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@greglandrum
Created December 17, 2012 07:27
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{
"metadata": {
"name": "Similarity and Diversity"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Similarity and diversity\n",
"==="
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"from rdkit import Chem\n",
"from rdkit.Chem import AllChem\n",
"from rdkit import DataStructs\n",
"import gzip\n",
"from rdkit.Chem.Draw import IPythonConsole\n",
"from rdkit.Chem import Draw"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Read in our datasets\n",
"===="
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Get the set of compounds that have been test in man.\n",
"This dataset is available from ZINC: http://zinc.docking.org/subsets/zim"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"zims = [x for x in Chem.ForwardSDMolSupplier(gzip.open('data/zim.sdf.gz')) if x is not None]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now get 10K natural products from ZINC:\n",
"This dataset is available from ZINC: http://zinc.docking.org/subsets/znp"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"znps = []\n",
"for x in Chem.ForwardSDMolSupplier(gzip.open('data/znp.sdf.gz')):\n",
" if x is None: continue\n",
" znps.append(x)\n",
" if len(znps)==10000: break"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Generate 2D coordinates (in ZINC they are 3D)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for m in zims: AllChem.Compute2DCoords(m)\n",
"for m in znps: AllChem.Compute2DCoords(m)\n",
" "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Generate Morgan fingerprints"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"zims_fps=[AllChem.GetMorganFingerprintAsBitVect(x,2) for x in zims]\n",
"znps_fps=[AllChem.GetMorganFingerprintAsBitVect(x,2) for x in znps]\n",
" "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Basic fingerprint operations\n",
"====="
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Similarity:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"DataStructs.TanimotoSimilarity(zims_fps[0],znps_fps[0])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 6,
"text": [
"0.125"
]
}
],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A bunch of similarities (much faster than doing it one-by-one):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sims = DataStructs.BulkTanimotoSimilarity(zims_fps[0],znps_fps)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot those using pylab:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"hist(sims,20)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 8,
"text": [
"(array([ 11, 66, 126, 414, 1029, 2182, 2222, 1536, 1129, 690, 347,\n",
" 168, 45, 11, 6, 7, 8, 2, 0, 1]),\n",
" array([ 0. , 0.0175, 0.035 , 0.0525, 0.07 , 0.0875, 0.105 ,\n",
" 0.1225, 0.14 , 0.1575, 0.175 , 0.1925, 0.21 , 0.2275,\n",
" 0.245 , 0.2625, 0.28 , 0.2975, 0.315 , 0.3325, 0.35 ]),\n",
" <a list of 20 Patch objects>)"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAD9CAYAAABeOxsXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n"
}
],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Look at the molecules:"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"nbrs = sorted(zip(sims,znps),reverse=True)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"nbrs[0],nbrs[-1]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 10,
"text": [
"((0.34999999999999998, <rdkit.Chem.rdchem.Mol at 0x10ef58280>),\n",
" (0.0, <rdkit.Chem.rdchem.Mol at 0x10c754750>))"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"zims[0]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"png": 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DGIRE+qi0VOqA6dpVfQi2ooFGn1RXV8PR0RGffPIJZs2aJXc5f1plZSVGjBgB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\nMmoMQiIiMmr/D4YZqE81sf1CAAAAAElFTkSuQmCC\n",
"prompt_number": 11,
"text": [
"<rdkit.Chem.rdchem.Mol at 0x1077de1a0>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Draw.MolsToGridImage([x[1] for x in nbrs[:10]],legends=['%.4f'%x[0] for x in nbrs])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"png": 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C0DsqmTAWdgSAJ2LSIoyNRQ4Owg6Cy65daOFCFByMCAI1aYL8/BBCKD4ejRyJzp5F8vKU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\nQmCC\n",
"prompt_number": 12,
"text": [
"<Image.Image image mode=RGB size=600x800 at 0x119F659E0>"
]
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Draw.MolsToGridImage([x[1] for x in nbrs[-10:]],legends=['%.4f'%x[0] for x in nbrs[-10:]])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"png": 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zKS0jg7i4kNevuXu5Kgx9xZ++YvMvWHo2IbtBeP369Z49e86YMcPFxYXFYVWd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\nhAAAwGsIQgAA4DUEIQAA8Nr/A46nWY6wrPUtAAAAAElFTkSuQmCC\n",
"prompt_number": 13,
"text": [
"<Image.Image image mode=RGB size=600x800 at 0x119F655F0>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Diversity Picking\n",
"=======\n",
"\n",
"Clustering vs MaxMin\n",
"\n",
"Clustering: generating N clusters and pick their centroids\n",
"\n",
"MaxMin (Ashton, M. et. al., Quant. Struct.-Act. Relat., 21 (2002), 598-604): At each iteration pick the point that has the maximum minimum distance to currently picked points. \n",
"\n",
"![comparison figure](files/images/Cluster_Vs_MaxMin.png)"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"from rdkit.SimDivFilters import rdSimDivPickers"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pick some diverse compounds that have been tested in man.\n",
"\n",
"Start by building the lower-triangle of the distance matrix:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dm=[]\n",
