Skip to content

Instantly share code, notes, and snippets.

@AfiKhan
Forked from yamasakih/#6-Draw_morgan_bits.ipynb
Created September 14, 2021 19:28
Show Gist options
  • Save AfiKhan/89bcbfdfc7af863c266f74209d534bfd to your computer and use it in GitHub Desktop.
Save AfiKhan/89bcbfdfc7af863c266f74209d534bfd to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2018.09.1\n",
"sys.version_info(major=3, minor=6, micro=5, releaselevel='final', serial=0)\n"
]
}
],
"source": [
"import sys\n",
"\n",
"from rdkit import rdBase\n",
"from rdkit import Chem\n",
"from rdkit.Chem import AllChem\n",
"from rdkit.Chem.Draw import DrawMorganBits, IPythonConsole\n",
"\n",
"\n",
"print(rdBase.rdkitVersion)\n",
"print(sys.version_info)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Make Aspirin Mol object From SMILES"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<rdkit.Chem.rdchem.Mol at 0x114c08cb0>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"aspirin = 'CC(=O)Oc1ccccc1C(=O)O'\n",
"mol = Chem.MolFromSmiles(aspirin)\n",
"mol"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Get ECFP2 and FCFP2 bit information"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"ECFP2_bit_info = {}\n",
"ECFP2 = AllChem.GetMorganFingerprint(mol, radius=1, bitInfo=ECFP2_bit_info, useFeatures=False)\n",
"FCFP2_bit_info = {}\n",
"FCFP2 = AllChem.GetMorganFingerprint(mol, radius=1, bitInfo=FCFP2_bit_info, useFeatures=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{98513984: ((6, 1), (7, 1)),\n",
" 864662311: ((12, 0),),\n",
" 864674487: ((3, 0),),\n",
" 864942730: ((2, 0), (11, 0)),\n",
" 951226070: ((5, 1), (8, 1)),\n",
" 1135286194: ((4, 1),),\n",
" 1510328189: ((2, 1), (11, 1)),\n",
" 1533864325: ((12, 1),),\n",
" 2077658817: ((3, 1),),\n",
" 2246699815: ((1, 0), (10, 0)),\n",
" 2246728737: ((0, 0),),\n",
" 2309124039: ((9, 1),),\n",
" 2664995851: ((1, 1),),\n",
" 2784506312: ((10, 1),),\n",
" 3217380708: ((4, 0), (9, 0)),\n",
" 3218693969: ((5, 0), (6, 0), (7, 0), (8, 0)),\n",
" 3545365497: ((0, 1),)}"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ECFP2_bit_info"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{0: ((0, 0), (1, 0)),\n",
" 1: ((12, 0),),\n",
" 2: ((2, 0), (3, 0), (11, 0)),\n",
" 4: ((4, 0), (5, 0), (6, 0), (7, 0), (8, 0), (9, 0)),\n",
" 32: ((10, 0),),\n",
" 605972801: ((10, 1),),\n",
" 614173298: ((1, 1),),\n",
" 728497630: ((9, 1),),\n",
" 728943675: ((4, 1),),\n",
" 3205495832: ((11, 1),),\n",
" 3205495869: ((0, 1),),\n",
" 3205496734: ((12, 1),),\n",
" 3205496824: ((2, 1),),\n",
" 3764344801: ((5, 1), (6, 1), (7, 1), (8, 1)),\n",
" 3768571846: ((3, 1),)}"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"FCFP2_bit_info"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"ECFP2_tuples = [(mol, bit, ECFP2_bit_info) for bit in list(ECFP2_bit_info.keys())]\n",
"FCFP2_tuples = [(mol, bit, FCFP2_bit_info) for bit in list(FCFP2_bit_info.keys())]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Draw ECFP2"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAu4AAAJYCAIAAACy7PT1AADAkUlEQVR4nOzdd3wUZfoA8Gdme8nWNCBAqKFJFQIEkCJKiygRFEUsyGE7PL3j8O6nnt6dd1g4y5290wQCiAQQxAiC9N5J6IFA2pZsrzO/PwaGye5sCJDs7uw+34+fu827s7sv++7MPPPO+z4vQdM0IIQQQggJExnrCiCEEEII3TwMZRBCCCEkYBjKIIQQQkjAMJRBCCGEkIBhKIMQQgghAcNQBiGEEEIChqEMQgghhAQMQxmEEEIICRiGMgghhBASMAxlEEIIISRgGMoghBBCSMAwlEEIIYSQgGEogxBCCCEBw1AGIYQQQgKGoQxCCCGEBAxDGYQQQggJGIYyCCGEEBIwDGUQQgghJGAYyiCEEEJIwDCUQQghhJCAYSiDEEIIIQHDUAYhhBBCAoahDEIIIYQEDEMZhBBCCAkYhjIIIYQQEjBxrCuAEEIIoejxere5XEV+/4FgsBqAFIkyZbJ+SuUEiaRLrKt2kwiapmNdB4QQQgg1uWCw0mp91efby/usQjFGq51NEKoo1+rWYSiDEEIIJb5AoMxk+h1F1QAQAPynfomko8HwCUlqoly3W4RjZRBCCKEER9Mei+VFiqph/oq0md9farW+HLVaNRYMZRBCCKEE53QuCATONWRLr3ebx/NLE1enkWEogxBCCCU2yulc2vCtnc7FTVeVpoChDEIIIZTI/P7jFGWO8GQ/gD51pzMTPt8BmnZGo2aNBCdjI4QQQoksEDgbXuj302fPejt2fAQgG8AJsB9gN8B2ADcAHQicF9DcbAxlEEIIoURG056QEqeTmj799L597u+/d3fuDAAqgEEAgwCeBTgAsJWifDGo6M3CUAYhhBBKZCSp5/5ZXe2fMuXU4cOujIyUsIQsUoB+AP0sFpBKzXK5XC6Xk2S8j0XBUAYhhBBKZBJJV/ZxWZl38uSTZ896W7eWfffdsOzsMoDmALqQl9A0eL1er9dbW1srk8niPKbBFHkIIYRQgjOZnvD5Dh065Joy5WRNTaBHD+X8+R1SU5nuDBKgE0A/gIEAzep5E6lUysQ0IpEoOtVuIAxlEEIIoQTn9W5fteqxadNO2+3BQYNSvvyyXUoKbzjSCmCISPRAMFjfu4nFYrlcrlAoxOK4uLcTF5VoFMEgfemSz2Ty+3y0WEwYDOIWLWQSCRHreiGEEEIxtnr1palTz3g8wQkTDO++mx355Fim0TRTqZoFAgG32+31ev1+f/hGgUDA4XA4HI4GxjTFxcUjRoxojH8Hv0TolQkG6UOHnIcOOb1eilsuFhNduih7906RSjGgQQghlKQ++OCDF154gaKoGTP6vfJKMPKIFyIl5Wm1+gluUTAY9Hg8Ho/H56tvTpNIJGLuPUmlUm55SUlJaWlpWVlZampqfn6+Uqm8xX8Lf72FHsq4XNS6deaaGp6wkaHRiEaNMuh0idP/hBBCCDUETdOvv/7666+/ThDEv//979mzZ7vda+z2j4LByrobKgjic4lErFJlyWQyguC5/r/pmOaXX345fPhwQUFBVlZWo/3D6hJ2KOP30z/8UGM2B+rfTKUS3XdfqlIZp0OvEUIIoUYXCASeeuqpL7/8UiwWf/rpp088wXa3BLze3T7ffqfzotdLG40daDrP4biyGjZJkjKZTKFQyGQy3re90Zhm9+7dPXr0OHPmTPfu3Rvzn8ch7FBm61bb0aMNSq7curX87rv1198OIYQQEj6n0zlp0qS1a9eqVKrCwsLRo0eHbGC1WsePH+/1eouLi30+n8dTJ42eQqHQ6XT1fwRFUV6v1+12+3y+SLGEWCxOS0u7hX9Hgwj4tovTGTx+3EkQ0JBg7Px5T1WVPz1d0vT1QgghhGLJbDbn5+dv27bNaDQWFRUNGDAgZINLly6NGjXq8OHDWVlZly9f1mg0IRvI5fKQkmAwSBAEN7UMSZIKhUKhUFAUxQRDHo8nJKYJf5+mIOBQ5vRpD0VdfzPWqVNuDGUQQggltnPnzo0aNaqkpKRNmzbr1q3r2LFjyAanT5++++67T58+3blz53Xr1rVq1QoAmFjE7XZTFEUQRPjdpdraWq/Xy6SWUSgUITENcy+Jpmmv18uNaTCUuY6qKv67dIGAHwDE4tCoJdL2CCGEUGI4cuTI6NGjL1682K1bt3Xr1rVo0SJkg9OnT/fv37+mpmbAgAGrV682GAxMuVQqlUqlGo3G5/MFAoGQkb80TTMjY3w+n8/ns9lsUqlUp9OF5MojCIIb0/h8PokkGj0IAg5lXK7QPhmKCn733f/JZIqtW7/r3PmO7t3v7NVrjEymirQ9QgghlDA2bdp077331tbWDhs27Pvvv9dqteHbtG3bdvTo0RaLZcmSJbxTo5mYJqQw/M5RIBCoZx0DNqa5qX/HDRPwsN81a8zl5V72T7/f8/nnTx88uF4ikfn9V8plMlW3bsN79x7brdvw9HTdgw82+eAjhBBCKPpWrlw5efJkj8dz3333LVq0qJ4wwufzkSR5Q4l63W63w+EIBK7NF27IuOCoEXAo89tvtceOuZjHLpfto48ePXlyp1KpffbZb3W6zIMHf9q7t+jMmT3MP1AikfXuPfSJJybce++96enpMa04Qggh1Jg+/PDDmTNnUhT13HPPvf/++0207iN3GrZer49ap8t1CTiUOXfO89NPFgCora384IOHL148ptNl/P73i7KyOrPbWCyX9u1be/jwhpKS7RQVAACRSNS/f/+JEydOmjSpWbP61s2qB017AoFzFGUjSb1Y3JogQvviEEJIoFyu4OnTnooKn9MZJElCqxW3aCHNzpaLxZg2PWas1kB1td/lCorFpF4vzsiQiETXmuPNN9986aWXCIJ49dVXX3vttZDXUhRls9katwclGAySJMmbSS8mBBzKUBQsWVJVWnrigw8eMpvLmzXr+Pzzi/T65rwb+3wWpXL3998vW79+PbOiBEmSAwYMyM/Pv//++9u1a9fAD/X59joc83y+XTR9Jb8wQchkssFq9aMSSef6X4sQQvEsEKD37LEfOeKiqNDzgkJB5uZqOnZUxKRiyezcOc/evQ6TqU5Ge6mU7NJF2auXmiSpZ5555rPPPhOJRB9//PH06dNDXu7z+R577LEjR45s3rw5fu4HNToBhzIAsGrVbw8/PN7hMLdp0/u55+ap1YZIW+blabp2VQGAxWIpKioqLCzcsGGD13tlSE2XLl0mTpw4efLknJycSO9A0z6bbY7LtSrC86RaPSUl5TkAzCmMEBIer5dau9ZcXR1xERgA6NpVlZcXmoAENRGKojdvri0tdUfaQC4PLlv2fFHRCqVSuXTp0rFjx4ZsYLfb77vvvuLiYo1G8/PPP/ft27eJqxwzAg5lioqKHnzwQZfL1aPHXdOnfyKRRLxpl5OjvOOO0IHcLperuLi4sLBw5cqVdrudKWRimvz8/D59+tTdPGg2v+D1bqu/SgpFvk73KkC89LkhhFBD0DSsXm26fLm+jBVMPtK+fVN69VJHrWLJ7OefLWfOeCI963LVfvjho6dO7dLp9KtXF+Xl5YVsUFlZOWbMmH379mVmZq5du7ZXr15NXN9YEmoo8+23306fPt3v9z/22GN/+tP7O3e6AgGefwhJQu/eKb1717fjud3un3/+ubCwcNWqVbW1tUxh27Ztx40bN3HixLy8PIIg7PZPHY7PAQiAer4uAoDWav+qVE64pX8bQghF17Fjrt9+q23IliQJ99+fhgv0NrUTJ1ybN0dsEau18r//fejixeM6XcbrrxfOnDk4ZIPq6uoBAwacPn26Q4cO69evb9OmTRPXN8YEGcq8+eabf/nLX2ianj179pw5cwDA5QoeOeI6e9ZTW3tlqphKJVIqayjqbH7+yPAp8ryCweD27dsLCwuXLFlSWXll1dDWrVvfc89dd965vU8fOUle/7siSV16ehFB4B1lhJAw0DR8912VwxFkS9rv+r7zlgXGsiOeFGN1do+dBa84OMMQO3VSDhnCk7AENRaKohctqna5grzPXr5c+v77D1ksl9gRonffrW/dus59CZqmp0+ffvDgwTVr1iTDpF2BhTI0Tc+aNWvu3Lkikei///3v008/HbKB2+2fPful55//fbt22W+88cbLL7+8fv36u+6664Y+hY1pli1bdunSJabQaBQPG6bNz9cPHaqRSOq7haTT/V2hGHNDn4gQQrFSVeVfubKG/bP7Tx/3XPe/HRP/Vt5psNxpue3nz1odKV41a6U148r0CLmcfOSRjLiZvJKALlzw/vijmfeps2f3/e9/Ux0Oc9u2fZ57bp5KpQeANm3kI0eGrpccCAS8Xq9KpWry6sYBIY1R9fl8kydPnjt3rkwmW7RoUXgcAwA7dvz24YfvPfjgRJqmMzMzBw0aNGzYsJBtQtb/DCcSiQYNGvT+++9fuHBhz549f/5z3zZtZCZTYNky06OPnurR49DMmec2bKj1+/mjQK939839A9GtKy4ujnUVUFRhi9867uwYha2676q3fpn2YemASU59M1NWl02PvVfT6rbeq//DbuPxUE4nf4cBahQVFfyDlg4e/Gnu3PsdDnOPHne/+GIhE8cAQGUlz/ZisThJ4hgQ0MIFDoejoKDgp59+0ul0P/zww5AhQ3g3GzZs2CeffNKjRw+CIKZNmzZt2rSQDWpqatq0aTN06ND8/PzrpssjSbJPnz4tWzZ//nnq0CHXmjWWNWssZ896ly0zLVtmeuih1HfeGQBAAVRwXxUMlt/iPxbdhJKSktLS0rKyspqamvz8fN6E3CiRYIs3Fq/32qIuLY9tcmvSLnYdyt3gxMAHBxb+LeQlanWdxXdQI4oUKe7atcLv9wwZMnXy5DdI8tr373JRFAVOpz0lJSVadYwvwuiVqaioGDJkyE8//dSsWbONGzdGimMY06dP79evX6Rnt27d6nK5Vq9ePWPGjKysrFGjRi1evPh6n08RBPToofzrX1ts3dqtuLjLH//Yq3Pn7Dvv/DvApwD3hm/foH8ValQ5OTkqlSoQCOTl5eFZLRlgizcWqfTaiUBtLrcbW4Zs4NakKWw1wBmNIJEI49whUCTJc/euvPz4nj2rtNr0hx+ew41jAIAg4K9/fSk3N9dkMkWrjvFFAD/HM2fODB48eP/+/e3atduyZUvPnj1v5d3Gjx9fWVn57bffjhs3DgDWr1+/efPm+l8iEmVw/+zcWfHHP+YWF28bNepeAAAITUUjEiX+GKv4JJPJpk2bZjbz32NGiQdbvFEYDNe6591qo778BEHV6RXIOLPXqcuEq6NjpFIiJQW7ZJqQRsPz9TZr1kEmU9ps1U6nJeSplBRR8+bNT506tXPnzqhUMO7EeyizZ8+eAQMGnDp1qm/fvtu3bw9Py7t58+atW7fe0HumpqZOnTq1qKjo8uXLX3755ZNPPhmywf79+8+cOcP+KZWGT8c/wZmVnQ1QZ4YU3/YoGvLy8tRqdffu3WNdERQl2OKNIj1dqlBcORdUt+4hd1oyzuzlbpB1fHNFh1z2z1at5Djmt0k1by4LLyRJccuW3WiaPnfuYMhTLVrIZs6cefTo0TFjknTGSVyHMsXFxcOHD6+qqrrzzjuLi4vT0kLXtV6xYsXdd9+dn59/9uzZm3h/o9H4xBNP9O7dO6T8xRdfbNeuXdeuXV977bVjx44pFGMByLqJ7+wAlVcfiwHask8QhFwuH3kTlUEIoZggSbjttivjQ2tady/rNqLfijeUtioAAJrutPW7tHMH9o19gdlAJILu3ZNlMGmspKdLUlMl4eXZ2b0