMrh37dc7HPyvdtn5jXzcWDiFjlF0DYz77vtgn9T7EUWTXKh/P9z6KA+S7GGRu3p3rfF+b0c37pTIb+nvp6iP7CnldFOoTEoF9a2WlRtPPS6gkQ38f8tof1itzAf7h8prSBbAeGwDonHZVJN2jwj881Cvza1LVr019cY09JbEfLuTDdZRtbcbsmaKfRq3X1ilIHiqpS5lRhpUE4H6bFi8xzxrZ7b2v4hTqi9kb4sbiW3xW267+4mzN6+Q3cBeE+7xk/Lz8bEFrE1krEPt3Qz7kOmp9mN2wwuXxuMxrL3XDvyPpU+mh9FFab5DHKXtc9uu0of7JjmkA8DmCutSextKodYv4Ftm4kJ8H6HknqtEl7nXTlxshhBBCCCFESqCXGyGEEEIIIURKcJzL0tYGyY0hn3WDl9eEf+LlGFfWC3RcszaN9L/N97Ks3e39PIu3734gCGjaWZ5WORmZx7h6Xg7Xrv2aSHrzmLP8xgnJ0uhTKk1R2Ln3v1x80HyKfKLej13eY/SJk6d7tlK05mm3uby/V/jpu3ka1M79gnLkw097mhj8iZPmQV1Cn87tJ3yeQpOlASUkDzTXckNW19jHTQiWpb3jw6IrTNqX6TUMd/EW+h5esN7cM1/lsDBnsP9D1AyMVs6SzFTQLA3grmetD4tCQTqPJIskwVk41Mu0tl3ytUi6FT5xeTzN8j6SWUzBNZE0T3VppQBA9FTRdl+8394kC+KpopeWBW1jTyFN5Z1Hcz/7YgH5NmCZLG9M08+KGsC2Xbq+/b0sbThec7GVQTbu4DWye8N+sGnaOOxiVz8HkW5pJtWZjdy/VB2eCrp3y6Au/3uE1+KUjKn2YYDbffg0rnOxXTrhvDIvtZlY+y4X83TPVop2KO0Rl3cSSbpu7P2wi6cOvTYI7qWxxC5XEReWOFF/ylMJ58XI4yn7+1PM45iDJUDJQHIhMwQW3tfOZXW/w0uvuI90011T+cu6koQtCju+JDNddzxIel54RpCeSs8K/X24sbP3B6wqDqZV7tbYXxtesoCXDrDLavA00u1JdshLcJxt6ux6nO7yDpIsjWW0lvkY6OK168/xG/DjkLunPH0+SzY1FbQQQgghhBBCANDLjRBCCCGEECJF0MuNEEIIIYQQIiU4zj03oSCZ4b0e6ONDnoZuqjHLlLX3p9mgvdeln4k1Lu7dPNAU3znOT8+JRVzGONMQx+D5FX5a5bQWRhedzGyNrFdkyf7+kItPbrg9kr5mz4sub1CzBS4+0NWfr53umT0276T5izWt1PsOrqw9LZLO5/l9E4KmZ0wnXfQk2jxs0nk+K+f+DS7uTxvkGSHtbfi1y/tp5mS/M9ZJx4R10HROZhrFAT1mu6xx+IOLeerHNh2DKTjnvHixy3sa41z8zfF+amRMDpmAfTOJTLHZlmI+X68xxhCj9aUm2OushS6+Ai+5+Kd7g2nh6/hNo/oN/MaHE8b+LgjKaFveF8+6bKTNFV7mjDQvqcaSAd6v1efllZWW8f+uvMjFD+NGFy8qvDAIZpJGuoDngWetc1IdjQDgxwDyEZCnj31cQxe+FUm36eenyh3b0bdrnv7YaunPbe3b/LuZA2KUNzFe2XOVi59uNjqSbtPYl/nlZA5Ew9Yh+CmMh2wzDZA8qL+49Vcxd22ne2aPzSRqb5P+7P1/2bmbI2leOSAx4kyH35eybdMlD0rOHX6cOlDm27317T3b+Acu7/u4M045Y8FeCHr+yQ2SAy7x49SfcC1iMfyyWZE0+0RuoUFg4jjvsdp7g12yIBzzOMlBj8xNjM+GlifpdbEfMO7Hz1084KN3g8A3bLhkWAAAIABJREFUdYwa8Ff/B3qGc9afepTHMY1FeMukO70Ze1tfzVDYr3Ekze1zckdvuJvT8Vsufn+uqeCT/VIIUV4mTQUthBBCCCGEEF+glxshhBBCCCFESqCXGyGEEEIIIURKcJx7bgIvCEpW+axdfv2AVtjm4luNmH7ZJr8eBdO5/fLKM+dTHDX9dvXn476q2x/9H1aysLK6NPNhyIfFy1u4+PN+gUjz4WZ+bYH5JBpnLeyIsTMiaV7Hhj02D6V73eQvK+6OpGfjDV9IXuclJqTH5Fo9hWI7/3omZd3ovV0vTfBrrByeHXhFftr/KZeHYl5jJBHYC0HrZRj58lt9h7qsTT28r4LnuV+DQN9a+Du/9sAPbn7WHydqfYREfDWx2Eox1VG+33NNXdro/TnLcvv5eISPV3UM/Dvh4d4Y0wbeI9D9Qb92jV0fYxf8+ldNOn3q4i60xsU/zbo3IWxxeeEBvhxhapSh74UjafYPvruU/BOP+xBzTXoXmwLDFPN9EMlj15DZ7rOof7FtEQDm9At06fnz/sflHRrsNe274dc/modgjaqCj/26LlR1o8uVAD2beR9eR3wYSb88bzRtPanax+F1MXZ09X3vwVaBr2Tfrd6vshjnufhtnO/i+rWDe8Tr2LDHZtI1LsS3c2dG0k/hJio0j1uxiLPOzS7KtteD/JsFT5AHuT/91qwFdl0WLW5Woz47Wj8puFR4a6Mfp+64+V4Xr0B3F69cacxP5It6eKz3Ge59hBccXFZ5mZIijqe6yKzPMte3z2WZfly6/ie/d3HHzusj6Us7z3R53WlNtacx1sXfQNAm/03XsQx+TaDmVLFGjAqe2fJwgcvbRX1Mz1bvudj2X9zGuG/LX+D7M39P4/VHyd9DfbkRQgghhBBCpAR6uRFCCCGEEEKkBHq5EUIIIYQQQqQEx7nnxur9wz4r/wwXsj5+8zNnBUEJ7ZYsNvmjSBtoJan59NsoW0yY/1Blpj5H877b+fZJf5wYpGcMUTadw2sYFkm/h54uL0o3WeTDlVlBoTv3+5fLs+vYAN5jAwBZafbi8roniUDGqBLvx8Ij3gvk/S10XFpr4PCllG+L3IfXLUhEfx0P8rrYU6TldLbO7eTjUh+7+j/dZxXw+lG3xCrHPs5MAtbUksfITrC/ke7ndLruZDN57l7jG2PPXMiHU7k9W3kyL73EPgbet80PUx5LxElfv8jmc688g2KWzO8yuu+oe8TrB4iax/ouqd36pR8wf4v3MC58aUgQTPDbbhjp10LaUOpjV//Y+knrKiXjnXv/At8pvv+0idn/lQy0JNMMjHBxkWmQrO9f9MSFLo4aP02bmjrUj7t2HRvAe2wA4Mlrb46knzJjZeKwz4D8HOQzAazfwfuPMIHWcuM11Uy/tjeDOx/uuBKBvaHed4ip5j7Q/Xxurvfz8rMEllcE6Yw0l7V1Mo1pUbahsEnX5DjF7YbHLXP+ef6ZFGF/z/Lz/LNUfmEQ/7XvKJcXrz0/3unWIAjRtlyP6NLdFnosCPg68kJOXA4b83G5z8mjuMTWHVpApxrr2MRDX26EEEIIIYQQKYFeboQQQgghhBApQVpFRUVF/M2OPgUFBRg4cCA2bx6G0tLMI2zBEqC2FLP0yH5O5E9g9Ek3alpaqwthuQyzjOJEPq+dTbEtF38OXYqqw+fzHYq5jLGOy9/3Od9+emU9DV87+mxrJWEdSP61cRKqDkvazqGYz8GWmetVmOLWFNvz5+vIEiD+hJ8IPAWlLTPXmzDFfE62zHyP4kx16e4hf5KvySk3GXsOXEau340oDpk0l5F/y9/dD8fI4/vJ9c4eK96953LY8+Uyr6WY76HdPvmpu9PTi9Gu3etYsGABcnK4rzyxiT9OMXyfeZyyhCnmOkQS0lhTUEf1TfHGsViQvsiVg5ZoSOo4PE5xXbb9AF9XbiOxxuF4dZrvkXl+6ED3IKFxiuFzYDmVPV8+H+7jGX4+sqyOkZcosfpT7re5HvH9tXUn3jjFcU1Ob50I9vzjlZHrnZUTxxpLgOhrZY/L2/K143EsFGO//FvOt30S33smlqQv3tgan3jjlL7cCCGEEEIIIVICvdwIIYQQQgghUgK93AghhBBCCCFSguN8KmgLa05ZY5mI5vJY6TMZ1r7WlBaWtY6Tj7jVV887lWcldUtYr5kXZ/tEDhZOqCQ1B+tow5WkU5XDlaSB+PrcmtSUC5EM3BcnM118Mn6WZEhmrE2E/ztK+2Xi9Q8x7lGNnno8f1ws31A8v+NX1QfGOgfup9kXlgok4nGsycoTTuK37E+rLseqP6oa+nIjhBBCCCGESAn0ciOEEEIIIYRICfRyI4QQQgghhEgJ9HIjhBBCCCGESAn0ciOEEEIIIYRICfRyI4QQQgghhEgJ9HIjhBBCCCGESAn0ciOEEEIIIYRICfRyI4QQQgghhEgJ9HIjhBBCCCGESAnSj3UBqk79OHGI4oMmvYfyTk7gt2sp7ySKwzF+G49zEvgtlyMWXMZGFDejuHmMfW2P81t7H+pQXmuKD1M836T3Ud5nMcpE3DLJxw8u9fGQ3j4Om3QT2teSKfQHukfdugTpFXQ+fej8l1C5kmKiSYcpj687tw2bT9cmqs7xdd8Yt2RHh1j1is+P25Ht1ri+7kigDNw9cj/SMsZvP6a4LcVb4xzLEqaYr4eth3x+3OZEzcP3w8L1j+9HyKS5fnE95zpi++0CyuN9MfHyLdy+bB/B9S2BfjsKHre4zZTG+C1fmwYU7zbpWP3jkfLtGJhEfzh0ko9n/9XHnS/zcf6BIN2fziePfsvnm35RkC5d4/M6nOnjjVSupLjOpPm5g69diOI8k+a6wPWb79HqeAWrJlwOfqZJpL7Tc4hrg/xMynB7teM2l4HrfgeK7X04QHmhOMe1+dzm5lLM9z9Wf8X3M/nnDn25EUIIIYQQQqQEerkRQgghhBBCpAR6uRFCCCGEEEKkBP9FnhuG9e6sZ7T5qyivC2ITS6cejvPbBMga7uNdVhfMmsNEPDd8W8+gmK5d9mlBujCehpQ1qBbSUabnxC5Wib0P7P3Ii1MOA3lsMovbubg4k7a35YiScX/dh1mn+XiFDdhjs6XyMiZMLE0xaVlDdJ1ZzurOkdsJ3xS+D5Nj5NUkrHu3MWuGue2zDtpcD/ZUZZ3qY25mtq6UIDZZFBfb/VAfw/WslHTv9jbsqqCN2dfAN9j2DXw/5bk5+thrzB4bvh+sQ7ftnLcNUcz6d3tc9sW8QzG3r0Q8Nzx+2PGU+6lkPDe8LybW2MN9AHveQibN/k6+J5xvy8X3N4HryB6bDuyxYT+kaed5fA+4jNQ3O58NlXHj3ysvY9LkmTTfk2T8yjTGOQ/V0YTrM8e2XcXyIwPRdSXmg0icfdnxJUx5XEa+7rav4LGEx1buN6z/LJ4Pnuso+0wtNT9O6cuNEEIIIYQQIiVI+OVm9+7d6NWrFzp27IilS4N/aViyZAkuu+wynH322fjGN76Bxx57DOXl5TVaWCGEECIeGqeEEOLEJWFZ2n333Ye9e/e6v23cuBHXXnstPv/8c2RmZmLHjh14/PHHUVZWhhtuuKHGCiuEEELEQ+OUEEKcuCT0cvPPf/4Tf/vb36L+PnnyZHz++efo168fnnrqKbz++uu47bbbMGXKFIwdOxb168fT0laG/d13KI+Knk5awZ4mnU/69260K/ZkNDE6w+khymS/DutXE5hvfRTFj5t5wEsT8dgwrF0lrWdWXx93MulxpM9k30ERxSGTXkK62Em07RSKH7H+j6moNrSODXtsJiLNxXdNMZ4G9k1MJ49NT8q39o8w5c0mP8dsJAC3EfKZPBjUu9E3P+WyVuNsF1+JF1y80ezrqWtu8vvt5EMspznyZ9h2xWseJeLBYe0udz2x1hOI5acDMISyR5r0IKrA8zN8zJ6c5SbN/UKIYv5tvklzveF9cd2w9bDI11cU0PkuoXiFLRj3G2wqYi9C6nlyju04FUvfDiBE44etQ/GWASmk2HYRS7hMrOFPYjzpS31igYnDvPGk6h+HPRoZ5EntbMtAP6UhDUV0ndeZdLHPivrtLordtb0P1SZqHRvvsal4sI+L05aYcYrfvW8gz15nyg+ZNPePkyiey/6sRAj58IErgvQg2pTraH+KZ5p7xo8DPFz0oXiyHV/ClJmIv4yJt/aSHS/ZY0Q+qaE0Btp6yPcon2K2ndrfFsTxd/I4ZfuRDjSW5NG2ndjrZAhTvKRH5dsC8M8PiyiPnyW+wnVuDh48iLvuugt169aNylu06IuCDh06FLVr18awYcOQkZGBgwcP4v3330+6kEIIIUQ8NE4JIYSo8svNo48+ioKCAowdO9b9ff/+/di5cycAIDs7GwBQu3ZttGz5xRthOByuoaIKIYQQlaNxSgghRJVebtauXYu//OUvCIVC+NGPfuTyiouD72MZGYHko169elH5QgghxNFA45QQQgigCp6b8vJyTJgwAaWlpZg0adIRP/d/NcSZU5u9E00qSVcldppb1lEyPJd3AkStfZHIcROB5l9nGaUd11nXzdeGtb1Wy8ya2jDFrJN287Hz/OoJaC75OFSrnccGwMRRgafhrnxaU4T11iwNtdeHfRTx1kWJCWt7SeceCpLPPXGdz6N79H5f8qjMNVrfmGvgIPr83X1hXWwy697EmyPfHpfm7c+musL12Z5DPnls+Pz5fO095bbA95urqC0Ht4VsitnrFEblLKd4xRG3+v/E80XxdU4Nz82xHaeslp6vL+nuuU7Z9sfvV6y7H0qxrVO83zCPHxtQbbjehw+YgDx6SUHXLpbfk59c4j3JWF9NHuWxnyFqnHrPpJNoP/kH6A/+QM5jA2DiDDNOZdI4xXWD+yLrSeG6Mbcm2zz1zfNNmvtl7re4T7T9HN976saj/awHK0knC69dw+O0XReP2gJ7u7l923weh2NdG8DXWW6fXH9DFNvtefzjPobbxgyT5vPjNshlLjXjdilXDvZFsTc08Xsa98vN888/j/z8fAwfPhznnntuVH7Dhg0j6UOHDkXSJSVf1M7MTL7yQgghRM2hcUoIIcSXxP1yM3/+F6/ir732Gl577TWXd/XVV6NXr15o1qwZ9uzZg+3bv/hXw7Kyskg6FArVcJGFEEKIAI1TQgghviTuy03Tpk0jpssv+XJAaNq0KZo2bYrevXvjjTfewKxZszB48GDMmzcPhw4dQv369dG9e/ckimc/9/NnqkY+TG/uYysL4c+B/JmWY3dV+HMZfYZNfKmgAJ5WucZgiRfFseQOXCaW1/CnSHvteOrHPIqj/nHUfuLlqYITgKVz/ImXJItWilZxq592N20Off4f6cOoaUMtCU39zLCcyMtIavVtH0mXz23oN2VJZh5dy3AlaSD683+UJMP+IZkpNVkKwXJOvml29io/1TUK6Vt5Pk2dPMKkWVbIn/v567jdnusrtw1u+nkmzZ/z402pXhgjL0oqyPIWO83vDsrj6879V2pwbMcpe425jazyYSZNl+qqPd2rvtSO5/vQTTce5jLlUZxE240a4qz8hvutZIhTN205uM/ja8P5tv3x88A6iqPsV7ZeJSHp6k+ypTySLNJ0z1aKVvELGqdIah0lcx1j0lF9PNWrpMYt6rdzg2SdIf5+Ht5Fki7u52zfy3Uu7odVe1/4WaImZWosSwybND2DriBJG7dnW8/4fHk45DppD8uSPSZKVhrjOPwszNi6xM8KYYqjZPq2znI74guQ/D2L+2T+6KOPRv2tY8eOAIDf//736N27Nz744APMnz8f//znP9GrVy8cPPhFwUaPHo0GDWpSkyuEEEJ4NE4JIYT4kipPBR2Ls846C8888wzOPvtsHD58GC1atMB1112Hn/3sZzWxeyGEECIpNE4JIcSJQbU0VevXr4/6W+/evTFjxowjbC2EEEJ8tWicEkKIE5MkDCPHGtIvspb+dpMmLavTKgPRPhI7ZeES0lFGTQWYBOzfsLrhwlASOw5T3M+HrEe2MV8bLiPvur9Jk3Y5537vGym4kaY3tvtexDtOgCVT6A9f9+F0Oq7xMLDHZiK8tvmuXNI2TzZpvjaLogwrCcBaXi+GLR9kfDbj/ZadB//LxRv3tndxyQSj/b2UDsOeE9auh7lc1YV10DxVLXno3BS6Z/os1peT16tOT6P1pvrcsrn3CBR83MZvYLZvnOVF4Y3qeZ8Q/7ZOxueVHucQ6rn44H5/XTMbBvtOR5k/zjSqv1NIQjXfVkQWUfMUwHwfUmMq6GOLvZeks88gjw23P3u7ZtK94bbJ2nk75rHvcONlPl73Em3AHtYYcD9nm0UJ+Tl5+teEoDLfQtnWK8plYo/bXIpDJj3EZ+XcQePUE9TeJpgbUZSEnyPvr/QH8h3eQP2cOV/22ESNU6NonJpk0tPpsKNeQ/Xh8aCXD/OC5OG5/lnpjOffd/GnVGkLS9oFwRQ6DD+jRS3R0OXIhahx2CtqjptNz4YjfBhVZ+1zVwfqh2dTPaPzrzM0GOMOT6Hj8rMwe3LGGDNMAWWy54afFUOoHJ5Gmv3ac02dLeR2lIyf98jUiCxNCCGEEEIIIY41erkRQgghhBBCpAR6uRFCCCGEEEKkBMe558bql2mti56kOyd9bq2++yPp8lG0LkiIDsMa/j4mzRpEXkMkibVqvjl2lovfnHqJOS6t3ZEQpPtmXfAoyraeBdJ5n3bWShdv2Eq64FJThUp8mfuT9vWlCV6fffhSqxVlD0YYVeccH2aRZpp9RFavS+vYsMdm4hDSNk83+X1pIvcbklirJwrSMludON2jYXjdxSsae4HuG6O+EwQ893yItL6shZ1tvS+s00/Er8GeGiaBqXg7U0z3t3Z6YGS4orH3GrTBRy5e3dr3K/tMOTviQ5fXiPXWVGVfNYaKC6ju7+Y1EKhLsqxHRxcXsIaae20rmy6htTOi1iFhj0DNa51PPKxxhq4ve2F4vLBjTR7l8doWrH+3HhxeC2kd3/ckhnpub3Y+Bl7bLCnPDfUn6dQX2XJwnx6mmMtl9f/9fdaBMup7KD963Zvqwn0c1RW+zhtNmp5R2GMz8RYapyYE+c06+X57Dz9L4X1UHfb0UZ9o+yIaW8/GahcXsecmy3hu+P6SzzR6rSJb37mMycBrL/GzlfHZFlLfu5ye4egeZgwJ+t70dO+zPDTSezQPF3pfTYPMYK2zvUN8Hj+zhXef6uJ6GYci6R+3/rXL+83SiS6u04HWKso243g6XWd+/mGPoHuWjvfswN6uxNe90ZcbIYQQQgghREqglxshhBBCCCFESqCXGyGEEEIIIURKcJx7bljvaAhT/IAPyzONqD3f50V5bqZSbD0NPJ96lMem+j6LN5de4v/gNIkHUH3iaE5ZF2312mN81oalXf0feM50u7QL6WDzSLx8eDbNx+7uSxLa/25dfLyC8nkNBHudee75yT50HhsAE0cGOtq71tHaAhPo4tzLBY0Fa0pp0aAORjdLOv7737vbxWf0IA21vb+8/kP/eB4yq9dORsvM6wNwu+G2bo9F+twS+i37iAxv4xsu7uCE7NE+mmX7e0fSHzb03hdeq6YBtdFtu1tF0vOa+2274d8u/gStXLxqb6CDLyulbpnXC+DllNz5r6VMrld8H0TNQlrxwt0+LibvlW3mtP5KVHPjfszWi3C8ciWuWY+wkWKrpX+6+ruNhip2ofcKOM8Cj2E8LnE/Zn9LXeueQron/Fu77+K2lLkaVSb9Ih+XrvFxiLa3fiwal906NvAeGwCYfm8wTo3sQOMUe275+Scm7JWg+m7HGqo3LxeP9n+I8s2Y9GzKY/8Gj2OOGM+NCcNeYPY0mvPPJo8Ne+SoPZcsCvw7dfr4Mjdq4vvpPfn+2WlvpqmzYb/fDevomY36jcOZQX34TYH32PAaOYfpuK7ddaNxmOsVP//Ye1jM4z9fV+505LkRQgghhBBCnKDo5UYIIYQQQgiREhznsjT7SZCmUeQpNumTWNeLg2/2K933XURPuTmJdC2F5js0fcKO+m0hawVYFlI5/Xr7b6sLc4wuIYfOl48bkzif8PjaBTPYIrPbTpdVvMtvnN3WT6XbqGvw+XRDlv8cehv8NIM/7f+UP24f82lybiLTChMr+Lf0yTNM2fyJ28IyNZru2UrRJnai6Tdz6PN/QvBnWt80G+cGWrqz63kpxG2kyZyJb7t48MXzIunFF5/n8raRPKqAp9F+2l5bnp4xkXvGn/e56+F8IzVkuQ597s7s4OtsbsM/R9KL4c+3G2kWQ9ji99UwqM+racrUM6ltH6Tr8WnzoK2kw0/t2Yg0GDso/+rGz0fSS9Hb5a0ff7qLSzrTdKT2ehT293kFf0dswnHyRWLQeJDpJU+1pux38ZktA2lS/jP/439LMpacsRtcvO9QMC3r3ntJT5Lvp92Pmj8+SvZROb2uX+jiZdn9goCXSrihyruNJodkaLdT/pQgecn9L7qs92juYHttAOBQSd1KD/ts4x+4+Losr7Xbm2GubTLTQrMMjaXY3M/Za8vS2+k+5OmerRRtYi6NU/g8ZjFjw+OUlxJmPB2c098bX+jyWAK8A76O/gFjI+l/39Pd5Z2Pf7r4uRHX+WL0sY2FpFRJydRYLk/LIXTqH6Qv9Vn8LHHdxQ+52I4v91Nlfx5Xu7hjv/UubmK0k/9oe4HLOxO+nvE4ZundfqmL/w2/jES9jr6u7OsXtKsDNP7Neud7fueP08HsODW3N2XyOMXPGonfQ325EUIIIYQQQqQEerkRQgghhBBCpAR6uRFCCCGEEEKkBGkVFRXJGAVqjIKCAgwcOBCbNw9DaemXpgir72QNHscsWLW/5ekaedsdFFt9X94RSmvhqVUT0QZeTnEsv04CU05GXRv2M5CvAs0qSR8JzrfXjjwYmaTzLubpreebNGvAE7iOfSb5eIn3UWAoablLKkkDwCKeZ5c0xhOMTngKbbnCl/lwltfYJgYdt8MdQZovVTeK2VMUNukCbu483+xSiq3ePglfVFxYy32ySXOdYz9BiGJT79hfVkTnn07Td7rLEed8M2JNSc31l3XgNEUwaDpaB2v1ub+y/oL5lBdvyu1o0tOL0a7d61iwYAFyctircWJz5HGK763lZIq5vYVMejvlcb9Nen/0ipEXbypVPlYsYo1TvN+qe3miiTdu2evMbZPbTyOKbbn4fvE94nMKV7KfBOkwiYpEPoMh3qPifKhDqR3Pfo12Tr6KUWbMm0rX6nHa13gqV0LQvtLNOMXTcxdTn5dO98x5kridhCnme/iOSdfkOMXH4ToZqz/lvrcXxfYcQ5THdZDrc7iS/RwJHi/tcxg/v7IXltuk9YLz89yyOOWw1zLOc1YVvKDxxil9uRFCCCGEEEKkBHq5EUIIIYQQQqQEerkRQgghhBBCpATHuedGCCHEV4k8N5WjcUoIIY498twIIYQQQgghTgj0ciOEEEIIIYRICfRyI4QQQgghhEgJ9HIjhBBCCCGESAn0ciOEEEIIIYT4f+2de3xV1Zn3fxggIQSDXFOuB0VBuSqMQaEalYoXRBGq1hv2VQcvrZbWd9p5x6lpax3HsaNTmalt7bwoVltfW/GCoEUNihgQEOUuAQ4aJOHmiQQIJCHvH8jZz/M75JycnEAyh9/38/HjerL22Xvttddea2/273metEAvN0IIIYQQQoi0QC83QgghhBBCiLRALzdCCCGEEEKItEAvN0IIIYQQQoi0QC83QgghhBBCiLSgdXM3oOGEyC5PsH2bOHVfJdi2nSlXJ9iW6/claJelE9m7kvhtKpxI9ldx6hINkX31lBMd51jSjmzbLh5HvC1jzzHRWEiGUBLHTdSPyYxnvmb8WztGedtE9+Cxgttsxyxfz0TnW93AukTt4OOkMtXWJNkO8T+HeOtUorXHju2jObc25TyXDPHuXa7je4TpEKcu0W+ba92KR6LzT2Uei0coiW2TXR+6mzI/C/F8ys9O8dbtcJLtaCz8vMPwGpDMeI43F/BvE63xdns+TqJ1K969wvcYb2uvWTjOfpoGfbkRQgghhBBCpAV6uRFCCCGEEEKkBXq5EUIIIYQQQqQFLdznxuoKh1BdiGzWHZ5uymuorpTszmTbbgkn2JZ1pbx9PK4m+/04+03FH4f75nyyS0z5bKpLpP20OtP3qa4n2VvItufEuuZkfJcYPt/+ZJ9qyuupjs+X+2OtKfPts5jsFLTNl9zi7YgpF/P45b7rRbY9R9YqJ7i+w88IystfoW2Pps+Nvfd5HI0mO56WOdH45f7YHadNfA/G0xjzcXhMsg7etpnPh++bePfKNqqTf07z0j1BvR0X8bTxQOx9YMcBX3f+bThBO+IxkGx7j/BxeK1NBvZZ6Eu27R/elvuOx32vOHWJ/PJWmDLfm03pJxsi217fROsSz1v2nHi92Ex2CnPE+Fu8bZs5dw5tzM9wtE7ZZbqEf8tjn65RQX5QLvoLjh12Huf1gNdhvmb2eYnniUTPP/F8YRP5ydj6RHNOvPWErwnDc4F9duZnh1Se946MvtwIIYQQQggh0gK93AghhBBCCCHSAr3cCCGEEEIIIdKCFu5zY3WFZ/mqvFbeHk4/HWvKxfm+ropsdskotuUxvi6Htq0soj+E0WAeJU3mg9cG5chq2viFhu83Rs9/qTcLhlL9iKB4FVWFyea+snLeyLW+jqXar5E9zxozEhw4Hg+QvcKbj9L5hoLiCWNOcVUHx7b3215Cu+7fL1rMvaXMVVUM/pbftqQwpqX1Q5rTiDdXFQfjfUhZpasb3j3s7O7OLwiY81vj2+V/Givz5mtUgiYiXj4PINb3xep5r/BVtyW49+1t1YXqlpA9kmx7vixVH0x2Vpx9c5uYKrIjR9zq6zaN8HYx1RdZbT7rnJeRzT4C8slpWkiz3v9Ob4doc7uezKJrMYbuGZ6bV8Zpxp/Irvo1/SEJX5EbJ9G+THkubVtZ2PBcWDUZAAAgAElEQVT9MqN+6G1ea+19PYrq1iaw7brF9/UtZM8i+1kzr9f8OxoPjQUUefNhWj/t+nhL/J/GzEU7TNWT/lpXdaG5tqYQjYbcOeo+Cebmq+qec3VvVGQ7e2Lufzt7HU6Llpe9Qc8svA7x2HDrFvtFpwL7woTItusUPWfw/Xob2ZEJQXkM3fvz6N7nJ3V7D/IzGY/9jnHsMqrj54M81A+PuXlk59C69bA12D+JfXDY1yd5/159uRFCCCGEEEKkBXq5EUIIIYQQQqQFLVyW1q3+KpabFHhz8I8+jJZXPv13vpJlHSwhsZ+8H6U6/qRd2fguvPhHLzv7zZVXBkbxGX5j/tQYF/7kR23kz5jmc/+Ye//mqhYs8lKrNv19GNrqiDlWxMuFLhzhNU5vjxnvj/uUKT/JYSLDaDi8rT//KT/6jbOf/s9AHnBwLsnQvke74miO5pPukEwvf1tQEu8bbiIovC+Fe7ZStH/O89/kM+t+4Owz8ZGze0/9PFr+3cv3urrzr/S6kvl5pMMb84kxOCRxMvB9Ei90O+BuaBo2LCXrOvUzZ1+Ad6LlEnjZYevRtXRUL/9cPDqQrO6Fl1G0xX5n76P6mnEZwXHgj9OBQrW2xQFnZ2NvtPw5eru60rdOdXaM3NOGxS0iyW2M/IjDSEuWljpWQkJymjBtej/ZBab/80iKwlJFkuK0eTS4ltWPU2hkjv7Ksu4YDUn9nDxzlbM3fndQYNxCG09v8G5jKaax+SCdk+0PkqWNmUrr1oaxzs47ZVO0XPbLk13dhVfSOlVCE45dL9fyvMX3Uzx4XaZQumOp2qw9bS6hdXcu9c119Fsj4/pbrl/Dv5m11G/LUqS4kDyIwj1bKdrwVte7ujPr/sHZw7Hc/3bpG4FBUqqcW7Y7u7KMHgBvsWkYOL1DKvD1pmfSLkaKxrJleq5sM6r+Z6cf9PUPmu/e+k1n76ax0x8bomVepzpc5NeaWmQ4O2I6N4PWqQNo6+xykuVtXhQsPjmD6Zq07ursGMmqXbfWkrtHjM4yXkqGhqEvN0IIIYQQQoi0QC83QgghhBBCiLRALzdCCCGEEEKItKCF+9wYvXhrCv/KoQBJ3zgA66LllSvJ54b8Kk4eRJriVUZTzL49rE8toxC+SXAVXnL2m3nG54b9gJLyuaE2ZZH/DumVB98a+CeFSCTeNt/rkbtgp7N7dP4iWn4FE1zdHfitszeM8M4+m+daEaY/bnKQVj3kHWVWgPx5rJ6Xru/gcR86+wq86ux/WfrzaPnHPrYhFgynUNBeUpwkXp9rwz2zj83+Vo87+5Iiv6fy8wPd7PIr/cCagFecHRntxc4fu7CaqfhnsHaZQz+TI5iVvZMb0KlTP3b2mazdNvdVdwopuZPChH4DXzh7Ml6MllfD3zfZdF+FsMnZRbggWj6FYpcOwKfODseEFA1gf5xZF/mYoiXUVx+vNDc0z09LuJ/5OjR+/hKHsX1K9wj7N9Lce07f96LlDwoudHU540nTHvG6++ycwE+rYgz5YCSStCcB+/BtLAxC9qKM5t5UfG4K/Dl0/SfvS1dbG/gO/HfG/3J1b2Ccsxd19L5nfRD4HZ75T36++D1ud/Y//ehBZz8914RwXssXNJkQtRzPmK4Z+wKbZlbv8NuePtOHeB9C6Q9eqJwSLbO/Hyr9Gp4afm214Z7Zx6au1SPOHl7nfTT6jggecr7Y2cPV/a69v0bX13C8buuzyeHvU4Hnyzi+beQzlXufj7P8/Uwfjv3MzsEF/ibec3WPVPiJ/Le5tzp7pMk7ECEHpd5mrAPAfmQ6e6lJ/XEVxT3fRj5F7JMzLz84yXLa9q3LfQesHuvXz4rvGZ9kDkEd6Ut/+ASpoi83QgghhBBCiLRALzdCCCGEEEKItEAvN0IIIYQQQoi0oIX73Bg4bj/73FD+Gac7JP1xTshrmTviS2ef0GVPtHywF+VBCXPDWEfbcCI4yf8hy5Sb8spUkca21Psd2Djp/el82N5BPgtnY1G0vIn8CM7FQmezH8LmGutzQ9rtpCBdLI2FG/Ccs5eNMXrsIn/ckgqfF2V5rvdROX1EoOedhYn+QDwmk4LP3/sNdTdOV6yBZx+bwgKyZ78QLb942WRXZ68fALzE5+T8Tlh/nAp8vuT7scCUQ75q/Yahzu5xylZn55tz4lw07HPTg3xu3sN50XIX7HB1rGU+zfj1Ad4nh3MLsH/Oq7jC2d2MbxD7Qc3ETc7+eAPlsrHy7Bg/L87D0ZTXUBzC+tmEfdXAEd5e6c1NA0KBscDXVeZR3ogsb1ZUGg07HTbWR7PxOao6k58lwube5bxvqUBr/PaP+zh7zLAglw37UW6gfFYDOvt7s8bcj5wzhFmOM/0fXL4hzhuVDCGyw94soGqbNo1yHn1Jfhbsd2HnhG2UqwSt/RwYmxMpGfw6NTH3v6NlzmPDPjb/t5V/DruvLsj1MrOzn/O2wvvgjBlAeY2yjL9rVYImJwX7VJEvSMjkIKNrVFHm+3lpX5+grdKMw47040iuv56c+8yuL5zn5hO6N/rROLNjh/1KeX1k2953vHauqx3g7P1VPmeOG6Ix12gF2cpzI4QQQgghhBAA9HIjhBBCCCGESBP0ciOEEEIIIYRIC1q4z43V4VP+gHmk2af8AY9vvi8wSIde2cVrP5eVkbbZykiX+KpYLTPrdxse9/7nFf/s/8DHajQsoiXd/Vyvo9x4S5C34LG8aa6uIpznbOR4seSsnoGPRum6U11d7wHeR4H1nV53mYqWmcYCnT7nBcFcs32YmnS/zwsy58ar/QbGDWPc5W/4OtpXcrAvxHrfjt8G7eg91ferzWMDeB8bACi8PCi/9uK3XV3/Sd4PasEqytWD1aacil8Uj0m+3pSbIGLGEt8Xy33Oq/lrfSKcRy//39Ey+76sg9cFX4bZzrY5AGZXXObqJub6nACsg7b5JPi4l+F1Z7Nvk81z8Bj8Pbh9tvc9iJmDrK8Gz+g17GuRupZZMPa+oHHOeYfmebOs+OTA8C5ewJ/IpjXOuTDymOB9pbDU/+5f7/V/sOONzy8VOM/LU3TYscHc5HwsgFh/Rz5/m1eDcptNmPSysz/+mDp6SZ0xGu+7FJtsiPwMZ3lfQjfvkT9WWdXJ3u7ibTsefoupvq5mNRoP+e/Q0roOwbPEVUv9+mjz2ADexwYAdrT6Q7S8eLm/+ItzznM2iinvoX1mKwn5uqRyETGcJ4z8lZabfVdS30T8ejnnfu9nOSccrOm8hn9BPkbztxQ4+9SegU8Z+26zDzn7mO3cGdwA1ZQ769RTvE/R+reGOdve753G+3th16yeflt2R59rylWbqDJRHrzkr6G+3AghhBBCCCHSAr3cCCGEEEIIIdKCFi5Ls1AIPlCIzSKqzjOfBF+kukgCO26vpPKJ01NVSp/e7Ge8GFlBMpCEL1Gsx8eDvqrIIRnacNqW4pGWdjHyoSf9lq8/f7mzy35Fn86d7CKVobiIbB8q9zff/aGvtuFLw/TTq8jmkIXm0+rCy8+l/dah8fA1o7FhPgf/7mUvE1l+pb9IHO7ZStEemOw/5/+slKQRMaGETzTlVMII03Fizpevv/lsXdzPV/H9TKHef/OGud4hX5fTy4cfDbf3G+zcE8gOquiT/epcL6s8AB/q0oZj5ZDiHNqTQ3++WDEpOG6lD+0Zc/vy5/6Vdtyx3I9DQfN1EKljxzL1L8nQOGKvu7YkPYqRoZWRbadilnTVrKc/pHDde5HdpKF2DTU0f0ZIevSwKRfSbzkk9WtkG5U6S/hYAhTTl1mmHVWprFMnxq9+lmzbz3zYGWSPJNuc/0e/oNDWKcV+pvmlZI4zl71xaWDQWP9ip+9nDvdspWgPDKd1qpjGRsycaNvRdM9osZAOz8r0+N5mFpCsuyC4wIvomSWDTzDin7sO9MyMlmtrvQQ6HPHrZaizl4B16BxIkw90znR1nDoha6S/3gNyP42WV5T7kNMx9yA/w7p5gyR82Ex26uuUvtwIIYQQQggh0gK93AghhBBCCCHSAr3cCCGEEEIIIdKCFu5zY/w5epGPzVja9DZvnj46CC27puNZvnIw/bYLiYirjA7xftL9hjncX4h2xoL4+vnVoLuc/aPh/2WOQxsn5YPDvhEUou9GqjZ9eemAv7qqEnjfgUwccHZn7IyW5/ca5+qexB3O/l8/+m9nl2aZ6/u9pvTnoGE9kKqtnJX146wvD5FvSEGgm43RaqekZeZzoH2FguL5V851VRPwirPPJh8kG+6ZfWwe6OX7fUbdGmdvvtGGmQyj8XQjm6833aMDjW7YuxDF2F2Hfebs3gjssXjL1S0nJ7Ir8Kqz97YP2rW6vfexOYn8ZNrSvWBDQ/fO9eG6u5EOfBtpjsfmBs4Zu3O9r89zHa93dmWIQteXmTlqCYUqLaXwsmBfjFRC24pDWC09+crx2KW5N2ds4ANWeSNdVx/hPHYes8Pxfqp70IflRyn7JTack29Y5eyNWYMCg9elokYfBuhFay37kZh16pxxb7uq1fv9vVox0PuO9h0WONrUDvM+CvfBhyR+bKoPxb75KdPxS1JZp9gpgRYbfhqzbhYc6pp9Yb9Httn+m3jXVW3k54Gk4HWq/vC/Obd4/8bftb/d2Vtp/bThntnH5oFRfmw8UeP7ctctfY3l17DU4PQH7NPY64hFAN7PC8CpAz52dj4WR8sDsM7VZWOvs18c5CeSm/BMtFybQQOHloAiFDjbpiWYRw/Sp9Dza4dcnzpgOQL/rQHdfZtfGDPFH5h92W1o8xLuV06pkvqrSYO/3GzcuBF33XUXzjrrLOTn5+Pee+9FWVng4bh27VrcdNNNGDp0KM455xw8+OCD2L9/f8oNFEIIIRqC1ikhhBANej367LPP8J3vfAeRSATt2rXDnj17MHfuXGzatAkvvfQSIpEIpkyZgkgkguzsbFRUVGDmzJmoqKjAv/3bvx3tcxBCCHGco3VKCCEE0MAvN4899hgikQguuOACLF68GG+++Says7Px+eefY9WqVXjuuecQiUQwcOBAFBcX45lnDn0ye+WVV1Bayp9ihRBCiKZF65QQQgigAV9uamtr8fbbh/StU6ZMQdu2bdGjRw8sXLgQ7dod0p8+9NBDAIBLLrkEmZmZGDlyJEKhEMLhMBYuXIhrrrmmkc0L/DnAi88sEjgu8eaa64yGfwbtlvWqHX0McZdPgPaLyE76Q+P1nT9647/8H2aZckq5BFjPSG18lvyXVgbFOV2u9nW85rMOvMiUyU3k4u+95/9A+QVYk9p4EuTyWEJ5Q6xOnM+P81KUUV8aHanL8QMgNlFFMvA1I18fk7dgfp6/CJHRPsD+S5joW7XqW4FBeWzYx+aWVqc7+2ewviMhamMyYz+RPxL5fqw1fTuD+malN7eP6uPtgsBelkNJcHJ8v75ZdaWvt/cdj1eeN1pT7oUsI28q9XPKhfk+8cbbL4939pz+5r6j83PzAhA7a9trWrqXKjnnQyp+YS2X5l2n4uS54WvXxZuVJcbPhrdlisi244Bz4JSupj80Pm/ExkWD/B+mm3Ko0buNhedink5NipEPnr4w/r7I9XVzETssBTxwx8+cXfE45Xpz+0rF54Z/S88SnNeIc/VYuG8qyTZumU9PvpMqi+LsOBHkU8bjyvj6VJb5wX59jR/gYwb8zf+22PjV0DTFPjbfb+2f/36GT43l17DYPHjJECabfW7MTTjL+31x3pv1ecO8PTCw+07xi015hfdRrVrr+/2Djmb887Vnm9aLv+QYxz/elh6FTx5B/nZ/jONvxzny4vrjzaFK9v3kfk6ehF9uPvvsM1RVHVrx169fj7Fjx2LYsGGYNm0avvjiCwDApk2HkgTl5QWTQo8eh5zFwuFwyo0UQggh6kPrlBBCiMMk/HITiQT/VP3QQw+hXbt2OHDgAN555x1s3rwZr7zyCvbs2QMAyMoKXvsyMw9FHKus5FdDIYQQounQOiWEEOIwCb/c1NUF0ouxY8di8eLFmDNnDrKzs7Fx40bMnj3bbSOEEEIcS7ROCSGEOEzCLzcdOgTxpydNmoQ2bdogFArhnHPOwVtvvYU1a9YgJycHkUjEhdQ8LBHIyeEA7cmw2ZRJkxdZQTZpQe+3ustPfF0J56LpT7bVkbJmnfLcpMIlm+gPi02Z/UiSgX/7vjeLSSdbHDZGfvx9zWDNvu130rY+FaJtWUdp7VTOl6/nU958ka+ZtUnoHSZd9Gus3zXj8Enyi4lx0kgGGr/DSb9rT3GMH88fc2B70G9h9fcnuhqfx4Z9bACMNdrmeay3Tga+j9jma2juhVK6P0vpmszidtlxxVPcbrLjnVMi3S/v294bfmy8jW/QtjQnufHP2nzWI/O9Yo/L2/IYTU+ad52y8yn5odX8q7ef9Pefz/+0zVfN4twPIbLttU7kW5XC/DqKfRbs2G3C9RD/7s0X+d6090WI6vj8edzb7f19XfEDPs5issP1/jY5VsSvfor9Lu24ovMpo/xVa/n8DaN4LCw74mYNg+amAnpesH5Ct3A/+nl7Qda3fLV1oynxPhk+jw372AC40fhoPtuUubvYV43tl0yZnrNm8LMD5XIzc8XmW3jO53xkXG/nhgQ58mJ+a7ePt4YBG2PGu3X24rmM56t4z0Psr9t4n8D6SPjlpk+fPmjd+lAH7NsXNCAj41AirOrqavTufSh5XXl5cIMd1jmHQqEma6wQQgjBaJ0SQghxmIQvN5mZmTjnnHMAADNnzsSePXtQXl6ORYsO/WvO0KFDkZ9/6O199uzZ2LdvHz766CNs3nzoq8vh3wohhBBHA61TQgghDtOgJJ7Tpk3Dhx9+iGXLluGcc87BwYMHUV1djdNOOw2XXXYZdu3ahRdeeAHr1q3DqFGjUF196BPq+PHjo/9a1jjsp1j+lMqfnflTnP2UnuizXZzwfjGwrCXO5+CEzCU7FWlWPPj8+PO4PS6H6ONPmnz+rePUJfqEb7dv0FBsIHy9+RrZ+kRt5E/cduxw36QiAaI2L38lzraJpEfcrjZx6sJkh7yZkhQtFew5sWSN7XhtTCRL40/p9jrEk4kcad+2b/k4yYSQ5euZ6JO93ffxIUM7Es23TsUj0doTJ4x0zLXkucqOTx5vTTkOWEJp5XNNKSdJtP7Fm7cT3Zu2f7hvwgn2xX17tIjXDp6LisiOJ0Nk+VATjo2iv9AfrESapVX0DMfpLkpCxuA1m2VMJPlqUilaMti+5HHCz6z83GV/m+ga8fW38BrG7Uh0b8T7bSprHJ+DPceml6ExDUriOWjQIMycORNnn302WrVqhezsbEycOBFPP/002rZti7y8PMycORP5+fmoq6vDiSeeiOuvvx6//OUvj3b7hRBCCK1TQgghACTxz+VDhw7FzJkz660fOHBgNOOzEEIIcazROiWEEKJBX26EEEIIIYQQoqXTlI4OR5lUfFsS0Vw69aN5To09blNqIZMJm3k0r0GicI7xiNeupmxzolDJxwrWNrcEEvVzKn11tPzcjuVxjr5+WTQVifxoLC3lusbzZ0glNHIi4t0zyd7zR7OdTcXRGgtNOfeEm3BfTDLXlMOTtwRS6ef/CeMzEYnO/9ieo77cCCGEEEIIIdICvdwIIYQQQggh0gK93AghhBBCCCHSAr3cCCGEEEIIIdICvdwIIYQQQggh0gK93AghhBBCCCHSAr3cCCGEEEIIIdICvdwIIYQQQggh0gK93AghhBBCCCHSAr3cCCGEEEIIIdKC1s3dgPiETJmbWkP2PrI7mPJuqvuK7DZx2tCJ7OoE7SiPsy8mRPaWOMc5mtjz7091ic7H/nYX1fUle3Oc/RzN8413ffm4vG0Hsu1Y6kl14STalCy2XXwvtEvwWztG+T7pFmdbILnxHI/RSW7PYyleHZ8/n6OFz3cL2d1NmecJ7pt4/Z5oXPE52LHE7U/mmvF8lYj3k9xeCCGEaNnoy40QQgghhBAiLdDLjRBCCCGEECIt0MuNEEIIIYQQIi1o4T438WBfCD6VE+P8lvXw8bZlXT0fd1uc3yYi3r5Z38/6/1SOE89XgPsikY+RbXOia8D+ANaX4Gj63MTzUWF/LPajYeL5vhwr+Ppxv8bz7+B+TuSv01Q+N8zpZLNfSTzfkRVk8znY69Id8eHxbMdsovuG21wdp46vSbx987hi+1TUT7K+PuLokmg+tfCY57mJx4G9tonWh3h+aIngdtl7hs8nleMwTblOJZrn4m1r75lU1mFuM+8r0XoZD96XXcf4nk/kg5wKdr5NNH/y2hLvfHkeC5PdlOPOcluC+hJT5vszTHa8NYDrEq3T8cZkonFUEqcu0XOYbUdnquN28Nprj8XXi/tuHtnJr1v6ciOEEEIIIYRIC/RyI4QQQgghhEgL9HIjhBBCCCGESAtauM+NbR5rErPJ5vp4WnveNhmtK+tEU+nCs8i2OSdYk9iUPjfcN/ZYnOeGfYy4XfmmvIbqhpDNOTVsjpGm1P0mur62P+L5EAGx48y2k/1zOI9PU/oR2THJ/ip8zfgaLTNlHq88BjnvSwmODtTG8eRHUmnKVfTT4hH0B+5nY7em68eXO+Z+tteXx00in7LSOAeKty3g70kev5TXpn8rb9u+6pLgMJG/QRxLeC3h+SVmQBrizVtMsnngkoF9vOz9xvNFKsfh8+N5zfqK8BzImnzuDztXs59sojXcnlMqeaF4veA1j/PCxfP/Y78ZHme2f/gaxZvzUiVkypyPi8fzJ2RbHw6+9nx92T5aPjfEjb28He515O0AYAGvrXzNusWp4zHJ9XYe4evJ6wePjRDqJ55vD+DHMG9La20O6rd5etrB7Zh/xNYlg77cCCGEEEIIIdICvdwIIYQQQggh0gK93AghhBBCCCHSghbuc2N1hqxVTpSrxvqCFFEd+4IwVke5jOr4uKnkjWAts90X6yT/mMJx2MeGtaD2uNwmtvd6s6PRWUZCvu4S0mDOzfc21psy64KT8Vdh7SdrTlnrbPuDry9ruRkrFh1KdexzxOeUDPHOocBXjadNF5Adsddwk68b2M/ba/l6LzblVHyI+D6h8V3pzTHvBL4h5aTdXr9umN/4ceqrBcYeRYctJrsj3RslxmbNcIRslluHTV92pLo8bgcd17aT/WayyL6P922uy5+oL+6nbZXn5iiTyG8kRLYdROupjn0heG6y62OY6tjm657EvZx3qbfLVhujgDb+94bvNwaepyeQHQ6KOTRP8b1aRra9/8qoHzuSD1tkJ/3Y5tXidTmZ+4mvZyI/4tGmHKY6XnvYuc6Mw4EFvmrt74/YusYRZ53qQm1kP4sQXcPl1neEn1l4suVH15dMuSl9XcnnlHxsvvfeI0EV/Fr62lvf9r9dy89DpjyQnl+XUzMi9Fs7nitpDae1NGb9qDL9ztvyfVRK/T7GlPmS8HNIqM6ZJ58SzBsb/zDIb3sbPVcmlZfqyOjLjRBCCCGEECIt0MuNEEIIIYQQIi1o4bI0+2mKP1PGkxrByzyKC3wdf6bjXhhoyktYCsAbcwjCJELnfo/s6Va21ZThGeOFxQSc9IwlLyzFKaLPo1fZOroGj9JvS+jTa4n9bM2h/5L5tMyfxlkKwnI427csUTwjwbFMuy6hqrksWUhFlsbX6IqgyJ9/uR0hspeYcjF9wp5M286gviy1fcljuwk//1O4ZytF+/TZ4a5u2Y3+nvz1b77v7NdxebS8u8J/Z6+aR9coJgSlIdEne5aeLUH98LYFZI8NioMv+tBV1SLD2dPwmLNfNBfxzZwr4zRCHB3sOsXy6JA3u5CWY6Qpz2VJKK0BORxq1dhlvD7yvcnhYpOQU7G0c1aiObKxhMjkucj0z1W+KuZeZdtOIc+SDO0HtO3czt4usvMNSwdTgdcLnvPt9aY25dE4Y6ldnjlH7quHG9a6I8Pjm90FzJo+mKrGks3PFpVmDPN8yRKomDFoQ3Rz2ORUnqXiPyJbKdqrz1/j6n7znSnOjlx0krP/z1X/EhiV9FDK4/dFsu09yduyQjFeSOYYyRrZvKYVBMUTxuxxVeO6v+HsEEkp95p5cmMOydJiZGipP//qy40QQgghhBAiLdDLjRBCCCGEECIt0MuNEEIIIYQQIi1o4T43Vnd3PtWRxng46ZFtCNRZ9FPWFbKe0+oZv0ca01LWnLK/RxLcR7rotWZfC+g43OakCHkzj/rK+nCw/wYf90ayrTaWNLRnD/J+NItvoWtow9auZP1xMppL1muy/pzsPGOXkX/OQG/G6IarTJsfpLq5fNwVaDyjvXmb0VCP9FWnTv3Y2es3UAjO5ea3rN1ln5uVZJdaLXcS/mQxsMaf+qZ4hDNtuGf2sXmllQ+5PePGu/y+fhUUr+/2B1fVdtJ+Z3P4zogZ0OH9IVdXscMLwbv23Obs7YP7RMtt8vz47dDR68BvznjG2d0Q7GscvHa5O/lLtMUBZ/+k1ojo18JTQ6G/FQr6KGDXgG5UR34U7HdwiynzvReiNYC18wWmzKFj/8T+OxymvuH0fckPqs3fMpMkP0HMRQqM8eZwqjZ9d8KDXu9/sLh9/F2HTLnAV519Oa1TObROhc28Hk49RG0A74v8Zuz5L6f1keftJeRHZMPJU7em9MwSAz08Wf8eun659/n43BVl5EcUidMu9gVmn5wZtu84vUMqhL25wKfRsOGe2cemvNXTzi680O9q6ltPRsvv4TxX9yidcMmIUxrSWABAP2rzJnr+i1Rw5wVk53gf8sumvO7sDBPPewJedXVXr5/j7PWn+rHxLQTpHWLmq5hnJfabSh59uRFCCCGEEEKkBXq5EUIIIYQQQqQFerkRQgghhBBCpAUt3OfGao5Dvqo1aUzzvJk7NtB3VjxFlT+hw1Cs77xhG6PlskdP9pU7SMtc1Xh959/3/S9n/y7n3sBg348YjWI8WLsaimtav5KTL1rlqnrjc2cvqjjb2fm5i6Pl+eO9w861+LOzF/nMoRwAACAASURBVE8mLfMCU17J8fKT4SyySefOfkRWCrqSxhFr4sm/xfog5fTf7qoqYzo2Gfia0a1p9Mtdp37mqs6kwdHjlK3Onr/WdADpr7sO8/vaPqqP32CW1XqzXxTnzogH68vZJv+zx4P+4Dw27GNT+Kz/aaFJefDHJbe6uhc7+SRB38AXzv4UA6LlSKbXJu/o2cXZB9DW2Z8P6h0tdyQHNL6PbsNTzs57vyIw/hOeu705fbQ/p10lZrxz7oiYPFxN6TMgDmHvVfIjuIrmF/Id6DoiuP+2X0f3HknjT7iN/Ewixs+E57iV5P8X49PY8BxcnSkZ1GabF4bzYKTic0P5uzq96Nu4a0Ewzq/v/pyr+/TK05z9JXXeSebGKBns/Sz/Bf/o7Hvv/g9nryz6u8AIs4NuMn6InG+N/N/G0xpg85eMoTr2o+HnhcA1Ande/u+u6jcxgyWMhsOPjP55ALcFxTajvN/h9zN/7eylff3iOud+k8ttgT/fUweQX2neMHjsM0Aqvq4Mr8vkC7I28F/mPDbsY1P4NtkXBQ8TV57+pqvbO93P08txprPt+tKF7s/9yHT2Ihp3odzAD3Mklrq6lygp0s2Y6ewLt30QGJynkdwNu/+Hfz7IztgbGGH6bUxeLh5nyefU05cbIYQQQgghRFqglxshhBBCCCFEWqCXGyGEEEIIIURa0MJ9bqxenLTLHAP/UW+em7kwWp7z4NW+Msfr94b19brDIUaz+ewo8rkppeOmEPf+m3jP2b/7ifG54XwkSfnc0GUdSDpw0kqOv+H/RctjMc/V7Yb3hemS6/WdI4xm84srv+Hqvl/xG2d/MmCIs59+8M7AmBvyjUpKN8vDmHTR11G1PQXKF9BmpNcJZ7SuQX3c0v7/Ons6/qH+JiaEz4F8JcwpXYB3XNVVeMnZ+Vjk7Ecv/9/R8m/e+KGr6w3yuSkg3X+T5UVh348EmlqjuX4dl/u6X3nT+tgAQKFJ7VL4c1/37Xtf83/Y6c2Rpwc+dG+0v9jVsd/MCHI4sNrmc7HQ1Z1U651h2lXS+dp20u2KXG+yD4SbK4rotzGacb4Oomkh4TnlCTt1hPcdsNg8SQBi/CgyWtc6O39AIOL/4I8k8OecODG5vxo+v55BOXKWrTQOH5QmLCXIf2dvpV9bTxgY+Byxn8EG+Dwg7EvQw/jWfVLp16ELP//A2QMGr3P2yjLjc8MTRlLwXEpzYCVVD49T593/kHWJ33fVgsDHagX8+TqHnKTh+YMm38iEaLE64p8dzuzsH2Iq6dliTtg8pxX4Gycfi529fiD73Ngxmrx/Rv3w8x3d38bH7P9c9S+uyuaxAbyPDeB9cAoprd91u152dmUn31ch47RSTvd2ZxqjQ/CJs63/GfuG/hs9w3TdRgPPuv318FVlj/uF6h1KKLXmV8YvqhgE5eaLmZ/C/IOE6MuNEEIIIYQQIi3Qy40QQgghhBAiLWjhsjTzSZDCNce0nCIydh5kPs3RJ7CsyT6c307SgazG6YHBkR8pPGcqsh2WD2GlKfNn6KSgz84spSPJwnv7vxktX5DpJU8sgeHQuVaq0wM+BHGb+f444Qn9/B+cAi4VuQyFOeVrNJa0ISvNYFrgqzj087W5Ppz1ezgvWl6Ic+MfNyYsbzz48zddQyNDKCEJRndsc/Y+ZDu7FhmBEfK7HYu3nL0sh2OMtq6nnCokk2nt24xRQXF3hR+w13f7g7M53LOVohX6qK4o9EozYJM3s4xy4spxPjwndVWMXOzkfCMl8ErBWNqT/SNTXu+rigd7CYYNVw3Ay5cKaL/PUlh0cRSw9+6JvorCGzM21Oo/j/XX9cKeXiLM9+osE7a17w1rXd3mCGnaiqldSfAw5U6Y9+OLouWyDf1488Zzozcn5L7q7IzcQJb3Y/yrq1uCEc7me2S40XUPzyWN92+9edXgWc7+yxjTsAWN78cYSRPP8Ryh2Vbz1NvfS69ak2TRhmH+F7p+3yRZc3LwOkXz+JigXT/o630FWIbPkqjy84N9cfjiAfBSwb5TaLzfEuceTElanSAU9EBzrEr/kGqfFYDYcM9WilZIksxCch24fSDlO7BZNSp8FWrJZhWi7Q4O5U6ZTki17qVodNzuu/wfDnTyIamdhJWysyBMix5Ip9cI9OVGCCGEEEIIkRbo5UYIIYQQQgiRFujlRgghhBBCCJEWtHCfGxPCkH1fOAQl1XdHebSce2OZq+uQ6XWTPciPZPWeMwKD3DXYZwHLx9IfnkJD4fCVTv9Y1ODdHAG6rKy59N2B2prAJ6Nd5l5Xt4JC9HFYyf7YEC1vY03xKG9yKF3fl+Q3kxTe5wRd2LeHHLasDxJpP7t3Lnc2t7m/ce4aTvG5l0VGJ2xp/bDPEYWzNGOj9WgvqmWfMbbXGf15Tq/trm45x1TP4TCau+spJwvrzQkeo8ZPrmqeHxttJ+139oudvGODDffMPjaFFFW68Pd0XONHU0VDMovDz5PfTJX5bdZg2pb0yVUXeTvL6KDryO+Lw7E/g5v9BtZFwLtpIPaa8XUoh0gVe+9Sf1bywuVx96qZhwGglubx1TjD2XZuWryZ/P84lUAKfgdP4TZnbyvnsNJNBPk/fkGxZsvN2J0Hv+7ynFdCDwg2PC6vYTde+Bdnn4mPfEPc3HQUQ6mvJNuuTTw/vuZ9QfZf5/0bOnQM7vuZPF+kdA7cENrXvKBd7976TVf1SIV3JI7keidVe70z6DjZ8M8l5RU8j1mfjaYMBc37omcr+whAftKP4j5n753u/ZVsuGf2sSl8nuzp1Iz/NGXOQMH+6ezfabuK1rRqctVr412bsDm/a7Tcd4l/lpjdyYejfwY3+R/bSxqmNiXyOW4E+nIjhBBCCCGESAv0ciOEEEIIIYRIC/RyI4QQQgghhEgLWrjPzbKgWOXj2LO+sdPwLc4eghXRMvuRtCP95tmUbybUPhwtv9Bxij9QTJ6bxutXT6PY7S7OfRdfhQeT2TPpF0mD2XWqD14+0STluICcfa6Fz/PC+l0bu559A/CIN8981GuZn3XtSl1jGYVyHsVcM5u6hyTxpVt6O3tFT6/P7mB8GEKcJKV1K28ndUocT58cPowfxulY7ao49xD7kF2G2dFyuH3I1V0Bn0vizaor47SDrm9Ssei3kM2dQ74KHY2u36daQhjep4rP38jrY/LYsI9N4e1kPxmUsyhHTkyTyTfGDWdKYQU/rJyPDQDn20ejCOWdvI9DfxrgGwsGBUaYflzGf0gl54M4Mna+DfkqmovWf+xzFmUMM/ffWj8HzC/1iU+uHO2F+Jk4YI5D80eMq0/j8x11djcUcHCuEfGHGr3bWGid6kD+YgtWfStaHjLoE1d3P37pbL5HbE6ycvY7o+M+ian+D861MpX7h39L6zT7EVsfXM57x74SZT63y66VgT3gfHrOiJnHkyGBP4t5ouTngd/m+nxkn9OkOH9LQWBE/EV5cdBkZ1etZR9d25e8lqYC+4KQD2PE5GcjP7eSEd6nejnOdHZlp6B/OI8N+9jE+OSsMEYCd9bt3XyeuIx+wUK2jfIUDdy22dl/zb/U2faanTLS32OvYoKzl+6nBdJuznluyijPXUy/J5/3Rl9uhBBCCCGEEGmBXm6EEEIIIYQQaYFeboQQQgghhBBpQQv3uRlafxW1fNcsryk+MKlttMz5AtZv8PvtccpWZ7t8LayzD3NDGh9TfQOLbF8zZYovnhzU6EidM7f/qo+zn7ktiEceyg27Os7Fsx8+nv4Ok19gBr7r6u6f+itns8bW+1I0YWz6HLKXxKmn3ArsR8G64cV78oPdtCf9bUpuQ/Hyy8DpVRePzndVk0ns+x7Oc/ZSBP5qO/f4fBB725O2lfM6OVLJj8C5MU4kmzS1JfXn0oiQE9WnJo8PAIw8PfDVy/KpiFweG8D72ABA4R2mvIZ++6k3vxrntd1tq4JrWHuv/3ej9ssPOntLb68Z77ko0OPPzz/b1Vl/ASA2h4e7/OxvFgP3O/tCieSx9xD1L61TecM2NnivXUd730jnYwPKwTWQbtwsTnbR+DxinGMENodTwvGWBLQvznOT1Su4R5bSRD2SJvlymm+Gm9w1vF9Ok3ae8SMFgOkDTSKRedyPYTQcnj/p+Yb9auxtTodpM97Pl9k5/hpV5ATzfEdEaMe0s6RI4BtqhqHNgQfEXqNa+LxOp/YMfIMO9PTPGTfhGWd/0NHnVEnNjyge7CdFx7G+I5TXj+HrELLX4Xza+D+96XxsABQaV+BC724GnO7Nrr1pYP02KHaa6H1s+Na4rP0cZy9pf1a0vJU2zoDPv9cx059vRUd2tLGwTw373CSPvtwIIYQQQggh0gK93AghhBBCCCHSghYuSwubspfioIw2pdDJVrqxfamXYfFZ34A/Ons2LouW14TP8htziOYUZB0xoZNvMeXXfFWMfCoZOETxYG/2yA1keTvhZUscZpclT12MtizEn7v9V0rs4M5z6qJUNF10QVlaxTK1svrrcrv4T6kDSIv0aftAArUCPkx0atK6BOErS4PiXviwiatxhrO7UOzk2RXBeK6K+DG3ur3/bawc0n6WTyXEZqLPziTnsdeFvqqH94ecHcn0MrU32l8cLV857k1XV0UqCg73bKVohfR5v/Cv3t6b4a/DiesrjOVlaKjw5jqS0vXs/UG0zGFsO9P17Igv/c6yXKWnLJXw3aJh2Hsk7Ktan+rMPlZKxtA0xtd5P9o628l6arzEJ0bilIIUqRuHae9i5rnSJgy7O8ab+RRPvWMuy6sCWKrKkqd+5vxZxkpKa3xEIXt9uOtUpLl874W9WUoyNTsHksqweoafLysuofnT7PqdvhfQcVNZa3nepv4wUjpep/gaxdafFC3X1vrrV5tBN0fM+LbtaEqJGl8zuhcqTVqCmDZ5eF120klaH/APZFO4ZytFK/wnqiui39JzGG4zZcqisGU4yaWXe1le7fDgOmyiOPAZNK543XICOErvECv/S32d0pcbIYQQQgghRFqglxshhBBCCCFEWqCXGyGEEEIIIURa0MJ9boy2l/WM7EdBvgKh8zdFy21CXr/Xo7MXGr6Iyc5uZ0Nfkn9KSr4vBGuosdKUOXxxUtBlZYkt9eUB047O2OnqWCc6AOuc3daEJ7XhNgEA873ZcSD5CjgXnFQ0lqzXJEJk27FDMu4OmT4EcwcKyWxDYZ8BHyt4GfuFJQX769A5mXHYFvtdVTbpnnuTrn9i7qxoeXWu97E5iTtgeLw2pqI350HI2m0as7ZZdK9X7PDa7R09vS+XO/+3/G+z+Py4WcbFin1sCq8m+1ESSl9jys/TfinUZwib/B/2BMUOtX7M9csIO3sn+67ZrovRMjMpxSsXCaH7mKKfLl7nB0JoQDgw6FZcv2qYs88dtNDZTvNeQr4vYRCNv3c57HKvvsHOS1eeiiaD1vDfrbvXH3fA+miZfdZ43aohn5tf455o+RSOOU0+N+yvg2JrpPLIlE02rXl8a5aifmhcnTroY2evXxuMnTOwmn7clOsU9Ye5hh0u8vMYr0ufkM+q9TELR/q5OnIFPoJ/i+283VyZAhw6n+4z2w66Xv3oJuQ0Gm7Msl8MR3JnjD8o+9gUFpBNYaQR3Eb4aoI/H75vyob73An23jgXfj56Djc4m0PXu0sUcxs1fSjvBn252bNnDx555BGMHTsWw4YNw8UXX4wnnngCBw4EjS8uLsakSZMwZMgQnHfeeXjiiSdw8ODBOHsVQgghmgatU0IIIYAG/jPET3/6U7z22mto1aoVcnNzsXnzZkyfPh07duzAz372M5SUlOD222/HgQMHkJOTg23btmH69Omora3FD37wg6N9DkIIIY5ztE4JIYQAGvDlpqqqCnPmHMpS+vzzz2PRokV47LHHACD696eeegoHDhzA+eefj8WLF+Phhx8GAMyYMQP79qUiZRFCCCHio3VKCCHEYRJ+uamuro5+tj/hhEPvQnV1dQCALl0Oab8XLDjkiDJ+/HhkZGTgiiuuwAMPPIB9+/Zh2bJlGD16dCObZ+KAs48NaU5Zo2hj2Vcv8LrJDld6v5GFe8519kXt5wUGh9aP6bHGa9hjtLBF8Y6TDAkW6jhaXm7TBpzibM6pYnWXnAMHJJsdChJ/zrMGa1uTobs3ORcR5/6wkmvq59Itvf0fenoz2/hj7WO/kSzS43K+naQgDaoZ3/tIu83+G6eRX9TnCM7pAPl5tWVdbOs6akfresrJkiA/Al//XqZM169rz23O5nMaYR3WvGQYaE+2dyfAV+OCa8h5bNjHpvA+/9t/MvkD2rArAuUTOHlbWb31J+7yuvYd+V5wHuOrF5N7y8L9znZ60LzrVLt6yvB+lABOuG2Ps12uD/KXOmuQd/B8A+OcPQGvBvsd7Pd7MIcHOiV4SgJeE5wfYoLcHklBt0RuyP8hwzgmcA4NxuZMAfw69QV6+I3JjNn3QGuk4rPWn2ya83idCpkyP//Q8054Jy225lCx+dhovUwKnrepP8w5sO8S+5ywT4rN+xfq7Ne0IhT448QsRfa+a8p/qOD7hhOlmTJdI84Ds4h8nYbgk8DgYUW37/Zufudde5sbj/x12MemkC5/ofFDPfEjv9asGxl/bJSbhDsH6HrupbmvnMeZPUdes8K8LqXuG5rwy02HDh0wfvx4AMB1112H/Px8/PCHP0SPHj3w0EMPYc+ePdi+fTsAIC/v0BtHRkYGunc/dGLhcDjlRgohhBD1oXVKCCHEYRoUUKCwsBCnnXYaDh48iEjk0KeMuro61NTUoLIyeIPMygpeYzMzD73V2XohhBDiaKB1SgghBNDAl5u7774bn376Ke677z4sXboU06ZNw9atW3H33XejpkahRYUQQjQvWqeEEEIADRDRL1++HMXFxejQoQNuvfVWnHDCCZg6dSp+//vfIxKJYN26QN+/f3+Qf6Oq6pDDQU4Oi0WTweT6YD8RzjczxptO3xnydStX/Z2zew1a7+ytVoTL0t4Yqe9e/kODYd8J50fEvj5JQb4fYD+KVs6yeX2ew/Wubi+1cTf5glgfFK5jLfO77JPjdJdNqJPlf4Ql3bvz5yjyVW2yvA/KS7jK2V/sDE7qy84kkk7Jx4avGT2MGTeSmnFey1yEC5zNeW+sRj5Cwm7rjwMAyPI5dHw7mtJfg/Ml0A0eNhpyyvm0fXAfZ38+yJ+D1TafnP+yq6siHxxOJ9C2KmjXievj5LGB97EBgF+ari18jnZM98Jfu13q7HG5b5g2+NDEW+nHO3eSYNl2XcyMniAHVJrQvOuUvd+2+KpLvC/EuO5vONv6s7xGLhk8n15Ak5X1verc3ed52V5Aov15jR8HrJ3/hnEQW7PjrEbvN4Y7vDkt8zFn2/5gfw1epzbQutzDtHkI+36+7c3JN77o7B+HnjBWyG9Muc7iQ/l1QH1HPkfOhyNMdbf5xSaT5u3qHF7zLY1/ZkmYn8zMgbzWLMUIZ39J9XZe69DZ56q5DK87+y85N1I77D3YlOkb+ZqFvFllnCtpColU+PML5Xo/Ipdjjm9P/0iKjH70PPBbU6Z1iH9bSLneCi8yZboVztjv/esimf4c7Nqaj0W+jeT8w9d/Y86gwIjx+97Cf0iZhF9uSksPtaKurg6tWh16KG7VqlW0XFVVhU6dDjlZlZeXAwBqa2uj5VAo1OSNFkIIIQ6jdUoIIcRhEr7c9Olz6F9JKysr8cILLwAAXn75ZezefejNetCgQcjPz4/+vbq6GnPmzMH+/fvRrl07nHnmmUer7UIIIYTWKSGEEFESfr8bOnQoCgoKUFRUhJ/+9Kd45JFHos6XEydORN++fXH77bdj3rx5ePfdd3H22WdHcwZMmTIF2dnZ8XafgDihoC9J4kxISjb4og+dPYBC5zo5wGDaVzHZazujsXSGlxI4mRbrZZqSsDe37glkL99tP8PVZcJ/7l5CsXNt2GGWUdSRFIdDFvt2fFVPYxsCfdLMGeptCvfrriFJQbp3Lnc2S0He6BzIHVtzDMaUzoFleSTbGh4U+bin0KdzDsFp7ZIKH9q7d+7n/jilPPBsO3aj8bAMreEhRZk2eb6fO5KG04Z9xUv+t1l8P/sv66i91/57D2Wuf57aQeGerRSt8Hqqo0itV/9ojv+DHZPf9lWTJniZzI7OXpb27ODbA2MtiATjKk1o3nXKxosP+Sq6HotqfTjYcRlGpkZy2hjZMrHTLBjb3/JSzRg1TQqhoLvDz4lvvzU+MEY1erex0Nr6R5JIW3nt9fC6T5YPd6C5ys6B63CaP9DAN53JMl/fl6nIPFkORtqc/hQ61z63sMsYzdN39fxXZz9S+kC0nH+Kn+Sej1kQk4EbQvOLkdaxTOkqzHI2p5WojgTPDwc6+zDD8zDWHycm/kdTStEsCe4b244Ez2wjsdTZbt0i6bVd7wFgG0lDO03cHBiUZuCrCV7izuGerRQtJkz0Ar/mtR3sx/tlubOj5Vrqcw45HuZcIGFTjrlcPfkPKdOggAK//vWvMW3aNPTr1w8HDhzAN77xDdxxxx34xS9+AeDQv4r94Q9/wJAhQ1BdXY2uXbvizjvvxD333NPkDRZCCCEYrVNCCCGABr7uZmZm4o477sAdd9xR7zb5+fl48cUX660XQgghjhZap4QQQgAN/HIjhBBCCCGEEC2doyVUbCKM1pdbupxsCofXOTZms9mr1y+OIMHjOgyo/7gx4X4b34WnbiLNrfUH4OPMQhKwrp50wr28n1Dn9oHvz14K9ch+ND1I4Gl1lxwasBVdo/CFpMHMQxPR15ssC2Z/LXtc6mcXQhzATvi+Go6PouUOMcLfE+O2Mj48juoPu8x68gH41Nns22TDaEZyvTNLN9LTX5j/mrPfxjfitCkZHyMOdc029Z29RuR/06GjP//e8H5DJ9XGiaNO0Z05Enb75UZzzNueTzZpnW3EZvaxKSR3s0Ju18mmPMNXLZ7g/TQOmBDAAPwY5nuqhMck97tInW2mTP5/4V7O7Jzh1yUXlpiGbQ35zvFc5NaxEIX+be3D/TdlSPBOBcE57prbhFr5gd48QHNxP9NXi3C2q6ukdYrDDPc2/ksxvkzkG7qD+tmHaE7lkSlENvnYFFG1cW2KCRNN9iOLHvB/MPPAR+zAkdI5sA8frQlmSeR5ahu6OZvH86mnfGKO4q8R+5XG+rfYRT8V31CGn6XofO2zBT1LZOf4vmK/sH/DPwQG+W9W070wcNtm/wczZrcM935BPG+sG+nHmQ33zD42hZRSpXCmtzNvDFJl9HzdD8KFl53rbPaFdSQcgqn7hurLjRBCCCGEECIt0MuNEEIIIYQQIi3Qy40QQgghhBAiLWjhPjdGdxchTXENaYrJJ2XNMBNDnVxbdld4J4w/41pnD801OmjOF0D7AvksJMN9/X7h//Bfpryy0bs9AqQhpnPavDQQeBaN8DH+2Z+hnHSzNlY958ApvnCYs8OsOXby88bnYQBIj1rj4+fDu5F4bTfJQvftIU1te29uNWLXbTF5bihvUUqQb4TR87bFAVfF/foqrnD2S5gYLbMOluPnv/3yeHg+QdPAmn/236Ebq9i0q8BX3ZzxjLNvw1N+z5Vm3qDrV3WRt7OoWVt6B+PQ+d4h1pfp5G1ec/zXbpdGy5zHptAfBoXfI3u0MWhWvgjznM3tcl3H+RJi5qem870Qh7EXjLTilFKEfQmWYERgkM6+T8zc6+/ViPEryTvFj82yHSejqeB8JLuKjZ9NnHxUSUN+JG0px5r1h2R/HOe7hNi8KNkmx8xe9rlZ782RPXw+Eu/Dmcr9w7+lOX6g98/iHGwOn+oKbfp7/8fqlYGvXeYAv17E8+dMDD8ybvOm8fXh8cp5b9jnZv1bwfNC1kjfVx1yvR/NySNWOXuj69uj+VhL17DUXDOaey+b8rqzb4Z3YOm6zTgofeZ/24byY/01/1JnX9Y+WF96LvdtKhuei3hEMoOblvPYsI9N4U1kzzTbj/Z1s8dd7uyJGX/1G9j7O8w5n2IStKWMvtwIIYQQQggh0gK93AghhBBCCCHSAr3cCCGEEEIIIdKCFu5zY/SMHcnHhjSnILnqKdgQGCFfV7XW+3cMyy92ttPk0n5jcqakkNtkOCfrsXHS60/T0wBIU8u6aNLyWv0qx5NnnxvOe/NNvBstL6r1+ThGvfCxs0PfCTt7gcvJkUr+jdZxzZixYptBOu+c9vFj5H9SMSRavjnXC1Q/wIVxf5sclE/AuMpY/fiR6EY66G/ivWj5xYpJrm5srvfnmNP/atpbMrls4sH5MFj3TTkfRpmyl8/HnF/e+5SQ5uem/CNfxT42nJug56Jgg569P/CVe+i3lOdmXO4bgeGnFJ/HBuRjA6Dw/aA8xFdh0vPeKaDHd+jAl5gy5/8qCdEfuAOa6voez9ixG/JVlAqrfKcf50s7G6cc8oVcEvIOO2d0X+3szZtPiZazKPdTU65T7eLNNzzeUoHWvK17fAKacFWQPOrmzt7v7gtKVrOC7qKY3FCGsvO9jwL7GHmfm1TulxDZCfx1XzRlzntHu6rO8+uy9f/YfT7Vsc9RUnASufrzkWxe5J3I5uX7iZyvkb1XBuT63G3LcaazN/5xEB1tgSmn4lPE8L5oHbN5YQp8VQb11YXb4qwnlGtpc35XZ39OCdmWtD8rWq4d7h94ainPDftJL0LwnHZZ7mxXZ/PYAORjA6DwzaB8xZuuCiMm+LFwz/AnnP32YOPPO5zG4HLKVYg1ZHN+pcToy40QQgghhBAiLdDLjRBCCCGEECItaOGyNPPZlj/L8tdRYgOCT/YcZa7rVB93jz/btbYhCzm0ahP2GH+2tGEUY8JAxoR4jQdLmkhW0NF/Evyi4hvR8s5c1nB5tlFf1ZoO2VVGIadHedNdE4D6MvnPjvWyg8KGR1odeTsgJhR0awpXyWF3a2uCRtvPu01P/QONP1FzaOgJeMXZj2FatFxV6a/97lySHJKT5QAAFz5JREFULMSEILef5euXICSGry+fH8kSzTAcfNGHrmoc3vDb/iftyg5DCvNaR6F5eWTMzz87Wu5POqEOtV76c+Iu3x9tqw4GxrdpxzPIptO3Ag0f1BaY9Kq3HxjyiLMfnvzjaLnqTxRSnUPZN+V9Jr7Gyoviy5Yys3x4YyeBpmjoByM+jvne7v7ePblvIN3ZuIXm1hhZWuNTFvB8gzwzv1bGmVuTJc+blWu9NOfSEUFo2U9I0tTfytABhJz22MvU58HHg99PkrX38E3fkJA1OGXBFjQcnvNI8hSm6uGmHJOCgndNzxLDg/l0b4y0Kr6sOTlIppUVFHMGb3dV/JzVg3S9ncYHfbmi3F/fAd3X+ePEyPat7DK+tDw56JmG+9K4LZwwxuuWJ4Ambgr/76RopKzuu8T33Skj/URuU1JsIo3iuVjobA6bno9F0XItjcmer5NOn+TTVopGZ4cRJAEf+7qXvGOyeYifleXrWJbeBA/a+nIjhBBCCCGESAv0ciOEEEIIIYRIC/RyI4QQQgghhEgL/gf53Hziq+ZywFSv/f1L3o2BMctvub1/H/8Hkhn2usEI9V+jw5SwXrXxWuZHcZ//w1xTTinEJjskkfB+7lBnVu0IdMQbfuy12xxW0IZCBoB2uUbDX+R1lH+94VJnf7CIQiXbUJcxof+SIUy2DxWMUtJzWv8l0u6W/vFUb5MO3Ib4Xfe906hyNRoPXzPScpeMCNr0lm/jrIuucvZM3OTs7bPNeKfDPNfxev8Huld8O1Lx10jkc+P12Fa7zWOwO99zd9OuTGTX4sHDXBWHMi/v5MfGQpwbLXemwdEvI+zsHflej2110JMmuMGNxRO8f9ZF8HpkG+6ZfWwKnyf7X71dteMk1A/7gMjnpumxGn+aa5/1YYUr+3s/kjcuGRcYnHbgSW9unEzhb63vy7Pk+0K/Tc43xFOEC/wf7LHIZzEleO4hH4U5GyZGy3tP8f5Hn5JvZJj8EKy/55p1Z7m6pwbc5uyYUNBNFu56Ltnkv1E8wtt2igzTT8eT/QPyWTSPPy+//x3a+M/1NbABcFhpwkxrla39WH/rch8Kel2tv2a7Zhn/HfIxemHMFP+HmGti28U+RqmE7+bfUghjcx3Gdfe+oFevn+O3pSWu7PFgoeq+yzvdzO7kn5VexQRnZxjfYPbdfg43OJt9ruxvORz3wsvOdfbscZc724Z7Zh+bwrfJLj7o7PHnBwvba2PJKbWI+5lD13MKg8Toy40QQgghhBAiLdDLjRBCCCGEECIt0MuNEEIIIYQQIi1o4T43rLuzhL25tp+3y+opA8AdZFPui9Ia49NQycdtvI8Ns2wLHZjb2Wg4Hwld5mKqDgfFNSGvR16z1tug8OTzL7nkiPsBfH4VAMB0Oq6Tp6cyFElvzILdYvK5cXpd8qGaQZpabpbZddVgznlAfmFJwdeMNKj2mg30VSWUFOnjDZR/Z63b2FEZ8rro2MuQil7ZQoJjeL8h9CefAeOONg2PuSrO6zN99K3Otr4yrMV/Bjf7w1KH2L7siC9d3U74HFCcH2PnzqB+R2e/7QHalvMn9fhOkPOB89iwj00huQxOqQscLJ6+405fWUQ6/pqwt5twPjt+sfcu3S/sSreAfllj1jieH5mYFGTmnuHj8H1c0/j7eOXTf+f/YHPOsRtJKnBunnm8QXC+828p8FXLaWHiPCh2zqTl4fUBlzl75Vt0vkXWSF77H8D+KgnysVjfUM7zx2s4992DppxoXCUFDzTylc0x8w2NjdVjvS/T/io/J7qpmK8f+3bF5Lmxi1wq+dgYenbgfg4Ffm+cW2n9qd6Jrvt/+Ln2HRREywc6+Vw0z5Df7NL9/lmxY2bQIewbmknrYzmdQwQdo+Uw/HNzR+roiRl/dfY9w5+IljmPDfvYFBY4E2fUBT7Jr9/mcwIdvJ+e35tgYtGXGyGEEEIIIURaoJcbIYQQQgghRFqglxshhBBCCCFEWtDCfW5sfG7WhlPTw6SznGH8MJbTb7NIR8n6TSv3i6ynSs4TwRrUJJhMOuESKwaO52+ULKQTLiU/k1JzDo/ScVljSppxp4teSZuWfcv/gWWUO3YaI5X8G6yxJR3w8lCc39K288Z4my6R0z4/SHWJcgAkBfWHiwPvr9HHK0f5bdlPzF6zlXW+rox8XWLyB9jxzfkDkrlmCe4TbnNecE1fxGRX9ZPah529q6Sns13+JPJP4lwaGwsod4j9LV97ni3ZB8Lcvs8Ovt3XsWaedP8wrmsPT/6x/ynlsbE+NgBwG56Klp8uI5+bmG5n/zSROvZ+pA4P04WeRclsbPUSzqFG/n80vxrpPFC2iSrXks33bhJw/plZdg5JYf1jyigvyMM+T5qbIyinWkyOIF5r7DxAXbNsLs357M9SZefeVNapzmRvJpueU2rscwrN23Np3mZ/Xbtux6xTqTxbsJ8pnZOdmmnurfgeJY3r6E13zXi+XEJ2UT3NA9AUOVIC6HzpeejkUwI/Es4n8y38zdnZGf7+XvMr48/s3WYTpiqs6Bj0JY+imN+SvTHHrHlh/jFB4+rtwSaxz2R/kWweG8D72ADAPfh1tPxUF59balfr9v5ATTCt6MuNEEIIIYQQIi3Qy40QQgghhBAiLWjhsrQ4ITZjvltt8eYCK4ki6VEVff6tYjlRKM5xw2gySvgPK0yZ9TSpsJhs/rRuPtsuuYbqOFzlTm/OsyH8SFYxi2QVO1jTZvedyqfjbWTzsKbr7z7/829pXFWdXv++ygqoLiZ2aQpwu8xxiyjUM0u6WFrmuoP6eQnJCliy6O6rVEJsspyB9sUSrz8F8qk3c670day44TChRaZcQHV8icJk23uSZRMx4UcJ28/cRlJkxMgszDWr+hP3lYfDPTsp2njq15+QDK0yBXmSqAc7n3D/LvNmGa0nr9n5ZT79luaxKpJfltlrS8eJmU9TCOk+iyRR7iZiPU0qkISvcinVm/ViXkGCfZFMz/UV9cVTPkRxrATeStNT0cuwFpWh9bHGau3ovi5jeSnVV5r6ubReJGxHPMJkc1+ZZ6m1JPdj6RxLz6rsNSPXgRI+X5IwujU+FekgQ/tiidcfAomXk3sBsetwmGwrf+T1gbfleguvS0nIp2O2ZTtMzwPDzTPdLC8NfW3st53N4Z6tFI0lerFPf6mvU/pyI4QQQgghhEgL9HIjhBBCCCGESAv0ciOEEEIIIYRIC1q4z42Fta6sIWadpdVkkp9IjA8Ga9xXxKnj46Sg79yxiP5gtb2fNH6/MXAb2dnH6nXfT/BbVkdav5mwryplPTbVx/iVNBb2BWGbz9eeE2/Lob9ZU2x+W/o3qmNdcFOGt7aaevab4TFK90bNlvrrSofSb/l8U/GziQf1FcvA74/z0xoOe8v9bPb9LPkpsA9ZWbj+45QlCu3NumB7XahNJRyelPq5JGTKfBy6ZkUjvG2nRvax4VDu7J8lmphE8yX7xti1hpdj8lmMmS/tsXg95H2lMhe9SrbdF8dcTgVuI/nRunuG57xwgn3b+4+fBxKtQ/F8f5OB5wueW+ONHb6eiXxUrS9XonUqFbjN9hoV+apIX9p2Bdm2fzjAMc/FPDaa0s/GQv3O/i23Wd8Rvr58fny9zdob5ucO2lcZzwV2HPJYoL4Kc7ts3/H6yJDz6HJ7DckvqsjfGwfv7+dsG+45ZvSyT1EqbmFfoy83QgghhBBCiLRALzdCCCGEEEKItEAvN0IIIYQQQoi0oIX73MSLKc91rLm0utpk/XUsCfJzpAT7/lh/gKY8Du+L/SqsBpe1rInyC1kNeaLfso72WMHtshpUbmMivxnO+2NJRY+dCKtS5eOwppZt22Y+H9b6ppLHIRlIdRthXXg8TTnX8fnGu5+7JdiX1eYnGvvxYvHzPcfjio8bx18nJtdCuP59cx6bGB+bptTbi8SEyWbfq3j+f7wtE++3TUki34GmIt49wXCeE4bv1dYNrAOOnv9GjDNdgnq7biVqE89FJXHqeP1vSqz/Eq+V7EfM9fZZi883WZ+jpoITo3EuqnjPEnx+fA72vkp2rYl3XCaZNT3RvW2fWfl8eL4ifzzXDDqfJvCxYfTlRgghhBBCCJEW6OVGCCGEEEIIkRa0cFlaOIXfJvPpNd4n36MpNQofxX0ng/0UyVK5VEj0Gf5YkShUdLy6eJ+/w41qTeOorqcMpCajYMne0YJDjDcXieaFY9UfTDLzzNGUlYijSzLX+WiuPclwNCVvjSXZOS+ZOb+lkMw5xpOyHstxlMrc1BLntaaUv/E4Cyfx25YyF8Qbk8dKKtgw9OVGCCGEEEIIkRbo5UYIIYQQQgiRFujlRgghhBBCCJEW6OVGCCGEEEIIkRbo5UYIIYQQQgiRFujlRgghhBBCCJEWtJhQ0LW1tQCA1q33NnNLhBDi+OXwHHx4ThYBWqeEEKL5SbROtZiXm+3btwMA+vR5q5lbIoQQYvv27ejbt29zN6NFoXVKCCFaDvWtU63q6urqmqE9MVRVVWHlypXo2rUrMjIymrs5QghxXFJbW4vt27dj8ODByMrKau7mtCi0TgkhRPOTaJ1qMS83QgghhBBCCJEKCigghBBCCCGESAv0ciOEEEIIIYRIC/RyI4QQQgghhEgL9HIjhBBCCCGESAv0ciOEEEIIIYRIC/RyI4QQQgghhEgL9HIjhBBCCCGESAv0ciOEEEIIIYRIC1rUy82cOXNw+eWXY/DgwRg7diz++Mc/NneTmp3a2lo8++yzuOKKKzB8+HBcdNFF+PnPf46vvvoqus3atWtx0003YejQoTjnnHPw4IMPYv/+/c3Y6uZn586dOPvsszFgwAAsWrQo+vfi4mJMmjQJQ4YMwXnnnYcnnngCBw8ebMaWNh8bN27EXXfdhbPOOgv5+fm49957UVZWFq3XuDrEnj178Mgjj2Ds2LEYNmwYLr74YjzxxBM4cOBAdBuNq+MHrVOxaJ1qHFqnEqN1qmFonfJkFBYWFjZ3IwDg/fffx1133YVdu3YhJycH27dvx/z585GXl4dBgwY1d/OajV/+8peYPn06du7ciezsbOzYsQOffPIJ3n33XUyePBmRSATf/va3sWHDBmRmZmLPnj1Yvnw5tmzZgosvvri5m99s3H///VixYgUAYOLEiejVqxdKSkpwww03YOvWrWjXrh0ikQgWL16MgwcPYtSoUc3c4mPLZ599hmuvvRZr1qxB69atsX//fnz66af44IMPcM011+DLL7/UuPqaf/zHf8Sf//xn7N69Gzk5OSgvL8fixYvx5Zdf4oILLtC4Oo7QOnVktE41Dq1T8dE61XC0TnlazJebJ598EnV1dbj22mvx4Ycf4p577gEA/OY3v2nmljUfkUgEf/rTnwAAv/jFL/Dhhx/iueeeQ6tWrbBu3TrMnz8fzz33HCKRCAYOHIji4mI888wzAIBXXnkFpaWlzdn8ZuPdd9/F7NmzY/7+1FNP4cCBAzj//POxePFiPPzwwwCAGTNmYN++fce6mc3KY489hkgkggsuuACLFy/Gm2++iezsbHz++edYtWqVxtXXVFVVYc6cOQCA559/HosWLcJjjz0GANG/a1wdP2idikXrVOPQOpUYrVMNQ+tULC3i5Wb//v1YunQpAODKK68EAEyePBkAsGXLFoTD4eZqWrPy1Vdf4Vvf+hZGjBiBCRMmAADOOussnHTSSQCArVu34v333wcAXHLJJcjMzMTIkSMRCoUAAAsXLmyWdjcn+/btw89+9jO0bds2pm7BggUAgPHjxyMjIwNXXHEFsrKysG/fPixbtuxYN7XZqK2txdtvvw0AmDJlCtq2bYsePXpg4cKF+OijjzB06FCNq6+prq6OfrY/4YRD02VdXR0AoEuXLgA0ro4XtE4dGa1TyaN1KjFapxqO1qlYWsTLzebNm1FbWwsAyMvLAwB0794drVu3jtYfj/Tp0wePP/44nnvuOWRlZQEANmzYgF27dkXrN23aBCDoNwDo0aMHAByXi+2vf/1rlJaWYurUqe7ve/bswfbt2wEEfZWRkYHu3bsDOL766rPPPkNVVRUAYP369VGN7rRp0/DFF18AgMbV13To0AHjx48HAFx33XXIz8/HD3/4Q/To0QMPPfSQxtVxhNapI6N1Knm0TiVG61TD0ToVS4t4uamsrIyW27VrFy1nZmYCAHbv3n3M29QS2b17N+677z4AQK9evXDuuediz549ABBdVICg32y/Hg+sWbMGzzzzDEKhEP7+7//e1dm+ON77KhKJRMsPPfQQdu7ciQMHDuCdd97Brbfeiurqao0rQ2FhIU477TQcPHgw2nd1dXWoqanRuDqO0DrVMLROxUfrVMPQOpUcWqc8LeLl5vDnM1E/FRUV+O53v4vVq1cjIyMDDz74INq0aaO++5qDBw/i/vvvR01NDQoLC4/4uV8cwo6ZsWPHYvHixZgzZw6ys7OxceNGzJ49W+PKcPfdd+PTTz/Ffffdh6VLl2LatGnYunUr7r77btTU1DR388QxQvdEYrROxUfrVMPROpUcWqc8LeLlJicnJ1o+/BkSQDScX4cOHY55m1oSu3btws0334wVK1bghBNOwEMPPYRzzjkHQNB3NvTh4T60/ZruzJw5EytXrsSECROifWNp3759tHy895W9nyZNmoQ2bdogFApF+23NmjUaV1+zfPlyFBcXo0OHDrj11luRk5ODqVOnIicnB5FIBOvWrYtue7z3VbqjdSo+WqcSo3Wq4Widajhap2JpES83vXr1QqtWrQAA5eXl0f8fftvs27dvs7Wtudm7dy9uu+02rF27Fq1bt8ajjz6Kq666Klrfu3dvAEG/AYjqUQ871h0PzJs3D8ChKCkDBgzAgAEDonU333wz7rzzTnTq1AlA0Fe1tbXR8vHUV3369In6CdgoKRkZGQAOOSdqXB3icMSdurq66BzVqlWraLmqqkrj6jhB61T9aJ1qGFqnGo7WqYajdSqWFvFy0759ewwZMgQA8NJLL+HgwYOYNWsWAKBnz55p2fEN5Re/+AVWrVoFAHj44Ydx+eWXu/r8/HwAwOzZs7Fv3z589NFHUcfWI/3LULpy0kknoXv37u4/W3fSSSdF++rll19GdXU15syZg/3796Ndu3Y488wzm6vpx5zMzMzo2Jg5cyb27NmD8vLyaBK5oUOHalx9TZ8+fQAc0iS/8MILAA6Nn8P+FYMGDdK4Ok7QOlU/WqcahtaphqN1quFonYqlVV0LES2+8847uPPOO1FXV4fs7Gzs3bsXwKFJ85prrmnm1jUP4XAYl156KQ4ePIgTTjgBXbt2dfV33XUXCgoKcMUVV+Crr75CVlYWqqurUVtbi/Hjx+NXv/pVM7W8ZXD4X8WeeeYZ5OfnY9WqVbj22mtRXV2N7Oxs7Nu3D3V1dbjjjjswbdq0Zm7tsWXVqlW4/vrrUVVVhczMTBw8eBDV1dU47bTT8Je//AW7du3SuPqaqVOnoqioCMChz/eHnS8nTpyIhx9+WOPqOELrVCxap1JD61T9aJ1qOFqnPBmFhYWFzd0IAOjXrx/69+8fDSHZo0cPfP/738f111/f3E1rNmbNmoX33nsPwKHPjXv27HH/nX322TjvvPNw3nnnYdOmTSgrK0NOTg6uvvpq/PSnP41+0j1emT59OoAg83O3bt0wYsQIlJSUYNu2bejcuTNuvvlm3HPPPdHY8McL3bp1w+jRo7F582Zs27YN7dq1w2WXXYZHH30UOTk5yMnJ0bj6mosvvhhZWVkoLy9HJBJBt27dcOONN+InP/kJMjIyNK6OI7ROxaJ1KjW0TtWP1qmGo3XK02K+3AghhBBCCCFEKqTf65oQQgghhBDiuEQvN0IIIYQQQoi0QC83QgghhBBCiLRALzdCCCGEEEKItEAvN0IIIYQQQoi0QC83QgghhBBCiLRALzdCCCGEEEKItEAvN0IIIYQQQoi04P8DP7FPFRsQyUcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# And then the mutual information:\n",
    "fig, ax = pl.subplots(1, 2,squeeze=False,figsize=(14,10))\n",
    "for i in np.arange(len(label)):\n",
    "    index = [column for column in seq_MIf.columns if label[i] in column]\n",
    "    subset = np.array(seq_MIf[index])\n",
    "    MI,entropy_cond,counted=aims.calculate_MI(np.transpose(subset))\n",
    "    ax[0,i].imshow(MI,vmin=0,vmax=2,cmap=cm.jet)\n",
    "#pl.colorbar(x)\n",
    "ax[0,0].set_title(label[0])\n",
    "ax[0,1].set_title(label[1])\n",
    "pl.legend(label)\n",
    "#pl.savefig('MI_fig.pdf',format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Alright so the frequency data is actually calculated on the Shannon Entropy step\n",
    "# Go back to that code to make sure we save it somehow, then just plot it here\n",
    "\n",
    "fig, ax = pl.subplots(1, 1,squeeze=False,figsize=(16,8))\n",
    "# We need to have the data in the binary groups though, since we're taking a difference.\n",
    "# The 1: excludes \"empty space\" as a frequency\n",
    "x=ax[0,0].pcolormesh(frequencies[0,:,1:]-frequencies[1,:,1:],vmin=-0.2,vmax=0.2,cmap=cm.PiYG)\n",
    "AA_key=['A','R','N','D','C','Q','E','G','H','I','L','K','M','F','P','S','T','W','Y','V']\n",
    "pl.colorbar(x)\n",
    "xax=pl.setp(ax,xticks=np.arange(20)+0.5,xticklabels=AA_key)\n",
    "\n",
    "place=0\n",
    "for i in mat_size:\n",
    "    place += i\n",
    "    pl.plot(np.arange(21),place*np.ones(21),'black')\n",
    "\n",
    "#pl.savefig('FULLdata_AAprob.eps', format='eps')# dpi=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Below is the Testing for the MHC version in the GUI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "x1 = np.array(['cd1','HLA-A','UFA','UAA','UDA']); x2 = np.array(['124','170','22','2','2'])\n",
    "x3 = np.array(['167','210','66','49','49']); x4 = np.array(['209','260','105','93','93'])\n",
    "x5 = np.array(['262','306','158','152','152']);  x6 = np.array(['303','348','199','193','193'])\n",
    "mat_coords = np.transpose(np.vstack((x1,x2,x3,x4,x5,x6)))\n",
    "paths = ['app/mhc_testData/cd1_seqs.fasta',\n",
    "'app/mhc_testData/hlaA_seqs.fasta',\n",
    "'app/mhc_testData/cd1_ufa_genes.fasta',\n",
    "'app/mhc_testData/UAA_seqs.fasta',\n",
    "'app/mhc_testData/UDA_seqs.fasta']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "# DEFINE PLOT PARAMETERS:\n",
    "font = {'family' : 'Arial',\n",
    "'weight' : 'bold',\n",
    "'size'   : 16}\n",
    "COLOR = 'black'\n",
    "rcParams['text.color'] = 'black'\n",
    "rcParams['axes.labelcolor'] = COLOR\n",
    "rcParams['xtick.color'] = COLOR\n",
    "rcParams['ytick.color'] = COLOR\n",
    "\n",
    "rc('font', **font)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Sequence Position')"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "AA_num_key = aims.get_props()[1]\n",
    "AA_num_key_new = aims.get_props()[2]\n",
    "labels = mat_coords[:,0]\n",
    "data = mat_coords[:,1:]\n",
    "for i in np.arange(len(paths)):\n",
    "    # turn data into an integer.\n",
    "    int_dat = [int(x) for x in data[i]]\n",
    "    seq,seq_key = aimsLoad.mhc_loader(paths[i],int_dat,labels[i])\n",
    "    if i == 0:\n",
    "        seq_final = seq\n",
    "        seq_size = np.shape(seq)[1]\n",
    "        seqNameF = labels[i]\n",
    "        seq_keyF = seq_key\n",
    "        mat_size = aims.get_sequence_dimension(np.array(seq))[0]\n",
    "    else:\n",
    "        seq_final = pandas.concat([seq_final,seq],axis = 1)\n",
    "        seqNameF = np.vstack((seqNameF,labels[i]))\n",
    "        seq_size = np.vstack((seq_size,np.shape(seq)[1]))\n",
    "        seq_keyF = np.hstack((seq_keyF,seq_key))\n",
    "        mat_size2 = aims.get_sequence_dimension(np.array(seq))[0]\n",