"for i,fp in enumerate(zims_fps[:1000]): # only 1000 in the demo (in the interest of time)\n",
" dm.extend(DataStructs.BulkTanimotoSimilarity(fp,zims_fps[1+1:1000],returnDistance=True))\n",
"dm = array(dm)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now pick 50 diverse structures:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"MaxMin algorithm\n",
"-----\n",
"\n",
"Ashton, M. et al. Identification of Diverse Database Subsets using Property-Based and Fragment-Based Molecular Descriptions. QSAR & Combinatorial Science 21, 598\u2013604 (2002)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"picker = rdSimDivPickers.MaxMinPicker()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"ids = picker.Pick(dm,1000,50)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"list(ids[:10])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 18,
"text": [
"[374, 128, 633, 550, 126, 84, 538, 740, 876, 352]"
]
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Draw.MolsToGridImage([zims[x] for x in ids[:10]],legends=[zims[x].GetProp('_Name') for x in ids])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"png": 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elS9fvigqKnJrscCCggIuDKJnbfXq1Xp6eh4eHoqKiubm5oMGDZo+ffqGDRuO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\n0GkIQgAA0GkIQgAA0Gn/D5IISMlvwKioAAAAAElFTkSuQmCC\n",
"prompt_number": 19,
"text": [
"<Image.Image image mode=RGB size=600x800 at 0x11C70D950>"
]
}
],
"prompt_number": 19
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also seed the pick, i.e. pick entries that are diverse w.r.t. a starting set.\n",
"Here will will do that relative to the first 5 zim structures:"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"ids = picker.Pick(dm,1000,50,firstPicks=[0,1,2,3,4])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"list(ids[:10])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 21,
"text": [
"[0, 1, 2, 3, 4, 633, 348, 524, 550, 208]"
]
}
],
"prompt_number": 21
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Clustering\n",
"---"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"picker = rdSimDivPickers.HierarchicalClusterPicker(rdSimDivPickers.ClusterMethod.WARD)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ids = picker.Pick(dm,1000,50)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"list(ids[:10])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 24,
"text": [
"[854, 276, 783, 810, 89, 911, 436, 63, 983, 912]"
]
}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Draw.MolsToGridImage([zims[x] for x in ids[:10]],legends=[zims[x].GetProp('_Name') for x in ids])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"png": 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8yHdwWOXnx7mJBRrE1SUnMRG/eMFfjZcvYz09bGuLnz6tfYPRo7GpKbn3dG1t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\nTOnUOXPm2NvbV9FOKe3Vq1fnzp1PnTp18OBBOzu7+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"prompt_number": 25,
"text": [
"<Image.Image image mode=RGB size=600x800 at 0x11C712368>"
]
}
],
"prompt_number": 25
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Similarity Picking\n",
"====\n",
"\n",
"Picking a set of neighbors\n",
"\n",
"Top N Picker versus Spread Picker\n",
"----\n",
"\n",
"Top N: The top N most similar compounds to any active are selected. \n",
"Spread: The compound most similar to each active in the training set is chosen. This process is repeated until the total desired number of compounds has been selected.\n",
"\n",
"\n",
"![illustration](files/images/similarity_pickers.jpg)"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"from rdkit.SimDivFilters.SimilarityPickers import TopNOverallPicker,SpreadPicker"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for i,fp in enumerate(zims_fps): fp._idx=i\n",
"probeFps=zims_fps[:5]\n",
"dataset=zims_fps[5:]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 27
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Draw.MolsToGridImage([x for x in zims[:5]],legends=[x.GetProp('_Name') for x in zims])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"png": 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MPiYIws/Pb/DgwRISEqtXr276LYylpaUrVqxgMBiLFi2ytbUVFRWdN28ep7I2EUEQV69e\nVVJSsrS0/PbtG/dTERERY8eObWJlzc3NbdZ2McbBwcFaWlqSkpKzZ8/28/NzcHDo0aNHcXFxc+M0\nHU0LIcbY3d1dV1eX82PH399fSkqqiTe5N+706dMyMjLcP2GuXLkiISHR+Ln73yoowBISmOuCI+2Q\n/TJMTEzaXZ+0VtVaHeLXrl2rp6fHp15mfJWQgHk8+5OUlIQQIu+sWLhw4YoVK6jJDGMrK6sjR45g\njL98+TJo0CBJSck1a9a07MxzcHBwjx497OzsEhISWpxPdnb25MmTpaWlT548yWazX79+PWbMGBER\nkRZU1t969OjXA29v7/Pnz3MqX0VFhZmZ2cSJExs6NuUdfQthcXGxtLS0v78/uchms3V1dd3d3XkM\n+/r1a3FxcR8fH07Lx48fpaSkLly4wGNkjPHcuXjmTN7DtGOlpaXdu3d3cnISdCJtWN0O8Xzw7Nkz\nBoMRHh7Oj+D8tm4dnjWLpwjv3r1DCJGXOezt7V1dXanJDOO+ffuSY/QUFRVt3LgxKyuruRGioqIC\nAgLIx3JyckH/9QpsMYIgbty4oaKi0r9/f1FRUUdHx69fvzYrQlPGirpyBc+d22A/qZSUFBUVld27\ndzc//Sah08jN/5+8vPzMmTPPnTtHTncuLCy8ZMmSc+fOrVixosUjzefl5U2fPn3lypXTp08nW4qL\ni6dMmTJnzpxFixbxnvPSpWjECJSXhzp14j1YuyQrK3vr1q1BgwZlZ2crKyuzWCwWi8Vms1n/IR+P\nGDFizZo10tLSgs5XEBQVkbc3LwG+fPly/Pjx9+/fq/2nU6dO6urqnEWM8fz587du3frHH39QlHSr\nKi//qagojlDLB3AvLi6Wl5cXERHhPKYqt+LiYgUFBYSQgoLCoRZNtHbv3r34+PjRo0ezWKzS0lIF\nnqcFERISmjlzprW19YcPH3R1dQ0MDJobgRwryswMNTKX6Ny5qLi4nnm+SDo6Ojdu3Bg7dqy5ufnY\nsWObm8Bv0bcQIoSWLl36xx9/ZGVlkZOeL1iwYMeOHdHR0WZmZi2IxmKxZs2apaure+DAAbKFIAhH\nR0cFBQU3NzdKErawQAYG6Nq1chcXWn7FI4QQ6tOnj7a2dmlpqY6OjqioqIiIiKioKPmAfCwsLHzk\nyBFtbe05c+YIOtn2p6amZu7cuZ06dVq4cGFubm5eXt6XL1+eP3+em5ubm5v78+dPhJC0tPSQIUNc\nXV0FnWwL5efP7969O0L7WxyBu/hxShcleI/GiVBaWooQoio3NTU18pihBYSF0ZkzaM4c5OPzq+XH\nD7R8+f8ek1aubCzIyJEj9+7dO2fOnMjISH19/ZZl0hBaF8J+/fqZmJh4enpu3Ljx3r17MTExe/bs\nKSsry8zM1NDQEBZu3kCs27Zt+/Lly7t37zhTBR04cCA8PPzdu3cSEhKUJCwkhFav9j10aNOaNQnN\nTa/DSElJIUeny83N1dLS0tTU5DzFZrOvX79uY2OTmZl569YtKISkyjdvJAcObOLKO3fuzM/PDwwM\nrPcL9OfPn7m5uUVFRebm5u13ij7ej+G4yxWFhZAgCN6P4YqLi8k5wIuLixF1hZBHSkpozx60cuWv\nsZSVldGZM7+eavowsxs2bHj37p29vf2rV69kZGQoTI+mX6YkISGhpUuXRkVFrV27duvWrZ8/f75y\n5cqYMWM0NTVlZWVNTEzs7e03btx47ty5oKCgtLS0RsYUvnv37rFjx27duqWurk62PH36dNeuXdev\nX9fW1qYw5+nTR+TkZAcGBlIYs315+PBh79699fT0lixZ8uDBA+6nhIWF9+7de+vWrenTp/v7+xe3\nYE6ZjjgrzYLjx5u45osXL44ePXr58uWGvj1lZGT09PT69evXfqsgovSoi5JoHKWlpQRB8BitqKiI\nLPPk/i8nJ0dFahTo1w9ZWKC0tJZHEBIS8vT0xBgvXrwYUzvuOZ+uPbYXbDbb29tbUlLy/X/jbrPZ\n7O/fv4eEhFy4cGHLli3k5GSysrIIIXFx8Z49e9rZ2Tk7O7u7u/v5+SUmJtbU1Hz58kVOTu7kyZOc\nsKmpqSoqKnv37uVHzgsXLrS3t+dH5HZh+PDhrq6uX79+RQjVHfh4+/btQ4cOZbPZmpqa5CwBzdNh\nZqWpqXEaNszd3T0mJkZYWLgpt2Gx2URGRmYhX8c3axv09PRu3rzJS4Tt27dPmDABY8xms0VERN6+\nfUtJYikpKQihfM6UAC3yxx9/kN9FQUFBcnJylCTWpiQkJCgoKHCPVcI7uhfC6OhoSUnJ335jEgSR\nk5MTFhbm7e29bdu2WbNm9e/fX1FRESEkKipqaGg4fvx4zr3zlZWV/fv3nzBhAp86+0ZERIiKirbf\nsTx48ePHD3Log8OHD5ubm9ddIS4uDiH0/fv3devW2draNnsDrXUTXis4ceKEjo4Ok8kcN24cPe/2\na4iysjLZXZzJZLbsttTVq1fPmzcPY1xSUoIQ4uX+BG7knEo8DqTSq1cvcg5hX19fLS0tShJra8jR\nK589e0ZVQFqfGi0qKpoyZYqjo+P8+fMbX1NISEhNTc3CwsLR0XH37t3Xr19/+/ZtYWHhjx8/wsPD\nNTQ0lJSUOCeLdu7cWVRUdOnSJT5dxhswYICxsbGnpyc/grdxT548UVNT69ev38OHDydMmFB3BSMj\no969e9++fXv69OmBgYEFBQXNiE4QqHdv9Pjxr8UHDxrr5dbmLVq0qLS09NatWxs3brx69WpGRgbZ\n3kbmBRQUjDHnZOb58+dNTU3DwsKaG4QTgdrrcMXFxTIyMpxOBi0OwsmtjVwgpJydnZ2rq+usWbNS\nU1MpCUjfQkgQhIODg4qKyokTJ1ocRElJacCAAZs3b759+zbnitS6desePXrEv11QSEjIycnpwoUL\njc+D2iGR9a+goODVq1cTJ06sd50ZM2bcunWrf//+Wlpad+/ebWrooiKUm4uOHkUPHqAJE5CdHXr8\nGB05QlnqrU5GRmblypVHjhwZPHiwkZHRw4cPyR2G5vMe//z5k81mk/8858+fb2dnZ21t7eLiUlFR\n0fQgtQohVbdPUFK62kUhLCxEffui7OyWR9i2bdvAgQMpuS0NIRpfI9y1a5eqqiolU6iw2Ww9PT03\nNzfeQzVRaWmprKzsI85IDPRQVVUlKyvr5+fn6enZrVu3hgZJT0hIQAglJydv2bJlxIgRTYlMZGVh\nExPc/JuX27jc3FwVFRVzc3PyH7uwsPC2bdtoPu9xRUXFiBEjJk+ezBn6Kzw8vEePHvr6+s+fP29i\nkMjISPKm8ufPn0tLS1OVm5eXV+/evXmJUFVVhRD6+PEj5rqQ2QaVlWGEiM+feRox0sXFZQBFFy9o\nekTo5+e3d+/eGzduaGlp8R6NczM+prYjU8NkZWVnz559/vz51tlcGxEcHCwkJGRtbf3gwYOJEyc2\n1HHRwMDAzMyM7DsaGhqak5PTeNjk5GT7SZN+GhoiNTU+ZC1InTp1srOzq66uLioqSktLi4iImDFj\nBmqgLzv5n7KygHPmN0lJydOnT+fn5xsZGZEjQP3xxx/R0dGTJk0ix2EoLy//bZB+/fp1794dYxwU\nFCQhIdGUlzQF5xiOzWZPmDDh2rVrzf1KIa9Ztv0jQklJQlRUrLz8XYsjREZG/vPPPwcPHqQmIUrK\nafuSlMTU1e1fazYvHuXm5oqJib18+ZLCmI17//69iIjImzdv+Df+XluzevXqUaNGEQQxevTokJCQ\nRta8ePHiuXPnSkpKtLW1R48effv27YaGxIyNje3cufPUqVOrqqoIrkHS+agVp0ny9fUVFxcnjw84\nYN5jjDGLxTpx4oSUlNSUKVM4s9C8evXK0NBQT0+v8b0LY0wQxMOHD/v37y8lJWVgYKCnp0fJlIQ7\nduyws7PDGLPZ7H/++UdaWnrixInNGmWN7E1NDvc/b9681atX854Vn0hJSTX9ELyWqqoqIyMjCod4\npV0hrKjAZmZ43ryf1M4+iDGeMWOGg4MDtTEbkZGRoaOjgxCSkpIyNjaeNGnS+vXrz5w58+zZs5SU\nlA452VNQUJCoqOjmzZurq6t/u/KHDx+6d+9uaGg4a9YsFRUVcXHxcePGnTt3jvtr5fXr10pKSosX\nL2YymTt27MhMTiaYTH6+A4xx692hkZmZqays/Pfff/MpfgeQmJg4bNgwZWXl69evk18IFRUVmzZt\nEhUVXblyZVlZWd2XEARx//59c3NzaWnpDRs25OTkkC9hMBirVq2q9yVNQRDEgwcPevfu3bdvX86s\nfklJSdbW1oqKipcvX27i91V2drarqyv543jChAltefZTVVXVJ0+etOy1rq6u3bp1a/Ffuy56FUKC\nwAsX4u7dMT8m9AgODpaQkGidGZnJ2Q1Hjx6dlpYWGhpK3vI4ffp0MzMz8pZHMTExQ0PDurc8tkJu\nfBUaGqqlpWVmZva54ZlFCYI4e/ashISEk5MTOU8Fk8l8/vw5OVsCQmjQoEH79+9//vy5rKzspk2b\nWCzWqlWr5OXlW/z7tHla5Q4NNps9evToESNG0OeEQcuw2Ww3NzdpaenJkydnZ2eTjREREb169Ro7\ndiz3mgRB3Lt3z9TUVFpaeuPGjbVmFyJfoqurG9zMCWLIsGZmZtLS0qtXr54xY4a4uPj+/fuZTCaZ\n3qlTp2RkZOzs7Jo+DRMZdsCAAW35Z5COjs7t27db8MLIyEgGg8H7YOLc6FUI//0X29nh5GS+BCcI\nokePHq2z5zUyuyFBELm5ueHh4ZcuXdq+ffvs2bMHDBjAueVRT0/PxsZmxYoVrdm1h1pFRUWzZ8+W\nlJT08npe91dyZSV2dnaTkZG5evVq3dcSBBEbG7t3794BAwYghLS0tL59+zZnzpxOnTpxRlTgu1aZ\nJunkyZNKSkq/ncQVkL59+2ZlZaWkpHT16lXy2KuyspIzPzubzfb19e3bt6+MjMzmzZvz8vLqDVJZ\nWbllyxYGg7FixYqmHKyw2ey7d++SYTdt2sSprA8ePNDQ0OjXr19MTAzZkpycPGLECAUFBS8vr98e\nGpLHrGZmZl27dm3LO4CRkZE3Z06KJquqqjI2Nl6+fDm1ydCrEPLb33//3b17Dzabv5PnXr16tQWz\nG/748ePNmzfXr1/fvXu3o6Ojubl5u77J+sYNXzW18lu3as/wcvgwHjy4OD7+9zOlZWRkTJ482dTU\nVFtbu7nTyvCE/9MkxcbGSkhI3Lp1i/LIHRjnstyECRM4o1Ww2ezbt2+bmJjIyspu3bq1KWO+vHnz\nxsjIqFu3boGBgY1s686dO3369JGVld2yZUvdyvrjxw9HR0cxMbE9e/aQJ3LI8xyysrJjx45tqLyR\nldXU1LRWZW2bBgwYcOrUqea+atu2beSY+9Qm0z4K4Y8fPzw9Pf/999+vX7/+9vpQU+a+4pP8/MKe\nPSv4Ondu3dkNU1JSfvz40dw4L1++FBMTa+P/VBqXmoqvXsXDhuHp0zH509nKCvv64qbP2vvgwQMV\nFZXWOZvdaqqqqvr06ePo6CjoRNolzmU5b29vHx8fY2NjOTk5V1fXZu0kVVVVrq6uDAZj2bJlJf+/\nB1azKuujR4+6dOliZmbG6e6Umpo6atQoeXn5iIiIWmF9fX0bqaxtkJWV1b59+5r1EnJKg6dPn1Ke\nTDsohBkZGerq6r169VJRUUEIiYiI6Orqjh49evny5UePHr1//35cXFxFxf/6ONT6ZsSt2ynOwQHP\nmMGv4EVFRQYGBkuWLOG0/Pz509jY2NnZubmhCIIwMjI6ePAgpQm2NjYb170rruny8vIQQpRPtM1X\n5MHErl27tm/f7urqumnTpnXr1q1Zs2blypXLli1bvHixjY2NtrZ2Sev0gO2I2Gz26dOnNTU15eXl\nt23b1oJfmaTIyEhjY2NtbW3yi5vNZnMq619//dXEylpYWLhgwQIxMbFdu3ZxDg2vXLlS8d/PvRYc\ns7YR//zzj7i4uI2NzbFjxz59+vTbU77V1dUmJiZ8mpRbCLfWrW8tU1NTY21tLScn9/jxYxERkaKi\noqSkpG/fvn379o3zICcnR1U1R0JCTV8fubujlSuRr++vua8mTkQhIcjEBFlY/AoYHo5iYviYcFgY\nGjECpadTf08aQRCTJ0/Oysp6+fIlOa8TxtjBweHDhw8RERFNmZQEYxwfH9+rVy9y0d3d/eTJkwkJ\n7XtGJ2trFBKCoqKQmxtKT0ehoc17eY8ePTZv3rxgwQK+JMcHp06dOn36dLdu3bgnYhT9j4iISHR0\ntIqKymPOQHGgRZhMJpPJlJKS4iVIdXX1vn37Dh48OG7cuISEhMzMzNWrVzs7OyspKTUrjp+fn5OT\nk6qq6sWLF/v27Us2EgRx586dvXv3pqWlkWGV29VNoEwm89WrVwEBAQEBAe/fv+/atautre3o0aNH\njhxZ7+2PO3fu9PLyio2N5ct8GvyorhRqpFcIR2lp6fv3xJ07+OBBHBf367AgMhI7OGBLS4xb94iQ\nIPCgQfjYMeoj79u3T1lZOTU1ldPi5uYmJyfX9AOar1+/CgsLf/v2jVwsKiqSkpIKCAigPtdWVPeu\nuGZZvHjxsmUrqU2pcZEvXnz8918Wk1nm7c1qfl+G0aNHkz1dKysrf/78WVxcXFBQkJubm5mZmZaW\n9v3796CgIElJScovooAWi4qK0tXVdXJy4mVmj+Li4kWLFomJie3YsaOiouLmzZtGRkY8HrO2HdnZ\n2ZcvX54zZ46qqqqoqKiFhcXu3bvfvHnDuQ3s/fv3DAaDHCqdH9p0Ibxy5UoLeoV0yPuFAwICau0H\nYWFhYmJivr6+zYozdOjQTZs2cRZpPqOTQNja2u7YsePdu3ciIiI/f/5s1muLi4vFxMTCw8NXrFhR\n7+/anj17slgsdXV1clAS0Baw2WxhYeHmfo/Vy8/Pr2vXrsbGxvLy8jt27Oh4c2ax2eyoqKi9e/cO\nGzZMVFRUWVl51qxZHh4evXv3XszPOdHabiGs2yuEtsjZDffs2cNpyc7O7ty5M3dJa6KrV6926tSp\nqqqKXKTzjE48qqqqCggIePHiRbNeRRCEqqrq/fv3PTw8jIyMmrvRGzduqKmpsVisjIyM2NjY+Pj4\nxMTE5OTk9PT0rKwscu54jPHKlSsnTpzY3OCAT8iBuRMTE6mKFhUV1fFKYF3FxcV3795dtmyZtrb2\ntGnTivlx9/d/2mghLCoq0tfX5+4V0n7xODI2Obvh+PHjOXdG19TUWFpaDh8+nNn8YVAqKytVVFRu\n3LhBLhIEYWpqunv3bp5SbG9471eclJTUr18/TU1NUVHRjRs3cn5Y/FZ6ejpC6Pv378uXLycntGuW\nWbNmNeV38fv37ydPnlta+vvxd0ArIKcKakfdWNoagiAoHwislrbYS4IgCEdHRwUFBTc3N0Hn0my1\nJnu7ehX5+KCrV1secM2aNUVFRZcvX+Z0admyZUtSUtKNGzdERUWbG01CQmL+/Pmc0bo7xoxOFRU1\nW7cGZmUVN3F9HuchunPnjpmZmba2dmxsbFBQkI+Pz+DBgz9//tyU1757965Tp05dunR5//69qalp\ns7ZbU1Pz5MmThiaf4ta3b9+7d6/Iyoo1Kz7gE2qnaqIhISGhhkbYpwxfy2zL7N27t1avkHak7s0b\n7u4tj3bhwgUpKakPHz5wWnx8fMTFxV+/ft3imOSwvPHx8eRiB5jR6efPnwihRgZdq6XF8xBVVVWt\nWrVKXFzczc2NzWYvXbo0PDy8qKho7ty5kpKS7u7ujf9uLSkpOXTokKmp6cKFC3V0dJp7WjUgIEBa\nWrqiabdJ1j3qBYISGhoqIyMj6CxAY9pcISR7hbTfroyWlg3e1vbmDY6La8bt3lFRURISEleuXOG0\nfPr0SUZG5vTp0zwmOWLEiLVr13IWly5dOn78eB5jChA5B1tsbGwT129Zv+Jv376Zm5vr6uqSvR5q\namrWrl3LYDC2b99eU1Nz/fp1BQWFMWPGcMar5Pj58+fNmzft7e0lJCQ6d+5MjidJTqzYrLe5YsWK\npvdsqvuDDAjK/fv3NTU1BZ0FaEzbKoSpqanKysp79+4VdCItFBSEhw3D+P9/yXIsWoQRwgjhrl2x\nlRXessXzwIEDt2/fjo6OrtvZvaCgQEdHZ+XK//XsLykpMTQ0dHR05P10uY+Pj5KSEufYgpzRiZI5\nigWCxWIhhKKjo5u4fhP7Fb97945zXfbWrVvy8vJTp04t+v+zJj179qxLly4DBw5MSEhIS0uztrYm\n+8JgjCsrK+/evTtjxgxpaWlVVdXly5eHhoaS3cEJgnj06JG3t3fTh3YjCKJr167e3t5PnjxpSidy\nXsYZANR6e+PG8UmTBJ0FaExLC2Hdbw6eZ1kje4VMmDChnY6Xn56OO3X6X/Gr97a20lL84QMmb3nc\nsOGQtbV1165dyXPU6urqQ4YMmT9//p49e65du2ZlZTV48GDOeHIEQUydOrVv377l5eW8p1pdXa2m\npnb58mVOy4ABA9ryjC2NIwgCIURJ93RuPXr0UFdXX7x48ezZs8XFxRs681lQUDB16lQZGRkPDw8m\nk3no0CEGg2FjYyMnJ6eoqLh48eKnT5+2oFsTN4IgLl26JCIikpeXd/z4cQaDsWbNmsbPkdY96gUC\nc+IEHjJE0EmAxlBXCHmeZc3JyUlfX7+In/OU8k9VFR40CI8di1twtFZRUREXF3f//v2jR4/++eef\no0eP1tLS0tLS4ow9jzE+cuSIoqIi51543m3ZssXCwoKz6Onp2blz5/Y7T5ODgwOFfxxSSUnJ9evX\nJ02apKmpGRQU9Pbt26NHj9a7JkEQXl5esrKykyZNysvL++uvv/T09B4/ftz4uLhN7Lx64MABXV1d\nYWFhZWXlmTNnFhYWRkREGBgYGBkZNXQQTBC1j3pdXbGnJ87N5f9si6Cuw4fx7NmCTgI0pqWFsG7v\nAt5mWSN7hdSaSrsd+fNP3K0bpmqEh1ozOjGZzEGDBj1+/Jia6BhjjJOSkoSFhTm19ufPn/Ly8nc5\nP2XAfwiC0NHRuXDhQmBgoJSUVCPT6yQlJY0ZMyYlJWXcuHHr1q37beQmDoo7ffr0s2fP5uXlffny\npV+/fl27dg0ODi4rK1uyZIm4uPiRI0dqnUHJysJ1Z5Ryc8Pa2rh//7FDhw49cuRIQkJCU947ADTB\nnyNCcpa18nL85k1TikPdXiHti7c3lpSs59uHF3///XePHj045+L4MeO8ra0t9zXIVatW2djYUL6V\nDmDjxo2jRo1iMplqamrXr19vfOXS0lIJCYmmzPHbgs6r1dXV5LQG5M2L9+7dU1FRGT58eHp6OrlC\ncPBnNbX6d0WCwO/ff9i5c6eZmRlCqFevXs2dQhaAjorSa4S1ZlnLzsaiohih97a2AwYMmD179vbt\n2y9duhQeHp6Tk8P5iq/bK6R9yfqYJylBeHn9ryU5GVtY4P/uWW+hgoICCQkJvn5V3bt3T15enjPK\nV2xsrLCwMGcyUsARFRUlIiKSm5u7YsWK347Ycvv2bRUVlaZcFGzxoLgvXrzQ0dExNTX99OlTVlaW\nra3t4cOHWSzW9u3bGQzG33/H/fb8fFpamru7O1VjnYD/p97eEh1gmMcOjc+9RmtqcGLi12fP3N3d\nnZ2d7ezsDA0NxcTEEEKysrKmpqbTpk2zsLDg7hXSzhQWYl3db66enIayMtyrF547tyUXC2txcHCY\nwb8pnTBmMpldunThHsRuyJAhmzdv5t8W2ymCIPT19U+fPv38+XNxcfHGL2OvXr1uzZo1TQnLy6C4\nxcXFDg4OkpKS5B2N6enpVlZWGhoacJAnePX2loBC2LYJYBomNpv9/ft3zlRKWlpa9vb2Xbp0aeU0\nKEAQaMIElJ+PXrxA4uIIIYzRrFno82f0+jWSluY1fFhY2IgRI9LT09Uon9LpPzt37oyPj/fx8SEX\nL1y4sGfPnpSUlHY9MRM/bNu27eXLl8HBwVpaWvv27XN0dBR0RgghdPPmzT///LNHjx7JyckmJiZX\nr17l364CmmrgQBQWhhgMhBBiMtGQIejNm1adCg60gKArcXu2axdWVcVct9/5n02Rl8dUdUQgCKJ3\n794HDhygJlx9KisrOeeoCYKYOXOmFfxcrU9MTIywsHBmZqazs/PYsWMFnc7/pKen//XXX+SpUUHn\nAjDG9fWWwHBE2NZBIWwpPz/MYODAwP+1PH9OiIsn/RtP4Ubc3Nx0dXVb58ZKNzc3WVlZztBrgBtB\nEL169Tpx4sTr168ZDEbdCTJhSDPwS93eEhgKYVsHhbBFysrwnTv406f/tWRmYnV17OpK7XbIuXP5\nNx0lBzm74Z07d/i9ofZr586dgwcPJghi165dOTk5tZ6FIc0AaL8EcI2wA6qpQcOHIykp5OeHRESo\njb1o0aLi4mJfX19qw3LLyckxNzefO3fuoUOH+LeV9u7Lly89e/Y8fvy4goICi8Vis9ksFovFWsFm\nI3t7tGAB8vVFc+YgHx80cSIKCRF0ugCAJoNC2ExFRcjZGRUWIoyRsjI6eRIpKCBnZ3T/PoqKQioq\nlG/w7du3FhYWaWlpnTt3pjw4QojJZI4aNUpYWPjp06ctmNeJVo4dO+bh4cFgMERERERFRUVERERF\nX4mKCv/9N1q/HoWEoKgo5OaG0tNRaKigcwUANBkUwmZatAjZ2aHJkxFC6O5d5OeH5s9HI0agly9R\n//782CDG2NzcfPLkydu2beNH/A0bNty8eTMqKgo6HPLC2vrXUeC5c+jgQZSSIuiEAABNBoWwmer2\nje7ZE1lYoCVL+LfNc+fO7d+/Pzk5WYTq8663b9+eO3duaGjo4MGDqY1Mc0zmr30EAND2we1izdS7\nN3r8+NfjBw+QsTH64w+0eDFftzl79uyioiI/Pz9qw8bHxy9cuPD48eNQBSnn4QG/LwFoN+CIsJmK\nipCLCyosRASBVFTQ8eNIWhqJifF7s8uXL8/IyHj06BG5+PDhw+PHj+vr6+vp6enr65MPZGVlmx6w\ntLR04MCBAwYM8Pb2FhIS4k/W9LVixdbRowdOnDhR0IkAAH4PCmH7EB0d3b9//6SkJG1tbYRQfHz8\no0ePkpKSyAF60tPTEULq6uqcosh5oKioWDcaxnj69OmJiYmvXr2SkpJq7TdDA2fOnHF1dX3//r2O\njo6gcwEA/AYUwnZj0KBBo0eP3r17d92nKisrU1JSOKPWkQ/S0tLYbLaysrK+vv6ECRO2bt3KWf/o\n0aP79u2LiorS09NrxXdAIxjjSZMm5ebmvnjxQoz/JwwAALyAQthuXLx4cdu2bampqYymdcOoqalJ\nS0sji6KqqurMmTPJ9pCQEBsbm7t379rZ2fEzX7orLCw0MzObMmXK33//LehcAACNgULYbpSXl3fp\n0mXBggUzZ87U19dXUlJqwbW9jIwMc3PzZcuW7dq1ix9JAm4RERE3btw4ceIEXIUFoC2DQtieBAcH\nL126NDU1lcViKSoq6v+Hc1GwU6dOjXzn1tTUWFlZycvLP378mPI7MQAAoJ2CQtj+MJnM9PT0WlcE\nk5OTq6urZWVluXvKkA86d+5MTqu0atWqx48fR0VFKSsrC/pNAABAWwGFsINgs9kZGRm1quO3b98q\nKyslJSX19PSUlJTevn0bFhZmbm4u6GQBAKANgULYkREEkZ2dTVbE1NRUR0dHfX19QScFAABtCxRC\nAAAAtAZDrAEAAKA1KIQAAABoDQohAAAAWoNCCAAAgNagEAIAAKA1KIQAAABoDQohAAAAWoNCCAAA\ngNagEAIAAKA1KIQAAABoDQohAAAAWoNCCAAAgNagEAIAAKA1KIQAAABoDQohAAAAWoNCCAAAgNag\nEAIAAKA1KIQAAABoDQohAAAAWoNCCAAAgNagEAIAAKA1KIQAAABoDQohAAAAWoNCCAAAgNagEAIA\nAKA1KIQAAABoDQohAAAAWoNCCAAAgNagEAIAAKA1KIQAAABoDQohAAAAWoNCCAAAgNYEWQiF6kM+\nFRUVJSQkxGKxyAfbtm3jfiHnWXKxrKxs7dq1JiYm0tLSPXv2PHr0KOepvLy8adOmKSsra2pqurq6\n1tTUcMeprq5WUlLirIwQqqioWLZsmaqqao8ePc6dO8dpz83NnT17trKycpcuXTZs2FBVVVXrvURG\nRoqIiHBCNfLW6t1u4+uDZmmF/YogiA0bNsjLy/fo0cPLy4sTISsry97eXklJSV1dfdmyZaWlpWR7\nQ/tPQ6k2tN82FL+h9WG/olAr7FcNfb4ctb5nGmpv7vceQujUqVMaGhpKSkouLi4Y48bjNLT/t1+i\nAtx2YmIi53FNTc2kSZNUVVXrXfPw4cOzZ8/u2bNn3afKysr69++vrq6+b98+BQUFf3//3bt3FxQU\nHDx4ECHk5OSUl5f3+PHj6Ojo3bt3MxiMnTt3ki+sqKjYsWNHUVERdzQXF5fXr1/fvXs3NzfXyclJ\nR0fHxsYGYzxr1qyKigpvb+/CwkIywpEjRzivYrPZK1asIAii3reGEHJ1deX8m6l3u42sD5qrFfar\nU6dOXbp0ycfHJzc3d+nSpQYGBkOGDEEILVq0qLy8/NGjRykpKeS34dmzZxvZfxr63Bvab+uN38j6\nsF9RqBX2q4Y+X1Ld75mG2pv7vffw4cOtW7d6enoKCwsvXbp03LhxI0eObCROQ/t/O4bbhg0bNkhK\nSn79+pVcjIyMRAgxmUzywYgRIywtLQmCqPUsxnjTpk39+/evrq7mhNq9e7eYmFhxcXFJSQlCKCIi\ngmw/cOCAlpYW+fjatWsMBoP8C5BxMMbl5eWioqI+Pj7koouLy/Tp0zHGWVlZCKGwsDCy3c3NTV1d\nnTv5s2fPGhgYcIfi9v79e1VV1ezs7Ia228j6gEf82K8wxn379nVzcyPbFy1atGTJEowx+eXi7+9P\ntp84cUJNTQ03Yf8hcT73hvbbhuI3sp/XG79Ff0jw//Bjv2ro8+Vo6HumVntzv/cwxra2tocPHyYf\nu7u779y5s/E49e7/7VqbKISPHz9GCB07dozTUmvHio+Pl5CQuHjxYq1n2Wy2hobGrVu3uKOVlZV5\neHhkZWUlJSUZGhqWlZVxtiIvL0/unYWFhfHx8bdv3+beIT59+oQQysnJ4ayvq6uLMU5JSUEIxcXF\nke1XrlxRVFTk7OX5+fmampp37typt7ax2exBgwadOXOGXKx3u42sD3jBp/2qrKwMIRQbG0u2X7ly\npUePHhjjtLQ0Ozu7wsJCsj0wMJDcTxrff0jcn3tD+21D8RvZz+uND3jEp/2qoc+XXGzoe6Zue3O/\n95hMJoPB4OzPHA3FaWj/b9cEXwi/f/+uoqIyZMgQFovFaay1YzGZzD179qioqOTn53M/S37FJCUl\n/XYrBEHMnDlz4sSJ3I3cv9Qwxjk5OQihwMBAcnHfvn0yMjLka83MzOzt7ZOSkt6+fWtqajp//nxO\nkMWLF+/Zs6dWKI47d+5069aN+wdg3e3+dn3QAvzbr5KTkxFCBQUF5OKzZ8+UlZW5V2Cz2enp6ZMn\nT549ezb+3f5Dauhzr3e/rRX/t+s3Eh80Vyt8X9X7+Tb0PdP4909Tvveys7MRQpcuXerTp0+XLl3W\nrl3b+H742/2/PRJwIWQymcOGDZOSkkpISOBur7tjVVVVGRoaLliwgPvZ6OhohBDnN0tDSktL58+f\nLysrGx4eXu9WyEWCIAYPHjxy5MgvX758+fJFV1dXVFSU/CWVkJAgIiJCnlLQ0NCoqKggX/L69WsD\nA4PKysp6d0Q2m21sbHz+/Pla+TS01za0Pmguvu5X5LOVlZXk4qtXr4SFhbmPwKytrRFCampqJSUl\nZEtD+w+poc+9of22bvzG14f9iiqt831V9/Nt6Hum8e+fJn7vxcTEIIR69ep15cqV06dPq6mp7dix\no5E4v93/2yMBF8Lt27cjhE6cOFGrve6OhTEOCQlBCIWGhnIayd8miYmJtV4eGxubkZFBPv748aOe\nnl6nTp1evXrV0FY4LV++fOnVqxdCSElJadOmTZ07dybbhw8fPnjw4Pv373t7e+vo6Kxfv55sNzMz\ne/ToUb2hMMZBQUHi4uJ19/uGCmFD64Pm4ut+Rf6uJ3/sY4yfPn2qoKDAvVpqaur169eNjIxmzZpF\ntjS0/5Dq/dwb2W/rxm98fdivqNIK31e4vs+3oe+ZRr5/mv69l5CQgBC6e/cuubhz505tbe1G4vx2\n/2+PBFkIAwMDhYWFhw0bxmazaz1V746FMZ4/f37Pnj3DwsLIRhaLpaqqeunSJe7XVlRUSEhIXL58\nGWMcHR0tIyMzffp0zoF8vVvhbiQIIisri8Vi3bx509zcHP936uDt27fkCmfPntXQ0CB/ASGEJCQk\nJCQkxMTEEELi4uISEhKcUGvWrBk5cmQTt9vI+qBZ+L1flZeXI4RiYmLI9suXL3fv3h1j/PPnz9ev\nX3POmF25ckVJSYkgiEb2H1Ldz73e/bah+A2t30h80AL83q8a+Xwb+p5pqL1Z33vFxcUIoaysLHLR\nz89PTEyskf2qof2/XRPYfYS5ublz586VkJAg++w28VWHDx/Oy8s7evQouSgiIjJnzpwDBw5w33Bz\n+fJlFotlZWWFEPrzzz+XLVt28+ZNZWXlpsR3cXF59eqVhoaGiIiIv7+/ra0tQojJZNZajdMSHx8f\nHR0dHR197do1hFBUVBR53gAhhDF+8OCBjY1NE99ac9cH9WqF/UpKSqpfv37BwcFke2hoqKWlJUKo\nsLBw8ODBERERZHtJSQmDwRASEmpk/0ENfO717rcNxW9o/Ubig+Zqhf2qkc+3oe+Zhtqb9b0nJyfX\nvXv358+fk4thYWG6urqN7FcN7f/tm6Aq8OjRoxFC69atS/z/yGcb+oWFMb5w4QKZOdlYXFxsYGDQ\nq1evc+fOPX36dNeuXZKSkhs2bMAY//jxQ0xM7N27d9zxuX+J1w2+Z88eU1PTwMBAd3d3eXl5Mh+C\nIP7444/Bgwc/evSIPLW1YsWKWm+nbqgPHz4grr5Vja/c+Pqg6Vphv8IYnzlzRlVV1c/Pz8vLS1xc\nnLx2wmaze/XqZWFhcf/+/QsXLujo6Dg7O+Pf7T91P/eG9tuG4je+n8N+RYlW2K8a+ny5NXQyibu9\nBd97Bw8e7NmzZ0hIyP3791VVVf/555/G49S7/7drAiuEjRfmRnYsNps9dOhQ7saSkhJnZ2djY2MZ\nGZk+ffq4ubmRpxfI2yFq4Q5VN3hRUdHkyZNlZGR69er17NkzTntmZub06dMVFRU7d+7s4uJSXl5e\n6+3UDbV7925NTc16ryHXuzc3sj5oulbYrzDGBEFs3769S5cuhoaG3Ge6YmNjLS0tZWVltbW1N23a\nxOkU08j+U/dzb2S/rTd+4/s57FeUaJ39qqH9h6MphbAF33tsNnvjxo1dunTR0tLav38/ee63kTgN\n7f/tlxBu+DMGAAAAOjwYdBsAAACtQSEEAABAa1AIAQAA0BoUQgAAALQGhRAAAACtQSEEAABAa1AI\nAQAA0BoUQgAAALQGhRAAAACtQSEEAABAa1AIAQAA0BoUQgAAALQGhRAAAACtQSEEAABAa1AIAQAA\n0BoUQgAAALQGhRAAAACtQSEEAABAa1AIAQAA0BoUQgAAALQGhRAAAACtQSEEAABAa1AIAQAA0BoU\nQgAAALQGhRAAAACtQSEEAABAa1AIAQAA0BoUQgAAALQGhRAAAACtQSEEAABAa1AIAQAA0BoUQgAA\nALQGhRAAAACtQSEEAABAa1AIAQAA0BoUQgAAALQGhRAAAACtQSEEAABAa1AIAQAA0BoUQgAAALQG\nhRAAAACtQSEEAABAa1AIAQAA0BoUQgAAALQGhRAAAACtQSEEAABAa1AIAQAA0BoUQgAAALQGhRAA\nAACtQSEEAABAa1AIAQAA0BoUQgAAALQGhRAAAACtQSEEAABAa1AIAQAA0BoUQgAAALQGhRAAAACt\nQSEEAABAa1AIAQAA0BoUQgAAALQGhRAAAACtQSEEAABAa6KCTgAA0AynVw7X7GFWXvKjs34fy5nO\ngk4HgI4AjggBaE+k5JQmrDo6fdO55A8vEELeW6fdOby8ICNJ0HkB0I7BESEA7UlFWdHj05tKf+Ro\n9x5UXlxQVpgz6y8vcSkZQecFQDsGhRCA9kRKVtHuz0MIIWZ15d2/V8kqqUEVBIBHUAgBaE8qSgsf\nuq/HGCOEeg+bGPnkkqAzAqDdEyL/RQEAAAD0BJ1lAAAA0BoUQgAAALQGhRCAdibigUfG1/eCzgKA\njgMKIQDtyc+iPP8LOySk5QWdCAAdBxRCANqTlNhXskrqyl10BZ0IAB0HFEIA2pPUmFc6Jn8ICQkJ\nOhEAOg4ohAC0J/fDvigZWgo6CwA6FLiPEIB2IyMjo2vXrklJSbq6cGoUAMrAESEA7UZISIi2tna3\nbt0EnQgAHQoUQgDajdDQUGtra7hACAC1oBAC0G6EhIRYWVkJOgsAOhq4RghA+5CamtqtW7e0tDQt\nLS1B5wJAhwJHhAC0DyEhIXp6elAFAaAcFEIA2oeQkBBra2tBZwFABwSFEIB2oLq6OigoCC4QAsAP\nUAgBaLtSU1PPnTtnb2+vqqoqKir64cMHuKgPAOVghnoA2pbKysoXL14EBAT4+/vHx8cbGhra2tre\nunVLSEho6tSpYmJie/fuhTsoAKAQFMJ2qKgIOTujwkKEMVJWRidPIgUFQecEeIIxTkhI8Pf3DwgI\nCA0NFRUVHTFixOrVq21sbLhvn/f39x87dmx1dfWRI0egFgJAFbh9oh1atAjZ2aHJkxFC6O5d5OeH\nPDwEnRNoibKysuDgYPLgLyUlpU+fPmPGjLGxsfnjjz/ExMTqfcmbN29sbW0dHBxOnjwJtRAASkAh\nbIcGDkRhYYjBQAghJhMNGYLevBF0TqAZEhMT79275+/vHx4eLi0tPXr0aBsbGxsbm86dO9e7fn5+\nfmRk5NixY8nF9+/fjx49eurUqadPnxYWhsv8APAKTo22Q717o8ePfx0RPniAjI1RejqC28vaiezs\n7EWLFlVVVY0dO3bfvn39+/cXFf3NP8PQ0NA5c+Z4e3vPnj0bIWRmZhYUFDRq1KiamhoPDw8REZFW\nSRyADguOCNuhoiLk4oIKCxFBIBUVdPw4unED/fmnoNMCTXLt2rXNmzenp6c368Smt7e3k5OTh4eH\no6Mj2fLp06eRI0eOHDnSy8vrt6UUANAI+PfTDikqIm/v/9fy6hUaNw5pawsmH9AcoaGhw4cPb+7l\nvfnz54uJic2fP7+mpmbJkiUIISMjo9DQ0BEjRsyZM+fq1asM8lQ5AKD54AJDh2BggE6cEHQSoEm4\nB8729/dfu3ZtE184e/bsa9eurVy58tSpU2RLjx49QkNDIyIiZsyYUVNTw49sAaADKIQdgp0d8vBA\nP34IOg/wG+np6UlJSZyR0h49epSdnd30l0+bNs3Hx2fdunXHjx8nW/T19Z8/f/7hw4cpU6ZUVVVR\nnzEANACFsH0qKUH796P09F+LpqZIRwedPi3QnMDvhYSEdOvWTUdHh7PY3FHTJk2a5Ovru3Xr1kOH\nDpEtOjo6z58///r166RJkyorKynNFwBagELYPsnLo4QEtGrVr0VhYbR+PXJ3R/A92LZxD5ydnZ0d\nHx/fgnG0x40b9+DBg927d+/Zs4ds6dq1a2hoaFpamp2dXXl5OZUZA0ADrdRr9OHDh6dOnSovL1dT\nU1NTU+vUqZOampq6urraf2RkZFohjQ4lLg716YNiYpCREUII1dQgPT20ZQt0H22zMMY6Ojp79+51\ncHBACN24cWPDhg3fv39v2X3xISEh48ePX7t27a5du8gIubm5I0eOVFJSevz4saysLMXZA9BxtUYh\n/Pr1q5mZ2dKlS7W0tPLy8nJzc3NycnL/w2QyEUIyMjKcoqiurk5WSs5ily5dJCQk+J1n+zN+PFJV\nRRcvkkslp07df/p0jq8vdKZvm5KSkvT19b9//66pqYkQcnJyqqqqunz5cosDvnz5cty4ccuXLz94\n8CBZC/Pz821sbE6ePDl06FDK8gago+N7IWQymX/88Ye+vv7169fr/vLFGBcVFXHXRW45OTl5eXk1\nNTWTJk3y8vJSgBE1a3nxAo0ahZKSkKYmQqi0tFRbW/vcuXPTp08XdGagHhcuXDhy5MjXr1/JRQMD\ngy1btixcuJCXmBEREba2tsuWLTt48CBC6OfPn0pKSi9fvhw4cCAFGQNAD3wvhH/99dfly5c/fvyo\nqKjYgpdjjAsKCiwsLBYuXLh582bK02vfMP4+Z85LQ8PZ27eTDa6urgEBAZGRkTAKZRs0d+5cGRmZ\ns2fPIoS+f/+upaWVnJzMPaZ2y0RFRZWUlIwYMQIhFBAQMH369B8/fsBZAQCajr+dZV6+fHn48OFL\nly5xqmBpaWmzIggJCamqqm7YsMHNzQ16h9cmJBQ1bdqyo0eLi4vJhlWrVsXFxQUHBws0LVAPjDF3\nH9GQkBAdHR3eqyBCqF+/fmQVRAiFhoYOHToUqiAAzcLHQlhSUjJv3jxnZ2dOv7jExMRu3bp9+vSp\nuaHIzgVXrlyhOMXfycrK8vX1DQ8P//btW1lZWRscjm7ixImdO3c+c+YMuaiuru7o6HjkyBHBZgXq\nSkhIyMrK4hTC0NDQFvQX/a0W3I8BAODjqVFHR8eYmJiIiAhxcXGEEJPJHDp0qJaWlo+PT1NO3D14\n8CA6Onrnzp3k4sGDB729vT99+tRqQwy/efPG3t5eSEgoPz+fHLZDSkqKu6dr3U49MjIyrX9O8sKF\nC9u2bUtJSSH7EyUkJPTq1SsyMtLU1LSVMwGNOHv2rLu7O/krEGPcrVu33bt3z5s3j8JNlJSUKCsr\nv3nzxtzcnMKwAHR4/CqEPj4+CxYsiIyMNCI79yO0Y8cOT0/PmJgYJSWlpkQICgoaN25camqquro6\nQqi4uFhbW9vb23syOesCn/38+dPMzMzW1tbNzQ1jXFxczN3ZNS8vj7uDT05ODqdScoqipqbmvn37\n5OTk+J1qVVWVrq7url27yCEoEUJTp04VFxe/du0avzcNmm7mzJkqKir//PMPQig5OVlPTy89Pb1r\n164UbuLx48fz5s3Lz8+H+SgAaB7MB+np6YqKimQJIYWHhzMYjGfPnjU9CEEQ5ubmW7du5bRs2LBh\n0KBBBEFQmWsDlixZ0qtXr4qKiqasTBBEYWFhfHx8aGioj4/PyZMnXV1dR44caW5u3jrZHjx4sHv3\n7iwWi1yMiIgQFRVNTk5uhU2DpiAIolOnTrdv3yYXL1y4YGBgQPlW1q1bN3HiRMrDAtDhUV8I2Wz2\n8OHDx4wZw6kBJSUlurq669ata24oHx8fBQWFkpIScvH79+9iYmLPnz+nMt363Lt3T1xcPDo6mpcg\n2dnZEhISgYGBFCXVmKKiIjk5OV9fX06LlZXVqlWrWmHToCliY2MRQvn5+eTi3LlznZycKN+KmZnZ\n8ePHKQ8LQIdHfWeZv//+OzY21tPTk3O1zNnZWUZGZu/evc0NZW9vr6ys7OHhQS5qamrOmTOH3z1B\nsrOzlyxZsmfPnr59+5Itz549u379elBQUFxcXEFBAUEQTYlD9ls5fPgwH3P9j4KCwtKlSw8fPoz/\nO9G9cePGvLw83PZ699BTSEhInz59VFRUyMWampqRI0dSu4nCwsIPHz7wowMOAB0exdcIP3z4MHDg\nQB8fn0mTJpEtd+7ccXBwePv2rbGxcQsCnj59+sCBA0lJSWJiYgihz58/Gxsbf/z4sXfv3hSmzYEx\nHjt2bHV19bNnzzgXWjZt2nTv3r2cnJyysjKEkKioaK0h4motKisrCwsLI4QSEhJ69uwZFRXVCv1W\nMjMzdXV1yZPPZ86cSUtLU6uDzFBWVvY3PXqKipCzMyosRBgjZWV08iQKD0dCQmjsWH6/i47q4sWL\nnp6ez549k5KS4tMm7t+/v2TJktzcXHLfAwA0HZWFsLKysl+/fhYWFufPnydbMjMzTUxMtm3b5uzs\n3OKYOjo6hw4dmj9/PtkyceJERUVF71oz01LE3d19+/btMTEx9fZiqKio4O4gQ/aa4V4k75LctWvX\n9v/ucG/NfivOzs7dunU7dOiQra2tqalprdHscnJyqqurEUIfRozok5SE1NSQujpSU0NqaqhTp/8t\n6ukhJydkZ4fITkl37yI/P/TfQTlomezs7JEjR6qpqT18+JBPw+o6OztnZmbevn2bH8EB6NioLIRr\n1qzx8/N7//49+U+dIAgbGxshISF/f39efqXu2bPHx8cnJiaGDBIWFjZ8+PCkpCRqe9whhD59+tS/\nf/+LFy/OnDmzZREqKytzc3OlpKQ6depEtrx582bIkCEJCQmU3DrdOIyxvb19fn5+aGho3VuqMcYl\nJSW5ubmd8vMVs7JQbi7Ky0O5ub/+y8lBubmoqgolJ6OZM1FYGCJnPGcy0ZAh6M0bfiff4eXl5Y0a\nNUpOTu7ff//lR19iExOTpUuXrlixgvLIAHR8VF1s9PPzYzAYERERnJZjx44pKytnZmbyGLmgoEBa\nWvrRo0ecFgsLi7Vr1/IYtpaqqipTU1MHBwdqw+JW7Lfi4eEhKyublJTUwtcTBC4uxkwmXrgQ3737\nq/H2bbxoEVUZ0lxBQYGZmdnAgQOLioqojZyXl4cQ+vTpE7VhAaAJagphXl6ehobG7t27OS0fP34U\nFxe/c+cOJfGdnZ2HDh3KWbx//76MjExhYSElwUkbN27U0dEpLi6mMCbpyZMnUlJSZNcV/klISJCW\nlvby8qIgVmEhdnTE48fjceOwoyOm9O9Mc4WFhQMGDDA3Ny8oKGhxkPz8/OvXrzs6OnI6Nt+6dUtd\nXb117tUBoOOhphBOnjzZwsKCyWSSi5WVlcbGxgsXLqQkOMY4NTVVVFQ0PDycXGSz2T179ty3bx9V\n8YODgxkMxosXL6gKyI0gCGNj4x07dvAjOKmmpmbgwIHTpk2Dr8K2r7i42MLCok+fPs36bcRisV6/\nfr1jx46BAwcKCwtraGgsWLAgNjaWfPbPP/+cOXMmf/IFoOOjoBASBDFo0KCrV69yWlxcXPT09EpL\nS3kPzjF37tzJkydzFj09PdXU1Jp4w3vjCgsLu3btyn3nPuUuX76soqLy8+dPPsXfvn17ly5deDnI\nAK2ptLTU0tLSyMgoOzu78TWzsrK8vLxmzpyppKTEYDCsra0PHjz44cOHWr94evbsefbsWX6mDEBH\nRs0RoZOTk42NDWfx9u3br169oiQyx8ePH4WFhePj48nFqqqqzp078/6PnyCImTNn9uvXr7q6mucc\nG1RTU6OlpcU91A6FWjBqDxC4nz9/jhgxokePHhkZGbWeqq6uDgkJ2bx5M3knq46OzvLly+/fv88Z\nWaKWjIwMhNDXr1/5nzUAHRM1hfDLly/CwsI8DsXyW2PGjFm8eDFn8dChQwYGBpxxxVrmypUrUlJS\nnPrKP8ePH9fR0eGcPaYKOWoP5V2HQCuoqKgYM2aMvr5+WloapzElJUVWVlZSUnLMmDEnTpz48uVL\nQ6e7OVcKVVVV9fX1c3NzWytxADoaym6fmDJliqSk5NWrVymJVq+QkJAxY8ZkZGSQI3SUlJRoaWlZ\nW1v36dOHMwtEU+8ZRwghlJqa2rdv34MHDy5btox/aZN+/vypra39zz//zJo1i8KwCxcufPfu3Zs3\nb8ipJ0D7Ul1dPX369NjY2KCgIPIGG4zxs2fPhg4dKikpWXd9NpsdGRnp7+/v7+8fGRmppqZma2s7\natSoEydO6Ojo+Pj4tPo7AKAjoKwQkjfMJSYm6ujoUBKwLoxxXFwcZ4SaoKAgW1vbyZMnV1VV1bpn\nXFJSkrsukoO/cM+gJCcnRxDE8OHD5eXlHzx40DpzJ23fvv3Ro0fv37+nanM8jtoD2oKamprZs2e/\nffs2ODhYX1+/3nWys7MDAgICAgKePn1aVlY2ZMgQGxsbW1tbExMTcl/6+vWrqanppUuXpk2b1rrp\nA9ARUHlDvZWVVZ8+fU6ePElVwEYUFhb26dNnwYIFu3fv5jTi/+4Zb2jkl9zcXHKae0lJSQUFBYzx\nx48fyZvfS0pKLl68uGbNGv6NUJWXl6ejo3P//v3Ro0fzHo33UXtAG8FkMufNm/fixYugoCBDQ0Oy\nsaam5tWrVwEBAf7+/h8+fNDR0RkzZoyNjY21tXW99+P//fffhw8fjouLU1VVbd30AWj3qCyE//77\n7/Tp09PS0jiDC/MJxnjmzJmpqalhYWEMcgCUJr+wtLSULIqBgYGHDx8mx+RECBUVFWlra1++fJkz\nSio/rFix4uvXr4GBgTzGoWrUHtAYa2sUEvL/HtcdhVVBgZJNsVisRYsWBQQEXL58OTk5OSAgICgo\niMViWVlZkQd/3bt3b/xEApvNtrS07NKlC5wgBaDZKLzeSN4wt3PnTgpj1uvSpUvS0tI8dpMjCMLM\nzMzV1ZXTsm7dusGDB/P1VrzExEQREZHIyEge41A1ag9ojJVV7cfcY+74+mKurlu8Y7FY06dP19TU\nNDQ0dHZ29vPza+7dQV+/fpWUlLx16xaFWQFABxTPR3jp0iUVFZXy8nJqw3JLTk6Wk5M7f/4876Fu\n3LihqKjIud8xPT2dwWC8fPmS98jcDh8+zD3mzvTp0ydPnlxcXNziikvtqD2gQcbGeNmyX/8ZG2OM\n8YABuKbm17M1NXjAAGo36OPj061bN14i/P3336qqqtCDFIBmoXgaJiaTqa+vv2HDhpUrV1IYloPF\nYllbW6uoqNy9e5f3LicsFqtHjx4rV650cXEhWxYsWPDjx4+HDx/ynOkv79+/Hzx48J07d8aPH0+2\nHDly5MyZMykpKRISErUmSKo1nZO8vHzd91hVVTVgwID+/ft7enpSlSSoX91To4sW/W9ejjt3kL8/\nunCBwg16eXkdP348JiamxRHYbLaVlZWGhsatW7coTAyAjo3iQogQOn78uLu7e0JCQt0JEHi3d+/e\nU6dOxcTEUNUj4NSpU4cOHfr27Rs532FcXFyfPn1iYmKMjIx4D15RUdGvXz9LS8szZ86QLRkZGSYm\nJlu2bJk4cWJufcjrl5WVlQgh7krJER4eHhUVFR0dLSsry3uGoDH1XiN0cUGFhYggkIoKOn4cKSpS\nuMFTp05duXIlIiKClyAJCQl9+/b19vaePn06VYkB0LFRXwjLysq0tbVPnz7d4smMGvL27dshQ4Y8\nePBgzJgxVMWsqKjQ1tb++++/582bR7aMHz9eVVX14sWLvAdftWrVs2fP3r17Jy0tjRAiCGL06NGi\noqJPnjxppIcLxrisrIy7pyv3zILFxcVTp07ds2cP7+l1JPHx8fLy8p07dxZ0Ijw5cuSIn59fcHAw\nj3GOHz9+4MCBuLg4znRgAIDG8ON8619//WVqakptr5OysrLu3bvzYz6jnTt39u7dm5PtixcvxMTE\nvn//zmPYf//9V0xMjLtfzNGjR1VUVHjs4bJ//35DQ0M2m81jeh2MtbX1oUOHBJ0Fr3bu3Dlu3Dje\n47BYrCFDhkybNo33UADQAV963q9cuTI+Pp77JoGXL196eHg8fPjw7du3aWlp5M18zbJ+/XpRUdGD\nBw9SmilCCK1cuTIlJeXJkyfk4pAhQ8zNzXm8GzIvL2/hwoXbt2/v168f2fLx40dXV9fz58/zeNSy\nbNmyzMxMCq9idgyKioolJSWCzoJXlZWV5MkDHomIiHh6ej5+/BiuFALQFNSfGiUtX748KSnp6dOn\n5OI///zj6emZk5OTn5/PZrMRQvLy8o2M/KKurs49ZtiDBw+mT58eERFhamrKj2zXrFnz8ePH0NBQ\ncvHevXuOjo7p6ekKLbpLDGM8adKkwsLC0NBQERERhFBlZeWAAQMGDRrk4eHBe7br169/9epVeHh4\n6wyI0y4sXrxYTEzs9OnT/NpAdTXKyUFaWoiff/NVq1b9/PnTy8uLkmhwghSAJuJXIfz27ZuhoeGb\nN2/Mzc2529ls9o8fPxq6AEYustnsRYsWXfivP15OTo6Jicn69es3btzIj1QRQqmpqQYGBi9fvhw0\naBBCiCCIXr16OTo6btmypQXRzp8/v2HDhg