A4OzZfWwJE1N27qwEgA4dOkSpfvEnfkOZBQsWjB492m63P/LII2vXrg0fzfT1118/8MADHo/noYceat26dWN9Lk3TLVu21Gg0x44de/3117t27dq9+2iL5Y6w5HilnMfMPSYCAFSqqSSpa6zKIIRQFHTvrmLPncXTP7antnp4dp/J/9f/sRc691j/4bq/rNDltuvVC4YNg2HDRLxnWdS4Bg7UhHd9tWnTCwDOnTvAltA05OQosUVik1eGoiwu10qv97dA4CxFOUSiVImki1w+UqG4E0AEAO+///6LL75IUdTMmTPfe++98OU3mYVAAYDNkte4vF7vli1bioqKlixZQhDExYsnLZbpfv9JzibjAdg7U1sA3gIAqbSP0fihgOaFJQaapuNngVYUBT6fTyKRYKM3LqczuHq1ubY2QBCgVIJR7pKeOXWJyHRp0lNSYOjQK5uRJJmRkVHfG6FGcuiQc8cOG7fEZLr417/2S0kxvvPOYaYkPV0ybpwRFy2PQSjjci212f5H067wp8TiNlrta6+8Mu+tt94iCOLNN9+cNWtW+GaHDh26/fbbaZr++OOPw0e6NK5AIHD69Ol27dr5fFaHY0swuA6AuYvcCeDtq1tVAjwplw/R6f5JEDiTIqr8fr/FYtFqtTIZz91llHjcbndtba1UKjUYIi4fi26O10sdPmxJS/MxCdLLy2Hf1VsZo0eD+Oo1WlpamliMF2xNKxgMHj9+/MCBSz5fd+6yPLNm9bDZqt94Y3tqaus2beRDh+rqT9maJKL9c6ytfcvlWhrpWbf7zFNPDV2xokYqlX7zzTeTJ0/m3ax79+5ffvmlVqu95557mqymV4jF4hYtWlRXVwMAQH+ptHUw+HowWA5wGiBw9QvM0GrnKJUjcCHJKPN6vRaLhaZpi8ViNBolkmTvZU14TqfTZrMBgNfrtVqtOp0u1jVKKDIZ2b17Cjuh12AgdDqRRiNq0UKmUHj8/it52Px+P4YyTe3gwYN9+vTp1KnT7t1HDh1ynj7tdrspAMjO7nno0Aab7cgjj/Rq2RKv366I6s/R6VxSTxzjclHTp5/euNGmUomWLv1izBj+OIbxyCOPNEEF+XFPkDTdKj19ZSBw2u8/abd7gsErC1WKRIMxjokyt9tttVqZxzRNm83mtLQ0kozf4V/oFtlsNqfTyf7pdruVSmUDV1hDDcQ93CkU9P33G5l9ym6nuKGMQoHLzDWt22677S9/+Uu/fv3UatHAgZqBAzUOR9DjocrKBh86tMHrPYpxDFf0jvsUZbbbP4z0rMUSeOCB0o0bbWlpkhUrOvbvH0e5/7n7tt/vp2kQi9srFKNlsmv5Y3w+/jzTqIk4nU42jmEolUqMYxJYbW0tN44hCEKn02Ec0+gIggg54jEPuIV4uIsCiUTyr3/9695772VL1GpRaqrkjjv6A0DS5o+JJHqHfpfre97xMQBQVubNzy/Zu9fZqpVs5cqc225Ter3bAoFrmV2OHTv2yy+/RKumoUiSFImuJSxi923uYZQtRFFgt9uZuwwsrVabtBm7Ex7T5eZyXTt6EASh1+uxY6CJ8IYy3MNdIBAQ1jrEiaRfv34kSe7fvx8DSq7ohTIez2+85cePu++9t+TMGU/37srVqzu1aXOl08zrvZL4btu2bYMHDx4/fvyhQ4eiVNcwvFEL7w6PmhRN01ar1eFwsCXMWQ3z1t+iuF2UkaIos9ns9XrZEpIkjUYjjvJuOrwdMNwrOpqmA4FADGqGALRabceOHT0ez+HDh2NdlzgSvVAmEDgdXnjpku/ee0sqKvxDhmiWLeuYmnpt7I7ffwYAioqKRo4caTabhw8fHsP8P1KpVCKRqFQqnU4nl8uZQrFYzN7RoCgK9+2mxgzvdbvdbAkTx7Atgm5CSUlJUVHRiRMnlixZwu35iAfBYNBkMnGvPkUiEY7vbmqR+pvxHlOcyM3NBbzHVFf0Qhma9oSVZTdvPnnq1HvGjh357bfPhqyzStPuefPmFRQUuFyuxx57bPny5THsT1YqlampqRqNRqFQcG82YcdM1FAUZTKZ8Oq80cXtooyBQMBkMnGvECQSSWpqKs6daWpisZjN2UNRVDB4ZT0mvKUeJ5j1knft2hXrisSR6IUyfDlw+wA89te//u+zz76RybqEPHf5MjFjxgy/3//KK698/fXX8Xn8wlAmOpirc+43jFfnjSgOF2X0+Xw1NTXsSRQAZDKZ0WjEkd3RwdsBg4e76Pv666+HDBmycuVKbiH2yoSLXnwgkXRmh79cVQoAV8P/0PWls7MHLFhwe1VV1dNPPx2VCt4M7HGNgkAgYDabuWc1iURiMBjwrNZY8vLyACB+FmX0eDxWq5U7sFShUGAKmWiSSqXsAY2des093AUCAYqicB9sahcvXtyyZUvfvn25U5m6d++uUChKSkosFoter49d7eJI9H6ICkX4IounAKirj1sAsEuUEQQhlUqHjB8/fsaMGVGq300J6XHFUf2NDq/Ok43L5WLSHrIlzBi12NUoGfFepEWap42aDm8HjEQi6dWrF03Te/bsiVG94k70zgdy+d1iccu6ZW6AsquPCYD2Vx8r5fJpJKnhjquNTyHztHHkb+PyeDxmsznk6txgMODiO03HZDJZrVaPxxOTuNxut9fW1nJL1Gq1RqOJfk2SXKSp1xjKRBkz9Xrv3r0h3zYzXAbvMbGiFygQhESrfY0gQgY3cBdovHKPSSzO0Gonx2EQ4/V67Xa72WyuqqpiC7n7PN5jakROpxOvzqMsGAz6fD63222xWCorK81ms9vtjlpMU1tby51mD5guKHYiTb3GW+pRptPpOnTo4PF4jhw5wi1nemtw5C8rquGCVNpDp/s3QTBTTpgL6xLO8zkAIBa3MRj+G5+LMjIZTbxebzAY5N238TKlsYQnwdNoNHh13tQ8nmvTDGmaZtY5YmMaiqLqee2tYKbZhyTBMxgMcTWjKtlcN1EeHu6ig3e+Eo78DRGDlbEDgTO1tW/5fMxNvjYAH1x9plalWpOS8nR8xjEAwE3VpdPpmKFwPp+PXX1NJBKlp6dHfD1qmNra2pCzmlarxdSuURCSjC4EM4RNLpfL5fJG7DSlKMpisXAv8UmS1Ov1uChBbLErd0LdYdcVFRXsWSM9PZ17hx01hZKSEoqicnJyQna6jIyMqqqqs2fPZmdnx6hqcSQGM5zF4rZG4yd+f6nX+1sgUOZ2+wGY8F+rUv2BIOJ3x5BIJOyBnndUfzAYxFH9DWG1Bi5d8tlsAYoCtVrUrJk0LU0CV6/OuWdTJgkeJo+JDoPB4PP5PB6Px+PhDrVmMP00Xq+3traWjWkacibzeqmTJ90XLnhrawOBAK1UitLTJe3bKzIzpcFg0GKxhEyzNxgM8Zl8IalE6m+WSCRs3Onz+fAao6nl5IRO72X07dt3zZo1u3btwlAGYhLKMCSSjhJJRwAIBk3cWX/cIyNN036/PxgMxsneUs+ofnZX9/v9eN6tR3W1f/t2W0VF6F12vV6cm6tRqRwhV+cGgwGTx0STVCqVSqUajSYQCLjdbo/HwzuY3efz+Xw+m80mkUhkMplCoYgUfBw75tq1y+bzXev9dbmomhr/sWOu9u2lXbsGKepazCQWiw0GA17ox4NIU69552mj6MvNzV2zZs3OnTsnTZoU67rEXuwvfUJifDYJfU1NDRsfyOXyeJi0wu3xDklzwlbV5/NhKBPJ0aOu7dtreUdcWCyBdevMAwbIUlOvlODVeWyJxeKUlJSUlJT6Yxq/3+/3+x0Oh1gslsvlITHNli21x4/zL4agVEL79j7uj0EqleL0tPgR6SINRwfGCZzExBX7WyGRxpFxB/HEyVB5kiRVKpVWq01NTc3IyGDLcShcQ5SWurdu5Y9jWNu3e2trpQAgFouNRiPGMfGAiWnS0tLS09M1Gk2kISyBQMDhcFRXV1dXV9vtdp/Pd/CgI1IcAwAuF1y4cO1PuVyOcUy8acjIX0ymFSu5ubkEQYTP005OsQ9lIsX48RkfaDQapVIZcssDL1Ouy+EI/vZb7fW3A9i82UcQ6tTUVLzLEG9EIpFKpTIajQ2JaUwmU0qKvVs3MBgivuGxY3DpEgBAba1Yr9djHBNvcInsuFJdXc39M9I87eQU+6tekUgkEomY+zXM4Bhm/xFQfMCk8mOmqjJLZGN3Qh1eLzVwqHzyBw5jFlOQfm5/79XvrntuHvNn+13fd96ywFh2xJNirM7ucVT698zH4iWJPgrHxDQqlSoYDHq9Xo/HwzvvSaGANm2gRQvYsAHa7qjTxDsLXnHom9M07N8PlZVw+XKwTRtKJov9lRXiqmeJbPYOO3vERk2noqKie/fuYrH4EhP7X5Wbm1taWrpz585evXrFqm5xIi6OHbxRi7ByMQko8Io+OkhpDu8Q+9xsidRZm352H/O4+08fD1z8csnABwpf27ThqS+CYlnezOGeg8diVFl0A0QikVKpNBgMGRkZOp1OJpOF96xUVkK3daFNPOGNu3WVpwGAouDiRQgG6QsXIk4CR7ESaYlsYR2cE0BGRgZN05cvXy4rK+OW3357FwDYuvXr2tp/2e0feTy/0rQnwnskuLgOZQiCIElSLperVKoIL40XGMrUw2aL2AWtsFX3XfXWL9M+LB0wyalvZsrqsumx92pa3Rb829+jWUN0i0iSZNaUSE9P1+l0MpmcHRZvPs7fxL1X/4f7DmYz3qeIR7xRS3ze/U9gBEGEJMoLBqut1lc6dJgPALt2HXK5VjgcX1ksf6yqGu1wfEnTSdcocRHKRMr9n56enpGRodfr1Wp1LOp1HRRF8S5Nsnnz5hjVKE653RQApJgvaqvOMv+prBXMUy2PbXJr0i52Hcrd/sTAB2Xb8TsUJCamUSq1GzbAvn1QXg6KzfxN3Lx0G7fE78fRo/GIN2rZsmULW8jM0452tZIPd76Sz3ewpmay2/1j165yuZw8edJjs125dKAou93+scn0JEVZYlndqIuLIR0hCQxommZ6NeMz1xxFUcyuS5Ik2/vK7PDnz58/f/58RUXFkiVL8vPzMe06QyQiAGDY1zMp8srvTRTw0gQJAGpzud0YssgouDVpYlMV0DTgOFBhkkqJQADKy6G8HHqb+JtYYavhNrFMhm0dj0L6m0tKSkpLS8vKyi5dujRo0CAmdwYm04oCdqWCQOCM2fx7mnYBgERCdO2q2LvXeeiQa9Cga6uV+f1HzeaZRuOXBJEsKbPjIpQhCEIsFrMj4f1+fzznLCdJMjzGYkb1t27duqqqKhgM5ubmYhzD0mhEALDqjyuszTowJVlHNw3/6jkAcKuN+vITBBWkyWvzlTLO7A1mNhdhHCNYJEno9RKz2Q+Rm9ipy+SGqqmpOHQ0HoWEMh07diwvLw8EAn379mVzgGEoEwX9+vWTyWQiEWm1vsrEMYyePVV79zr37XNyQxkA8PuPOxyfp6Q8G/Waxka8dHskwPrSzD4vlUrHjx8fMmsuydUzM6W6dQ+505JxZi+3sFXJZvKOIU1fL9SE2ra9cp7jbeKs45srOuSyf0qlRFYWngvjETPDlHnMTL2WyWTTpk1zOBxSqZRZrB4T/kaBwWCw2+0//vg3v/8Et7x3bxUA7N/vDH+J0/kdRdnCyxNSvIQyCTBslonGevfubTQau3fHucQNUtO6e1m3Ef1WvKG0VQEA0HSnrd+lnTtAvPpKrKuGbkmXLkqplITITbxv7Avsxt26qcRi7ISLU+zBWSwWUxSVl5enVqtvv/12o9Go0WgUCgWmgIoOiUTidv8UUtirFxvKhF4M0LTH49kUnbrFXFzcYIJ6Z/cFAgGfz8f0YbJdmnFIoVAoFIr4HN8TD9LSJFa+8uLpHw9a9JeHZ/dxGFrInFavLo3e9CtEWEENCYVcTg4apPnlFyuENbFbk1r0pxXWjHbMlkajpGfPeBzXjxgqlYrJC4oHt5jz+0Oz4bVuPdhgOFVV5Skvf6dFiyqArQA7AZyc7e+JejVjgIiftNO8a8c7HA673c4UKpVKrVYbs/qhW+NyUUVFptpa/jm3Yq9LV3EqkNH8zimdDAYcNpEgDh1y7thxpYubaWKXPtOlSQcAggCaBr1ePGaMQaXCy3qErq+iYiBNcy/1hwP8/ve/n2mzlb388rsdOjCDEf0AxwB2AWyWy3vq9e/Epq7RFUehjMl0bYlsvV7PdMB4vV6z2cwUisXitLS0mNUP3TKPh9q0yVpWxp8MLTVVMny4TqeLl55C1CguXvRu3WoLD2FJEjp1UubmaiQSvLWEUINUVg6jKPvVv+4BeBKA2X0ovuEiFElWqtU5crk84W8CxlEoY7PZnM4r3WIqlUqj0QAATdMVFRXsNpmZmbhQi9BdvOg9ftxVXu7z+SgAEIuJzExpx46Kdu0U2LYJiabhwgXvxYve2toARYFMRqSnS9u1k2NnDEI3pKbmcb//MAAJMB1gXMNfKJVK5XJ5Asc0cRTKeDwei+VKVh+pVGo0GpnH1dXV7Dxto9EYz/O00Q3x+Siarm9+E0IIIZbD8Znd/hXAiwCDOcV+gP8AlAHkAQwGCE3jxCUWi+VyuUKhSLCFAuMolAkGg1VVVcxjgiAyMzOZx1ar1e2+snxPSkpKfGb+RQghhJpUIFBVXb0PoAenzAnwD4CjnJJWAH0BcgE61/NWTEwjk8kSo3cgjkIZAKisrGRzYKempjLTmtxut8vlkkgkUqlUKpXiKHqEEELJhqIos9lcN1mJGeA1gLN8m4sNhm8CgZYej6f+VG0ikYi599SQmKa4uHjEiBE3Vu+oiK9QxmKxeDxXFvbUarWYMBchhBAKBoNms5kdawEAABcA/gbAm46V1OleVSjGsa/1eDxer9frrW/9eSamkclkvLmb2TUrUlNT43BZnvjq4eBml9m0aVPsKoIQQgjFBb/fX1NTw41jSNIK8DJfHNOHIO7S699l4xgAEIlEKpXKYDBkZGTodLpIq0wEg0Gn02k2mysrK61WK9utwMjJyVGpVIFAIC8vL97iGIi3Xhlm6jWzKGNlZWVGRkYcRn8IIYRQdHi9XovFwj1Ty2QyvV5PUeVO51Kv97dA4AIATRASsTiHol4KBrUEQUilUoVCIZfLeef8UhTl9XrdbrfP56snBiBJkslMK5PJCILYunVrjx49zpw5E4fp7OMrlGGnXu/evfvUqVMTJ05s2bK+wdgIIYRQonK73VarlVuiUCh0Oh23hKZ9NO0hSTVFQWVlJfcpgiBSU1PrmaxE07TH42FuP9Uf09TTnRMP4ms6FrtENrsoI4YyCCGEkpDT6bTZ6qwHyWZc4yIIKUFIAcDjcYU8RZJk/ZOuCYJgltyhadrr9TJhTXhMQ1FUnE/ejq9eGeBMvSZJUqvVxvOiSwghhFBTsNvtDoeDW6LRaFQqVT0v8fv9brfb4/EEg0GmJDz0CQaDVqu1nnR5NE37fD7m9hM7oVgikaSmpt7Sv6eJxV0o4/P5KIqSSCSJmpQQIYQQqkdtba3Lda2LhSAIrVarUCga+HK/38/0r2i12pAp1tyeHolEwqTLi3S29fl8zPuoVKr6o6iYi7tQBiGEEEpONE1bLBburGmCIPR6fWONU+GudchQq9UpKSnXrVWcLxkU13e/EEIIoSRBUZTFYuGGGiRJGgwGbpqSW3z/8HR5DRnFEedxDGCvDEIIIRRz4UnwRCKRwWBo3PG2TLo8NgWwSCRKT09vxPePFQxlEEIIoVgKBAJms5kdrgsAEonEYDA03UI9wWCQuY2VGJnbMJRBCCGEYsbn85nN5vAkePF/Wyd+xNfCBQghhFBiKy4uZh97PJ6QOEahUBgMBoxjbggO+0UIIYSigV2UsaamJj8/n6bphiTBQ9eFvTIIIYRQNHAXZQwGgyFxTEpKCsYxNwdDGYQQQihKZDLZtGnTysvLucl8CYLQ6XRqtTqGFRM0HPaLEEIIRZXf7zeZTMz5t3GT4CUnDGUQQgihaGMmLjFxTMjyAuhGYSiDEEIIxYDH4xGLxXG+6LQgYCiDEEIIIQHDYb8IIYQQEjAMZRBCCCEkYBjKIIQQQkjAMJRBCCGEkIBhKIMQQgghAcNQBiGEEEIChqEMQgghhAQMQxmEEEIICRiGMgghhBASMAxlEEIIISRgGMoghBBCSMAwlEEIIYSQgGEogxBCCCEBw1AGIYQQQgKGoQxCCCGEBAxDGYQQQggJGIYyCCGEEBKweAxlNm7cWFBQMHbs2Pfff5+maabw0KFDs2bNGjNmzIcffmi325nCt99+e8pV7777LvsOM2bMOHjwIPvn+vXrJ02adO+993744YcOhyPSp/B+BOP8+fP9+vXzeDxN+g8XOt4vsLq6+uWXXx48ePBDDz10+vRpduOQr5R3s/DC/fv3P/LIIyNHjvzvf/9bXV3NbMbbvoyQXwJvCWI1bgsuWLBgSl2HDx/mfS1vYUhl6nk3xLqVFuQ98IZvGb4PRmqa8B2ztLT0+eefHzNmzNtvv01RVFS+EoHhbYUGnul4D4/hhby/h/Cm4W3W+G1BOs6YzWadTvf1119v27Zt6NCh//jHP2ia9ng8zZo1W7hw4Z49e8aMGfPSSy8xG3ft2vW7774rKioqKiravXs3TdOrVq2aPn06AGzatInZ5sSJE+np6e+9996ePXtGjBgxZ84c3k+J9BE0TQeDwZEjRwKA0+mM9tchHLxfIEVRo0aNevLJJ48cOTJr1qxRo0YxG4d8pbybhRdarVaj0Thr1qx9+/ZNnz59+PDhdIT2pfl+CeEliKvRW/DAgQNLr3rvvffS09PLy8vDX8v7huGVifRuiHUrLch74A3fkncf5G2a8B3Tbrfn5OQ8++yz+/bty8/PnzVrViy+pLgWqRUacqbjbZrwQt7fA2/ThDdraWlp3LZg3IUyn3/++b333ss8Xrt2bZcuXWia3r59e/PmzSmKomn622+/HTx4ME3TFEVlZmaGvPyNN974wx/+kJKSwjbwwoULf//73zOPP/nkkxEjRvB+Cu9HMObMmfPPf/4TAFwuV5P9uwWP9wvcuXNnx44dmQ18Pt/69euZxyFfKe9m4YXr1q0bOHAgU3L58mWCIKqrq3nbl+b7JYSXIK5Gb0GusWPH/vzzz7yv5S2sZ38MeTfEupUW5D3whm/Juw9y68A2TfiOuWzZstzcXKZk06ZNBoMhGAw2yRchWLyt0MAzHW/ThBeuX78+/Pdw3aZhmjWeWzDuQpmPPvpo0qRJzOPCwkKJROL3+wOBQPv27Z9++unPP/+8Y8eOn3zyCU3T5eXlWVlZBQUF3bp1mzFjhtlsZt+kdevWIaermpqajRs3dujQ4cMPP+T9FI/HE/4RNE3v379/yJAhTO8ohjL14G2jRYsWPfTQQ6+99tqwYcPeeecdk8lE832lvJuFF9bW1lZUVDAft3TpUu7RNqR9WeG/hPASxGj0FmR99dVX48aNYx7z7lDhhbyVCX83xHUrLch74A3fsp59kOZrGu6OOWfOnBkzZjDlFy5cAIDKysqm/UaEhrcVGnim422a8ELe30P9TcM2azy3YNyFMhUVFQaDYenSpQcPHhw8eDBBEA6HIxgMzpgxQ6lUdurUSalUrl27lqbpLVu26HS6+fPnr169un///nfddRf7JuGnq8WLFxuNRrVazVwxhH+KzWYL/wi3292rV69jx4653W4MZerH20ZvvPGGSqV69NFHFy5c2L9//0cffZT3Kw3fLFIhY+HChXq9ftGiRWxJSPuyMJRpuEZvQUYgEGjVqtX+/fvpCDsUbyFvZULeDYW4lRbkPfDWcwAM3wd5m4a7Yz711FPsLQmKogiCOHPmTBS+FgHhbYUbOtPRfE3DLeTdVetpGm6zxnMLxl0oQ9P0p59+2r59+7Zt27711lstWrSgaXrBggXNmzevra1lns3JyWG2ZLpSaZreuXMnANTU1DB/8jYwRVHvvvtuamoq86qQT+H9iNmzZ0+dOnXv3r3btm0DgK1bt9pstmh8BQLE+wW+9tprGRkZgUCApuny8vKUlJQ//vGP4V9p+GYul4u30OPxTJgwoUOHDtu2bQupQEj7MjCUabhGb0HmbQsLCwcMGMA85t2heAsj7fLcd0MhbqUFab4DL2/TRNoHIzUNu2O++OKLTzzxBFPodDqlUinT8YO4wluBbvCZjrdpQgp5d9V6mobbrPHcgnE3g8lsNo8dO/bkyZOnT5/u06dPp06dAGDPnj133nmnRqMBgIkTJ5aWllqt1hMnThw/fpx5VXZ2tlKpVCgU4W/4zjvvzJs3DwAIgnj44YctFovVag3/FN6P8Hq9hw8ffvLJJ5955hkAeOaZZ44ePRq1r0JYeL/ArKys7OxskUgEAMyNVYfDEf6V8m4WXmi1WidNmpSamnr48OEBAwYwn8vbvjH6DoSt0VuQedvPPvvs4YcfZh7z7lC8hbyVCXk3FOJWWpD3wBveNIcOHQrfBxkhTRO+Y6alpZ07d4559ty5cx07dhSLxdH5ZoSCtxUaeKYLBALhTRNeyPt7aN26daSm4TZrPZvFXqxjqVBbt25t1qyZy+VyuVzjxo377LPPaJr++OOPs7KyqqqqaM5wto0bN2ZmZlqt1kAg8Morr9x3333sm3Bj1eXLl+fm5l64cIGiqLlz59599928n8L7EaxAIAB4g6levF9gWVmZXC7fu3cvTdNffPEFOyaXrvuV8m4WXrhmzZouXbrU1tY6r6Ioird9Wdgr03CN3oI0TXs8HrlcHt4LzbtDcQt5KxPp3RDjVlqQ98AbviXvPkjzNU34jnnmzBm5XF5SUuJ0Oh955JHf/e53UflWhIS3FRp4puNtmvDC8+fPh/8eIjVNSLPGcwvGXShD0/T999/ft2/fVq1aTZ48mdlPfD7f1KlTDQZDp06d+vTpU1xczGw5ZcqUNm3atGrVKisra8+ePew7cBvY6XQOHDhQKpVmZ2cPHjz4t99+4/2USB/BwFDmuiJ9gR999JFMJmvXrp3RaPz111/Z7UO+Ut7NQgpffvnlkED89OnTkdqXgaFMwzVFC27evDkjIyP8s64byvBWJtK7IcYttmD4gTd8S959kOZrGt4d84MPPlCr1ZmZmT179rRarU36bQgUbys05EzH2zS8hby/B96mCW/WuG1Bgq6bCilOmM1mv9+fkZHBLfR4PJcuXWrbti230G63V1VVtWnThiQj3iyjafrcuXMymax58+b1fwrvR6CGi9RGFy5caN++vVQqree1vJs15LWR2hfdhEZvwUavDKrfrbQg74H3pvHumHa7vbq6Gtu0Hryt0JAzXcNFOtg2pGniswXjNJRBCCGEEGqIuBv2ixBCCCHUcBjKIIQQQkjAMJRBCCGEkIBhKIMQQgghAcNQBiGEEEIChqEMQgghhAQMQxmEEEIICRiGMgghhBASMAxlEEIIISRgGMoghBBCSMAwlEEIIYSQgGEogxBCCCEBw1AGIYQQQgKGocwVxcXFsa4CQgghhG6YONYViL2SkpLS0tKysrKampr8/HylUhnrGiGEEEKoobBXBnJyclQqVSAQyMvLwzgGIYQQEhYMZQAAZDLZtGnTzGZzrCuCEEIIoRtD0DQd6zoghBBCCN0k7JVBCCGEkIBhKIMQQgghAUvqUMbtdlMUFetaIIQQQujmJW8o43A4rFaryWTCaAYhhBASriQNZWpra+12OwAEAgGLxYJjnxFCCCGBSrpQhqZpi8XicrnYEr/fHwgEYlglhBBCCN205Mr2y8QxXq+XLSFJUq/XSySSGNYKIYQQQjctiUIZiqLMZrPf72dLRCIRxjEIIYSQoCVLKBMMBs1mM/dGklgsNhgMIpEohrVCCCGE0C1KilDG7/ebzWbuTCWJRGIwGEgy6YYKIYQQQgkm8UMZr9cbMkdJLpfrdDqCIGJYK4QQQgg1igQPZdxut9Vq5ZYoFAqdTheb2iCEEEKosSVyKON0Om02G7dErVanpKTEqj4IIYQQanQJG8rYbDan08kt0Wq1SqUyVvVBCCGEUFNIwHGvNE1brVZuHEMQhF6vZ+MYzO2LEEIxUVxcHOsqoASUaL0y4UnwmDhGJpMxf1IUZbFYxGKxVquNUR0RQijplJSUlJaWlpWV1dTU5OfnYx85akQJFcqEJ8EjSdJgMLBJ8NgNfD6fWCxWqVQxqimqIxiky8q8ly/7bLYAAKjVoubNZa1aycRinGWGUILIyckpLy8PBAJ5eXkYx6DGRQjxbgtN+2jaS5J1BvCGJ8ETiUQGg0EsvhKuBQIBs9kcDAbZDfR6vVwuj06dUSSlpe5du2wuV+j65HI5efvtKV264CEPoQSxdevWHj16nDlzpnv37rGuC0ooQgplAoEzTucyr3dbMHgRAAhCLpF0VSjuVijGBYNkSJgSkgQvPEueVCo1GAyYXSaGaBq2bKk9ccJVzzbt2imGDdNhLkMBKS4uHjFiRKxrgVDySsJ9UCihTMBm+6/T+R1A6LU7AIhEIyhqJk1fO93JZDK9Xs8NUyiKMplMbJ8NZsmLBzt32g4edF53s86dlYMH48AmAWAHQ6SmpuJgCISiL2n3QUFc7QbM5j86nQt54xiAgcHgs9w4RqFQhHe3MINmmBWXlEplSKCDoq+qyn/o0PXjGIKA48dd5eXe626JYi4nJ0elUuFgCIRiJWn3QQEM+7XZPvB6twIQAOEdSOMApnMDMpVKpdFoeN+HGTrj8XjUanWTVRY11P79Dm6HYPtd33fessBYdsSTYqzO7rGz4BWHvjkAMNvs2+do0UIWo5qiGyCTyaZNm3bmzJmsrKxY1wWhZJSc+2C832AKBM5UVz/I1x9DADwI8BCnhJZItqSmPhC9yqGb5ffT335bwY5c6v7Txz3X/W/HxL+Vdxosd1pu+/mzVkeKV81aac1ox77kkUcyFApBdCIihPjRNO2/SqPR4IK+qLHE+y/J6VzKF8eQAM/VjWMCAO/4/XODwctwNUteyOpLKH6YzX42jlHYqvuueuuXaR+WDpjk1DczZXXZ9Nh7Na1u6736P9yX1NT4ed4IISQcZrPZZDLZbDa32+3z+WJdHZQ44j2U8Xq3hZURAP8HcBenxA3wGsBmAMrr3c5kyXO73W632263R62qqOE8nmvhactjm9yatItdh3I3ODHwwealdZre6+UdKYUQEgw2xRcAcBOAIXSL4jqUoWkf08sSUgywl/OnFeCvAAeZP/z+SpPJxGb7dTgcLld9c31RTEgk1354anO53dgyZAO3Jk1hqwHO3U9Ml4eQ0F03lKEoKs7HPAhOIBBwu90J/63GeSjj5RvqC4sWzcvPz1u3bh1AJcBsgFNXn8l0u+/k7iFisZhdsgDFD73+2nhzt9qoLz9BUEHuBhln9jp1mcCZZWYwCGCIOqIoyuv1OhwOj8cT67qguMMNZbg3mILBYCAQYJJl4NzSxlJbW1tZWVldXW21WhO+DyyuQxmSVBGENLy8osK/d+/ZXbu+AfgTwCXOM7UEUSdLntFoZCZgo7iiUJDp6VcOatWte8idlowz3J42yDq+uaJDLvunTifWaDCUiXdut7uystJsNtvtdrfbHevqJDKBLsooFovZob40TbOJvkQikVgs5j6Lbojf73c6nVartaamhi2kaZrNCouhTGyREknX8NLevVUAsG/fPgBr3WfcWq2VWalALpcbjUbcMeJW9+5XpsTXtO5e1m1EvxVvKG1VAAA03Wnrd2nnDuwb+wJnY1wtSwDYRUKg7jU3akQlJSVFRUUnTpxYsmSJEO+e43CZpmA2m5nB1H6/nw0Qk+qrjvcrXYXiLp9vf0hhz55KgoBDh1x+Py2RXOuNJEmDTNZbLCZdLlek7DIoTrRtK2/ZUnbhghcAiqd/PGjRXx6e3cdhaCFzWt2a1KI/rXBp0/t9/y+ltfLEXz7OyUmiXE/CJZFICOJKfgeKooLBIPaJNjqhL8ookUjYsYw+n0+hUMS2PomB+636/X7moiLS7byEFO95ZWjaW109MRi8FFKel3fk7Fnvhg2du3a9tjNrNC+qVA8BEgifj1q92szMshZ7XRpTGen3ufSZLk06AJBB/2PP54gDXk95tbyZMdaVRQ1iMpnYgyYu19pEBL0oo9frNZvNzGOJRJKamhrb+iQGu93ucDiYx0qlUqvVAgBN05WVlewpPiMjI4FvU8T7P4wgZDrd6wQhCSm/eo/pWuZ7mayfSvVgVCuHbo1USt5zj7FTJ2Xm6d2P/yFn0ILZNa27M3EMAFAiibNjd6Bp+ZF9sa0narikuhCMlby8PLVaLcQ4BsLuevBeS3PX/UUNIZVeG1TK3ksiCIJ7zzex7zHFeygDAFJpL53uTYKo0w/Zq1edUEYm66fXvyOIfw7iEouJIUO0Q54eSACdVnZIKQnKZKTRKOnWTVVQkKodORAAYNeuWFcTNRTvIRUhFkmS3NuO7I8kGAzabDaTyVRRUYHZTW9UpAAxeS4tBHDuf+utt7p2ffzXXx+WyQYBXBkZw4QyBw64SFKv0bxoMPyPIIR32xgxdNmp0KGDyO+d0qPq0UczCgpSBw7UGI0SyM0FANi5M9YVRA2VVCMN0c3hjXdpmnY6nT6fj6bpxD7pNoWQAJEd+Zs8lxYCCGXcbveZM2f27j1jMLyXnr5Sq52tUj3Qt+9DMpn45EmvXP6dSvWQIP4hqD68UUu/fjyFKI6JRCLubNvEPnrGD5qmg8Hg9beLD7zxbqR52qiBuFELGwsmz6WFACKA3NxcANi5cycAiEQtlMqJGs2stLRXevbsQ1HU3r2HYl1B1BiYqCXkXlLbtpCeDlVVcO5cLOqEbkbyXAjGXCAQsFqt1dXVFRUVNpst1tVpKN6TLiTTebcpXDdApCgqgQNEAYQy/fr1Iwhiz549Ic3ADXGQ4EW6l9S3LwAOlxESPCE1kWAw6PF4bDYbO+2Wpmm3280cGAX0VYvFYjalbzAYZAf5Js/AjqYQ6dtLkv1RAKGMwWBo166dy+U6evQot7xfv34AsAtPcomhRw9QKODECQgZ8YfDZYQGT0hNweFwVFVVWSwWp9PJLgrBJPJhHgeDQaHcY4o0s4btrSFJEpcvuFHc/S5SgIihTIzl5uaSJHns2LGQQsBemYQhkUDPnkDTsGdPnXLeG08ojnFvHwQCgTjPXCUUkU5IAj1R8ca7EolEp9OlpaVlZGRgjtMbRRAE748hSS4thBHKzJkzx2w2T548mVvYrl07o9F4+fLlCxcuxKpiqDHxDvLNzQWCgL17QTiH6SSXVNksoqYhs20F9FXzDqgiSVKhUHB/POiG8EYtSXJpIYxQJisri0lfyEUQRN++fQE7ZhIGcy8ppANGp4MOHcDthiNHYlIpdBOS5EIwmkiS5A0QBfpVC7TacS5SgMjO007gqWHCCGUiYe4x4XCZBMGEMjt28JdjwCocOImpKfB2wAj0q8ap102hIXchEzVwTIRQJjF6ZYqLi2NdhVhjp16fP1+nHIfLCE0yHDqjj3cOc0giHwHFBAK9NRbPIk29Fmi8e0MEH8rwztMWlpKSkqKiohMnTixZssTlcsW6OjF1++0AYVEL9soIDXdmDbNEdmzrkxgS7Jq7/moHAgG3242LMd2o6478xVAm9lwu1/Hjx7klBoOhbdu2LpcrZHKTsOTk5KhUqkAgkJeXp1Qm9/ILvFFLjx6X8vKK0tMFlAQMJcPRM8oiTb0W6DV3pGrbbLbKysrq6mqr1Sqgf06cuG4oEwgEEjJAFEwoc/78ea1WO3LkyJDyxLjHJJPJpk2bZjabY12RWOvXDwCoAwfqFEqlBcHgPZs27d69OyaVQjcBQ5mmcN2RvwL6qiPNyaJpmj3XCqiTKU7w9nVFmqedSAQTyrRq1Uqr1ZaXl5eXl3PLmUR5Qg9l8vLy1Gp19+7dY12RGPP063dfhw76nTtD7hhiOkTBEehdjzjH25MRKSaIc5GWyBZoJ1OciDT1OuH3R8GEMgRB3H777RAWteAkpkQiNxiOAtgcjiN1p14nRt9bUsETUlPgPSFFmqcd/xoSmUW7TgIXaep1wu+PggllIELU0qtXL5lMdvToURxIkRh4oxYMZQRHuDNr4lmkE5JAT/9i8bXx4Hb7+urq+63WvwWDu5JkBcQmEimTMlsooF9IwwkvlAk5n8lksu7du1MUtW/fvhjV6+YlZEffLeK9l9S2bdvU1NSKioqysrIY1QvdsITv046+SAGiEL9ql2u53f4X9k+abhMInHO715jNMwFKCQIkEolSqbRarU6nEyfBNRxvvJvwS2QLKZTp27dvixYtWrZsGVIuxEt2mqbNZrPJZGJXhkMM3tZkMzvjnUQBSfg+7Zi4bnJ6QXzVNttbtbX/BjgMwJ5TMwF0AABAUNQ/AB7RaC5JJBK/32+z2aqqqmpqahwOB8Y015Vgy3U1kJBCmbS0tIsXL86bNy+kXHBjQimKMpvNXq8XAKxWq1CuoqKjZ8+eMpns+PHjIXcMhRiwJrnEPnTGSqRrbgEtke10fud0LgUAAD/AOc4z7QEAgAYw07TVYnnR7b52EPD7/Xa73el0RrGmghRp6nVi749CCmUiYU5yO8IT3selYDBoMpnY8IWmaRzlwyWVSnv27ElR1J66S2QnxlS1pCLQmTVxjveEJKAlPIPBarv9Q05BKedxR+6WFOX3+ULvg8jl8pCShMyScitCpl5XV7u3b7etWmXaseNa/lWvN9GunxMhlOnQoYPRaLx06dKRI+fN5oDfH79HzEAgYDKZuPcpJRKJwWCIYZXiUKSRvwRB7N27N/Hu8iYq4c6siWeRAkSh3GNyuZbRNPeuOjeUyQnZFmCGWk2w/zSSJLn/TIbFYqmqqrLZbNi9zeL+SE6csB0+7Kyo8F2+fC3m8/n8Z8+6Y1G1piL4UCYQoA8fdmVl3QYAH37487Jl1d98U7FyZc2JE654C9Z9Pl9NTQ2371cqlRqNRnY0FmLw3jE0GAzt2rVzuVxHjx6NUb3QDUvsPu2YaMgS2fH8VXu9W+oWlHAedwGQcf6kASpFom1GozE9PV2r1arV6pB3oyjK5/MFg0Gn02kymZiYBvv/uD8GrfbKA48H3FejF5KEPXus+/Y5ol61piLsk2hVlb+wsHrHDltWVi8AOHt2PwDQNFRV+Tdvrl25ssZmCwBAPFzHezwes9nM3ccUCoXBYGDvcCNWpGExOFxGcEJWQKytrcWr51t33eT0cfwNU37/mbol5QDOq4lP5QDfAbwCMBzgyhIugcApABCJREqlUqVShbxdyLSJYDDo8XjwoErT14Jdvf5aucVy7bFOB3v22EtLE6RvRnihTGlp6RdffHHixImKCt/q1Sa7PQgAbdpcC2VYNTX+H34w1dYG5s6dm5OTc+rUqdjUGMDlclksFm4co1KpdDod7nK82rVrZzQaL1++fOHCBW654MZ3o5CTrtvtZq6eKysrrVarx+PBC+ibwBu1cGfbxm0iH5r2c6YsXSn78ce5gwcP/O67/wEAgASgH8ALAAsAXgEYVf8IZoqiQo6i4YNpktDu3S62Y04qBTYCtFqvbaPTAQBs22bzeOLs/sVNEV4o8/7770+fPv3771dt2GAJBK4cB7OzewHA+fMHKarOD9/tpjZssBQX/1JVVdWqVasYVBfAbrfX1tZyS9RqtUajiUllBCHS1GvslRGckBUQ2cCFoii