    "        max_lenp=np.zeros(len(mat_size))\n",
    "        for i in np.arange(len(mat_size)):\n",
    "            max_lenp[i]=int(max(mat_size[i],mat_size2[i]))\n",
    "        mat_size = max_lenp       \n",
    "seq_MI = aims.gen_tcr_matrix(np.array(seq_final),key = AA_num_key, giveSize = mat_size)\n",
    "# Convert our MI matrix to a pandas dataframe\n",
    "seq_MIf = pandas.DataFrame(np.transpose(seq_MI),columns = seq_final.columns)\n",
    "fig, ax = pl.subplots(1, 1,squeeze=False,figsize=(16,8))\n",
    "ax[0,0].imshow(seq_MI, interpolation='nearest', aspect='auto',cmap=cm.jet)\n",
    "\n",
    "seq_locs = 0\n",
    "for i in np.arange(len(seq_size)-1):\n",
    "    seq_locs = seq_locs + seq_size[i]\n",
    "    ax[0,0].plot(np.arange(len(np.transpose(seq_MI))),np.ones(len(np.transpose(seq_MI)))*seq_locs,'white',linewidth = 3)\n",
    "\n",
    "ax[0,0].set_ylabel('Sequences')\n",
    "ax[0,0].set_xlabel('Sequence Position')\n",
    "#fig.savefig('mhc_manuscript_Matrix.pdf',format='pdf',dpi=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Normalized Property Value')"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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nV9WDW2uXz7PfE5IcM0/XD+3ml85Yf/NWlAsAAMB2aqIjxFVVSd7cvTw0yV5JzkqyR5LD59hn56p6Y5J/TnLXOdosS7Jnkstba8tmTKsX+n0AAACw7Zv0KdMPSrI0yYYkp7bWbk5yarftKXPs86ok709yQ5Lz5mjzsG7+owWqEwAAgO3cpAPxA7r51a21dd3y6hnbZtqQ5G+SPDrJN+do8/Bufr+qurSqflFVn6mq/ba6YgAAALZLkw7Ee3TzG4bWrZuxbaYTW2u/01q7aJ5+NwbifZPsnmSXJM9JckZVzXqaNQAAAP12Z3rsUs22srV2ywj7npXk40mel+RuGdxg6/ok901yyB0OVHVYVZ1bVeeuWbNmyysGAABgmzXpQLy2m+8ytG7Xbn7tlnbaWvvL1trvtdY+3QYuSHJ6t/mRs7Q/qbX2mNbaY5YsWbKlhwUAAGAbNulA/ONuvldV7dwtL+vmW3RDrBr4r1X18qoaTrc7dvMtDtoAAABsvyYdiM9PsqY77iFVtTjJC7ptZ2xJh621luTPkvxlkv9ZVTtU1QFJnto1OXOrKgYAAGC7NNFA3FrbkOTd3csPJ7kmyYoMrvc9saqWVdXqblo2Rzez+eNu/tokP8/gbtQ7J/mn1tppC1I8AAAA25WJ31SrtXZ8kiOTXJLkLknOSfL01trqJIszeE7x0m551D4/luTFSb6RZFGSK5J8IMnBC1o8AAAA242RQ+dCaq0dl+S4WdZflDnuNt1tX5lk5RzbTk1y6oIUCAAAwHbvzvTYJQAAAJgYgRgAAIBeEogBAADoJYEYAACAXhKIAQAA6CWBGAAAgF4SiAEAAOglgRgAAIBeEogBAADoJYEYAACAXhKIAQAA6CWBGAAAgF4aORBX1X5V9b+r6odVtbaqHlVV76uqlWOsDwAAAMZipEBcVQckOS/JU5KcnmTXJJVkpyR/WVUvGVuFAAAAMAajjhCfkOScJA9O8roMwnBaa69LclKSPxhLdQAAADAmowbiJyT5k9baLUnajG1/neSBC1oVAAAAjNmogfi6JHvPsW1ZkrULUw4AAABMxqiB+O+SHFtVTxpa16rqfkn+Z5LPLHhlAAAAMEajBuKjknwvyZlJftat+1y37udJ3rLglQEAAMAYLR6lUWvt+qo6MMlvJVmRZK8k1yb5cpLPdNcWAwAAwDZjpECcJK21luQL3QQAAADbtJECcVWdtKk2rbXDtr4cAAAAmIxRR4ifMMu63ZLsl+TqJF9asIoAAABgAka9hvjhs62vqv2SfDbJ5xeyKAAAABi3Ue8yPavW2k+SvCPJWxemHAAAAJiMrQrEQ/ZZoH4AAABgIka9qdazZ1m9Q5J9k7w5yb8tZFEAAAAwbqPeVOszSVqSmmXb15McvmAVAQAAwASMGogfMMu6luS61tpVC1gPAAAATMSod5n+j3EXAgAAAJM0ZyCuqk9vRj+ttfa8BagHAAAAJmK+EeJ7ZXBaNAAAAGx35gzErbVfn2QhAAAAMEmj3lQrSVJVd0myU26723Ql2TXJE1prm3OKNQAAAEzVqM8hfkiSv0zy2HmaLVqQigAAAGACRh0hPj7JfkmOSvLMJOuTfCHJM7rpaWOpDgAAAMZkhxHbPTHJ/2itHZfkr5Ls1lr7s9baM5P8TZLXjKtAAAAAGIdRA/GOSX7cLX8vyQFD21YlefwC1gQAAABjN2og/lGSh3fL30uyW1U9eKiPuy10YQAAADBOo15DfEqS91XVXVtr76uqs5N8uKo+lOSNSc4bW4UAAAAwBiMF4tba8d0jl5Z1q16Z5PNJPpbk0iTPHU95AAAAMB5zBuKq2qm1tn7j69bau4eWz6+q+ye5d2vtsjHXCAAAAAtuvmuIr6iqD1XVE2bb2FrbIAwDAACwrZovEJ+cwTOHv1xVP6iq/1FVvzKhugAAAGCs5gzErbU3JvmVJE9P8uUkRya5sKpOr6qXVNUuE6oRAAAAFty8j11qA19srb08yb2TvDDJ2iQfSfLTqvpIVT1pAnUCAADAghr1OcRpra1vrf1ta+3gJPtk8LilfZL8Y1X9cFwFAgAAwDiMHIiHtdZ+nuSCbroyg1OrAQAAYJuxWYG4qv5TVR1XVRcn+VKS/5zkPRmMFAMAAMA2Y87nEG9UVY9I8oJuWp5kdZJPJPloa+0HY60OAAAAxmTOQFxV78ggBD8gyQ1JPp3ksCT/3FprkykPAAAAxmO+EeK3JTkzybFJ/ra19ouJVAQAAAATMF8gXt5au2RilQAAAMAEzXlTLWEYAACA7dkWPXYJAAAAtnUCMQAAAL0kEAMAANBLIwXiqjqnql5bVUvGXRAAAABMwqgjxN9M8o4kq6vqc1X121W10xjrAmAbtWLFiqxYsWLaZQAAbNJIgbi1dliSeyd5QZIbk3w0yRVV9ZGq+o0x1gcAAABjMfI1xK21X7bWPtNa++0keyd5dZIHJPnnqrq4qt5RVUvHVSgAAAAspM2+qVZV7Z/k8CRvTPKkJN9P8ndJnpfkB1X1wgWtEAAAAMZg8SiNuptp/U6SFyd5fJJrknwqyWtaa+cMtfv7JH/SbQMAAIA7rZECcZLLkmxI8g9Jnp/k8621X87S7t+T3HeBagMAAICxGTUQH5Hk1Nbaz+Zr1Fp7RwZ3owYAAIA7tVGvIT44yazPIK6qA6rqmwtXEgAAAIzfnCPEVfXsoe0rkjy7qh4yS9OnJrnfwpcGAAAA4zPfKdNPTvK6brklefc8befbBsA0nHHsdI77859M9/gHHj2d4wIA25z5AvGbk5yQpJL8OMlBSWaeGn1Lkmtba2vHUx4AAACMx5yBuLV2U5KLk6Sq/i7JZa21iydVGAAAAIzTqDfVenqSu42zEAAAAJikUQPx2UkOqqpF4ywGAAAAJmXU5xBfnOTQJC+oqh8luXLG9tZae86CVgYAAABjNGogfmCSrwy93n0MtQDANm3FihVJkjPPPHOqdQAAoxkpELfWDhx3IQAAADBJo44QJ0mq6teTPCXJvZMcm+RhSb7RWrt8DLUBAADA2IwUiKtqlyT/J8l/S3JdBqdMfzjJEUkOqKoVrbULxlYlANuMM0945bRLAAAYyah3mX5PkscleVKSeyapbv0hSS7NYLQYAAAAthmjBuIXJjmqtfavSdrGla21K5L8UZJfH0NtAAAAMDajBuK75o6PWtpoXZKdF6YcAAAAmIxRA/G/JXl9VQ1fc7xxpPjlSc5Z0KoAAABgzEYNxG9O8p+TfC/Jn2UQhg+vqi8leVaSt27OQavqLVV1SVXdWFVnV9VjR9zvqKpqVbVqlm3PrKpvV9X6qvphVb10c2oCAACgX0YKxK21ryd5bJKvJTkoyS1JnpvkqiT/ubV29qgHrKrXZXATrqVJ1id5fJLTq2qfTez3hCTHzLHt15J8JoPHQK1Lcv8kq6rqmaPWBQAAQL+MOkKc1tr5rbUXtdb2aa3dpbW2pLV2UGvt30fto6oqg9HmJDk0yV5JzkqyR5LD59hn56p6Y5J/zuBa5tn8QQaPkPpYa+3uSd7ZrX/LqLUBAADQLyMH4qrasap+t6pOqqq/raoTq+r5VTVyH0kelMHI8IYkp7bWbk5yarftKXPs86ok709yQ5Lz5mjz5G7+V9384938id0zlAEAAOB2RgqzVbV/kvOTrEpyYJJ9kzw9yV8nOaeq9hzxeA/o5le31tZ1y6tnbJtpQ5K/SfLoJN+cpbbdk+w9o6+N8x2S3HfE2gAAAOiRUUd3P9jND2itPaC19sTW2v2TPCLJ3ZKcMGI/e3TzG4bWrZuxbaYTW2u/01q7aBN9Dve7bo7tSZKqOqyqzq2qc9esWbOJkgEAANgejRqIfyPJUa217w6vbK19O4M7TD97AWqp2Va21m5Z6H5baye11h7TWnvMkiVLtrJ7AAAAtkWjBuKrk+w2z/YbR+xnbTcfvq53125+7Yh9zHTd0PLGfncdWrel/QIAALAdGzUQvzXJu6vqacMrq+oxGTxCadS7Of+4m+9VVTt3y8u6+Y9G7ON2Wmtrk/yse7l0Rp8bho4JAAAAtxo1EL8lgxHi06rq6qr6blX9NMlXkyxP8sGquq6b5huRPT/Jmu64h1TV4iQv6LadsUXvYODMbn5Id9frl3Svvzp08y4AAAC41eIR2/3tQhystbahqt6dwWOUPpzBzbh2S3J9khOralmSf+uaP761tnr2nu7gfUmek+T3khyc207vfs9C1A0AAMD2Z6RA3Fp7x0IdsLV2fDeK+7oMHpd0TpI3tNZWV9Xy3Hba86hhPa21r1bVs5K8O8mvJvmPJMe21v5+oeoGAABg+zJy6Kyqeyd5UwZ3nN4jg+t2v5zkT1prl23OQVtrxyU5bpb1F2WOu01321cmWTnHttOSnLY5dQAAANBfI11DXFX3T/LNJIclWZ3B9b5XJnl1kvO67QAAALDNGHWE+LgkVyR5cmtt4x2dU1X3TPJPGVyr+7yFLw8AAADGY9RA/OQkK4fDcJK01q6qqndmcIMsAJi6E7954tSOfdn1l021hsMfefhUjgsA26pRH7t0QwbP9J3NhmzGtcgAAABwZzBqIP6XJMdU1Z7DK6vqHkmOSXLWQhcGAAAA4zTqyO6bM3g80kVVdUYG1xPvneTAJL9M8pLxlAcAAADjMdIIcfc4pEcl+UiSfTO4pnif7vUjW2sXjKtAAAAAGIeRRoir6r1J/k9r7U1jrgcAAAAmYtRriF+VZM9NtgIAAIBtxKiB+OwkB1XVonEWAwAAAJMy6k21Lk5yaJIXVNWPklw5Y3trrT1nQSsDAACAMRo1ED8wyVeGXu8+hloAAABgYkYKxK21A8ddCAAAAEzSvIG4qnZO8uwk+yf5cZJ/aK2tm0RhAAAAME5zBuKqum+SLybZL0l1qy+pque31r42ieIAAABgXOa7y/S7kuyS5HeTPCTJc5PcmORDE6gLAAAAxmq+U6ZXJDmytfZX3evvVdV1Sb5YVfdsrV019uoAAABgTOYbId4ryY9mrPt6BqdP7zO2igAAAGAC5gvEi5LcMmPdDd18x/GUAwAAAJMxXyAGAACA7damnkP8oKq6eej1om7+4Kq6XcPW2r8vZGEAAAAwTpsKxKvmWP+JJK1brm550RxtAQAA4E5nvkB84MSqAAAAgAmbMxC31s6aZCEAAAAwSW6qBQAAQC9t6hpiAGBEb/jIG6ZdAgCwGYwQAwAA0EsCMQAAAL0kEAMAANBLc15DXFXfzm3PGt6k1toBC1IRAAAATMB8N9X6em4LxIuSvCDJNUn+IclPk+yV5GlJ7p3kQ2OsEQAAABbcfM8hXrlxuaren+RLSZ7ZWls/tH5Rkr9LsucYawQAAIAFN+o1xK9I8v7hMJwkrbVbkvxFkuctdGEAAAAwTqMG4nVJ7j/Htl/L4FRqAAAA2GbMdw3xsI8mObaqdkpyWpKrktwrycFJ3pLkD8dSHQAAAIzJqIH4rUl2S3JskvcMrb8pyXtba+9e6MIAAABgnEYKxN21wq+tqmOSPC6Dm2j9LMnZrbW1Y6wPAAAAxmLUa4g32j3J3kn2T/KtJA+uqp0XvCoAAAAYs5FGiKtqhyR/kuT3M3gmcUvyT0nemWT/qnpya+3SsVUJAAAAC2zUEeK3J3lZkpUZjBBXt/4PMgjVxy54ZQAAADBGowbilyc5urX2ySRXb1zZWvtWkmOSPH0MtQEAAMDYjBqI90ry/Tm2rUmyx8KUAwAAAJMxaiD+VpKXzrHtoCTfXphyAAAAYDJGfQ7xMUn+oaqWJflCBjfVek5VvTHJC5M8Z0z1AQAAwFiMNELcWjs9yTOS3CXJuzK4qdYxSR6a5KDW2hfGViEAAACMwagjxGmtfTHJF6tqlyR7JrmutXb92CoDAACAMRpphLiqTq6qFUnSWlvXWrtsYxiuqkdW1Y/HWCMAAAAsuFFvqrUyyT9V1VGzbNspyf4LVhEAAABMwKiBOElOTvKOqvpMVXnMEgAAANu0zQ3EByb5T0nOraoDuvVtwasCAACAMducQJzW2tkZBOKfJTm7ql6a5KZxFAYAAADjNPJdpjdqrV1WVf8lyYkZjBp/fsGrAgAAgDHb7ECcJK21XyZ5ZVX9e5IPLGxJAAAAMH6jBuL7JLl85o7i0SAAACAASURBVMrW2l9U1TeTPH1BqwIAAIAxmzMQV9WvJbmgtbYuyV5J9qqq2ZquT/K58ZQHAAAA4zHfCPG5SR6f5Jxuea67SVe3bdHClgYAAADjM18gPjDJBUPLAIxoxYoVSZIzzzxzqnUAADC3OQNxa+2s2ZYBAABgezDfNcR/uhn9tNba6xegHgAAAJiI+U6ZftZm9NOSCMQAAABsM+Y7Zfo+kywEAAAAJmmHheikqh67EP0AAADApMx3yvStqmpZkhOS/EaSnTJ41FK6+c4ZBGuPXQIAAGCbMeoI8Z8keVqSv0rywyTnJfmLJD/KIBQ/fyzVAQAAwJiMGogPTPKW1tobkpyc5KbW2lFJHp3k/0ty0JjqAwAAgLEYNRDvmuS73fIFSR6VJK21DUlOzOBUagAAANhmjBqIL05y3275e0nuXlUb70J9Q5J7LnRhAAAAME6jBuJPJXl/Vb20tXZ5km8nOb6qViT5H0m+P6b6AAAAYCxGust0kj9KsleSZyT5aJJXJ/lckuckWZvk4LFUB7CVTjj9B1M57upr1k31+ElyxKg/4QEAemqkP5daazcnee3Q6690p0w/OMn3WmvXjak+AAAAGIvNGj+oqj2S3H1o1U8zuJ747q21nyxoZQAAADBGIwXiqnpMko8neeBsm5O0JIsWsC4AAAAYq1FHiE9KsmOSVyb52fjKAQAAgMkYNRA/KMmLWmufHWcxAAAAMCmjPnbp60mWjrMQAAAAmKRRR4hfleTTVXWPDMLxDTMbtNb+ZSELAwAAgHEaNRA/OMmyDJ5HPBs31QIAAGCbMmogPi6DkeF3JblifOUAAADAZIwaiO+d5JWttX8eZzEAAAAwKaPeVOsrSR41zkIAAABgkkYdIf5gko9U1X2SfC3J2pkNWmufHvWgVfWWJK9JsiTJN5K8vrV2zjztn5nk3UkemOQnSf64tfbRoe13SfKL3PH9XNxaWz5qXQAL5TXHfXzaJQAAsAmjBuL/280Pn2P7yDfVqqrXJTm222dtkscnOb2qHtxau3yW9r+W5DNdrdcmuX+SVVV1VWvtC12zX+22r09y1dDud+gPAAAAktFPmb7PJqb7jtJJVVWSN3cvD02yV5KzkuyRucP2H2QQdj/WWrt7knd2698y1Obh3fzTrbVlQ9MTRqkLAACA/hk1EH8iyUNaaxfPNY3Yz4OSLE2yIcmprbWbk5zabXvKHPs8uZv/VTffeB7iE6tql275Yd38RyPWAQAAQM+NGogfluTGBTjeA7r51a21dd3y6hnbblVVuyfZe0a7jfMdctvI9MYR4t+pquuqak1VfaCqdl6AmgEAANgOjRqIT0nyjqp61NCo7JbYo5vfMLRu3Yxts7Uf3mfdLNs3BuIHZXBt8j2TvD7JRzOLqjqsqs6tqnPXrFkzYukAAABsT0YNxE/K4OZX5ya5vhuFHZ6uXYBaakv26a5L/mQGp3Uf0Fq7W5Lf7bb/TlU9aOZOrbWTWmuPaa09ZsmSJVteMQAAANusUe8y/flu2lobH9c0PMq8azefLVRfN7S8cZ9dh9Zd21prSY4e3qm19omq+tMkeyZ5ZJLvb3HFAAAAbJdGCsSttXcs0PF+3M33qqqdW2s3JlnWrbvDDbFaa2ur6mcZ3I16aZLzh9pvSPLjqtozya8nWdJaO3lo943vbSFGrwEAANjOjHrKdKrq3lX1vqo6p6q+V1X/WlXvqap9N+N45ydZ0x33kKpanOQF3bYz5tjnzG5+SFXtkOQl3euvdjfm2jXJZ5P8ZVX9dlfrYUl2T/KLJF/bjPoAAADoiZECcVXdP8k3kxyWwV2ez0hyZZJXJzmv275JrbUNSd7dvfxwkmuSrEhyfZITq2pZVa3upo0jwe9LcnOS38tgtPdt3fr3dH1emsFNv5Lkr6vq50k+1L1+V2vtZ6PUBgAAQL+MOkJ8XJIrkty3tXZwa+3VrbWDMnjs0SXpwukoWmvHJzmy2+8uSc5J8vTW2uoMTnNe2k2Lu/ZfTfKsJOd17f8jyaGttb8f6vbVSf4wg9Oud07ygySvba29a9S6AAAA6JdRb6r15CQrZ462ttauqqp3ZjDaO7LW2nEZhOyZ6y/KLHebbq2dluS0efpbn+Qd3QQAAACbNOoI8Q0Z3MRqNhsyerAGAACAO4VRA/G/JDmmu6PzrarqHkmOSXLWQhcGAAAA4zTqyO6RGdyt+aKqOiOD64n3TnJgkl/mtjs/AwAAwDZhpBHi1trFSR6V5CNJ9s3gmuJ9utePbK1dMLYKAQAAYAxGvva3e7zRm8ZYCwAAAEzMnIG4qv7L5nTUWvuXrS8HAAAAJmO+EeIzk7TM8hikIW1oedFCFAQAAACTMF8gftQm9n1ikmOT7JHk5AWrCAAAACZgzkDcWjtvtvVVtVsGQfjVSf4jyXNba2eOpToAAAAYk1GfQ5wkqar/luS7SV6V5D1JDhCGAQAA2BaNdJfpqrpXkj9L8vwk5yR5ZmvtO+MsDAAAAMZpkyPEVfXyJBck+c0kb0jyRGEYAACAbd18j126X5KTkqxI8vkkh3fPIgYAAIBt3nynTH87yU5Jrs3g0Ut/UTXnE5haa+05C1wbAAAAjM18gfic3Pac4d0nUAsAAABMzHyPXVoxwToAAABgojbrsUsAAACwvRCIAQAA6CWBGAAAgF4SiAEAAOglgRgAAIBeEogBAADoJYEYAACAXhKIAQAA6CWBGAAAgF4SiAEAAOglgRgAAIBeEogBAADoJYEYAACAXhKIAQAA6CWBGAAAgF4SiAEAAOglgRgAAIBeEogBAADoJYEYAACAXhKIAQAA6CWBGAAAgF4SiAEAAOglgRgAAIBeEogBAADoJYEYAACAXhKIAQAA6CWBGAAAgF4SiAEAAOglgRgAAIBeEogBAADoJYEYAACAXhKIAQAA6CWBGAAAgF4SiAEAAOglgRgAAIBeEogBAADoJYEYAACAXhKIAQAA6CWBGAAAgF4SiAEAAOglgRgAAIBeEogBAADoJYEYAACAXhKIAQAA6CWBGAAAgF4SiAEAAOglgRgAAIBeEogBAADoJYEYAACAXhKIAQAA6CWBGAAAgF4SiAEAAOglgRgAAIBeEogBAADoJYEYAACAXhKIAQAA6CWBGAAAgF4SiAEAAOglgRgAAIBeEogBAADoJYEYAACAXhKIAQAA6CWBGAAAgF4SiAEAAOilqQTiqnpLVV1SVTdW1dlV9dhNtH9mVX27qtZX1Q+r6qVb2yebtmLFiqxYsWLaZQAAAIzFxANxVb0uybFJliZZn+TxSU6vqn3maP9rST6T5GFJ1iW5f5JVVfXMLe0TAAAAJhqIq6qSvLl7eWiSvZKclWSPJIfPsdsfJFmc5GOttbsneWe3/i1b0ScAAAA9N+kR4gdlMIq7IcmprbWbk5zabXvKHPs8uZv/VTf/eDd/YlXtsoV9AgAA0HOLJ3y8B3Tzq1tr67rl1TO23aqqdk+y94x2G+c7JLlvN43cJwAAACSTD8R7dPMbhtatm7FttvbD+6ybsX1z+0xVHZbksCTZb7/95q/4TuCE038wleOuvmbdVI+fJEcs/rupHXvaTtzzbtMuYWoOf+TCXe1wxNMeuGB9bXuOnnYBU+FamYXhu9NPvj8Lw/enn3x/tk13pscu1Rj2mXV7a+2k1tpjWmuPWbJkyRYcFgAAgG3dpAPx2m6+y9C6Xbv5tbO0v25oeeM+uw6tu3YL+gQAAICJB+Ifd/O9qmrnbnlZN//RzMattbVJfta9XDqj/Yauv83qEwAAAJLJB+Lzk6zpjntIVS1O8oJu2xlz7HNmNz+kqnZI8pLu9Ve7m2htSZ8AAAD03EQDcWttQ5J3dy8/nOSaJCuSXJ/kxKpaVlWru2njKO/7ktyc5PcyOAX6bd3694zS5zjfDwAAANuuid9Uq7V2fJIjk1yS5C5Jzkny9Nba6gzuer20mxZ37b+a5FlJzuva/0eSQ1trfz9in8Bm+MChH8gHDv3AtMsAAICxm/Rjl5IkrbXjkhw3y/qLMsudoVtrpyU5bUv6BAAAgNncmR67BAAAABMjEMMsVhzx4aw44sPTLgMAABgjgRgAAIBeEogBAADoJYEYAACAXprKXabZPEc87YFTOe7f77nLVI+fJDljeocGAAC2b0aIAQAA6CWBGAAAgF4SiAEAAOgl1xBz53bg0dM57t3/cbrHT3L4lI7717v99eD4j5xWBQAAMBlGiAEAAOglgRgAAIBeEogBAADoJYEYAACAXhKIAQAA6CWBGAAAgF4SiAEAAOglzyGGWZx55pnTLgEAABgzI8QAAAD0kkAMAABALwnEAAAA9JJriIHbcf00AAB9YYQYAACAXhKIAQAA6CWnTDMnp84CAADbMyPEAAAA9JJADAAAQC8JxAAAAPSSQAwAAEAvCcQAAAD0kkAMAABALwnEAAAA9JJADAAAQC8JxAAAAPSSQAwAAEAvCcQAAAD0kkAMAABALwnEAAAA9JJADAAAQC8JxAAAAPSSQAwAAEAvCcQAAAD0kkAMAABALwnEAAAA9FK11qZdw1RV1ZokF0+7DrYb90xy1bSLgG2U7w9sGd8d2HK+P/2wf2ttyWwbeh+IYSFV1bmttcdMuw7YFvn+wJbx3YEt5/uDU6YBAADoJYEYAACAXhKIYWGdNO0CYBvm+wNbxncHtpzvT8+5hhgAAIBeMkIMAFuhqvwuZbvncw5sr/xwo1eq6iVV9S9VdW1Vrauq86rqjVW1uNu+sqpaVV005VLhVlV1Ufe5XDnLttZNK7ai/+VD/Szf8kq36Nhzvrct6Guk729V/WHX7szN6HvWf6OqenGST2xhyWyjhj63c01j+07N/M6M+nmuqlVdu1Xd6zvUOLNNt27fqjo1yZMW8n3QT3N8d9ZX1SVV9SdVtfNm9neHz/8ovxcX4ncn24/F0y4AJqWqTkmysnu5PsmGJAckeX+SFVX1nCmVBkzWdUkuTbJmM/a5udtn43Kq6o0Z/Pw4a0GrY1tyTZIbJnzMyzP4++0Xm7nf1Rl8hq/ezDbfS7J7kg9t5vFgPhu/O5Vk1yTLkrwuyd1y299q47Tx5/n6CRyLOzkjxPRCVb0ygx+wv0zyqgx+ue+e5M1dk2cleeFUigMmqrV2fGttWWvttzdjn9XdPstaa6u71XuMqUS2HW8c+lzcOo3zgK21J3TH+ZvN3G9jrW/czDa7b3GxMLeNn7WlrbU9k2z8zL2kqnYb98GHvq9nj/tY3PkJxPTFm7r5n7XWTmqt/bK1dktr7X0ZnO64KsmVwztU1ZO7U6pvrKqvVdVjZ2x/eVV9p6puqKrrqurLVfWkoe1ndqfjHF1V/9adpn1Ut+3RVfWvXd/nV9VvdW1ud/pOd4r3+d3pRBdV1duratF4/onYxv2noVPA9tu4svtstaq6pqru0q17blV9t/v8fTnJQ2d2NnRa22u6ttdU1Uu6bftW1clV9dOuj290pw4P77/x8/+yqvrzqvp5Va2pqmPn+AzvUlUndu2uqqr3z2xXVYdU1bndd+7KqjqlqvaZ7R+jqg6uqh/W4NKIf66qhw5tm+0Uu8Xd+gu79/TjqnpH3XY5xe1OL62qP0zy9m733+jWv7Cqbu6Wh38W/Gq37pa56qUf5vuZXlXPH/qMPa9b99Shdc/s1s13CcXv1+DU019U1WeqatnQtjucDj3L/jNPqx6+8+oZ3ff6z7s2X5yx71936/98y/+F6LHTuvniJDvVHJfA1Bac6jz0mb2mqn51tn6Gfi/876r63e73x41VdVZVPWRGf/P+bVZVD62qz3a/I2+oqh/U4G/BGmrzxO5301VVdX1VfasGgzdMQ2vNZNqupyT7JGndtGITbVd27X6R5MYkPx/a9ydJFnXtnjO0/tokNw0t79K1ObNbtz6D04LWJ3lKkuUZnLLZktyS5Ppu25XDNQ7V0pL8LIPTNFuSk6b9b2qa7JTkou6//cpZtt362U7y3W75jUPbPzL8uUny5O5z17rP7bru876xn+Uzjrk+ydoMzq64X5J7ZXCqWcvgsoO1Q/u+eei4Gz//P+3mw+0+MMt7u3rou7Kx3SuH2r1taP3a7tit239J12bjd+bG7vty3dA+lye5a9fuD7t1Zw71//GhttcMLf9Ft3358L9RBqMZG/tfn2R1kick+Ydu3Z/OUvs/TfuzZBr/d3K2z8uMz+ecP9OT/E237uIkeyX5Uff6Y3Mde+jzvPF7PPy5Py/JDl27Vd26VfPUOLPN6qE2a7r6Htu9vnnou7dzbvuOP3Ha/31Md95ptu9OBqdJ/3m3/qvduo3fl4tm7H+7v+fm+Hk+/Hvx0Nz2++7AEfq5MLf9PbexzTlD+837PU6yS277HbkuyVVD7Y/q2iwd+r5cn9v/znnBtP8b9XEyQkwf/MrQ8qVztrq9XTMIFXdPcvBQPw/rlpcl+XoGI893z+CH2y8yOIXyV2f0dW2S/TII5mcmeUMGp6CtziBg7JHkg0mWbNyhBnfzfGf38uDW2l5J7pPBHySHVtX+I74Pti+nDP1f7TZj9CZJPtbNn58k3f+xfna37pPd/MgMzg76RpJ7J9kzyb/Mc8wfZRCC922t/UcGfzTsm8EfDffN4PN7TNf2j4dHpDq7JnlE1+5/desOr6olM9pdnsH3aM8k53Trfqt7H/vmttHY/9n1dd+uhv2TvGNGXzsl+cPW2h5JHp7BHxz3TnLYbG+wGz0+pHt5UBucvrfx3+15VXW3mfu01o5Pcnz38ux226l3H+3WHTw0GrDxZ8gnw/bmDt/J2UauNuNn+msy+AN6vwy+B/fL4H8qvWGEWnZN/v/2zjzajqrKw9+PWVAgzIoILoTWXgwOyNiACCoKYjPECRXEdnWLKCrQINrI7BCQQbQdmEGaSSAEDIMKKEhAEJmiosJjCBBIAgkYAsHs/mOf4lYq9+bd+xJf4N3ft9ZdVXXq1Dmn6tapqn32cPhUue+3pxUnY8jxMWJu8+/RETE6Im4F/ggsDuxa9r0XeDUp7NgE1XTDGbX32NPAvsCjtJ7FC4MtSUEb4D8i4roujlkH2CUiVqD1bnunpFFd9uO3kO/IJ4BREbEK8DngWnIwGmAzsr/cAaxQ3jlHAFeSArUZZiwQm36gbnapjrnmZibww7I+vpa+PEBEfD8iNgHOA3YnP9arIHVN35erI2JKREyLiH8AW5X00yJiICLmkBqkF2vHrE8+UAFOkfQI+ZGxQjmHbbs8DzOyeIoc1Kn/6pxLfgRvLmlNMirsquTgSyX0blaWJ5R7chbwnfnUeUlEPBcRVQCqD5blmHL/BnAsKdAuCbyvcfzFEXFXLd/skm/TRr6zSz95Hqg+Wiof3feT/esx4JhIBoAxjTZVPA98CyAi7gEuKekbdzjHqj/dFxGXlePGAW+MiNUiYnqH49oxlvy4WxPYQhm9922k1vrSHsoxrwza9cl2QXq6eqZHxBNkYCHIQR+AfSNifoGwKu6PiHNKOb8Cbizpne77BWGuwTdqgz6lrxszGFXfeZR8ZkL2kRMkLbeQ6jgSWAr4C2kF1A1/Ls9/mPuZ/Rq668f3kYqQ1YCbJR0L3A/sHBHHlWP/QGqs3wbcIOkw4JfAhyLizF5P0iw4FohNP/BobX2eYCeSNi0aqDpTi6BKERgqKl+vf1H6Xj5GCiEbkR/6MG+/eqyxXWmbXmpXRDxHmt5UrFRbfx35cb0m+WCv0kz/MU8An/rOiJgE/IJ8Me9O6yP1vNpHaiVkPl47tN5HmjTv39XK8oFavXNIlwKA1Rv5J9fyPU/rPl+xka8e8bnqc9VgVlXnQ1W/bLShWee0iKgPMFXn18l/t+pv9T5IEbp7ojwvLiybe9D6Dy6PiBm9lmde9rQLqtVOQ9rLM/0SWlGen6E1QDQYkxvbg933C8I55ODbdpJWpzUodd4/oS4zMmkG1Xo7+R7YiVbcl7lQienQA9U7ZD2g2yCKU2rr9Qjyi9FFP46IZ4EdSQuPtwJfBa4GHlOJwxER95Pv6ImkkuQIctB6QNIOXbbTLEQsEJsRT0Q8SPpjQT5oX6KYv5wFPCzp0Nqu+kd3O84hH2JjgBUjYhvyw6UdzzW2q4+WerCTZUl/sWYegJUjQhEh4DVl/VuDtM/0L5XJ7odpmTPWTXWrD+01a2n19Sad7t91qoTSj6pAXo838tfzLUXrPp/ayDe/PlfV+YZSV8UbO9S5SkPDsEZZPtWh/OqazDXQVIK6vKv0z3Z00oRV/8EetDRoNpfub3p5ph9G68P7NcBxdMcb6kF7GPy+HzJl8O2XpOXGSWR774iIiQu7LtMfRMQdwK/K5ua03glL17LN474yCDeRAinAUV0K1PXB1OYzvqt+HBETSLeFtYBPkb73KwGnS6oGpa8kLaXWAz5LmlS/nu412WYhYoHY9AvHl+V+yqi3S0haGjgBeDPZF37Z8eh5qXyJH4+IWco5jKtR+Ga/aj5QKzO2fSStXfw8v8nc84IPkGauAIco2QCYpowgun4PbTX9xaVkUJ2tyJfrvRFxV23/b8ryi5JWKsLeoXSmef9eXZYHlvtXwCHk/f8CrUihFbtKqsy0DyDNpV8AftfDOV1b2vFaWv3hDcCBZf/YRv4lgSMlLV4iiu5e0m/qUP71Zbm2WpG03wOcQT4XVupwXPXhtHw5ZgmAiPgtaaK3FhloaxrzXhfTXwzQxTNd0sa0pgOsBlY+I+ndXdSxJrB/KXsbYJuS3um+75aX7vOGQFG17yNl6UEfM2QkrUXLpewRWgM5q0p6U1nfq8di/wc4kTTNXh/YZwGbOcAg/VjSaElPkfN3U9wYKr/jpch+9GVSiXITMCUiTqXl6zxqCJpws4BYIDb9winA/5EPo9NJgWE6LV+tb0fELT2UV5nEHS9pGnBZbd9gc5OeUupek/QrmQ58hpYmLoqv8dFl+6CS5w7yQ/+eiLivh7aaPqKY39fnJz23keVYWr5Lk0lN7Ua0gn0MxhFksJB1SZPlGbRe9odGRNP8ejYwQdKMUjfk9GdNDXFHIuJhik9wqWsG+WFSBdZqBtV6FNi/5LuX1LI9REbQbVf+RFqj8udKepqW4H96tOYdbjJQlm+TNB3Yubbv7Nr6RRHxQocyTB/QzTO9DI6eRg6Ojo+IvYFryjE/no+lQsXD5CDvDOAG8hvvNjLy+YIwUJYXAL+tpV9KyzJqDnD+AtZj+ovvSnqk/J4g77PXkwMwPyC/s2aSZs93SvoT6RP8dIfy2hHFjaV6R31D0pCDVnX5bfYLWnEkBsq5/b4cc115n4wlYw1sDDwh6Ula35HnNVx+zDBggdj0BcV/ck8y/P6tpLZpJvly/3hEHNJjkfuQH8x/JwXZU0lBG9JMZn5tmUQGHvodKSz8jQwaVH1YzCz5fkQKyneTgvyTwPfo3g/G9C/XlmWQA0EvERG3k64Dd5NC8O3ADsxtJtaR8jJ/BylcTibvzT+Q/ej4NoecTJpUBumbdSxwcE9nk/UeSk53cRv5gTS1tGHLiJjSyH43aS7+IPnRcS3w7ojo5NYA2deOKse8ihysOoKM+tuJsaS/Z/UcmF3bd21t3Zoz080z/Stk35oF7FfS9iPv4XXJ+3N+/Jx8x00h3yMXAx8oH/ELwkG0hOKXhJGImElL+3x9ebcZ0y2jaPngrkw+Q28m79k/lOf6aDKi+WLkM3975vWV74bTyHv4dbQUIUNisH4cEU+RwbXOIt15li91n0iJKVF8iLcl3x9TgeXIYFzfIKNtm2FGDgZozPAi6WPAJuRD9PsR8YykjcgRxMWB1WoRfY3piWJqNZ4Ucn8dEYskIrmk68kX/hERcfiiaMOiRNIZpAD/IBmt2i9bM6IoZt6VULBPRJyxiJtkjDFDwjbqxgw/z5OaAIDDJD1DTo0j4BoLw2aoSPoFGalzVEk6cRE2py+RdCY5f3I1z/JJFobNSKL4TF5FRn9fkoxEf8EibZQxxiwANpk2ZpiJiEtIM8w7S9LK5AfFqcDHF1W7zIhgEml69TDwpYjwvLfDz8Okz/JkMlieByXMSGMSsAzpZnEzsFMxnzbGmFckNpk2xhhjjDHGGNOXWENsjDHGGGOMMaYvsUBsjDHGGGOMMaYvsUBsjDHGmL5BkhZ1G4wxxrx8sEBsjDFmxCFpQFLUfi9KmiTph5JWrOXbu+xfZSHWvU4pc4+FVWabOt5V6thkIZZ5vaQr5rN/78Y1DUmzJT0i6TRJqy2stvwzkLSipJ+SkdiNMcYYwNMuGWOMGblcDBxf1pcG1gOOBNYBdizpVwJbAE8Pd+MWkN+T7f7jIqh7R2B6WV8C2Bj4DrChpM1extNMvZWM5H/Com6IMcaYlw8WiI0xxoxUJkfEhNr2DZJmA2dKWjsiHizzfr/i5v6OiBnAhEEz/nO4PSKm1LZvLFr3o4HNWHTtMsYYY3rGJtPGGGP6ibk0wU2TaSWflXS3pOck/UXSlxrHhKT/lDRW0kxJD0jar01d60j6ecnzqKSv1cq4vWmeLGkZSdOrsiTtJeleSbOKWfIJkpYp++YxmZa0m6Tbam06tPKXLee1fzmvWZKekXStpA0X8HpW/L4s1y71DUj6lqQJkp6urqGkjSSNlzSt/M6RtHrtHM6UdIWkAyRNLseeJ2mlxrV6j6Rbyn/0iKQjJS1e29+u/uvK7t+Veo4vbViqUfY1ki5eSNfFGGPMyxwLxMYYY0YqkrRE+S0jaQPga8D4iHiwwzHHAv8LjAU+BFwEHCfp6Ea+bwPPArsBlwLfk/TZRp5jgFuBnYErgKMlfbDsOxt4r6SVa/k/CCwLXCBpC+B04DzgfaWs/wK+0eFEdwd+BtwN7AqcDBwOHFyyHFDafGop7wvAvwJndrgOvbJeWT5QSzsAGA98Ahgv6a2k9ngpYC9gf2AbUnO/XO24fwP2BfYDvgjsAFxe7ZS0fSn3AfJcx5S6Tm60qV7/dcDnS/qngaOAs4BRefETDgAABflJREFU5PWoyl4DeDdwTo/nb4wx5hWKTaaNMcaMVPYtvzpTgU+2y1yE068AYyLi6yX5mqJlPUjSiTVT4T9FxJ5l/SpJawGHAj+pFXlGRBxeyv41sAewHTCOFHTHlLQflfx7ksL6k5L2Bv4OHBcRz5NC4wvA7A7n+nXgVxHx6bJ9dRHutizbawFHRcRJZfsGSaOA70p6dUQ826Hcdiwuqfp+WB7YihxouAO4rZbvzxFxRLUh6Wekefr7I+KFknY7KcTvA3yvVuaWETGx5JkKXCFp24i4gTTNnhARHy35r5I0jTSFHxMRAx3qH1VW74mIv5W0O0m/4nFl30dJ/+jxPVwPY4wxr2CsITbGGDNSuRB4Z/ltCXwMmET6vK7bJv/mpPbyokb6+SV980ZanbGkifTra2m/rVYi4kXgEWDFsv0kcFVpE8Uk+P20NJM3A68G7izmwJsCp0fE2c1GS3oVGTBqXD09Ig6OiF3K+v4RcYykVSVtXbTZlbZ66TbXYn48Tgrms8kBhsuB+4CPRMScWr6JjeO2AcZWwnBp10TgLmDbWr67KmG48PNS19aSlgU2JQXkSvu/BHktFyMHHDrV346zgV1qGupPAOfX22iMMWZkY4HYGGPMSOXJiLit/G6OiPOBD5Bmsl9uk7/SIE5upFfby9fSHmvWVZZ1X9eZjTxzmPu9exawTRGiRwPPUYTaiLiRNNl+DPgqcAvwV0lbtWl3VecTbfYBIOnNkn5T8lxFmg1XQl+v8/LuQGugYSNgpYjYOiL+0sjXbM8o5r22lLSO17ZErZ5Knuco8hp+k5ZQPrtW12vnU387fkoOduwiaX3gHdhc2hhj+gqbTBtjjOkbImJSMa99U5vd08pydVKTXLFGWU6tpdV9fwGqOXifpHuN6zgyyNeupLb2ooiYVWvrOGCcpBVI7fHXgSs173y/M8py1XpiEbTfBPym1DUV2BCYGBFzJO1LzX+2B+5sRJnulmnktW2yBnNPHzXXtZW0GLAKKeBW53o0qZVv8mgvDYqIyZKuIU3X3wj8tRGZ3BhjzAjHGmJjjDF9g6R1SMHxr21230pqG0c30j8CvFj2V+zcyPPvpF9xU3PckWKWewHpO7wtNc2kpMMlTSj5phft9hhghfKrl/MM6YfbbNMXSA3oKqRg/OOIuKdm1lzNxdyrhnio3Ah8qB7VWdJbSCH9plq+jRum5zuRA/jXlXO9E1i3pv2/jdR2f5P0le7EPzqkn00ODOyOtcPGGNN3WENsjDFmpLK6pLrf7+uAw4BZwA+amSNiiqSTyQBaLwK/Jv1eDwKOj4inatl3lHQK6T+7E6nl/fAQ2ngWGT36QVKTW3EdcJikn5D+yqPIoF03lqBbzXKOBC6S9GPSB3pDMorzQUUL+hDwJUmTScFwL1oC9LJDaPdQOIb0qx4v6QRSsD8aGCCvQ8WSpGb8cNJM+tvAlRFxS9l/GHCZpOlkhO9VSjlzyIGBTlRTbu0k6dmI+FPZHgv8EHg78w6GGGOMGeFYQ2yMMWaksgcZnOpmUhA7FXgI2LoRtKnOf5MRk/ckp0r6MHAgcEgj33dIretYYHsyoFTPc9cW89yngHOLr2yVfgMZcGsTUuj+Eamh3r1DOReXtm5e2v054MCIqCI370ZOE3UhcAYpBO9Q9m3Ra7uHQkTcTk5ptCQptJ9EDgJsVTS/FRNr7RxDDgiMrpVzOelfXV2bE8n/eLuIaPpt17mX1AB/tZRblTcLuB64KSLuX6CTNMYY84pDtfevMcYYYwZBUpCa1+MWQlmbkgGz1m8TlKrvkHQmsElEbDCMdS5D+owfHBGnDle9xhhjXh7YZNoYY4wZZiRtQposf5I0B+57YXi4KfMSf5GcqulFcm5oY4wxfYYFYmOMMWb4WQ74CvBn0rzZDD+zgM+X5Z6DmFsbY4wZodhk2hhjjDHGGGNMX+KgWsYYY4wxxhhj+hILxMYYY4wxxhhj+hILxMYYY4wxxhhj+hILxMYYY4wxxhhj+hILxMYYY4wxxhhj+hILxMYYY4wxxhhj+pL/BwrVvrdA8M5vAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pca_props = aims.gen_clone_props(np.array(np.transpose(seq_MIf)))\n",
    "pcaF = pandas.DataFrame(pca_props,columns = seq_MIf.columns)\n",
    "fig, ax = pl.subplots(1, 1,squeeze=False,figsize=(16,8))\n",
    "x_axis = np.array([-0.2,0.9,2,3.1])\n",
    "# Need to have some kind of color wheel to replace this...\n",
    "#colors = ['purple','green','black','orange']\n",
    "for i in np.arange(len(seqNameF)):\n",
    "    index = [column for column in pcaF.columns if seqNameF[i][0] in column]\n",
    "    plotThis = np.array(pcaF[index])\n",
    "    # Specifically plot the first 5 properties here... Make sure that I \n",
    "    # have some way soon to actually select these...\n",
    "    ax[0,0].bar(x_axis+i*1/len(seqNameF), np.average(plotThis[1:5,:],axis = 1),\n",
    "                yerr = np.std(plotThis[1:5,:],axis = 1),alpha = 0.5, width = 1/len(seqNameF))\n",
    "ax[0,0].legend(labels)\n",
    "ax[0,0].set_xticks([0.2,1.3,2.4,3.5])\n",
    "ax[0,0].set_xticklabels(['Charge','Hydrophobicity','Flexibility','Bulkiness'])\n",
    "ax[0,0].set_xlabel('Biophysical Property')\n",
    "ax[0,0].set_ylabel('Normalized Property Value')\n",
    "#fig.savefig('mhc_manuscript_properties.pdf',format='pdf',dpi=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.43839639 0.06058969 0.04302005]\n"
     ]
    },
    {
     "data": {
      "image/png": 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RFKmn6O7du3C73cjlcujo6ADwoJKMHZLr6+sAih+SVozwWAkt3lu5AMrlcgiHw2cEEPtfrQLIqoJHTWSKJsKfb0jwEIai1JhcDrUeHkEQsLm5id3dXdy8eRM+nw/RaNR0BuF0Oo1kMolMJoPJyUnYbLaCVv3AA6NsZ2enGJlih6TcJ9LU1ESCR2e0PhyZCVougMLhcIG4VSuArCp4iqW0qoUmwp8vSPAQhsFuLPl8vqY8uhphkclkMDMzA4/Hg6mpKfGGp2eJuxpOTk4wPz8Pl8uFkZERxf9OfkiySqGjoyOcnJzg1VdfVT0viihNPcRDMQHEonsbGxtVpzfPs+ApBk2Eb1xI8BCGUK0xuRw2m62qDrfHx8dYWFjA1atXxe650rXMEOHheR7Ly8uIRCIYHx/Hq6++WtNeWKWQ1+uFIAi4evVqwcBMh8NRIICsaGI9rxSL7pUSQK2trWcM7loOD60n9do3TYRvHEjwEHWF9czY3NzE0NCQJgdrsRRPMXiex9LSEqLRKMbHx9HU1HTm72jpcVErnpLJJKanp9HV1YWJiYmSN081T+bs9RUblxAKhbC/v4/FxUU4nU60t7ejvb0dLS0thgkgq6XfzBAtKSWAwuFwgQBiKTCrVmkZtW+aCG9dSPAQdYMZk3O5HPb29nDp0iVN1lWShorH4wgEAujp6cH4+HjJG5DRTf4ODg6wvLyM69evo729XZN9KMHlcqGnpwc9PT0AHviGQqEQdnd3EY1G4Xa7xQhQS0sL3cDLYLb3ppwA2tzcRCKRQDqdRi6Xq6rFgdHoldKqFpoIbx1I8BC6Izcm2+12Tcu1y0VSBEHAzs4ONjc3cePGDbS2tlZcS8u9KV2LlcWn02lMTk7C5XJptgcpSkWY2+1Gb28vent7ATyIOoXDYWxvbyMajcLj8YgCyOfz0Q38f7BCREougObm5uDz+XB6eorNzU3wPF/gATKrADKL4JGjZCBqLBZDV1cXCaA6Q4KH0BWtjMnlKBXhyWazmJ2dhd1ux9TUlKLqFa1TWkqIxWIIBALo7+/H6OioKW9+Ho8HHo8HfX19EARBFECbm5uIxWLwer2iAGpubjbla6gHZkhpVQtrdOj3+wE8EN/MA2RmAWQV71ExAbSwsACfzyf+HYoA1QcSPIRuaGlMLkexqEwoFML9+/fxpje9CX19fYrX0jqlVS7CI40+jY2NiQeOnmjx+jiOg9frhdfrRX9/PwRBQCKREMuk4/E4mpubRQHk9XrpBm5i5CLNbrejo6ND7PHEBFA4HMbW1hby+XyBB0ivaKSSfZsxwqMEqRGaJsLXDxI8hOao7ZisFukhzvM8VldXcXJygkceeQQej6eqtbSey1VKXORyOdy/fx8cxymOPmm1Jz3WbG5uRnNzMwYGBiAIAuLxOMLhMFZXV5FIJODz+UQB5PF4GlYAWTHCUylSUk4AbW9vGyaAzJrSqoT8/S7mAZILoGLdoInqIcFDaEotHZPVwkRKMplEIBBAR0eH2KCvWuphWo5EIpidncXw8DD6+/s1+V3VoLfPhOM4+Hw++Hw+DA4OQhAExGIxhMNhLC8vI5lMoqWlRUyRVCtKzYwVPDxyqo2UFBNAp6enCIVCdRVAVhSXQOVhrcUEEE2E1wYSPIQmyI3J9fwC2mw2xONxvPrqqzVXN2l5A5ULHkEQsLGxgf39fdy+fRvNzc2a/a5q9mTE72xpaUFLSwsuXrwIQRAQjUYRDoexuLiIdDotCqD29na43e6671FLrHYI1yoc7Ha7eO2A4gLI7/eLAlcrAWRlwVPN/bGUAKKBqNVDgoeoGfblq2dUh5HL5bCysoJEIoHHHnvMNIZKoFDwyDs7a9USXw1GRyE4joPf74ff78fQ0BB4nkc0GkUoFMLc3BwymYx4QGo9fFVvrHgIa73nUgJImgLTQwBZhXw+X9P3v5gAAgonwnMcJ6bAHA4HCaD/gQQPURMsqqO3MbkYLDXU09MjmvzMBBM8wWAQc3NzRTs7G7Ens2Gz2dDa2iq2DOB5XowQJJNJ3Lt3r6BK6LwdkHqjt0iTCqDLly+XFEDM46X0+prxs6yESimtaqk0EBWgifAMEjyEKrQwJqu90QqCgPX1dRwcHOD27dsAgKWlparXqQenp6dYXl4u2dnZCIyO8FTCZrOJ/o+TkxPcvn0bsVjsjEfEbGXSAEV4lCAXQFKBu7u7i2w2W+ABsnqKU47eZutSA1GlAuh973sfvvGNb+i2B7NCgoeoGi2MySz6Ue2/TafTCAQCaGlpEVNDyWTSdId4KpXCzMwMBEHAxMSEJjc4LQ4mqx3GQPEUibRPTLXDMolCjO5nIxW4bD9yASRNgVldANWa0lKDtAw+Ho9jf3+/rr/fLNCdgVCMvGV6LV9aVllVzRqHh4dYWlrCyMiIOClaupZZYPu8fPkyDg4ONLm5qRWIxTCbOKwWeZWQdFjm+vo6AIjpkdbW1roKIKtGeMxU5VNKAIXD4QIBlM1mkU6nLSeAtE5pVUs8HofX6zXs9xsJCR5CEVobk6sRKfl8HouLi0gkEkXHLiiZpVUPeJ7H4uIi4vE4Jicnkc/nTfckZbXDWAnFZkWFw2EEg0Gsra2B47gCAaTnYWNVwWPmPUsF0PDwsCiAjo+Pcf/+fVEAsWtsdgFkdP+gRCJBgocgSpHL5bC6uoqLFy9qZkxWKnikYxeuXbtW9HernUquJWw4aW9vL0ZGRsBxHFKplKGDSEth9HulNw6HA11dXWIUMJvNIhwO4/j4GCsrK7Db7QUCyEzRDSMwu+CRY7PZ4Pf74Xa7cffu3aJVftI+T2bxzjGMSGlJSSQShrTEMAMkeIiSSI3Ju7u7ouDRgkqCRxAEbG1tYWdnB2NjY2hpaSn5d42O8Ozu7mJ9ff3McFKjJ6+XWue84XQ60d3dje7ubgAPqlfC4TAODw+xvLwMh8MhCiC/31/TYWQ18cCw2p6labhiVX5MAM3Pz5tOABmd0komkw3V7LMaSPAQRZHPwVLjuSlHOcGTyWQwOzsLt9uNqampijcHozw8uVwOc3NzyOfzRcdDmFHwAI0f4amEy+XChQsXxBYB6XQa4XAY+/v7WFxchMvlEgVQS0tLVZ/58/7e1oty9yKlAohd43oLIKNTWmzW3XmEBA9RQKlyc61FRakD/OTkBPPz87hy5Qp6enoUr6U1lZ7Uo9EoAoEAhoaGMDAwoHuqjSI8+uF2u9HT0yN+3lKplGiQjUajcLvdYnSgpaWl4ntI77H+VCMaSgmgcDiMhYUFsdN3vQQQz/OGVhJSSosgUN6YbLfbNRU8cgHF8zyWl5cRiUQM71lTriJKmmq7desWfD5fxXW03JMWUBSiPE1NTejt7UVvby+ABykA1gMoGo3C4/GIAsjn853pekuCR39qKaWXCqBLly6B53mxzxMTQD6fT7dZb/l83tCUFgke4lwjn4NVzJisdYRHul4ikUAgEEB3dzcmJiYMPzBKiYtsNouZmRm4XC5FqTYtvUXyPakVQEa/t1bE4/HA4/Ggv78fgiCIAmhzcxOxWAxer1c8HElM1gctS+mZCdrv958RQGzWm5YCyOiUFlVpEecWQRCQzWaRz+fLVmDpJXhKGX6NpJiYCIfDmJ2dxUMPPSQ++atZR0tIvNQfjuPg9Xrh9XoxMDAAQRCQSCTEHkDRaBRzc3Po6OhAW1sbvF4vXScd0FM0lBJA0mG3Pp+vIAVWzTUmwWMcJHjOMXJjcrkvrc1mQz6f1/T3r6ysoKmpqajh10ik4k4QBKytreHo6Ah379417Eaht3gi1MFxHJqbm9Hc3IzBwUHcu3cPly5dQiQSwerqKhKJxJnoAAmg2qlnd2ipABoaGoIgCKIHSI0AMkNKy+iZfkZhnlOGqBtq5mBpGeEJh8PY29tDb28vRkdHNVlTS5i4kI6xmJycrPqpTMsbMgke6+Dz+eD3+3Hx4kUIgiCmR5aXl5FKpUQBZESFUKNgZHdojuPOCCB2jZeWlpBMJkUTdDGRa3SEh8rSiXOD2jlYWggeQRCwurqK4+Nj9Pf3w+/317SeXnAch5OTE6ytrZ0ZY2HknqSCJ5FIIBKJoL293VTRMT2wUkRELko5jkNLSwtaWloKogNSgyzrEWOFLsFmwWjRIKXYNZaK3GQyWRDlM7rxYDweL1ts0cg09p2SEFFiTC5HrYInlUohEAigra0Nk5OT4tBHs8HzPOLxOLa2tjAxMWGqA4i9X3t7e1hdXUVbWxs2NzcBoG6jE4jKlPteSaMDzB/CBJB0TAITQPIxKsQDzCR45JQSQOFwGMvLywiFQgCAzs5OQ9KcyWSSPDxE46LUmFyOWsrSDw4OsLy8jNHRUXHgo9HdkYvBqsVsNhtu3LhhKrHD3q/Z2Vlks1lMTk6KN/1cLodQKFQwOqG9vR0dHR1VN84jaqfaBwlWIi2dE8UmhedyuYJJ4SSAHmD0hPdqkAqgixcv4tVXX8Xg4CBisVhBBIg9tOgtgKgsnWhYqjEml0NNhCefz4udTeVDP/VqZKj29e3v72NlZQXXr18XoyZmIp/PY3p6GkNDQ6I3JJPJAHgwO0o+OiEUCmFvbw8LCwti47z29vZzG8q2CvJJ4fl8XhRA29vbyOfzaG1tFQWQ0+ms6feZMcqqBLNNeK8GQRBEEcu+y/F4HKFQCCsrK6LRXS8BRIKHaDjUGJPLUa1AOT09xczMDC5evIjBwcGifX1Yek0LWASk2nSOVJRNTU3B6XRie3vbVNGnvb09hEIhjI6Oor+/H0D5g8rlcp3pHBwKhbC1tYVoNIp0Oo3t7W20t7dT2bTJYdG69vZ2AA8+r5FIROwDJAhCgQCq1s9l1UaJZk5pVUK+d47j4PP54PP5Sgqg5uZm8RrX+p0lwUM0FDzP4+TkROwCq9V0cyVl6YIgYGNjA3t7e2U7EevR16fap1U2iX1gYKBgMKpZKqKYGMtms+ju7lZ9k2pqakJfXx/6+vogCAJefvllAMDq6iqSyaR4M2VPk4R5sdvt6OjoEFPDuVxOFEDr6+sA3vBztbW1VXwAIMFjDJV8XsUEUDgcFlsd1CKASPAQDYHUmBwIBPDYY49pOt28UkQmnU5jZmYGzc3NePTRR8vekPRIaSldTxAE7OzsYHNzEzdv3jwzid0Mgicej2N6eloUY/fv3y9aAVQtLNo3ODiIwcHBgooS1lPETKZZo6+D2XE4HOjs7ERnZyeABwIoHA4jGAxibW0NHMeVNbRbVfBYdd9qkAog9p0tJoDYda4kgNhDznmEBE+DUGwOlpY3hEoC5ejoCIuLi3j44YdFL0kt62m9P0Yul8Ps7CxsNlvJhodGTV9nsO7TY2NjYum+Xjd3eUWJtGqImWa19Iw0OkYLNIfDga6uLrGVQjabRTgcPmNob2trQ2trq2WFg9EDOI2knABaW1sTp6GXEkDZbFbRg0wmk0FzczNyuVzBn1+6dAnr6+vI5XL4yEc+gi9/+cs4PT3FW9/6Vrz44ou4evWq5q9ZK87nJ6bBYFGdWo3J5SglAniex+LiIuLxeFVl3FpOEle6XiQSwezsLIaHh0UvTDGMivDk83nMzc0hl8sVFWP12JO8aqiYZ6SalAlhLE6n84yhPRwO4/DwEMvLy7Db7Uin04hEIpaq6LN6SktLigkgNu6ECaBsNov/+q//wtvf/nbF9xF2L3K73QW9yPr6+gAAH/7wh/HJT34SdrsdHo8H3/nOd/Dkk0/i/v37pi17J8FjYSoZk7V8eismeJgHpq+vDyMjI1X9Lq3L0sutx3xF+/v7uH37dsVwrhGCR57Ckr+XRomwYp4RacrEZrOJ6S+/33/uDyGzR0tcLhcuXLggjhY4PT3FwsKCWNHncrkKKvrMej1J8JRGPu5EEATs7+/jxz/+Mf7iL/4CW1tbePe73423ve1teNvb3obr168XfS8DgQAA4F3vehf+/u//vuBn0WgUn/3sZwEA3/72t/HmN78Zd+/exeLiIr7yla/gfe97n/4vVAX0ibEorNyciZ1iVVBaR1Ck86W2trYwPT2NGzduYHh4uOobfb1My5lMBq+++iqSySSmpqYU5a7rndLa3d3F66+/jhs3bmBoaKjoe2kGXxHwRsrk6tWrmJiYwNjYGJqbmyh/HiEAACAASURBVHFwcIB79+7htddew8bGBk5PT02xX6I8TqcTTU1NuHbtGqampnDt2jW4XC7s7Ozg3r17eP3117G5uYloNGqq62nlVFy94TgOfX19+NCHPoRvfOMbuHjxIj7+8Y/D6XTi4x//OG7fvo1/+Id/OPPvZmZmAABXrlw587Mf/vCHSKfT6O3txRNPPAGv14t3vetdAIDvfe97+r6gGqAIj8WQd0wu9ZTDqqq0egpijQez2SxmZmbgdDrx6KOPqk5p1MO0HAwGMTc3h6tXr1Y1LE9rcVHq5lwphaXnnrRCHjFgJfDb29uIxWJoamoSmyBSCbz5kH82pRV9wAODK2tpIL2e7e3taG5uNux6WjXCo6Z1hpaw/kUjIyMYGRnBb/zGbxT09JLCIjxf+9rX8KlPfQputxtPP/00nnvuOSwtLQEABgcHxb/P/j/7mRkhwWMhihmTS2G325HP5zUzmdpsNiSTSbz88st46KGH0NvbW/N6epmWBUEQW7iPj49XPaBRS3FR6hqVKokvh3RPZhUO8hJ4dmAyL4F0cCaVwBtPpUiJx+OBx+NBf39/wfVcX19HPB6H1+sVr2c9Ba2VBY+R+06n02d8lhzHFfVeMsGzsLAAv9+P4+NjfPrTnxZbjgAo8Oqw7/Pp6ale268ZEjwWgXl1lBqTtRQUPM9ja2sLkUgEb3nLWzQ5qPRKaaVSKUxPT6OjowOTk5OqbsBa7q1YB+hiVVhK1rEaHMfB6/XC6/ViYGCgoKHa0tISUqkUDc40mGpSQ8WuJzPHyvvD6D0iwaopLaMHhyYSCUX3b0EQ8PTTT2N7exsf/vCHcfPmTbz00kv45V/+ZXzta1/D9evXy/5bs0KCx+So7Zis1aHN5ku1traKg+60QI+UVjAYxP7+fsHMLrVraRnhYU911aSw9NyTUcgbqskHZ1IJfP2pRTgUM8cyQbu8vIxUKqVbU0ujIyVqMTqlxUrWK8FxHP7yL/+y4M/e85734JlnnhGHnwIPUp6MRCIBAGhtbdVot9pDgsfEMM+MkhSWHJbSqoW9vT2sra3h+vXraGpqwuzsbE3rSdHSVM3zPILBIDiOOzOzSw1aCx7W3C8QCIgN/6o9ZBpB8MgpVgLP5kaxEvhUKoWTkxNVYxOIymgpHIp1CJY3tZSmNKtNNeu173pi9L6VTkoPhUL4z//8TxwdHeHXfu3XxD9nPXnGx8cBADs7O+LPtre3ARQ3OZsFuoOYEC3mYNUSQcnlcmJn38nJSTidTtE7pBValaXH43EEAgE4nU4MDQ1p0hlYy5J5juOwt7eH7e3tqlJYxdZpNMEjRz43KpfL4ZVXXhE9I2ywJusabMUDz2zomRoq1tSSCSA2v05tStNo4aAWo/etNMKTSCTwzne+EwDQ0tKCd7/73fj85z+PaDSK5uZmvOUtb4HD4cDu7i6++93v4rHHHsM3v/lNAMDjjz+u62uoBRI8JqMaY3I5WFVVtZRqzmdUZ+RyMC/MjRs3cHx8rJkgUDo3rBL5fB6xWAx2u73qFBbxoATe4XDgypUr4DgO2WwWoVBIbJrncDjECjCz9IyxmiitpxfGZrPB7/fD7/fj0qVLZ1Ka2WxWTJ1XGmtiZQ+PkSktpR6egYEB/Oqv/iq++MUv4hd/8RfR2tqKSCQCAHj22WfR2dmJD3zgA3j++efx5JNPorm5GfF4HAMDA3j66af1fhmqoTuwSZCXm9faMbnaQ1sQBKytreHo6Ah37tw5E/Y0k+DJ5XKYm5sDz/OikAgGg5qnoWqBpbCcTidGR0drFjvnIcJTCafTWVACn06nEQqFsLOzg2g0apqSaSthpHCQpzR5nhdTmjs7O8jn8wUCSOrpMjpSohaj913N4NDPfe5zuHTpEl566SVsbW3h4YcfxjPPPIPf/M3fBAB84hOfgNfrxRe/+EWcnp7i7W9/O1544QVTz+kiwWMC5CksraabKxUUqVRKNCZPTk4W/UJq3chQ7Ws8PT3FzMwMhoaGMDAwUDDhXOvKKrVIq7CWl5dNsadGxO12o7e3F729vaLfR1oyXa+KISlWE1lmipSwlGVbWxsuX75c4Ona3t5GPp8Xf57L5UjwqKAaweN2u/HRj34UH/3oR4v+3OFw4LnnnsNzzz2n5RZ1hQSPwfA8j93dXQBAV1eXZjcfpablw8NDLC0t4dq1a+LEZTPCujvv7Ozg1q1b8Pl8BT/XUpCpjT6xKqx8Pi9GnrQSKiR4ysNx3JmeMfKKIWaY7ejooBL4/8FMgkeO3NOVz+cRDocRDocRj8fxk5/8RPx5a2urJVLGZkhpmXXOVT0w/yekQZFGdVKplOjZ0YpKh3Y+n8fCwgJSqZQmlU16wro7u91uTE1NFb1hGB3hKVWFRYKndtR8L4pVDDG/yNzcHDKZjFgCL0+XnCfMLHjk2O12dHZ2orOzE8FgEHfu3BEH266trYHjuAJTuxkH21opwtOIkOAxAHm5ud1uF8v9tMJms5VcMxqNYmZmBgMDAxgdHTX1DY8ZGit1d7bZbKL/qVaqjRaVayRoVsFjpYNOCziOO2OYZYfl9vY2eJ4v6AFkhWiBFmj9oFVPnE4nurq6xEne2WwW4XAYJycnWF1dLajq8/v9phBAPM8b+tlKJBJixOw8cj6+1SahlDFZi545cux2+5n5KIIgYHNzE7u7u7h58+aZtJCZEAQBq6urOD4+xiOPPFKxskCPZoGVKJbC0nNf5zXCowfSKe/AG+kS5gHiOK5gCrwZDks9YLOVrEax74LT6UR3dze6u7sBQKzqOzo6wvLyckGKzO/3G/K68/m8odH0ZDJJER5CfwRBQDabRT6fP2NM1kvwSA/tTCaDmZkZeDyekmkhs5BOpzE9PV3WRC1Hj3EQ5VDaSNCMEZ5i4y7OO9J0CfBGtIAdlqwEvr29HS0tLUU/k1YUpI38OZBX9WUyGYRCIRwcHGBpaUnRNdUaozstk4eH0B2e55HJZErOwVLbM6cc0rL04+NjLCwsVD01vBh63yCPjo6wuLiIkZERMVSthHqallkK6+bNm2hpaSm7lpaCR+vPCFEaebSAlcDv7u4iGo3C7XaLh6XP57OsaLCq4FGzZ5fLhZ6eHvT09AA4e01dLleBANLjfSEPj7GQ4NERpR2TtWp0V2zNhYUFRKNRVVPD5egRGWDr8TyPpaUlRKNRTExMVF1FUw/TspIUlhythJgeER5COdISeADi1PDNzU3EYjE0NzejtbUVPM9bSkRYaa9StPj8yq8pa2uwvb2NWCymi6g1w/BQivAQmlPNHCw9UlqZTAb7+/u4fPkyxsfHNfmyskiUVl9YFklJp9MIBAK4cOGC6r1qGeEpJgjUzsIyY0qLqB15CXwikUAwGEQ6ncYrr7yi2cyoaomkI9iJ78Dj8GC4Zbji59SqHh49aGpqQl9fH/r6+gCcFbUej6fmxpZmSGlRhIfQDDUdk7VMaQmCgJ2dHaytrcHv9+Py5cuarAvoM+F8f39fHA/R1tZW01pa7U3+Ond2drCxsaEohVUMs6WiSDxpC5sa3tTUhMPDQzzyyCOIxWIIBoPizCi/3y8elnqZVtej6/hs4LPI8lnkhTwmL0zi6Yefho0rLWiMPoDVUo+olFzUMgEkbWzJqsC8Xq+iPZkhpWXmYhW9IcGjIeWMyeXQKqWVzWYxOzsLh8OBO3fuYGVlpeY1pWiZesvn80gkEjg4OMDU1FTNfVD0iPDk83ncv3+/YISFUfuSi5R8Po/j42P4/X5qomcSpB49NjSTlcDLRyawg1LLEvi/W/w7cByHLk8XBEHAK4evYLx7HNc7rpfds9UiPEaIdY7j4PV64fV6MTAwIEb1QqEQVldXRSHBrmupzt5Gp7SUTktvVEjwaEQlY3I5tEhpsX41b3rTm9DX14dUKqWLL0iLaIV8zpQWTd+09vBks1m8/PLLuHjxYsEICzVraS14EokEpqen0dzcjO3tbeRyuYImepUOUIrw1JdiIxNYD6CNjQ0A0KRh3knqBG3uB1HSVD6F08wpZoOzGG0v3WvLih4eo6MkwBtRvebmZgwODpbs7C0VQGzvRkbU4vE4RXgI9Sg1JpejFsHD8zxWV1dxcnJS0K9G6/STFmsKgoDt7W1sbW3h5s2bWF5eNnwcRDEODw8RDofx6KOPqkphSdFa8BwcHGB5eRk3btwQnyLlB6i0h0xra6vhh8N5Qal4sNvt6OjoQEdHB4AHw3BDoRCOj4+xsrIi9ovp6Oioqlz64daHMReegx12zIXnkONz+Of1f0YkE8H7Rt9XdG9WFTxm23Oxzt6xWAyhUAiLi4tIp9NoaWlBKpVCNps1rBdPJpMxdVd9vSHBUwPVGJPLofbfJZNJBAIBdHR0nOlXo4cRuhZRIU23Pfroo7Db7XXvnVMJlsLK5XJoa2urWexotS/G0dERIpEIJicn4XQ6xcaS8gOU9ZBhc9JYuW1HR4dYbUIRHvPgcDgKSuBZv5i9vT0sLCworhb6Pw//H/zt/b/Fv2/9O+ycHW/yvwkd7g78v8P/h7f2vRUj7SNn/o0VBY8V0nDStObQ0BB4nkcsFsPJyQkWFxeRzWbh9/vFCFA909Jmf+/0hASPCuTGZCM+QPv7+1hZWcH169eLtgo3U4QnEolgdnYWly9fFisgallPy70xWJrt4sWL6OrqwszMjCb70kJcpFIpUbg88sgjFdeU95Bh5bas2iSbzWJvbw/d3d11myJ+HtBKPMj7xSSTSYTDYWxtbSEajcLr9YoCSGqW9bv8+L+3/i8CwQAuNF0Q70s22BDNRnXdcz0xQ0qrWmw2G/x+P1wuF+7evQue58XZbuwhixnb29radInC0EMOCZ6qEQQBmUym5qiOWnK5XEEvmFL+Fz32VW01mSAIWF9fx8HBAe7cuXPGLKe14FH7hZZXYTEvlhbUKnhOTk4wPz+P/v5+MW1aLdJyW0EQ8Oqrr4LnedFr0NLSIkaAznO4Wwv0+N6xaiF2/aRmWTYqgAkgj8eDkbYRrJyuoNPdiWQ+CRtnw5BvqOjaZkwPVcKKgkeOzWZDa2srWltbMTw8LM52C4fD2N7eRj6fL5jtptVwWyPOLDNBgqcK8vk8Dg4OEI1GcenSpbp/cFikZGhoqCYjrVqqESiZTAaBQADNzc2YmpoqeoPSurKqWvHExKMgCAVVWGZItQmCgJWVFYRCIUxMTCAajeLk5OTM2mr243A40N/fD7fbLT5pBoNBzMzM6FZBdB6oxxN0MbOs3CvyhPcJpJwpbCY34Xf78cGxD+KCt3iHdSukh+RYUaRVQjrbTWpsD4fD2NzchCAImgy3Pe9RHrqbKUBqTBYEAalUqq5fOGmk5Pbt24Y1jlJals6iEg8//LCYVimGnr1zKhGLxTA9PV1UPBrd1TiTyWB6ehp+vx/j4+Ow2WyIxWK67En6pMlutNIhmqzCqKOjw7CBi1bBiPRQMa9INBpFt68bJ8ET5HN5uE/cOOKPikYKrJjSsqJIqxa5L499L8PhMDY2NiAIQkFlnxIBlM1mNYsUWRUSPBWQG5MdDofmZmDgjcNf/kVmXYhbWlpKRkrqRSVRwfM8VlZWEA6HFY2yMCqlVamRoJGCJxwOY3Z29szcs3oZjYsN0QyFQtjf38fi4qJooO3o6FDdbZbQD3mqRFrBxyIF0gieFQWPlVNaat9r+fcyl8shHA4jGAxibW0NHMdVbG0Qj8fPdQ8egARPSaTGZGm5uR7VT2xd+ReZVdlUO0hTL8oJFFYx1tnZiYmJCUVfbK1TR5XWKpXCKrZWvQWPIAjY2NjA/v5+QXsBI/cEnJ04zbrNbmxsiDOkOjo6CnqNnFfMKB6KlcCzg3J1dRXpdBrAAxFhlQieVQWPlg8sDocDXV1d4rnAKjOlrQ2YAPL7/bDb7arnaO3v7+PatWuIRCJYW1vD8PAwcrkcPvKRj+DLX/4yTk9P8da3vhUvvvgirl69qtlr1AMSPEUoZ0zWS/CwdBGLIC0uLiKRSGBycrImI6mWN+FSAoX1hhkdHRVvrLWsp4ZKh3i5FFaxtbRCibjI5XIIBAJwu92GR/EqIW+3z5qtMf9IPUYomBUr+CPkB+XMzAy8Xi8ODg6wuLhYl4nhtWJVD4+e+5ZXZmYyGbE1xRe+8AX867/+K27fvi02yK3mu/nMM88gEokU/NmHP/xhfPKTn4TdbofH48F3vvMdPPnkk7h//76po0gkeIqQy+VKVmHpGeHJ5/NieXR/fz+uXbtW0xeECQqtOnvabDaxFB948AWen59HKpVSJcy0Fjyl2N7exubmpupZWLVQKfIUjUYRCATOlOwXW0d+oKoVs1o2Q5Q2W5OPUOB5viB9YsWZTdVixYO4s7NT9AXKJ4Y3NTWJKUyl86L0xqoennp2WXa5XGJk9vd+7/fw1FNP4e/+7u/wox/9CG9+85vR1dWFxx9/HI8//jgmJiZKRru/9a1v4etf/3rBn0WjUXz2s58FAHz729/Gm9/8Zty9exeLi4v4yle+gve97326vz61kOApgs1mK/mF0jPCs7Ozg+PjY4yNjWlyMGsteOx2uxgCj8fjmJ6eRn9/P0ZHS7euV7I/vcjlcrh//z4AqJ6FVSs2mw25XK7oz1jX6Vu3blVs926FZoHyEQq5XA6RSERMn6jtIGwVzJjSqoRcPMhbGLAU5tramjiWQFoCbwRWTWkZue/BwUH89E//NI6Pj/E3f/M32NnZwfe//3184QtfwPDwMHp7e8/8m3g8jg9+8INwu93ifR8AfvjDHyKdTqO3txdPPPEEAOBd73oXnnvuOXzve98jwWM1yt209BA8rLMqG1KppUDJ5/OaOfOZQGGm37GxMfj9/prX0wMWORkaGsLg4KAuv0MpcqHCOjoLgoDJyUlFQszoyjE1OByOAqMl+5zv7u4iGo2K0YP29nYyQBtEOZFWbGAmS2EuLS0V9HCqZ7dgqwoeoweHSk3LAwMDePrpp/H000+X/Pt/8id/go2NDXzsYx/DRz/6UfHPl5aWAKDgvsr+P/uZWSHBUyVa35RZCTebrKxlyFNrQSEIAvb39+H3+zWJmGhZli7FyBSWHHn1GIuMDQ4OYnBwUPHnyQoRnkoU6yAcDAaxvr5eED3o6OioWOFnRqwa4anmMyhPYcq7BevRLE+OlT08RqZ1WZNKJfzkJz/Bpz/9aTz88MP4/d///QLBc3p6CgAFXh0W7WM/MyskeAyCdbqNRCIYHx/H5uam5pEjLaNRp6enWFhYgMfjwa1btzRZUw9BNj09DcC4FJYcqVDZ39/H6upqzZExti5bu9qbv1nEk8fjwcDAgBg9YA305ufnkclk0Nraimw2S/1DdKQWkVasBJ55uOQl8Ep7xSjdsxUjPEZHpuLxuCLBk8/n8f73vx/5fB6f+9znqorcmeG+Ug7jT4RzSCKRQCAQQHd3t1jCXe3YBiVoISgEQcDm5iZ2d3dx9epVBINBjXanreCJRqOIx+O4dOmS4SksKWya+dzcnGjuVnN4m0Wk6EWxBnqRSARHR0eYnp4WD8+Ojo6SfUaMptEjPJVgHi022495uJgHiOM48eetra2qD3+e503xMFMtRqe0ksmkogqq559/Hvfu3cN73vMe0aMjhUXNk8mk+GeJRAIA0NraqtFu9cF6n5o6oOdNa3d3F+vr67hx40bBh0NpF+NqqFVQZDIZzMzMoKmpCVNTU4jH4zg+PjbN/hgsheXxeEwldoAH/TF2d3dx6dKlmqrurOjhqQXWat/tdmN8fFzsH8P6jDgcjgIDtBmExnkXPHLkHi7WxPLw8BDLy8sF19Dn8ykWA5TSUkc8HhfTyeX45je/CQB46aWX8NJLLxX87PLlyxgfHwfwoIErY3t7GwBw5coVrbarCyR4VFLtjSKXy2F2dhYcxxVNt+hhhq5lTZaXv3Llivgl0ToFVet68iqsl19+WautacLR0RGWl5fF+Ti1YAWRoify/jHpdFosf2cGaNYA0Szl01agnuJB3sSy2DVUYmI3OjWkFqP3rTTC093djYGBgYI/Y+Kmt7cXTz31FF5//XXs7u7iu9/9Lh577DFRJD3++OPab1xDSPCogAkJpWHVcDiM+/fvY3h4GP39/SXXlPa40QI1gkIQBKyuruLk5ORMx18zCZ5SVVhmeMoWBAHLy8sIh8MYGRlBOByuec3zFuGphNvtRm9vL3p7ewvKp1dXV5FIJAomwNeresgMn71qMdIPI7+GqVSqwMQunwLP3lureniMTmklEglFHh553x3gjazHj370IwwPD2NjYwPPP/88nnzySTQ3NyMej4uVX2aGBI8KlAoeJh6Oj49x586dsupajxLtaiM8qVQKgUAAbW1tmJiYOPPl1EPwVHvwCoKAnZ2dolVYak285X5XtWul02lMT0+L72EoFNKsyZ+WgqeRKFY+bUT1EKEejuPOmNhZCfzy8jJSqZRYxZfJZCwpeIxOaSmN8CjhE5/4BLxeL774xS/i9PQUb3/72/HCCy8YNthaKSR4ilDpQFAiJKTiYXJysuIXVI+UVjUC5ejoCIuLi7h27ZqYc5ejtbG62rJ0lsIqlRZkr1eLm6Ea8cQOWOnsM7NGU8y4J63gOA5+vx9+vx+XLl0Sq4eCwSA2NzcBoGACvFaHkBUjPIA5BbC8BF4qYk9OThAKhcQUZnt7uyVErNEpLaVVWsWQ3y8cDgeee+45PPfcc1psrW6Q4ClBuYOqkjhRM1tKL8FTaU2e57G4uIh4PI6JiYmy4X8jU1oshXXp0qUz+WXpelod5NWIJ0EQsL6+jsPDwzNpQC3HOFCERx3y6iE2aJF5rBwOh3h41mKANrPgCafDeP3kdUAAbnbeREeT8pl3ZkAqYlOplOgDYmMweJ4viOKZsYrL6OoytcNDGwnzfSosQClxks/nxR4iU1NTVT116JXSKucLSiQSmJ6eRk9PD0ZGRirerLWuJFPymqUprEojGLRsZKhUYGSzWQQCAXg8nqKRPDMKHqCxIzyVkA9aTKfTCAaD2N7eRjQahdfrFf0/Uu+IVTlKHuHP7/05TjMPmsL5XD780fgfodd7dpyAFWDCgfm0gAf33nA4jFAohPX1dXAcp0sUrxby+bzhKa1KI2waHRI8Kih28J+enmJmZgYXL16sqoMuo94prb29PayuruLGjRtoa2tTtJ7WN/5KgqdSCqvYevU09kYiEczMzOChhx4qOotG6Tpa7aeatYg3cLvdBfOjEolEgXdE6fgEs0Z4vrXxLUSzUXR5HqRZg6kg/nn9n/Hr13/d4J2po1jk1W63nymBl0fxpFPgjUgtGZ3SUmpabmRI8KjA4XCI4kQQBGxsbGBvb0/REMhS1KssnTXBy+VyVUehtKac4FGSwpKjZYSn3N4EQcD29ja2t7dx586dsjcRMwoe4HxHeMrBcRyam5vR3NyMwcFB8DyPWCyGYDBYYIDu6OgwbepEzmnmFE7bG99zp82JaCZq4I5qQ0kpfbEonnSOm9vtFgWQz+eri1AlwWM85v+2GoQSD086ncbMzAyam5vx6KOP1vRhrkenZSYi1EahtKaYqKgmhaVkPbWUuv4s6mSz2RQNejWjadno624lbDab6B1h4xPYBHiWOmEHZz6fN+V7O35hHP999N9I59PgwCGdT+OR7keM3pZq1JSlS0vgAYhtDDY3NxGLxUqWwGuJ0SmtVCpl2IR7s0CCRwU2mw3hcBirq6t4+OGHxaeIWtfUK8IjjUiYYaAmQy5Qqk1hFVtPz5RWLBbD9PR0VRPY9Yzw1LK22USYVbDb7ejo6BCLEaTdg09OTgA8iC7UM3JQibf0vAXRTBT/uvGvECDgfz/0v/G/+v+X0dtSjRaREo/HA4/Hg/7+/oI05srKiuh1YQJIq0G2Rkd4rNq/SEtI8FQJz/M4OjpCOp3G5OSkZk3N9PLw5HI5vP7663A4HIoiEvVEemCrSWEVW0+vlBYbCVKtYDRjSssMh3CjIO0efHx8jGAwCKfTeSZywAzQRsBxHH5m6GfwM0M/Y8jv1xqthYM8jckG2QaDQbEIxe/3iwLI5XKZYt/VQA84DyDBUwWxWAyBQADNzc2ad3DVo0orHo/j8PAQY2NjJU21RsIO8e3tbWxtbdXkgQL0ifDwPF9QeWdU1EkueHK5HJaWlsSS6mrLqekGqD2CIMDpdBYYoFnzvKWlJdEAzUrg1R6c5x29x2FIB9leunQJPM+LU+B3dnaQz+fFKfDV+LiMTmkB9LBDgqcE0g+G9FAeGxtDKpVCJBLR7ffVCusLs7e3h7a2Ns3FjlbVKLlcDqlUCqFQSJPok9Zl6clkErOzs+jr68Po6Kiq16xlhIfBUmssEsbKqZVGE877Ta9eyJvn8TyPaDSKYDBY08F53ql3asZms6GtrQ1tbW24fPmy6OMKhULY2NgAAPE6tra2lryPGZ3SIkjwVCSbzWJmZgZOpxOPPvqo2NtG6/STVqTTaQQCAbS0tODOnTuYm5vTdH0Wsaj10GQpLLvdjps3b2q2N60ETzqdxvz8PG7duqW4bL8YWoow4EE7gbW1Ndy8eRNNTU3gef5MNGFxcRHpdFpsxFasEy1FeLSn0vfCZrOhtbUVra2t4sEp7R3DJsS3t7fD7/frfjha+TNgpGgv5uMKh8M4Pj7GysqK2OiSRV7ZdTRS8JghumQGSPCUIRgMYm5u7kyfFT38NlpwcnKC+fl50UithzBj5mq1X1ypgfrWrVuYnp7WdG+13sR5nsfS0hJisRiuX79ek9gBtLsx8zyPVCqF/f19TE5Owul0FjSVLBZNYE+hW1tbAFDQbZgwHnnvmEwmg3A4jP39fSwuLoql0x0dHWWnh6vFrH2DrIa8BD6TySAUCmFvbw8LCwvidcxms4a939Rl+QEkeErASqPHx8fPuPTNJnh4nsfy8jIikUjBfvXwBdWyZi6Xw+zsLOx2uy4G6lqjKalUCtPT0+js7MSFCxc0GgdbLwAAIABJREFUSTFoEeFh++I4Dnfu3FF005RGC4A3nkIPDw9xdHSEk5MTJJNJtLe363KYnkdqFRAul0s0QANvlE6z6eHSyiEtDNAkePTB5XKhp6cHPT09AB5cx3A4jEwmg1deeUXs5N3e3g6v11uXaxCPx0nwgARPSdgHttiHUU/BU+1NKJlMYnp6Gl1dXZiYmCj4t2YSPFpUYVWilggPi46x4akLCwuavHe1enhYlPHatWtYWFhQfXOUPoW63W44nU5wHCcepqybsNZm/POE1gJCXjodj8cRDAbFlKXf7xcN0GoaiJLgqQ/sOm5vb2NiYkIsgV9dXUUikdBcyBZDy0npVoYETwmcTidyuVzRn+kleJiYUBr5YENKr1+/XjRVocfNrFrBI09h6TnLRU00RRAErK6u4uTkpCA6ZnQ5uXQgabEoY62wcmp2mMq7CZOZ1lxIU5ZDQ0Ni5RCbAcbzfME1U3IPIcFTf0qVwEu9d1qUwMuhCM8D6E6mAr0ED+u2XOlmlc/nsbCwIPYCqmd5azWCR2kKS6sbb7ViLJPJIBAIwOfzYWJiosCXZKTgyeVyCAQCcLvdRQeSarEn+X9Ly3Dl3YRZekxuwiQKqaeAkFYOAQ8+M+FwGMFgEKurqyWNs0btV0usbLaWI/3uMSErr+STToFXOwqIPDwPIMFTgnI3Aj0jPPl8vuyHmvUCGhgYUF0qXQtKR2CwFNbw8DD6+/tL/r1qo1rlqEZchMNhzM7O4urVq6Jnoti+tNhTNbCS80rvW62Ue5/kVSjMhMnmEHk8noaaJq4VRh7EDocDXV1d6Op6MCBUfs2amprEa8Z8I9R513wUq+RjxQebm5sQBKHqSB5Ac7QYJHhUoNcNvpyQEgQBu7u72NjYwNjYGPx+vy57qEQlIVBtCktLwaNkPIcgCNjc3MTe3h7u3r1b8qnHiBlY0pJzPcd/VPvapCbMUtPEqZneA8wi/uTXjBmg19bWRAO0z+fT3OOnN1aNSql9n+UPH6UieZVaGVBK6wEkeExEqehJrTOmtKScqFBThaWlsZqN0ihFLpcTeypNTk6W3V89BQ/P81hYWEAqlarq+hpx4y82TVwagmdeko6OjrJN2BoRsx7GHMfB6/XC6/ViYGBA9I0cHBwgFovh5ZdfLtuzyUxYtXmfVg91xSJ54XAYBwcHWFxchMvlEq+jtPt6MplUHOGJRqP4oz/6I3z961/H6ekpRkdH8cd//Md45zvfKf6d5557Di+++CKOjo5w9+5dfPrTn8bU1FTNr09vSPCUwIgbVzExEYlEMDs7W1OKQ8sbcSmBcnp6ipmZmar3qfU4iFLiSWmKTclaWpJKpfD666/jwoULuHbtWlXXSe011VLMyUPw7AmUNWFjoy86OjpMM0zzvMN8IzabDel0GqOjowU9mwRBEA9Ns4lWs4rKSugl1OStDFjn+u3tbcRiMfz7v/87XC4XHA6H4p5i73nPe/BP//RPsNvt8Pl8uHfvHn7u534O//iP/4h3vvOd+MxnPoM/+IM/ED9HP/7xj/Hkk09ifn4efX19mr9GLSHBYyKkKS1BELCxsYH9/X3cvn1bdf5Vy5SRdD1GrVVYWg/8LHaQ7+zsYGNjo6r9aSnESiEtOWfN56rBjOZN+RMouwFLh2kyAaR15ZnRWM0Tw8SDvGdTMdEqNUAbKTisGuGppVlrNTQ1NRXMcmtpacG//du/4Vvf+hZ2dnZw7949PPHEE3jiiSdw+fLlM//+6OgI3//+9+H1evHaa6/hypUr+KVf+iV8/etfx5e+9CX87M/+LP76r/8aAPCFL3wB733ve/GOd7wDP/jBD/DZz34Wf/7nf677a6wFEjw1oPXTBhM8mUwGMzMz8Hg8mJqaqumLwtbUQ/Bo0UhQy5SWXDzl83nMzc0hn89XnQrUM6Wld8l5JeqZrpPfgFkvGTaQtbW1VfT/UPl7fSl1/5KL1nQ6XRA1YKb1ejbOY1hV8Gj50KkUjuMwOjqK0dFRCIKAK1eu4NatW/iP//gPPPPMMxAEAf/yL/9S8G+6u7sRiURwenoKv9+PWCyGo6MjAEB/fz8WFhaws7MDm82Gp556Cg6HA0899RR+8IMf4Hvf+x4JnkaFCQktb9I2mw2np6dYWloqWT2kZk0tUzNsPbUpLD33J10rkUjg9ddfx8DAAC5evFj1TZnjOF0q8VjJeVNTky4l52amWC8ZVv6+sbEBjuPESEI9ZklpjdXSLUr363a70dvbi97eXtEAzUyziUSirk0rrSx4jNx3MpmEz+fDrVu3cOvWLfzWb/1W2Ycev9+Pr371q3jve9+LTCaDt771rfizP/sz/PCHPwSAggHFg4ODAIClpSX9X0iNkOApQaUbgdLybKUIgoBQKIRkMonJyUnNnvq13qfNZsPJyQm2trY0aSSodYRHEASxIePY2BhaW1tV70vrKIgeJedqDlkjKtCKUWz8RSgUEmdJNTU1IZPJiBUmZhcTZnhPq0FNCk5qgGaN85hpnTWtlBqgtY7aWU1UMowWPMXK0iu9j0tLS8hkMgAeVHnt7e3h9PQUAAoqvpjwYT8zMyR4VGK325HL5TQpw02lUggEArDZbBgaGtI0xaGkVFspuVwO29vbAKDZLCytI1AnJydIJBKYmpqqqdpEa1FQr5JzK8O6P0tnSb366qtYXV0Vn1CZ/8es5e9WOox5nq95vxzHwe/3w+/3Y3h4uKBvDIvaSav2aj30jRYOajF6WrmasvQPfOADeOaZZ/CHf/iHeOGFF/DzP//z+NM//dOSf98Kgp8ETxnKHXpaNR88PDzE0tISrl27hnQ6LSpqrdBKULAUFuu1opcJWi2pVAoLCwuw2Wy4e/euJjdyLb7A0innRrcUYNSrAq1WPB4PXC4Xbt68WRBJmJmZQT6fFw/Sahqw6YnVog967FfeN0Y6tHZ5eRlOp1NMf6mp2rOq4DF639WUpTNYIcXHPvYxvPDCC1heXsbx8bG4HiORSACA6mh6PTH+7mtRak0V8TyPxcVFxONxcTzE/v6+5r6RWoWZIAjY2trCzs4Obt26hUQigUgkotn+tEgdHR8fY2FhAUNDQwiHw4aMqSgGKzmvZsp5Jax2qGpFsUiCtAGbGSqJrPCEK6UenyXp0Frgjaq9ra0tRKNReL1e0bSupGu30cJBLUbvW2mn5bm5OTz//PPgOA4vvvjimZ+Pj48DeBBJT6VSaGpqEqP+V65c0XbTOkCCRyWVmtyVI5FIYHp6Gr29vRgZGRG/5HqMrKjl4GaN+hwOh5jCSqVSmkYHaok2CIKAlZUVhEIhTExMiB4QrfZlhinnemAWD08t2O12dHZ2ik+h0koi6UEqNVfWAzNd50oYIZ7lVXvFunYz4VosbWlVwW90Skup4PF4PPjc5z4HjuPwC7/wC3jHO96BT3ziEwCAtrY2TE5Ooru7G0dHR3jppZfwK7/yK/jqV78KAHj88cd1fQ1aQIKnDOUOBofDoUqc7O7uYn19HTdu3DgTAtRD8KiNRJWqwtKr6qtaMpkMpqen4ff7MTExAY7jkMvlNDdAV4ueJedsT1a84euNvJIokUggGAwWTKBmkQS9Oglb7doYvd9SXbtDoRBmZ2eRy+UK5kY5HA7DIyVqMXrfiURCUYHJ8PAw3v/+9+Pzn/88nnzySbS0tCAajQIA/uqv/gputxsf+chH8Lu/+7v49V//dfz2b/82YrEYfD4fPvjBD+r9MmqGBI9KqhUSuVyuYk8YrcUEW7MaESVPYcm/JGYQPKFQCPfv38fDDz8shsq13puatcqVnGtxuBg5wd1KSA/Sixcvim0UgsFgQSdhrYy0VsVowSNH2rVbaoAOBoNYX18Hx3Fi12CjBUS18DxvqH8vmUwqjnS+8MILuHTpEr70pS9hc3MTY2NjePbZZ/HUU08BAH7nd34HPM/jM5/5DA4ODjA1NYVPfepTYnm6mSHBo5JqUlpsrMHQ0BAGBgZK3mSMTmlJZ02VqsLSo8xd6Xqs+/TBwQEeeeSRM19grcdUVLNWudEVWkVm5Hsy02FlZmw2G9ra2sTW+rlcDqFQSCwYcLlcYvqrublZ9ftqNgFRCbOLhmIG6LW1NZyenuLevXtwu91i+bvZx5bk83ndexSVoxrB5XQ68eyzz+LZZ58t+Xc+9KEP4UMf+pBW26sbJHhUoiSlVSlaIkevlJaSNZU2EtS6wkdpBCqbzWJmZgZut7tkwz4t91aN4KlUcm62iIqZD4Z64HA4zhhpWRSBTRJnB62Rh5TeWE2gOZ1OtLS0wOPx4OLFi+J1k44tYZG7evq2lGB2cXleIMFThnI3A7vdjmw2W/Ln7IB2uVyGTA6Xrllun1JRpmRmlx4RnnL7A94QY5cvXy47nK7eKS2lU87NmIoykwAzmqamJvT396O/v1+cJM5M59lsVhx/wXwkpbCagLDafoFC4SC/bvF4HKFQqMC3xSJARvdtMlLw0Hf9DUjwqIQ1HixGOBzG7OwsHnroIfT29la1ph4RnlQqVfRnSlJYcvTw8JT6QgqCgJ2dHcVdnbUUBJXWqmbKudkEj9kiTmaCTYBuaWnBpUuXzvhIWHdoVv4u92lZCasKnmKiUzq2hPm2WN+mnZ0dw/s2GV2lBVBkFyDBo5pi4kQQBKytreHo6Ah3796turNlPT08amdhadm5GSidhsrn85idnQWgvKuzHmMqisGe/kdHR0V/gdq1tNoToQ9yH0kmk0EoFMLu7i6i0SiamprEn1tNQFhtujugXKRJDdCXL18u6Nu0trZWVrjqgZERHi06ajcKJHjKUCmlJT1c0+k0AoEAWlpaVA+F1ONAk++z2hSWnHpUacXjcUxPT+PixYtlTd5ytPxSF9uX2pJzswkeEk7qcblc6OnpQU9PT8EgzZWVFYTDYcTjcWSzWVOkUSphNYEGqBcO8r5NTLju7e1hYWEBbrdbbFtQi3Fd631rQTKZrPrhu1EhwaMSaUqLdfodGRlBV1eX6jX1uPlIIzJqUljF1tNT8Ozv72N1dRVjY2Pw+/2a/Z5qkYuCWqacaylUpKRSKaRSKdNXqDQq8kGai4uL8Hq9SCQS2NnZAc/zBXOkjE5pyLHik79WwkEqXIEHoiAUChUY11kESIteWvl83jDBk0gkTGfiNgoSPCphgmdhYQHRaBQTExOmrOhggkKp8bcSWt8g2f54nsf8/DzS6TQmJyd1aw6nFKlIYSXnat87PczGx8fHmJ+fR1NTk9ihlqVWKr13FOHRD5/Ph7a2Nly+fBm5XA7hcBjHx8dYWVmBw+EQr5EZRKoVU1p6iTSPxwOPx1NgXA+FQlhYWEA6nS6YAK/m3sTzvGGCNx6PVx3Jb1RI8KiEjTFoa2vD+Pi44TevUthsNpyenmJ2dlZVCktvbDYbMpkMXnnlFfT09GB0dNQU7yUTYlpMOdcywsPzPFZXV3F8fIxHHnlEPLCkBk2e56mxnkFIP7sOhwNdXV1i1DedTp8po5bOkao3Vkxp1UOkSY3rQ0NDRRtXSjtAKxEylNIyByR4ylDqZrC/v4/l5WU0NTXhTW96U513pZxsNouFhQVks1n81E/9lOlC6gAQiURwfHyM8fFxtLe3G70dEfaUp8WUc60EjyAIuH//Pnw+HyYmJiAIArLZ7BmDpryxHvMndHR0wOv1UoRHJyq9p263u2COVDweLxh/IS1/r0eE04qCxwjhUKxxZbHBte3t7SUN0EantEjwPIAETxXk83nMz88jk8lgamoK9+7d0+X3aHEjikQimJ2dxeDgII6OjkwndgRBwNLSEkKhkPiUaxZSqRRee+012Gw2Taaca9EBmoXYL1++LIrsUtVy8sZ6zFi7urqKZDIJl8sl9j8yOnXYSFTzvZWWUbMoAit/39zcBADxENUrSkeCRx3yyF0mk0EwGCyo3GMRVvaAAcCwfcfjcRI8/wMJHoXEYjEEAgEMDAzg4sWLut0oWGm62oiCvArL5XJhf39f413WRjqdxvT0NNrb2zE2NobFxUWjtyRycnKC+fl5jIyMYGlpSbPrXIvgOTg4wPLyMtra2gpmhynF4/FgYGAAAwMD4HkeOzs7ODw8xPT0NACIN2e/32/4YXJeYWXSTPizlLk8SqdlFZFVBY/Z9uxyuQoG1zID9OrqKhKJBFpaWpDNZpFKpTQdJqwUpZPSzwMkeMrAQv87OzvY3NysycehlFqqoLLZLGZnZwuqsJgh2CywHjasoi2VSplif/KSc7fbrZkQU3tNBUHA8vIyIpEIJicnMT8/X/BzNTd+m82G5uZmtLa24sqVK8hmswiHwzg4OMDi4mJBXxmPx2O6w8XMaCkgnE4nLly4gAsXLgB4I0rHqoiYSb29vV11sYQVBY/ZjdbSyr2BgYECAzTLDtQ7dUmC5w1I8JQhl8thenoaNputZh+HUtQ2H2QpLHklkdazrxjV3iylTRmlPWz0GKdRLbWUnCtBzaGSzWYxPT2NlpYW0RSvRx8ep9NZkP5KJBIIBoNYXl5GKpWC3+8XD1ZKf5VHT1+UNEonCIJoUr9//z5yuZxoom1vb1ecvjZDeqharLZnZoB2uVy4c+fOmdSlIAgFqUs9rAdkWn4DEjxlEAQBPT09VY2HqJVqBY8gCNjc3MTu7m7RKiy9evtUU2aZzWYRCATg9XrPCAqtBU+1k8lrLTlXuqdqXiPb00MPPST2CWHr6G02lvaVkVenAJT+qkQ9IiYcx8Hv98Pv92N4eFjsIsz6yNhsNlGk+v3+knuyYoTHaoJHjjx1yQoMpK0LpB2gtbg+rK8QQYKnLE6ns6LY0fqmUc1wTukEcbWNBNVQjeCJRCKYmZkpOVdMD8GjdG+7u7tYX19XNKer1j0pFSrl9lTvTsvy6hTmK9nf36f0VxGMEhDFuggzE+3CwgI8Hk9B+Tvbo1UFj9X2XO67Ji8wSKfTCIVC2N7eRiwWg8fjKZgAr+a1J5PJggen8wwJnjJU+nDVajAuhtJZVaVSWPVAiSiTmqfv3LlTMoesddRCSUWUtMlhPVKVSl6jksnrenVsVorUVyIdq0DpL3MhN9EmEgmEQqEz1ymfz1tSPFgtwlNNVMrtdhe9disrK0gmk/D5fFV7t6gs/Q1I8NSAHv6TSimtSimselDpdedyOczOzsJut1eMPGl9w62UPpJOOa9Xk8NKQoVVrXV0dFScvK4VtQon+ViFUumvzs7OugxnNANmjJhwHIfm5mY0NzcXXKdQKIRQKIREIoHOzk5dPSRaYsWUlto9y69dMe+WtAN0qQc36rT8BiR4/j97bx7mWFlnj597sye173tVV690V3ftbWOjLNo4OojoKCOyCDPDqAgjIKg8I8r80BGURRB0Rp0ZRL+D6MjiuKDSCA4KdNPdtXVV177vlaQqlT13+f2Rfi9JKsu9yZutyXkeHqCSuvUmN7nvuZ/P+ZwTA9E2K7VaDY7jqIYERquepKuFFYpoVSi73Y6+vj40NjaitrY2xSuLTsbIyLnclHNaiPYZWl9fx+nTp2XlsGWyYWCk9hcJZyRtFVKazyE9CDxPDocDDQ0N8Hg8koZEo9FIFYRMiL8Ih0xcUzTQImnhtFsbGxuwWq2Ynp4GwzBhvZtcLpcswuN2u/HAAw/gySefxPz8PJqamvCP//iPuOWWW8CyLDiOw5e+9CX8+Mc/hs1mw7ve9S48/vjj2LlzZ8KvLVXIEZ4EEO9EVTREIhOkhdXc3ByXiJrm3WekthHRn6RifD8Swq2NjJyHToilCpGIytzcHGZnZ9He3i6r5JxNaemR2l+jo6Nwu93SaG60O9NsQyZWeKJBEARoNBoUFBRIGhK32x0Uf0E7RPPtCJ7nk3JzqlKppJsIAJLFBPFuevjhh7F7926sr6/LOnc33HADfvrTnwIAioqKMDg4iFtvvRXr6+v46le/ii984Qt4+OGHoVKpYDAY8Ic//AFHjhzB4OBg1rTMsqs2mGFIRUtLFEVMT09jcHAQra2tcZEd2sQslJQJgoDTp09jZWUFBw8eTBvZAba2tDiOQ09PD9xuN7q6utJy0Q4lGIIgYGBgABaLBQcPHpR9scjkCk80kPZXXV0dDhw4gK6uLlRUVMBms6GnpwcnTpzA5OQkNjY20m5RkAiy7dyE08Po9XrU1NRg3759OHjwIBoaGsBxHM6cOYNjx45hZGQEq6ur4DgubWvONqSqDUcsJnbv3o2DBw/i61//OioqKjA8PIxrrrkGH/vYx/Dv//7vGB8f3/I+zszMSGTnpZdegtVqxbe+9S0AwAMPPIDNzU1897vfBQD8/ve/x/LyMnbt2oXp6Wk89dRTSX9ttHBu3FolEdE2GZKYThOB5IRWC4s2MQs8ntPpRF9fH6qrq9HQ0JD2O9zAtaVi5FwOAj9DRENUVVWl+P3KpgpPNIRzFSZTRTabDUajMejONZuQ7s+/EsSqSIWGaEZqoeRsCqIjXbqj5uZm3HTTTXjppZfwgx/8AHa7HUePHsXtt9+Ozs5OfOUrX5Geu7GxgY9+9KNwOp24+OKLAQAf+MAHcOedd8Jut+OZZ56Bx+NBVVUVLrnkEgDARz7yEdx33304evQo/v7v/z7lry8e5AhPAlCr1Ulpafl8voRbWKHHTAbhIaXTffv2SdqNdINs5qkaOVeyJuIyHa+GKBxRyaYNNhI0Gg0qKytRWVkpTaaQUE2Hw4Hh4eGsaH9lW0tL6XrDtVBCbQrCZUjRRDa9vwTJamnJBZnuamhowN69e3HLLbdsec7+/fvx85//POhnr776KgDAZDLBZrMBAOrq6qTHyX+Pjo4ma+nUkblXjyxAMlpaLMvCbDZjeXmZ2hQW7ZYWwzCYnZ2FIAjo7u6mKtpOFAzDYGJiAqIoUhk5p7WJra6uwuVypUVDFIp0V3iiIXAypb6+HseOHUNFRQUsFgump6el6hCpKmTjBpgpSPSzHU6nFZohRQhSJl0jUo10T5bFEy0xPDyMu+66CwBw7bXXSoQnsP1Ohg/IY9mAHOFJALRbWj6fD1NTUxAEAYcOHaL2JaFJzNxuNxYXF1FUVEQlSZyABrFwu91YXV1FZWUllZFzpa7N4cDzPJaWlqBWqxOOrchkopIsBE6eAH5TPavVioWFBZw5cyao/ZXu6a9zvcITDeEypMgI9cDAAARBkOIvioqKMn78nSbSTXiUThKPjo7iPe95DywWC2pra/H1r38d3/ve9yI+P5uuSTnCEwPRLgg0W1rEkbiyshI+n4/qF4RWhYeMdZeVlaG4uJjq1JeSqIpoaysuLkZlZSWVtSVKMJxOJ3p7e2EymVBaWprwOT1XNDyJQKvVRmx/eTweFBUVScGMqW5/ZRvhSaZrcaT4C4vFgomJibgiFLL1M5vulpYSjI6O4qKLLsLCwgJKSkrwm9/8RjpHgL89RuB0OgEAhYWFaVlrPMgRngRA9DaJgBgJLi4uor29HT6fTzJuo4VEKzyiKGJiYgJmsxmdnZ1YWVlJiiYonosCCSVdW1tDZ2cnZmZmqK0tEWKwurqKkZERtLS0YGNjI2lEJds2WZoIbX8FBjMGZkrRzCU615Cq9yQ0/iIwQmFzcxMmkykoQiEcsjFWAkhvhUfJdWd1dRWXXnqpRHZefPFFHDhwAIBfAA0A8/Pz0vPn5uYAADt27KC44uQiR3gSgFqthsPhiPv3Q6ewWJaF3W5PmbePHHi9XvT39yMvLw9dXV1gWTah40VaXzwkhbx/er1eWhvN6kU86yLk0GKxoKurCzqdDpubm1RIGC3RcjZXeKIhdPqLZEoFbqqEACVDR5WN5DNd6w2NUHA4HLBarVKlLtBBmMSUZGOsBJD+lhYg7zzfcMMNmJqaglarxQsvvID29nbpscOHD0OtVmNhYQEvvvgi3vnOd+K5554DAGmqKxuQIzwJQEnQZygihWomcsxIiPeYxAV4586dqKiokH5Oo7IViHiIRaSRc5p6JaXEgOM49Pf3w2AwoLOzU7rIKU1LV7K+HCIjNFPK4XDAYrHgzJkz8Pl8kvlhOtpfObwFhmGQl5eHvLy8oEqd1WqVqt1FRUVZK1KnnbeoBHKvXydOnMCvf/1r6f8//OEPBz3++uuv4zOf+Qy+853v4MiRIzCZTHA4HKitrcXVV19Ndc3JRPbR5RQj2hcsnkoHcf0dGhpCe3v7lpFz2tUTckwlGy4xOzxz5gza29uDyE48x6O9voWFBfT39+PAgQNb/HXkhIfKhRLCY7fbcezYMVRVVWHPnj1Bd3SZpr05Vys80UA21YaGBrS1taGjowNlZWVYX19HT08PTp48iampKdhstrjfm2ys8GQiSKWuubkZnZ2dOHDgAAoKCrC6ugqbzYbe3l7JCTobPseJ6hMTgcfjkVXN/M1vfiP9t9frxfz8fNA/HMfhoYcewhe/+EVUVFSA53m85z3vwYsvvhhxAuyiiy4CwzBB/xiNRrS2tuKxxx4Leq7P58Ojjz6K7u5uyfn7kksuCVoXwe9+9zt0d3fDZDJh586d+M53viP7c5C7rUkAJEtLLsK1sEKRjLgKJcfkOA4DAwPQarUR15gMwiPnA0tSzr1eb9REcVprk/s6l5eXMT4+HjFSI0dUMg+hnjI02l+5c5McEAdhk8kEnuexY8cOWK1WTE1NweFwSAniJSUlshPEU4l0trQcDocsJ/e7774bd999d8zn3Xfffbjvvvtk//3Dhw/jgQcekP7fbrfjiSeekLyAbr75ZthsNrzvfe/D4OAgPve5z+FrX/safD4ffvrTn+Kv//qv8dBDD+G2224DALz22mu47LLLcM011+Ab3/gGTp48idtvvx0cx0nPiYYc4UkASlpFkVpY4Y6ZrgoPaRM1NTWhpqYm4vNot93kkBS5KeeprPCIoojR0VFsbm6iu7tb0hooPQ6t9aT6OOcS5La/iouLo96t5yo8yQPR8BgMBhgMBtTU1EAURdjt9i0J4pnUquR5Pm2Ex+l0pjXnqqiD5OObAAAgAElEQVSoCIcOHQr62SWXXII333wTjz32GG6++Wbceuut6Ovrw5///Ge0tbVJz7vsssuQn5+PO++8E1dccQW2bduGhx9+GPv27cN//ud/gmEYvPe978XQ0BAef/zxHOGhgURbWqQ9tLS0JCskMhkXTJVKBY/HE/U58/PzmJ6eluVMnOqWlpKUc5oVnmjEwOv1oq+vD4WFhejo6Ihp0Z9JRCW3KUdHoKYkMFLBYrFgcnJSGqkuLS0NShTPtbSSi3CVksD4i8bGxqBzRSb1Asff00E80tnSisd0MNlgWRatra345S9/iZWVFTz55JP47Gc/G0R2CO6++25otVppBP7BBx+E3W4P+p5ptdqY+xtBjvAkgFgtLTktrFQgGqHgeR5DQ0MQBEG2M3GqCE/oyLmc1gJNQXWkddlsNvT392PHjh2orKyMeZxMrKhk2noyGaHtLzJSPTs7i83NTamlks3Bp9kAOa2hcK1KYlS5ubkJvV4fZFSZCoKazpZWuis8kTA6Oopt27bh6NGj4HkeH/jAB8I+r6amBo888oj0//X19dJ/r6+v45e//CWefPJJfPnLX5b1d3OEJwFE2/jJhFOsFlYqEGmdDocDfX19qKurQ11dnewvfyrG0sONnMsBTXIR7lgko6u1tVV2RhfNykzg+0Ts/JVeuHNViMQQbqTaYrHA7XbjzTffDDI/zBbDuWxAPD48oUaVLpcLFosFY2NjcLvdUvxFcXFx0uIv0tnSkqvhSRZEUZSKAqIoYnFxEd/73vdw6tQpPPzww5KXT2Njo6LjTk9Po6mpCQDQ1dWFz3zmM7J+L0d4EkA4vYjSFlYqEE4XtLS0hImJCezbt0+xU2ayKzyJpJwnayxdEAQMDw/D7XYrzuhKRkvL5/Oht7cXPM/D5/MhPz8fpaWlQb4l0ZCr8NBBYPtreXkZHR0dWxyFSUUhsP2Vg3Ik6sMTGH9RV1cHQRCk+Iv5+Xkp/qKkpASFhYXUyGq6W1rp3IN+85vfbLkeGQwG3Hbbbbj55pvx6KOPAoDia3ZBQQFeeuklLC0t4e6778b555+PU6dOxXytOcITA0ouUD6fT/JhSWcLKxSBJIBs3C6XK6rQVu7xaK8v0ZRzmqJlsi6Px4Pe3l6UlZVhz549ijct2oSHEMLt27ejqKhI+pnZbJZ8S8gmG867JLfpJg/hHIUtFos0Rp3pE0WZDNqtIZZlUVhYiMLCQmzbtg0cx2F9fR1ra2sYHx+nRlbT2dJyuVxp1fBccMEFePjhhwG8dXPQ3Nws7TuksjMzM4O9e/eGPcbc3FxQSjsAFBcXS4aHLS0tOHDgAH7xi1/g2muvjbqeHOGhBJotLNK6oPUlIRWewEmneDZugmQQHp7nMTg4GHXkXA5oi5Y3NzcxNDSE3bt3o6ysLO7j0CI8NpsNi4uLOHDgAEwmE7xeb9CFG/ATb4vFIgVskhHr0tJSaZPNVXjoI9x7qtPpUF1djerq6rATRelqf2Xj+U92tIRarUZZWZn0PQ8lq/E6db+dW1qFhYXo6uqK+Pgll1wCtVqNF154AX/1V3+15fGlpSU0NTXhq1/9Ku6++24899xzqK2tRXd3t/SclpYWaDSaoNiLSMgRngRBjARptrDI2DfNtHSXy4UTJ07ImnSSuz5a4DgOc3NzqK+vTzjlnGaFZ3NzE6urq+js7EzovNIgPKIoYmlpCXa7HYcOHYJGo4l4TI1GE6RbIBqTwLFdn8+XVaGG5wLCTRSlq/2VjRNlqY6WCCWrgVYFXq83yKog2g1aOiMx0l3hiYXi4mJce+21+P73v49/+Id/QEtLS9DjX/7ylyGKIj7+8Y8D8PsA6XQ6vPLKK9Jz/vjHP8Ln82H//v0x/16O8MRAtIuCz+eDy+WC0+mk2sIiFQ8aHhIknNRut+Pw4cNUyug0Kzxmsxlzc3Oorq6WRGiJgEaFRxAEDA4OwuPxYOfOnQmT2EQJD2mVMgyD6upqRW3IcCPWZrMZKysrOHnyJDQaDUpLS1FSUgKj0Zh1m2AmQel7l872VzYSnnS2hkK/R4FBtdPT02AYRhp/LygoCDs+nw44HI6Eb3CTjfvvvx9vvPEG3vWud+HWW2/F4cOHsbGxgR/96Ef43//9Xzz22GPYuXMnAOCf//mfcfnll+NTn/oUrrzySoyMjOArX/kKLrroooiTXoHIEZ44QVpYOp0Ou3fvpvpFpGU+SLxiTCYT8vPzqV00aZCKwJHzpqYmqmQxkbWRtl9VVRV0Oh2VC1UihMdut6Ovrw/Nzc1Siy0RkE3WaDSio6NDmlqZmJiAy+VCQUGBdNcaj77r7YxEq3ix2l9kQ6UhqM0RnsQQGlTr8/lgtVqxtLSEkZER6HQ6iayms33ocrkyYnAmGsrLy/Hqq6/ioYcews9+9jM88MAD0Ov1aG1txe9//3scOXJEeu4HP/hBPP/887j33nvx4x//GEVFRbj22mvxta99TdbnOUd4ZCBwwwqdwjp9+jT11gANwmO1WjE4OIhdu3ahqKgIp06dorS6xO9WyMi5wWBAV1cXlpaWZBtHyVlbvBcYi8WCoaEhqe03Pj5O5WIVb5ttZWUFY2NjUmTFysoKtYsnOY7BYEBtbS1qa2shCAJsNhssFkuQ+Lm0tBT5+flZt0FmMyK1v8xmM8bHx6HRaKQN1WQyKT432Up4MrUFq9FoUFFRIeUOBt5IOJ1ODA4OSjcSqRSrp9N48OWXX5b93OLiYtx777249957Yz738ssvx+WXXx7XmnKERwHCTWER80GaHg6JVCmIpmhlZQUdHR0wGAwQBIF6XEW8IBNGzc3NkribZossnmMREru8vBxkcEhzXUqIiiiKmJiYgNVqRVdXl/TZSrbTMsuyKCoqQlFREYC3TNtC86UCxc85vIVkEojQ9pfb7ZbchB0Oh+QnU1JSIutalI2EJ51aGKUIvJE4duwY6urq0iJWT/dYeqYhR3hkgrSwQt11aQt4yTHjISiBZn3d3d3SxSFTnH4jjZzTJjxKXivP8xgYGIBarQ56z4DkGQZGA8dxEqnu6OjYcoGnXeGJhlDTtlDxM80WSw7KoNfrUVNTI+VJET+ZgYEB8Dwf89xkI+HJpJaWEjAMg4KCAhQUFKCpqWmLWD3QHZp2JTXTRcupRo7wyMDk5GTEKSzarsNAfITHZrNhYGAgqHJCkO4LW6yUc9qj5HKP5XQ60dvbi/r6+i0+D+RYtFpaStbT2NgYNryV1nmM5zjhxM9Wq1XyLNFqtdJF++0qfk7XTUXohhroJzM2NhZ0bkj7K9kj3slANhKecO9zaLXO6/XCYrFIlVSj0Si1vxKtzqR7LD3TkCM8MmAymSJOYalUqqh5WvFASdVIFEXMzc1hbm4Ora2tGcfmiQi4srIy4sh5MswCY2F1dRUjIyNoaWmJ6DRNi4jJIU5y15PKCk80qFSqIM+SSOLnkpKSjEisfjsh1E8mXPsrHlPPdONcrUpptdqgqBKn0xkUf5HIIIHL5crKc50s5K5EMlBZWRlx41Or1dRbWnKrRhzHYXBwEAzD4ODBgxnXViAp53v37pWmGcIhWXEQ4UD0MRaLBd3d3VH1DrSqd9GIE9Fcra2txVxPJqelRxI/z8zMgGGYt4X4OVNfV7j219LSEjY2NrZkf2VyBSVbKzxK1swwDEwmE0wmE+rr67cMEoiiGNSujHXsTExLTydyhCdBpKulZbfb0d/fH7Edk2yQzTfcRV5pynmqRMscx6Gvrw9GoxGdnZ0xLxbJyMAKBM/z6O/vh06nS+l6ko1A8XNzc/OWkr3JZJK8f84l8XM2nBvS/mJZFhzHYdeuXUHtr8Bx6kxrTWYj4Ul0gjd0kIDjOFitVqysrGB0dDRsuzIQOcITjBzhkYFoX/pktbR8Pl/ExxcXFzE5OYmWlhYUFBRQ/dtyQYhF6JeZTLIZjUbZKeepEC0TPxslgaTJJDyx9EPJXE+qEVqydzgcMJvNW8TPmV5hOJdAblZC218ulwtWqxWTk5NwOBxB7ZRkpYnLRTYSHtprVqvVKC8vR3l5OYCt7cq8vDwUFxfD6/WiqakJXq9X8Xl7//vfjxdeeAH/9V//heuvv176+X333YfHH38cq6uraG9vxyOPPIKDBw9Se22pQI7wJIhktbTCHZOIfz0ej+LgT9r5XOEIT7iRcyXHooFw7aPl5WWMj49LfjapXlcoUSGtvn379kl3bnKPk+0IFD8Tfxkifg6sMJSWlsJgMKR7uYqQTecnUnXWYDDAYDAEtb/MZrOUJq6knZKqNWcykk3SQtuVdrsd09PT+Kd/+idsbGyAZVn8+te/xsUXXyzr2vfoo4/ihRdeCPvzu+66S/KHev3113HkyBGcOXNG9g1kJiC76HIGIlUtLZfLhWPHjsFoNKKtrU2xeC1ZgZ8ECwsL6O/vx4EDBxSHp9KsXISaRI6MjGBubg7d3d2KyA7NdZHjEL3O2NgYurq6FJEdgmys8EQDET/v2rULBw8exK5du8CyLMbGxnD8+HG43W6srq5Sr6ImA9l0buSQB9L+2rZtGzo6OtDW1oaCggKsrKzgzTffRG9vL2ZnZ+FwOFLy2rO1wpMqbSUhIy0tLXjppZfwyiuvQKVS4c9//jOOHDmCCy+8EP/yL/+CycnJLb+7vLyMG2+8EZ/73Oe2PCaKIr75zW8CAH74wx/CbDbjwgsvhM1mw3e/+92kvy6ayFV4EoRarYbD4aB6zFDCQyZ4Yol/oyEZhEcQhJgj56leG7mIk1iNwsJCdHR0xD2KTdOHp7+/HyqVaovfTyLrybY73lgIFT+/8cYbsNlsmJ6eluz8z3XxcyoQD3kIbaeEugkHTuYlI5YkGwlPOpPSTSYTNBoN7r//fgDA2toaXnrpJbjd7i3P/fSnP43nnnsOra2tmJ2dhcVikR4bHh7G/Pw8WJbFVVddBbVajauuugqvvPIKjh49KssdOVOQIzwyEEvDk6yWliAIGBsbg81miznBEwu08rkC1+hyudDf3x915FzusWi+hzzP4/jx49i5c6dk9Z7OdXk8HtjtdtTW1qKhoSHu42SrhideECfz7du3A9jqV5LMcM1zHTTaQ6HklJgfzs3NKZ4mkrvmbCM8mUTSysrKcOWVV4Z9LC8vD3feeSfuuece7N27N4jwjI6OAvDHzJA2M9EdkseyBTnCkyCS1dLyer04ceIEiouL0dnZmfDFiTap8Pl8OH36NPbv3x931YmA5toWFhbgcrlw+PDhhKcTaBAMkmmm0+kSIju01pPNCBU/RwrXTJb42eFzwMN7UKwrDvt9jPYdFUURv5j4BX419SvoVDrcuPdGdFV0UV+jXNDWw7Asi8LCQhQWFmLbtm1bpoloTH/lzBKVwev1yq60PfHEExFbbzabDQCCDAwJ8SGPZQtyhCdBkCwtmtjc3MTa2hra2tqk6YlEQasSRUbONzc3sW/fvoTJDkCH8AiCgOHhYXg8HsnHIlEkQjBEUcTs7CwWFhbQ2dmJkydPJrwectwctoZrhroLh4qfE9koRVHEt/u+jWcnngXDMNiWvw2PXPAICnWFW54XCU+PPY0fDP0AHs4fkvvF176IR9/1KPaV7It7XYkg2QLg0PaX0+mE1WqVjCnz8/NRWlqqyEwvk6olckE7WFoJlORoxbvGbLse5QiPDKSqpUXIxMrKCgoLC6mRHYBOJSpw5LyyspKag26ilQuPx4Pe3l6Ul5djz549eO2116isK14iJggCBgcHIYoiuru7qV3wsu3uNpUIN14d6FZbWFgojVcr/dz+Ye4P+N+p/wUncoAITNgm8LUTX8O33vkt2cd4dvJZeDkvWMa/YXt4D34789tzlvCEwmg0wmg0bml/ETM9Uv0hHkHhkI2EJ51rdjgcVG78yLCHy+WSfuZ0OgEgoit8piJHeBIErZaW1+tFf38/TCYT2tra0N/fT2F1byHRdYaOnI+MjFAXGscDEuq6e/duqgQRiI+IkSiNqqoqNDQ0UN1Uwq0nG0d1U4FQfcnGxgYsFoskflYS1thv7oebf0voyYkchqxDQc+JdR40rAYiRDB46zlaNn2+Nun83IS2v3w+H9bX17G8vIyRkRHo9Xrp/ARW57Lxsy4IQtqiVWglpTc3NwPw22m43W7o9XrMzc0BAHbs2JHw8VOJHOFJEDRaWhsbGxgYGJCS2HmeT4ouKF6CEi7lnLYmSClIy2h+fj5sqCsNKCU8hHzt2bNHCgZM53py8INMd5H2q1Lxc11eHXSsDh7B345iwKDSWBn0nFjn5e/2/B2+fuLr8PAeMAwDo8aIK7ZdQekVKkcmVUs0Gs2W9le4LKl0gRdEPN+3hFfHrTBqVbi6uxbnVcnLp+J5Pm2Celouy3v37kV5eTlWV1fxk5/8BNdffz2efvppAMDFF1+c8PFTiRzhSRCJbPyRNu1kkIl4jhlt5DwZYm254HkeQ0NDEAQhqRliSt4zEuDa0dGRNMO8HOGhg2jiZ57nUVRUhNLSUmm66MPbPowXZ1/ExOYEWLBgGRZf7vzyluNGqz5cUncJjGojfjvzWxjUBnx858fRkJ+YiD0RZHK1hLS/6urqgrKkXC6XNMgRq/1FE8/0LOLpk4vI16qxsunBvb8dxX0f2oOGktjf83QSS6fTSeVaxLIsvvSlL+Hzn/88brzxRtx2222w2+3Iy8vDTTfdRGGlqUOO8MhAtAtDvEnfHMfh9OnTUKlUWzbtZFyIlI6lx0o5T1eFx+Vyobe3FzU1Naivr4/4XtG4oMshGIQU+nw+qnodJcjkzSvTEUn8HDhdVFpaioe6H8Kwcxhu3o39JfvDCpZjnYNDVYdwqOpQMl+ObGTLZyYwS8psNuPAgQOwWq1YWlqK2v6iiaPDZhTqNdCpWRigwuqmB6dmN7KC8NDK0br99tshCAIeffRRLC8v4+DBg/j2t7+dlhzHRJAjPGkA0cM0NjaitrY2JX9TCUGRk3KeDsIjN309WrCpEsQiPIFi6UR8iOJdD8MwuaoPZYSKn0l7ZXJiEoJbQHlhObxqL7hiLm3aDBrIFsITCo1Gg4qKClRUVEAUxS3i9MDsL1rmhzo1C5fPB93ZYAKRAbRqeSQmW6a0AjE1NRX253fccQfuuOOOBFeVXmTvNzZLQfQwSnOdEoUcDU9gynlXV1fU3nMqW1qiKGJ6ehrLy8uK0tcTvbOKRuqI7ioZYulIyJGb1CO0vRJJ/Jys6kKykI0mfqFgGCZi+2tmZgYMwwQ5c8f7eq/ursGDRyfh8nohiCLK8rR4Z7M8O45zpcJzriBHeGSAxoWM53mcOXMGHMfFHcGQCFiWjZrArjTlPNbxaIG0/jQajexIhnjbjKGIRDAWFhYwPT2dNLG03PWIoojl5WUYDIZc1EIKEEn8PDs7i83NTfh8PiwuLqK0tDTtyeKxkI0Vnljf6cD2V3NzM3w+H6xWKxYXFzE8PAyDwRBEUOXiYFMx7vlrDU7MrMOoVeGSXWUoNISvHjm9PDQqBhqV/zqV7rH0VF6fsgE5wkMJ0S4gTqcTfX19MXUnSo6pFNGqFfGknNOO1AiX5u50OtHb24v6+npFveJwienxrinwIisIAkZGRuByudDd3Z1y0hq4Hp/Ph76+Pmi1WqytrcFut0tmbsnKMsohGIHiZ6/Xi97eXng8HgwMDEAQhC3i50xCthGeeNYbqf01Ojqq2JvpvKq8qJNZTi+PR1+eRN/8JhgG+GhbFa5orUprlpbT6VQc5HyuI0d4ZCJaO4Fs/uF6tcvLyxgbG0NLS4sikyZCUGj1fyOJlkm1InDkXMn6aCG0KkMCU5W+bzTXFngcsqGVlJRg9+7dadksyGfQ4XCgt7cXzc3NKCkpkd63zc1NmM1mySODOA3nqj+pgVqtRlNTE5qamrZEKwSKazPhrjuTxtLlIFGCFq79FdieZBgmyJtJ6Xvz5Btz6JmzoSJPC14Q8fTJRTSVGsGkMC09FC6XK9fSCkGO8FAA0bMEfrAFQcDo6CjsdntcwZ/RSFS8awwkAYEj5/FUK2hreAIrPOPj47BarXEHptJMORdFUaqA7dy5U/IKSQcYhoHX60VPTw/279+PgoICeL1e6bGCggIUFBRIZm6hXjOk+pPp7ZZsReCGHC5agZbzMw1kW4WHNkELbU+S78vCwgJsNhuMRqOi9tfg0iaK9GowDAO1igHLMBhbdWI70qvhyQRynUnIER4KUKvVQZu/2+1GX18fysrK0NHREdeFhRAKWq2JwBaUy+VCX19fQinnyajwBLpNd3Z2xn2hoLU2QjD6+/vR2tqa1rslItz2eDx497vfHdPMTKPRoLKyEpWVlZLXjNlsltotHo8H6+vrKfMyOdcRi0DIET+XlpYiLy8vJUTk7U54QhH6fSEEdWRkBB6PJyZBrczX4cyyHTqNCqIoSuJmfiN9La1chWcrcoSHAgLbRWR0OlG3XaW+ObFACJTc0W45x6NJeARBwKlTp7Bjx46E+840RMuiKGJ0dBRerxfvfOc7qdyFx7vJCIKA06dPS2V5pc6tgV4zpN1y7NgxycuE3M2WlpamzRX27YRI4ueZmRnJ0C3Z1bhsIzypXC/DMFIAcX19fViCGmh+yDAMrj9Uj//vt6MwO30QBRH7a/JxwfZi9JxErsKTQcgRHpmI1iZhWRYcx2F8fBwWiyXmSLccJEMUbLPZ4HK5qKyPJuFZWlqCzWbDgQMHUFFRkfDxEhUtE0FwQUEBDAYDFbITrzcQMYCsrq5GfX09lWBUtVoNjUaDPXv2SHezZrMZg4OD4DhOGuXNRLFtpiKRDTmc83NgNY5srjTPR7YRnnRqjsIRVKvVioWFBZw5c0a6Yfja+5swbxehU7PYVWGCik3v+5sbS9+KHOGhhKGhIZSWlibUigkETY2Mz+fDmTNnwPM8zj//fGrrS5TwiKKIkZER2O12lJWVUYtkSGRtdrsdfX192L59OyorK7G6ukplTfHoiojXT7Kyuci6yN1sQ0PDFqdhvV4vVRuSFZlxLoCWP1K4alwyxM85whM/tFpt2PbXwvQEvB4PjEVFsKpLUFRUlNZ15gjPVuQIT4Igm0NDQwPV5FhaLS0iuK2vr8fy8jK1i0aiFSiv14u+vj4UFRWho6MDp0+fppq+Hs8GtLy8jPHxccUTa8lYU7q8fgKdhskor9lsxsjICLxeL4qKilBS4r+Yp2v6JFORDAIRSfw8OjoqS1sSCdlmPCgIQkYStHDtr/X1dVgsFkxNTcHpdGJqakqa/krla8hpeLYiR3hkIvSDSkSkS0tLqKmpob5B0iA88/Pz0si5Xq/HwsICpdUlVkWx2WzS1BNpYdEyC4xnbaIoYmxsDBsbG+ju7k6Kh41cwkOqXg6HIy1eP4EIHOWtr68Hz/PSxXxiYgJarVbS/rzdtQKpqpiEEz+bzWbF4udMJRCRkC0ELdB9GwDeeOMN6PV6aVrSZDJJj8dyjE8UDoeD+r6U7cgRnjjAcRwGBgag1Wpx8OBBzMzMUI9ZSIRQCIKAoaEh+Hw+ydVZEATqU1XxvOb5+XnMzMygra0t6O6DllkgWZtc8sRxHPr6+qTJsGRtAnIID8dx6O3tRUFBAdrb22WtJZERfKWbtEqlQmlpqdReC80xKiwsRGlpKYqLi3PVnxQgVFvi8XiCxM/5+fnS5hoqfs61tJIPQtIC9VkOhwMWi0WyBAmsmNK+uXG73UknVdmGHOFRCNIi2rZtG6qrqwHQn6hK5JiBI+eNjY3SRY1mBYUcTwlBieX7Q1MELZc8EQO/wHOZLMR6/wPNBLPFHdVgMKC2tha1tbVB1YbJyUmo1WqJHBmNxqzaXONBJhAInU6H6upqVFdXS/5RFoslrPg5E9arBNlIeELXzDAM8vLykJeXh4aGBvA8L01/TU1NBVWHaLW/su09SzZyhEcB5ubmMDMzs0XjoVKp4PF4qP6teAjP2toahoeHEx45lwMllQU5qeI0CY8cckecnImBXyoQaU3kvKVyLbQS5QnCVRvMZjMmJibgcrlQUFAgVX+yOWU8EjIt1DXQiDKc+Nnn80Gv10OlUmWFGD3bWnBAbJKmUqmC2l/EnoBG+yvTPo+ZgnPvypMkzMzMwGKxhA3+VKvVcDqdVP+eSqWSXHRjQRRFTExMwGw2Uxk5lwO5Fx+r1YrBwcGYk0apqvCQ98piscTt5BwPwr0+ogNbWVlJ2XlLFXQ6HWpqalBTUyOlWMejNckmZPLrCBQ/i6KI3t5eAAgy1istLU1Ka4UGskXDEwilValQe4LA9pfP5wsSqMttGWfyZzIdyLxPdoaivr4eNTU1EasTydDwyDkmSTk3mUyyUs5TBVEUMTs7i4WFBXR0dMS8i6Rd4Ql3LKK90uv11OwD5CL0cxNoJpiO80YrfkMOAlOsAf+drNlsDtKaZHvoaTbdUTMMA5VKherqajQ3N2+ZLAqsPGQKIc3GllZo3JASRGt/kZYx8cvKlHOUDcgRHpmItiGnS8MTT8p5KsDzPAYHBwEA3d3dsr70NEXL4TZzkrze2NiImpoaKn9H6ZrI6/N4POjp6UFVVRUaGhredhcrrVa7RWsSKfQ0m5BN5zGQQIROFikRP6djvdkCmmsObX+FnqO8vDyp+qPX68FxXEKDA/fddx8ef/xxrK6uor29HY888ggOHjxI5bWkEznCIxPRLmahWVo0EIvwkGmnZHjGJAKXy4Xe3l7U1NSgvr5e9iZAu8IT+N4RjUw8yesAHUEqIWGpMBNUsp50I1boqcfjwdLSUsaHnmabCDjaepWIn1NFQs5FDU8iCD1HdrsdVqsV//M//4NHHnkEbW1tktRCqWXEo48+irvuuksywXz99ddx5MgRnDlzJunDHclGjvBQQLJaWuEIABk55zhOsU9LYCJ5MpBIThfN95BEfYiiiKmpKayursatkaEl7mUYBqurq1heXk65mWA2ITTE8Y033oDb7ZY2W3KXmws9TQxyP9ORxCQ8AP8AACAASURBVM/Ly8spdeLORg1PIi0tJQh0577mmmtwxRVX4JlnnsHJkydx4YUXorCwEJdeeimOHDmC1tbWqO+jKIr45je/CQD44Q9/iOuuuw7vfe978corr+C73/0u7r333qS/nmQiR3goIFUtLTJyHm8rhJAo2hcOQixWVlbQ2dkpa6KAMY+CmX8T0BVA2P5esCwLn8+X2EI2F8EsD8JgtcJjbERf3wY0Gk1CGhka75koirDZbHA6nWk3EyTIlApPNBCtSVNTk7TZWiyWjAw9PZcqPNEQKn4OdOL2eDxJ85URBCEjvjdKkK42XF5eHg4fPoyjR4/imWeewcLCAl588UU8+OCDePDBB1FZWRnxd4eHhzE/Pw+WZXHVVVdBrVbjqquuwiuvvIKjR4/mCE8OqWlp0Rg5J8ekdeFgGAZerxeDg4PQarXo7u6W9QVnJl+B5tf/BAg8wDAQy/eAfdeDEHgO2JgD1FrApDBE1DYPVd9TEFkN1OtWsJb/Q/mhf0BN4zYw5mFAFCEWNQBaZe2/RIkBMRNkGAa7du3Kuot2JkGtVqOiogIVFRVBUyyZEHr6diE8gQh14g4UPxNhLS3x89tdw6MUDodDqrjV1NTguuuuw3XXXRfz90ZHRwEgqGJXV1cX9Fg2I3f1lYloX9ZktrQCx6gTHV2mqZMB/BfNN998E42NjaitrZX9e+qjXwFEEdAYAFEEs3oGeRO/RdnQz6F1TAOiCGHXX4H7wCMAG6YkLPCAZxPQ6AG1v5rEzJ+AyKjgXpuEd2kaJTodCrwTYE7+H5j1WTDWCUDwQdj7EQgtH5V+LxYSITyBxoZWqzWuYyQL2VDhiYbQKZZc6KkyJIOgRRI/T09Pw+FwJCR+zkYNT6paWuEQb46WzWYDgKCWO/n+kMeyGTnCQwG0XYwBfzXG5/Ph1KlTUuxBoncLNInZysoKHA4HOjo6FItvGfcGwKr9xIVVQRQE5I38AuqNcUClBsCAHX4BKu7TQF4VxIq9EPb9DaDSAo4VqE78JxinBSKrgtByJcSadoD3wT3+F/ic6yg0FUJ0LoEd+DlQsg2MdRzwuQCBBzv4LCB4IXT8nay1xksSQ80E19fXs5pgZDqihZ56PB5JaJus0NO3Y4UnFsKJn81mc5D4ubS0VJYeKxs1POmu8NDWCZ4L168c4clQOJ1O2Gw2HDhwgNrIeaIJ54D/Qz8+Pg6r1YqioqK47iIEQwnYlYGz/8eAAQOtcw0iWECdB4gAfA6wEy8DGhPQ/zOwQ78E99EnwZ76MeB1QCysAzg3VH1PwZNXjUkr0OhYRkFpPTi7GaxzBax7BYL7bGXFUAxwbkBjArPUD/icgCb2BUFpJYSYCS4vLwdV5JJVUYl308r2Ck805EJP5SGVBC10Gi9UjxWrIpdraSmD0+mM69pMrCBcLlfQsQDENeGaacgRngwESTk3GAxU/XUSJTyhJoc9PT2Kj6d6+etgV04H/ET0/8OwYEQe8Dr9lRyRB+Ox+VtXrArM5Mtgf/15MJ51MK41MB4HRGMxOGMlBo//CaVVtdDnFYOxzkBjX4RPZQJUDFjLJKDWQfQ6wPicEMt2A2D8FSYZUEIMBEEI8h8KzdGhRTCyrZqQbqQi9FTpOZnenMZj/Y9hxbWCfSX7cFPLTcjTZI69RLIRqsdyOp2wWCxbxM/knGQj4aGpl1SKeMbRAaC5uRmAf+KWhI8Sf6wdO3ZQXWM6kCM8MpGKDSZw5PzgwYM4duwY1eMn0tIKZ3KolEAxlgmoTv0o7GMiowYjegHBBwgc+Q3/vwQOgAj16Z9BZABGBES1FoJzAzw3ht27i2E48SOw67OA1w5wLqh5L5DXDHjsYDYXAM8GRFMlmPUpCLXdflIlZ80yDRFjmQlmWkUl09aTSiQj9FTJe7nh2cBdr98Fh88BrUqLVxdfhdVjxTcOfSPel5TVYBgGJpMJJpNJqsiFugpzHIfCwkIUFBRkDdkXBCHrNDx79+5FeXk5VldX8ZOf/ATXX389nn76aQDAxRdfTHuZKUeO8ChArE0ikTtvYthXXV2dNPfdePUoS0tLmJiY2GJyqPh4mwtniUaY91AguWHM2X9EAKHHFsCc/VWGc0PFLUDFqIChnwKiAAYMRMEHRhTAChwY6wRERg2odYCuEFDrwTe9Gwzkkz45+iw5ZoK0CAbt0M+3O2iGnso9J8Prw/DwHhjPtlRVjAqnLafh8Dlg0ijfpM41hHMV7u/vx9LSEqanpzPC+VkO0q3hIe+fErAsiy996Uv4/Oc/jxtvvBG33Xab5OR80003JWGlqUWO8FAC2fzjYfSpSjlX6hckCAJGR0fhcDjQ3d29JedIacVILN4GqDQAowLE4N9jwvxX1GORZ4q8f+Sc9579mQCA9U+B8T4wKgZiXhVgKgPj2fBPhjHyz1EsorK4uIjJycmYZoK0CU+mHOdcQ7yhp0pIqE6lgyAK0u8I8JN1DZudOWLJhk6ng16vR3NzMwwGgyR+7u/vhyiKGWtGyfN8WjU89fX1cf3u7bffDkEQ8Oijj2J5eRkHDx7Et7/9bWk8PZuRIzyUQMiEEsJDc+RcDpRUZLxeL3p7e1FcXIz29vaIoakxjydwgG0B7MIJMBuz4M+7Aqrj/w5ADTCM/x8+MBVeojIhIFWft/7v7CoARgQDEeLZn4qsGoIIsGoNoCv2V5Vc64DgBeO2QNj917LeAyAyMRBFEaOjo7Db7Th48KCsu/9kEZVcxSc5UBJ6qgT7SvZhV9EuDFmHIIgCVKwKV+64ElqZbda3I8hYergoEqvVKomfDQaDRIDSbUeQjS0tgjvuuAN33HEHxRVlBnKEhxKUmg8GCoCjjZzT3Mzkam5Ii2bXrl0oLy+P+LxYhIcxj0P9s4+D2VwMJjVqI0RdHmAoBrM2HPJbZ0XMbx0FAAsRvER5gt4NhgF4HiKjAsACECBqjOBEFbRqBiL85obwOoCqVvDdnwZKmmO+B9FeI8dx6OvrQ15eXkQyGO44tAmP2+1Gb28veJ6XKg9yNQ65Co9yaLVanOZP46crPwUDBh8u+TAMTgPm5ubg8/mg1Wphs9mQn58fPXuPVePeg/fi6NxRLLuWsadoD95R+Y4UvpLsQ6SxdI1Go0j8nEqke0rr7TyBGAk5wqMA0TYJJe0dm82GgYEBbN++ParNN21nZDlrJKGkbW1tMe8QYhEe9bN/B2ZjERC9wQ9wTjCCF3BvILRysxUiBI0B8LnAgAcT+HzGXyUSVRpAY4SYXwvBWArGPAIvkwd1UzegLwJcq4CuGELVPkVkB9h6zp1OJ3p6erBt2zZFQXq0KzyBpFSv12NjYwMLCws4c+YM8vLypMpDJmscMgmcwIEXeehUkausL8+/jPtP3g+f4I9AeXjzYdzTfQ8Odx7G4uIi1tbWpNDTWOdAq9Li/Y3vT9rrOdcghzxEEj8HCtLJjYHJZEp6VTTdLa1EKjznKnKEhxLk6mMIoWhtbU2YUChFtLwqQRBw5swZeL1e2XlPUdcnCmDMY4AYIR9L4AC1Gn7yQu68wr9/rM9+1hlZD/Buf4tK4ABGBVGlBv+OmyG0fBTs6V+A8djg2X8VRlZ5tObbgIKzpIT3+kfeFSKQqJBw1HhT12mdy5WVFczOzqK9vR1arRYcxwXd5drtdknjAEC6yAdWHnIVHj9EUcS/nf43PD3mn0TpLO/Eve+4F0b11rvj5yafg0/w+YXyALy8F89OPovD1YehUqmQn5+PpqamoHOQCz2lg2iERxRFzK274eEE1BTqYdT6z0848bPZbMbU1JTk/ExIaag+kdaa09XSylV4wiNHeCghFuGJJ+WcdihppOOR1khFRQXOO+882Xc+UQmP0+ofMY8GznP2P3hEFyuzEE2VgHMNyK8G41w7+2O137ZwdQjIq4Bw+DYAgMhx4Fd+BXg3gU0A+kLAaQHqumW9rqC/fLYqNj09jaWlpbi1VjQ2OeIgvLi4KH2GOI4Lek5gcnJTUxN8Ph8sFotUeSATLjSJdDbjD7N/wC8mfiGRv1Nrp/BI7yO4q/OuLc9Vs2r/885+VEWImNmcwd/+/m+Rx+Thmtpr0ISmLecgk0NPswWRoiV4QcR//GUGb85sgGUYFBjUuOM9zajI3/q+BgrSSaAv+W4kQ/yczpaWy+UKmqjNwY8c4aGEaOQk3pRz2oQnHEGxWq0YHByMOlKt5HjSY33/DSCYxmypJzB+fQ7ObjYCWLAQQp7JAiwLqLQQt18CiAww82cwnAeiRg/RWAF2ZQDC7BsQt10IiCJU4y+iauF3YKrKgdVhCA2HgIbzIZbvUfT6CKanp6HX62WHo4aDXD+fSOB5XppKaWlpkQizIAhRL6wajQaVlZWorKwMsvdfX1/H6dOnUV5evqX683bCybWT8PAeqWrDCRxOrZ0K+9zrdl+HvrU+eHiP9LNV1yoECBBEAf86+q/Y07gH1abgVmemhZ5mY2Uvkobn5OwG3phaR3WBDgzDYM3hxf87Po/bLoneumYYBoWFhSgsLAwSPy8uLmJ4eFgipYmIn9PZ0kpGtMS5gBzhUYBoG0IkcpLIyHkyCA85niiKmJ2dxcLCAjo6OuL6UpO8r7BgZHzRRQFQG/ztKVYDhnNjCy1Sa8Fdej+E/R/zuyP7nFD//FqIHpvfWwci4FgGs9jjJzzr01DNH4NbWwaxZDtgKAHDeSBU7FX8+jweDxYWFlBaWoqWlpaECEEihMftdqOnpwd1dXVBxxBFEaIoQhAE+Hw+MAwDlmUjXmQDJ1xcLheqq6vh8XgwOzu7ZeooGSX+TESVsQoaVgNe4KXzW24IL9Q/UHoAD1/wMJ6ffB4MGPxu9ncQIYJlWDBgwIs83lh+A1c0XxHx7+VCT+lizeEFe3Z6CwDydWosbHhi/NZWRBI/Dw8Pw+v1oqioCKWlpYqy2NKZ/+V0OnMVnjDIER5KCCUnNEbOaWt4yJQWz/NBEQjx9pmjTR4Ju94PvPKvUlvrrWf5J6kkcG6IxnL/M7hgjY2YVwMwDISWv3krCkJjhFDTAdXwrwH4N3yxoA7Q+TNgGJ8DDKsCmLPnQlcAxrGi+LXZbDb09/ejtLQUZWVlCVc/4tXMEHHyeeedh5KSEqyurkpEh+M4sCwLnU4Hnuelc8vzPERRhEqlkkhQuPWo1WoUFxejqqpKqv4Q4S3DMBE9Z84lfGz7x/Di7ItYca0AjN8E8I62yOO4+0r2YV/JPgDAH+f/CK/wliCfAQONShlRTEfoaTYmj0dab12hHgJEcIIIFQOsu3zobEgs8ymc+Dkwi424cZeUlMQUP6frfXa5XLkKTxjkCA8lBBIeuSPnSo5Ja41erxfHjx9HTU0N6uvrE/pCRp36KmmG7+M/g+apj541GQx0T1b5/63SAGDg3fMhiEO/gpZRgxE5/3NVWkBfAPgc/kpQAISO68FszPoT0NV6MFoTxKYLAQCisQwQRTBEP+RY8RseKgAxE2xra8PKykrajP4WFxcxNTW1xdSQ53lwHCf5kgBvaYQEwW9oRwgQAIkYya3+AH7PGYvFInnOEMfhkpKStOUDJQMmjQn/ccl/4PjKcXh4D9rL2lGil+er88k9n8QTZ56Ah/eAZVjkq/NxUc1Fca8lWujp+Pg4dDodldDTbEwej/TdaanJx4f2V+JXA/6bmuYyIz7RVUv1b4dmsbndblgsFkn8XFBQILW/MqUySm54cgjGuXPlSgFitbQ8Ho/skXM5oJFuHggyotnZ2UnF0TlWBUqsbgW0Jn+0gyiezblyA1ojxIrzIIIF77FjekPATo8ZAlh/K0wUAIED49kEv/NSf7vLMuF3VC5uBApqwV/0ZbAzfwEEHnz9O/zj5gIPZmUQIkQUbAyBseogFm+DsEue0aAoihgbG4PNZpPMBBPV3hAoITyB6wgUuBNPppWVFVRXV4etGpKNjFzsSNUnsPpDEI1Ma7VaVFVVSdUf4jg8MzMDlmWlDSAV473Jhk6lwwXVFyj+vat3XY1aUy1eW34NOp8OH6j8ANVoiGSFnp5LRpUMw+DyA1V4755yeDkBhQZ10l+bXq+PKH4GIGmyslErda4jR3goQa1WY2lpCUtLS7JGzuUgkbDPQIiiiKmpKSwtLaGwsJBafEXMlpvG5J+Q8tj8FRutCWDUEIsaATDweV2YKTiE2soKMDNqgOcAVgvwXr9bcscnwbdfD9VvbgO7MggwgFi6E0JlK5j1KYjluyEcuMo/si6KYHt+AnbqTxC1eWBEEaJKD+HAJwBV7I95oJlgR0dHUOUklRUeIk42GAxB6yBanebmZiwvL6Ovrw+iKEott0iGg4FVHVL9cTqdsNlsqK2thdfrjdr6ImsnAs/m5mZ4PJ6gO9zAjfdcqv7IwUW1F+Gi2ouwsLCQ9Mk3WqGn2Uh4Yq3XqFVJ4+ipRCTx88LCApxOJ/r7+6WqnF6vT8mackQrMt5eV6ckQRAEzM7Owul04vzzz6d20afR0uI4DgMDA9BqtWhvb5e8WWggJuFhGPgu/zdonv17f4VH5MGffwv4vR/B/OBrsPk02PHOD0I3+DOIxlJ43R7o1QDjc551Yy4EO/BzsMsDgMmv82HGjkI18TJgKgOmXgGz2AP+Aw8DXifY2b9ALGoAGBZugxvs+gSEzXmgqDHq63A6nejt7UVjYyNqampCXkLqsqsCxcmBuTWkRSWKIoxGI5qbm9Hc3Ayfzwez2YzZ2Vlp5LysrAylpaVhS+ssy2JjYwODg4PYu3cvCgoKpOoPqQCR50UjQDqdDtXV1aiurt6SN0WqEnL0DecSUk0iooWeOp3OqCQ0GwlPtiBQ/Ly5uYnm5mbJv8vn80nOzzQ1WZGQO8dbkSM8CYKknBcWFkKv11O9w02U8DgcDvT19aGhoQG1tbXgOI66kWGs44l13fD+w5/AWMYhmsrhM1Wjr68PBRWd2LNjh79ltOv9UPX+PzDuWTDudX87S+Ch/r/7IZrKAW2ef4Td5wbDuQBdAUR9ob+qM/8m+I05v6OyGCaHKwbJiGUmyDAMlSpbLMJDxsRDp/mIOBnY6uWj0Wi2tJ3W1taC2k5lZWWS6Hh5eRlTU1Noa2uTJoACqz+B/wBvjdVGIz+heVNk452cnFScNp5D/FASeppthCcbKxbEKoKInxsaGhISPyv929l0flOJ3BVIAUI/RIEj52q1GlNTU1T/XjRn5FggY6779++XhKjJmvqKCUMRxNpO2O129B0/jubmZlRVVb31uLEUvo/9GKu/+BLql48CGqO/BSaKYNZn/LodXcFZ8bIIURM4rsv4f67Lh1DbBXbuGERdIfSeVYhF3UBBeAGjKIqYmZmJaSaYipZWOHEyaWEFhibGOj4prW/fvh1erxdra2uYnJyEw+GQXkdra2vYcefQ1heAsNUfclcarfoTuPGStsvU1JSitku2IZOEwLFCT41GIzweD3w+X8aIbKMh2wgaEN50MJL4eXJyEk6nk5r4OeeyHBk5whMHwo2cOxwOqhNVQHwVHiJ43djYQHd3d1COD63NO/B4cgnUysoKxsbGsH//fuTn5299grEM1vJDqLO+djYv6yxUOgjVnWCX+wAAYn41APasANoDsXI/UNTgH1/vuB7IrwGs4zC7S1F0/i1nJ8GCIQgCBgcHIYpiTDPBZKecj42NYXNzc4s4WQnZCQetVouamhpUVVXh9OnTEAQBRqMRfX19EvEoKysLe2dJ3o9w1R/SWiNVn1jVn8C2C7nAT0xMwOVyxS26zURkchVCq9VKLUhRFLGysoKpqSn09fm/U+GiRzIJ6XQsjhdy1hwofhYEQTIFDRU/5+fnK3r9Tqcz5+EUATnCoxA+n08StwaOnNMeIY/nmKFrS/bFS46oWhRFjI+PY319HV1dXVHDLB2FuyDqisA4V+D36wGEqgMQWq8Gr/u0f0xdkwfViR+AWRuGWLYHfPeNb5kcqrQQ9lwGAFj+y1+wXbvVeMvj8UgxGo2NjbIqJ8kgPBzHob+/H0ajMShxnQbZIfB6vejr60NlZSXq6+uln7vdbpjNZoyPj8PpdKKoqAhlZWUoKSkJSzzCCZ8DSRAZkVepVFEvzKEX+EDRrUajCar+ZCMykSyEgnjM5OfnY+/evVuiRzIxeDYbWzQ8zysi8SzLShVaANJ5WVhYgM1mg9FolM5LLPGzw+HIBYdGQI7wKIDL5cLx48fDjpyr1eq0Ep7NzU309/dvbRclEbEqPIGbuiwCpjXB+dH/hvEv3wRjnYbIqsAu94N95gaAAXxX/ABi/SHwh2+PuTZCMAL/JjET3L17N8rKyqi8RrkIJDwulws9PT2StoogUJycKNmx2+0YGBjAzp07t0SG6PX6oGmf9fV1rK2tYXx8HFqtVjLCC0c8wo29B468yxU+h6v+mM1maeSaONtmcuUkENnUdglca2j0SCaGnmZSu1AuEq1KhZ4XEkciR/zscrlyhCcCcoRHAfR6Pdra2iJuBLQJj9zNlhjlHThwIKV24tHWRwTTTU1NqK6uDvucUDAMA95YAe6Dj4NZGYTmv//Gn6MFAeB80Dz/aXhvOgGwse+ciH8OuRgsLS1hYmICbW1tii4GtCs88YiTlWJtbQ1jY2NoaWmJ+XkgglaSKO1yuSRtGnH6LSsrQ3Fxcdh1keqPWq0Oqv6Q7wLP8zEjL4DwJMxsNksTdOTuNlurP5mESOQsU0NPz9WWllyExpGEip81Go0kfC4uLqbS0nr66afx8Y9/HBdeeCFefvnloMdef/113Hrrrejp6UFFRQVuvvlmfOELX0jo76UKOcKjACzLRrzg0tbHAPIS2EdGRuB0OtHd3Z1yAWIkwrO6uoqRkZEgwbTS4zHr02fJzlmoNH5nZY8NMMT2ESLHYlk2yMRP6XtEi/CwLAu73Y6hoaEt2WVEHJxoVQcAZmZmsLKygo6OjrhaEgaDAfX19UFOv2tra0E5T2VlZRGFz4D/c6vRaCKaHsqp/hAStr6+jl27dsFsNmN0dBQejyeuXKNkI1srPNEQLfTU7vZhwWeE3pSHruYK1BYnj4hmI+FR2tJSgkji5yeffBJPPPEEtm/fDr1eD6vVGpfn2ujoKD73uc+FfWx+fh6XXnopNjc3UVBQgLm5OXzxi1+EyWTCZz/72YReVyqQXZ+itxmiTUF5vV6cOHECGo0G7e3tijZyWsQslOQRMffU1BS6u7sVkR1yPPJ6xZLtgMD7/wEA3gvo8vxGhjLAMAx8Ph96enogCAI6OjriIoQ0nJbJRBghpoQsBEZAJEp2BEHA0NAQbDZb3GQnFOTCunv3bhw6dAg7d+6EKIoYGhrC66+/jpGREVgslojvD8uy0Gg00Ol00Gq10Gg0QXluPp9PllWCwWBAXV0dWltb0dnZidLSUpjNZpw4cQK9vb2Ym5uDy+VK+PUmgmwiPPFoYkiVoaGhAbv27scvF/PwzLALTx5fxK1PncCvXz2F+fn5pJyHbNTwpJKkEW3cbbfdhuPHj+PCCy+E1WrFZZddhgsuuAD33HMPXn/99ZjH4XkeTzzxBN7xjndgeXk57HMef/xxbG5u4uKLL4bZbMb3v/99AMB9992XFe3nXIVHAVL9pYvUJiOBkrt27UJ5efhk50gIp22hAWJwqNPp4s4PCyI8ZbvAXXgX1K98w/+gxgTfFT+Ql8IO/wZ06tQpbNu2bYuZoNI1JfJFJjomjUYT5EVDU5xMstuKi4vR1NSUtM9pqKeIxWLB8vIyhoeHYTQaJe1PrMiLwOoPIX1yqz+hd7ck1XpkZGRLqnW2VQVShUQ1Ma+OW7Bg86C+1N8u3XB58bpFgwONQlJCT9+OGp54odVqUVdXh/e97324++67YbFY8OKLL+L555/HoUOHov7ur371K9xwww0wGAw4dOhQWJL00ksvAQD+9m//Fmq1GldffTU+9alPYW5uDqOjo9i1a1dSXhct5AhPBiNcS2tubg6zs7NbAiWVHJP2l5HoLEJFuEoR2iIT2j8J7+7LwDjX/InoWnnaG7PZDJvNhv379yecZ5ZIS4uIkxsbG1FQUIDx8XEAdMXJxL5+27ZtqKioiPs4SqFSqVBeXo7y8nKp3bG2toaBgQFwHCe1vgoLC2VHXgQGnhLtT6z3noRt1tXVBbXgxsbGpBZcKmz9s6nCk+ha7V4eqoDf16pVcPPMllZopNBTURTh8PLQqVloVLGvQ9na0krXmgN9eEpKSnDllVfiyiuvlPW7R44cwbe+9S08++yzYQnP6OgoAEhO8AaDASUlJVLbO0d4zjHEugjTvPAFEh7SsuA4LsizRSlI1YiW6y3HcTh16lREp2IlCNs+MpZCNJaG/4UwmJmZweLiIoqLi6kIuOOd0rJarRgcHMS+fftQVFQEh8MBURSpipOtVivOnDmDffv2KW4f0kSgqJKIXc1mMxYWFjA0NIS8vDwp8iJcqy1S4KnVagXDMPB6vdLjSqs/gbb+xNeksLAw6zZQmkj0GtVSnY/ne5fh9PJQswzWXT5cvOut72i00FPzpgu/mmGx6AS0Gg0+0V2LS8+LXqXORsITODCRajgcji1eZ0888QRuuOGGiL9z9dVX40c/+hE+9KEPAQCeffbZsM+z2WwAEHSzTVr05LFMRo7wUATZHGl90MlFye12o7e3F5WVlbK8Y6KBll+QKIqYnp6Gx+PBu9/9bipTG4mMgBNCKAgCurq6JLO9RBFPhWdhYQHT09NB4mRC5ohnTaKkeGFhAXNzc2hvb09ZKKFcqNXqLaPOa2tr6O3tlR14urS0hLm5ObS2tkKr1Yat/sSa/CLVH1J1sFqtkgO5wWCQNmUan923U4Vnd2UebrmwEU+dWIDbJ+Cylgp86EDkSmpg6OnDL01g0WlBvpqHy23Hv700DI1nHQd31kR0386m95YgnSTN5XLFZU1Co/WY6cgRHoogZIIms+c4DidOnMCePXu2+KnEAxq+MjzP4/Tp01CpVDAajdRGVOPVy3i9PQqWbQAAIABJREFUXmlEkhDCVIZ+EoiiGDQ1F6jXYVkWDocDp0+flrQu8YioiTuz0+lEZ2dnxkwpRULgqDNJk44WeEqE75ubm0GvL7T6E6j9EUVRVvWHvO8kMd5sNmNwcBAcxyVc/cmGiz0BDQLR3VSM7iblE0DDyw6UFxigUbHIzwf4DSeWHULU0NNsrPDwPJ+22I5w0RKf+MQncMUVV0T8HblDDvn5+bBarUHidKfTCQAJV/hTgRzhUYhoGyBN80Ey2ePxeHDBBRdQswpPlPCQsNTa2lrU19fjL3/5C7U7sHjWFslMkJZhoNzjcBwnuVy3tbVtcU5WqVQ4dOiQVO3o6ekBAGkTJgGf0cDzPAYGBmAymXDgwIGsu+sFogeekqBW8vqi+f4A4bU/HMdJz4m0SRK3YSLA5jgOVqsVy8vLCVV/suV8pLNiUpmvxfy6B0VG9uw6VNheV4n9jUURQ0+B7HlvCdLZ0nI6nVva+VqtlsrkZnNzM06cOIH5+Xnpb1ksFgDAjh07Ej5+spEjPBRBy3yQVFCI7w/NXJREWloWiwVDQ0NBpnk0p76UkpRoZoJyqkWMeQzqX/0TmPUpiOXnwffBx4D8YJNEORWeQHFy4ERYOHFyQUEBCgoK0NzcvCXgs7CwUKp2hF4s3W43+vr6UFdXl9DUWSYhMPC0oaEBPT090nl84403pPejpKQkrOYskvZHqe+PWq3eIsAmfjM8z0vVn2huw9nUdklnxeTv39mAb/x+DGsODwQBeEdTITrq/ZWBSKGn8/PzcLvdcDqdkgFlpoeepvM9TmZ46EUXXYQTJ07gqaeewic/+Uk89dRTEEURtbW1GS9YBnKEhypo6GPCVVBoIp7KhyiKmJ2dxeLiIjo7O4M0I4EGf6laG2nrRDMTjOmf49mE5r8/DLisABgw88eg+e+/ge/GPwGsOug40QhPqDg5cI2xxMkk4DMwW4oQII1GI1V/fD4fBgcHsWfPnriMxDIdLpcLfX19QZNm5G5/bW0NU1NTkhA2UuApQK/6E+hqS6o/S0tLGB4ehslkkqo/mZI1pRTpJGcNJQbcf8V5mDY7odeosKM8vG4HeCv0lJzHwsLCoHDNTA49TeeUVjKjJW655RZ8//vfxx//+EeUlJRI7aw777wz485BOOQID0UkSniIpX/g5kk2blpfnmhmhuEQK1mcVutI7rEC87k6OjoifsliHYtZHgA4D8CcraSIIhjHCrA+A5Q0yzrO/Pw8ZmZmqDgnh2ZLkYiHvr4+OBwOVFVVSb492aZniIaNjQ0MDg5i7969QRqA0Lv9eAJPgeRUf0KzpkpLS7PKHC8VhMfLe3HGegYb3g2UG8qxs2gnVGe/awV6NfbXyp8qJO0hUh0lWrDQ0FNyLjKBiKa7pZWsCk9jYyOOHj2KW2+9FSdOnEBNTQ1uuummiM7MmYYc4VGIaBeKeAmPKIqYnJzE2toaurq6gnQDtH1zlLTdyHRYVVUVGhoawr52pQQqGoiGIxKI309o6yjSsaK2onR5fhdnUQTI6xI4/89jHCeaOJmWmaBerwfHcdBqtWhra4PdbpciO2KZ/GULVlZWMDk5iba2tpht20QCTwF5vj+xyE9g9aexsVHKmlpYWMDa2hocDgfcbnfGbLqRkGwjP17k8aeFP2HJtQSDyoDJzUmse9dxqDK68V0kCIKwpaUZK/RUThsymUjnjYnD4UjYkuOee+7BPffcE/ax7u5u/PnPf07o+OlCjvBQRDyEJ9ChuKurK2wFhaZvjtyKDGnVnHfeeZJwMJHjyV1bJJJC9ENy/X5irUusaIHQeAHY6f8DODegNoBv+RhgCjbvCyU8RJycn58fVpxMKyZicHAQarUabW1tYFkWer1emjAiJn/9/f1SlaG8vDzimHcmYnp6Gmtra3FFfsgNPI3k8htY/QkkPIHJ7+R5sao/JGtqeHgY+fn58Hg8QdWfsrKyjGu5JLvCY/PasORaQqXBP6qep8nD2PoY2krboFcrt1CIVT2LFHq6uLgotSFTHXqa7pZWLmQ3PHKEhyKUEh6Hw4He3l40NTVFrFjQ8s1RcrzZ2VnMz89vadWEAy2hNjlWOJJCzARD9UOxjhW1wsMw4D7yn2AHfg7GOgmxsgXC7suirkmJODleeL1e9PX1obKyEvX19WGWHWzyF1jat9lsW8a8Mw2i+P+z9+bRkZTn1fjtvVstqVtSt/Z9G432ZQaYAQwDBIOJE2IHs8xgtgA24GFxjIGDHduYMHz4xHYMyXfyc4LzmSXB67HjOLGNYzs2NsswUrd2abSvvar3tbp+f+i8NdWtbvVW1Yvc9xwOoKW6ulVV732f5z730piZmQFFURgaGuJkUdgv8FQmkzHVn/0CT9nVH/Y/5G8aj/wAu9EbtbW1e/4upOVCtD/Z/rtkQ8MT7b4IhoJwB92QCCVQiGM/Z5KtSO0XesqFBUEiyHZLiwvT1YOIAuFJEly1tIgBWrxEca4Jz34EJRQKYXp6mnFzTuSG5VPDQ8wEKYrCkSNHknqAJBT6KRQh1H9L3OPQNJ2WODlROJ1OjI+Po6OjI2HPpcjSPnvMWygUoqKiAlqtNqbQN5OgKAp6vZ7RYfBxPtHclk0mE6ampuD3+5mqS6ysrWitLzYBIvcOuRZj/c0j/y4OhwNmsxk6nQ5A8oJbV8CFv9f9Pd43vY8SSQk+2fNJHK06mvwHBP7DOFVSFWqLarHh2oBcLIc74MahskOQiS5UV5wBJ97afAuu4K4DeV9FHzrUHTHPN9V7K5oIfWdnh3n+kviR8vJyTqdhs9nSyqYHUK6jQHg4hEgkgs/n2/dnyISRzWbD0aNH4/b6uSQU5BwDgcCer/t8PoyNjYWZ9yUCvggPMRPUarUpBWKmG/pJQKINZmZm9lSYuEo6B8DkP/X29qa8O2OPebe1tcHn8yUl9OUT5PpqaGhATU1N/F/gCEVFRWhsbNw38DRW1lY04XOk6Jm0LvYjEWw7Arb5Iqn+lJSUxB23/nvd3+MdwztQSpRwBV14fvR5fOX4V9Bc0pz0Z8K3hkcoEOLy2ssxuzMLm8+GCnkF2tXhHi3vGd5DgA5Aq9CCClHQmXXQKDQok+2dQuSSPIjF4jADSo/HA7PZzHnoaTZbWgXERoHwcIh41ZhAIMDoP0ZGRhJaJDNR4SHp65HmfYkej2vC43A4oNPpUkqDJ0iowhMHRJwcWfHiUq8D7LbsDAYDhoeHORW7ymSysLH3SKGvVquN2erhEqRy1dnZua8ejG/ECjydmJgICzyNJXQl1R+xWBxW/QkGg3C5XMx/x4u8iDRfJNUfMm5NKlRsM8qzxrNQSpQQCoSQiWRw+B2Ysk6lTHj4rvZJhBL0lPfE/P6Ofwflst1rQSTcdcn2BD1RCQ9f5ysQCPbEj8QKPVUoFEmdQ7ZaWvnk+J0NFAgPh9iPnDgcDuj1erS1tSWV4M0H4WETATJanWr6OteEx+l0Qq/XY2BgIK0+tFAojFrJShTBYBBjY2MoLS2FQqHYQ3bYUz2pIhQKMXqW4eFhfnfdMYS+ibZ6UoXZbGZat3x5g6SCaIGnZOJqamoKSqWSqQTsF3hKBOY1NTUoLS1Neuw9svrj9/thsViwsrICp9OJ0tJSVFRUQClWwhvyQiaS7VZoBEIUi1O7P3LBJLFCVgGb3wa1TI1gKAiaplEkjv78yVR7iLRDi0rVEJf74PN64Q+4MD8/D6/XGxZ7kQiZyeZnnO2/b66iQHiSRCoans3NTSwuLqK/vz/pRZwv0TJZbH0+X1rp61yNpdM0jfX1dbhcLlx66aVp96DTydIi4+/Nzc2oqamB0WhkzpGIk9MlO4FAAHq9HmVlZSm17NJFpNA3stWj1WrTnmpZX1/HxsYG55UrPhApdCURIDqdDqFQKGrgKbFtYBsmAuHaH3brK5HAU6lUuid6w2w24xrZNfiO9TvwCDwQiUToUHfg4qqLU3qvuUB4hrXD+P3W72H07N5bQ5ohqGXqqD+bST2MyxfEf04YMW9wwuoJolQmxl3HOlCjkjHVn8XFRYjFYqYNmQv6OIJChWd/FAgPh4gkJ6FQCLOzs/B4PLjoootSIhVca3hI5ePs2bOoqKhAV1dXWjcrF+dHzATFYjHKyso4Edylel5EnBw5/s6lONntdkOv1+9ZKLOFaK0eo9HIjL3HSzePBE3TOH/+PFwuF4aHh3M+4DQSiQSeFhcXY3NzE4cPHw4TsQPh2h+JRBI18JT8XLzqD9Fktba24mLzxXhv7T1QHgotdAtmp+dRqY0dvRELuUB4lBIlTtSfgDfohVgoDhM0RyKTpo4z207MGZxw+CioFWJY3AG8+t46HrqiJaxC6vV6GfJDQk/J97myEEkFXq834UnWP0YUCA+HYBMev9+PsbExlJeX49ChQynfsFxXeDweDwwGAwYGBlLWx7CR7lg620xQpVJhbm4u7XMi55XsbmdtbQ1ra2t7xMk0TSMQCKRd1QF2CdX09DR6enr2nc7LFtitnmiLfWlpKSN8jkZMQ6EQJiYmIJPJ8jbgNBKRmpv19XVG4zE3Nxc3ADYR08NEqj+dFZ3orOjEj/TbePSnc/AFTWgvs+Gh/mWoFRem09gVB6PHiGXHMiRCCbrKupiWWC78XUQCEZSS+G1OvkXWbHgDIZhdflSVynaJr1wMt4+Cxe1HkfSC1k0ul4fp40gljkxH+nw+xo4gk5+1y+UqePDsgwLhSRKJtLSICDgd0S37mOloUdjY3NzE+fPnoVarOSE7QHoVHmImSEa9PR4Pp67NiR6LeMN4vd6o4mS1Wo133nkn7SmnjY0NrK2tYWhoKG92YZGLPcn7ImnWZLFXKpWM7imWh9BBgMFgwMbGBi655BLIZDIm4HJpaYnR3OxHCGNFXrCrPzRNQyQSRa3+jG848Mx/zsEb3L22F3cC+Na8Av/fLYdhsViwtLQEt9uN0tJSeBVefH/r+6BoCjRo1Cpr8VeH/yqjBIIL8NnS8gdDeH/VhlWrF0qpEPVlClAhwBMIQSwUwBsIobJEAtE+z/1ooafvvfceo8NKZAqPK/AZK3EQUCA8HEIkEsHtdmNycjJlEXAkuGgZkWkjl8uFwcFBzM7Opn1eBKmKg6OZCWY6lwu4IE5WqVQYGBjY45xMURQOHToEmqbDppxkMhkz5RSPvBArArfbjZGRkbxr8RAIBIKY+VZOpxOBQAANDQ0HJs09EisrK4w7NGlbkIBLEnK5HyHkovrz/qoNFNv5OwToNhyQyWTMeZCKw/8d/79wOB0olhRDIVdg2bYMvVmP4lBmqw7pgk/Cc3ZlB0sWDzRKKbwBCjPbTlzfrcHPZ80QAtAUS9FXW4rKksS1bBKJBBKJBD09PVGn8PgMPXW73Tk1HJBrKBAejkBEwH6/H8ePH+dsUUu3pRUIBDA2Nga1Wo2hoSEEAgFep77iYT8zQS4JTyKiZdJOa2lpQXV1NfP1aOJkgUAQ1sMnhnaRI80qlSrsIUZRFMbHx6FUKg9Mi4eA5FsplUpMTk6ira0Nbrcb7777blyH43wCTdOYm5uD3+9noj6iIZIQ+nw+hiCnE3hKrsdgMAiVTAixUIAAdeHaLpGJ9hxHrVZDWixFnbIOEoEEHo8HHrsHumkduqXdKC4uRlFRUV6Qb740PDRNY97ohlwihMMXRIlcApffh946FYYa1TA6/SiSitBQpoBImNxIOvlbRvNg4jP0tBArsT8KhIcDkGmNqqoq2Gw2Th8i6RCeaKPwfIigEz0e0TVpNJqok0mZrPDEyuaKJDuxwDa0CwaDMJvNWF9fx9TUFBPvUFxcjMnJSdTX1x/Yqsf29jaWlpYwPDwcVuliOxwHAgFm7J1PO38+QDRJcrkcPT09SS28MplsT+Cp2WzGwsICJBIJY3oYa0cerfrzwW4tvnNuG7NGFwif/9INnVF/v6+iD79c+yW0Ci0Esl0ydm33tTDNm+B0OvH+++9DIpEw7ZaioqKcJOR8teBcfgoLJjcCoRAkIiFK5WJUKKWQiASoLJElVdVhY7+KFN+hp06ns0B49kGB8CSJyAcCWThJyObGxganr5cqCdja2sLCwsKeUXi+fX1iIREzQa7ckYH9KzyxxMls5+Rks3si4x3W19cxMTEBpVIJv9/PiAlzcUFJBTRNY3l5GRaLBSMjI3smUyIJIQlznJ6ejutxkysgRqFarRaNjY1pHSvSB8nr9TJ5X16vl6n+xPJ4IdejUiHCt+8expvTRlhdfgzUFqOlQoFAILBH+3Oi7gQomsI50znIhXKc6jyFhpIG2CQ2NDU1oaioKKwtmYrXTCbAV4VnfMOBhjI51nZ8AGisWT1oKlNAU5zeNUlRVMI+PfuFnhYVFTFC9ETtITweT6GltQ8KhCdF0DSNlZUVbG1tJRVqmSySJShEL2K323H06NE9IjmuHxyJ+PBsb2/j/Pnzcc0E0/HOiUQ0IkbTNKanpxnvIT6ckwUCAbxeLxwOB44dOwaRSBS2sJEk77KysryqdLBB2rc0Te/b4iGI5XEzNjYGmqYZ8pNLqeJerxc6nQ5NTU1JGYUmCrlcjvr6etTX1yMUCsFqtTLxIvHagWKhEB/svnBO0bQ/xPH52vprcV3jdWG/z57SIm3JyCrU4uIiU/2pqKjIetWAj+vC6aNQXSpHdakcLj8FhzeAjkolhGm+VqqaIy5CTwui5f1RIDwpIBQKYXx8HEKhEEePHuV14UqG8LCjK4aHhzOyeOxX4SF+LDs7O1HJVybPi3w2KpUqzHuIS+dkmqaxtLQEq9WK4eFh5v2yFxSr1Qqj0YjZ2Vkmy0mj0aRl8JdJEM8ktVqdkmFipMcNmXJaXl4Om3KqqKjImp8JicI4dOgQysr2Rh2kApPHhP9a+S/4KT8+UPcBtKsuZEuRkNd0Ak+BvdqfWK7PpEWkM+vw283fgqIpXKS9CBdVXbTHjdtisTBOw2q1GhUVFWnnTCULvp5j9WoZzq3ZUVksg1gkQDAUSrmNxQYXIutUQ09TFS3//Oc/x5e+9CXodDoUFxfjxIkTeOGFF8Jy737yk5/giSeewOzsLBobG/H000/jjjvuSOt9ZhoFwpMkaJrGe++9h5qampijt1z6XCRKeJxOJ3Q6HVpbW8MEuHwjFuEhC6NCoUg4N4xLsKtFbrcbo6Ojez4bLp2TScSAWCyOWfVgL2zsLCe2wZ9Wq82pSgcbpOrR2NjI2TUWa8ppaWkpLOgxU+1Aq9WKmZmZtEJcI7Ht3sbdb94NZ8AJmqbx2uxr+MplX8GgZjDqz0cLPDUYDGFtjv2mA+NNfgUCAZzfOY8frf4IFfIKSIVS/Hzt55CKpBjSDjHHUSgUDFkndhuk/SWTyZhrOV9F6R2VxfBRNOYMLoiEwMXNZagqTZ/wJNrSSgbxQk8nJiagUqlgt9uTJjw//elPccMNN4CmaZSUlGB7exuvvvoqzp49i3PnzkEul+P999/HjTfeuCucV6kwPz+PO++8ExqNBjfccAOn75VPFAhPkhAIBGFjqZEgBICrCz4RjQxh/f39/SgpKeHkdRNFNONBj8eD0dFRNDY2oq6uLqPnwz6vUCgEs9mM6enpfcXJ6bax/H4/dDpdUv4zkVlOxOBvZWUFDocDKpWKmejJpnMrgcPhwPj4OLq6ujirekSCPeXU3t4epnPxeDwoKyuDVqvlrcJgMBiwtLSEwcFBTlvU35n/Dhx+B0RCEUIIwR1048vvfhnfvOqbMeMUCCJdsCOnA+OJwdnVH1JxlUqlWHIvQSaQQSbYXeBLxaWYtk6HEZ7I84is/kSmjJPqD9cVb77iEkRCAQbqStFfy+0Gg+8ojGihp3a7Hd/97nfx1ltvMZlu1113HTo6OuIe74UXXgBN07jzzjvxL//yL1hcXMTg4CCmp6fx4x//GDfddBO+8pWvIBgM4uMf/zj+9V//FU8//TSeffZZnDlzpkB4DjqkUmlMEkIqMpkYS6dpGgsLC7BYLDh69GhWBKCRhCzSTDBbEAgE8Hg8mJub40ycHA2k/dHR0cG0JFJBNIM/o9HIaCnYlY5Mg2hL+vv7MyqIjKVzISV98plwQU5WV1dhMBgwNDTEeevV7reDBo0QHYKP8oEGjQ3XBh769UP42uVfg0ahSeg4AoEASqUSSqUSTU1NMcXg0USuRL8GAAMDA7Bv2kFZKQhFQtAhGl7KC7lQHuYovt+9oVAoUF9fjzJtNc6t7mDK5kC5cxvS+fmY7ZZcBdeVw0xmfwG7a8Q111yDa665BmfOnEFtbS1EIhE+85nPYHl5GadOncKnP/3pmL9/+PBhCIVC3HPPPRAIBGhtbUVXVxfeffddLCwsAAB++ctfAgBuu+02AMDtt9+OZ599Fm+99RY8Hk9e/J2BAuHhHJmagopsGSV7g3HVdmOf3+rqKtbX13kVcSeCUCiE+fl5+P1+RjgMcCtOBi4QAS7bH8BePxeSbE7CXsvLy6HVajMy4r22tobNzc2sB4BG6lxIO5Bd6SCfSTJ/VyLy93q9GBoa4uXzvKr+Kry59ibcATdo0BBAAJVUhR3fDn6w8APc23NvSseNJgaPloFWXFzMTAy2trbuVqm1wxg3j2PTvQkBBJBL5Lii4QpmCIEdfErun8jPxuUL4u9/tQSD0wchBBAKBfjEZT2oUQpgNpsxMzODQCAQpv1J5fPNxfbufiB6wGzA5XKhpaUFH/rQh/CJT3wCfr8/7uTwSy+9FPb/JE8QAJqamuBwOLC9vQ0AqK+vD/t3KBTCwsICenp6uH4rvKBAeDgG14Qn2s3Ozp9Kxd+FjH9zRXgoimImCdjTT9kAMVpUqVRhxmpcipOBXdddg8GQESIQLdl8a2uL2dWTZHMuz4MQAY/Hk5MBoNEqHcQHqbi4mKl07PeZEN2VVCpFb28vbwvrJdWX4K+H/hrPvfccgqEgSmQlUMvUcAVcsPvtnLyG3qzHDxZ+AE/QgyHtEG5ouAEumwsrKyswGo3MdRIIBCCVSlEsKcadh+/Egm0BNGg0lTShVHoh242QHrb5Ian6kH+PrtthcPhQX7a7u7d5AvjJuAGnT7SEtVuIUH+eVf2pqKhIaFNE03TeJYBzKWlIFpFj6a+99hruuuuumD9/8uRJvPLKK8z/UxSFO++8Ey6XCxqNBh/+8Iexs7PDfJ9UmNkVHbudm2s4EygQHo7BNeGJBNnpR2pSkgEhKVzsQkj/WKvVpjS1Ew2pkjGXy4WxsTG0traisrISJpOJOR6X4uTZ2VkEg0EMDw9nfCcXqelgj3gDiBtkmQgoisLExAQUCgX6+vpyfocdWelwOBxxP5NgMAidTgeNRpO2x04iuL7pergCLvy/6f8HuUiOABWAQCDAsepjaR971bmKV2ZegUqmQoWiAu9uvwuxUIwPN3wYKysrOHz4MJRKZdhnQqo/PeXRzRSjCZ/ZJCgYDMLl8YNtQCwRCeEJhD/7RCJRmNjW7XbDYrFgenoagUAg7qh1vuV+AZlvabGRzlg6RVE4deoUfvSjHwEAXnzxRSiVyjDCEw35REgLhCcFJBIgyjXIyLPRaMSRI0fSGmNOxDsnERAzQalUipaWlrSPB1yYrkp2kSXi5L6+PpSWljI7Qy7FyYFAAHq9HmVlZTh06FDWiUC0EW+TyYTFxUW4XK6Uwk6JALu6upopW+cT2Fb+ra2tzNg7+UxUKhVUKhXW1tbQ1NSU0YnGj7R9BK6gC/+1/F+QCqS4q/MuHK85nvZxV+wrAACFeHfXrVFooDfoUWesC9OWRX4mkVYAyQSehkIhHKoqxn9Pm2F1+SARCWBxB/HhvtieRWwNUkNDw55Ra4VCscdojy/TQT7Bx5RWonC5XGEVnttuuw033nhjzJ8nFdBQKISTJ0/i3//93wEAzzzzDG6++WYAu9cNgcfjAbBLrAhS3XhnAwXCwzH4IDw0TUOn00EikeDIkSNp7x6iTVYlC7aZoE6nS+tYbBBNUDLvkQSRsokgIU7BYJATcbLb7YZer0dLSwsqKyvTOhZfkEqlqK2tRW1tLWMil0zYqcvlgl6vR3t7OzSaxIS0uQ722HsoFML29jZmZ2chFouxvr4Ov9+fMTG4UCDEHV134I4ubr1LiiRFCNEhhtQ7PA5QDgqHjx+OuhhxFXjaWqXCJz7QjP/Qb8MboHBDdxkub1UhEAiEBZ7GQuSotdvthtlsZtrj5eXlSWuycgGhUChrerfIlpZUKk3oXD71qU8xZOeLX/winn76aeZ7JO2dxOd0d3czQahCoRCtra0cvwv+UCA8HINrwuPxeOB2u9HU1MTZjjudzCoyGWa1WnkxE0zm3EKhEFMaZweRkvK7TCbD2bNn027zWK1WTE9Po6enJ2y3k8uIjDKIF3a6s7PDvMdMWxtkCna7HcvLyxgZGUFxcfEeMXi+umD3VvSiQ92Beds8qCAFt8ONh48+nNDOO1rgKcn7IhWx/ewRuqpL0VUdrv3Zz/Rwv+BVUv0hRntWqxXb29uMJQKZ/Mp1k85st7SSnaT87ne/i3/4h38AADz66KP4/Oc/v+dnrrzySnzve9/DK6+8gquvvhqvvvoqAODiiy/OmwktABDE6b/lT3MugwgGgzFJzdLSEiQSCSf+M6RNQ9N02LRRuhgfH0dDQ0PSpchgMIjx8XHI5XJ0dnYyN/Vbb72F48fTL80DwNmzZ9HT0xNX0EjEyWVlZczkCbB3Eov42xiNRrhcrrBFLZHPc2NjA2tra+jv78/q5BmXIGGnJpMJdrsdYrEYPp8Pg4ODnE6b5RIMBgMWFxcxMDAQ9e9IxLUmkwlWqzUhg79cQjAUxLvL72JxZREnBk+gRlUT/5fiIBQKMdUfi8WStBEkW/vDfl4mUv0hINYSra2tMJvNMJvNTMimRqNBaWlpzlWAzp8/z0ymZRpXX301fv3rXydFQvr6+jA+Pg4AqKqqCiO2jz32GB577DG8/fbbuOyyyxAMBlFcXAyn0wkA+OEPf4hiMqyHAAAgAElEQVQ///M/5/ZNpI+YF0ShwpMC+NbwkGDG7e1tHDlyBDqdjtO+cCoVnkyZCSZybkSczE6BB6KbCUa2NHZ2dsImRkibJ5pvyfz8PNxuN0ZGRnJuSikdkLDTyspKLC4uwmQyoaqqCpOTkxCJRIzj80EJO11bW8P29nZY3EckIsW1kWPvkRWxXIPJYILYJMZfHvtLztopQqEQZWVljNFkNCPIRAJPRSIRJBJJ2MQXqf5EBp5GglRLiEkneypvY2ODmVQk2p9cCKPNpobH7/cn9Rmsrq4yZAcAM35OQCawLr74Yvz4xz/GE088gampKbS1teHJJ5/MRbKzLwqEh2OIRCL4fL6Uf59MyLBzutJpQcU6x2SOR3wZMmEmKBAI9j23SHEyQSLi5Mg2j8vlCvMt0Wg00Gq1UCgUjG9Jf39/Ti5w6YK0AwUCQZguzOfzHZiwU+Is7Ha7k/LYieaCzR57LykpYcbeM5kPFwurq6swGo0YGhri1ZU7ncBTIH7kBUVRe6o/0aa0ovkPmc1mjI+PIxQKoby8HBUVFVmr/mSzpQXs9UvaDw0NDQlPWV133XW47rrr4v9gDqNAeDhGOhUer9eL0dFR1NbWho3K8mFmmOjxMm0mSDyCoiGaOBlI3TmZaAbIokYEvmazmZnmyaanBl8gI9nl5eVoamoKWxRkMtmBCDsNhUKYmpqCWCxOe7ReIpGgqqoKVVVVoGkadrsdJpMJKysrEAgEnFgBpAKip3O5XAml1nOJaIGnZDOSiB4qVuApIUHBYBAAmKGDWGBPKpL72Gq1MtWf4uJiRvuTqepPtghPPo2HZwsFwpMC+GhpkSpKd3f3nqwirsbICRKpGLEFwYmYCfLh3Bx5LsFgMKo4mQvnZIlEAqVSCY/Hg6Gh3TwhQoC4jjHIJrxeL8bGxtDc3BzWDoyGfA07JS7khNBxCYFAwJDhtrY2RuSbjhVAKmBHReSCV1JkthObKCsUirj3T6zqj9lshlgsTnjySyKRRK3+6PV6AGCqP3xes9lsaQH550ydSRQID8dIhfCsrKxgY2MjZhWFizFyNuKdo9/vx9jYGCoqKnD48OG4NxDXzs1swkPEyeXl5WhpaYkpTk73tbe3t7G0tISBgQFmRJnd+iJ6Doqicnahjwcy7XL48OGkW5P5Enbq8/kwNjbGaaL7fpDJZDGtAKRSKS8ZaKFQCOPj42FREbmEaGaDyQaeEh2j1+tFd3d3mKdWItofIHr1x2KxYG1tDQ6Hgxm3juU/lCoKFZ7cRYHwcIxkCA+xtg+FQvtWUTKVzwXsLorEiyVRv5lUvHMSObdkxMmpghg6Wq3WmKJWdoxBtIVeq9XyvqNPF0ajkfFN4mLxzcWwU+Ij1NnZyZDVTCJSIxYtA02j0aSVKE7akVqtFg0NDVyePi9IJfCUpmnMzc0hEAjsqV5F0/4Eg0Gm8hOv+sNuTTocDpjNZsZThvx90m1NZovwJCtY/mNEgfBwjETJCWktVFdXo7GxMaPuzSKRCIFAYM/XDQYDk4qdzHgyqUBxsbMnhIcsFP39/WG+MFySHUI4xWJxwhqIyIWe7OgXFhaYHb1Wq82p1tfq6iozpcTHAzEXwk5tNhsmJyfR29ubMz5C0TLQtre3MTMzk5IeilReGxoaMuoQzSUiBceRbdLy8nI4nU7I5XJ0d3fvub9jaX9S8f0hjtzEpdxisWBlZQVOpzOt6k+2WlputzuvPHGygQLhSQHpkpOdnR1MTEygq6srIa8Grqe0Io+Xrpkgl+cnEAhgMBjgdDo5EydHA4lQqKqqSnmnLBAIwsZ22aV7iqKYhT5b0yJkp+zz+TA0NJSxh3C0hZ69o+c67NRoNGJhYQGDg4M5+8CPzECLpofaz1fG4/FgbGwsLCoi3xHZJvX5fNDpdAgGg3C73RgfH48bAhtv8ivR6o9UKg3byNjtdpjNZqyurjKVu4qKioSqP1y195NFZKxEAXtRIDwcIx7hWVtbw+rqKoaGhhIu9/NR4WGPgur1eshkspTDMLkiPKSywx7JB7jX6zidToyPj3MeoVBUVITGxkbGKZY8MB0OB0pLS5mFPhPEg6IoRufBZxJ4PEQLOzUajZyFna6trWFra2tfj51cQyw9FLlWIsfeyfV6+HD0qIiDAIqiMDU1xYQQRwuBJaQwlnaOy+oPEaazs8dI9ae0tJSp/sSqamfjfvN4PBltIecjCoSHY8QiJ+ypp4suuiipRY+vsXRiJtjQ0JBWbAUXhIeU68lOiy+yQ3xDent7eXUVJuZ+RC9AHGuJxoUYHvJRkSCfZW1tLa8mkcmCLSIlC0mqYaekKul0OjNaveIDkW1S9th7KBSC3+9HV1dX3sSaJItgMIixsTFUVVUxz6FYIbBEOxcv8BTYW/1h/wPskqx45AfYmz1Gqj8rKythk4yxsscyhUKFJz4KhCcF7HdRR/ORIZMjWq02oamnSKRrZhjtHN1uN95///2oY/CpHC8dwuN0OqHT6dDe3g6Px8N8flzqdYDdaTiDwcCbliUW2BoX8h5NJhOmpqYQCAQ4dfElwt18aH2kGnZKPHZEItGBM4ZkVxfUajVmZ2fR0NCAzc1NJrIgE2PvmUIgEMDo6Cjq6+tRUxM7DiMa6WAHnpJ7KFalMJL8ABda5Ozoi2SrPz6fDxaLBUtLS3C73SgtLUUgEEAwGMz4tKLb7S5UeOKgQHh4hs1mw/j4OA4dOpRy+4RrDQ/JCzp+/Dgn4tp0fIIixcmrq6thvXiuxMmzs7MIBoMpt+24BFvjQqZWiIsv2blWVFQk/cAkIae5JNxNFImGnRYXF0Ov16OsrGyPaeJBwtbWFlZXVzEyMsKQc3Y0CiGF8dyNcxl+vx+jo6Nobm5OeCIUiO+FFM8igdz/sao/5JmTSPVHJpOFRdcQIjY6OsrEtFRUVGQkpqVAeOKjQHhShEAgiOt7sLGxgeXl5aT0OtHAVUsrFAphZmYGLpcLFRUVnE0SpULIaJrGysoKtra2wsTJQqEQfr+fcVhNl5wEAgFmgTx06FDOLZCRUyt2ux1Go5EJoWXHXeyHzc1NRhuWSxNiqSKWHspgMKC0tBRyuRzBYDBvdDvJIFZURCxSODU1Bb/fzyyu6Yy9ZwrEVZ6LSmSkFxK7fZxI4Gk04TObAJFnL6moxfpshUIh1Go1ZDIZjhw5EpY87/F4oFKpUF5ejrKyMl6qP6kkpf+xoUB4eABxQfV4PDh69GjaFzcXhIdtJtjY2Ii5ubm0jsdGssaIpCVB/Icic3O2t7chk8lSqnKw4Xa7odfrE3IVzgWwd67t7e3wer0wGo2MXT8xPGS3vmiaxuLiImw2G4aHh7Nq+scXxGIxSkpKmLRziUTCaFwOUthpslERbFJIpuG2trYwMzPD+NtoNJqc82Zxu93Q6XTo6uriPJsvVuApCQIuKytjBMfxAk8BhJEe8ozbT/tDtIZAdCJmNpuxtLQEsVjMefWnUOGJj4P3dMwy/H4/3G43qqqqMDg4yFvcQjKINBP0er0ZMzKMBCFeGo0Gzc3Ne5yTyQgqu8pBpnySqVyQ9k5PT0/eij3lcnnYeLfZbMbGxgYTYFlRUQGTyQSJRIKBgYGc39WnCuKxw/5bstsZ7ARvYh6Xb2Gn6UZFRJuGIxNONE3njDu40+mEXq/PWNs1MvA0WSdsUv0Ri8Uxqz/syItYpoPRiFhk9aeioiJm8nwiKIiW46NAeDiEw+GATqeDXC4Pi0FIF+lUeKKZCfLt6xMLbHEyu2fP1uuQsjDbxM5oNCYV67CxsYG1tbUD094Bdq8BduuLZK/RNI2ioiKsrq4yVY6DBLI7j+WxcxDCTrmOimBPw7W0tDDBuMvLy8xYdao6sXRAiGt/f39WFuZ4TtipBp6yK0B+vz8h53m5XB523ZLqD5niZFd/EoXH48lbQ8pMoUB4UkSkhmdrawsLCwsYGBjA1NQUp26bqRAeUh63WCw4cuRIWFk7k1EVBGQRStY5WaFQMGV74ldCHtyRsQ40TTOl65GRkQMxxRINXq8Xc3Nz6OzsZCp2mXY2zgTW19exsbGR8FRdPoadZiIqQiKRhE04EY0Lu7XCd0vQYrFgdnY2p8whIw0yCVmem5tLKDA42tj7/Pw8SktLGQKUSOBprOrP/Pw8vF4v1Go1o83a75lW0PDER4HwpAniZut0OhmX4mwQCjbYZoIjIyN7brZMVnhICKDBYMDRo0fDFq5knZPZfiXRxph9Ph/UavWBG1Vmw263Y2JiAt3d3YwJHbtsz9ZyTE9Po7i4mDE8zBeBL9El2e12DA8Pp0Rc44WdEiPIbIadZiMqItIigZBl0hJkVzm42jAQJ+yhoaGcrbSxA0+B3faQ2WzG5OQkAoFA3MBTgUCAmZkZyOVytLW1hW3kkjE9BPZWf3Z2dpj2l1QqZTRIkdUfj8dTIDxxUCA8aSAQCECn06G0tBRDQ0PMIsuHM3KixyMW9GQBjAauyYBIJILf79/zdZJVRdM0jhw5wqmZILs87fV6ce7cOSiVSjidTrz77ruMh0u6QYC5hEQCQCO1HMStlpikkamvXH0wEoNOgUCAgYEBzv52uRZ26vF4mPZuNv2SIjUuVquVaSPu54WUKLa3t7GysoKhoaGcE0/vBxJ4SqYErVYrs4mIbJWGQiFMTEwwLUkAYaQmWuRFMtWfyDac2WxmImPUajWsVit6e3tTFi2//vrreP755zEzM4Oamhr85V/+Jb7whS+EHesPf/gDHnnkEYyOjqKyshIPPfQQHn/88aRfK9sQxBmtLuTNx4DVasXo6OieJG8AGB8fR0NDA2c28KFQCG+//TaOHTsW95wmJycTMhN86623cPz4cU7Ob2trC263m7nZgfjiZK6ck0nFo6uri3nPxMHXZDLB5XKhrKwMWq0274SsbKysrMBoNKK/vz/lSg0R+BqNRni9XuZzyZUxZlKZVKlUYdcM3yBaDpPJlJGWYL5ERZCWoMlkQjAYjFvliMT6+jq2trYwMDBwYKYH2a1Sk8nEVG/UanXCprJE80OeheS4IpEoKSsOiqKws7ODF154AT/72c8glUpxww034IEHHkBzc3NCx/j+97+Pj370owCAsrIy7OzsgKZp/MVf/AW+//3vA9j9Ox4+fJipjDocDtA0jRdffBEPPvhgQq+TYcT8IxQIT4qYn5+HWq2OOmkwNTWFqqoqhpVzgXgEZW1tDWtraxgYGEioR84l4TEYDLDb7WhvbwdwQZzc0dEBrVbL/BzXzsnb29tYWlpCX19fzJ0NW8hqtVp5Ca/kEzRNY3Z2FoFAAN3d3ZwtwGzNws7OTtY/F0KQ6+rqUFtbm/HXJyAtQaPRCJvNxvnnYrPZMDU1xXu0CdcgBpkmkwk2mw3FxcX7BnuurKzAbDajv7//wGrpQqEQRkdHIZVKIRAIYLfb434u0Y4RWf0BkFD1JxInT55ET08PxsbGsL29jRMnTuDUqVMYHByM+Tu33HIL3njjDXz5y1/GU089hf/4j//Ahz/8YQgEAlitVqhUKjz11FN47rnncOLECfzsZz/Dt771Ldx7772or6/HyspKLlbQY57QwaDdWUBzc3PMNhPXLa39QMwEfT4fjh49mpWHC9uHh4j++vr6khInJwOaprG0tASr1Ro3NDJSyErCK0dHR3O+xUMCQIuLi9HZ2cnpg4WtWYgcYxYIBMz3MpEPRNqwXIe5pgI+w06JEDXRTUkuIdIgM/JzYTthLy0twel0HmirBIqi9ojNuQw8Jc/LYDDIfD9e9YeiKNx3331oaWmB2+3Gr371Kzidzn3fx7/927/h5ZdfZipwy8vLAAC1Ws1co7/85S8BADfffDPEYjFOnjyJ+++/H2tra8zwRL6gQHh4QKYID9kVl5eXo6urK2tMmxCepaUlGAyGPVNh7N1Lug9AogsSi8UJmbOxERleyfZw8Xq9OTXd5PP5oNPpMlLxiBxjJi3B8+fP7xGycv25kJZkLvolcRl2SqIi8k3LEg3RPhdiqGexWCCRSNDe3h53NDtfQVEUxsbGUFlZGaaTjAw8jSaUTzbwNBntDzstvaioCB/60IcSej8KhQIURaG8vBxWqxXl5eV49dVXmeuUmNSS96pQKFBeXs48OwuE548A+5GLTBCeWJ42yYBUW7iA2WxGKBTiXJzMht/vh06nQ1VVFScjvGwPF9LK2NzcxPT0NEpKSpjSdKanm4jGo7Ozk9O2aKKIDPWM9LYhQtZ0F24ivtxPhJ1LSDXsNFZUxEGBVCpFdXU1rFYrqqqqUF1dHTb2zq4W5jtIsntNTU3cjUikUJ4deMquou4XeArs7/tDfk4gEMDlcoW1Sb/1rW/hrrvuinl+J0+exCuvvAJgN5rGarUC2F3bzp8/z/yc3W4HgLB7lFR/yPfyBQfv7ssB8E14iJlgZNsoGZBR8nRbYH6/HzMzMxCLxejp6eFNnExIAF9tj8hWBvvhJBaLme/x3YogfiW5ovGI5m0T2eIhLcFk/sYbGxtYX1/PeHI9V0gk7LSiogJmsxlutzvpamQ+gUwpKRQKtLW1QSAQ7Il2mJ2dTcjcL5cRDAYxOjqKurq6fZPdoyHdwFNg/+oPTdPY2NhI+Xmu1WphsVgwOjqK6667Dg899BB6e3txxRVX7Pt78fIkcw0FwsMDRCIRfD4f58cNhUJYWlqC2Wze0zZKFlwQHhJZUV9fD6vVGkZ2uBQnkzHZTJGAyIcTybSamppCIBBg+vLsTCsuwHaIzkW/Era3Dbv1RfKfEpmGI/qrnZ2dlD12chHRwk6Jh4tGo4HBYMgrL6REQSbr1Gp11MmgSI8odrVQoVDENffLFQQCAYyOjqKxsZGTXL5YOVvJBJ4Cu2tNKBTCpz/96bAQZgC47bbbcOONN8Y8B/b6IZPJIJPJcOLECXzwgx/Ej3/8Y/zoRz/CFVdcgZKSElitVng8Hubn3W43AOT0lGE0FAhPish0S0soFEKn08U0E0wW5BxTfQATcXJ/fz+EQiHMZjMA7snO6uoqtre3s1oJYGdakWmV9fV1TE1NMQZ2FRUVKS/exBXb4XDklUN0tNYX6euTxUyr1TJ/N5IXRdP0gRa0kgDc6upqtLS0hHkhHaSwU9Leqaqqiun5xUakUD5aVYyPjUS6CAQCOHfuHJqbm1OWD+wHttMyMYMkAvd4gaehUAiPPvooioqK8L3vfS/sc5NKpXGfmZ/73OcwPT2NZ599do8Wh2zaW1tbcfbsWayvrwPYJTsWiwUAmMncfEGB8PAArgmP1+uF0+lEdXV1wv4K8ZCq2zLZoZtMJqbK5PP5wvrL5PjpIBQKYXZ2FsFgEMPDwzmzOEZOqxADu4WFBchkMmaRT3THSkTYJAA0lx70ySCy9eV2u2E0GqHT6UDTNCOILCsr4yQvKldBoiI0Gg0aGxsBYE8r4yCEnZKKR319fdLtHWB3w0jM/ZqampiqGNlIkPFujUaT1aqY3+/H6OgoWlpawiw2+EQ0p2V24CmZgj106BAeffRRFBcX4+/+7u9Sun7+93//F7/+9a9RXFyMf/7nf8b4+Dh+/vOfAwA+8IEPAACuvPJKnD17Fq+//jruuOMOvP7666BpGnV1dXklWAYKPjwpIxQKIRAIRP2e1WrF5uYmuru7034dYiYoEok4HWfV6XRobW1NqkVEevUCgSDME4Y8FIjbdLqLWSAQgF6vR1lZWUYN6NIF2bEajcaEgk6JU7dWq2UWx4MIt9uN0dFRpvyuVquZ1le+VLMSQbJREZEeUfkSdkrud74qHmS822g0wmw2JyTw5QM+nw+jo6NZd8Nmw+Px4OWXX8YPfvADrK6uQqPR4MyZM7jiiitSumZ++9vf4sorrwRFUSguLobL5QJN07jsssvwq1/9CiKRCMvLy+jr64PD4YBSqYTb7QZN0/ja176Ghx9+mId3mTYKxoNcYz/CY7fbmYskHaytrWF1dRWDg4OYnZ1FW1sbZxqWZN2gyUOusrISTU1NYXodIuYLBoNMhSPVB5Pb7YZer0dzczMnvfJsgYykGo1GOJ3OPSPMJFqgpaWFl0UjV0DeZ2trK7RabdiO1WKxMCGNWq02pxf5eEg3KoLt4GswGuClvKjR1KCqsiqnwk69Xi9GR0fR0dGRMRIQ6ZxOBL7ptJHjgbzPbE1K7geKovDII49AqVTi+uuvx3//93/jN7/5DRoaGvDggw/i2muvTep4v/rVr/C5z30Oo6OjKCoqwsc+9jE899xzYWvNu+++i0ceeQRnz56FRqPBAw88gKeeeorrt8YVCoSHa9A0HTU/Cti1ZJ+bm9vX4XI/sM0E+/r6IBKJOI+rmJycRE1NTdwICuCCODmec3IwGGQqHC6Xi/G1STS6wGq1Ynp6Oic9WdIBWeTJTl4sFsPtdqO7uzvrRnt8wuFwYHx8PCzoNBKRNv25mGgeD1xGRSzYF/Avk/8Ch98BOS3HB0s+CIVPkRNhp263GzqdDl1dXVCr1Vk5ByLwNZlMMJvNkEqlnOegESPMbL7PWKAoCg8//DDKysrwwgsvhD1X5+bm4Pf70dPTk8UzzAkUCA/X2I/weL1eTExMYGRkJOnjBgIBjI2N7dE6JENQEsHMzAwjEtwPZAS+v78/jPHHEydHluvjpXaTCaX+/v6cn9hIB9vb2zh//jy0Wi12dnYApD7ancsgHjv9/f0JL0SRVTGVSsUs8rna+rLZbJicnERfX1/U6itN01h3rcMVcKGuuA7FktgVWnfQjS+98yWIhCIUS4ph99shFojx9JGn4XF6YDQaGWO/TIedOp1O6PV69Pb2pmyFwQcic9DSzYcjZCcXc84oisLp06eh0Wjw/PPP55XmK8MoREtkEqmKlomZYLRAUq6F0PFEy9HEyQREoLyf1XmkiJX05MmkCvG1kcvlzDRCPk0oJQuaprGysgKTyYSjR48ypI/takwmMvI96HRzcxOrq6tJT9axjdrITp4kxHOR3M01yCTN4OBgVG0dTdP41+l/xZtrb0IkEEEuluPJkSfRVNIU9XgmjwmBUAAq2e5CWyothdFjhD1gh1atZaoNZJEnVWC+HcIJqevv788580CFQsFMUBLzUIPBgJmZmaQ1UW63G2NjYzlZYaYoCp/61KdQWVmJM2fO5O2zIdsoEJ4UwfVYeqwMKvYxU5mqioX9jkfEyUKhMGwEPlUzQbblOtvXZnJyEna7HUqlEocOHTqwNzFN05iZmQFFURgaGgp7n/u5GpPgymxPqiQKmqaxvLzMZJyl03phj+oC4cZ+pPWl0WhQWlqalapYIlER45ZxvLn2JtRSNYQCIex+O17Sv4T/c/z/RP35UmkpQnQIgVAAEqEEPsoHIYRQSsJJRrRFnjiEcx12arVaMTMzE5PU5RIizUNJu1Sv1yMUCjHEMNo143K5oNPpcq6CBeySnYceegjV1dV47rnnDuxzMhMoEB4eIBQKE3agpGkai4uLcc0E+ajwRDseESdXVVWhsbGRF+dkuVwOrVaLzc1NtLe3QyqVYmVlhRH3kjbGQbixiTFbaWkpWlpa9v3cYgWdnjt3LueDTtmkjg+PHbaxXyAQgMViwerqKhwOR0ZErGwkGhVh8phA0zSEgt3PolhSjG3XdsyfV8vU+EjrR/D9he9DAAEgAG7tuBVF4thtKz7DTknlMVeNMPcD2ySzubl5zzXDjo7x+XzQ6/Ux25LZBEVRePDBB1FbW4u//du/PRDPxGyiQHjSgEAgSMtam6RhSySSuGaCsQhKqojW0nI4HNDpdDh06FCYtodrM0ESGNnV1cXs4KuqqsLEvXNzcygqKkJlZWXeVDgi4fP5mDHlVKzoI4NOSeUnE22MZECuY1Kp47viIpFIUFVVhaqqqjAvpMXFRUgkEqYqxnVFghhEulyuhKIi6orrdsX8oSDEQjFsfhtaS1v3/Z3L6y5HZ1knLD4LtHItNIrERe1chp1ub29jeXn5QISdAnuvGRIds7i4CI/HwxgncpkvmC4oisIDDzyA+vp6PPvss1m/zw8CCqLlNOD3+2MSnrfeegvHjx+P+btk7LGuri6hIMy1tTVQFIWmpuj9/2Sxvr6OQCDAGBmmKk5OFtvb21haWkJfX9++gkt2bpPJZIJAIGB2svkQNMlnAChpYxiNRthsNpSUlDBtjExP8BCRfXV1dUJuu3zD4/Ew1wyJAYnVxkgGxCUaALq6uhI+1k+WfoJ/n/t3AEClohKPjzyOSkXmbQgi7QD200Str69jc3MTg4ODBzLslMBms2FqagpdXV1M+8vtdidFDPlCMBjEAw88gKamJjzzzDMFspMcClNafCBVwrOzs4OJiQl0d3cnPHW1sbEBn8+HlpaWlM+Xjc3NTXg8HrS0tDAttYGBgbDdHPHYAdJ3TiYiaKvVir6+vqQrNqTCYTQa4fP5mIUs12zogQsTSn19fby3n8hulZi0kQmeTASder1ejI2N5ayXEHHvNZlMsNvtKC0tZdoYySzkoVCIqWCl4hLtDDjhCXpQJiuDWJgbBIJtksmOdbDZbLBYLOjv7z+wAwTA7jN4enp6j5lrJDGUSqW8VQxjIRgM4pOf/CRaWlrwzDPP5NzzLQ9QIDx8IB7hOXbs2J6LdX19HSsrK0mLALe3t+FwODjLLjEYDNjZ2YHX64VYLEZXV1fa4uRYIPEJYrEYnZ2daZMniqKY8WW73Z5T48vr6+vY2NjYQx4zBTLBYzQaOa1wRIJ47Bw+fDjnvEqiIVViGC0q4qCBEMPFxUW43W6mknoQw06BcCF2vIk/QgxNJhP8fj8TBZLq2Hs8BINB3H///WhrayuQndRRIDx8IBAIxJx0+sMf/oCjR48yCzDJhvJ6vejt7U26VEyMtg4dOpT2eQO7FZ6ZmRm0traGPci5Jjt+vx86nQ5VVVUJte6SBVvDYTabGUE0O7QyE6BpGufPn4fL5UJvb2/WiRdwYSEzGo1wOBycBJ0CgMViwezsbEYqWCaxCnMAACAASURBVHwhkhiyNVHkmidREanmReULaJrG3NwcAoEAurq64HQ6mecNWyyf72GnwO61S0xhkxVik1ayyWTCzs4OlEolIwrn4llDyE57ezu+9KUv5f1nnUUUCA8f2I/wvPvuu8wuP5aZYDLgMp/L4XDg3LlzKC4uxvDwMPN1rskO0bG0t7dnzFGYrfuhaTojpn5kjF8mk6GjoyMnH1SRxDBVX5utrS2srKxgYGAg7yZ3YiGyYlhSUgKVSoX19fWMXrvZANEmCQSCqIJzr9fLVDjyOewUuDB1lgrZiQSZiCPEMBQKpWWVEAwGcd9996GzsxNf/OIXc/IZkkcoEB4+sB/hef/993H48GFQFBXTTDAZ2Gw2rK6uore3N+VjABecfltbW2EymZjjcS1ONplMmJ+fR29vb9ZGPcmUitFoZB7WXE828V3B4gskzTyZSIfl5WWYzWb09/cfWDErTdPY3t7GzMwMJBJJGDHMB7F8MiBEXaFQoK2tLe49n69hpwCYKb7BwUFeKr/EJdxkMjHVVCJ8jtcWDAaDuPfee9HV1YUvfOELBbKTPgqEhw8Eg8GYo+KkorO2thbTTDAZOJ1OnD9/HgMDAyn9PvH7sVgsGBgYgNfrxeLiIvr7+zkVJwO7PiXb29vo7+/PmZFWPiabSLZQW1tbWMZYviEQCIRloEWmmdM0jdnZWQQCAXR3d+fdzj4ZkMkdQtRJhYMtltdoNDlhB5AOiD+UWq1mJjWTAdvYz2QyMRWOXMxBMxgMWF5exuDgYEY0SaSaSoTPIpGIuW4iK82BQAD33nsvenp68PnPfz6tz83v90OpVDLPcoKmpiYsLS0hGAziiSeewLe//W3Y7XZcfvnleOmll9DR0ZHya+YoCoSHD8QiPDRN4w9/+AMAYGRkhJNF3+PxYHp6GkNDQ0n/LkVRmJiYCBMnu91uzMzMoL+/n1Nx8uzsLILBYE4vjNEErMTvJ9H2zs7ODqampnLShj4dsL2QLBYLFAoFfD4f1Go1Ojs7c2oh4xpkui5ycocgkjTHy4fLVVAUhbGxMWi1Ws6qktEqHNkOOwUuOGJniuxEg9frZT4bt9uNt99+G/X19bjmmmvw8MMPo6+vD5/73OfSvrfGxsaYdh27DdvQ0IDf//73eOyxx/DVr34VIpEICoUCTqcTTU1NmJycPGjVywLh4QPRCA8hFw6HY4+BXzogrZMjR44k9Xs+nw+jo6OoqakJEyd7PB7o9XrGQC3dmy0QCECv16OsrAzNzc15tTAS7xaj0QiKohjdTyx3WuIlNDAwkDO5TnyAuG4THRpwMINOgQsLY6LTdex8OLPZDJFIxLR3clnIHQgEMDo6yqsQm60Xy1bYKbA7mLG+vp5TfkKhUAg/+9nP8L3vfQ+/+c1vUFRUhEceeQQ33HBD2lOAr7zyCm6//XbceuuteO2118K+53A4oNVq4fP58Oabb+KSSy7B0NAQZmdn8c1vfhP33HNPWq+dYyiEh2YCbDNBuVyelgtzJFJxWrbb7dDr9ejq6kJFRQXzdZqmIRaLIZPJ8M4770CtVqOysjJlIaLb7YZer0dzc3NaOqVsQaFQhMUWsN1p2WGeAoEAy8vLsFgsGBkZyZmHKB+I5rETGXRKNFF8jehmColGRbARmQ9HfKLm5ubg9Xp5H19OBYTANjc38+qbJBAIoFarsxZ2CuzaQ2xtbWFoaCgnJiYJhEIhrr76arz66qu4//77cfPNN+OnP/0p7r33XlgsFjzwwAO46667Ujr2+Pg4AES1Lvnd734Hn8+H6upqXHXVVQCAj3zkIzhz5gzefPPNg0Z4YuLgPrEzAPYOl5gJHj58GOXl5Th//jynURDJZmkRcfLg4GDYjpOIkwGgp6cHNE1jZ2cHBoOBCaysrKxMuExvtVoxPT19YFo7EokENTU1qKmp2RPmSVEU5HI5+vr6DjTZcTqd0Ov1ezx2IoNOLRYLI/DNt6BTIPmoiP0gk8lQX1+P+vp6pvWVS58N2Yx1dHSEbX4ygUyGnQK7rvQGgwGDg4M5RXaA3Qrb3XffjeHhYTz11FMQCATo6OjA6dOnmRy0VKHX6wEAb7zxBr72ta9BJpPh5MmTOHPmDObm5gAgzA2d/Df53h8DDu5TO4MgZoLDw8NM75/rsM9E2wfkIW61WnH06NGwB2w0cbJAIEB5eTnKy8uZUUuDwYCVlRWIxWLG0yZa62ZjYwNra2sYGho6kK0dEuapUqmg0+lQVFQEiUSCsbGxsNDGXE+RTgbElC1ekCLxZ9FoNFGDTnM9BoQdFdHX18dpey5WoOfo6CgEAkHGfW2IuL6rqyvrJpF8hp0CwMrKCuMan2tkx+/34+6778aRI0fw5JNP7nl/JOw0VRDCMzMzg9LSUphMJnz961/H5uYm+vv7ASDsfiTPLbvdnvJr5hsKhCcNkIemx+PB0aNHw3b9XBOeREBCHKVSKYaHh5N2TmaHD7a1tTHalomJiTBti1KpZNoaIyMjOfdg4RJerxc6nQ6NjY2orq4GALS1tcHr9cJoNGJqaopXR+NMggRGJuJAy0ZkaCWZbCItDDKholarc+KzSTcqIhlEC4Ellg0ej4dpmfLV+iLVulyswHIZdgoAS0tLsNlsGBgYyJk2IoHf78ddd92Fiy++GJ/97Gc5v+ZomsbJkyextraGxx9/HH19fYym54033tjXv41L6UWuo0B40oDRaIRYLMbg4OCeC1gkEsHn82XsXGKJk9MxE4ymbVlYWIDFYkFRUVHOmuxxBRKfwE51J5DL5UyZnjgar66uwuFwMGPd5eXlOffgjYWVlRWYTCYMDw+n3a6Ty+Vh7R2z2cy0MLIZdApkPypCJpOhrq4OdXV1TFvQYDAwrS8unXttNhsmJyfR39+f00JqgsiWKcm0On/+fFyjzMXFRTgcDvT19eXcPef3+3HnnXfi2LFjePzxx3l5ZgoEAjz33HNhXzt16hROnz4Nq9XKfM3j8TD/7Xa7AQAqlYrz88lVFAhPGqiqqoqZhJ3JCs9+4mSunJMlEgnKysqwurqKjo4OyOVybG1tYWZmBiUlJYzu56BUe8guPJHFQiwWo6qqClVVVWFj3XNzcygqKmIe1LniScQGiRXw+Xxp61iiQSQSobKyEpWVlWF2AEtLSxkNOgVyLyoisi1IXMLZ7Z1UJ+LYeVH52HIVCoVMqx24kGk1MTERFnZaWlqKxcVFeDwe9Pb25iTZueOOO3DppZfiM5/5DG8bRKvVit/+9rcwGo24++67ma8TCcPIyAiAXfkFwdraGoDoIueDigLh4QmZIjxbW1tYWFiIKU7myjnZbrdjYmIirNpBHtR2ux0GgwELCwuQyWSorKzMeJYVl1hbW8Pm5iaGh4eTfg/sB3XkIiYQCHJK20KcduVyOXp7e3mv1gkEAqhUKqhUKrS3tzMt00y0BT0eD2MSmYtREQKBgNFwtLS07JmIY08LxlvU2REKB0VbV1RUxFSbSUV1bW0NJpMJYrEY7e3toCgqpwiPz+fDHXfcgcsvvxx//dd/zev95Xa78Wd/9mcAgJKSEtx00034p3/6JzgcDiiVShw7dgxisRgbGxv4xS9+gePHj+OHP/whAODEiRO8nVeuoeDDkwZCoRDjTxIJLrOvCH7/+9/j4osvhlAoDBMnDwwMxBUnpwPiO9PX1xd3oY7MsiILfD6U1GmaZrQVPT09nFeryOgy27U3MrAyUwgGg4z5XC6kgEcGnapUKmg0Gk6qhrGmzvIF0SIdYlUN2TqsfN1wJALi/k1RFGpra2E2m3Mq7JSQnQ984AP49Kc/nZHzuPvuu/Hyyy8D2G1T2Ww2AMCzzz6Lp556CqdPn8Y3vvENAIBSqYTL5UJdXR3TTj1AKBgP8gGapuH3+6N+z263Y3l5GX19fZy93jvvvIPh4WEIBAJGnHzo0KGkxcmJgqZpLC0twWq1oq+vL+mRWr/fzyzwXq83qwt8PBDDSIVCgfb2dt7PLzKwkqsk80RAhNhNTU056ZtErBKIcR3Rb2i12qQzmyKjIvIdkZEOJCBXo9HAbrdjc3Mzp4z2+ABN05iZmYFAINjj/p0LYac+nw8f//jHceWVV+Kxxx7L2LPO5/PhzJkzeOWVV7C6uoqmpiacPn0aDz74IIDdTcXTTz+Nl19+GXa7HZdeeilefPFFdHV1ZeT8MogC4eED+xEel8uFubk5DA4OcvZ6Z8+eRUdHB6amplBbWxtmC8812QmFQpicnIRYLEZnZ2faD4vIBV6lUjHC3mzrfoiLdXV1dZhPRaYQmWQul8uZHTzXoYwkwf7QoUN7hNi5CrLAG41GhEKhuE7YBPGiIg4C/H4/zGYzlpeX4Xa7UV1dzZiIZvu+4gM0TWNqagpisTju0EQ2wk59Ph9uv/12XHXVVXj00UdzbmP3R4IC4eED+xEer9eLiYkJRizGBd555x34fD50d3fzJk4GLhCAyspKXtodbLNDq9UKhULBZFll2pjN5XJBr9ejvb09Z7QdkW1BruIcdnZ2MD09ndfVjlhBp5ETcclGReQrSBXWbrejp6eHEYVbrVZeiXM2QNM0ozlLJN098nf5Djv1er24/fbbcc011+CRRx4pkJ3soUB4+MB+hCcQCODcuXO46KKLOHmtra0tTExMoK+vL8wWnmtxMqkAZIoAkAeRwWCAyWTKqKEfcYnu7e1NO82eLxDxqtFoTMu3xWAwYHFx8UDlf5EdPEmlJtoWn88Hq9WK/v7+A9/amZ+fh9/vx+HDh/dcD2ziTCpjGo0m59LMEwER2BPvpHTBddip1+vFqVOncO211+Lhhx/Ou8/3gKFAePhCLK+dUCiEt99+G8eOHUvr+DRN4/z587DZbJBIJGhqamJ8E7gWJ5MWQDYrAMTQz2g0IhAIMNUNrh/SW1tbWFlZQX9/f94QAIqiYLVaYTAYYLPZEva0WV1dhcFgQH9/f97EPiQL4to7OzvLTKYc1KBT4ILpqUAgwKFDh+K+P1IZM5lMcDqdOdVSjodQKAS9Xo/S0lK0tLRwfvx0w069Xi9OnjyJ6667DqdPnz5w11oeokB4+ILf74/pVPnWW2/h+PHjKR+boijo9XrIZDJ0dXVhenoaVVVVKCsr47SFBewuitvb2+jv78+ZFkAwGGSqG06nM6nR3FggLYCdnZ28zsRie9qYzWZIJJI9MSDsqbNc9CjhEkTIStM0urq6EAgEmOrGQQo6BS7o61Jp7ZDfZy/w8Uz9solQKASdToeysjI0NTVl5DVJ2KnJZGLCTmMFwRKyc/311+NTn/oUZ2Rna2sLXV1dsNlsWFxcRHNzM4LBIJ544gl8+9vfht1ux+WXX46XXnoJHR0dnLzmAUKB8PAFvggPCfsjjrUAMDs7C7VajYqKCk7FybOzswgGg+ju7s7ZxSBSgFhcXMyYHSZKWkKhUNiuOFffayognjZGoxEURaGiogJ2ux1FRUV7JlkOGuJFRZDKmNFoxM7ODoqLi5kdfLYqXqQFnSwIAVCr1WhububkXNxuN0MOybXDR1U1WVAUxbhiswc0Mn0OFosFRqMRNpsNSqUSY2Nj+JM/+ROoVCqcPHkSf/qnf4oHH3yQ08/qYx/7GL7zne8AAEN4HnvsMXz1q1+FSCSCQqGA0+lEU1MTJicnc8LXK4dQIDx8gQ/CY7PZMD4+ziSvE8zPzzM6BS7ITiAQgF6vR1lZGZqbm/NmUaRpGg6HAwaDIWZ1IxIkUqC8vBxNTU15815TgcfjYYIqaZrmpDKWq0g2KoJcO6QyJhKJwnxb+IbBY8A/jf8Tlh3LqCqqwn0996GxJLHBAIqiGO8kvghApLaFSz+kZEDea2VlZVYmJ6OBVFXPnDmD//mf/4HNZsPg4CCeeeYZTgNo//M//xM33HAD8/+Li4sMCfX5fHjzzTdxySWXYGhoCLOzs/jmN7+Je+65h5PXPiAoEB6+wDXh2draYsSl7AcwTdMwGAxMlSfd/jtxnm1ubs5JL5ZkEFndYJsdCgQCeL1ejI2NHYj3Gg8+nw9jY2NM2GlkZUypVDLti3zX83ARFUF8WzJhBhkMBfE3b/8NzD4zyqXlcAQcEAvF+PIlX4ZSsr/xWyAQwNjYGOrq6jIWi0GmKU0mE8xmM2QyGUMO+Wx9EVPMmpoa1NbW8vY6qcLj8eDWW2/F1VdfjZqaGvzkJz/B9PQ0LrvsMnziE59Iy3vN5XKhp6cHW1tbjD50cXER09PTuP7661FdXY3NzU0AwJNPPokzZ87g1ltvxWuvvcbJezsgiHnj5qeAIYdAdtGxkGjpmi1OjkxeJ+Lk8vJyHDt2jBnpnp+fT2kBI9NJuZignArYIadsS36PxwOlUgmbzYaenp688Z1JFWTEvrOzk6kMCoVCVFRUoKKighH2Go1GnDt3LqMTcVyDkNh0oyKiBZ2ur69jamqK86DTHd8OTF4TNPLd8y2VlsLitWDLvYU2VVvM3/P7/RgdHUVzc3PYhCbfEAgEKCsrQ1lZGTo6OqLmWXEdBRIMBjE6OppRYpcMCNm58cYb8clPfhICgQAf//jHEQgE8Lvf/S7tKtjnP/95LC8v44tf/CL+5m/+hvn63NwcAIRVu8h/k+8VEB8FwsMjhEIhQqFQ3JuAiJPlcjnjpAzE9tchDyGygBkMBpw7dw5isThua2djYwNra2sYGhrKOYEiF2AnLm9vb2Nubg6lpaWYnp7OqJtxprGzs8M4CscasRcIBCgpKUFJSQlaW1uZibhMZFlxCULsurq6OI2KiBd0Gu/eigeFeJdUBkIBSIQSUDQFChSKJbEnIomWr6OjI8x7KxuIlme1urrKyVg3sFvFGh0dRWNjY05WYt1uN2699VZ89KMfxf333x92j0gkElx55ZVpHf/cuXP4+te/js7OTnz2s58NIzx2ux0Awqr+ZJNCvldAfBQID48gAaL7La7RxMlAYmaC7AWsra2Nae2Mj48jFApBq9WisrISSqWSqSC5XC6MjIwcuAU/EmTq7KKLLoJUKg0bPV1YWGBM2fI55JSAeOwkS2LlcjkaGhrQ0NCwZwFTqVQ56dhrs9kwOTmJvr4+Xq0TYgWdplPdUEqUuKn9Jrwx9wZTGb628VpUFUVf3N1uN3Q6HefEjguIxWJUVVWhqqqKubdMJhMWFxcZcqjRaBKuHGaripUo3G43brnlFtx000247777ON8QUBSF++67DxRF4R//8R+TMoqMI0spgIUC4eER8RLTY4mTU3VOjtbamZubg8fjQSgUgkqlQl9f34ETrrJB0zTm5ubg8/kwPDzMvFeBQAC1Wg21Wo2Ojo49KeYajQaVlZV5N+2wtraGra0tDA8Pp6XJYS9gZGyZtE0VCkXMsMpMgvhEDQ4OZrwFx763opHDRDV11zRcgzZVG7bcW6iQV6BDFX2kmASe5kPbmX1vEXJoMpnCKocajSamLoqQndbW1pxxO2fD5XLhlltuwc0334x7772Xl+rnN77xDbz33ns4deoUrrrqqj3fJ1Vbj8fDfM3tdgMA48tWQHwURMtpIhgMxiQ1RGMQbSe6ubmJpaWlqOJkLp2TidZBpVIhGAzC4XBArVYzu/eDRH4oimLGk5PxJ4lMMSfCzFxu7ZCKndvt5iXZnf06bMdeQg6JKDxTyNWoiFieNqkEnRLY7XbGVT1fI0AIgsEgM9Ztt9v36KJ8Ph9GR0fR3t6e9ZZdNLhcLtx888249dZb8Vd/9Ve8PQ+uvPJK/PrXv475/ZGREZw9exa1tbVYX18HADzxxBN4/vnnccstt+D111/n5bzyFAXRcjYQrcJDzODsdntMcTLAjXMyeXB2dXUxgt1QKMSInmdnZ1Pys8lFkImd2tpa1NXVJfW7MpmMaSlG7t5jZTVlE6FQCFNTUxCJRJyOw0aDQCBAcXExiouL0dLSAp/Px1QOvV4vr1NNBKurqzAajRgaGsq5a1QoFDKaOuBCnINer08q6JTAarViZmYmK1UsPiAWi6PqopaXlyEQCODxeHJCnxQNhOzcdtttuOeee3i9z7Ra7Z7nFiE21dXVuPXWWzE2NoaNjQ384he/wPHjx/HDH/4QAHDixAnezuugoVDhSRP7VXimpqZQVVXFtKuIOFmhUISZwXEd/glc0HX09fXFbNNE+tlIpdK0d6fZABGxcv3gJOSQ7N5zYaQ7GAwy3knZ9hMiU01k9861KJymaSwsLMDlcuWlU3Rk0Gk8PyQyXXiQ8s5iwePx4Ny5c9BoNHC5XIwlAHE0znZllZCdkydPZs3jhnwGxHjw9OnT+MY3vgEAUCqVcLlcqKurw8zMTEarrXmAgg8PX6AoiqnKRGJ2dpZ5yKUjTk4GJDrBarWir68vqYXZ7XbDYDDAaDQCACN6zmVdC9kR853/xR7pZoecVlZWZmxxIh47DQ0NOTeyyxaFE8+WdMhzZFREthfAdBHph0QMRIkuant7G8vLyxgcHMyplh0fIGLsw4cPM/oTQp5NJhOTE0cMDzO9uXA6nbjllltw6tQp3H333Rl9bTYiCU8wGMTTTz+Nl19+GXa7HZdeeilefPFFdHV1Ze0ccxQFwsMX9iM858+fh1KphFwux8TEBLq7u8O8YLgmOyRjRywWo7OzM60dMVvX4vf7UVFRgcrKyqzbzbOxubmJ/5+9946Oqs7//x8z6aS3SQgESAihpyAxgEoVlDLBQhEXEcvX1RVFwbWsuLaVRcQCgn5QV3EXVNQkFBEFsUZpC4FQ0ggJCQlkJj0zKdPu74/87t0kEEiZSSbhPs7hHJ2Z3Pu+d2bufc2rPJ8FBQVdYgAqjnRrNBpJjl+lUrW6dNFWbJXFshV6vV7KbgiC0CYjz6tZRXR3mvdFieKlI0aMsGlp0B7Q6/WkpaVdsRm7K9WwdTod8+fPZ9GiRdx333023ZeMzZADHltxpYAnLy8PvV5PVVWVzZuTDQYDaWlpqFSqVknstwWxr0Wj0UgmniqVqsuMGAVBIDc3l8rKSrswAG1eurC2UaU4in0ljR17RpwY1Gq11NbWSlnPy52ftlpFdHfy8/PRaDQEBQVRWlpKbW1tjzI6bYw4edbWz3FzNewrmXl2dH3z5s1j8eLFLF682Grblel05IDHVrQU8AiCwJEjR6irq2PMmDE2bU7W6XScPHmSiIgIm491iql5jUZDRUUFnp6eUtNzZ+i1NG7YHTx4sN39GrZYLNJUinh+OqLWq9Vqpb6OntDE2tzIs/H5sVgs7bKK0Bl1/Fb0G2V1ZUR4RxAXFIdSYf+BQm5uLlVVVU2kIpqbVXp4eEjnpztbgYjBTkcnz8TzU1JSYlUj2OrqaubNm8f999/Pvffe2+7tyNgFcsBjKywWC0ajscljYmOpxWLB19eX8PBwwDbNyaI2ia17WC6HOHUhNj27urqiUqlsptdiNBqb/Pq3t2CnOY2nUtrTFC5q7ERHR3frm11LNG6aLykpoaamht69exMWFtbqEmW9uZ71aeu5WHMRFwcXakw1TA2dyvT+0228+vYjTmrW19czbNiwFn/0dLXRqbUQp0WjoqKs2lzbvK9OqVS2SzJBDHYeeOABFi1aZLX1yXQZcsBjK5oHPKJTdb9+/XB0dKS6upqIiAibBDuimnBUVJRdNDrq9Xrp5qVQKFCpVFbzaRLNTsPCwuxSibU11NTUSH1RYl+LqITdGHE6SafTMWLECLtSOrYFYn+SOPYumsC2pi8qszyTf53+l6RWbLKYKK0v5Z9j/4mDwj7OW15VHjlVOXg7exMTEEN2ZjYKhaLNGUqxb6ykpMTmRqfWorKykvT0dKKiomwepImSCVqtlrq6uiuWTkWqq6uZO3cuDz74YIeDnerqalasWMFXX31FVVUVQ4cO5YUXXiAhIUF6zapVq9iwYYMks7B27Vquv/76Du1X5hLkgMdWNA54KioqmjQniy7DkZGRVm9OzsrKwmQyXfEXYlciXpy1Wi1Go1G6ubenqVfsYRk2bFiPURUV+1o0Gk0TPRtPT08yMzNRKpV2WbKzNuINsXmG0mg0SiPvYt/Y5Ua6mwc8ZsFMSW0J/xxn/YBHEAQu1FzAYDYQ4h6Cs8PVf2T8fuF3NqRtQEBAEATCHMK4b8B9DIoY1KH3trmgn5eXlzTV1NU9bSIVFRVkZGR0STlWLJ2WlJRQXl4uSUr4+flJ2dWqqirmzZvHQw89xMKFCzu8z9mzZ7Njxw4cHBzw8PCgsrISgO3bt5OQkMC6detYunSpZAkkvm8ZGRl2N3XZzZEDHlshCAIGg4GioiJprFT8cpeXl3PhwgUiIyOt1pxsNBolHZYBAwZ0ixvi5Zp6xabnq62/p/WwXA5xJFej0aDRaHB3dycsLKxHmpw2RizHXu29bT7S3VgPyawws/b4Wsrqy3B1cEVn1DEhZAIJ4Qktbq89mAUzG09u5L+a/6JESYBbAM9c9wy+Lr4t/o0gCCzetxgHhQPOSmd0Oh211PLSuJcY6T+yyWuNFiO78nZxpvIMfdz7kBCWgLtT68oyzSUBGpdOu0rPp7GAYldrComlr5KSEjZt2sTevXuZMGECBw8eZMmSJVYJdrRaLREREZLbe0REBPPnz+err77i9ttvJzExkdDQUAoLC/nXv/7FokWLuPnmm/nll19YsWIFr776qhWOVOb/Rw54bIXFYuHUqVPodDqioqKa/Lqqqqri5MmTDBo0CF9f3w4HJ2JZZ8CAAXbpJtwaLBaL9Mu9srISLy8vVCrVZX2I8vPz0Wq1REVF9cgelsY0Voru1auXJHZoLz5W1ubixYvk5+e3WXfmcnpIbr5unDCcQGfREekdybiQcVbP7qQUpfDhqQ8JdAtEoVBQWldKbEAsj0U/1uLfGC1GFu5ZiI+zD3q9HicnJ+qV9TwW9Rhjg8c2OaZ3097lsOYwLkoXDBYDA7wG8Pe4v+OobHu2RjQ61Wq1mEwmqam3s6xSSktLOXPmDDExMXYpYJqRkcHy5cvR6/UYDAYmTJiAR+gSGwAAIABJREFUWq1m/PjxHf6OiVkbnU6HWq3m559/5tFHH2XJkiUMHToUpVKJTqfDzc2NjRs38vDDDzN27Fj++OMPKx2dDLK1hO2or6/HwcGB2NjYJhcTs9mMq6sr4eHhXLhwgczMzA55WJWXl5ORkdEtzASvhFKplH59ir9MNRoNOTk5uLm5SRNfubm5GI1GYmNj7bJkZ01EIbbGGju+vr5N9FpEk1NR7LA7Z7tEq4hRo0a1ufwilgM8PT0JDw+XRpYjKyMb9KKc/dFV6ax+cy/SF+GgdJC26e7oznn9+Sv+jZPSiUjvSNIupuHr5ovF0YJSUBLuFd7kdVWGKo5ojuDv4i+5qOdX53Ou+hwDvQe2ea2NjU7F0mB+fj46na5NRqftQVSLjo2NtcsAvbKykscff5xHH32UBQsWUF9fz6+//sqOHTtYtWoVe/fu7dDnxsvLi61bt7Jo0SIMBgM33XQTr7zyCr///jsAfn5+0ndXFKDNzs7u+IHJtAo54Okgrq6uDBz4v4tS4+bkxjf3ljysAgICrnrhKSoq4vz588TGxnZ5etiaNHZZFm/uxcXFZGRk4OTkJLm+96Rjbo7Yn3S5QLa5j5V4c2/sQm1vYpBXorFVRExMjFUCWVdX1xZ90Npyc6831/Nb0W+U1pUS6RNJTEBMk3Paz7MfZosZi2BBgQK9Uc9w/+FX3KbBYGASk7D4WzhbexYfRx/+MvIvUr+RiGDDRLqTkxPBwcEEBwdL1yAxKHF1dZWyh9bIxGi1WnJzc+062JkzZw5LlixhwYIFQIOP3tSpU5k6darV9pOdnY3BYAAaGvIvXLhAVVUVQJPGbTHwEZ+TsT1yScsK1NfXA60fO28+jiuOcwcGBjYp3YiO2KKXUE/u54CG85iWlkafPn3w8/OTbC7MZrMUOLZGqbe7UFJSwpkzZ9rVn9RcDLIj2cPOoLOtIpq7mF+pNGiymHj96OtkV2TjoHDAIli4I+IO1APU/9ueYOE/Gf/hl6JfUKAg1COUZbHL8HK+fLZVtJIRs3ZiD9/lsHZJq7WI2cPmatjtGSzQaDRSD6M9lp8rKiqYO3cujz/+OPPnz7fpvkpLS3FycuL5559n/fr1RERE8NJLL7Fw4UL69evHuXPnAPjxxx+ZMmUKTk5OUoAkYxXkHh5bUl9f3yHlZHGcW6vV4uDgIJV1srOz6dWrFxERET3mJt8SonhiZGSkZLYqYjQapQtzbW1ttxjHvRpFRUUUFhYSHR3d4V/DjbOHYlOv+Bmyh5uPaBXRq1cvBg4c2OnvmSAIkk+cKJnQWK/ldNlp3kx9E3/XhpKSyWKi0lDJxkkbL+kFKq8vx2A2EOAW0GKfkFiiHDx4cBMrmSshNi1nV2TT16Nvm5qWrYE4NVhSUtIqo9PGXLx4kYKCArsPdpYuXcq8efM6bb9lZWVSifqdd97hiSeeIDAwEI1GA8A333yDWq0mICBA8i+UsQpyD4+t6YhysjiVI5YtioqKOHDgAC4uLnh5eVFTU9Oj3XDLysrIyspqUTzRycmJkJAQQkJCpImmwsJC0tPT8fb2lpqe7TGz0RzRFqOqqopRo0ZZJWunVCrx8/PDz89PaurVaDTk5+fj6OjYpRM79mAVoVAomnzHDAYDWq2W7OzshjKhSwkWs0V6vZjlMVvMl7w/V5rKgv8pCre1185J6cRt4be17cCsiLOzs/QdazwVl5WVhbu7u9T43Dw4Lyoq4sKFC8TGxtrNOHxjysvLmTt3Lk8++SRz58612X7S09N59913USgUbNiw4ZLnr7vuOqAh+1NXV4erqyvnzzf0gEVERNhsXTJNsb9PaDcjLS2Nf/7zn6jVaqZOndrhwMRgMFBcXExsbCzu7u6UlJSQnZ0tCY11p56N1tC4P6k1fQRiBkylUkmZDfHmJWY2AgIC7PLiKwgCGRkZCIJAVFSUTQK0xk29AwcOlCZ2Tp06hdls7lDZoq2Ik2dttYqwNc7OzvTp04c+ffpgNpvJL84n+UIy+SX59HLqhUFpIL53fKt0dhojKgq3xj5B1PTRGXWEuIfg4dS5KulXQqlU4u/vL5XixKm4Y8eONVEzrqio4OLFi8TExNhlub28vJw5c+awbNkymwY70NCP8/7776NQKLj99tu5+eabeeuttwDw8fEhLi6OwMBAtFotmzdvZvHixWzduhWASZMm2XRtMv9DLml1EEEQOHDgAMnJyezZs4f+/fsza9YsZsyY0ep0tohGo+Hs2bOXVSVt3rPRFi0be0RsYK2urmbkyJEdvmA2zmyUlJTg5OQk9UXZw2is2WzmxIkTeHl5ERYW1iXvmaiHpNFoqKmpsalJZV1dHcePH2fgwIE293ezBhdrLvJZ5mdcqLpAX4e+jHIYhYerR6utQETdmdb0YwmCwGdZn7G3YG+DRo+DM0+PepowrzBrHpJNENWM8/Pzqa2tJSQkpEuNhFtCDHaWL1/OnDlzOmWff/7zn/nggw8A8PT0pLq6GoCNGzfy0EMP8dZbb7F8+XIAPDw80Ol0eHh4kJ6eLk1syVgFuYenMxAEgVOnTpGYmMiuXbvw9vZm1qxZqNVqgoKCrti0mJeXR3l5OSNHjrxqHVw0qNRoNE20bPz9/e3qotMSFouF06dP4+TkRGRkpE1u/rW1tVJflCAITZqeOxsx09GnTx9CQkI6ff+XQ1SiFT9D1jSB1ev1pKWlMXToUHx8fKy04s7nclYgl2ucF6eeoqOjm5QN60x1GCwGPJ2aZmTTy9JZdXQVfi5+KBVKqg3V+Lj4sPqG1Z16fO0lPz+fsrIyhg8fLmVY7cnotKysjDlz5vDXv/6VO++8s9P2azQaeeONN9i0aRP5+fkMGjSIv/3tb9JEGMCaNWtYt24dxcXFxMTE8M477zB27NgrbFWmHcgBT2cjZjCSk5PZvn07giAwc+ZM1Gp1k1/4tbW1pKSk0LdvXwYPHtzmgEXUsikuLqasrMzuyzqiAWhgYGCn9XSIPRsajYb6+nrpxtUZQmy1tbUcP368U5zs20tzE1gXFxcpO9bWhuqWrCK6OwaDQRLMrKmpwdfXFwcvBz7K+ogzFWcI9w9nSfQS+nn2QxAEvsn7hp15O0GAQT6DeGTkI1LZKqUohY9Of4S/a0NDqyAIlNaXsmnKJrvP1ubl5VFZWdnE4R3+9xkSG58b9451pmaUGOw8/fTT3HHHHZ22Xxm7Qg54uhJBELh48SLbtm0jOTmZ8vJybr31Vm644Qb+9re/MW/ePB5//HGr7KdxWcfZ2bndNy5bIN78w8PDu8wAVCwNarVaqqur2zSN0lbEno7u5gHWeFwZaHV2rLVWEd0di8WCtlTL3w7+Da1Bi4eTB2alGS9XL94Z/w45lTmsS1uHv4s/DgoHtHVa4oPieXD4gwCcrTzLK4dfwcvZCyelE+V15YR6hvJy/MtdfGRXprGh7dW+K4299AwGQ6dMVorBzjPPPMPtt99uk33IdAvkgMeeKC8vZ+PGjbzxxhsMHTqUuLg4EhISGD16tFWb/8RRXK1Wa3X38rZijwagzT2aRDFIaxgwijf/znCJtiXNs2Mt3bjaaxXRnag11bK3YC/FNcU41jmyvWA7wd7BWMwNBsKV9ZXcG3QvFc4V/Fr+K8HuwUCDqKGD0oHXx70ubWtvwV4+y/oMBQoCXANYHrv8EkFCe0HMVtfW1jJ8+PA2ByyXMzoVS1/Wut6VlpYyZ84cnnvuOW67reum3WTsAjngsSf27NnDM888w+bNmxkwYADff/89ycnJpKamMm7cOGbPns2NN95o1Tp4fX29FPyI/joqlapThPw0Gg25ublERUXZ7S9/MSUvejR1pKxjTY0de0KUBBBvXKKScU1NDSUlJURHR9tlGdUaGC1GVh9dTV5VHmaDGb1BTxVVhHqE4qBsGGOvNlTz8qiXybiYwZbcLXgrvXF1caVGUcNQ/6Esi13WZJs1phpqjDX4uPjYVGCwIwiCwJkzZzAYDAwbNqzD1wpbGJ2WlpZy55138vzzzzN79uwOrU+mRyAHPPbCjz/+yCuvvMJXX31FYGBgk+cMBgM//fQTycnJpKSkEBMTQ0JCAlOmTLFqoNB4WkcU8lOpVFbvaREEgfz8fEpKSrqdAWjjso7oYRUYGHjFbI3YfF5RUUFUVJRdjupaC1ES4MyZM+j1emlqMCAgoFu9z60lqyKLN1PfxMXogkWw0MujF6naVAwWA44KR3xdfZnSdwoPj3hYclY/pj2G2WTGyeLEbR63ERYYZrPyqS0QBIGsrCwsFovN1LHFYFlUVBcziK2V3igpKWHOnDmsWLGChIQEq69PplsiBzz2gsFgQBCEq465ms1m9u/fT1JSEj/88AMRERGo1WpuvfVWq5aExF/tGo3Gqj0topWA2WyWXIK7K/X19VJZx2g0Sk3PjS/K4vGKN4fufLytobFVxODBg5soGTs4OHRJw6otySjLYOX+lfg4+eDp6UlGeQYldSWEeoSiN+pxd3Jn/YT1+Lg0TKVZBAvnqs9hMBsI9QzFVekqTTSJwwWi1YU9BoiiZpRSqbTZJGVzRKNTrVbbKqPTkpIS7rzzTl544YUOBzt1dXWsWbOGf//73xQWFjJgwAAeeughHnvsMZRKJSaTiWeffZb//Oc/VFVVcdNNN7FhwwYGDRrUof3K2AQ54OnOWCwW0tLSSExMZPfu3fj7+6NWq5k1axaBgYFWuxg172lp76iyyWTixIkTeHt7d5nmjK0wmUxSdkzMbPj7+3P+/HnJwbsnHe/luJpVROOG1ZYCxO6ExWLh2Mlj/EfzH/RKPS6OLqSVpOHv6k8/z4ZJw/K6cpbGLGVU4Kirbq+xmJ8YIIrnyB76vQRBID09HScnpy6ztWksKip6obm4uODh4UFoaCharZY5c+bw4osvMmvWrA7vb8GCBXzxxRdAg1BgRUUFAC+99BIvvvgiy5Yt4+2338bBwQE3Nzd0Oh39+/fn9OnTdvGeyTRBDnh6CoIgkJ2dTVJSEjt37sTBwYGZM2cye/ZsQkNDrXZxaj6q7Obm1qqSRX19PcePHyc0NNSu1HVtgcViQavVkpGRgUKhkNLx1mzGtDfaahXR/Fe7LafibIHFYpEEI/36+LEjdwcXdRdJuZhCH/c+ODs4IwgCZfVlPD3qaUb6j2zzPurq6qSyTuOJps6QTWiOqCXm6uraJb5nLa2ppqaGX375hX/84x+YTCbMZjNLlizhL3/5S4fXmJ+fT//+/YGGloNJkyaxZs0a/vrXv+Lh4UFRURGBgYHU19ezb98+xowZQ2xsLFlZWXz00Uc88MAD1jhMGeshBzw9EUEQKCwsJDk5mW3btqHT6bj11ltJSEiwas1dEATJ4FTU2LicinF1dTUnT55k8ODBlxiA9kRqa2tJS0sjPDycgICAJs2Yrq6uUoDYUxqXO2oVYcupOFtgNps5fvw4gYGBhIaGNnluZ+5OtmZvRaFQYBEsRPpE8vzo5zvcfNx8oulqZR1rYrFYOHXqFO7u7oSHh9t0X+1Fo9Fw1113MW7cOAoKCsjOzmbChAkkJCQwfvz4dpUHT5w4wSuvvEJNTQ27du0C4PTp0wwfPhyATZs2sXjxYoKDg7lw4QIAzz33HKtWrWLBggV89tln1jtAGWsgm4f2RBQKBX379uWxxx7jscceo7S0lB07dvDyyy9TUFDAzTffTEJCArGxsR36Na1QKPDw8MDDw4Pw8HBJxfjEiROSirGzszP5+flERUX1aKNTETG4azxm7+Pjg4+PD4MGDWriP9QTelqsYRXR3KOpuroajUZDXl6e3VmBGI1Gjh8/LhlqNmfWgFn09ehLdkU2fq5+3BRyk1UmrcQfEyqVCkEQpLJOTk6OTYNoMZPl7e3NgAEDrLpta6HRaJgzZw6vvPIKM2bMABoyyr/88gvJyclER0e367M5cuRIvvrqqyaPpaSkAA3GzlVVVQBN7B/E/87Ozm7Xsch0DXKGp4dSXV3N7t27SUpK4tSpU9x0000kJCQwbtw4q/6aNhgMZGVlodVqcXNzIzAwEJVK1SnmlF2FqLEzcuTIVgV3Yk+LRqORDDw7SxLAGuj1ek6cOMGQIUNsZhXR2ArEYrE0ETvs7HNkMBg4duwY/fv3JyjIfrRx2isIeTXEHkE/P78uc7S/GsXFxcyZM4d//OMfTJ8+3ab7yszMZNy4cZSVlfHwww/Tt29fVqxYwfjx4/nll18A+Pjjj3nggQeIjIwkMzPTpuuRaTNySetaRqw9JyUlceDAAUaPHo1arWbSpEnt1r6AhlJXTk4Oer2eESNGIAjCJeaUKpXKpuqqnc2FCxcoKCggOjq6XZmI5gaeYr+GvZrAioKRrXEAtxYGg0HqaamtrW1icmrrc9RdTE/Fc6TRaKirq2v3OTKbzVJPVvOynb0gBjuvvfYat956q033lZ2dzaRJkygsLKRPnz6kpaXx/vvvtxjwDBo0iKysLJuuSabNyCWtaxkXFxdmzJjBjBkzMJlMpKSkkJSUxMsvv8zgwYNJSEhg2rRpeHp6tnqbYr3fxcWFqKgo6SIbHBxMcHAwZrOZsrIyCgsLSU9Px9vbG5VKhZ+fX7doVm2OIAicO3eOsrIyRo0a1e4smZOTE71796Z3797SOSoqKiIjI6NT+zVag5jJiomJ6dRSnLOzs1RKEs/RhQsXyMjIoMK5gkN1h7A4WIgPjueW/rfgoLDOuaqpqSEtLY3Bgwfj6+trlW3aiiudo9YqGYs9SkFBQfTp06cTV996xGBn5cqV3HLLLTbdV3Z2NhMnTqSoqAg/Pz++/fZb/Pz8pOtibW2t9NqamhoAu1GNl2kdcsBzjeHo6MjEiROZOHEiFouFo0ePkpSUxNtvv03v3r1Rq9XMmDHjir9uDQYDaWlpBAUFtfirsHHfSuMR0+zsbKlZNSAgwC5u7FdDFGAzmUzExMRYLWBrfI7Efg2NRsOZM2e6XKdFtIoYNWpUlzZdNz5HhbpC/nPwPwhGAYvRwmcln1FWXsa84fM6vEadTseJEycYPnw4Xl5eVlp959D8cyQqhufm5jZRMm6ckTSZTBw/fpzevXtftkfJHrh48SJz5sxh1apVTJs2zab70mq1TJs2TQp2fvjhB6KiogCkBu7CwkLp9efPnwcgIiLCpuuSsS5ySUsG+J/QWFJSErt27cLV1ZWZM2eSkJBASEiIlME5ffo0RUVFREdHX6IU3dr9iM2qJSUlUiNmYGCgXQqwmc1mTp061aLmjC1ortPS2Hm6IyXI1lJQUIBGo7E7q4h95/eReCaR4F4NHlX6ej319fX8yftPrVbDvhyiyWt7y3bndefZm78XM2YmhExgkI/9iNHV1NRInyOxf8zPz4+srCz69etHcHBwVy/xsnRmsAMwa9Ysdu3ahbOzMykpKcTFxUnPlZeXo1KpMJlM7N27l3HjxjFq1CgyMzPZuHEjDz30kM3XJ9Mm5B4emdYjWkIkJyezfft26urqmDFjBr1792bVqlX861//anJB6AjiuLtWq8XBwUEKfjrjxn41xEmd4ODgJhManU1tba3UrGo2m6XGcGtPw4kmkTqdjpEjR9pd6TGlKIXPsj6TAh6dUYeXsxcr4lZIatharZb6+npJyO9qWjbl5eVkZma22+Q1vzqfZ/94llpzLQpBgYPSgZfjX2aY37B2H6etMBqNFBcXc+bMmSbfNR8fH7t6r8Vg5/XXX2fq1Kk239+RI0cYPXo0gJQRa8yBAwdYvXo17777LtAwuaXX6+nTpw+ZmZnXxFRqN0MOeGTahyAIaLVa/v73v5OUlMTAgQMl3YuoqCirXijr6uqk4MeWN/bWruX48eOEhYWhUqk6ff8t0bxZ1Vo+aI2tMYYOHWqXDdR6o543jr5BcW0xSpQoFAoeHvEwI/xHNHmdyWSSxA6rq6vx8fGReqMaf15LS0s5c+YM0dHR7Q6w3z/xPnsL9uLt3NDLoTPqGOE/ghevf7H9B2ojxOmzsLAw/P39L9FEEkuoXZnVu3DhAnPnzmX16tXcfPPNnbLPV199lb///e8tPp+bmytNan3yySdUVVVxww03sH79eoYMGdIpa5RpE3LAI9M+BEFgzZo1/Pjjj2zduhVBENi1axfJyclkZmYyceJE1Go1Y8aMsWo/TvMbuzjK3Rn2BKLGztChQ202hm0Nmvug+fj4oFKp2qxifDWrCHtCZ9RxRHOEWlMtQ3yHMMBrwBVf39yiQOyNgobSXUxMTIf6f9YeW8uvRb/i5dzQ91NjqmGg90BWjl3Z7m3aAoPBQGpq6mWnz8QysyiaKZZQAwICOrVZXQx23njjDaZMmdJp+5XpccgBT1cyf/58vvzyS1588UVeeukl6fFdu3bx7LPPSvX0FStWcO+993bdQi/D22+/zenTp3nvvfcu6bGpra1l7969JCUl8d///pcxY8agVqsZP368VcXjxF/sGo0GnU4njeD6+vpa/eZcVlZGVlZWqzV27AXxxq7RaNr0i72tVhHdGbE3Kicnh7KyMry8vAgKCupQCTWtJI1XDr+Cg8IBBQqMFiOPRz/OhD4TrLz69lNfX8+xY8eIiIjA39//qq9v7IVmMpna7GDeHsRgZ82aNUyePNkm+5C5ZpADnq5i9+7dkipo44Dn6NGjxMfHYzKZ8Pb2prKyEoBvvvmGmTNndtVyL0Gv19OrV6+rXuiMRiO//fYbiYmJ/PrrrwwfPpyEhASmTp1q1cDBYrFQVlaGRqOhsrISLy8vady9oxkmcTKpvRo79kLjxvDS0tIWJ3U6ahXRHSkoKECr1RIdHY3BYGjSGyWWB9sqmnno4iG+Pvs1JouJmQNmMrnPZLvJktXV1XHs2LF2j9o3/7HRUnmwIxQVFTF37lzeeustJk2aZJVtylzTyAFPV1BTU8Pw4cPJy8sDmgY8d999N59//jmLFi3i008/ZcWKFbz22mvceOON/Pbbb123aCtgsVg4fPgwiYmJ7N27l9DQUGnc3Zr6JoIgUFlZKd3Y3d3dpXH3tvYhnDt3jtLSUqKiouxqMskaiJM6Wq1WsgLx9vYmKyvL7gX2rElubi5VVVWXbcgWBSG1Wi16vb6JkF97buzpZelsztyM3qTnpt43cdvA26ymF9RaamtrOX78uNUUslsqD3ZEOqGwsJB58+bJwY6MNZEDnq7gqaee4s0338TFxYX6+vomAU9wcDDFxcV899133HLLLWRmZjJkyBCUSiU6na7bei41R3RfTkxM5Ntvv8XT0xO1Wo1arSYoKMiqBqc6nU4adxezGiqV6oo9GqLGjtFoZNiwYXY1rWILDAYD58+fJy8vDxcXF4KCgjqtN6qrEASBM2fOUF9f36r3WMwiarVaKioq8PT0lIT8WhMMn6s+x9/2/w0FChwVjtSYa7hz4J3MHzTfWod0VUQRxaFDh9pEHE80FBZH3tsjCyAGO2+//TYTJ0602tqmT5/Od999xyeffMLixYulx1etWsWGDRvQarXExsaydu1arr/+eqvtV8ZukAOezubYsWOMHj2aiIgIRo0axeeffy4FPNXV1ZK42cmTJxk+fDh6vV7SABEf62mIY8/iuLvFYmHmzJmo1WrCw8OtesOtqamRJr7Ei7FKpWoSSIrNum5ubkRERPTYG35jGltFuLq6NilX+Pr6olKp7G5MuSOI02eCIDBkyJA2v8eNhfyuVB5szLaz29iSuQV/14Z+GYPZgLODM/836f86fDytQa/Xk5aW1qkiio1lAQwGg5Qha8lW5vz588ybN4+1a9cyYYL1+p3WrVvH0qVLAZoEPOLjCoUCT09Pqqqq8PLyIiMj45op515DtPgl7xlXtU5k06ZNKBSKFv8tXLgQi8XCQw89hNls5v33378kwyC67wLSr6HGN+LGz/ckFAoFAwcO5KmnnuLXX3/l66+/xtfXl6eeeoqJEyeycuVKTp48icVi6fC+evXqxYABA4iLi2PkyJE4ODiQnp7OoUOHOHv2LBUVFRw9ehRfX18GDRp0TQQ7paWlpKenExMTg4eHB46OjgQFBTFy5Eji4+MJDAykuLiYgwcPcvLkScnstLsi2p84ODi0K9iBhs+st7c3ERERxMfHM3jwYEwmEydOnODw4cPk5uai1+ub/I2zsun33SyYcXHsnJ4wnU5HWloaI0aM6FTFaBcXF/r27UtsbCyjR4/G29ubwsJCDhw4wOnTp8nMzESn0wENwc78+fNZt26d1YKd4uJi/t//+39SsNMYQRBYvXo1AB999BGlpaVMmDCBqqoq3nvvPavsX6Z70LOaFeyEd999l8OHD7No0SImTZrEp59+2qa/v0rWrUegUCjo3bs3jzzyCI888gjl5eXs3LmTVatWcfbsWSZNmkRCQgKjR4/ucDOyeDHu27cvRqORCxcukJqaipOTE3V1dVLzc08Oeq5mFaFUKvH398ff31/Kamg0Gs6ePYurq6uU1ehKm4m2YLFYOHHiBF5eXoSFhVltu2IgPWDAAEk6ITs7W9JECgwMZFzwOHbk7qC0vlTSC1owaIHV1tASopxCZxq9Xg5R1FClUkl9dl999RXr169HpVKh1WpZs2YN48ePt9o+H374YbZt20Z0dDQFBQWUlZVJz2VmZlJYWIhSqWTBggU4OjqyYMECfvnlF/bt28err75qtXXI2DdySauNGAwGyTjuclRVVTF8+HCcnZ3JyMggMDCQxYsX8+mnn162pHXq1CmGDRuGTqeTTOp6akmrtdTU1PD999+TlJREamoq48aNY/bs2dx4440dtp8QPZOGDBmCl5dXEx0bX19fady9p5R0oONWEaIaduNejeblQXtCNMUMDAzsNAdwURNJq9VSVVWF0l1JhiUDXOD64OsZ6jvUpvsX7TGioqLsVk4hPz+fxYsXExsby+nTpxEEQbKvaW8GTuSee+6hd+/evPTSSwwbNoxz585JJa2dO3eSkJBAQEAAWq0WaJAEmTVrVpMQchmrAAAgAElEQVTHZHoMcg9PZ7Fp0ybuu+++Fp/v378/eXl5BAQEUFpayp49e5g6dSoZGRkMHTq0xzUtdxSDwcDPP/9MUlISKSkpxMTEoFarmTJlSputAMrLy8nIyLjsL2CLxdJEedbT0xOVSnVVx2l7xhZWEfX19VJvlNFolAQh2zrKbStEOxDRSbwrEI1gxWkmNzc3aZrJFhmyyspK0tPT222P0Rnk5+czf/58NmzYwI033gg0GHbu2rWL3bt38+mnn3bITsZsNkvf0wEDBjQJeLZs2cLChQvp168f586dA+DHH39kypQpODs7U19f3/EDlLEnWrwQySUtK+Pu7k6fPn2aPFZeXk5NTQ2enp5Sg9zEiRNJTExk8+bNTJkyhS1btgAQHx8vBzuNcHZ2Ztq0aUybNg2z2cz+/ftJSkpi5cqVDBw4kFmzZjF9+vSrTqIUFxdz7tw5YmNjL3thvVJJx83NTRp3t0eD08vR2CoiKirKasGIi4sLoaGhhIaGYjQaKS0tlfpY/Pz8pKbnrgh+ROuE/v37ExQU1On7F1EoFPj6+uLr69tkmunYsWM4ODhIQaI1vucVFRVkZGQQHR1tt9eNc+fOcdddd/Hee+9xww03SI+L2e/Gk1Ttpb0/Sq6F9gGZ/yFneDqB5iUtgIMHD3LjjTdiMpnw8PCQGvq2bdvG7Nmzu3C13QOLxUJaWhqJiYl89913+Pn5oVarmTlzJiqVqskNNzU1VbrxtzVgEW9YYklHlN1XqVR2K07YFVYRthSEbA2i95m96wrV1dVJlilGo1ESO2yPLIBofBoTE2MXZruXQwx23n//fcaNG9cp+2ye4dmxYwezZ88mMDAQjUYDNAi8qtVquaTVM5EzPPZGfHw8O3fu5NlnnyU9PZ2BAwfy3HPPycFOK1EqlcTExBATE8Mrr7zCmTNnSEpKYuHChTg4ODBz5kxmzZrFmjVr0Ol0fPLJJ+0q6SgUCjw8PPDw8CA8PFxyLj9x4oQk4qdSqeymlCD2r3S2VYRSqSQgIICAgIAmgpA5OTk2z5CJAnvtVRPuTFxdXaUGelHF+Ny5c5IsQGt7yETj09jYWLsNvPPy8liwYAEbN25kzJgxXbaO8PBwoOGc1dXV4erqyvnz5wGIiIjosnXJdD5yhkemRyEIAkVFRXz11VesWbOG4OBgZsyYQUJCgtVdwEVrAo1Gg8Fg6PJ+Fnu0imieIXNwcJCCRGtkJcQm9M7UnLEFzXvIruSFVlJSQk5ODrGxsXY7NdeVwU7zDI/FYiE4OBitVsuHH37I4sWLmTp1Kj///DPPPfccK1fal9GrTIeRm5Zlrh2qqqqYO3cuM2bMYOHChezYsYPk5GQKCgq4+eabUavVjBo1yqqTWCaTSSpV6PV6qVTRkvCatelOJR2x6dlsNktBoru7e5vPkziZ1NVj2NamsXt5SUkJTk5OkixAdXU1ubm5HXZ5tyW5ubncfffdfPDBB8THx3f6/psHPABvvfUWy5cvB5BaCDw8PEhPT6dv376dvkYZmyIHPDJXZu/evbzyyiukpaXh4eHBpEmTeOONN5pkCrqDu3tFRQW33nory5cvZ+7cuU2eq66uZvfu3SQlJXHq1CluuukmEhISGDdunFX9s8xms9TPUlVVhbe3t9TPYotxd71eL43aW8MzqbMwGo2SOm9tba3U9NyaIFFs1u3sySSTxcS+8/vIrcol1COUqaFTcXawbeAhllELCwupra2lX79+BAcHtytItDVnz57l7rvv5qOPPuoy24bLBTwAa9asYd26dRQXFxMTE8M777zD2LFju2SNMjZFDnhkWmb37t3MnDkTQRDw9PSkpqYGs9nMkCFDSE1NxdXVtdu4u1ssFtLT06+qY1RfX8++fftITk5m//79XHfddSQkJDBp0iSrNoCKI8oajYaysjI8PDykfhZrNPM2torozlmOtgSJpaWlZGdnd3qzriAIrD+xnv0X9uOodMRkMREdEM1fR/0VpcK2uk0XL17k/PnzDB8+XPo81dTUNAkSu1o7yh6CHRkZ5IBH5kpMnjyZn376icWLF/Pxxx9LKfPq6mq+/PJL5s6d26Pd3U0mEykpKSQnJ/PTTz8RGRnJ7NmzmTZtmiQGaQ3EUoXYz+Lq6ioFP+0pT4g3fnseSW4PFotFanoWXblFTaTy8nLy8vK6pKRTWlfK0l+X4u3ijVKhbGjOrq9k5biVhHrYTuCwqKiICxcuXCIcKQaJWq2WysrKLtWOysnJYeHChXz00UfExcV16r5lZJohT2nJtIwoePjAAw+gUCgIDw9nyJAhHD58mLNnzwINQl0Ad999N9CgbPraa6/xxx9/UFtb261vuI6OjkycOJGJEydisVhITU0lMTGRd955h6CgIBISEpgxY0aHe2MUCgVeXl54eXkREREhNfOK+ixtaea9mlVEd0apVDbRsdHpdGg0Gs6cOYPRaCQ8PLxL9FNMFlODZ16j66lCocBkMdlsn4WFhVIJpnkQI35mAgMDpck4rVbb6XYgZ86cYeHChXz88ceMHj3apvuSkekIcoZH5hLKy8sJDQ1Fr9fz+eefM3PmzGvW3T0jI4OkpCS++eYbXF1dmTVrFgkJCYSEhFi1f6Kurk6a+DKbzVLwczmbgI5aRXRHCgoK0Gq1REZGShYOgiA0aXq2NRbBwj8O/4PMikxcHV2pM9UR6hHKq2NexUlp/XH7goICSkpKiIqKanPGRhQ7FDVmxODH2ucpOzube+65h08++YTrrrvOqtuWkWkncknrWuVqVhd/+tOf2Lx5s/T/ZrOZO+64gx07dhAQEEBeXh4VFRXSJMPZs2cJCwvDYrFIF+E//vijxzf/CYJAfn4+ycnJbN++nbq6OmbMmIFarba627poSqnRaKirq2sy7p6bm2tVq4juQG5uLlVVVZccsygLoNVqJfNOlUplUyNYvVHP1jNbyanMob9Hf+6KvAsvZ+uPw+fn51NWVkZUVFSH3+f6+nrp81RfX2+185SVlcWiRYvkYEfG3pBLWjJXx2w2S2PcAOvXr8fd3Z2Kioor/t21IM+uUCjo378/TzzxBEuXLkWr1bJ9+3aef/55Ll68yNSpU0lISLDKDcrZ2VnygjKbzZSUlHDu3DlKS0txdnbusNFid0EQBHJycqirq7tsgOfs7EyfPn3o06ePdJ4KCgqorq7Gx8cHlUp1VRG/SkMlmeWZOCgcGO43HFfHK5cT3Z3cuX/o/VY5vpbIy8ujsrLSKp8laLADaXyeSktLpfPU3glCMdjZtGkTo0aN6vAaZWQ6AznD08O5mru7s7MzvXr1wmKxcPfdd7N161YAXn31VVasWAEgu7tfhcrKSr799luSkpLIzMxkwoQJJCQkMGbMGKs0j1osFk6dOoWrqyu+vr5dZt/QmYheYIIgtDnAs1gs0iSTKOInNvM2LgEW1xSz8r8rqTZWAxDcK5i/jf4bHk5dN+129uxZ9Ho9w4cPt3kGTzxPoslpr169WqWInZmZyb333mvTYGfVqlVs2LABrVZLbGwsa9eulSe/ZFqLXNKSuTKPPvoo7733HgAvv/wyf//735s8L7u7t466ujr27t1LYmIi//3vf4mPjychIYHx48e3ywKgJauIxvYNzW9W3b2vx2KxcPr0aVxcXIiIiOhQNqv5ZJyLiwsqlYrAwEA+yPiAVG0qfq5+AGhrtdwWfhu3hd9mrUNp0zrFbNbw4cM7PYPXkiJ2YGBgk++2GOx8+umnxMbG2mQt69atY+nSpSgUCjw9PamqqsLLy4uMjAy7URCXsWta/PJcG00AMlfk66+/loKdJ5988pJgBxrc3QE2b96MxWKR3d1bwNXVFbVazaZNm0hNTeVPf/oTe/bsYfz48dx///1s27YNvV7fqm0ZDAaOHj1K7969L/HFUigU+Pj4EBkZSXx8PGFhYej1eo4cOUJqairnz5/HYDDY4hBtisVi4cSJE7i7u1ulN0qcjIuIiGDMmDFERkZiNBo5fvw4WeezEIwCZrMZAEelI+X15dY4jDYhCAJnzpzBYDB0SbAD//OMCw8P5/rrr5fWcfr0aSZPnszy5cv5+uuvWbRoEf/+979tFuwIgsDq1asB+OijjygtLWXChAlUVVVJ1ygZmfYiZ3hkGDlyJCdPngQgKCioSYZg2bJlLFu2THZ37yAWi4XDhw+TmJjI3r17CQ0NZdasWcyYMQM/P79LXt8Rq4iamhrJvkGhUEgTX/YemHa28enXmV+TmJOIu+CO2WKmVlHLn4f9mYlhEzst6BAEgaysLCwWi932ZpWUlPDxxx+zefNmHBwcuOWWW7jtttu46aabrG4Ge7nM8caNG3n44YcZO3Ysf/zxh1X3J9MjkTM8MpenoKBACnYAiouLKSwslP5VVVUB/3N3j46OxmAwMHDgQD766CM52GklSqWS+Ph4Vq9ezdGjR1m5ciUXL17kzjvvJCEhgQ8++ICLFy8iCALHjh1j0aJFDB48uF3aP7169WLAgAHExcUxcuRIHBwcSE9P59ChQ5w9exadTmd3jeZGo5HU1FSCg4M7zeX9tkG3cWvYrVhcLTj0ckAdqsZf58+BAwfIyMigrKwMi8Vis/2LsgeA3QY7AFqtlsTERBITEzlx4gRqtZqkpCSuu+463nnnHavuKzs7GwA/Pz8pQBcnRMXnZGTai5zhkZHpQgRBIDc3Vxp3r66upry8nNWrVzNz5kyr3gSNRqM0nlxbW9spY9ytwWAwcOzYMfr3709QUFCn798iWFCgkM6BxWKRFIwrKipsomAsCAKnT5/G2dm5w31KtuT06dPcd999bNmyhaioqCbPiX1k1vRv27JlCwsXLqRfv36cO3cOaBA9nTJlCs7OztTX11ttXzI9FrlpWUbG3tmzZw9PPfUU8+fP59dff6WsrIxp06Yxe/Zshg0bZtWpHXE8WaPRtGmM29rYu8t7YwXj0tLSDtuBiNs8deoUbm5uhIeH23Wwc//997NlyxZGjhzZKfu8UsDj5OTULfvSZDodWYdHRsae+fLLL3nnnXfYt28fgYGBPP/885SXl/PNN9+watUqcnJymDx5Mmq1mri4uA5nGhwcHFCpVKhUqiZj3FlZWZ3myVRbW8vx48cZPHgwvr6+NttPRxCbw318fBg0aNBl7UCaTzJdCYvFwsmTJ6UGYXtFDHY+++wzRowY0Wn7FaUuamtrpcdEWQ1vb+9OW4dMz0Tu4ZHp1qxatYrQ0FBcXV0ZO3Yshw4d6uoltRnRvPT7778nMDBQetzX15d77rmHpKQk9u/fz/jx4/nkk08YO3YsTzzxBD/++KNVfvEqlUr8/PwYMmQIY8aMITQ0lMrKSg4fPszx48e5cOECRqOxw/tpjF6v59ixYwwdOtRug53L4e7uTlhY2CWTTGJ/VHV1dYv9UeIEmpeXl10HO6dOneqSYAeQzktpaSl1dXUAnD9/HoCIiIhOXYtMz0Muacl0W65VvQ6DwcDPP/9MUlISKSkpxMTEoFarmTJlCr169bLafpprszg6OkoTX+3RFBKpqqri1KlTjBw5UvJj6+407o+qqanBz88PlUqFj48PCoUCi8VCWloafn5+ndaU3R5OnjzJAw88wBdffNElYqIWi4Xg4GC0Wi0ffvghixcvZurUqfz8888899xzrFy5stPXJNPtkHt4ZHoWgiAQGhpKYWEh//rXv1i0aBE333wzv/zyCytWrODVV1/t6iV2Cmazmf3795OcnMwPP/xAeHg4arWa6dOnW70EUFtbKxmcCoIgBT9tCbIqKirIyMggKirKqsGZPWE2m6Wm58rKSjw9PdHr9QQHB9O/f/+uXl6LdHWwI/LWW2+xfPlyAEkCw8PDg/T0dGliS0bmCshj6TI9i8zMTAoLC1EqlSxYsABHR0cWLFgAwL59+7p4dZ2Hg4MDN954I2+++Sapqam8+OKL5OXlkZCQwO23387HH39McXGxVcbQ3dzc6NevH6NHjyY6OhonJycyMzM5ePAgOTk5VyznQEOZIiMjg5iYmB4b7ABSb8+wYcOIi4tDp9Ph6OhIUVGRzUqEHeXEiRM8+OCDbN26tcttYpYtW8Ybb7xBaGgoBoOB66+/nj179nRqsDNxYoMWU+N/vXr1Ijo6mvXr1zd5rdFoZN26dcTFxeHl5UVgYCCTJ0/m22+/vWS7f/zxB5MmTcLHx4eQkBAWLVpEcXFxZx3WNY+c4ZHpluzcuZOEhAQCAgLQarUA7Nq1i1mzZjV57FpFVO9NSkpix44dODg4MHPmTGbPnk1oaKhVJ4NMJpNUztHr9ZeUcwA0Gg15eXnExMS0e7qpu2EymTh+/DghISH07t0bQRDQ6XRotVrJvkG0uXB1vbJpqS1JS0vjoYceYuvWrQwdOrTL1mFPTJw4EZPJxJo1a6THdDodmzZtYsuWLbz77rssWbKEqqoqbrnlFk6fPs3SpUu54YYbMBqNfPHFF2zZsoW33nqLJ598EoD09HRGjRrF1KlTeeSRRygvL+eFF17A09OTw4cPW13E8RpGLmnJ9CxkvY7WIwgCRUVFJCcns23bNqqqqpg+fTpqtZqhQ4daNfixWCyUlpZK5Rxvb28cHR2pqKggNjb2mrmoG41Gjh07RmhoKMHBwZd9jVgi1Gq1mM1maeKrM/uaxGDnyy+/ZMiQIZ22X3tn4sSJeHh48M033zR53GKxMGzYMKBBFfr+++9n69at/P7778TExDR57SOPPMKHH35IdnY2YWFhPProo+zevZvMzEzpe3D48GGuv/56du3axYwZMzrn4Ho+8li6zLWDvakIdzUKhYI+ffqwZMkSlixZQmlpKTt27ODVV18lPz+fKVOmkJCQwKhRozqswaNUKqUbt2ibUFxcjKOjIxkZGZd1Le9piMFO//79UalULb5OLBH269cPg8FASUkJZ86coa6uDn9/fwIDA/H29raZTs/x48f585//LAc7bUCpVBIdHc2OHTvQaDT8+9//5tFHH70k2AF44YUXcHZ2lsbqhw8fzrBhw5oE/YMHDwYgNze3cw7gGqfnXnVkejSyXkf78ff357777uO+++6jurqa3bt38/7773Py5EluvPFGZs+ezbhx4zoclJw7d47a2lrGjRuHUqmUXMvz8vJwdnYmKCioQwJ+9oioGh0WFtZEYuBqODs7ExISQkhIiCQKef78edLT0/H29kalUuHn52c1Uchjx47x8MMP89VXX0k3XZnWIWZs9u3bh9lsbjEzExISwtq1a6X//8tf/nLJa3bu3AkgB5ydhBzwyHRLmut1uLq6ynod7cDT05N58+Yxb9486uvr+fHHH0lMTGT58uWMHj2ahIQEJk2a1KYeE0EQyMnJoba2lqioKOkm7eXlJTmXi+Pux48fl7JCKpWqS3tZOorBYCA1NbXDqtGXE4XUarVkZ2fj7u4uKT23NyBNTU3lkUcekYOdqyAIAiaTSfrvCxcu8P7775Oamsrbb78tXW/aO3lXUFDAU089xejRo5k8ebLV1i3TMvKUlky3ZNiwYQQGBmKxWNi8eTMmk4mtW7cCMGnSpC5eXffExcWF6dOn8+GHH3L8+HHuv/9+fv31VyZMmMCiRYtITEykurr6itsQBIHMzEyMRiMjRoxoMSMhCvjFxcVJAn6nTp3i0KFD5ObmotfrbXGINqO+vp7U1FQGDRpkVYsMURRy8ODBjBkzhgEDBqDX6zly5AhHjx7l/PnzbepXE4Odr7/+2qbBztatW1EoFEycOPGS5w4cOMCYMWNwdXWlX79+rF692mbr6AjffvstTk5OODk54ezsTP/+/Vm7di1PPvkkS5YskVTI22MwW1BQwJQpU7BYLHzxxRd2ay/S05CblmW6LbJeR+dgsVhITU0lMTGR77//nqCgINRqNTNnzsTf31+6WBsMBlJSUggNDW23IabRaJS0furq6ggICCAwMLDLDU6vRF1dHceOHet0i4yamhqp6VnURQoMDMTd3f2yrz969CiPPvooX3/9NYMGDbLZurKzs7npppsoLi5mwoQJ/Pzzz9JzhYWFDB06lOrqary8vCQpg/Xr1/Poo4/abE1tZeLEiZjNZt5++22goQ9OtAMRe3ASExOZM2cOu3fv5tZbb73sds6fP3/JtejkyZNMnz4do9HInj17LjFllekwsg6PTM/DHvQ6rgWUSiXXXXcdK1eu5L///S9vvvkmZWVl3HXXXcyaNYv33nuPnJwc7rjjDg4cONAh928nJydCQkKIiYkhLi4OT09PCgoKOHDgABkZGZSVlbXrF7WtqK2t5dixYwwZMqTTLTJ69epF//79m+giZWVlceDAAc6cOUNOTo50ro4cOWLzYMdsNrNp0ybi4+Nb1JbZsGED1dXVTJo0idLSUj744AOgwSLG3oYNvL29GT16NKNHj+a6665j8ODBTRqOJ0+ejKOjI999991l//7ixYsMGDCgiQjqwYMHGT9+PA4ODvz2229ysNPJyBkeGRmZdiEIAvn5+Xz55ZesWbOGQYMGMW3aNBISEhg0aJDVx93Ly8vRaDRUVFTg5eUlNfLa0uD0StTU1JCWlsbQoUPtqlHeZDJRWlrKa6+9xk8//cSIESM4efIk33zzjU11drZv385tt92Gm5sb0dHRHDhw4JIMz5gxYzh48CD/93//x5///Gdqa2vx8PDAYrGQmZlJZGSkzdbXFloaS2/O/fffzxdffMGhQ4cu8R178MEH+eSTT8jIyGDQoEHk5eUxatQogoKC2LdvHyEhIbY8hGsZeSxdRkbGuigUCnx9fdm9ezevv/46M2fOZPv27Tz//PNcuHCBqVOnMnv27CaNy+1FqVTi7++Pv78/giBQWVmJRqMhJyeHXr16dbiRt63o9XrS0tIYMWKENDFoLzg6OhIUFMS6devYv38/zz//PGPHjmX+/PnExMRw++23M23atBZLXx1h6tSpvPHGGyQnJ3PgwIFLns/OzgaQsrBubm74+flRUlJCdna23QQ8reX111/n4MGD3HTTTTzxxBPccMMNVFZW8umnn7Jz507Wr18vZdSWLl1KVVUVGzZsID8/n/z8fGk7/fv379H+f/aCXNKSkbERdXV1/OMf/yAyMhJ3d3eGDx/O2rVrpTKDyWTiqaeeIigoCDc3N6ZNmybdELoDFRUVTJ8+nUcffZTFixcTGBjIgw8+yK5du/jpp5+IiYnh7bffZty4cTzzzDP8/vvvmM3mDu9XoVDg4+NDZGQk8fHxhIWFXdLIaw0X+ZbQ6XSkpaUxcuRIuwt2GnP48GGWLVvGli1b2Lx5M8eOHeOxxx7j8OHD3HPPPW3a1qZNmy6xWmj8b+HChcyaNYs9e/YQHR3d4naqqqoAmliLuLm5NXmuOxEYGEhKSgpLlizhyy+/5Pbbb+fhhx+mpqaGPXv2SH1JRqORb7/9FrPZzN13383YsWOb/NuyZUsXH8m1gZzhkZGxEffddx9ffPEFAD4+Ppw+fZonnniCiooKXnzxRZ5++mnefvttHBwccHNzY+/evUydOpXTp093C68pDw8P3nnnHeLi4i55ztvbmwULFrBgwQLq6urYu3cvW7Zs4cknnyQ+Ph61Ws2ECRM65LoODcGPp6cnnp6eDBw4kJqaGmncXaFQSOPu4k21o1RXV3Py5EmioqJskiGxFocOHWLp0qUkJydLEg5KpZK4uLjLvl/WoKOlRXvq4Wlchrsavr6+vPrqq1c0LHZycrI7/7RrETnDIyNjA/Lz86Vg58cff6S8vJw33ngDgDVr1lBdXc17770HwJ49eyguLiYyMpJz587x+eefd9m624Kjo2Orbp6urq6o1Wo2bdpEamoqf/rTn/jhhx8YP348999/P8nJyeh0OqusqVevXgwYMIC4uDhGjhyJg4MD6enpHDp0iLNnz6LT6dp9Y62qquLUqVPdIth54okn2LZtmxTsdJS7776b8vLyFv+JzcdXQxYMlelK5IBHRsYGVFZWMmfOHGbMmCHpAomKrDqdjqSkJOrr6wkODmby5Mn06tWLO+64A+jZbu9OTk5MnjyZ9evXc/z4cZ588knS0tK45ZZbuOuuu9i8eTNlZWVW2ZeLiwt9+/Zl1KhRxMbG4ubmRk5ODgcPHiQ7O5uKiopWBz+VlZWcPn2a6Ohouw52Dh48KAU7YWFhVtuus7MzPj4+Lf5rbUZSDMAKCwuBhmBHfL9lwVAZWyOXtGRkbMDIkSP56quvmjyWkpICNIjuif0KjUfoxf/uTn08HUGpVBIfH098fDyrVq3i1KlTJCUlMWfOHNzd3VGr1ajVaoKDgzs88eXk5ETv3r3p3bu3ZN1QWFhIeno6Pj4+qFQqfH19L9tcXVFRQUZGBtHR0VYrjdmCAwcOsGzZMrZt28aAAQO6ejmXZeLEiRw5coTPP/+ce++9l88//xxBEOjTp0+3a1iW6X7IAY+MTCeQmZnJc889B8A999zT45o3O4pCoWDEiBGMGDGCF154gdzcXJKTk7nvvvswm83MnDkTtVpNeHh4h4Ofy1k3aDQasrKy8PT0lAxOHRwcKCsrIysri5iYGLu2vdi/fz/Lly9n+/bt7bY66Awee+wxPvjgA3766Sf8/PykctZf//pXuxWWlOk5yCUtGRkbk52dzZQpUygrK6NPnz689tprV3y9PTVvdgUKhYLw8HCWL1/OL7/8QmJiIn5+fjz11FNMmDCB1157jRMnTlhFgFC0bhgyZAhjxowhNDSUyspKDh8+zKFDhzh16hQjRoyw62Dnjz/+6BbBDjSMX+/bt49x48ZhMpkICQnhtddeY+nSpV29NJlrAFl4UEbGhmRnZzNx4kSKiorw8/Pjp59+IioqinXr1rF06VLi4uI4dOgQAOvXr+exxx5j9OjRHD58uItXbp+Ul5fzzTffkJycTE5ODpMnT0atVhMXF2dVAUJRFyYgIIDy8nIcHR2lia+OTpZZkz/++IOnnnqKHTt20K9fv6ro0nwAABErSURBVK5ejoyMPSALD8rIdDZarZZp06ZJwc4PP/wgSck3b94EZLf3VuDr68s999zDPffcQ01NDd9//z2ffPIJjz/+OGPHjmX27NnceOONODs7t3sfGo2GvLw8rrvuOmk7tbW1aLVaTp48icVikYKfrpQP+P3333n66afZuXMnoaGhXbYOGZnugpzhkZGxEbNmzWLXrl04OzuTkpLSZIS7vLwclUqFyWRi7969jBs3jlGjRpGZmcnGjRt56KGHunDl3Q+DwcDPP/9MUlISKSkpREdHk5CQwJQpU9oUlBQXF5Ofn09MTEwT36Tm+xINTg0GAwEBAahUKjw8PDqtDyUlJYVnnnmGHTt2yMGOjExTWvwSygGPjIwNOHLkCKNHjwYaRnoDAwObPH/gwAFWr17Nu+++CzRMbun1evr06UNmZqZdjz7bO2azmQMHDpCUlMQPP/xAeHg4arWaW2+9FR8fnxb/7sKFCxQWFhITE9NqiwqTyURJSQkajQa9Xo+fnx8qlQofHx+bBT+//fYbzz77rBzsyMhcHrmkJSPTmXz77bfSfxsMhialK2i4Ub711lv8f+3deVBV9fvA8feFC8IVRUCWxEQtlnFJCwsncQEUTQTLypUaHZ0Wt5RM1NDiq41iFqGmjmPjMjYgIiGImSwp6FgZwuSSYKUYiIaAiBdDuZzfHwwn+RHmAiKX5zVzZs7c87mX5wz/POdzPp/n0el0bN26levXr+Pn58f69esl2XlIpqamDBo0iEGDBlFTU8PJkyfZs2cPY8eOxdbWlsDAQAICAnBwcFCTktjYWLp168aAAQPuqx+XVqvFyckJJycnampqKCkpoaioiLNnz2Jtba02OH3YXmJ1MjIyWLx4MUlJSfVKGggh/pvM8Agh2gRFUfjtt9+Ij48nKSkJExMTRo8eTXl5Oenp6SQmJjZZbyxFUdTt7qWlpVhZWanb3R+0wWlGRgZLliwhMTFRkh0hGtfoDI9sSxdCtAkajQZXV1dCQ0PJzMwkOjqaEydOqI0bN2zYwJkzZ5qkLEBdJ3l3d3cGDhyIi4sLFRUVZGVlkZ2dTWFh4X01OK1LdpprZiclJYXBgwdjbW2Ns7MzwcHBFBUV1RuTnJxM3759adeuHa6urmzfvr3J4xCiOckMjxCiTYqMjCQjI4OYmBhu3LhBUlIS33zzDfn5+QwfPpygoCCee+65JnsdVUev11NcXExxcTEmJibqjq/Gav0cPnyYsLAwkpKS6NKlS5PGAvDtt98SEBCAoih06NCByspKDAYDHh4eZGdnY2FhwYkTJ/Dy8qK6uhpra2vKy8sB2LdvHwEBAU0ekxAPQWZ4hBD37/Lly+oC3AsXLgC1648WLFiAo6MjlpaW+Pv7t7p2GJs2beLYsWPExsbSrl077OzsmDp1Knv37uXIkSN4eXmxadMmBg4cyPvvv09GRgbV1dVN8rfbt2+vNjjt3bs3Go2G06dP89NPP3H+/Hny8/PVsYcOHWrWZAfg008/RVEUpk6dSnl5uVpx+uzZsyQlJQG1DW+rq6t58803uXbtGh9++CEAq1atapaYhGgOMsMjhGjU+PHj1Z5g58+fp3v37oSEhBAZGYmpqSmWlpbcuHEDFxcXzpw506J1ae5HUVER9vb2/7mepqqqivT0dOLj4zl27Bienp4EBgbi6+vb5NWXb9++TXFxMQsWLFAblZ48eZL09PRmS3YAZs2aRW5uLh9//DHe3t4AvPDCCxw/fpxVq1YRGhqKk5MTV65c4cCBA4wcOZLc3Fw8PDwwMTHhxo0bj3WPMdHmyLZ0IcT92b9/f73XFefPn8fOzg57e3uqqqpIS0tj4MCBPPvss+Tl5bFlyxamT5/eghE3r+rqao4ePUp8fDzff/89bm5uBAYGMnLkSDp27Nikfys5OZnVq1fj4uLCuXPnGDp0KOPGjcPb2/uBFz3fq7KyMp588kn0ej3R0dEEBASo93fq1Cl69+6NXq/Hysqq3mdCPCbklZYQ4t7p9XpmzpzZoI3C0aNHqaqqwsnJCV9fX3Q6HePGjQMgLS2tJUJ9ZLRaLUOHDiUqKoqcnBwWL15MXl4eAQEBvPrqq2zfvp3i4uKHXvScnp5OREQEiYmJxMXFcfz4ccaMGcOuXbuYOnXqff3Wtm3b0Gg0jR7BwcH1xhsMBqZOnYper6dz584EBgbWa2ZbN4N354xOW2x2K1onqcMjhGhg2bJl5OfnEx4ezkcffaR+XrdW586dQnXnrW0dz8MwMTHB09MTT09PVqxYQW5uLvHx8UyaNAlzc3PGjBlDUFAQzs7O91WAMC0tjfDwcPbt24eTkxNQW7jS398ff3//5rodoDbZCQ4OJjExEUCtCXXt2rW7fq+tN7sVrYfM8Agh6snOziYqKgo3NzdCQ0PrXat7mr9zrU7d035bfdLXaDR4eHiwZMkSjh49yo4dOzAzM+Ptt9/Gz8+PNWvWkJub+5+JQWpqKv/73/9ITk5Wk52HNXnyZMrKyho9Nm/eDEBNTQ1TpkwhJiYGgOXLlzNhwgSAeq/rbt68CUBlZaX6mbW1dZPEKkRzkxkeIYTKYDDw1ltvYTAY2Lhx4311Bpcn/drkp1u3brz33nvMnTuXq1evsnfvXsLCwigqKmLEiBEEBQXRr1+/etvdU1JSWLFiBfv27cPR0bHJ4jE3N7+nRqpz5sxh165dAISHhxMWFqZe69ChA3Z2dpSUlFBYWEivXr3URrcmJiZqI1whHncywyOEUK1bt46ff/6Z4OBgfH19G1yvq0Rc96QP/zzty5N+fRqNBnt7e2bMmEFycjKHDh2if//+REVF8eKLLxIaGsqRI0c4cOBAsyQ79youLo4NGzYAMH/+fJYtW9ZgzLBhwwDYuXMnNTU1arFGLy8v2aElWg3ZpSWEUA0bNozDhw83et3T05OsrCy6dOmi9gdbtGgRERERTJw4kejo6EcVaqv2999/k5KSwq5du0hPTycnJwcHB4cWiaVv376cOnUKAEdHx3q7wEJCQggJCeHHH3/E29ub6upqrKysuHHjBgAJCQmMHTu2ReIWohGyS0sI8d/s7e1xdnaud9RxcnJi0qRJaLVaLl26RGpqKpWVlSQkJADg4+PTUmG3OhYWFgQGBrJz504KCwtbLNn5888/1WQH4MqVKxQWFqpH3bosLy8vkpKS6NevH7du3eKpp55iy5YtkuyIVkVmeIQQd1W3y6iu8ODcuXNZt24dUFs1WK/X4+zsTG5urnR6F0K0NJnhEUI0jc8//5zQ0FAcHBwwGAz4+fmRmpoqyY4Q4rEmMzxCCCGEMBYywyOEEEKItksSHiGEEEIYPUl4RKs3bNiwBj2CdDod/fr1Y/369fXG3r59m7Vr1/L888/TsWNH7O3t8fX1Zf/+/Y3+fkVFBS4uLsTFxTX3rYgmkJmZyeDBg9HpdHTt2pVFixZx+/ZtoLYB6IIFC3B0dMTS0hJ/f/821RJDiLZMEh5hFAYNGsSxY8fUIzExkb59+zJnzhw16bl+/TpDhgxh6dKlvPTSS+zevZutW7fSpUsXAgICiIyMbPC7FRUVjB07losXLz7qWxIPICMjg+HDh3PkyBG0Wi1FRUVERESolYMXLlzIZ599RklJCVqtlpSUFEaMGFGvVUJrEh0dTf/+/bG0tKRnz54sXLiwwb388MMPDBw4EAsLC7p168bq1atbKFohWpiiKHc7hHjsDR06VAkICGjwucFgUNzd3RV3d3dFURRl2rRpik6nU7KzsxuMfeeddxRTU1Pljz/+UD87dOiQ4uHhodjY2CiAsnv37ua7CdEkPD09FUCZM2eOUlNTo+zdu1cBFFdXV+X69etKu3btFEBJS0tT9Hq94ubmpgDKli1bWjr0+7Znzx6F2o0lio2NjaLRaBRAeeWVV9QxBQUFSocOHRRA6dixozpm/fr1LRi5EM2q0ZxGZniE0TIxMaFfv37k5+fz119/sWPHDmbMmEH//v0bjF26dCmzZs2q93T88ssv07dvXw4cOPAowxYPqKCggKysLADmzZuHRqMhMDCQyspK8vLyOHr0KFVVVTg5OeHr64tOp2PcuHFAbZfy1iY2NhaNRsMnn3xCaWmp2uU8ISGB8vJyAL788ksqKirw8fGhpKREbRa6atUq6X0m2hxJeIRRO3fuHD169CAtLQ2DwcDo0aP/dVyXLl2Iioqid+/e6meZmZnExsa2WBVccX9Onz6tnn/33Xc4OjpiZ2fHsmXLMBgM6lqdrl27quPqzlvjOp6YmBj0ej0ffPABAPn5+QB06tRJ7W+Vnp4OwIQJE9BqtUyZMgUTExMKCgpa5T0L8TCkW7owCoqiUF1drZ4XFRWxceNGsrOziYyMVLs7u7i43PNv9unTp1liFc2jtLRUPZ81axZWVlZUVFSwZs0aLCwssLCwAECn06nj6hKDuhYKrY2lpSUGgwFbW1vKysqwtbXl66+/Vjuk//8kz9LSEltbW65evcq5c+dwc3NrsdiFeNRkhkcYhf3792NmZoaZmRnm5ua4uLgQFRXF/PnzmT17NqampgDU1NS0cKSiudz5vw0JCeH69evs3r0bgDVr1tz1u4/b651t27Y12Hl45xEcHKyOLSoqoqysDKhtA/L777+r1+oSOWNK8oR4UDLDI4yCt7e3ustKo9FgZWVFz549MTMzA/6Z2bl48SK9evX6198oKCio97pDtC7W1tbq+bRp0wB47bXXsLa2pry8nA4dOgBw8+ZNdVzdmq07v9va2NvbU1paSk5ODqNGjWL27Nn06dOHoUOH3vV7j1uSJ0RzkxkeYRSsra0ZMGAAAwYMwNPTE3d3dzXZAfD19UWr1Ta6APny5ct0796d5cuXP6qQRRNzd3dXz/V6vXqu1dY+19XNaBQWFqrX6l51Pv30048ixHs2efJkysrKGj3qFh8DtGvXDhsbG3x8fBg5ciSAuoDZWJM8IR6EJDyiTbCxseGNN95g8+bNnDp1qsH1sLAwFEVh4sSJLRCdaAqurq5q4hIZGYnBYODgwYOUlJSg0+mYPn06Wq2WS5cukZqaSmVlJQkJCQD4+Pi0ZOgNmJub06lTp0YPnU7H0qVLef3118nLy2vw/aqqKgB69uwJ/JPkVVZWqmudHrckT4jmJgmPaDMiIiLo0aMHgwcPJjw8nNTUVPbs2UNQUBBfffUVa9euxdXVtaXDFA8hIiICjUZDTEwMnTp1YtSoUUBtwcEnnniCd999F4ARI0bg4OBAbm4uzs7OTJkypSXDfiCZmZnExcWxcuVKampq+OWXX0hJSQFgyJAhQG0VcqgtUHjr1i2io6NRFAVnZ2dZsCzanrsV6Xm0tYKEeDCNFR78N6WlpUpYWJjSq1cvxcrKSuncubPi5+enHDx4sNHvnD9/XgoPtiLx8fHKM888o5ibmyvdu3dX1qxZo9TU1CiKoii3b99WQkNDFQcHB8XCwkLx8/NTfv311xaO+MFkZmYqpqamCqBYWVmpRQW9vb2V6upqRVEU5cKFC2rhwfbt26tjvvjiixaOXohm02hOo1HuvnBNVrUJIcRj6tChQyxdupScnBx0Oh3jx49n5cqVWFlZqWOOHz/OvHnzyMrKonPnzsycOZMlS5a0YNRCNCtNoxck4RFCCCGEkWg04ZE1PEIIIYQwepLwCCGEEMLoScIjhBBCCKMnCY8QQgghjJ4kPEIIIYQwepLwCCGEEMLoScIjhBBCCKMnCY8QQgghjJ4kPEIIIYQwepLwCCGEEMLoScIjhBBCCKMnCY8QQgghjJ4kPEIIIYQwetr/uN5o11EhhBBCiNZCZniEEEIIYfQk4RFCCCGE0ZOERwghhBBGTxIeIYQQQhg9SXiEEEIIYfQk4RFCCCGE0fs/VvsSYIN+p/0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "pca = PCA(n_components=3, svd_solver='full')\n",
    "final=pca.fit_transform(np.transpose(pca_props))\n",
    "#seq_PCA = aims.gen_tcr_matrix(np.array(seq_final),key = AA_num_key, giveSize = mat_size)\n",
    "#final = pca.fit_transform(seq_PCA)\n",
    "print(pca.explained_variance_ratio_)\n",
    "\n",
    "from mpl_toolkits import mplot3d\n",
    "fig3d = pl.figure(figsize = (10, 10))\n",
    "ax3d = fig3d.add_subplot(111, projection='3d')\n",
    "\n",
    "# Alright plot this in an intelligent way\n",
    "transform_pca = pandas.DataFrame(np.transpose(final),columns = seq_MIf.columns)\n",
    "for i in np.arange(len(seqNameF)):\n",
    "    index = [column for column in transform_pca.columns if seqNameF[i][0] in column]\n",
    "    plotThis = np.array(transform_pca[index])\n",
    "    # Specifically plot the first 5 properties here... Make sure that I \n",
    "    # have some way soon to actually select these...\n",
    "    ax3d.scatter(plotThis[0], plotThis[1], plotThis[2])\n",
    "\n",
    "ax3d.set_xlabel('PC1',labelpad=20)\n",
    "ax3d.set_ylabel('PC2',labelpad=20)\n",
    "ax3d.set_zlabel('PC3',labelpad=10)\n",
    "#pl.savefig('PCA_parsedata_3D.pdf',DPI=500,format='pdf')\n",
    "pl.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'PC2')"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = pl.figure(figsize = (10, 10))\n",
    "for i in np.arange(len(seqNameF)):\n",
    "    #if i == 2:\n",
    "    #    continue\n",
    "    index = [column for column in transform_pca.columns if seqNameF[i][0] in column]\n",
    "    plotThis = np.array(transform_pca[index])\n",
    "    # Specifically plot the first 5 properties here... Make sure that I \n",
    "    # have some way soon to actually select these...\n",
    "    pl.scatter(plotThis[0], plotThis[1])\n",
    "    \n",
    "pl.xlabel('PC1')\n",
    "pl.ylabel('PC2')\n",
    "#pl.savefig('PCA_2Dparse.pdf',DPI=500,format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1a1b38a9e8>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "comps1=pca.components_[0]\n",
    "comps2=pca.components_[1]\n",
    "comps3=pca.components_[2]\n",
    "\n",
    "fig, ax = pl.subplots(1, 1,squeeze=False,figsize=(14,8))\n",
    "pl.plot(comps1)\n",
    "pl.plot(comps2)\n",
    "pl.plot(comps3)\n",
    "pl.xlabel('PCA Property')\n",
    "pl.ylabel('PCA Component Weight (AU)')\n",
    "pl.legend(['PCA Component 1','PCA Component 2','PCA Component 3'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Normalized Hydrophobicity')"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#pos_sens=aims.gen_dset_props(np.array(np.transpose(seq_MIf)),stdev=False)\n",
    "fig, ax = pl.subplots(2, 1,squeeze=False,figsize=(14,10))\n",
    "for i in np.arange(len(labels)):\n",
    "    index = [column for column in seq_MIf.columns if labels[i] in column]\n",
    "    subset = np.array(seq_MIf[index])\n",
    "   \n",
    "    pos_sens=aims.gen_dset_props(np.array(np.transpose(subset)),stdev=False)\n",
    "    \n",
    "    for prop in np.arange(2):\n",
    "        if prop == 0:\n",
    "            x = 0; y = 0\n",
    "        elif prop == 1:\n",
    "            x = 1; y = 0\n",
    "#        elif prop == 2:\n",
    "#            x = 1; y = 0\n",
    "#        elif prop == 3:\n",
    "#            x = 1; y = 1\n",
    "        plotThis = pos_sens[prop+2]\n",
    "        # Specifically plot the first 5 properties here... Make sure that I \n",
    "        # have some way soon to actually select these...\n",
    "        ax[x,y].plot(np.arange(len(plotThis)), plotThis)\n",
    "ax[0,0].legend(labels)\n",
    "ax[1,0].legend(labels)\n",
    "\n",
    "#ax[0,0].set_xticks(xtick_loc)\n",
    "#ax[0,0].set_xticklabels(['CDR1L','CDR2L','CDR3L','CDR1H','CDR2H','CDR3H'])\n",
    "\n",
    "#ax[1,0].set_xticks(xtick_loc)\n",
    "#ax[1,0].set_xticklabels(['CDR1L','CDR2L','CDR3L','CDR1H','CDR2H','CDR3H'])\n",
    "\n",
    "ax[0,0].set_ylabel('Normalized Charge')\n",
    "ax[1,0].set_ylabel('Normalized Hydrophobicity')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a17a51d30>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "numVects = 10\n",
    "# Here we also need to get a pre-defined matrix size...\n",
    "import aims_classification as classy\n",
    "\n",
    "# Need to split this data into two classes\n",
    "# We (in the tutorials) have these labels:\n",
    "#['cd1', 'HLA-A', 'UFA', 'UAA', 'UDA']\n",
    "# So let's split these up into the below classes:\n",
    "class_assign = [1,2,0,0,0]\n",
    "# Here we have 1 = class 1, 2 = class 2, and we'll keep 0 as \"unassigned\"\n",
    "\n",
    "class0 = []\n",
    "class1 = []\n",
    "class2 = []\n",
    "for i in np.arange(len(labels)):\n",
    "    index = [column for column in seq_final.columns if labels[i] in column]\n",
    "    subset = seq_final[index]\n",
    "   \n",
    "    if class_assign[i] == 0:\n",
    "        if len(class0) == 0:\n",
    "            class0 = subset\n",
    "        else:\n",
    "            class0 = np.hstack((class0,subset))\n",
    "    elif class_assign[i] == 1:\n",
    "        if len(class1) == 0:\n",
    "            class1 = subset\n",
    "        else:\n",
    "            class1 = np.hstack((class1,subset))\n",
    "    elif class_assign[i] == 2:\n",
    "        if len(class2) == 0:\n",
    "            class2 = subset\n",
    "        else:\n",
    "            class2 = np.hstack((class2,subset))\n",
    "\n",
    "pg1 = class1.values\n",
    "pg2 = class2.values\n",
    "\n",
    "num1 = np.shape(pg1)[1]\n",
    "num2 = np.shape(pg2)[1]\n",
    "#pg2 = seq2.values\n",
    "x,y,MatrixSize = aims.gen_tcr_matrix(pg1,pre_mono=pg2,binary=True,return_Size=True)\n",
    "acc_all,weights,cols,indices,mda_all,did_drop = classy.do_linear_split(pg1, pg2, giveSize = MatrixSize, ridCorr = True, matSize = numVects)\n",
    "# Seaborn plots look nicer for these LDA figures\n",
    "import seaborn as sns\n",
    "fig = pl.figure(figsize = (12, 12))\n",
    "dset = [\"Linear Discriminant Analysis\" for x in range(num1+num2)]\n",
    "reacts = [\"CD1\" for x in range(num1)] + [\"HLA\" for x in range(num2)]\n",
    "\n",
    "d1 = {'Dataset': dset, 'Linear Discriminant 1': mda_all.reshape(len(mda_all)),\n",
    "    'Reactivity' : reacts}\n",
    "df1 = pandas.DataFrame(data=d1)\n",
    "print(acc_all)\n",
    "sns.set(style=\"white\", color_codes=True,font_scale=1.5)\n",
    "sns.swarmplot(x=\"Dataset\", y=\"Linear Discriminant 1\", data=df1, hue = 'Reactivity', palette = \"Dark2\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# So the Above Section DOES Work, but Unfortunately the LDA is Honing in on the Alignment Mismatches\n",
    "This isn't an issue in the PCA, because it's unbiased. This is where that software to autodefine helices and strands would help a LOT"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
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