8fPpCjRyKEnJ2d//333+joaBkZGd6zzcjI0NXVDQoK\nGjp0KO/ROob169dnZmbeuHGDXxtITETdu6PiYiQvz69NILRo0SIJCYlTp05REo3sQaqurn7r1i34\nzQRAY/h31nXatGktmCyUxWKRdZFcJAhizJgxVlZWPM4y8Vtz5syxt7fnLHp4eKirq1dWVjY3ztev\nX6WlpS9dusRp8ff3ZzAYr1+/piZRjDHG8+fPHz9+PIUB27s9e/ZwTwRGvfx8jBBOSeHjJjBetGjV\nli1UjkeRkJAgJSV18+ZNCmMC0PHwsRC+fftWRETk27dvvAT5559/FBQUuOep4ZPo6GhhYeEvX76Q\ni5WVlRoaGs29bb+mpqZ///4zZszgdL3Jz8/X0NCgfLSduLg4YWHhuLg4asO2X//888/AgQP5uIGa\nGowQfv+ej5vAeMIEvH07xTGPHTumqqq6f//+e/fuxcXFteC3HQAdHvW3+nH0799/5syZw4YN69q1\na9374cgLgXJyco2ctPn8+fOGDRs8PT21tLT4lyepb9++o0aNOnbs2Llz5xBCEhISa9asOXr06MKF\nC8nrfE2xe/fu7Oxsf39/8k1hjJ2cnHR0dFxdXanN1sjIaNy4cUePHqXqelJ7p6CgUFRUxMcNMBhY\nTo4oKmrqrtAiFRVISorimMXFxcLCwn5+fm5ubjk5OcLCwlpaWgb/X7du3Zo1Zi8AHQy/rhGS2Gz2\n3bt3614IrPee8VqjqygpKc2dO9fY2PjKlSv8y5BbcHDw2LFjU1JSNDQ0EELFxcXa2tpeXl729vZN\neXlYWNjw4cP9/f2HDx9Otnh6erq4uERHR+vp6VGe7cuXL0eMGJGcnKypqUl58HbnyZMn8+fPz8vL\n498mDLp1O/T3303cGVrGwgLNnIlWraIs4OPHj+3t7QMCAqytrRFCpaWl3759S0xMTEhIIB8kJiYW\nFBSIiop269aNLIr6+vrdu3c3MDDQ0tJq+k9AANo1Ph4RIoRERETqnSANY1xaWso9nApZKWNjY7lH\nVxk/fry7uztfM+RmbW1tbGzs7u6+f/9+hJCCgoKXl1ffvn2b8tqSkpJ58+atWbOGUwUTExOdnZ3d\n3Nz4UQURQkOGDOnfv/+JEyeOHj3Kj/jti6KiYlFREcaYf71CpOTkiouL+RScVF5O5RFhYmKig4PD\ngQMHyCqIEJKTkzMzMzMzM+NerbCwkKyIZGkMDw9PTEwsKSkRFxd3d3dfsmQJZQkB0GYJ9MRsgwiC\nKCkpYTKZrbxdHx8fBQWFkpKS5r4wJiZm/PjxVVVV5GJNTc3AgQOnTJnC17ks7t27JysrW1hYyL9N\ntBefP1epqGSXlvLxr21paXn06FH+xccY19RgqkZKKCsrMzY25r5czdk5f4sgiNzc3LNnz4qKimZn\nZ1OTEABtWBudyk5ISEhOTo4fo5U2bsqUKcrKyi2428/Y2Pjhw4fi4uLk4r59+75//37u3Dm+dluf\nMGFCly5dzp49y79NtBeKiuIFBerFxXz8aysqKvL7iJDBQJRMLokxXrJkCcb4woUL5B6YnJzcvXv3\nz58/N+XlQkJCnTp1cnJy6tmzp7e3NwUJAdC2tdFCKCgiIiLr1q07cuTI9evXnz9//uXLF/KEW7OC\nvH79ev/+/d7e3srKynzKkyQsLLx+/Xo3N7cWjNTTwZAjH/C1TikoKPCvEHbrhi5d+vX4vxOZLXf8\n+HE/P7+7d++S961WVFRMmTKlX79+PXv2/O1rMcbk7iQkJLRkyZILFy4QBMFrQgC0ba19yNX2zZ8/\nPzc396+//srNza2oqEAIiYuL1+rsSvbo4XTwUVBQ4Bz5lZWVOTg4rFy5ctSoUa2Q7dy5c7dt23b5\n8mUnJ6dW2FybJSGBhgxBLBYfN6GoqMi/zjhaWujJE2RmhoyNeQ0VEhKyefNmX19fAwMDhBDGeOnS\npdXV1V5eXk05P7Fw4cJOnTodOnQIITR37txNmzYFBwePHDmS17QAaMP422u0XcMY//z5s9aoN9wd\nX3NycjiVktPZtby8vKCg4O3bt9xDxPHVoUOHLl68+PnzZ+jjx1e7d+9+8+bNv//+y4/g1tbI1xfN\nmYN8fNDEif+b/am5vn//3q9fv+XLl+/cuZNscXd3/+uvv968eWNoaNiUCNeuXXNxcfn+/Tt5nn/+\n/PmVlZU+Pj4tTAiA9gAKYctxKiWnWObl5cnLy0+dOrVr166tlkZJSYmWltbFixenTJnSahulITc3\nNx8fn/DwcH4EJ6c7jIpCbm4oPR2dO4e0tJCkZPOCVFVVWVpaqqqqPnz4kJzn6+XLlyNHjrx58+Zk\ncjLhpgXp0qXLmTNnyOkMw8PDra2tv3//rqam1sz3BED7IaheOoBCGzduHDBgAF97qLZTjx5RFurC\nhQvdu3en/I/MZOJnz7CV1a/Fs2exjg4+cwYrKGAnJ/zyJW76Bp2cnPT09Di9iDMyMtTV1bdu3drc\nlFxcXEaOHEk+JgjCyMioA0xxBUAjoBB2BJmZmWJiYiEhIYJOpPXo6GBv71+PySrCqSWcx1eu4Llz\n8ZUrFGzu1atXurq6nTt3HjZs2LNnz6gqh58+4YED8V9/1W5nsfD9+9jeHouJYT09vHMnTkqqbjzU\n+fPnpaSkPn78SC5WVVUNHjx49OjRLRik99OnTwihxMREcvHEiRMGBgYwBSbowKDXaEfQuXPn1atX\nZ2ZmCjqR1kP2LomNbWyduXPRwIFo7lyeNlRZWblx40ZLS8sJEyaEhISYmJjY2dkNGTLE398f83BZ\ngcVChw4hc3Okr482b679rIgImjgR+fqirCzk4oL8/NCsWVMtLS09PT1LS0vrRnv79u2qVas8PDxM\nTEzIlrVr12ZnZ1+/fr0FV4579eo1dOhQT09PctHBweH79++cScoA6IAEXYkBaAkrK/zjB7a1xSUl\nv47/jI3xsmW//jM2pmYrr169MjQ01NfXf/HiBacxIyNjzZo1kpKSAwcOfPz4cQuODj9/Zg0ciNXV\n8b17TX3Jp0+ft27d2rVrV0lJydmzZ/v7+3MO9XJzc7t27eri4sJZ+eLFi5KSku/evWtuYhyXL19W\nU1Orrv51GOrg4NCCmWQAaC+gEIJ2iSx+kZHYwQFbWv6vhftZXlRUVGzYsEFUVHTNmjU/f/6su0JW\nVtbatWulpKT69ev34MGDJpZDFot16NChnj2nODiwCwqanRWLxQoMDJw3b560tHTnzp03btwYHR1t\nbW1taWlZU1NDrhMVFSUhIeHNOXHcIhUVFYqKirdv3yYXX7x4ISYmlpeXx0tMANosKISgXarVuwRT\nWghfv35taGiop6f3/PnzxtfMycnZuHGjtLS0qampr69v4xfSPn/+PGjQIDU1tXtNPxJsQGlpqbe3\nNzmwbdeuXTnzd+bn52tra69cuZLH+BjjNWvWcKZ4JAiiZ8+eR44c4T0sAG0QFEIA/odzILh69ep6\nDwTrlZeXt2XLFllZWRMTk1u3btUth+SBoISExOzZswtacCTYMF9fX3FxcU7MdevWWVhYcE5p8iI2\nNlZYWDg5OZlcPHbsGD86zQLQFkAhBO1PC07Rubu7p6enN77O69eve/bsqaenFxoa2oKsCgoK/vrr\nLzk5OSMjoxs3bnCu4XEOBO/evduCsI0jCKJ79+7Hjh0jF6uqqvLz86kKbmFh4erqSj4uKCgQFxen\nVc9kQB/QaxS0J8XFxYsWLUlIaPZYasnJyfr6+suXL09LS6v7bFVV1aZNm4YOHTpq1KiPHz9aWlq2\nIDdlZeU9e/akpqZOnTp1+fLl5FSaBw8eNDMz69atW1xcXNPvam86ckRQDw8PjDFCSFxcXEVFharg\nS5YsuXjxIpPJRAgpKytPnTq1BePRA9AOCLoSA9BUT5480dTUNDMz+/gxrrmvJQgiKCjIysqKwWAs\nWbKEc8YPYxwREcHLgWC9ioqKdu/eraam1r17d19fX6rC1isvL09MTIy7XytVysvLFRQUOAeyoaGh\n4uLiFB5xAtBGwBBroB0oLi5et27d1atXXV1dt2zZwmAwWhzq+fPne/bsef78+bx589auXXvlypVj\nx44tW7bswIED0tLSFOaMEGIymSIiIsKUTK3UqFmzZjEYjMuXL1MeefXq1ZWVleSBIMbYwMDA1NR0\n2rRp5HT25OwWjTi9crhmD7Pykh+d9ftYznSmPD0AKAGFELR1fn5+Tk5OqqqqXl5effr0oSRmWFjY\nnj174uPjGQyGp6enlZUVJWEFJTg4eNy4cZmZmUpKStRGLi8vl5KSIqet+Pr1q7m5uaGhYUFBwffv\n3wmC6Ny5M1kR9fX1u3fvbm7SU0NTmyH+vzFSvbdOnb//DptZc3nbzAUH73pvnSajoGI1e72Kph61\neQLACyiEoO0qLi5ev379lStXeD8QrFdRUZGEhIRkcwe3bnsIgjA0NFyxYsWaNWv4tImysrJBgwb1\n7dv36tWrQkJClZWVSUlJiYmJiYmJ3759S0hISExMXD+hR2lWgpyyhnIXXSWNbv3HzPM9tkqrZ7/S\nHznq3YwG2i28uHmy0zE/canfHEcC0MpgPkLQdm3cuPH9+/dv376l6kCwFkVFRX6EbX3CwsKLFy/2\n8PBYvXp1UyYdbC6M8cKFC0VFRc+fP0/Gl5SU7N27d+/evblXq6ksL8xO/ZGV/CMruTArpSj3u5Ss\not2fhxBCzOrKu3+vklVSgyoI2iA4IgRtV1FRkbS0tJiYmKATaQfy8vK6du0aHBxsYWFBefAjR44c\nOHAgMjJST695pzTJa4Tkl4y+mVXkk0vz99+hPD0AeASFEIAOYsaMGZKSkt7e3tSGDQoKGjNmzP37\n98eOHUttZADaCCiEAHQQgYGBEyZMyMzMpPCUb1paWr9+/VatWrV9+3aqYgLQ1kAhBKCDIEeZWbNm\nzapVqygJWFVVNXToUA0Njfv377fCTSAACAoUQgA6joMHD16/fv3jx49kl5YHDx68e/fO4D/KyspN\nD4UxXrx48cuXL9++faugoMCvjAFoA6AQAtBx5OTkaGlpPX/+fPDgwQihGzduXLt2LTExMSUlhclk\nKikpde/enbztz8DAgHwsJydXb6hz586tW7cuIiKiVtdQADoeKIQAdCjTpk2TlZW9ePEidyOTyUxL\nSyPv9vv27Rt5/19qaipBEGpqauTx4saNGw0NDcn1IyIirKysLl26NGPGDEG8CQBaFRRCADqUp0+f\nTp48OTMz87fnM6urq5OTkzk3xa9bt05fXx8hlJuba25uPmvWrCNHjrRGxgAIGhRCADoUgiD09PTM\nzMwmTZpEnvxs1rhrTCZz1KhRwsLCT58+FRWFATcALUAhBKCjSUlJWbVqVUJCQkpKCovFUlZWJq8I\nkpcGSQ1dGly7du2dO3eioqI6derUymkDIChQCAHosJhMZmpqamJiYkJCAufSYFpaGkEQ6urqBv+f\nvr7+/fv3Fy5c+OLFiwEDBgg6dwBaDxRCAOilqqqKc2mQIyMjAyFkZGTk7Oy8ePFiQecIQKuCQggA\nQOXl5d++fVNQUNDW1hZ0LgC0NiiEAAAAaA2GTQIAAEBrUAgBAADQGhRCAAAAtAaFEAAAAK1BIQQA\nAEBrUAgBAADQGhRCAAAAtAaFEAAAAK1BIQQAAEBrUAgBAADQGhRCAAAAtAaFEAAAAK1BIQQAAEBr\nUAgBAADQGhRCAAAAtAaFEAAAAK1BIQQAAEBrUAgBAADQGhRCAAAAtAaFEAAAAK1BIQQAAEBrgiyE\nQvUhn4qKihISEmKxWOSDbdu2cb+Q8yy5WFZWtnbtWhMTE2lp6Z49ex49epTzFEEQGzZskJeX79Gj\nh5eXFycCv9uzsrLs7e2VlJTU1dWXLVtWWlrKeerUqVMaGhpKSkouLi4YY+73VV1draSkxEketEwb\n3K9QA597Xl7etGnTlJWVNTU1XV1da2pqGl/fwcGB+03t3Lmz8TgVFRXLli1TVVXt0aPHuXPnKPjj\nAtAhYcFJ5PLp0ycDA4M//viDfCoyMhIhxGQyyQdiYmKfP3/mvJDzLMa4tLS0R48elpaWDx8+fPHi\nxdatW2VlZTdt2kSu6ebmpqqq6ufn5+3tLS4u/vLly9Zpt7W1HTp0aFhY2JUrV3R0dJYuXUq2P3jw\nQE5O7vbt276+vioqKs+ePeO8qfLy8vXr13PeF2ixNrhfNfS5T5w4cfDgwa9evTp16pSamtqOHTsa\nX3/IkCFHjx7lvLsfP340HsfJycnY2PjFixe3b99WVFT09/fnxx8cgPZOkIWQ24YNGyQlJb9+/Uou\n1vrCGjFihKWlJUEQtZ7FGG/atKl///7V1dWcULt37xYTEysuLsYY9+3b183NjWxftGjRkiVLyMd8\nbS8qKkIIcb50Tpw4oaamRj62tbU9fPgw+djd3X3nzp3k42vXrjEYDPKnCRRCCrWR/arez72kpAQh\nFBERQbYfOHBAS0urkfUxxpqamsHBwbXeY0NxysvLRUVFfXx8yHYXF5fp06e37M8IQMfWJgrh48eP\nEULHjh3jtNT6woqPj5eQkLh48WKtZ9lstoaGxq1bt7ijlZWVeXh4ZGVllZWVIYRiY2PJ9itXrvTo\n0YNcga/taWlpdnZ2hYWFZHtgYKCioiJBEEwmk8FgcNbnVlhYGB8ff/v2bSiEFGoj+1VDn3tSUpKh\noWFZWRknW3l5+Ub2k+rqamFh4YSEhCbG+fTpE0IoJyeH066rq9vcvyEAdCD4zjIZGRnz588fMmTI\n6tWrG1pHX1/f1dV148aNBQUF3O3p6enZ2dnm5ubcjTIyMosXL9bQ0MjPz0cIaWhokO3q6urky/nd\nrqWl9ejRI7L4ff/+/dSpU2PGjBESEiooKGAyme/fv+/bt6+mpua6des413IUFRUNDQ11dHRa9CcE\n9Wg7+1VDn7uurm58fLyMjAxCCGN89epVKyurRvaT79+/EwRx/vz5Hj16GBoaHjp0iM1mNxJHWVkZ\nIRQXF0fm8/Hjx7y8PN7/sAB0PKKC3TyLxZozZ05FRcXFixdFREQaWXPDhg3Xrl3buHHjxYsXOY3F\nxcUIoU6dOtX7EvKUkbS0NLkoLS1dVFSE/zuVxL92TteMkSNHhoSEqKmpJSQkoP++KA8dOrRly5ay\nsrJdu3bJyspy+jsACrWp/eq3n3tZWdnq1av//fdff39/1PB+kpaWhhBiMBheXl4BAQH79+8XEREh\nryvXG6dTp06DBw8+ePCgpqYmQsjT07Oqqop7/wQA/NLqx6D/z/bt2xFCJ06cqNVe6xQWebYwJCQE\nIRQaGsppTE5ORgglJibWenlsbGxGRkZKSgpCKD8/n2x8+vSpgoICxpjf7RypqanXr183MjKaNWsW\nxpgsh3fv3iWf3blzp7a2dr3vukV/S/A/bWq/avxz//jxo56eXqdOnV69ekW2NLR+VVUVp3cMxtjZ\n2Zn7VGfdOBjjL1++9OrVCyGkpKS0adOmzp07N/9vCUDHJ8hTo0FBQXv37h02bNiqVauasr6VldX8\n+fOXL19eXV1Ntmhpaamqqr569Yp7tcrKyv79+wcHB5O/6LOzs8n2nJwcsoXf7eXl5REREWw2W1tb\ne9asWZs3bw4ICMAYk88OGjSIXH/gwIHZ2dn4/99BAXjXNverej/3Dx8+WFhYmJubf/78efDgweQK\nDa0vLi6upKTEyWfkyJGZmZmNxEEI9ejRIy4uLisrKy8vz9TUlHPaFgDATWCFMDc3d+7cuRISEp6e\nnsLCTU3j8OHDeXl5R48eJRdFRETmzJlz4MAB7hv1Ll++zGKxrKyspKSk+vXrFxwcTLaHhoZaWloi\nhPjdXlhYOHjw4IiICLK9pKSEwWAICQnJycl17979+fPnZHtYWJiuri6cp6JWG9yvGvnc//zzz2XL\nlt28eZO8nkdqaP3jx49PmzaN88spLCzMwMCgkTgIIRcXl1evXmloaIiIiPj7+9va2jb5DwkAnQjq\nUHT06NEIoXXr1iX+f+Sz9Z7CIl24cIHMnGwsLi42MDDo1avXuXPnnj59umvXLklJyQ0bNpArnzlz\nhryvy8vLS1xcPDw8vBXa2Wx2r169LCws7t+/f+HCBR0dHWdnZ3L9gwcP9uzZMyQk5P79+6qqqv/8\n8w/33wROjfKube5X9X7uP378EBMTe/fuHXee5L0c9a7/7t07ERGR1atXv3z5cvfu3YqKipcvX248\nzp49e0xNTQMDA93d3eXl5eue7AUAYAHePtF4YW7kC4vNZg8dOpS7saSkxNnZ2djYWEZGpk+fPm5u\nbiwWi3yKIIjt27d36dLF0NDw0qVLnCD8bo+NjbW0tJSVldXW1t60aVNFRQUn+Y0bN3bp0kVLS2v/\n/v1sNpv7bwKFkHdtc7+q93Mnb2+ohdx6Q/uJr6+viYmJpKRkz549PT09yWrXSJyioqLJkyfLyMj0\n6tWLe/QGAAA3IQzXqAAAANCY4O8jBAAAAAQICiEAAABag0IIAACA1qAQAgAAoDUohAAAAGgNCiEA\nAABag0IIAACA1qAQAgAAoDUohAAAAGgNCiEAAABag0IIAACA1qAQAgAAoDUohAAAAGgNCiEAAABa\ng0IIAACA1v4PnSLlBLlHnqQAAAAASUVORK5CYII=\n",
"prompt_number": 28,
"text": [
"<Image.Image image mode=RGB size=600x400 at 0x11C712EF0>"
]
}
],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tpicker = TopNOverallPicker(numToPick=10,probeFps=probeFps,dataSet=dataset)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 29
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"[(x[1],x[0]._idx) for x in tpicker]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 30,
"text": [
"[(1.0, 8841),\n",
" (1.0, 7),\n",
" (0.72093023255813948, 3517),\n",
" (0.61764705882352944, 9584),\n",
" (0.61764705882352944, 7603),\n",
" (0.61111111111111116, 8460),\n",
" (0.61111111111111116, 8308),\n",
" (0.60606060606060608, 6774),\n",
" (0.60606060606060608, 65),\n",
" (0.56451612903225812, 2104)]"
]
}
],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Draw.MolsToGridImage([zims[x[0]._idx] for x in tpicker[:10]],legends=['%s: %.4f'%(zims[x[0]._idx].GetProp('_Name'),x[1]) for x in tpicker])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"png": 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Oy+WOGTNGV1f39u3be/bs6d+/fzXvFFLKy8vbt28PF0iliOw/KbAPobrjCfun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\nSUVORK5CYII=\n",
"prompt_number": 36,
"text": [
"<Image.Image image mode=RGB size=600x800 at 0x121FAAB90>"
]
}
],
"prompt_number": 36
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"spicker = SpreadPicker(numToPick=10,probeFps=probeFps,dataSet=dataset)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 32
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"[(x[1],x[0]._idx) for x in spicker]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 33,
"text": [
"[(0.72093023255813948, 3517),\n",
" (0.56451612903225812, 2104),\n",
" (0.46551724137931033, 4094),\n",
" (1.0, 8841),\n",
" (1.0, 7),\n",
" (0.53191489361702127, 5083),\n",
" (0.23076923076923078, 9154),\n",
" (0.4107142857142857, 5626),\n",
" (0.61764705882352944, 9584),\n",
" (0.29032258064516131, 3152)]"
]
}
],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Draw.MolsToGridImage([zims[x[0]._idx] for x in spicker[:10]],legends=['%s: %.4f'%(zims[x[0]._idx].GetProp('_Name'),x[1])for x in spicker])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"png": 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SEgAgKytrz549PXr0aNB7GQxSj+Fj9dKsEyEhZPfu3dVn4MzPzw8ODmadSGzD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\n8eO9e/dWa4YAAHUACqGGkhssglJaoVsgp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"prompt_number": 37,
"text": [
"<Image.Image image mode=RGB size=600x800 at 0x121FAACF8>"
]
}
],
"prompt_number": 37
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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