3282McrBYLG63G2OahhNuojyCkBJEnVDjq6+qpk//xOPxnzxZU3dbJqZ51uOZYjKZnE4n7/BetVqdkZGh1+sVCgXzS8NQxuUKnjrl5p5zmKgF6vbKML01Ph914sS14cDCJbxQZtq0aStXruzR4363+9ovOyXFmJrayut1VlScDNnebA7Mnbts27ZtIePFTCbTM888U1xc3KSXL7W1tQ5HnfuRWq02JSWFeUzTNM4t5BUetfh8vu7du8tksmPHjuGcLwHhnl/DURTl8XisVmtlZaXFYsF+moYImXrNO9s2Xu8xERJJJ+YRTcPcuZdefvkCTcMf/9j21Vf7ANTwvsTn8zHLZTMxTchUc4Ig5HK5TqfLyMgwGAzh44KTzfnzXoqq0wHD3mMSiYANCFUqYL6qc+cSIbeZ8EKZ3r17jxt3T1WVMqSc9x4To6TE07lz55DCH3744eOPP77zzjszMjKmTp1aVFTEJHppLDRNWywWl+tawEsQhMFgUCqV3A1sNpuV+6NDAMCZeu3z+cxmM5OJx2q13nnnnRMmTMBvTEAkEonH42HGNMjlcqVSyTvOnaZpj8djsVgqKyvNZrPL5cJJtpGETL0WVqI8uXwEAASD9J//fH7u3MsiEfH2263/+Ec9wGcAjwM8C7AIoJz3tUxMU1VVVV1dbbfbQ65CCYKQyWS8L0wqZrMf6nbApKZC//4gkUDfvkCSQFFQWwslJcBcNZjN8Xgv8kYRQrwGqqjwrVplCin8+efPCgtfGzz44SlT3g5/yZQpGUplnQNoSUnJ/Pnzly9ffuLECabkmWee+fDDD8NfexMoirJYLNwLI5Ik9Xo9e6xhzs3s4UatVrNdNQgATCZTWlqaQqEoKSkRiURM0k/uBlKpVC6Xy+Vy7uK6KA5VVFRMmDBBo9EsW7aMjWN8Pp/H43G73fXHK0wrKxQKnOUXwmazsR267NGDoqjKykp2m8zMzDgcjUfTrvPnx//ud7s3bKhVKslPPml7551avg1bAeSR5GiK0vM9e4VYLGaOA/V3/iWVjRutJ0+65XIYObJOudV67U4TANA0WCxw6RJcvgxTpmSSZNz9VG6I+PqbxB+bjWckWGZmewDYt29ty5bdevYcpdVm1H1JQKms0/GYk5Pzz3/+85///OexY8eWL1++YsWKe+65J+Q9aZq+iWNBMBi0WCzcU69IJDIYDOyFVCAQMJvN3G5Sj8ejVqvj8LgTK0ajcd68ea1bt2bOYeGXmD6fj7lEY45lCoWCe52K4sTFixdHjx595MiRli1bms1mdjKtVCqVSqUajYaJaTweD2+CWraVMXINwTsshpmnzfZV+P3+OLzbYrV6H3qocvv2Wp1OPG9eu9tvD51ffVWZWCxOTX2GoqTML4T3llkgEHA4HA6HQyQSMb+Q6/6Ti4uLR4wYccv/jvglk5EA4PHAqVOgUEDz5sCcWLhxDAAQBBgMYDBAt25gMtUI/SgqyF6ZEydcmzfXGUhrMl14773JNTXnmWG/BEG2atXttttG5uZOSE9vAwDjxhmbN7/hvXrMmDF+v3/cuHEPPvhgRkbG9V/AF6aIxWKDwcA9BFutVrf72hQ4JkseXndy2e32kDFGJEnWfwUvkUiYY5lw98YEc/z48VGjRpWVlXXp0mXhwoXt2rWr5+o5EAi43W6Px1P/2DWMXBmBQKC6upp5TBBEZmYm85h7bNFoNOGzl2Pr0qVLo0aNOnz4cKtW6QsXZrZrF7ErRSzONhg+FImuHXWZidaRYhpWPTFNSUlJaWlpWVlZampqfn4+e68/wZSUuH79tRYAOnaEnLpJB71eqP8WnHCPooIMZcrKvOvWmdk/L10q+eCDhyyWy82adRgy5JETJ347duxXv98LAARBtGrVvXfvsS+//Ejv3p1u6FPsdntaWhozgEYsFg8dOrSgoODxxx+v53as3+9nBnawJVKpNDx5DLOWJLNDymQyvV6P/TFctbW1IWOMtFqtQqG49WMZippdu3aNHTu2pqYmNzd3xYoV7C/8uq3DxDRer7f+0R4Y01RWVrKHmrS0NOZ7cDqd7KB4hUKhC7kSj6mjR4+OHj36woULXbt2XbduXXq62WZ70+8vCdtQrFTep9E8RxD8cRhFUV6vl/mR1PNxJEnKZDLmx8YW/vLLL4cPHy4oKMjKyrrVf0+8crupRYuqunWjuXN2aRr274fyclCpID0dmjeH+pPMC+4oKshQxuul5s+vZPbi0tLtH330uNtt69hx4DPPfKVQaADA7/ccP75l796iAwfWezx25lVdunTJz88fN27coEGDGvhBJpNpzZo1hYWFP/30k8/ny8jIKC8vj9TFzUzE4H6fzLh63jCFoiiTySSRSOLqWBNzzFBo7hGKIAi9Xh8SPmJME+dWr179wAMPuFyu/Pz8xYsX+/1+bmzKEIlEMpmMOdnwvgm2cv3YJWkBQKfTKRQKAPD7/TU1V+YBiUSi9PT0mNWvrh07dowbN85kMt1xxx0//PCD9koOWtrn2+/1bgsEztC0hyRTJZKucvkwkahB1WZjGp/PV8+JjI1pZDLZtm3bevTocebMme7duzfSvyzu0DR9+nS1SnXtzkAgAHv3QlVVnc0UCsjMhKwsQqerLwYQyv4lyFAGAH76yXLunOfAgXVffPGM3+/p1Wv0tGkfSSSh/SV+v/f48c3l5Ru3bl3D9se2adMmPz9/4sSJeXl5DewOMZvNRUVFdvvpqVNTfL5DwWAVQUjF4lYyWX+FYixJGtxud8i0GqVSqdXyDme7gqIovKnExTtW2mAw1DOgLxgMer1ej8dT//XZdc+arIS/jx4F8+bNe/LJJ/1+/2OPPfb555+LxWJu/0E4kiSZY2Wk/k4mpnG73fX30zAJYXfu3JkkLci9CcsebWiarqysZI/qGRkZ8XCQKS4qGjdpksfjKSgoWLBgQaOnfmGWL2AC33rOaAaDIeGnOIUfRb1e2LkT6qY2u+bOO/WtW0sS4Cgq1FDGbPa/+OL/5s//M0UFhg59/MEH/0EQ/HusTEZOmpQmldLbt28vLCxcunRpRUUF81SrVq3uvffe/Pz8oUOH1t9NTVGm2to3PJ7N4U8RhEIqfcPr7cAtDJmR5HK52AxOiFcwGDSbzdxxEiFjpet3E9dnIc2RJPfRm9r777//wgsv0DQ9e/bsf//738yX3MAzTT2tw6j/zsL58+fLy8srKiqSpAW9Xq/ZfOU+u0QiSU1NZR7X1NSwMZ9er499yrhvvgm+/PJQguh4112ffvppk94QpGmaOSuH/9JIkmzgeEfhCj+KulywYwdESl42YIDmttuu3cUT9FFUqKHMm2+++dJLLxEEMXbsi/n5f4y0GUHAXXfpW7e+tjNTFLVt27bCwsLly5dfXfgDUlNTR48ePXHixFGjRoX3AQQCF8zmp4LBSuBBAswAGMMt0mq13CZkRn7I5XK9vr5ZhcmsIWOlG+hWzprJcB+96dA0PWvWrLlz54pEog8++OCZZ57h3SbSmYaLIAipVKpQKORyef0xTcgx9/Dhw8ePH0+SFow09Zp3nnbMvP46vPYaEITjrbfUf/pT1D6W+aUxPzamR/C63eRCF34UJUnx8eOi0lKeuF+jEQ0apM3K4u+jEuJRVHihTDAYfPbZZz/99FORSPTXv77bqtX9kbquxWJi6FBd27YRL0qOHj1aWFj43XfflZZeWWjeYDCMHTt24sSJd911F9MVSdOumpopgUAZ3xtIAF4AGMz+TRCETqdjL4NCRn4k/L50c3w+n8Viue5Y6Rt1E2fNZLiP3kR8Pt+jjz66ePFimUw2b968SZMm1b99+JmGF9M6zO0n3hsl3GMuAJw6dapnz57J04JVVVXsqUupVCqVyoqKCq1W63Q6CYKQSCQKhSJmvVPBIDz3HHzyCYhE8OGHMGNGbKoBwPzMFApFnI/2uBX1HEUtlsDp0+6qKr/HQ4nFhE4nbtVK1qqVvCE3HgV0FOUJZeJ5uIDX650yZcqyZctkMtnChQsLCgpqavy7dtkvXqwTeJIktGmj6Ns3RaNp0GU9E9MUFhYeO3aMKVEqlcOHD584ceJdd9XQ9CK+F6kAXgboxilx6nRihSKb+SMkCR4AkCSZmpqKiTG4bmis9M1h90av11vPWRO7zW5ebe2FP/yh44IFcrV65cqVd9xxxw29ulHS5dE0HZ9pVJpUSFoHkiQLCgqOHTs2duzYe+65Z8yYMTGbjO31wtSpsHQpyGSwYAHcf39sqpEc8CgKIaFMnA8XsFgs48eP37Jli16vX7VqFXciktMZrKjwOZ0UAGg0osxMqVx+M4Pdzpw5U1RUVFhYuG3bNuabkcvJwYNTxo3T3323jhMYGQBeA2jDeakZ4G9KZQ+t9hXmb243L9zCHZME5nK5QhbaVKlUTbrQZj1nTXYOCLoxly/DmDFw4EDJ2LHef/3rVi7F6k+Xx8J0eSw2Ew8zPMLn840ePfr48ePMsykpKWPGjCkoKIh2TGO1wvjxsHkz6PWwahU0eMYougl4FGWE9srE73CBixdHTZmy/tdfW7VqtW7duvA1lRrXuXPnfvjhhyVLvtqx4xDzDUmlRG5uysiR2vHju6SlvQnAnS54HuBvACaSNGRkrAcgoO7dJUyCF87hcNjtdm5JNO/rh58142Suh8CcOQN33w2nTkG7drBuHbRv3yjviunyGoh30p/NZlu7dm3d6zH5nXfemZ+ff99996WlpTVtna6GttC8Ofz4IyTHnb5YwaMoKzSU2bp1azwOFzh+HEaNOiqRPJ2evmjp0qiFWQ7HvJKSd9auta5da9m1y8HEoGIxkZc3YN68764OED4B8HeAK7+njIz1JGlkHtM0bTKZmNWXcPoSV0gSPAgbKx01zN5I0zQOY7phe/bA2LFQVQV9+8KaNdAE50i/388cK+uPaSQSiVqtjv1UnegKv4UdMumvrKzs+++/Lyws3L59O3MBLRKJ+vfvP3HixAceeIBNEHyDHwo1NX67PUDToFaLUlMlYjHnyHbiBIwaBefPQ5cu8OOPwM3RhhobHkW5hDDsd9cuGDsWamqgf39YvRqMxqh9st3+scPxJfPYYgn8/HPt6tXWTZts3bq1XrNmM4AIYBfAmwDXrorS0laIxdd2YEweE4KmaavVygzSZPAmwUPxrrgY7rsP7Ha4805YsQKa+ELwuunyYnUQj5UbmvR36dKl77//fsWKFb/++ivzEpFINGTIkLemTr39rrugefOGfKLHQ+3f7ygtdXu9124riMVE27byPn1SUlJEsGsXjBsH1dWQmwurV8PVyeGo0eFRNFx9oQxzSRTj/tuiInjwQXC5YPx4+O47iO59OKdzkc32n7plYqv1s4oKU6dOzDIIjwPUcJ/OyCgmSby+53fdBcORMCxYAE88AX4/PPIIfPklRHFR4kgxTVLdHwxfIKWBt7DNZvPq1asLCws3bNjg9XpNvXoZ9u+HLl1g4kR46CHo2DHSCy9d8hUXW9xu/vGeYjExSrSn+e8fArsd8vNhyZIoH6iTCh5FedUXyrD9VzFLXTxvHjz5JPj98Nhj8PnnEPWIyufbazKFzyGcC8Du8/8A2MU+IRJlpqevjk7dBOe6/eFIGN5/H158ESgKZs6Ed9+FGAUQ3ETPMpnMUP+KMgnE6/VaLJZbnK5itVp/XLPmwZUriTVrgJ0D1bs3FBTAhAnQqc5ydRUVvjVrzMFgxDNFx21LhsyfRVIBmD4dPv4Ykn44dtPBo2gk9YUy4enGmZiGyV7c5FV7/3144QWgaZg9G+bMafKP4xeorBxLUaa6hTMAxl19vBRgPvuESvWQRvNi1ConII2YBA81KZ+PNpv9wSAtFhMGg0Qi4ZwgaRpeegneegsIAt58E2bNil01r6EoiqKoJDmU38QCKdd9R/j5ZygshB9+gKvrUELbtjBuHEycCHl5Pj8sXVrtctU3p6zdnlXDv3jm8Khnsr97V6NNioaICTyK1iNiKOPz+UwmE+9TEGHR0UZD0zBrFsydCyIR/O9/8NRTjf8RDeZ0LrTZ3q1bNgyAjVcOArzMPCIIeVracu6q9IjRwAXDUWxdvOg9eNB56ZKXPSSQJLRoIevZU92smRQCAZgxA776CqRS+OYbmDw5ppVNRtxVrxmNOV3F64UtW6CoCBYvvrbwYHZ2Vf9RO1qOqmjXF+rdWw3lx80tOrdvrxg+XNc49UF14VG0fhFDGYqi2HvS9acuZu89Nc536vPB1KmwZAnIZDB/Pkyc2AjveUuCJtPvfL6DnJLmAJ9efewEeAiAAgCtdrZSGfPaxgVulsUopG9CtygQoLdsqT150h1pgy5dlHn/fphYuwZSUmDFCrjzzmhWD0FYnipoupHOfj9s2gTLl8PKlXB1YQSHvvmugpdP9b23/a7vO29ZYCw74kkxVmf32FnwikN/bdSwSEQ88kiGVIq7diPAo+gNuf4MpsZaNqVBHA4oKICffgKdDn74AYYMucn3aVQUZTWbf+/3HwcgAGgAAmAhAHsx9AzABbV6ekpKzDJzx4+QLIsEQTRyfzhqbBQF69aZQ/Jlhxtwbs1t37wKq1dD797RqRhi0DRdW1vLzeobskBKU6Eo18+/lf5nadv9azRV5378/QL9pZKe6/63Y+LfyjsNljstt/38WasjxatmrbRmtGNfNGaMIdLKPqiB8Ch6E25gMnaTxzQVFTBmDOzfD82awdq10LPnDby2idG0127/xOVaQtPMuPHXAPowT5Hkt1rtALn8xpK1JzA2y6JOp4th+ibUQHv22PftczRky4G3kd0G4P3TqApZxw2iO13l8mVfUZEJaDr93H6XLvOBV/LWP/31xa5D2Q3GfPCQR6X/ZdqHbMmQIdpOnZJoVnwTwaPojbqBIVoEQbCDY+pJXcwuFMfENDKZLNKyKXU4nZCXB2fOQOfOsG5dvOVWIgiZRvO8Wj3F7S72+w/4fA526JVcPkMux7V7rpHJZNOmTSstLQ0ZjJZsmT8EweWiDh50Xn87AADYU0J37ENJpcky5znmeNdxMxgMkijOfgcAIIiqNr077ih0a9K4cQwAnBj44MDCv9XdNqpVS1R4FL1RNznaXCqVSqVSjUZTz7IpbExjs9muv2yKSgVPPQXLlsHq1U2RNrRRkKRRpZoEMMnr9ZrNZqbQ769vbH8SysvLA4DevXuzd/ej1B+ObpTXS+cNVUz6wGG8kj47/dz+3qvfXffcPObP8IERp09rOnfGI2k0BINBs9nMTXMc/ekqKSnXPkttLrcbW4Zs4NakKWw1QNNsCJOSgjOYGgEeRW/UrV5gMQFNenq60WhUqVSRdjOfz2ez2aqqqq4kWl60CIYOBa0W2reHyZPhwgUAgFmzYMuWuI1juLhXRX6/XwAZk2NBo9HI5XLmOhL3wHhEUaoDO8S+a4MwpM7a9LP7mMfdf/p44OKXSwY+UPjapg1PfREUyya8cbd159EY1TW5+P3+mpoabhwjkUiMRmOUp92q1SJ2DV232qgvP0FQda7cMs7sdeoy2ThGLCbS06PbY5To8CjaQI3WV8zGNGlpaWq1OlKaB6lUCu+8AzNnwuOPw9GjsHw5yGTQpw+UlDBPN1Z9mhRJktxjCrcHGHHpdDqj0ZjkaSiFSGGr7rvqrV+mfVg6YJJT38yU1WXTY+/VtLqt5ddvxrpqic/r9ZpMJu69e5lMZjQaY5LOmB34Ut26h9xpyTizl/ts1vHNFR1y2T/bt1fUWZIJNQY8ijZE4+8bYrE4JSUlLS0tLS0tJSWF2wBisVhsMsErr8DChfDoo5CVBT16wDffQO/e8Pe/N3pNmhT334WhTCQEQSRJ7jLhSjFf1FadZf5TWSuYwpbHNvEOjEg9sjUGVUwmbrfbbDZzO3oVCkUM04d066ZibjPVtO5e1m1EvxVvKG1VAAA03Wnrd2nnDuwb+wKzpVRK9OmjjkklExseRRuiCb8gsVisVqvVajW7bIpUKoXvv4eMDLj77jqbPvEEvPBC09WkKUgkEnZ6JIYySLiGfT2TIq8cB0QBL02QEHlghMxazR0YgRpXeBI8lUql0WhiVR8AEIuJkSP1RUUmv58unv7xoEV/eXh2H4ehhcxpdWtSi/60gpmJTZIwbJhOpcK0syg2ohHriUQilUqlUqkAAMrKIDs7dIuMDKisFNYhktsrE2m1XoTi36o/rrA268A8zjq6afhXzwFnYARNXjs5ZZzZG8hoLhHOThr/uGnQ7Ha7w1FnVrxGo7ly2Iyp1FTJuHHGDRssDlBvfOK/Wx5+U1dxyqXPdGnSmQ1kMnLYMF2rVphOBsVM1Lut0tLgyBEIBussObZ9O7RoIaA4BgDEYjFBXMnKEwwGKYpKnoV5USIhSSAICBm5zg6MqGjfjy1seWIzecfgaNcvQbFp0GpqavLz8/1+/5UpEQAAQBCEVqtVxM360mlpkokT0w4fdp444XKAsqZ1d6ZcLic7dFD07KlWKPDoh2Ip6qHM7beDyQTbt8OgQdcKN2yAwQI7RDL3L9lbS36/PxpLbCLU2Nq1U+wOy5DHDoz4+anPXZp0oOlO2xannz8g+v6LWNQxAeXk5JSXlwcCgYEDBzLre7NPEQSh1+vj7XgikRC9e6t791bX1gbs9iBNg0ol0uvFgroCRQkr6qFMnz4wZgy89BIsWwaZmUDT8NVXsHs37N4d7ZrcMolEwoYyPp8v3g49CDVE9+6q86ckVVWh471CBkb4DWnE5s2QkxOTSiYkJg3aoUOH2rRpwxbGJgnejdBqxVpc/hrFmRtYuKDR2O3wzDPw3XfQqhWYzZCRAYsXQ69e0a7GLXO73ezSGDKZzGAwxLQ6CN0kn48uLrZcuMCzDJPY69JVnDJ2z84r6IjzbJsCN9+mSCQyGAw4XQWhGxWLUIbhdMKJE9CiBWRmxqYCtywQCFRXVzOPSZLMyMDlaZCAnTzpPnjQYTYHuIWpqZKePdVt22JuribEXBRJJBKDwYBD7hC6CbELZRJCZWUlm8kqLS0NL6eQ0NlsQbPZ7/FQCgVpNErUapxeGw1ut/uG199FCF2Fp95bIpFI2PF6fr8fQxkkdBrNtVz1KGriZ7ISQkKEnZm3hDs6D7PLIIQQQtGHocwtweULEEIIodjCUOaW4BLZCCGEUGxhKHNLcIlshBBCKLYwlLlVeI8JIYQQiiEMZW5VyD2mGNYEIYQQSkIYytwqnMSEEEIIxRCGMreKG8ps376dzZiHEEIIoSjAbL+NoKam5tSpU+fPn6+oqEhPTx8/frxSqYx1pRBCCKGkgL0yjUAikbRu3VqhUASDwT59+mAcgxBCCEUNhjKNgJnEJJVKx48fbzKZYl0dhBBCKIngDaZGwF0iWyKRpKamxrY+CCGEUPLAUKZxOBwOiUQikUhIEju6EEIIoejBUAYhhBBCAoZdCAghhBASMAxlEEIIISRgGMoghBBCSMAwlEEIIYSQgGEogxBCCCEBw1AGIYQQQgKGoQxCCCGEBAxDGYQQQggJGIYyCCGEEBIwDGUQQgghJGAYyiCEEEJIwDCUQQghhJCAiWNdgStmzJjxzDPP9OjRI1LJ+vXrv/zyS5/PN3LkyEcffVStVgPA22+/ffDgQWaDPn36vPDCC/v37//Pf/5TUVFxzz33PPjgg2lpaQBw6NCh+fPnHz16dOzYsVOnTk1JSQGA6urq999//9dff23ZsuU//vGPdu3a8X7uxo0b//e//3k8nrvuumvmzJkEQbA1PH/+/MSJEzdv3iyXy5v8C4p73O8tvF14NwOA0tLSDz/88OTJk8OGDfvjH/9IkiRvQze8WcM/gnezepo1aV23BXmbJrzwhnY3qLsfNbz16/mNJaHwryh8z1qwYMG6deu4r5o9e/bBgwfDCzMzM8Mbi/cLD2/rSHsl1P2B8Vbmtttua5qvRwDCW5D3Z88IOfWE71y8uxvvQS+8sIEtCPG2D9KxtmrVqunTpwPApk2bIpWcOHEiPT39vffe27Nnz4gRI+bMmcOUd+3a9bvvvisqKioqKtq9e7fVajUajbNmzdq3b9/06dOHDx9O07TH42nWrNnChQv37NkzZsyYl156iaZpiqJGjRr15JNPHjlyZNasWaNGjeL9XLPZrNPpvv76623btg0dOvQf//gHW+1gMDhy5EgAcDqd0fqq4lT49xbSLpE2s9vtOTk5zz777L59+/Lz82fNmsXb0A1v1vCP4N2snmZNTg1pQd6mCS9s+O7G4O5HDW993homrfCvKHzPomn6wIEDS69677330tPTy8vLwwsvXrzI21jhX3h4W/O2Ps33A+OtTCy+vLgQ3oKRfvZ02KknfOfi3d14D3rhhQ1vQTrO9sHYhzJvvPHGH/7wh5SUFPY7Ci9ZuHDh73//e+bxJ598MmLECJqmKYrKzMzkvtW6desGDhzIPL58+TJBENXV1du3b2/evDlFUTRNf/vtt4MHD6ZpeufOnR07dmS29Pl869ev5/3czz///N5772Uer127tkuXLuxnzZkz55///CcAuFyuRv9OhCXkewtvF97NaJpetmxZbm4u83jTpk0Gg2HBggXhDd3wZg3/CN7N6mnW5NSQFuTdB8MLG767Mbj7Ee9H8LZ+pN9Ycgr/ir7++uuQPSsYDHJfMnbs2J9//jnkfZhC3sbi/cLD25q39Wm+HfO6lUkq4S24dOnS8J8982fIqSe8vXhbkPegF17Y8BaMt30w9qEMo3Xr1iG/8vCSmpqajRs3dujQ4cMPP6Rpury8PCsrq6CgoFu3bjNmzDCbzbW1tRUVFczGS5cuZVorEAi0b9/+6aef/vzzzzt27PjJJ5/QNL1o0aKHHnrotddeGzZs2DvvvGMymXg/96OPPpo0aRLzuLCwUCKR+P1+mqb3798/ZMgQh8OBoQyL/d7C24V3M5qm58yZM2PGDObxhQsXAKCyspIOa+iGN2v4R/BuFqlZk1xDWjCkacILb2h3492PGtL69f/Gkk34VxRpz2J89dVX48aNC3kTtpC3sXi/8PC2rmevpPkO6ZEqk2zCW5D3Z0/z7TLh7cXbgrwHvfBCj8fTwBaMt31QSKHM4sWLjUajWq1mQvgtW7bodLr58+evXr26f//+d911F7vlwoUL9Xr9okWLaJoOBoMzZsxQKpWdOnVSKpVr166lafqNN95QqVSPPvrowoUL+/fv/+ijj/J+bkVFhcFgWLp06cGDBwcPHkwQhMPhcLvdvXr1OnbsmNvtxlCGxX5v9bQLXffrfeqpp5iub5qmKYoiCOLMmTN0WEOzrtus4R/BuxlvszbR1yIgDWlB3qbhFjZ8d4u0HzWk9ev/jSUt9iuKtGfRNB0IBFq1arV//37uC7mFvI3F+4WHt3U9eyXNd0jnrUwy4/7Iw0t4d5nw9uJtQd6DXnihzWZrYAvG2z4opFCGpmmKot59993U1FSmB4z5X5qmd+7cCQA1NTUej2fChAkdOnTYtm0b89SCBQuaN29eW1tL0/Snn36ak5ND0/Rrr72WkZERCARomi4vL09JSWGPpCGf++mnn7Zv375t27ZvvfVWixYtaJqePXv21KlT9+7du23bNgDYunWrzWZrgq9EYLjfW3i78G724osvPvHEE8xjp9MplUrZ3pGQhm5gs4Z/RKTNwpsVNbAFQ5ompHD+/PkN3N3q2Y+u2/r11zAJhXxF9exZhYWFAwYMCHk5tzDSsTH8Cw/fuerZK2m+QzpvZZJT+I88vIR3lwlvr//7v//jbUHeg15I4Q21YFztg8KYjP3OO+/MmzcPAAiCePjhhy0Wi9VqPXHixPHjx5kNsrOzlUqlRCKZNGlSamrq4cOHBwwYwDy1Z8+eO++8U6PRAMDEiRNLS0utVmtWVlZ2drZIJAIA5kYy02UXwmw2jx079uTJk6dPn+7Tp0+nTp0AwOv1Hj58+Mknn3zmmWcA4Jlnnjl69GhUvgZhCG8XhULBu2Xr1q3PnTvHPD537lzHjh3fe++98IYOBAINbNbwj+DdjLdZEYu3BXn3wfDCbdu2NXB3C9+P/vrXvzaw9Rv+G0sG4V9R+J4lFl+ZrPrZZ589/PDDIe/ALeRtLN4vPHzn2rp1a0P2St7PTWbhLcj7s+c99YS3V2pqangL8h70wgsbeFyFONwHYxhGcdXfK7N8+fLc3NwLFy5QFDV37ty7776bpumNGzdmZmYyB7tXXnnlvvvuW7NmDXOX0XkVRVEff/xxVlZWVVUVzRnHVFZWJpfL9+7dS9P0F198wQwwDP/crVu3NmvWzOVyuVyucePGffbZZ9waBgIBwBtMV7HfW3i78G5G0/SZM2fkcnlJSYnT6XzkkUd+97vf8TZ0w5s1/CN4N6u/WZNW/S3I2zThhTe6u9Gc/ajhrV//byzZhH9Fp0+fDtmzmC09Ho9cLmdvNvEW8jYW7xce3tb17JV02EGetzLJKbwFV69eHf6zZ7fnnnrC24u3BXkPeuGFDW/BeNsHhRHKOJ3OgQMHSqXS7OzswYMH//bbb0z5lClT2rRp06pVq6ysrD179rz88sshgdrp06d9Pt/UqVMNBkOnTp369OlTXFzMvPajjz6SyWTt2rUzGo2//vprpJrcf//9ffv2bdWq1eTJk7k/JhpDmbq431tIu0TajKbpDz74QK1WZ2Zm9uzZ02q18jb0DTVryEdE2qyeZk1a9bcgb9OEF97o7kZz9qOGtz5vDZMW71cUsmcxW27evDkjIyPk5eGFvI0V/oWHt3U9eyUdtu/zViY5hbfgs88+y/uzZ4ScesLbi7cFeQ96IYU31IJxtQ8SNE3fWDdOjNA0fe7cOZlM1rx5c2653W6vqqpq06YNSdZ3s8zj8Vy6dKlt27Yhr71w4UL79u2lUmk9rzWbzX6/PyMj41bqn2wa2C7MltXV1WzTRGpoXrzN2sDNsFnrF96CvE3DW3jTu9sNtX7Df2PJKWTPutHXhjcW7xce3tYN3CtRIwpvL94W5D3ohRc2vAXjZx8UTCiDEEIIIRQOr2YQQgghJGAYyiCEEEJIwDCUQQghhJCAYSiDEEIIIQHDUAYhhBBCAoahDEIIIYQEDEMZhBBCCAkYhjIIIYQQEjAMZRBCCCEkYBjKIIQQQkjAMJRByai4uDjWVUAIIdQ4xLGuAEJRVVJSUlpaWlZWVlNTk5+fr1QqY10jhBBCtwR7ZVByycnJUalUgUAgLy8P4xiEEEoAGMqgpCOTyaZNm2Y2m2NdEYQQQo2AoGk61nVACCGEELpJ2CuDEEIIIQHDUAYhhBBCAoahDEIIIYQEDCdjo6RDUZTf7/f5fCRJqlSqWFcHIYTQLcFQBiUXn89nMpmYx2KxGEMZhBASOrzBhJKLRCJhHwcCAZzBhxBCQoehDEouBEGIxdc6I/1+fwwrgxBC6NZhKIOSDrdjxufzxbAmCCGEbh2GMujmCXRRRqlUyj7GXhmEEBI6HPaLboYQF2WkaZogCKjbK4OhDEIICR2GMuhm5OTklJeXx/+ijIFAwO12+/1+v98vl8u1Wi0ASCQSgriyZEcwGAwGgyKRKNY1RQghdJPwBhO6SYJYlDEYDDocDq/Xy+SSYcuxYwYhhBIGLieJEhlN0xUVFeyfmZmZzD0mm83mdDqZQrVanZKSEpv6IYQQumXYK4MSWaSp1ziJCSGEEgaGMijB8UYtOIkJoZgQ6LRHFOdw2C9KcFKp1O12AwA71BcARCIRSZIURQEATdOBQIDbeYMQanRCnPaIhAIP3+jm0TTNLMrI7fmINzKZTKvVSiSSkEpKJBKv18s89vl8GMog1KSEMu0RCRHeYEI3w+v1VldXV1RUmM1mdvxsfBKJREqlMjzYwntMCEWZIKY9IiHCGUzoZnDXlxaJROnp6bGtz03wer3sIVUikaSmpsa2PgghhG4O9sqgm8FkmWMeB4NBZtCJsISklsGYHqFbgV2bKIYwlEE3IwHWlyZJUuj/BITihMfjMZlMVqs11hVBSQpDGXSThJiahaIoj8fD/ok5fxG6dU6n02Kx0DTtdrttNlv4BoFAIPq1SmZJOOMdZ22gmySVSl0uF/M4/uOA2tpar9cbDAYBIC0tjemPkUgkzDxtAPD5fCqVKpZVREiA7Ha7w+Fg/3Q6nQqFgnuRYLPZXC6XXq+XyWSxqGBySdoZ79grg66PybzCYIfFCKtLg1k2knmMifIQahROp5MbxxAEodPp2CMDTdNWq9XpdNI0bbFYcBeLgpycHJVKlYQz3jGUQQ0ivookSbaEfUxRVJz3IfNGLSGDl9lYByHUEEqlkt2zCILQ6/UKhYL5k6Zps9nM9noyYU1MKplsknPGO4Yy6PrY830IAXXMRKoqjvxF6KYx4QtzVWM0GtlbSBRFmUwm7hA6kiR1Ol1saplk8vLy1Gp19+7dY12RqMJQBt08AY38jTT1Gu8xIXQrSJI0GAypqansLhYMBk0mU8gFA3cDhBodhjLo5gkoDmCnXovFYqVSyYYyAorGYmnRIhg6FLRaaN8eJk+GCxdiXaFkF6spKoFAIDwDk0gkEolEzGO/319TU8O93SyRSIxGI7sBQk0BQxl084SVZU6v12dmZqalpWm1WnaUj4CisZh55x2YORMefxyOHoXly0Emgz59oKQk1tVKUiUlJUVFRSdOnFiyZAk7hTA6fD5fTU1NPUNevF6vyWTiJsyUy+VGo5Hd3RBqIrhwAWqoQCDg8/n8fj9BEBqNhimsqqpiR8sKtA+5svISRV0ZDCQS/UMsJmWy/grFWJLUx7ZicaGyErKzYeVKuPvua4WjRoHRCAsXxq5aSe2XX345fPhwQUFBVlZWQ7ZnulJucd/0eDxWq5U5XyiVSq1WG7KB2+0OiXIUCgWOj4k+iqL8fr/f7xeLxXK5PNbViRIMllGDBAKB6urq2tpal8vFzkqAur0agrtBQ1Fmi+VPFLWPLQkGNV7vDpvtvaqq8U7nAoCkD/TXr4eMjDpxDAA88QRs2hSb+qAbn6LidDpramqqqqpsNhu7GvwNcblcTBI89s+Q93E6nSFxjFqtxjgm+txud2Vlpdlsttvt3AN1wsNQBjVIpKnXAprEFCIYvFhTM9Xj2QRQyinOYf6Ppl0223tW66sAwlteqjGVlUF2dmhhRgZUVgJ26MbIjU5RYcKOYDDodDrNZnNlZeUNXXV4PJ7a2lpuSUpKCjffnd1uD0nyq9FoUlJSGv4RqLFwp2QK7tryVmAogxqKN2oR6LBZmnabzc8HgxUAAMAd9tGRu5nb/aPd/kk0KxZ30tLgyBEIybizfTu0aAERpuijuOLz+UISJlEUxT3hXZdMJuMGLlqtVq1WM4+ZbDHhWfIwcXascHNlURSVPLmyMJRBDXXdUEYQS2QzmYtttuWBAHuhWcK5kdQaoM7dZYfjm0DgTDRrGF9uvx1MJti+vU7hhg0weHCMKoSuCQQCZrPZ5XLVs98RBCGXy7mpoaRSafg43NraWo/Hwzt0kkkew5wjDQYDm0OWyeHLvYsRkiUPxYRwe8pvBYYyqKF4O2AIghDQnsNcpohEQbf7CwDr1WIHQMXVxyKAtiEvcjqTeHxrnz4wZgy89BJUVAAA0DR8+SXs3g2vvALBIER3Bg0K4fF4vF5vbW1tZWWlyWRyOp3hV+ESiUSv12dkZDBBBhPZhGzj8/mY0TDMMAu32x0S0zBBTEgSPLPZzB0xE5IlD8WKQHvKbxGGMqihpFKpVCpVqVR6vV6vvza7R0B7zttvv/3II494PLtp2lH3Ge49ppyQV3k8W5J6/O/ixdCmDWRlQdu2oNfDW2/Br79CcTHodPDOO7GuXFLjLvPu8/lsNltVVVVNTY3dbg9ZSISJYHQ6XUZGRvjSPNzlBbxer9VqtVgsIduQJBmSBI+7s4tEIqPRKMQJjAkjydN+4srYqKGYq67wckEskU1R1MyZMz/88EORSPTEE+26dQt5vjQQGGSz2QwGA0CHsNeaKcpMkjz/9qRw4gR07Qp790IgAC1aQGYmAMDJk+BwwM6dsa5c8goGg7y7GzMR1+FwSCQSuVwul8u5I2N4FyEJn9ZUzyRe5q4Wt/tHIpEYDAZMHhN9FEWx9xbZJIQC6iZvRBjKoFsV/3uOz+ebOnXqkiVLZDLZvHnz+vc3Oep2yrjdh2fMKLh48cL334/Sas+FvwNFOZM3lPn4Y/j6a1Cr4bnnrhXm5gIA7NwJNI3jf2NCJBKlpaUx95h4e0OZmMZutzP5RWQyGfd6nUun03k8Ho/HwwYoFLXWYtkVDFYRhFgsbiWV9pPLhxGEzOfzmc1m7u0nmUym1+sjLdOGmhRJkuERpEgkIkmSCXFomvb7/cnQW4ahDLpVzDxtZs9h5mnf0PyIpmaz2caPH79p0yadTvfDDz8MGTLE6VzE3cBsDkydum7fPqfRKL50aZdWyzNokSQ10apv/OnXD77+GnbtqlPYujU0awaXL8PZs9C2bYRXoqYlFovVarVarQ4Gg0wswhvTBAIBh8PhcDhEIhHTTxMS0zD3jjUajc/ntNl2+v2X7fZ32Wd9vgMu1yqSNCgUf3O52nHjGEyCF5+kUil78xFDGYQaSiKRsH3UTJbJ2NaHSyKRBIPBZs2arV27tmfPngAgkVwbDXPxou+hh06eOuVp2VK6aFGHdu14+tVFokyS1EWrvvGH7YAJ0bcvrFoFO3diKBNzIpFIpVKpVCompvF6vbyp8JjUMk6nk4lpQmZZU5TNZnvO7z/G+xEUNcDpzOYOGlOpVGzWbxRXJBIJN5SJbWWiA+9uokYQz/eYFArFypUrd+zYwcQxACCV9iBJAwCUlLjHjy85dcrTqZNi5coc3jgGAOTy4VGrbTy67TZQqeDkSTCZ6pT36wcAob01KKaYmMZgMGRkZOh0ukjzibjp8qxWq8fjAaAslj9FiGMIgMkAT3HPFykpKRjHxC0BTcVoLBjKoBvDTJQwmUwVFRXslV+c7zkGg6FVq1acArFaPXXvXueECaWXL/sGDkxZuTKnWTP+YQQEIVOpHopOPeOUWAy9egFNw549dcoj9dagOECSpEKh4MY0vMNZKIpyu90Wi6WiotznGwrQDyDkZgQJ8CwAdxcIpKT42Sx5KA5xbyDyLmaeeOLoRgASBLfbzZ2vxFz21d1zvFbrOxJJS5lsoFjcMja1vJ6ff1Y++OBJjyc4apTuo4/ayOURY3qN5nmRKDOadYtH/frBb7/Brl11FmPq2xdIEvbvB58PIownRTHHxDQKhYKZaM0MqQk/t9G0GGAYwDAAL8BBgK0A2wEogNkAfTkbegDmBINZAK9E81+BIqEoyuPx+P1+n8/HTjIlCEIsFrMT8v1+f6QR3wkDe2XQjeHrgAm4XN8AXLn7QNOk273PZnu7unqC2fyHQKAsyjVcsGDBfffdF5JXg+urr766//4HPJ7gtGkdv/iiXT1xjFo9Tamc1DTVFBTeDhitFnJywOOBQ4diUil0Q7ipZdh0eXwbygD6AbwAMB/gq7pxjB3gFYC9Hs+mZF+bLG7QNM2s8hsIBLg39+O8p7zRYShTR3FxcayrEO9C8i9RlM1kmmG3fwRwnLPVlZWMvN7famqmeL2/AcDPP/+8Z8+epu7qfOutt6ZOnbpy5coffviBd4M333xz2rRpgUBg9uzZn39+KCXlYYLgGd4vEmXq9W+npDzdpLUVjEjDYvAekwBxYxqDwaBSqQiCd3ybDIA7GuYywB8BTgAARdUGg5XRqS2qHzP1mnnMTL1mHidbojwMZa4oKSkpKio6ceLEkiVLXJiOPTKxWMxdrsxs/ofPdxAA6q4vzYQyNADQtMti+bPPd+gPf/hD3759W7du/fzzz//888/19JrcHJqm//znP8+ePRsA3n777YKCgpANgsHg008//dJLL4lEok8//XTOnDkEIdNoXkhPL9JoZikUd8lk/WSy/krl/Xr9O+npK+XyYY1bQwHLzoaMDKiuhrNn65TjyF8hIwhCJpNpNBq1eiPAbIAiADP7rN/vX7r063//+x8AAHAO4C8Al9lnKcoe7eqiCHijlmTrlcGxMlfk5OSUl5cHAoG8vLzwxN6ISyqVXh3wG/D72QTn3FCmTu5/mvZVV788bNgQq9V64cKFDz744IMPPmjWrNmhQ4dSU1MbpUo+n+/xxx9ftGiRVCr99ttvH3zwwZANvF7vlClTli1bJpPJFi5cyA10SDJVpXoA4IFGqUnC6tcPiopg505o0+ZaocB7ZYqLi0eMGBHrWsQeSSoBjgEcA/gCoC1AX4BhIlHGK6/8w273PPnkwLS0TwHcdV+Ca1/HC96p18zyn0wv+NW150Qxq2LTw16Za2Qy2bRp08xm8/U3TW5KpVKr1aamakjyUYADV4tPAbC5zJsBpHBfQpKX3nzzrosXLx45cuRvf/tbx44dDQZDY8UxAEAQhMlkUqvVq1atCo9jLBbLyJEjly1bptfrf/755/AOG3R9vFHLbbeBQgGlpRC2ZE+cw15YLrGYXayDAjgF8B3ADJL8U/fuKgA4cOD1kDiGIFQiUbOoVxPx43bAhCwowT5O+HtMGMpck5eXp1aru3fvHuuKxDu5XK5UKoPBnRRl4xR7AdgRvgQ7XIbl8fwEAF27dn3ttddKSkp++eWXkA2OHDny8MMPr1ix4iZOLRKJpLCwcNu2bXdzp9gAAMDly5eHDRu2ZcuW5s2bb9q0adCgQTf65gggwr0kieTKPO3du2NSqZuWk5OjUqmwF5Yhld7GZFrioAFO9uolAYADB5wh28vlg/HcET+kUqlarWbWPzcYrrUjhjIIXZ/ffzSs7BwAUBRVWVkZHsr4fHW2T09PD9lg6dKlixYtKigoSE1Nzc/PnzdvXm1tbcPrk5KSctttt4UUHj9+vH///gcPHuzSpcuOHTswTr15/foBScK+fRBy353prRHgcBnsheUQqVQPh5f26qUCgH37QkIZUqWaEpVaoQYhCCIlJUUul4esx5RUw2UwlEE3KRgMOQe0BLgdAPbtK+7Tp/eoUf+aO/fS2bPXsqfTtJOmeZKps5544om33norNzfX4/GsXr360Ucf/eijj26lhjt37hwyZEhZWVlubu6vv/7asmWcJrkRBq0WOnYEjwcOH+YWnxgy5Nnu3aceOBCjat087IXlUqke4i7owejdWwUA+/c7r66+TACASjVZIukU5eqhm5BUk5gwlIFkyITYFAiCmxO9I8AcZnzMqVMmiUR06JB57tzLgwYdGT36+P/+V3H2rBeA5J32zMrOzp41a9aOHTvOnz///vvv33HHHRMmTAjZhh3dtnHjxvHjx7N/hisqKho+fHhNTc0999yzcePGRhyXk7R8Q4aYe/c+cbRO75qsR4+PDh1at3lzrGqFGgVBSPT6d8ViblJsyMiQNGsmtdmCZ88yOxotl4/UaGbGpIboRoXM0270SaNxJdlDGb/fX11dzbv0GqqfWMzOZOkH8C82BcWDDz54/Pg3337b/v77jWq16OBB17/+VZ6Xd2TYsJKXXvrrb7/9dt13btmy5cyZMzdt2pSTE3qZ2KNHj8mTJwNAUVHRqlWrvvjiC953+PbbbwsKClwu12OPPbZ8+XKFgmexa3SjvujRw7hv35y6g5zatGmTkZFRXV197ty5GNULNQ6RKN1o/EahGMP0vjCYjpl9+5wEodBoZur1bwAk8kSYBJM895iSOpTxer0mkykYDFosloTvf2t0MtkAAALgToC/AHB7aH6Wyz8YOVL7wQfZhw51//bb9lOmpBqN4pIS25tvvjl48OC2bds+//zzv/322432h509e7asrCwzM9PrpV588V/vvPPlPfc86XQGQzZ78803H3/8cb/fP3v27K+//jqulukWtNzcXADYGTb1um/fvrzl8SmxD+i3iCQ1Ot3f09KWqNWPSqW9RKIWffq0AICjRzukp69SqaYm+SlDEPx+P3toTZ57TETS3l5xu91Wq5X9kyTJtLS0kGFTqH5VVd8Fg3dwr+EAlgN8E75lMCg6c+al5cs3LV26tKKigils2bLlfffdl5+fP3To0AYGHKWlpt27TS5XCvdnm5oq6d5d1b69gqbpP/3pT//5z39EItF///vfp5/GXL2Nye/3a7Vaj8djMpn0ej1b/o9//OPVV1994YUX/vOf/8Sweg3hdDptNptCodDpdLGuizD8+uuvQ4cOvf3223cLbZJasnE6ncxiTDRN6/V6uVwOAF6vlx3YLpFIEvg+e5KGMswRjVuiVqtTUlIibY/C2Ww2p5M7tYEC+BhgXdiGBACtVk9jFgGgKGrbtm2FhYXLly8vLy9ntkhNTR09evTEiRNHjRrF7RHloijYtq322LGI87QzM4kFC54vLFwqk8nmzZs3aRKundT4Bg4cuH379p9++mnkyJFs4U8//XT33Xfn5eU15O5hDNntdofDwTzG/b2BnE6nTqcjCKK2thZv1MYz7gGZ/XlfnU8KAEDTsHOnRKMRt2wpa9dOLhLxrsAlVMnYCWG320PiGK1Wi8e1hqNp2mq11o1j/ABv8cUxAEDL5cNTUmYwf5AkOWjQoPfff5+bLq+mpmb+/Pn33HNPZmbm1KlTi4qKwkcvbdxorSeO8Xqdf/nLg4WFS3U63U8//YRxTBNh7jHtqjv1ul+/fiRJ7t27N557sK1WKxvHAIDT6UzsUZCNRaVSde7c2e/3Hzx4MNZ1QfUJHxbjcATXr7eyv3qCAIrynz7t3rTJ+t131VeHcieI5AplmHMw94hGEIRer8ccWQ1H07TFYnG7r2X/JEmaJN8H2Mq3uVitnqbXz+H9pbHp8piYpkuXLmazmYlpDAYDk1qGaaxjx1ynT7vD34Fhs1W9/fZ9x479qtVmzJ1bNGTIkFv/ZyJeIcNlgkHaYgkEAqp27Tp4PJ7Ddedpxwmaps1mM/cXy+z1OIiqgSKNkUJxJWRYjMnkX7Gi5sIFLzcRN3tb2OUKbthg2bfPAYkiiUKZ8HMwc0Rj7imihqAoymQycbtMSJI0GNLS0/+t1f6fVNqXIJigkBSLs1Wqh9PSClNSnr7uz4yJaY4ePXr69On33nsvLy/P7XYzqWXS09PHjct///0v3W4b72tras6//fa9Fy4cSUvLnjXr+2CwndWKV9tNpV+/fgCwc+fOsjLv2rXmr7+uLCysXrGixmjsDgCLF//qclGxrmMdFEWZzeaQX6zRaJTJZPW8CnFhKCMIIVOvt2yxeDwUAHDzjHJHiBEE7NljLy2NeIkoLMkyVoY5onE7wEmSNBgMkUZmoHDBYNBsNnO75cViscFgCFmljKZdBCG/xSj53LlzP/zwA7MWAfMTFYulHTrk3nbbyL59x2s0aVc3O/C//02122uys3s+99z8lBQjAPTooc7NxduFTSU9PaO6uupf/9plNGaxhZs2ff3dd/83cOAD06e/N2iQtn37uBhUEf6LFYlEBoMB+2NuyKFDh3r06NGuXbtTp07Fui6oPkzUTpKk3Q5791JMEKPTweDBVzbweGDDhjovkUrJBx9Mk8sF36mRFKEMHtFund/vN5vNFHXtmlsikRgMhqae83XhwoUPPljx009rjhzZSFEBACBJUZs2vfv0yddqM+bP/6PH4+jcefBTT30pl6uZl6SnS+69N2EH6seWz0cPHHj33r0bpk//5Pbb72HLz58/+K9/jW7WrMNrr/0KAIMGabt0ifFN20AgYDabuavr8Ube6LqCwaBOp3M4HJWVleHrjaD4wZzjfD5i0aIq9lBNkjBqFLC/+p9+gpCBiP36pfTsqY5mPZuC4GOx6woEAiaTiRvHMHPSMI5pOCYBDzeOkcvlRqMxCnPXW7ZsOWzYI88+++2bb+59+OE3O3ceQhDk6dO7ly59lYljBg58YObMhWwcAwB2e2imGdRYfvuttnnzHgBw9ux+bnlWVheJRF5RccrlsgHAtm211dWxHALs9/uZlFFsiVQqTU1NxTjmJohEoj59+gDAnj17Yl0XVB+xWCwWi8+f93IO1UBRwJ3lEj4d+9y5RBj/m+ChjM/nq6mp4R7RZDJZdM7BCcPtdpvNZm7vnUKh0Ov1BBHVuXwaTdqQIY/84Q+L33774KOPvtu27e1+vzcjo93Uqf8hSYxKo6Gy0nfqlLtNm94AcO5cnVBGJJK0bNmVpunz5w8CAEXB9u38Y5uigMl8ExJ5GwyGKP9iEwnvzDUUn8zm0KsI7vouvXpBXh60aQPsGFGzOREGFybyGd3j8YSfg/GIdkOcTic3kSAAqNXqKKcXS0mpcyWtUukGDnxgxozPg0G/3V593e1RYzl+3AUAbdr0Jgji/PlDwWCdI2abNr2AE+JUVPhicoh0uVwWi4W716tUquhH3gmGHe4d64qg6/P56gwaadYMMjIArgY0BAEGA3TrBnfeeSWmEYtpihL8OJOEDWWcTmf4EQ1TfN6Q8AQ8Go0m+gl4mjWThhfqdBk6XabLZauqOhu2PU5OaRIXL/oAQKnUpKe38fs9ly6VcJ9lemvOnt3HlpSXR3tpM4fDUcudsAGgVqs1Gk2Uq5F42F6ZZBhbKXQy2bXTeps20KcPMDchQqbqsjHNyJFgMtXY7XZBZ1pKzJ55blpPhkajUalUsaqP4NA0XVtbGzJxXavVxiTdZ3a2XC4nmYmFXG3a9N6/f+3Zs/syMtqyhQQBOTlxMX0mwQQCtMt15UZtmza9KyvPnD27Lyur686dy10uq81W3aFD/0mTXm/fPpd9ic0W1UFLtbW1LledJIparRZTRjWKrKysFi1alJeXnzp1qkOHDrGuDqqP0XjltN6xI4QsyOv1Am8WgkAg4HA4HA6HRCKRy+VyuVxwY0kFVt2GCDmixfAcLFBMAh5uKg4mAU+sUnGIxcTtt6f89lttSHmbNr3271977tz+/v3vZws7dVLqdAn4q4457tV4dnavQ4c2eDyOefNe3LZtiUKhcbttP/74X4OhRU1NmctVm5MzgCTFUbuCZ1JfejgjAmL7i01I/fr1+/7773fu3ImhTJxr1UouEtm6daNbtbpWSNOwfz+Ul4NKBenp0Lw5GAw8r/X7/X6/3263i0QiJqbhZt6LZ4I86FutgUuXfDZbgKJArRY1ayZNS5NA/J2DhSg+E/B06aK8fNkXkvCXGZzBnUqTmioZMADvJjQJiYSQSgnmNvzgwVMGDnzgiy+ePnRog0ymvPvuZ6zWygMH1prN5b/88uUvv3yp02X07Dn6wQfvHzBgVFNPGqIoymKxcNe7JklSr9cL5RAsFEwos2vXrilTpsS6Lqg+cjlxxx2kSnWtTzQQgL17oaoKAMDphLNn4exZUCggMxOysgidjueSIxgMOp1Op9MplJhGYHllqqv927fbKip8IeV6vTg3V61SuUKOaDE/B8e/4uLiESNGMI/jOQFP+HKSXq/zD3/oRJLke++VSiSyrCzZiBE67n1i1Lh+/NF84YIXAFyu2v/9b+rp07tVKt2zz85r1+52ZoNLl0r27l29e/f3lZVnmBKDwTB27NiJEyfeddddTXFFER55x88vNsFs3Lhx+PDh/fr1w8G/8Sw8svd6YedOqA3t1L7izjv1rVtLvF6vx+MJX/mOSyQSyWQymUx23fz43HNK1AgplDl61LV9ey3FlxhdoYD+/UHNSfODR7TrKikpKS0tLSsrS01Nzc/Pl0qlISnFopME74ZcuuTbv99x6ZKX+dm+/vrwS5dO/PvfP95//x1xkmE2gZ0+7S4utlqtlR988FB5+XGjMWvmzEWZme3Dt7x0qeTIkTXHjq05fvw4U6JUKocPHz5x4sQJEyao1Y2TjwuT4EWT3W7X6/Uikchms2E/d3wKvxZ1uWDHDqiz8i/HgAGa2267NoSUoiiv1+t2u30+Xz2BAUmSTEAjk8lCJgaGnFOiOVJNMGf60lL31q38gWVKCvTvX2d4Nh7RGiInJ6e8vDwQCOTl5YnF4pqaGu7PVyaTxeEU1ubNpc2bG7xeymQKeDzUxo39Fy8+oVSWtm8/KtZVS3xt2ypWr947Z84DFsul5s1zZs5cpNc3492yefOcKVNy27d/+8iRIytWrFi+fPmhQ4dWr169evXqcwsWvKrTwYQJMHYs3MJsuPD001KpFFMtNJ2UlJROnTodPXr04MGDzNxsFFfCI3uSFF+4IHI6Q/taNBro2pUwGFTNmtW5/CNJUqFQKBQKiqJ8Pp/H4/F4POExDUVRbrfb7XaHxzTcc0qUR9wLI5RxOILhoz4ZRiP06wd1O1/EqampeERrCJlMNm3atNLSUrFYHJKAJ54nrstkZPPmUgAYPnzg4sXfYI93dOzcuePvf7/XYjF17DjgmWe+VigiDkvq2FHBdJJ169atW7dur7766qlTp5YvX758+fL7zp2DkyehsBDkchg5EgoKID+ffwhiZEwyX+4vVi6X63Q63OubVG5u7tGjR3fu3ImhTLzx+XwWiyU8ss/IIHr0CJw+7a6q8ns8lFhM6HTitm0pkcgD4KisdEilUrlcrlAouL3vJEky42NommbuPdUf0xAEIZVKFQoFE9ZMmzbtzJkzWVlZEEXCuMH02291BkmwMjOhd2/gdr5cvgyXL0vHjjVGr3LCFzJcWqVSCSUVx8GDB3v27Nm+ffuTJ0/Gui4J7ocffpg8ebLb7R4z5p777/+v3x9xCFqnTspBg7QRb0teuAA//ghFRbBuHTA94SIR9O8PEyfCpEnQjL+bJ5zVamWTBSiVSq1WeyP/GnQzPvvssxkzZjz88MMLFiyIdV3QNR6Px2q1Njyyr66uDkkhc91kJWxM4/V6Kd5BHlc/V6/X32D1G4cAQhmahvnzK8PTirRsCd27A/eIefYsHD0KNA1TpqQrlXh36QbQNG0ymfx+v7AS8DAL3TmdzqqqqtTwxUVQI/n6669/97vfBQKBJ5544tNPPw0GyX37HCdOuPz+OkeP1FRJnz7q1q2vMyrwCpMJ1qyBwkL46SdgRimSJAwYAPn5UFAA7XmG4IRg1gFWq9XRT9uYhCiKXrNm1z339M/MbDtnzjaZjDAYJNnZ8nbt5CIRdobFjMvlCkkLWf+1aCAQqK4OTZKelpYWMq6UpulIkRBz78ntdofHNDqdLlZ5TwQQylitgaVLQ796iQSGDauT7efYMTh9+srju+7SZ2c37HiKrgoGg36//7qj0+PNHXfcsXnz5rVr144ePTrWdUlMb7755ksvvQQAs2fPnjNnDlseCNCVlT6LJRAI0CqVKC1NcpMZfcxm+OEHWLECNmy4smgvQUDfvlBQABMnQps2sGgRfPYZ7N8PaWnQty+89Ra0bAlXrxQF94sVokuXfJs3W61W3x/+kOPzuefOPaJSXbn4VqtFQ4Zos7JwIHAMOBwOu93OLWlIZB8IBNxut8fjYfpmmPWVQ7apqqoiCIK59xRp9gw7noYdoJORkRGraSJxNDklErebpzvL74ft24GZg0nTcPDgtTgGAFyuiD1gKBImf0Csa3HDmJTqOFymKQSDwaeffvqll14SiUSffPIJN44BALGYaNFC1q2bqmdPdYcOipvPTGgwwOOPQ1ERmM2wahU88gio1bBrF8yeDV98Ae+8AzNnwuOPw9GjsHw5yGTQpw+UlAAAc6i99X8mqt+pU+61a002W5AkRa1a3UbT9LlzB9hnHY7gjz+amfW5UDTV1taGxDFarbYhPZRisTglJSUtLS0tLS0lJSV8fK7f7w8Gg0wK4Orq6urq6pAPYkilUo1Gk56ebjQaVSqVUqmM4XRXAYQykXov7XbYswf8fti9G8rK6jwlFmOHZ7JgRiDimr2Nzuv1Tp48+ZNPPpHJZIsXL54xY0aTf6RSCfn5MG8eVFTA8uXw8MMwfDi88gosXAiPPgpZWdCjB3zzDfTuDX//e5NXBgEAQGWlb9MmK3snIXylLQCgafjtt9roL7mVtJjRjSFJ7Q0Gw41OGhKLxWq1OvxV3MTZABAIBOpPOcPENLEdryaAUEarjTjqpaYGiouhsvIGXoISDNsrE/+3SgXEarXeddddhYWFer1+w4YN999///Vf04iUSpgwARYsgPJyyMiAu++u8+wTT8CmTVGtT7KiadiypU4qr+zsngBw9uyBs2f3/fWv/ZYseeXUqV00TdM0bNliizweFDUaJi0kN9pgksE2YrIf7oxuRvyv/COAydgyGZmeLqmq8vM+6w8rlsvJtLS4TrGMGlHLli2bN29+6dKl06dPt2/AWFF0XZcvXx4zZsyBAweaNWv2448/9ujRI2ZVKSuD7OzQwowMqKwEmgacet3ELl70ms11prqwvTKHDxebTBeZdSr0+ma9eo3p1WtMnz53d+ggmEkDQhSd9NY6nU6j0XDT5cX/nVwB9MoAQNeuN7B7dO6sjKf8tKjJMfeYcLhMozhx4kT//v0PHDjQuXPnHTt2xDKOAYC0NDhyBEKuEbdvhxYtMI6JgvPnPSElBkMLnS7D6bT0718wa9bKu+9+Nj0922K5/MsvX86dW3D77a2mTp1aVFTETZyPGksgEKipqeHGMWKx2Gg0NkVSeyZdnsFgSE9PZ7I8N/pHNC5hnPPbt1c0a9agjpaUFFHPno2TFh0JBQ6XaSy7du0aMmRIWVlZbm7u5s2bW3GX1o2J228Hkwm2b69TuGEDDB4cowolF4slEF7YvHlnADh37mD79v0mTPi/f/xj29/+tnHcuD9mZra32czz58+/5557MjMzp06dWlhY6IyUMx/dICYtJPfWj1QqTU1Nbeogg0mX16Qf0SgEMBmb4XJRRUWm2lqeXYslk5H5+QaDAdePTC6//PLLiBEjcnNzd+zYEeu6CNiGDRsKCgrsdnt+fv7ixYujnHc8orFjobYWli2DzEygafjqK3jhBdi9G3JyYl2zxLdiRU1NTZ1b+JculcydW5CW1nr69E+NxtB0rlZricPxy4oVK44ePcqUpKSkjB07tqCg4P7Ro0E4CaviAXdRxhtNgpeEBBPKAIDHQ23aZC0r4x9KnZoqGT5cd/MzQpFg2e12nU4nkUhqa2txobubM2/evCeffNLv9z/66KNffPFFHK3DarfDM8/Ad99Bq1ZgNkNGBixeDL16xbpaSWHNGjN3XtLJkzs++ugxl8vWsePAmTMXSCShF+vp6ZJ7700FgLNnz65ataqwsHDbtm00TT+Qk7P4/Hm4806YOBHuuQfieFGUeBCyKCNBEFarlbsBprcOJ6RQhnHxovf4cVd5uc/nowBALCYyM6UdOyratVNghJq0unbteuzYMVwd5ua8//77L7zwAk3Ts2fP/ve//x2Pl3pOJ5w4AS1aQGZmrKuSRHbtsh844GAeHzy4/vPPn/b7PT17jnryyY/C4xgA6NJFOWhQnVPs2bNnV6xYkXf4cP/584GZ4CSVwogRUFAA48cDZuiO4Jdffjl8+HBBQYFOp7uJJHhJSHihDMvno2gaZDJhDPdBTeqJJ574+uuv//vf/z733HOxrouQ0DT95z//+Z133iEI4p133nnxxRdjXSMUR6qr/d9/XwMA27YtmT9/FkUFhg59XKNJ2717ZZ8++bfffk+zZh24248bZ2TWeeV9L/jxRygshPXrr8w7Zdfeuv9+aNGiyf8xgrJ169YePXqUlpY2q7sqmVarjZc7v3FGwKEMQqxPP/30qaeemjJlyvz582NdF8Hw+XyPPvro4sWLpVLpvHnzHnjggVjXCMWdtWvNX375nxUr3gCAu+9+dsKE/3v77XtPnboyxL5585zevcf26jUmK6tLRoZ0/PgGrONrNsPq1aFrb/XqBePGwUMPQceOTfiPESCbzcYMnSYIQqfTCWIEbkxgKIMSwf79+3v37t2xY8eSkpJY10UYHA7H/fffv379erVavXz58rvuuivWNUJxJxgMzpjx7JdffkqSooce+vfgwVMAwO/3Hj+++dChDQcOrLPba5gtU1NbFhSMnzLlgby8vIbeoLRaoagIVqyA9evh6iLn0KcPTJgAf/4zxM9orVizWCw+n0+v10ulmC8tIgxlUCIIBAI6nc7lclVXVxuNDbg0TG6VlZVjxozZt29fZmbm2rVre+EoWhTG6/VOmTJl2bJlUqlsxowPu3UbE7IBRQXPnNm7d2/Rvn2rrdYrOddbtmw5evTocePGjR49uqGDx91u+PlnKCyEH34Amw26dIGrE6AQANA0HQwG42gkflzCUAYliMGDB//222/r1q27OyTPParrzJkzo0aNOnnyZNu2bdevX48pklE4q9V6zz33bNmyRa/Xr1q1qmfPAVu32sIz5gFAVpZswAD1oUPbV6xYsWLFiosXLzLlGRkZ995776MTJw64446GdrF4PPDTTxAIwIQJjfhvQckAQxmUIP70pz/NnTv39ddff/XVV2Ndl/i1Z8+esWPHVlVV9evXb/Xq1WlpabGuEYo7ly9fHj169MGDB5s3b/7jjz92796dKbdYAufOeUwmv9dLS6WEwSDJzpYZjXXyeB09erSwsHDx4sXMrd6iO+4Yd+gQjBsH+fkwZswNpJZZtAg++wz274e0NOjbF956C1q2bNR/JUoo2GeFEgTm/G0ImUzm8/lGjBjx/fff45ROxOPYMfNLLx0+dKhr167r1q3LyrqWB0+vF+v118ml3rVr165du7722msHDhxYvnx53r59YLHA/Pkwfz5oNDB2LEyYAGPGQP3TcN55B+bMgblzYcECMJng3XehTx/YsgXzIqJIsFcGJYjz589nZ2cbjcbq6up4zIwSNw4fPtypUyeJBJNiozDbtkF+PpjNOx9/vOPcuXq9vhHe88wZKCqCwkLYtg2Y041cfiVd3vjxEJ7qrbISsrNh5co6K6KPGgVGIyxc2Aj1QYkIQxmUOJo3b3758uXTp0+3adPG4/HIZDISVxZFqIGKiuDBB8HlgnvugcWLQaFo5Pc/fx5WroTCQti+/Uq6PDa1zIMPQkbGlc3mzYNXX4Vz5+q8dulSeOEFKC9v5CqhRIEHepQ4+vbtCwA7d+70er1Wq7WystJkMjmdToo5biKEIvn2WygoAJcLHnsMli9v/DgGAFq3huefh99+g7Iy+OADGDoUAGDrVvjDHyArC+68ExYtAgAoK4Ps7NDXZmRAZSXghTeKAEMZlDjY4TIez5WpFj6fz2azsTENd11ZhNAV778Pjz8Ofj/Mng1ffdXkOV1atIDf/x42boTKSvj2Wxg3DkgSiouBWQ42LQ2OHIGQXXX7dmjRAvDGMYoAh/2ixJGbmwsAO3fuZEMZls/nY8IasVgsl8sVCgXmaUAIaBpmzYK5c0Ekgv/+F55+OqqfbjTC1KkwdSpYLFBUBD16AADcfjuYTLB9OwwadG3LDRtg8OCo1g0JCo6VQYmjqqqqWbNmUqn04sWLFEUFAoF6NpZIJHK5XC6XY0yDkpTPB1OnwpIlIJPBvHkwaVKsK3TV2LFQWwvLlkFmJtA0fPUVvPAC7N6NM5hQJHgQRwnC4/FQFJWTkyOXy91ud1ZWVjAY9Hg8Ho/Hxyz1Upff7/f7/Xa7XSQSMTEN5gVHScThgIIC+Okn0Olg5Uq4445YV4hj8WJ45hnIyoJWrcBshowM+PVXjGNQPbBXBiUCp9Nps9kAIBgMyuVyo9HInY9df0zDwpgGJYuKChgzBvbvh2bNYO1a6Nkz1hXi43TCiRPQogVkZsa6KijeYSiDBI9dPJal0+kUfFMwKIryer1ut9vr9dbzhiRJymQyJqxp5LoiFHNOJ3TvDmfOQKdOsG4dtG4d6wohdKswlEHCVltb63K52D8JgqBpmiAIqVSqUCjkcjlvujw2pvH5fPXsAmxMI5PJMO0eShxvvQXLlsGaNYArV6CEgKEMEiqapi0WC7d/hYk2uD9pJqZh+ld40+VRFOXz+ZjbT/XHNOz7YEyDEoHPB3gjFSUKDGWQIFEUZbFYuGNfSJJMSUmpra2N9BImFlEoFLwxDU3TXq/3ujENt7/nl19+GTFixC3+QxBCCN0iTJGHhCcYDJpMJm4cIxKJjEajVCpVqVQikYj3VfWnyyMIQi6X63S6jIwMvV6vVCrriXgOHjy4cuXKEydOLFmyhHt7C6GY8Xph0CA4f/5aya5dMG7ctT8XLYKhQ+H/27vz4CjK/H/gz9x3jklIQowQIBziARpZrh+7yr1EXA9gRTTZ7wobRaVktyioLf2VW0gthaDAenB5AUG+sFi7glmyK8UlUEgg3OcSgUiMOSaTzJmZnn6+fzS2zfQzQ8QkMz3zfv01PPNMP83z9DPzSfdzpKaSggIyfTqpqen6cwToJAhlQGE4jmtqapKuGaPT6TIzM7VarVarTUlJycrK6tatm9VqjbRgjBDT1NfXNzQ0uFyusOVnhJgmNTU1Ozs7IyPDYrHIY5r8/PzU1FSO40aOHGmOvscvQNfgeXLgAJEG1s3N5PDhG6+XLiVz5pD/+R9y5gzZto0YDKSwkFy4EJMzBehweMAEShIIBBwOh/Si1ev1drs90vgVjuOE+UrBYDDKYW+5BLA4nka4l2M0Gs+ePTto0KDq6ur77rvvZ/yHADqIz0fMZnL2LLnrrhspFRXkmWdIQwP2moaEhyXyQDH8fr/T6ZTGMSaTKTU1Nco4XK1Wa7PZbDZb9KVlOI5zu91utzvS0jJ6vV6v16ekpASDQZ/Pp9frR44cSQhBHAPx5erVH3dQEveRrqgg2dk3xTGEkN//nsyd26XnBtBpEMqAMni93rAhvRaLJSUlpZ0f12g0FovFYrFEj2lCoZDH4/F4PJFiGp1Op9Ppbvt/AdC5iot/DGXa2ojwbDT6XtOYkQfKh1AGFMDtdrtcLmmK1Wq12Wy3cSgxpom+XJ40pjEYDMLqMrd59gBdZu/e8AdMRLLXtHREPPaahgSCUAbiXdgieISQ1NTUnz/YVq1Wm0wmk8kUfbm8UCjk9Xq9Xi+WywOlwl7TkOgQykD8opQ6nU6/3y+mqFSq9PR0g8HQgaVIY5ooy+XxPO/z+Xw+X3Z2NkIZUJLCQjJpElmw4Ka9po8cIUeOxPrMADoGQhmIU8xF8NLT0ztvr0e1Wi2Mj4myXJ5er2euNwMQ17DXNCQ0TMaGeBQKhZqbm6UzqDUajd1ujzRZupMIMY0Q1vA8TwhJSUmxWCxdeQ4AHQZ7TUOCQigDcYfjOIfDIV2NV6vV2u32SMv4dgFKqfDsyWq1xvA0AABADqEMxJdgMOhwOIRbIILoi+ABAECSw1gZiCPyRfCEfZEQxwAAQCQYwAgxtmvXLuGFz+drbm6WxjFmszk9PR1xDAAARIG7MhAzFy5cuHjx4rVr1xobG0ePHh22reNtL4IHAABJBXdlIGb69+9vsVg4jhs8eHBYHJOamoo4BgAA2gOhDMSSwWB47rnnpJsSCIvg/fzFfAEAIElgBhPEBWGXpc5eBA8AABIPxspAXLBarYQQo9HYxYvgAQCA0uGuDAAAACgYxsoAAACAgsX+Zn5VVdVbb71VV1f36KOPPvXUU926dZOniJmvXr06derUffv2GY1GQkhDQ8OKFSv27t175513Lly48NChQzt37pQefP78+ffeey/zgCdPntywYcOZM2eKioqKi4v/+c9/Mj9bUVHxwQcfBAKBcePGlZSUWK3WjRs3MnN2Yh3FN3n1yiuNEHLx4sV333330qVLDz/88J/+9CdhU8bdu3e/8847fr9//Pjxc+bMEZeQKS0tnT179qBBgyIVIZYuvSSYRTBPJlK5yUlevWE9q0+fPkTW3YREgbQVmHXLTHzzzTdPnDghHKGwsHDu3LlhvVKYxSbPJpYbdp0krbAWrKioYH5HMatXIG1BZoUzO5f8kmB2N0H7O3USktdblPqR1iTz96i2tlbeCszWD2vWTZs2Ma8cZutHuZxigMaU0+nMyMiYN2/esWPHZs2aNXr0aHmKmDkUCo0bN44Q4vF4KKU8z0+cOHHmzJmnT5+eN2/exIkTjx8/vuUHy5cvz8rKun79OvOAfr+/e/fuZWVllZWVkyZNWrBgAfOz58+fz8rKWr58eWVl5ZgxYxYvXkwpZeaMVQXGnLx6mZXmcrn69+//4osvHjt2bPLkyfPmzaOUOhyOtLS0jz766ODBgw899NDChQsppZ9//vmsWbMIIXv27IlUhFi69JJgFsE8GWa5SUtevfKeRVndTTyCtBWYdRupwu++++5PP/10+/bt27dvP3LkiLxXMrMJifLrJGnJW5D5HRWpeqnsq1Ve4czOJb8kmN2N/sROnYTk9RapfuQ1KW/rffv2yVuB2fryZmVeOczWj3I5xUSMQ5mdO3eOGDFCeP3dd9+pVKotW7aEpTQ0NAj/XLx48RtvvEEI8Xq9lNLDhw/369dPeCsQCFRUVEiPXFRU9OWXXzKLaGhoOHToUG5uLs/zlNJPPvlk1KhRzM+WlZW9/PLLQuKqVavGjBkTdv5izqQlr95Vq1bJK+3vf//70KFDhcQ9e/bY7fZQKLR27drHHntMSCwvLx84cCCldNGiRa+88orNZhP7KrMFhX9KLwlmEcwWZJabtOTVW1FRIe9ZUbqbtBWYdctM5Hk+JydHeibMXinPJpBfJ0krSgehku+oKF960hZkVjizc8kviUhfmD+pUycheb1Fqp/ol73Q1sxWYLY+s1nDjhYpW/Tf0K4X41CmpaWlrq5OeL1ly5aBAwfKU4TXVVVVv/zlL91utxjKbNq06emnn3799dcffvjhpUuXNjU1iYf98MMPH3nkkUhFUEo5jisoKHjhhRfWrl3br1+/VatWMT8raGxs3L17d9++fd99911pujxnEorUXmGVtnjx4tLSUuGtmpoaQsj333//3nvvTZs2TUjcunWrTqcLBoPCP3v27Cn21XZeEswimCcTpdwkJK9eZs+K1N3CWoFZt8zE69ev5+XlPfnkk/fcc09paanD4WD2Snk26clLr5OkFamD0Ju/oyJ96YW1ILPCmZ0r0iUR6QuzPZ06mUnrLXr9MC/7sN+jsFZgtn6U70zp0ZjZovyGxkSMQxlRWVlZenr6pk2bmCk+n+/+++8/e/asz+cTQ5lFixZZLJaSkpKysrJhw4aVlJQIH+Q4rkePHlVVVVGKCIVCpaWlZrN5wIABZrO5vLw8ymc3b96ckZFhtVqlN2AilZK0wlowrNKef/554bYkpZTneZVKVV1dXVdXZ7fbt2zZcuLEiVGjRqlUKrfbLeRh9tXolwSzCObJRCk3mYnVy+xZzER5KzDrlpm4f//+tLS0DRs27NixY9iwYePHj2f2Snk26TkjlJEK64Nh31HM6pW3ILPCmZ0r0jcw8wuTtqNTJzlmvTHrR16T8t+jsKMxWz/Sd2bY0ZjZIv2GxkrsQxm/3//EE0/07dv34MGDkVLmz59fXFx89OjRgwcPEkIOHDjQ2tr6+uuvZ2dncxxHKb1+/brNZhNCnK1btw4fPjx6ERs3bszNzW1paaGUrl69un///kK6/LMCnufffvvtzMxM4X5alJxJSF69Amml/fGPf/z9738vpHs8Hr1eL9wIWb16dUFBQe/evZcsWXLHHXeInw3rq+25JF566SVmEfKTiVJucgqrXmbPYiYyOyazbpmJYm86fPgwIWTVqlXMXhmWrbGxUTxzhDICZh8M+45ifukxW1Be4cz+G+kbmLK+MGk7OjVI6y1K/cgve+bvkfRozNaP9LUcdjRmtki/obES48nYHMdNmzYtMzPz1KlTw4cPZ6YQQtra2k6dOjVz5szZs2cTQmbPnn3mzJm8vLz8/HyNRkMIEZ7eCfdI16xZM2PGjChFEEIqKyvHjh2bkpJCCJk6derFixedTqf8s0uXLl2/fj0hRKVSzZgxo7m5Wcgmz5m05NXLrLSePXteuXJF+MiVK1f69eun1WodDkdRUdGlS5cuX75cWFg4YMCAdhZBWJeETqeTF8E8mXaWmyTk1cvsWcxEeSscOnRIXrfMCj9//vy5c+eEc8jPzzebzadPn5b3Snk2k8kUg2qKY8wOQmTfUcwvPXkLlpeXyyuc2X/ll8SSJUsifWG285yTk/xrqrGx8SfVj7StmV96zNZnNiuRXTnMbJF+Q2MmtpHUF198IYyP8fxgx44dYSnSuF7YdFCI/a9du2Y0Go8ePUopXbdunTC4ye/3G41G8ckCswie599///28vLz6+noqGbIk/+y2bduGDh1aU1PD8/yyZcsmTJggpMtzJi159QpjxMIqrbq62mg0XrhwwePxPPvss3/4wx8opQcOHOjevbvX6/V6vY888siaNWvEw0r/7GC2oJhTvCSYRTBbMEq5SUhevVevXpX3LGZ3E4mtwKxbZuLu3btzcnKcTifHca+99trjjz/O7JXybNJycVeGRugg8u8oZvWKxBZkVjizc8kviUhfmIL2d+pkI6+36PUjv78lbWtmKzBbn9ms8iuHmS365dT1YhzKvPrqq2Gh1YsvvhiWcvnyZTG/NJShlL733nsGg6FPnz4ZGRl79+6llO7bty87Ozt6EZcvXw4EAsXFxXa7fcCAAYWFhbt27WJ+1uPxjBgxQq/X5+fnjxo16quvvhLS5TmTlrx6T58+zay0lStXWq3WnJycwYMHO51OIXHKlClDhgzp0aPH9OnTI/VVZguKOaWXhLyISC0YqdwkxKxeec+irO4mkrYCs26Zic8880yvXr169OiRl5dXWVnJ7JXybNJyEcrQCC0o/46KVL0CaQsyK5zZf8MuiUjdTdD+Tp1s5PUWvX7CLvuwtma2QqTWlzcr89dNni365dT1FL9xgcvlqqmpKSgouI09CP1+f21tbe/evaPkoZReuXLFYDDk5ub+jNNMLpEqzeVyNTQ0hFW4w+EIBoPZ2dkdUrS8iEgn07HlJh5mz2pnd2PWLTPR5XLV19f36tVLWHSLROiV8mxwe9rzpUciVDiz/4ZdEvjCvD0dW2+Rjhapc8mbVY6ZrZ2XUxdQfCgDAAAAyQx/4gAAAICCIZQBAAAABUMoAwAAAAqGUAYAAAAUDKEMAAAAKBhCGQAAAFAwhDIAAACgYAhlAAAAQMEQygAAAICCIZQBAAAABUMoAwAAAAqGUAYAAAAUDKEMAAAAKBhCGQAAAFAwhDIAAACgYAhlAAAAQMEQygAAAICCIZQBAAAABUMoAwAAAAqGUAYAAAAUDKEMAAAAKBhCGQAAAFAwhDIAAACgYAhlAAAAQMEQygAAAICCIZQBAAAABUMoAwAAAAqGUAYAAAAUDKEMAAAAKBhCGQAAAFAwhDIAAACgYAhlAAAAQMEQygAAAICCIZQBAAAABUMoAwAAAAqGUAYAAAAUDKEMxJddu3bF+hQAAEBJtLE+AYAbLly4cPHixWvXrjU2Nk6ePNlsNsf6jAAAQAFwVwbiRf/+/S0WC8dxI0eORBwDAADthFAG4ojBYHjuueccDkesTwQAABRDRSmN9TkAAAAA3CbclQEAAAAFQygDAAAACoZQhgHzgeMEx3E+nw/PQAEAIApMxr4J5gPHiZaWFr/fz/M8ISQjI0Ov18f6jAAAIE7hrsxNMB+46wWDQY/H43Q6GxsbxURKqRDHCBlidGoAAKAACGXCYT5wF3M4HK2trT6fLxgMchwnJOp0OjEDQhkAAIgCk7EhxhwOR1tbm/A6LS3NZDIRQgKBQFNTk5Co0WiysrJidn4AABDfcFcGYkx6AyYQCIiJKpVKeB0KhcSHTQAAAGEQykCMSYf0is+SVCqVVquVpwMAAIRBKHMDHrTFStiwGLEhmHdrAAAAwiCUIYSQQCBQX1/v9/tjfSLJSK1WazQa8Z/iyF/m3RoAAIAwCGWI3+93OBw8zzudTvz1HxPSqEU6XEZMRCgDAACRJHso4/F4mpubhYcalNLm5maMMO16zKhFq9Wq1TeuT57nxbs1AAAAUkkdyrhcrtbWVmmKxWIRfz6hy0QaFoMbMwAAcEvJ+7Pd0tLidrulKampqVarNVbnk8ykIYt06jVCGQAAuKVkDGWEB0ler1dMUalUdrsdOxXEikqlYkYtmMQEAAC3lHShDM/zDodDOllJrVbb7XaDwRDDswJm1CIdDsxxHCbMAwCAXHKFMqFQqKmpSfr3vUajwcbL8YA59Vo6T5tSipG/AAAgl0ShDMdxTU1N0p9DrVabkZEhXVUWYiXSsBg8YwIAgOiSJZQJBoNNTU2hUEhM0ev1mZmZ0sXZIIYiTb3GQnkAABBdUoQyfr+/qalJumCM0Wi02+3ihoUQD2458hehDAAAyCV+KOPz+cRF8AQWiyU9PR1xTLy5ZSjDcRwWMAQAgDAJHsq43W6n0ylNsVqtKSkp0gz4dYwTzGExkeZpAwAACBI5lGlpaXG5XNKU1NRUm80WliHs2RPESqSp1xj5CwAAUSRmKHPLRfAopQ6HQ8jAcVzYEyiIiUhTrzHyFwAAolDwPOT6+mBtbZvbHaKUWCyanBx99+56lYrwPN/c3Cz9812tVqenp4u/iMIqedIfRY7jQqEQZmXHnE6nE2eZBQIB4X4MHjABAEAUivzxrq0NHDrU2tQU/quWkqIZOtRms3mkP3gajcZut0vDFJ/PJ82g1WrtdjtmZccDvV4vLsQctkW28BBQmKeNoBMAAETK+0moqnIfOeJivsXzIUqd0r/bmWGKxWIJhUIej4cQotPp7HY7dsOOE1EWymtraxPTEcoAAIBIYT8Jp097IsUx6enkF78g0h0IooQpKSkpoVCIUopZ2XFFPvVaaL6wUMZkMsXm/AAAIP4oKZRpaeEOH2bHMd26kQcfJDf/ra7PyIi2CF5aWhqCmHgjTL0W78cEg0Fhm09MYgIAgEiU9GDl+HFPKMSYZ3TnneQXv7gpjqmpIceOETFS8Xq90i0LBIhj4hPzGRO2yAYAgEgUc1eG58k33/jk6b16kXvuuSnlv/8l584RQgJeL282q10ul9vtFnaOxJiY+Me8ASPM0xbiUWGetjQbAAAkM8X8tDudXCAQ/re4Xk8KCn78J6Xk5EkhjiGEkIaGQEtLi9vtJoRwHOdwOPDXfPyLtIoMnjEBAACTYkIZny/8CREhJBgkp04R4dkRz5Njx8jVqzfe0miISuWSrpLHcZy46hrELa1WKz7743lefDKIhfIAAIBJMQ+YNBrG0JaRI0l6+o3X58+T2tof3+reneh0PwYuarXabrfjqYQi6HQ68b5LIBAQ5ithoTwAAGBSzF2ZtDRG1NXa+uPrsCXuvv2WqNWmH97SZGRkII5RCuYNGOnDQWyRDQAAIsWEMkajOisrPBaRbnqdlnbTW2azOisrzWQyCQN+saiagoQNi/H5fF6vt7m5mfwwW1u6JygAACQ5xYQyhJB77rGEpUhDGfFJEyHEYCCDBplCIc5ms2VmZmJTAmWR3pVxOBwTJkyYMmWKcHuGUhoMBl0uV3Nzs8fjkc+xBwCAZKOkUKagwJSbq5emuFxEHDWh1xPLD6GOyaS96y6bVqvVaDRYP0Zx1Gq11WpNS0tra2t78skn9+/ff/Lkye+//16aJxAItLa21tfXNzQ0uFwuDOgGAEhaSgplCCFjx6anp2sJIUJ8Qilpafnx3dRUQggxm9UTJqRrtYhgFMxms125cuVXv/rV6dOnBw4c+J///Kdnz57MnBzHud3uhoaGxsZGt9uNmAYAINmoFLfUSlsbv29fyzff3Ng/+a67flxaprqaOBz6hx9Os1rxREnZvv7666KiosbGxqFDh+7YsSMzM5MQEgqF/H6/3++Pvq6MRqMxGo1Go1H6oAoAABKV8kIZQV1d4Nw5b21twGYLDRlyI5FSbW5ut5ieF3SAHTt2/Pa3v/V6vZMnT968ebPZbA7LgJgGAABESg1lRMFgqLGxXnitUqmys7Plg2MopRgxoxTr16+fOXNmMBj83e9+t3bt2uhTz0KhUFtbm9/vF/fNZtJoNAaDwWAwGI3G6KXv2rVrzJgxt3PeAAAQI4oPZQgh9fX14kyWzMxMYSpvKBTy+XyBQCAYDOp0OrvdHtNzhHZZsWLF3LlzKaXz58//61//2v4AlOf5trY2ocWjXNJqtVoIaAwGQ9jBL1y4cPHixWvXrmVmZk6ePFl+KwgAAOJTIqy2otPpxFBGCFwIIZRSl8slJsbs5KB9KKXz5s1btmyZRqP529/+9sILL/ykj6vVapPJZDKZeJ4PBALC4yd5TMPzvM/n8/l88pimf//+169f5zhu5MiRiGMAABQkQUIZv//GKOBAICD8Dglb+Qg/ZsJWPlhdJm4FAoGSkpLNmzcbDIb169dPmzbttg+lVquF8TGUUuHZU/SYRqVS6fV6k8kkhDXPPfdcdXV1Xl7ez/sPAQBA10mEB0yBQKCpqUl4rdVqu3W7MfK3qalJHBaalpYmbOUD8cbtdj/55JP//ve/bTbbtm3bxo0b17HHF2Oatra2KNsdGI3GdOkyiwAAoBAJcldGfC3szqNWqwkher1eDGWCwSBCmThUV1c3adKkqqqqnJycf/3rX4MHD+7wIlQqlXCfhhAiPHvy+XzymOaWI4IBACA+JUIoo1KptFqtuDZaMBg0GAxEEuKIT5ogrlRXV0+YMOG///1vnz59du7cWSAuENRp9Hq9Xq9PSUkRx9OIo6yEawYAABQnEUIZQoher5eHMsKPll6vF8bNxPQEIVxlZWVRUVF9ff2QIUO++OIL8bFg1wiLaSilwp08AABQnAQJZaTPmMT5Smq12mIJ34ES4sGuXbsef/xxl8s1duzYzz77LIY7XQsxTaxKBwCAny9B/hKVhjLRV4CFmNu4ceOvf/1rl8v17LPPlpeXxzCOAQCABJA4oYz4CEmYeh3b84FIVqxYUVJSEgwG58yZ8/HHH0tjUAAAgNuQIA+YCCE6nU46XwmryMREIEAdjmAoRLVald2u0+l+HKJEKV2wYMGSJUtUKtWSJUvmzZsXw/MEAICEkZihTCAQCJtby/N8MBjU6/UY/9tJvv227cQJT21tmzhXTK0md9xhGDzY2r27nuO40tLSDz/8UK/Xf/zxx9OnT4/pyQIAQOJInFnKfr+/ublZeK3X6zMyMoTXLpfL5/MJj5zsdjvm3HY4jqP797dcuuSLlKF3b7Js2XM7d/7LarVu3bp14sSJXXl6AACQ2BLqroz4WrrpknTojDhPGzoKz5N//7v5228jbkzt8TSXlhZXVx/Nzs4uLy9/4IEHuvL0AAAg4SVOKKPRaDQajRC1UErFfSUjhTjQIY4dc0WJYxobr61c+fT331dnZvZYt277Aw/c15XnBgAAySBBZjAJmFEL5ml3Hq+XP3HCE+nd69fPvfnmY99/X92z533z529vbMwKBCJugQQAAHB7kiKUwTztTnLpki8UYo+1unDhwJtvPu501g0Y8P/++MetKSndAgF6+bK/i88QAAASXkKFMtJlW6U3YIQQR6vVYkfJjlVby360VFX1r7/97Rmfr/WBB4peemmD0Wj7IT/uigEAQAdLnLEyJPIW2ampqRqNBtOwO5zLxbjF1dbm/d//fTUYbBs79g9Tpvx/lUotyc914dkBAEBSSKhQJtIW2VptQv0345zBYH7ppY0XLnw1ZsysWJ8LAAAkvoR6wEQkz5i+/vprzFfqbBYLe0nlvLy7mHGM1YolmAEAoIMlWiij0+muXr26b9++K1eu/OMf//B6vbE+o0TWvftP21M6Jwd7UAMAQAdLwFCmZ8+eJpMpFArdd999ZrM51meUyPr2NanVpJ1jkLRaVUEBhl0DAEAHS8BQRqVS6fX63/zmN06nE1OvO5XNphk40NLOrS8GDbIYjYl2vQEAQMwlzh5MIqfTSQjR6/U6nU46pwk6A8fRHTua6utvMSzpjjsMv/61XY1IBgAAOloChjLQxQIBumtXc01NxO0LevUyPvxwmlaLyfAAANDxEMpAx7h0yXfihNvhuGnlmMxM3eDB1t69jbE6KwAASHgIZaAjtbaGHI6g38+bTOqMDB1mXwMAQGdDKAMAAAAKhnGYAAAAoGAIZQAAAEDBEMoAAACAgiGUAQAAAAVDKAMAAAAKhlAGAAAAFAyhDAAAACgYQhkAAABQMIQyAAAAoGAIZQAAAEDBEMoAAACAgiGUAQAAAAVDKAMAAAAKhlAGAAAAFAyhDAAAACgYQhkAAABQMIQyAAAAoGAIZQAAAEDBEMoAAACAgiGUAQAAAAVDKAMAAAAKhlAGAAAAFAyhDAAAACgYQhkAAABQMIQyAAAAoGAIZQAAAEDBtLE+AVJRUfHBBx8EAoFx48aVlJRYrdaqqqq33nqrrq7u0Ucffeqpp7p16yZmLi0tnT179qBBg4R/njx5csOGDWfOnCkqKiouLrbZbA0NDStWrNi7d++dd965cOHCPn36EEJ27979zjvv+P3+8ePHz5kzR6VSMctlZmv/AZOWvCbffPPNEydOCO8WFhbOnTtXzHz16tWpU6fu27fPaDQSQuQ55UcjEVohUilhRcgba+PGjTt37pT+F+bPn3/vvfd2ai0BAEBnoTF1/vz5rKys5cuXV1ZWjhkzZvHixU6nMyMjY968eceOHZs1a9bo0aOFnJ9//vmsWbMIIXv27BFS/H5/9+7dy8rKKisrJ02atGDBAp7nJ06cOHPmzNOnT8+bN2/ixImUUofDkZaW9tFHHx08ePChhx5auHAhs1xmtvYfMGnJa5JSevfdd3/66afbt2/fvn37kSNHxMyhUGjcuHGEEI/HI6SE5WQejdkKkUoJK4LZWMePH9/yg+XLl2dlZV2/fr0L6wwAADpSjEOZsrKyl19+WXi9atWqMWPG7Ny5c8SIEULKd999p1KpGhoaKKWLFi165ZVXbDabGMocOnQoNzeX53lK6SeffDJq1KjDhw/369dPeDcQCFRUVFBK165d+9hjjwmJ5eXlAwcOZJbLzNb+AyYteU3yPJ+Tk8PMvHjx4jfeeIMQ4vV6KaXynPKj0QitEKmUsCJu2VhFRUVffvnl7fzPAQAgPsR4rMzTTz+9cuXKpqamPXv2LFu27Iknnhg+fPhnn30mvLt///677rorMzOTEPLnP//57bffttvt4meHDBliNptffPHFdevWLVq0aMaMGZcvX37wwQf/8pe/jB49euXKlQ8++CAhJBgM6vV64SMej+fSpUscx8nLZWZr/wG7qsLijrwmv/vuO61WO2XKlHvvvff5559vbm4Wch4/fry8vPyVV14RPyvPKT8aIYTZCsxS5EVEb6yPPvpIpVKNGTOms2sJAAA6UaxjKUop3bx5c0ZGhtVqlf59XFZWlp6evmnTJmnOnj17indlQqFQaWmp2WweMGCA2WwuLy9ftGiRxWIpKSkpKysbNmxYSUkJpbSurs5ut2/ZsuXEiROjRo1SqVRut1teLjPbTz1g0pLW5P79+9PS0jZs2LBjx45hw4aNHz+eUurz+e6///6zZ8/6fD7ywy0TZk4qux6YrSD/LLOIKI3FcVyPHj2qqqpiUF8AANBx4iKUoZTyPP/2229nZmbyPO/3+5944om+ffsePHgwLJs0lNm4cWNubm5LSwuldPXq1f3793/99dezs7M5jqOUXr9+3WazCb9nq1evLigo6N2795IlS+64445I5cqz3cYBk5a0JoWnfpTSw4cPE0IaGxvnz59fXFx89OjRgwcPEkIOHDjQ2toqfCosp/xokVoh7LNz5sxhFhGpsbZu3Tp8+PAuqh0AAOg0MX7AtHTp0vXr1xNCVCrVjBkzmpubGxsbp02blpmZeerUqeHDh0f5bGVl5dixY1NSUgghU6dOvXjxot1uz8/P12g0hBC73R4Khdxut8PhKCoqunTp0uXLlwsLCwcMGMAs95tvvpFny8vLa+cBk5a8Jo8cOXLu3Dnh3fz8fLPZbDKZ2traTp06NXPmzNmzZxNCZs+efebMmfPnz4flXLNmTdjRnE4nsxXkn+V5Xl5ElMZas2bNjBkzuq6mAACgk8Q2ktq2bdvQoUNramp4nl+2bNmECRO++OKLgQMHtrS0eH4g/vFNb74r8/777+fl5dXX19Mfhv1eu3bNaDQePXqUUrpu3Tph0OiBAwe6d+/u9Xq9Xu8jjzyyZs0aZrnMbO0/YNKS1+Tu3btzcnKcTifHca+99trjjz8uzS8MVRFuq8hzyo9GI7RClFKkRURqLL/fbzQaq6uru6qeAACgs8Q4lPF4PCNGjNDr9fn5+aNGjfrqq69effXVsGDr8uXLYn5pKBMIBIqLi+12+4ABAwoLC3ft2kUpfe+99wwGQ58+fTIyMvbu3SvknDJlypAhQ3r06DF9+nQhMJKXy8zW/gMmLWZNPvPMM7169erRo0deXl5lZaU0vzTOkOdkHo1GaIVIpYQVwWysffv2ZWdnd2bFAABAF1FRSrv8TtBNKKVXrlwxGAy5ubm38XG/319bW9u7d28xxeVy1dTUFBQUiFNXCCEOhyMYDGZnZ0cvV56t/QdMWsyadLlc9fX1vXr1Uqtv8RAzLGek64HZCu0sBY0FAJDAYh/KAAAAANw27MEEAAAACoZQBgAAABTs/wBrg1epJae0NgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=750x600 at 0x114C25BA8>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBits(ECFP2_tuples, molsPerRow=5, legends=list(map(str, list(ECFP2_bit_info.keys()))))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Draw FCFP2"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=750x450 at 0x114D961D0>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBits(FCFP2_tuples, molsPerRow=5, legends=list(map(str, list(FCFP2_bit_info.keys()))))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Get ECFP6 and FCFP6 bit information"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"ECFP6_bit_info = {}\n",
"ECFP6 = AllChem.GetMorganFingerprint(mol, radius=3, bitInfo=ECFP6_bit_info, useFeatures=False)\n",
"ECFP6_tuples = [(mol, bit, ECFP6_bit_info) for bit in list(ECFP6_bit_info.keys())]\n",
"FCFP6_bit_info = {}\n",
"FCFP6 = AllChem.GetMorganFingerprint(mol, radius=3, bitInfo=FCFP6_bit_info, useFeatures=True)\n",
"FCFP6_tuples = [(mol, bit, FCFP6_bit_info) for bit in list(FCFP6_bit_info.keys())]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Draw ECFP6"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=750x1050 at 0x114D960F0>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBits(ECFP6_tuples, molsPerRow=5, legends=list(map(str, list(ECFP6_bit_info.keys()))))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### FCFP6"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=750x900 at 0x114D96438>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBits(FCFP6_tuples, molsPerRow=5, legends=list(map(str, list(FCFP6_bit_info.keys()))))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# EOF "
]
}
],
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment