{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3D Atom Pair fingerprints in the RDKit\n",
    "\n",
    "The option to generate 3D atom pair fingerprints by using the molecule's 3D distance matrix instead of the 2D distance matrix has recently been added to the RDKit. The idea is similar to (though not as thorougly developed) as the (DiP)\n",
    "\n",
    "The goal here is to probe the behavior of these new fingerprints."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:35:57.578307Z",
     "start_time": "2024-09-27T03:35:56.967501Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024.03.6\n",
      "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n",
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "from rdkit import Chem\n",
    "from rdkit.Chem import DataStructs\n",
    "from rdkit.Chem import rdFingerprintGenerator\n",
    "from rdkit.Chem import AllChem\n",
    "from rdkit import RDConfig\n",
    "from rdkit.Chem.Draw import IPythonConsole\n",
    "IPythonConsole.ipython_3d = True\n",
    "import py3Dmol\n",
    "from rdkit.Chem import Draw\n",
    "import rdkit\n",
    "print(rdkit.__version__)\n",
    "%pylab inline\n",
    "plt.style.use('tableau-colorblind10')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate fingerprints for some literature compounds\n",
    "\n",
    "These are some aligned Factor XA ligand structures from the Giangreco overlays set (https://pubs.acs.org/doi/10.1021/ci400020a)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:37:09.534806Z",
     "start_time": "2024-09-27T03:37:09.519369Z"
    }
   },
   "outputs": [],
   "source": [
    "import gzip\n",
    "fxa_ms = [x for x in Chem.ForwardSDMolSupplier(gzip.open('/scratch/cheminformatics_datasets/AZ_overlays/P00742.sdf.gz')) if x is not None]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The molecules in these datasets are pre-overlayed. :-)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:37:13.044501Z",
     "start_time": "2024-09-27T03:37:13.039633Z"
    }
   },
   "outputs": [
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       "        <p id=\"3dmolwarning_17274082330421662\" style=\"background-color:#ffcccc;color:black\">You appear to be running in JupyterLab (or JavaScript failed to load for some other reason).  You need to install the 3dmol extension: <br>\n",
       "        <tt>jupyter labextension install jupyterlab_3dmol</tt></p>\n",
       "        </div>\n",
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       "\tviewer_17274082330421662.addModel(\"1nfy_lig_RTR\\n     RDKit          3D\\n\\n 30 33  0  0  1  0  0  0  0  0999 V2000\\n    9.7590    0.8430   18.9030 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    8.6160    1.0870   18.2400 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    8.4160    0.4950   17.0630 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    7.6060    1.9840   18.8290 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    6.5750    2.5180   18.0210 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.6020    3.3690   18.5820 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.6320    3.7100   19.9550 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    6.6640    3.1770   20.7660 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    7.6420    2.3240   20.2110 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    4.5630    4.6140   20.5240 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.0980    5.7130   21.3390 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    4.9350    5.6670   22.7290 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    4.3720    4.7470   23.3250 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.5140    6.8670   23.5160 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.9630    8.0110   22.7160 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    6.8900    7.4580   21.4660 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.7780    6.8360   20.6250 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    6.5730    9.3780   23.6120 S   0  0  0  0  0  0  0  0  0  0  0  0\\n    6.7500   10.3800   22.6080 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.6330    9.6140   24.6630 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    8.0940    8.9660   24.2970 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    8.1750    8.3110   25.5440 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    9.5570    8.0520   25.9270 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   10.4660    8.5460   24.9080 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    9.6260    9.2590   23.6180 S   0  0  0  0  0  0  0  0  0  0  0  0\\n   11.8340    8.3960   25.0870 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   12.3320    7.7630   26.2470 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   14.0330    7.5720   26.4470 Cl  0  0  0  0  0  0  0  0  0  0  0  0\\n   11.4600    7.2750   27.2490 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   10.0630    7.4330   27.0670 C   0  0  0  0  0  0  0  0  0  0  0  0\\n  1  2  2  0\\n  2  3  1  0\\n  2  4  1  0\\n  4  5  2  0\\n  4  9  1  0\\n  5  6  1  0\\n  6  7  2  0\\n  7  8  1  0\\n  7 10  1  0\\n  8  9  2  0\\n 10 11  1  0\\n 11 12  1  0\\n 11 17  1  0\\n 12 13  2  0\\n 12 14  1  0\\n 14 15  1  0\\n 15 16  1  0\\n 15 18  1  0\\n 16 17  1  0\\n 18 19  2  0\\n 18 20  2  0\\n 18 21  1  0\\n 21 22  2  0\\n 21 25  1  0\\n 22 23  1  0\\n 23 24  2  0\\n 23 30  1  0\\n 24 25  1  0\\n 24 26  1  0\\n 26 27  2  0\\n 27 28  1  0\\n 27 29  1  0\\n 29 30  2  0\\nM  CHG  1   1   1\\nM  END\\n\",\"sdf\");\n",
       "\tviewer_17274082330421662.setStyle({\"stick\": {}});\n",
       "\tviewer_17274082330421662.addModel(\"2boh_lig_IIA\\n     RDKit          3D\\n\\n 33 37  0  0  1  0  0  0  0  0999 V2000\\n    2.3090    8.7650   25.6660 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.4690    9.1440   24.8310 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    4.1150    8.2040   23.8770 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.5480    6.8250   23.8010 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4050    6.4360   24.6300 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.7890    7.3980   25.5550 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.1910    8.2210   22.9410 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.2730    7.0000   22.4130 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    4.2960    6.1120   22.8740 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    6.2860    6.5130   21.6320 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.8580    5.5270   20.8710 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    6.8770    4.6830   20.3780 C   0  0  1  0  0  0  0  0  0  0  0  0\\n    6.2860    3.2960   20.1560 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    7.2850    2.3200   19.5380 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    7.7920    2.9210   18.2530 N   0  0  1  0  0  0  0  0  0  0  0  0\\n    8.4360    4.2590   18.4160 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    7.4110    5.2010   19.0460 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    8.6670    1.9710   17.5200 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    9.3100    2.6050   16.3010 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    7.8320    0.7950   17.0850 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    6.1500    9.2390   22.4580 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    7.4190    9.3620   23.2630 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    8.4280   10.1250   22.8300 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    9.4890    9.9370   23.7240 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    9.0630    9.0740   24.6900 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    7.6750    8.7160   24.5420 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    9.9730    8.4860   25.6570 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   11.5990    8.6750   25.1450 S   0  0  0  0  0  0  0  0  0  0  0  0\\n   12.1210    7.8280   26.6070 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   11.1160    7.4070   27.3900 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    9.8310    7.7830   26.8030 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   13.7860    7.6040   26.8200 Cl  0  0  0  0  0  0  0  0  0  0  0  0\\n    7.4430    6.9390   21.6540 O   0  0  0  0  0  0  0  0  0  0  0  0\\n  1  2  2  0\\n  1  6  1  0\\n  2  3  1  0\\n  3  4  2  0\\n  3  7  1  0\\n  4  5  1  0\\n  4  9  1  0\\n  5  6  2  0\\n  7  8  1  0\\n  7 21  1  0\\n  8  9  2  0\\n  8 10  1  0\\n 10 11  1  0\\n 10 33  2  0\\n 12 11  1  6\\n 12 13  1  0\\n 12 17  1  0\\n 13 14  1  0\\n 14 15  1  0\\n 15 16  1  0\\n 15 18  1  1\\n 16 17  1  0\\n 18 19  1  0\\n 18 20  1  0\\n 21 22  1  0\\n 22 23  2  0\\n 22 26  1  0\\n 23 24  1  0\\n 24 25  1  0\\n 25 26  2  0\\n 25 27  1  0\\n 27 28  1  0\\n 27 31  2  0\\n 28 29  1  0\\n 29 30  2  0\\n 29 32  1  0\\n 30 31  1  0\\nM  CHG  1  15   1\\nM  END\\n\",\"sdf\");\n",
       "\tviewer_17274082330421662.setStyle({\"stick\": {}});\n",
       "\tviewer_17274082330421662.zoomTo();\n",
       "viewer_17274082330421662.render();\n",
       "});\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "v = py3Dmol.view(width=350,height=350)\n",
    "v.removeAllModels()\n",
    "for i in range(1,10):\n",
    "    IPythonConsole.addMolToView(fxa_ms[i],v)\n",
    "v.zoomTo()\n",
    "v.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We generate atom pair fingerprints using 3D distances instead of topological distances by setting `use2D=False`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:37:20.208582Z",
     "start_time": "2024-09-27T03:37:20.202133Z"
    }
   },
   "outputs": [],
   "source": [
    "fpg = rdFingerprintGenerator.GetAtomPairGenerator(use2D=False)\n",
    "fxa_fps = [fpg.GetSparseCountFingerprint(x) for x in fxa_ms]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:37:21.994205Z",
     "start_time": "2024-09-27T03:37:21.991343Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "37"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(fxa_fps)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We want to look at similarity distributions.\n",
    "\n",
    "There are too many of those to look at all the pairs, so we'll pick 25K random pairs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:37:51.293388Z",
     "start_time": "2024-09-27T03:37:51.287483Z"
    }
   },
   "outputs": [],
   "source": [
    "fxa3d_ds = []\n",
    "for i in range(len(fxa_fps)):\n",
    "    fxa3d_ds.extend(DataStructs.BulkDiceSimilarity(fxa_fps[i],fxa_fps[i+1:]))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And then generate a histogram of those distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:37:53.047670Z",
     "start_time": "2024-09-27T03:37:52.890069Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(fxa3d_ds,bins=20)\n",
    "xlim((0,1.0))\n",
    "xlabel('Dice_3D')\n",
    "title('FXA');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Repeat the above for some DPP4 ligands:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-29T06:59:17.729063Z",
     "start_time": "2023-01-29T06:59:17.725746Z"
    }
   },
   "source": [
    "Here is the code for reading the target information from uniprot and constructing the intake data description:\n",
    "```\n",
    "\n",
    "import glob\n",
    "import requests\n",
    "\n",
    "# obsolete entries\n",
    "remap = {'P0C5C1':'P9WKD2','P0A5J2':'P9WK18'}\n",
    "\n",
    "pinfo = {}\n",
    "for fn in glob.glob('/scratch/cheminformatics_datasets/AZ_overlays/*.sdf'):\n",
    "    k = fn.split('/')[-1][:-4]\n",
    "    splitk = k.split('_')\n",
    "    if splitk:\n",
    "        nk = splitk[0]\n",
    "    else:\n",
    "        nk = k\n",
    "    if nk in remap:\n",
    "        unip = remap[nk]\n",
    "    else:\n",
    "        unip = nk\n",
    "    if k in pinfo:\n",
    "        continue\n",
    "    r = requests.get(f'https://www.ebi.ac.uk/proteins/api/proteins/{unip}')\n",
    "    info = r.json()\n",
    "    pid = info['id']\n",
    "    pname = 'N/A'\n",
    "    if 'recommendedName' in info['protein']:\n",
    "        pname = info['protein']['recommendedName']['fullName']['value']\n",
    "    elif 'submittedName' in info['protein']:\n",
    "        pname = info['protein']['submittedName'][0]['fullName']['value']\n",
    "        \n",
    "    tmp = [x for x in Chem.SDMolSupplier(fn) if x is not None]\n",
    "    pinfo[k] = (pid,pname,len(tmp))\n",
    "    print(pinfo[k])\n",
    "\n",
    "yaml = []\n",
    "for access,v in pinfo.items():\n",
    "    fn,pid,nm,sz = v\n",
    "    md = f'''    {fn}:\n",
    "      description: aligned ligands from {pid}\n",
    "      args:\n",
    "        filename: '{{{{ CATALOG_DIR }}}}/AZ_overlays/{fn}.sdf'\n",
    "      driver: intake_rdkit.sdf.SDFSource\n",
    "      metadata:\n",
    "        protein_uniprot_id: {pid}\n",
    "        protein_uniprot_accession: {access}\n",
    "        protein_uniprot_nm: {nm}\n",
    "        protein_uniprot_url: https://www.uniprot.org/uniprotkb/{access}/entry\n",
    "        num_compounds: {sz}\n",
    "    '''\n",
    "    yaml.append(md)\n",
    "print('''metadata:\n",
    "  version: 1\n",
    "  creator: \n",
    "    name: greg landrum\n",
    "    email: glandrum@ethz.ch\n",
    "\n",
    "  summary: |\n",
    "    Collections of aligned PDB ligands from the JCIM article by Giangreco et al.\n",
    "    An Extensive and Diverse Set of Molecular Overlays for the Validation of Pharmacophore Programs\n",
    "    JCIM 4:852-856 (2013) https://doi.org/10.1021/ci400020a\n",
    "    \n",
    "  metdata:\n",
    "    paper_url: https://doi.org/10.1021/ci400020a\n",
    "    paper title: An Extensive and Diverse Set of Molecular Overlays for the Validation of Pharmacophore Programs\n",
    "\n",
    "sources:''')\n",
    "print('\\n'.join(yaml))\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get our catalog:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:38:08.151589Z",
     "start_time": "2024-09-27T03:38:05.775545Z"
    }
   },
   "outputs": [],
   "source": [
    "import intake\n",
    "catalog = intake.open_catalog('/scratch/cheminformatics_datasets/az_overlays.yaml')\n",
    "ds = catalog['P61823'].get(removeHs=False) # get a version of the datasource which does not remove Hs\n",
    "\n",
    "df =ds.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:38:09.020082Z",
     "start_time": "2024-09-27T03:38:09.016391Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[H]OC([H])([H])[C@@]1([H])O[C@@]([H])(n2c([H])c([H])c(=O)n([H])c2=O)[C@]([H])(F)[C@]1([H])OP(=O)([O-])[O-]'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Chem.MolToSmiles(df.mol[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Interesting ones: `('kapca','P00517')`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:38:16.705041Z",
     "start_time": "2024-09-27T03:38:16.399740Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[05:38:16] Explicit valence for atom # 21 C, 5, is greater than permitted\n",
      "[05:38:16] ERROR: Could not sanitize molecule ending on line 1352\n",
      "[05:38:16] ERROR: Explicit valence for atom # 21 C, 5, is greater than permitted\n",
      "[05:38:16] Explicit valence for atom # 13 N, 4, is greater than permitted\n",
      "[05:38:16] ERROR: Could not sanitize molecule ending on line 894\n",
      "[05:38:16] ERROR: Explicit valence for atom # 13 N, 4, is greater than permitted\n"
     ]
    }
   ],
   "source": [
    "mols_h = {}\n",
    "mols = {}\n",
    "for nm,fn in [('fxa','P00742'),\n",
    "             ('dpp4','P27487'),\n",
    "             ('cdk2','P24941'),\n",
    "             ('hs90a','P07900'),\n",
    "             ('mk14','Q16539'),]:\n",
    "    mols_h[nm] = [x for x in catalog[fn].get(removeHs=False).read().mol  \n",
    "                   if x is not None]\n",
    "    mols[nm] = [Chem.RemoveHs(x) for x in mols_h[nm]]\n",
    "\n",
    "fpg = rdFingerprintGenerator.GetAtomPairGenerator(use2D=False)\n",
    "fpg2d = rdFingerprintGenerator.GetAtomPairGenerator(use2D=True)\n",
    "fps_h = {}\n",
    "fps = {}\n",
    "fps_2d = {}\n",
    "fps_2d_h = {}\n",
    "for k,mh in mols_h.items():\n",
    "    fps_h[k] = [fpg.GetSparseCountFingerprint(x) for x in mh]\n",
    "    fps[k] = [fpg.GetSparseCountFingerprint(x) for x in mols[k]]\n",
    "    fps_2d[k] = [fpg2d.GetSparseCountFingerprint(x) for x in mols[k]]\n",
    "    fps_2d_h[k] = [fpg2d.GetSparseCountFingerprint(x) for x in mh]\n",
    "    \n",
    "    \n",
    "sims_h = {}\n",
    "sims = {}\n",
    "sims_2d = {}\n",
    "sims_2d_h = {}\n",
    "for k,fpl in fps_h.items():\n",
    "    ds = []\n",
    "    for i in range(len(fpl)): ds.extend(DataStructs.BulkDiceSimilarity(fpl[i],fpl[i+1:]))\n",
    "    sims_h[k] = ds\n",
    "    \n",
    "    fpl = fps[k]\n",
    "    ds = []\n",
    "    for i in range(len(fpl)): ds.extend(DataStructs.BulkDiceSimilarity(fpl[i],fpl[i+1:]))\n",
    "    sims[k] = ds\n",
    "    \n",
    "    fpl = fps_2d[k]\n",
    "    ds = []\n",
    "    for i in range(len(fpl)): ds.extend(DataStructs.BulkDiceSimilarity(fpl[i],fpl[i+1:]))\n",
    "    sims_2d[k] = ds\n",
    "\n",
    "    fpl = fps_2d_h[k]\n",
    "    ds = []\n",
    "    for i in range(len(fpl)): ds.extend(DataStructs.BulkDiceSimilarity(fpl[i],fpl[i+1:]))\n",
    "    sims_2d_h[k] = ds\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:38:25.528843Z",
     "start_time": "2024-09-27T03:38:25.007022Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x1800 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ncols = 2\n",
    "nrows = len(sims)//ncols\n",
    "if len(sims) % ncols:\n",
    "    nrows += 1\n",
    "\n",
    "figsize(7*ncols,6*nrows)\n",
    "for i,k in enumerate(sims):\n",
    "    subplot(nrows,ncols,i+1)\n",
    "    hist(sims[k],bins=20)\n",
    "    xlim((0,1.0))\n",
    "    xlabel('Dice_3D')\n",
    "    title(k)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:38:30.131709Z",
     "start_time": "2024-09-27T03:38:27.335914Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3500x3000 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ncols = len(sims)\n",
    "nrows = len(sims)\n",
    "\n",
    "figsize(7*ncols,6*nrows)\n",
    "idx = 0\n",
    "for k1 in sims:\n",
    "    for k2 in sims:\n",
    "        idx += 1\n",
    "        subplot(nrows,ncols,idx)\n",
    "        ds = []\n",
    "        for i,fpi in enumerate(fps[k1]): \n",
    "            if k1 != k2:\n",
    "                ds.extend(DataStructs.BulkDiceSimilarity(fpi,fps[k2]))\n",
    "            else:\n",
    "                # remove self terms\n",
    "                ds.extend(DataStructs.BulkDiceSimilarity(fpi,fps[k2][:i]+fps[k2][i+1:]))\n",
    "            \n",
    "        hist(ds,bins=20)\n",
    "        xlim((0,1.0))\n",
    "        xlabel('Dice_3D')\n",
    "        title(f'{k1} and {k2}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:38:32.895882Z",
     "start_time": "2024-09-27T03:38:30.136267Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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abQEAAAAAAAAAAABgEP9/fT3k+T5NHOwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 3500x3000 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ncols = len(sims)\n",
    "nrows = len(sims)\n",
    "\n",
    "figsize(7*ncols,6*nrows)\n",
    "idx = 0\n",
    "for k1 in sims_h:\n",
    "    for k2 in sims_h:\n",
    "        idx += 1\n",
    "        subplot(nrows,ncols,idx)\n",
    "        ds = []\n",
    "        for i,fpi in enumerate(fps_h[k1]): \n",
    "            if k1 != k2:\n",
    "                ds.extend(DataStructs.BulkDiceSimilarity(fpi,fps_h[k2]))\n",
    "            else:\n",
    "                # remove self terms\n",
    "                ds.extend(DataStructs.BulkDiceSimilarity(fpi,fps_h[k2][:i]+fps_h[k2][i+1:]))\n",
    "            \n",
    "        hist(ds,bins=20)\n",
    "        xlim((0,1.0))\n",
    "        xlabel('Dice_3D')\n",
    "        title(f'{k1} and {k2} with Hs')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Direct comparison with/without Hs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:40:32.504884Z",
     "start_time": "2024-09-27T03:40:32.297246Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fxa Spearman: 0.787 Kendall Tau: 0.607\n",
      "dpp4 Spearman: 0.807 Kendall Tau: 0.623\n",
      "cdk2 Spearman: 0.766 Kendall Tau: 0.570\n",
      "hs90a Spearman: 0.824 Kendall Tau: 0.637\n",
      "mk14 Spearman: 0.716 Kendall Tau: 0.524\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "figsize(6,6)\n",
    "for k1,v1 in sims.items():\n",
    "    v2 = sims_h[k1]\n",
    "    scatter(v2,v1,label=k1)\n",
    "    print(f'{k1} Spearman: {stats.spearmanr(v1,v2)[0]:.3f} Kendall Tau: {stats.kendalltau(v1,v2)[0]:.3f}')\n",
    "xlabel('3D with Hs')\n",
    "ylabel('3D no Hs')\n",
    "plot((0,1),(0,1),'k-')\n",
    "legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And the 2D version, again with and without Hs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:40:39.355329Z",
     "start_time": "2024-09-27T03:40:39.153170Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fxa Spearman: 0.784 Kendall Tau: 0.603\n",
      "dpp4 Spearman: 0.810 Kendall Tau: 0.626\n",
      "cdk2 Spearman: 0.797 Kendall Tau: 0.598\n",
      "hs90a Spearman: 0.832 Kendall Tau: 0.645\n",
      "mk14 Spearman: 0.735 Kendall Tau: 0.545\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "figsize(6,6)\n",
    "for k1,v1 in sims_2d.items():\n",
    "    v2 = sims_2d_h[k1]\n",
    "    scatter(v2,v1,label=k1)\n",
    "    print(f'{k1} Spearman: {stats.spearmanr(v1,v2)[0]:.3f} Kendall Tau: {stats.kendalltau(v1,v2)[0]:.3f}')\n",
    "xlabel('2D with Hs')\n",
    "ylabel('2D no Hs')\n",
    "plot((0,1),(0,1),'k-')\n",
    "legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2D vs 3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:40:44.378399Z",
     "start_time": "2024-09-27T03:40:44.177293Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fxa Spearman: 0.956 Kendall Tau: 0.831\n",
      "dpp4 Spearman: 0.970 Kendall Tau: 0.862\n",
      "cdk2 Spearman: 0.980 Kendall Tau: 0.891\n",
      "hs90a Spearman: 0.974 Kendall Tau: 0.872\n",
      "mk14 Spearman: 0.967 Kendall Tau: 0.856\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "figsize(6,6)\n",
    "for k1,v1 in sims_h.items():\n",
    "    v2 = sims_2d_h[k1]\n",
    "    scatter(v2,v1,label=k1)\n",
    "    print(f'{k1} Spearman: {stats.spearmanr(v1,v2)[0]:.3f} Kendall Tau: {stats.kendalltau(v1,v2)[0]:.3f}')\n",
    "xlabel('3D with Hs')\n",
    "ylabel('2D with Hs')\n",
    "plot((0,1),(0,1),'k-')\n",
    "legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:40:52.232060Z",
     "start_time": "2024-09-27T03:40:51.994880Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fxa Spearman: 0.932 Kendall Tau: 0.791\n",
      "dpp4 Spearman: 0.949 Kendall Tau: 0.829\n",
      "cdk2 Spearman: 0.977 Kendall Tau: 0.872\n",
      "hs90a Spearman: 0.969 Kendall Tau: 0.859\n",
      "mk14 Spearman: 0.965 Kendall Tau: 0.846\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "figsize(6,6)\n",
    "for k1,v1 in sims.items():\n",
    "    v2 = sims_2d[k1]\n",
    "    scatter(v2,v1,label=k1)\n",
    "    print(f'{k1} Spearman: {stats.spearmanr(v1,v2)[0]:.3f} Kendall Tau: {stats.kendalltau(v1,v2)[0]:.3f}')\n",
    "xlabel('3D no Hs')\n",
    "ylabel('2D no Hs')\n",
    "plot((0,1),(0,1),'k-')\n",
    "legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:41:08.821174Z",
     "start_time": "2024-09-27T03:41:07.305322Z"
    }
   },
   "outputs": [],
   "source": [
    "from rdkit.Chem import rdShapeHelpers\n",
    "from rdkit.Chem import AllChem\n",
    "shape_sims = {}\n",
    "shape_protrudes = {}\n",
    "for k1,tms in mols_h.items():\n",
    "    shape_sims[k1] = []\n",
    "    shape_protrudes[k1] = []\n",
    "    for i,mi in enumerate(tms):\n",
    "        for j in range(i+1,len(tms)):\n",
    "            mj = tms[j]\n",
    "            shape_protrudes[k1].append(1-AllChem.ShapeProtrudeDist(mi,mj))\n",
    "            shape_sims[k1].append(1-AllChem.ShapeTanimotoDist(mi,mj))\n",
    "                        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:41:11.778411Z",
     "start_time": "2024-09-27T03:41:11.562822Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fxa Spearman: 0.371 Kendall Tau: 0.255\n",
      "dpp4 Spearman: 0.179 Kendall Tau: 0.118\n",
      "cdk2 Spearman: 0.267 Kendall Tau: 0.183\n",
      "hs90a Spearman: 0.425 Kendall Tau: 0.282\n",
      "mk14 Spearman: 0.272 Kendall Tau: 0.189\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "figsize(6,6)\n",
    "for k1,v1 in sims_h.items():\n",
    "    v2 = shape_sims[k1]\n",
    "    scatter(v2,v1,label=k1)\n",
    "    print(f'{k1} Spearman: {stats.spearmanr(v1,v2)[0]:.3f} Kendall Tau: {stats.kendalltau(v1,v2)[0]:.3f}')\n",
    "xlabel('3D')\n",
    "ylabel('Shape')\n",
    "plot((0,1),(0,1),'k-')\n",
    "legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's be sure that there actually is some 3D character to these fingerprints.\n",
    "\n",
    "Start by picking a flexible molecule and generating a set of conformers for it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:41:21.742457Z",
     "start_time": "2024-09-27T03:41:21.737228Z"
    }
   },
   "outputs": [],
   "source": [
    "nrots = [AllChem.CalcNumRotatableBonds(x) for x in mols_h['dpp4']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:41:22.764222Z",
     "start_time": "2024-09-27T03:41:22.761466Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(nrots)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:41:24.329427Z",
     "start_time": "2024-09-27T03:41:24.320907Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "        <p id=\"3dmolwarning_17274084843222187\" style=\"background-color:#ffcccc;color:black\">You appear to be running in JupyterLab (or JavaScript failed to load for some other reason).  You need to install the 3dmol extension: <br>\n",
       "        <tt>jupyter labextension install jupyterlab_3dmol</tt></p>\n",
       "        </div>\n",
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       "\n",
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",
      "text/html": [],
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7efcc7c4a840>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx = nrots.index(8)\n",
    "flex_mol = Chem.Mol(mols_h['dpp4'][9])\n",
    "fm2 = Chem.Mol(flex_mol)\n",
    "fm2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:41:34.289578Z",
     "start_time": "2024-09-27T03:41:33.506530Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "47\n"
     ]
    }
   ],
   "source": [
    "params = AllChem.ETKDGv3()\n",
    "params.randomSeed = 0xf00d\n",
    "params.pruneRmsThresh = 0.5\n",
    "params.maxAttempts = 1000\n",
    "params.numThreads = 4\n",
    "flex_mol = Chem.AddHs(flex_mol)\n",
    "cids = AllChem.EmbedMultipleConfs(flex_mol,50,params)\n",
    "print(len(cids))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now pick the conformations apart into separate molecules:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:41:46.373769Z",
     "start_time": "2024-09-27T03:41:46.361911Z"
    }
   },
   "outputs": [],
   "source": [
    "flex_mols=[]\n",
    "flex_mols_h=[]\n",
    "for cid in cids:\n",
    "    tmol = Chem.Mol(flex_mol,confId=cid)\n",
    "    flex_mols_h.append(tmol)\n",
    "    flex_mols.append(Chem.RemoveHs(tmol))\n",
    "            "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate the fingerprints for each of those conformations and make the plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:41:49.934887Z",
     "start_time": "2024-09-27T03:41:49.912683Z"
    }
   },
   "outputs": [],
   "source": [
    "self_fps = [fpg.GetCountFingerprint(x) for x in flex_mols]\n",
    "self_fps_h = [fpg.GetCountFingerprint(x) for x in flex_mols_h]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:41:51.417060Z",
     "start_time": "2024-09-27T03:41:51.401442Z"
    }
   },
   "outputs": [],
   "source": [
    "self3d_ds = []\n",
    "self3d_ds_h = []\n",
    "for i in range(len(self_fps)):\n",
    "    self3d_ds.extend(DataStructs.BulkDiceSimilarity(self_fps[i],self_fps[i+1:]))\n",
    "    self3d_ds_h.extend(DataStructs.BulkDiceSimilarity(self_fps_h[i],self_fps_h[i+1:]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:41:54.873305Z",
     "start_time": "2024-09-27T03:41:54.641912Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(12,6)\n",
    "subplot(1,2,1)\n",
    "hist(self3d_ds,bins=20)\n",
    "xlabel('Dice_3D')\n",
    "xlim(0.4,1.0)\n",
    "title('between unoptimized conformations');\n",
    "\n",
    "subplot(1,2,2)\n",
    "hist(self3d_ds_h,bins=20)\n",
    "xlabel('Dice_3D')\n",
    "xlim(0.4,1.0)\n",
    "title('between unoptimized conformations, with Hs');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Increase the minimum distance in the 3D fps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:42:19.770222Z",
     "start_time": "2024-09-27T03:42:19.505856Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fpg_3 = rdFingerprintGenerator.GetAtomPairGenerator(use2D=False,minDistance=3)\n",
    "self_fps2 = [fpg_3.GetCountFingerprint(x) for x in flex_mols]\n",
    "self_fps2_h = [fpg_3.GetCountFingerprint(x) for x in flex_mols_h]\n",
    "self3d_ds2 = []\n",
    "self3d_ds2_h = []\n",
    "for i in range(len(self_fps2)):\n",
    "    self3d_ds2.extend(DataStructs.BulkDiceSimilarity(self_fps2[i],self_fps2[i+1:]))\n",
    "    self3d_ds2_h.extend(DataStructs.BulkDiceSimilarity(self_fps2_h[i],self_fps2_h[i+1:]))\n",
    "figsize(12,6)\n",
    "subplot(1,2,1)\n",
    "hist(self3d_ds2,bins=20)\n",
    "xlabel('Dice_3D')\n",
    "xlim(0.4,1.0)\n",
    "title('between unoptimized conformations');\n",
    "\n",
    "subplot(1,2,2)\n",
    "hist(self3d_ds2_h,bins=20)\n",
    "xlabel('Dice_3D')\n",
    "xlim(0.4,1.0)\n",
    "title('between unoptimized conformations, with Hs');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Optimizing the structures results in a bit less diversity, as expected:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:42:32.424956Z",
     "start_time": "2024-09-27T03:42:31.793769Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "opt_mols=[]\n",
    "tmol = Chem.Mol(flex_mol)\n",
    "AllChem.MMFFOptimizeMoleculeConfs(tmol,numThreads=4)\n",
    "for cid in cids:\n",
    "    tmol2 = Chem.Mol(tmol)\n",
    "    for tcid in cids:\n",
    "        if tcid==cid:\n",
    "            continue\n",
    "        tmol2.RemoveConformer(tcid)\n",
    "    opt_mols.append(Chem.RemoveHs(tmol2))\n",
    "self_fps = [fpg.GetCountFingerprint(x) for x in opt_mols]\n",
    "self3d_ds = []\n",
    "for i in range(len(self_fps)):\n",
    "    self3d_ds.extend(DataStructs.BulkDiceSimilarity(self_fps[i],self_fps[i+1:]))\n",
    "hist(self3d_ds,bins=20)\n",
    "xlabel('Dice_3D')\n",
    "xlim(0,1.0)\n",
    "\n",
    "title('between optimized conformations');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's not a huge amount of variability. The median similarity is above 0.9"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is some correlation, but it's not super strong."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# impact of the min dist on 2D similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:42:45.630185Z",
     "start_time": "2024-09-27T03:42:45.434090Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fxa Spearman: 0.932 Kendall Tau: 0.791\n",
      "dpp4 Spearman: 0.949 Kendall Tau: 0.829\n",
      "cdk2 Spearman: 0.977 Kendall Tau: 0.872\n",
      "hs90a Spearman: 0.969 Kendall Tau: 0.859\n",
      "mk14 Spearman: 0.965 Kendall Tau: 0.846\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "figsize(6,6)\n",
    "for k1,v1 in sims.items():\n",
    "    v2 = sims_2d[k1]\n",
    "    scatter(v2,v1,label=k1)\n",
    "    print(f'{k1} Spearman: {stats.spearmanr(v1,v2)[0]:.3f} Kendall Tau: {stats.kendalltau(v1,v2)[0]:.3f}')\n",
    "xlabel('3D no Hs')\n",
    "ylabel('2D no Hs')\n",
    "plot((0,1),(0,1),'k-')\n",
    "legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T03:43:07.039991Z",
     "start_time": "2024-09-27T03:43:06.834108Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fxa Spearman: 0.903 Kendall Tau: 0.749\n",
      "dpp4 Spearman: 0.906 Kendall Tau: 0.749\n",
      "cdk2 Spearman: 0.931 Kendall Tau: 0.773\n",
      "hs90a Spearman: 0.939 Kendall Tau: 0.793\n",
      "mk14 Spearman: 0.928 Kendall Tau: 0.774\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fpg_3 = rdFingerprintGenerator.GetAtomPairGenerator(use2D=False,minDistance=3)\n",
    "fps2 = {k:[fpg_3.GetCountFingerprint(x) for x in y] for k,y in mols.items()}\n",
    "fps2_h = {k:[fpg_3.GetCountFingerprint(x) for x in y] for k,y in mols_h.items()}\n",
    "sims_ds2 = {}\n",
    "sims_ds2_h = {}\n",
    "for k in fps2:\n",
    "    tfps = fps2[k]\n",
    "    l = []\n",
    "    for i in range(len(tfps)):\n",
    "        l.extend(DataStructs.BulkDiceSimilarity(tfps[i],tfps[i+1:]))\n",
    "    sims_ds2[k] = l\n",
    "    \n",
    "    tfps = fps2_h[k]\n",
    "    l = []\n",
    "    for i in range(len(tfps)):\n",
    "        l.extend(DataStructs.BulkDiceSimilarity(tfps[i],tfps[i+1:]))\n",
    "    sims_ds2_h[k] = l\n",
    "    \n",
    "    \n",
    "\n",
    "figsize(6,6)\n",
    "markers = ('o','d','s','v','+','x')\n",
    "for i,(k1,v1) in enumerate(sims_ds2.items()):\n",
    "    v2 = sims_2d[k1]\n",
    "    scatter(v2,v1,label=k1,marker=markers[i%len(markers)])\n",
    "    print(f'{k1} Spearman: {stats.spearmanr(v1,v2)[0]:.3f} Kendall Tau: {stats.kendalltau(v1,v2)[0]:.3f}')\n",
    "xlabel('3D no Hs')\n",
    "ylabel('2D no Hs')\n",
    "plot((0,1),(0,1),'k-')\n",
    "legend();    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-01T03:48:51.720199Z",
     "start_time": "2023-02-01T03:48:51.558770Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fxa spearman R: 0.922\n",
      "dpp4 spearman R: 0.869\n",
      "cdk2 spearman R: 0.935\n",
      "hs90a spearman R: 0.932\n",
      "mk14 spearman R: 0.918\n"
     ]
    },
    {
     "data": {
      "image/png": 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XJrOZhIOnWLQtlYSDpzCZzRf9WkuT04hbkOgQXACcyC4kbkEiS5PTLvo1PCXufoIgCIJQQxITE7npppsoKChgwIAB/Pbbb+j1+hrJMpjMZp5ckoSrgW4ZZdnBU0uSuK1j+CUZLhEZDEEQBEGoAevXr7cGFzfeeCO///67NbioiSxD4uEzTue0JwPp2YUkHj5zQeevKhFgCIIgCEI1W7dunTW4GDhwIL/99hs+Pj6VZhlAyTJcyHBJRm5R5QdV4biLJQIMQRAEQahGCQkJ3HzzzRQWFjJ48GB+/fVXfHx8gJrNMoQG+FTrcRdLBBjXqNTUVCRJIjk5GVD+QkiSRHZ2dq1elyAIwpVszZo11uBiyJAh/PLLL9bgAmo2yxDTMoTwQD3u+mNLQESgnpiWIVU+94UQAYbgkdTUVMaMGUOzZs3w8fGhRYsWvPzyyxgMhtq+NEEQhMtCfHw8t956K0VFRdx0000sW7YMb29vh2NqMsugVqmYHRcN4BRkWB5/EBd9yephiFUk1SwvLw+j0eh2v0ajuSJLwu7fvx+z2cy8efNo2bIle/bs4eGHH6agoICZM2fW9uUJgiDUqtWrVzN06FCKi4u55ZZb+Pnnn/Hy8nI6zpJlOJFd6HIehoSymuRCswzDOzdmydgYlytUPrjEdTBEgFGN8vLyWLlyZaXHDR48uEaCDLPZzLvvvstnn31Geno6DRo0YNy4cUydOpWtW7cybtw4/vvvP9q3b8/UqVMrPFdRURFxcXFkZWWxfPlyhgwZwpAhQ6z7mzdvzoEDB5g7d64IMARBuKatWrWKYcOGUVxczK233sqSJUtcBhdgyzLELUhEAocgwz7LYDKb+TDhAEfO5tOinh/j+7RCp/Hslj28c2Nu6xguKnleTSrKXFzIcVU1ZcoUPvvsM95//3169+5NRkYG+/fvp6CggFtvvZX+/fvz7bffkpKSwpNPPun2PDk5Odx66614e3sTHx/vttpcTk4OdevWrZH3IgiCcCVYuXIlt912GyUlJQwdOpSffvrJbXBhUVmWYUvKWe76fAMmu9YNzy7bwTP92zDjjus8ui61SkVsZIMLe1PVRAQYV4m8vDxmz57NRx99xAMPPABAixYt6N27N/Pnz8dkMvHFF1+g1+tp164dx48f57HHHnM6z6lTp7j77rtp0aIFixYtQqfTuXy9I0eO8OGHHzJr1qwafV+CIAiXqxUrVnD77bdTUlLCbbfdxo8//uj238zy3GUZpvyazLvx/zkdb5Jl63ZPg4zaJiZ5XiX+++8/SkpKGDBggMt9nTp1Qq/XW7f16NHD5XluvPFGmjdvXuFflJMnTzJkyBDuvPNOxo4dWz1vQBAE4Qry119/WYOL22+/vUrBhYUlyzCya1NiIxtgMpt5b83+Cp/z3pr9GGooC17dRIBxlbBfBlVeVTqk3nLLLSQmJrJv3z6X+0+ePEm/fv3o0aMH8+fPr/J1CoIgXOmWL19uDS7uuOMOfvjhhyoHF658sv6Qw7CIKyZZ5pP1h9zvr4H+JhdKDJFcJVq1aoWPjw/x8fFOWYWoqCi++eYbioqKrIHIli1bXJ7n7bffxs/PjwEDBpCQkEBUVJR134kTJ+jXrx/R0dF8+eWXqC7xhCFBEITa9scffzBixAgMBgMjRoxg0aJFaLXaajn3kbP5F3Xc5dJF1ULcIa4S3t7ePP/880yePJmvv/6aI0eOsGXLFj7//HNGjRqFSqVizJgx7Nu3j+XLl1e48mPmzJnce++99O/fn/37lXTdyZMniY2NJSIigpkzZ3LmzBkyMzPJzMy8VG9REAShVv3+++8MHz4cg8FAXFxctQYXAC3q+V3wcZdTF1ULkcG4irz44otoNBpeeuklTp48SWhoKI8++ih+fn78/vvvPProo3Tp0oWoqCjeeecdRowY4fZc77//PiaTif79+5OQkMCmTZs4fPgwhw8fJjw83OHYqgzBCIIgXIl+++034uLiKC0t5c477+S7776r1uACYHyfVjy7bEeFwyRqSWJ8n1YO2y63LqoWknyN3R1yc3OpU6cOOTk5BAQEOOwrLi4mJSWFZs2aOVVf80Rt18G4El3sZy4IglDTfv31V+68805KS0u5++67+fbbb9F4WJOiqiYv2+5yFYnFcwPaOq0iSTh4in5zVld67rUTb7zopasV3UPLExmMauTv78/gwYOvykqegiAI16Jly5Zx1113YTQaueeee/jmm29qLLgA2xLU99bsd8hkqCXJbR2My62LqoUIMKqZCB4EQRCuDkuXLuXuu+/GaDQycuRIvv766xoNLixm3HEdrw/tyCfrD3lUyfNy66JqIQIMQRAEQSjn559/5p577sFoNHLvvfeycOHCSxJcWOg0Gp7q39ajYyvrbwJKBuRsQXH1XaAHxCoSQRAEQbDz008/WTMX9913H1999dUlDS6qyr6LqjsmWeauzzdc0tUkIsAQBEEQhDI//vgjI0eOxGQy8b///Y+FCxeiVqtr+7IqNbxzY354qDdqqXyjdkdPLUm6ZMW3RIAhCIIgCMAPP/zAqFGjMJlMPPDAA3z55ZdXRHBhEeLnXeESVxlIzy4k8fCZS3I9l2/ORxAEQRAukUWLFnHfffdhNpt58MEH+eyzz0CSSDh4qlZbnlfF5baaRAQYgiAIwjXBYDS6XJnx/fff87///Q+z2cxDDz3EZ599xi+7jl9WZbc9cbmtJhEBhiAIgnDVm7xsu1NtiWeX7WCI+ih/ffgyZrOZsWPHMm/ePH7ZdZy4BYlOKzIsZbeXjI256CDDZDY7tWq/2OxIZatJJJQgKaZlyEW9jqdEgHGViI2NpXPnznzwwQe1fSmCIAiXFXfVMU37E/kzfh7IMg8//DCffvopMtR42e2aakpmWU0StyARqex6LSxTPz+Ii75kwzyX72CScMmcOnWK0aNHExYWhl6vZ8iQIRw65NgOuKSkhAkTJlCvXj18fX0ZNmwYx48fr6UrFgRB8IzBaOS9Nfudd+xPhNVKcCG168+cjz5CpVKRePiMU8Mwexc7UbKmm5IN79yYJWNjaBSod9geHqivlsxLVYgMRjUqLS0lKSmp0lLh0dHR1d4k50LJssztt9+OVqvl119/JSAggPfee48bb7yRffv24evrC8BTTz3F77//zuLFiwkODmbSpEnceuutJCUlXVGzrAVBuLZ8sv6Q88qK/esh/jNAhnYDkPs+wKcbjvBU/7Y1OlHyUjUlG965Mbd1DK/2IZiqEgFGNTp06BBz5syp9Lhp06YRFRVV7a9vNpuZPHkyCxYsQKfT8eijj/LKK68A8Morr/DFF19w6tQpgoODiYuLY86cORw6dIgtW7awZ88e2rVrB8Ann3xC/fr1WbRoEWPHjiUnJ4fPP/+cb775hhtvvBGAb7/9loiICFavXs3gwYMBeP7551m2bBnHjx+nYcOG3Hvvvbz00kuXTTAlCMK158jZfMcN/62DNQsAGdoPgD6jQZKsx9lPgGzoI+Hj5vtTiMZEXl5eldpDVCU7crFNydQq1UWf42KJAKMatW7dmpCQEM6ePeuyhbkkSYSEhNC6desaef2vvvqKZ555hn/++YfNmzczevRoevXqRU5ODu+//z6LFy+mXbt2ZGZmsnPnTkAZ+gAcOpmq1Wp0Oh0bNmxg7NixJCUlUVpayqBBg6zHhIWF0b59ezZt2mQNMPz9/Vm4cCFhYWHs3r2bhx9+GH9/fyZPnlwj71cQBKEyLer52R7sWwdry4KLDgMh5n4oK0xlOc4yUdJUUsSc63Vuz5t9eAcrDzt2x87Ly6swg52Rdd6ja77UTclqiggwqpFarSYuLo65c+e63C/LMnFxcTU2pNCxY0defvllAFq1asVHH31EfHw89evXp2HDhtx4441otVoaN25M9+7dAWjTpg1NmjRhypQpzJs3D19fX9577z0yMzPJyMgAIDMzE51OR1BQkMPrNWjQgMzMTOvjadOmWX9v2rQpkyZN4ocffhABhiAItWZ8n1Y8u2wHpr1rYO3nysYOgyDmf9bgQi1JjO/TSvm9bKLkc4s3eHR+S0CRl5fHypUrKzxWi5IVySxyXwwLLn1TspoiJnlWs549exISEoJUrlyrJEnUr1+fHj161Nhrd+zY0eFxaGgop0+f5s4776SoqIjmzZvz8MMPs2zZMutfCq1Wy88//8zBgwepW7cuer2ehIQEbrrppkoDIVmWHd7nkiVL6N27Nw0bNsTPz48XX3yRtLRLV/deEAShPJ1GwwDjPltw0dExuAB4pn8bh06lwzs35p3bO1fpdSrKXNhrGuhd4f6IS7iMtKaJAKOaWbIY5YdIajp7ATjNdZAkCbPZTEREBAcOHODjjz/Gx8eH8ePH06dPH0pLSwGIjo4mOTmZ7OxsMjIyWLFiBVlZWTRr1gyAhg0bYjAYOH/eMb13+vRpGjRQxvi2bNnCPffcw0033cQff/zBjh07mDp1KgaDocberyAIQmXmzZvH35++AYDUaQj0dsxcPDegLTPuuM7hOUuT05gV72LlSTUY3Da0wv33RDeplsmYJrOZhIOnWLQtlYSDpy5Z/xF7YoikBvTs2ZMlS5ZY52JY5l7UZPaiMj4+PgwbNoxhw4bx+OOP06ZNG3bv3s1119n+YtWpUwdQJqtu27aN1157DcC66mXVqlXcddddAGRkZLBnzx5mzJgBwMaNG2nSpAlTp061nu/YsWOX6u0JgiA4+fTTT3nssccAePrpp3nrnXeYm3jYqZKnPcsy0qZ+EuB+DoaTk8keHbbyv4wK9y9OOsZbt3W+qCCjpupsVJXIYNSA8lmMS5G9qMjChQv5/PPP2bNnD0ePHuWbb77Bx8eHJk2aAEpr4oSEBI4ePcqvv/7KwIEDuf32262TOuvUqcOYMWOYNGkS8fHx7Nixg/vuu48OHTpYV5W0bNmStLQ0Fi9ezJEjR5gzZw7Lli2rlfcrCILwySefWIOLSZMmMePdd9mcco4GAT6M6NyYCbGtnYKLipaRupN07Bym0hJIfNej40/lFVe4/2KbkdV0nY2qEBmMGmLJYpw5c6bG515UJjAwkLfffptnnnkGk8lEhw4d+P333wkODgaUbMQzzzzDqVOnCA0N5f777+fFF190OMf777+PRqPhrrvuoqioiAEDBji0Mb7tttt4+umneeKJJygpKeGWW27hxRdftC6TFQRBuFQ+/vhjnnjiCQCeffZZbhj1BM1e/s3hpltXr+PJ2DZMHdLOmi2obBmpK48s/ofRuhk84ZsO9arn+i90FcmlqrPhKUl2tZ7yKpabm0udOnXIyckhICDAYV9xcTEpKSk0a9bMYdnmhUpMTGTu3LmMHz+e3r17X/T5rkbV/ZkLgnBt+/DDD5k4cSIAkydPpvs947nz8w1usxLBeh3zR13P8M6N+e7fo9z31WYAmvlJzOha+RDJjO1ZJOimUuITSnyLlys9fvI2Ayn5Fd9210688YJqWCQcPEW/OasrPe5Czw8V30PLExmMGtS7d2/CwsJo3rx5bV+KIAjCVW/27Nk89dRTALzwwgu89vrrNHv5twqHPLIKDYxYkMjPY2M4k1di3V5k8uw1n9atQIeJksoPrdTFNiMT7dqvIZIk0aJFi9q+DEEQhKveBx98wNNPPw3AqHET6TD8ET5ad9DjIY+nliTxxlDbUv/MIpkJ/xjcVvIE6Cgd5RfvNQBozBXPrbBwF7hURzMy0a5dEARBEKrR+++/zzPPPAOAf684vld34/uvNlXpHOnZhWQVOC6rr6wg1ov+iZhkCbUk4284zeBDUzCqlKFesyzxh6E90wtvtR5fZLKds56vF2cLbHmP8EA9H1zkKg/Rrl0QBEEQqsmsWbN49tlnlQddbyev020ORbSqIsTPm/BAvcdZj6+Kb+BB7y3Wx/6G0w77v8i+g5RS51t9RKCew68MZdPRrGptRibatQuCIAhCNXj33XetwYV/77ug+4gLDi4A9p/K5eGeng9rryuNZFFxNKWy4620VFbxfXFX1pdGunzeB3HR6DQaYiMbMLJrU2IjG1TbTV+0axcEQRCEizBjxgyef/55AEZPeJaF5s4Xfc7XV+4BINhXB7IyAbQykwpGcJvXLrTYKmUa0PBswXCnY9WSxOKHetX4TV60axcEQRCEC/D2228zZcoUAKZPn06rm+9n4cKN1Xb+rAIDEjD95o60qu/PodN5zEnY7zLgyDAHMtM8ghfVi5EAswzTCoaSYQ50OnbRg72I69Kk2q6zIpdDu3YxRCIIgiBcMd58801rcPHqq6/y0ksv1ciqCBlYsOkwGpXEK8t3uc1mTL+5I1NfnIMUrHRjLfBvyi9eNzkcExGo5+exMdx53aUJLi4XIoMhCIIgXBHeeOMNpk2bBsDrr79u7X1U2eqJC5WeXcj4H/51e04JJQiZOqQd3PoBLB6Jf9wnHI7oUevDE5eDa+8dCwAkJCQgSRLZ2dm1fSmCIAiVeu2116zBxZtvvunQWNGyeqKy4OJCpn/aLyUtT8aud0jT3jA5BZr0sg5PVPcEzivNtfmuBY+88cYb9OzZE71eT2BgYIXHZmVlER4eLoIWQRCq3fTp03nppZcAeOutt6xDJFXx3IC2Tisrqou1MqZKDArYE5+G4JbBYODOO++kR48efP755xUeO2bMGDp27MiJEycu0dUJglAbTGbzJU3/v/LKK0yfPh2Ad955h8mTJ7u8pieXJLk9h4TSBv2IXe2JPRnneXPlvmq5xktVGfNKIzIYNaSk1MzoL3cx+stdlJSaK3/CRYqNjWXChAk89dRTBAUF0aBBA+bPn09BQQEPPvgg/v7+tGjRgr/++svl84uKirjlllu44YYbOHfuHKB8a3j66afp0KFDha89d+5csrOzbcVuBEG4Ki1NTqPpS7/Sb85qRi3cSL85q2n60q810gJclmVefvlla3Dx7rvvug0uPkw4UGFxLMtQxqajWdahi4Gtwzy6jnq+Xm6HViSUCZyXqjLmlabWA4xPPvnE2kkzOjqaxMTECo//7rvv6NSpE3q9ntDQUB588EGysrIu0dVe3r766ivq1avH1q1bmTBhAo899hh33nknPXv2ZPv27QwePJj//e9/FBY6/kXMyclh0KBBGAwG4uPjqVu3rsevuW/fPl599VW+/vprVNfoOKMgXAuWJqcRtyDR6UZ+IruQuAWJFxRkmMxmEg6eYtG2VBIOnsJkVr6MybLMSy+9xKuvvgrAzJkzXX6BsQQ8Ty/d7tHr2Tf5skwMrUhEoJ5P7u4GOM/fqI3KmFeaWv1UfvjhB5566immTp3Kjh07iImJ4aabbiItzfUf1A0bNnD//fczZswY9u7dy08//cS///7L2LFjL/GVu1dSalZ+jLasRYnRbN1ekzp16sS0adNo1aoVU6ZMwcfHh3r16vHwww/TqlUrXnrpJbKysti1a5f1OadOnaJv377Ur1+fP//8E19fX49fr6SkhJEjR/Luu+/SuPGlqw4nCMKlZRmCcDWJ0rLtqSVJ1gDBE+6yIT/vOMaLL77I66+/DsB7773HpEmTXD7fVcBTEfuhDMvEUAnXwYOEEjwMaVWXn+67jutDfWjmJ1l/rg/14af7rmNgiyCPX/9aU6tzMN577z3GjBljDRA++OADVq5cydy5c3nrrbecjt+yZQtNmzZl4sSJADRr1oxx48YxY8aMS3rdFRn37R6nbRMX28b5Fj7Y0Wl/denY0XZutVpNcHCww/BGgwZK0ZXTp08TEBAAwI033ki3bt348ccfUasraBvowpQpU2jbti333XdfNVy9IAiXq8TDZzwagkg8fMaj4k6W4KB8wHL8fAFxYyfA9t8BpYmZpf26vYoCHlfcNfmylNV+ckmSw/uzNB4b2CKIlStXAjCpNYDO7tlm5ON7WXl8L4MHD8bf39/Dq7l21FoGw2AwkJSUxKBBgxy2Dxo0iE2bXHfB69mzJ8ePH2f58uXIssypU6dYsmQJt9xyy6W45MueVqt1eCxJksM2qaxGv9nuW8Ytt9xCYmIi+/ZVfbLTmjVr+Omnn9BoNGg0GgYMGABAvXr1ePnlly/kLQiCcBmyH1q42OPcBgeyDFt+sAYXj//fazTofbvD0IlFZQGPPUvTr7E9W/Dj9jSn8w3v3JjUV29j7cQb+X50L9ZOvJGUV29jeOfGGI1Gj17D0+OuNbWWwTh79iwmk8n6rdqiQYMGZGZmunxOz549+e6777j77rspLi7GaDQybNgwPvzwQ7evU1JSQkmJbR1zbm5u9bwBN+bd1155XaPZmrmYc08UXprLc4zu7bffxs/PjwEDBpCQkEBUVJTHz/35558pKrL9g/Lvv//y0EMPkZiYSIsWnjcMEgTh8lRaWkpSUhL56Vk0LTkOgCTLBJlyUJWFCGYkzqsDkCUVv65cTX5KKLmlZjp3vo7YyBDUGp3DOV0GB7IMm3+AHX8oj2Pu5+OcZnxcVv47PFDPbLtW5idyCjx+D3X1OpDg5eW7rdvKn+9yKKtd3UpKzdaM+rz72uOlvfT3oFpfpiqV63wny7LTNot9+/YxceJEXnrpJQYPHkxGRgbPPfccjz76qNtllG+99ZZ1FvKl4Oo/opdGVSv/cT01c+ZMTCYT/fv3JyEhgTZt2gCQlpbGuXPnSEtLw2QykZycDEDLli3x8/NzCiLOnj0LQNu2bSutmyEIwuXv0KFDzJkzB4AenjxhL6zdq/y6YuN6uoV8w47en9D3RlvjL6cshyzDpkWQvFx53OcB6DDQ4RDLRFJLN9Azee6LX9kb3DaUv//LcMqWlD+fUDNq7a5Xr1491Gq1U7bi9OnTTlkNi7feeotevXrx3HPP0bFjRwYPHswnn3zCF198QUZGhsvnTJkyhZycHOtPenp6tb+Xq8H777/PXXfdRf/+/Tl48CAAL730El26dOHll18mPz+fLl260KVLF7Zt21bLVysIwqXQunVr9HWCqlR+WwbyVT7MCfqFAKmIButeYNKSLdahCYeaEbIMG7+vMLiwnBNsE0lTznmWwdh45HS1Tky9EtTmQoPyai2DodPpiI6OZtWqVdxxxx3W7atWreK2225z+ZzCwkI0GsdLtkxMlGXXfwW8vLzw8vKqpqv2nJdWVaMTOstLSEhw2paamuq0zf5zKv+ZzZkzx/ptBWDhwoUsXLjQ42uIjY11+99BEIQrkCSxQ9eK1mz1/ClAozpGWmtOAxCpPoX5n/n0SxhAeKCe90dcR3ignuPnC2Djd7BzhfLEvg9C+wFuz2uZSPrGir3MSTjg0bXkG0yVns/TialXitpcaFBerebtn3nmGRYsWMAXX3zBf//9x9NPP01aWhqPPvoooGQf7r//fuvxQ4cOZenSpcydO5ejR4+yceNGJk6cSPfu3QkL86xoiiAIguCZxMNn2GEMJl/l45QJkMHltiKVFzPqLUdVNtKtkuB1398JVWVzIruQuz7fwD3XNYYN3zoFF2pMaFQSD0R34IHoDmhUzsPlsxP2V+t79HQCa4VO7rj4c1yFanUOxt13301WVhavvvoqGRkZtG/fnuXLl9OkidLSNiMjw6EmxujRo8nLy+Ojjz5i0qRJBAYG0r9/f955553aeguCIAiX3KUq152RW4QsqdjtE0mPgp0O+1zNlJOAnkGn8JEcV1XoMDLTdyn35j0Essynb78Mu5Tln8SOgXb96KM9yK8Bn3Jb3hNAe+tzNSqJe7soj7/bsYdzbtqmX6hqKfN9aAW063/x56kGl9NCg1qf5Dl+/HjGjx/vcp+r9PyECROYMGFCDV+VIAjC5WlpcprLug32qyKqi+Xme0wXRoeig/iai5BUWnQDlMJXufGz8TIXWZeCmiUVvXRHkWUcIhCtZGaU9zbmFfVi/Zot5O9eBcC8tyYTOfwZMrNzGbRhNj758J7/r3yIMkyuk6BB6RnredrKp8grcQwwTJKaE9r6mKWq1fFxVxvDXvkhebfHtbm5Sq9dky6nhQa1HmAIgiAInnFXoKqmVkVYymmfyC50mcXwxpapkAC1bOajjOuYFrGZKP05h2ONZlAnLoTd6UjAgmHePOQXDy1eh60/MTpoAZQrinln5/YOj9vn7gVTqfLAXGrdHu9/A6e1wR6/L0/LfPv7+zN48GClzkX8dDiaALLdvA5JjaZ5DP5t3JdKuJaJAEMQBOEKUFm5bgllVcRtHcOrbbjEUk57xIJETniHk198BD+V3UoEtV1xP3MpMtBAW0Brn/MO5zGbZSYuL2btdqUO0WfDvHnoOh1kHYb1M5E3zYawvyu9Hl3sROvvhlVvl61Y0XNGU7Vy3ZZKnZ4EY9YKnYOfhzmLwWg3Z0Orh8H/V6XXvlQu9UIDV0SA4YJYCXHpiM9aEDxT3eW6PTW8c2Om39yBo6cAHDsrl7/hS0CjgFLMSKgthbjMMo/9WcL8pFJAYt5tesZ0sQxnyJjXz8Asw7x0ZXlqieTNxPDfPbo2Cdjj0wpZ8iyguq1jI56KbXthc1b8Q6H/NPh7GtaQrt80Zbvg0uVb/akWWMpql+82KtQcy2ddvsy5IAiOqrNcd1W1qh9Q6TEykKfS8wE3U4oSQCjBRTHzkwyAxKO3tOGhzo5/11WY0UhmvORi649F2p7f+TF5r/WxIWEOhvhZGOJnWV/vmM7zFYQdQoOIjWxw4Rme7uMguKXye3BL6P7IhZ3nGiEyGHbUajWBgYGcPq2s39br9W6rigoXR5ZlCgsLOX36NIGBgVVutCYI1xpPVztUy6oIF+f8bofSI0qjUnF3J6WlgCFhjnVOhCWbcFIOYlrBMGbol/DYH8Us2F6KJEm0HjSMud3WVul1R3ltJrG0mW2DqdQ690IC9uo9z14AxLa6yMyOWgu3fgCLR8LQ2Y5DRIITEWCU07BhQwBrkCHUrMDAQOtnLgiCe/YTLl0NLHqyKuJiXrthgA8nsgvRqewmOcqyde5Fvl02YU5hH9JW/8zPyaVKPYwBjzC5SwomWUItuR4WLZG8GRdRtrokfSBecjF9i55yc0US+SofUrWeZy+C9TpiI+t7fLxbTXvD5BRQidtnZcQnVI4kSYSGhlK/fn1KS0srf4JwwbRarchcCIKHLBMu4xYkWpeFWni6KuJiXvv9Eddx5+cbeNhrI9nl5mJIgG+bG/A6q6G41IhpzZf8vD8XlQStBg/nQIsYvipuwIPeWzx6vVJZxc/FXVlfGgnIfJ20my7qM7S2rhyR2V2FuRcA80ddX32fjQguPCI+JTfUarW4+QmCcFkZ3rkxS8bGuKyD4emqiAuxNDmNSUt3EK7JZYrv3zyPUm05WFdMlllLidqLZRleyLIR1n4G+xNBkpAHPsqBFr0AWFcayaLiaOK8dqCV7PpkSN4O/w+QL/nxfFEcGpWE0ayEUlMeuI3Er1I4c+ZMleZehNfxYfadXUVTs1ogydfYNP7c3Fzq1KlDTk4OAQGVT1wSBEG43FyqSp5gq71xf3SHCo/76t+ddsGFCgaOh1Y3OBwTqsrmcN2X0Uu27PDoxokVnjf+8GElQAhMI3Huk8xNb81m306keoVX+Lwn+kQyonPjGv1srkVVuYeKDIYgCMIVRq1SXZIGXRXV3rBnNptokDCTU/t3uQ0uADLMgSwsvoHxPhUHFfZSX7sdtWyCuXfQ2+cwQW21dMkcXOnzRnRufFU1MbsSiQBDEAThMldZxqKmMhr2tTd6H/o/Rnltw6jystapmHN8KBpTEWOW5XHqv2IluBj0BLTs7vacvpIBWQbLAj1X9S8SU1N5a1gnbusYobyPzZ9A1hEkCdqZ9zMteDPTz8Vc8smuQtWIAEMQBOEyVlnvkZ+2HeXNb/8gu8BW/yJI78X/ujejWxOlfLZGoyE6OrrK9Wbsa2p8WxTNWK9ESuxG1dXGIh5edp7Fu41IKhXyoCeghWNw8USfSEL8vPls0yGOZxfxZXEPHvD+x7rfvu6Fxe7/uxm9V9ntKS8D1ryOZVqrhMxU3TLmqzqQYQ68pJNdhaoRAYYgCMJlqrLeI88OaMvXKzbQP6/c6owC+PfPrfxrt2natGlERUVV6fXta2pYJmkO9f4PALPJyEPLcvlxtxG1SsI0aAK06OZ0DstQRduGAdz1xQa3kz1LZVtA4BAcrJwKJscGZxqTgc0dE+mVevclnewqVI0IMARBEC5DlfUeAXhvzX7MmiDyVT5Kp1MXx0qSREhICK1bt67yNcS0DCHEz4sz+SUATCoYwW1eL7MgpTf/W1bEj3uMaFTgP2Qs55s5Bhf2QxUms5lnlm637lPOswsttgBDko2s2pGIOiAMjbqsyVnKetj7s4srM9P4xF+kPjSeRGPPSzLZVag68V9CEAThMlRZ7xEAkywjSyp2+0S6DC5AqZobFxd3Qcvu1SoV93azVdLMMAfyf3m3MmppEYv3GNGq4KZh/TnfrK/D88oPVZR/LxnmQKYVDKNsBSpmGaYVDOWkOdDaTwWAXYuVeR0uSah3LyY2sgEjuza9uBLgQo0Q/zUEQRAuQ1XpKXJMF0a+yscp2yEDGt86HNOFknDwFCaz2dXTK3R7O7tKuyYjc37dx097leDig7hQ/mr0AAANfSRa+Kt4ILoD90d3YNGoLvRr4s/58+fJOHOWhj6OIdCHRbEcNCmrPA6aGvBRUax1n/W9dxoJsrtrlqFV5atJhNojAgxBEITLUFV6irjLYkhAIk154OuN9JuzmqYv/crS5DTPLyJ1A31+uYERQelgMsKqT5CP/IukVvP1XXVYHPYIRtQ09JH48Hodr1+ns13Tif+Ij48nPj4ebcZ/fHi9ziHIMKJmXP5Iss3ePJI/CiO2DIv1vTeNgXYj3FycBP/95vl7ES45EWAIgiBchiy9Rypqt6iWJOv+8lkMS7fRxr4FnA1+jhjtIevkUI+CDFMp/PEkUkku8/2/R/r7IziyFVQa5CFPcV/wHBJLWwHgq5EwyhImu4maJlmFUVa2W/iUG6VZXxpJvax3reeRgIjyS0zbDnVzgTLsWQKpntfUEC4tEWAIgiBchiy9RwCXmQkJeKZ/G+vj8lkMCdjn05L5/osIVBUz3+971CiNyp5aklT5cMnWeZB1GINRZuyX/yEf3QZqDdz0FDTtgsku49A7sh0r8luxqqCFdduqghasyG/FivxWDtdtoZJNRBgyiCjJoGnJcZqWHKdJyXGebqti86ZNbNiwgS1btlB64G8Xn4DlhCrYuaji9yHUGrGKRBAE4WKZjTXSAGt458b8OKY343/417qSAxyXY97QrJ61TsYxXRgdig7iZy4iT6VnWJ0DtFIrnaEj1ad4wieBD4oGWCdSuq10mZcB8dMxGGXuXlLEL/uNeGngtqdf5MfCFg6HWoIWT8y4vQvP/HmAfs2bA2CIn2Vtv27x7587HZfXjh1GFN+7PqFshk6jPH594dISGQxBEISLkboBZjSDYxur/dRLk9N4+uftDsFFPV8vZg2/zlrr4baO4Sy8rwcjOkfg561jt08kAMf1jXjD73elXTqgkuB1398JVWUDdhMpzUZMZjPxBzJ48fedvPj7TjJ/fIqSkhLu/KksuFDDryP9mN50l8P19dEe5GzwczRI/YYhfocY6HvEum+g7xGG+B1iiN8h67b+rRvy37RbrY91/nXcvndJkqhfvz6t+96pzMNwtZqk3XClfbpwWRIZDEEQhAtVNk+Bklz4/Ul4bDOoPauWWVl5b3dFtrIKSrj7iw2oyyKH8lU+83SNyFX78WHgz+jKZRd0GHnb7w/WtHqHlbtzGV5nHaofRzE8fzx/5DUFIFZ7gGl+f3Hnj0X8ftCItwZ+vUfPoBYqOLOK/rr2rDG0QoOJ+X7fE6gq5hmvVSRK14NdXQu1ZEYj2a7eKEuUGM2o7UZmRt11Fws//0x5UC6T4bC8dvAbcGA5GMutrKkX6cEnLdQWEWAIgiBcqK3zIKvsW3vWYdg6H3o8XunTKiv/XVmRLQl45Pt/OFdocD5Gkujoc4pRPklOz9VKZu723s6assfmRXfjJRfxruYrVjANI2oe0qwj7sci/igLLn4bqWdgi7JbhaTi7ab/0f1gKyb4JFiHX7QeDJOsyG/Fij9OACes275PDUA3YBIAhlVv270FpThYjx49lA3+odBzIqx/x/Gkm+ZA9Ghlv3DZEUMkgiAIF6JcjwyQYe3ryvYKWDIT5Yto2a/wqKzIlgxkuQouytzv/Q8m2XFiZInkTYnkTSG25a+lkhclkjdNNDk84ZMARgMfLdtpDS5+tw8uAGQzSUGDCVVl87rvb9bhF0vjMo0kc6v/QW71P+iQvagql8XBzh50PtBYAn9Pu+DXEWqWyGAIgiBcCBc9Mqw3vBGfu3yKJ5mJp5Yk8dawzhd1aV8V38CD3o79ScZFrHI6ztK9FGDWkf4sWrKWrak5+Gjg91F6BjR3vEWYmsTwxFZvvvH71mH4RWN2blhW3hC/Q9x4443ovH2ZuHgfAHPuiUIjybww5QWyJAlZlp2zF6CUDN+3zPmksklZqho9WqmZIVxWRIAhCIJQVe56ZFRyw/MkM3EyO48z+ZXfsCvirqGYO6bSEu79IYdTqVn4aODPe/X0a+Z8ezhcoCNGs5+R3o7DL/6G0ww+NAWjytu28dbZENbF+lCj0eDv709Jqe16vDQqvLQq7hx+O3PnzgXcZC8sJcNdVfW0LFUVAcZlRwyRCIIgVFVFPTIqqM1QWflvy6oMVfrmi71CJhWMoNSuVsW89IG8lT6cu1KfcTju1dThnJzRh5WHjei1sNxNcAGwQn+zy+EXUIKMoOI0gorTqFOcTtDhJQQFBVl//P39XV+o2UjPnj0JCVGKa9WvX98xewEVlwwXS1UvWyKDIQiCUFWdRkLyd673VXDDq6j8t/2qjJuOvsMkpjqUz64KNSZrQ7GZvj+jkkBrLmZKE8dhEqOhmBt+DiHjyBE0Om9+H6miT1Pn24IMSO2GI9ftxVe70p2GXyxKzSqSCupjNKvBHA0bNji/T42Gz+6LRqvVKkt8F49EPXIxcXFxzJ0713VjNkvJ8H2/KFkiC0kN7e4QS1UvUyLAEARBqKoLvOGdLVCGPtSYHCphAg6rMlpImdaiWFXVR3uQXwM+ZVjuY3xYFMsj3htoozllbSxmYSwpYs2HT5GxbwsaLx8GPPUx/X2esnY4tSdJKhj8JuN9Qnh2WWu3wy+HigOZc1KpPspP8UC8y2ucNm0aUa1bOSzx7f3oJsLCwmheVoTLiaulqhovGPS6px+NcImJIRJBEIQLMfgNUOsct1VwwzOZzTz983brMEiM1laAqvyqjPJFsTxlnwWZ76dkWOwbih3b/Qvz0gfy9tFbWDPnSTL2bcFXJ7HiXi9+1b9gfW0nshmyDqPTaHimfxun4ReL1j7nCdEWWleVlGctntW6tdMSX+nfz2jRogWSuyf7h0L/aWBfDL3fNLFE9TImAgxBEIQLUckNz2Q2k3DwFIu2pRK/P5MP1u4nMzvPLgD4Hk3ZSoxZvkpRrFKzii15DdmQ04h/c+vztPyntU+H5SfCkIFKdl13wj4L0lp9mvd8f3JoKJZgaMGi3Dbc891pMv77B42Xnt/uq8OAxmZ0la0EKZtXMuOO67ivXw9eKhhmzXbIZf+vkmTiYjtZH5dnncBZePqClvjSfRwEt1R+D24J3R+p+HihVokhEkEQhAvVfRwkLYSsQw43PFeFtACetgsALL1Bko3h1lUZ+4rq2oYYyvRgp/KLSmstSvX31vVkqIMcjnNVm+Jxn/W8WzSQdHOwsrG0mHG/ZmI4bkDr7cuNz3xCL6/nkD1YZkqD9tZfZ9xxHYabPyZ79jbqFh3DrNKglo1Iwa3oee8UliQ/z9mzZ5HtIg2H5afLHq7yEl9AqZJ66weweCQMne1x1VShdogMhiAIwoWy3PC8Aqw3PHeFtNwNgzzqnWhdlWEdYnBbQktxVhPktM2SBbEnAcsC5ikPSovhj5kYjh9Ep9OQMEpmuW4CXnIxkoTbYQ2rU3scHuq8fKh71yfgFYB60BvgFYDplvfZcDSLRtGxDsEF2GUv0jYqS3zLZ2EsS3wra7/etDdMToEmvSq5YKG2iQBDEAThYtjd8CoqpOUqANBhJFiVj7qs6qVakokLPohs355cpVV+7L6tq9VqNCoJTVm0Eqs9wEjvJDTlJl1KEkRrjzOMLfDHTDi5H3Q+vHh3B3pEuE9gl0jejG6cyOjGiZRIZbUtOo1Susa6eu83PMqyQeu454sNdFp0HX9sTyZf5WP9HCxzL3r06HHBS3wd1EDnWqH6if9KgiAIF6vshueukJYlAHAig19JLvPyo2mtPoUGGVkGf3UJeSYdIFmHRezd3SnK+vtXSbuttSnULspznzTX4/ifX8PJXPy9VNxx7zAej9xLNko3Vo25GH/DabdvTUaC9nHKgxnNYORix+yBSsPS5DTu+WIDu4O+IFBVzCd+i3kw5w5alaQp55BlOnTowObNm5Xlq9kJaFQmon1Po1XZBUWipsVVRQQYgiAIF8nSGfXn5DSX+90FAPbLOtfR8IJeu5mfxHJ1LLf7nLRuswQNJ+V6DPhRx/7UXPR6PVOmTaNVq1bEE+dwjsGHpuBvOG3NVlizFkCJLhCp70uw+B68XHSNtWRtnrCbX4LBYA0uLOLj44mPtyxb7QzAtIjNROnPKZtETYurjggwBEEQLoK7CZ32ko2NeNDbObtgmXNxulSP6ykQMob4WUjIBHsbye2lLCUd6HsEddlwyJBoL1bk38LT3MIQv0PWJmM99zzP8IWZ7D9WiLe3N2MfHseBhrdwIA/an1+Dyq61+tbc+vTRnWVcU+d+JU82+BF+zwHfeSzMinHqGpt4+Aym3JO8Xtc2v6St/jz1NIWcMbp+X5IkEaIppLXPedtGUdPiqiPmYAiCIFwgdxM67WkwMd5bmbhYfvmmCpnYoBNuggsACcylyGYj7bzslnCaS9FIstuOpYWFhdyxMJN/jhXi4+NDnz59OHM2y7p/+/YdbNu2zfrz+bEmHCoOrPwNK+/CYUlpRm6R0/wStSQzvN4ht+9LlmXiYjuith4galpcjUSAIQiCcAEqmtBpz742RfmVGpIEwwIPYVRpoJIzrctpbP39/PnzGGUJoyxhkm3/jJtkFbkFhbz++htsPVZIoI+aqS++THiTZo5LOtVa2+RRoJ6uhNY+55mXPpB56QOZfeJ266EvModPjw9hXvpA2/Pt2qS3LdrpcoJpTMAJQrSFTu/KOuHz3imipsVVTgyRCIIgXIDKOqOC89JUd/rWPcnGs/Wdd9jVvjDEz6Jk1duUqPXUHzqI5fmtnA7/80x9Vr33MmePHiTQR82ysU1Z2PAmaAj2NUd1sROtvxtWvc3NDU6jlmTUslIPw2CyVekMT/8dL7lcnQy7rrEds1a4nF+ilmSGBx9kXmZnx6dalqvqvEVNi6ucCDAEQRAuQGWdUcH10tTy1JJME98CDmYXctbo47hEtRwJOB4YiUrlnHw2FOayatZjnE3Zg5dvHX55qB4dwtw3V7PQ6/VEB2aDXd0rlV3ewVXnVOVilCWlqs6jYOf3Lg/pHXCSj093RVO2vNWh2BZQ2uh6kvr+gDHdDOnOjdFAaY4WHV3WHE24oogAQxAE4QJYOqO6alwGFSxNtWOUJcxIHDMHE1fvIHMt3/ZVWkB2+FYvq7Xkq3w459sIgCF+Si8Tk6zizzMh/D3rUbJS9uLn58fUl6bR0fwVmeYA63Fpx0+yL7AvAIaEOWAqBaDjdZ0wcAgMtlUfvhSyMC2Gp/JHoPdzE0hZlpQ27Q3tRmDe94tDCfNSWcWfcnd63DScf//8UXmKJXtR1i310KFDzPnwowo/IyhrjhYVVelxwuVFzMEQBEG4ADEtQ4gLSnNqXGZhWZpaERUyOsnMYz6J9PA/SYhWGXLRDZiEbsCzDkMZXrETCe43nt6tOwBYJ3kWFeTy98yy4MLfn5dffpmWzZqSZ/bi7dLh1uPCw+yWwZpKwVyK3ltLeHg4mxtPIE/nOERjkiU6aU6wqDiaUtnxVmGUVZjbjbAtKR38Bqpyjd9UGi+GPvMFE+8ZSkhICICt2FaZ1q1bExIS4rbBmUNzNOGKIwIMQRCEC6A2lfBFnUVOjcssviq+wWXhK0BpapbbkA25jdiQ04hNuY3YkhdGW7/8Kl1Ddl4BL0yfQVbqXrz8gpj2kjKh84+8SF5q+AVZmoYcP36ctLQ0Tp444fT8Bg0acPLkSUwmE0aVt8M+tSSzsPgGl51TS9CwpeVTygOz0WXjN/WAF1HXaYRarSYuTqm7YZ+9AKz7ypcVtyif8RCuLGKIRBAEoapSN8C3w/E3lVBqVnG+UGKMHM9Kg5LGV2PiWImed4296KY9hrfKaK1aKctlBbYy7Jqa2U3mJH4WhvhZyu9qrTWLEZW9jsbhYby/q4BbO+nJy8vjzddeJ+vYUbz8gnj1lWk0b9KYEqMt0Ik8t4ute9LtLnyrw9tISUkhJSWFmJgYh+356Hmi8UqaNYZNO/YwrWAYM31/RiWBWYZpBUPpbgygZ+oGZZLmyMVuG78B9O7dm7CwMJo3b+70Ufbs2ZMlS5ZU3BxNuCKJDIYgCEJVmErht8fBVAIowcKHGdHkni+lR8FOehTspHvBHnoU7GRHViDzMzsx52S0tc5EMRqae+cQoqmgqZm5FB8vDT5etu+A4WEN0Ugyf/jO4rONu3l0yqukpBzF2z+IwZM/Y5B6C8VmFafP27IgmWeyHJajuuLl5UVwcLDDNkO5754fFsVy0NQAgIOmBnxUFEuYnwb+eBIs1T3BqfGbhSRJtGjRwuVQiLsshsheXPlEBkMQBMEDpaWlJCUlYfzvL0gtBZTJluZyvUNcqa8toLXPecwyfFHcg8d9EpVJnae7KQeUr1EBtG2nzLWw9DBVVo7I5BYa2Lb0BwynUvEOqMug5z4jqFFLPmAaFAB2Ix3ll6O6EtW+I8sL2rC8/nfMOT4UrbmY6UXDrPs1KhVGNDxacB+/+H/MuPxRhAb6E3NuGWQdUQ6yr+45OcXzZmRmI6g0TlkMkb24OogAQxAEwQOHDh1izpw5ZY86V+m5PYNOoZZk9hsb4CcZMMvQM+Akn3dwbmRmCQr2ALf4HSDg/BaCgoKQJIlzOXl0WyhzPv0A3gHBDH7uMwIbtfDoGnQDX1CGXsyltm06HY3Cw9lbVs5jYvjvTs+zNVZrT0hSU0yo+eOWCFRrHsNWHKysumf74Z5X47QbXlE36UVcXBxz585VziayF1cFMUQiCMLVp3xb8WrQunVrQvSS+2ENZMpX45SQMah0fMwgss3ePJI/ii+Le6CScDsB1F56ejr5+fmkp6ezd99+XnjlbWtwse5+HW/4fW09tp/+KF2K/8Gw/hPrNvvfnai0tOvQCVny/HtmaKA/S8bGcPOJT8BkcNxpV92zUqZSx+EVUyk9e/Z0u9pEuDKJDIYgCFcX+4mH9m3FL4bZiDptE3EBO5hb2NnNQc7DIzIS94bsZXjpQOplvYsJNbHaA9b972SO4v9SelNUYrRmLuxrVGwryzYUG0ysiV9FTvZ5fOrUY/DkBbQxTSTdbt6Cl8pEaHAdfLTY1rOUX51hNxSjGzCJvcDegorf+sPNjnNU35aG/j58/kB71Mc2wN6fnQ+0q+5J0xjn/fa2znMaXlH3eNyaxRDZi6uDCDAEQbh6lP9mbNdW/IJZApaI7vSsk8mSrELOljpW3JSQqacpBCTOGH1Qgg2ZAHUJwVIB4+S/rStMBko72JQbSje/U+hUEu3aRLJt+07ruXSxEx2GMooNRtZu2VEWXIQwePIC6oQ2ZSLOwxkqlYq2bdpY523o+j7usN9+Toanuu55nV6PrbN9jrsWK1U8ZbPzwWXVPSsMMPIyYM3rOAyvxE+H9sMrXG0iXHnEEIkgCFeP8t+M//n04s5nH7Cc/g81JuKCDzqW81Zp0Q6cQk6/17gt5Bj2tSByTd58mtnZYYXJnix/Psq4jqVZLdl6PhBZltHpXAdBxcXFrN2ynewTh/EJDGHw80pwUd6t/getnVUbh4d59NZeOD+FqdlTmJI9xbptZvptDK6zlw9abLQdeO6oMoHTotNI18EF2Kp7VmTlVOfhFVMJrPy/ClebCFcekcEQBOHq4Oqb8appENQE2g6r6JlW1pUixrI5HIdWwdEioBHkQGlgDF91eBNdByiNn4lsNjrMybghIINfzjThrFFfdh3ub5S/nmsF54Dju5QNCXNsGQa1lqKiItasWUNuTg4+gSEMef5zAho0cTqPpRS4has+JeWNOPA0bXy2AVAieUOgst2fQu5JeQVpXzYLTXYNzuwncDaNgYBwyD3ufOI6Ebbqnq6krHc9vAKwdyl0fajy4RXhiiECDEEQrg6uvhkD/PIYRN7k0VCJ40oRi86OhbDKyCotICHbnfers52p713K2UKtMsRh3w117Wx0/ZR6EfZDIOXPC2DqMoq1Mx5Wggu9ngF9+3Cd7jiHsQUYbc6vR4WZk+dtE1pVKhWhoaEM0h8gPj7eYW6H5RoiWzWnZ53TDs3N7En5mTgFRpYJnCM+V4IEV8EFQE46pCa6DxIqGl4B2Pa5CDCuIiLAEAThylfRN2NDPqx4AW6ZVelpLL0xyleVdFXXwRIs2PvnuhnKPtzXnahMYfYZ/n73YXIyUtAHNWDw5AUENGjM4XLH7Q/qAy5eJyYmhpCQEKe5HQAxvXtQL6gOqqO2bV5yMQvTyt/Uy00OtZ/AeTFzMDqNhOTvXO8DKDznfp9wxREBhiAIV77KvhknfQl9nnWo0eA0HFKmY8eOxMfHKw/KKmC6CiYqpdI6Zk10euuvklpjvYVbyoL7+AeQF3k7K2eMJTczFb1eT/+YngQ0aOzxS+r1emtVzvDwcPbuP+jQIeUfbXeG4NyYzSOW4KGiIKGyORhNY5Sf1ETX+1PWVZwBEa4oIsAQBOHKV9k3Y1m2pfjLuB4OceRq+KIiliWmSjdUx+fqej1s/V0bawtYLBmIsPr1mPPOGHJPHSO4Xj369+uHRueD6p/5xMT2Z11RS9tz1n9S1hHVLjhSaTH2msjyAmVehkalUrIYq97muq7d2RPUv0rvxUm59uzs+0XJbFhIamh3R8VzMAB867nf58kqFOGKIVaRCIJw5Wsao9z0JHf/pJmVFL/dN+fKWoV7whA/C8Pa2bYNslzloER5msyC+fPIPXUM3+AwXnplOjfccAO6AZMwX/+IQ3ABoOszXsmq2FXl9NH7OJ03NLwxMbH9adjIlgUxySpK8FImd3pKUkP7OIf27JRrz47GCwa9Xvm5uo5xv8+TVSjCFUNkMARBuDoMfkP5Vu2OpKJ0+/ckZWqtwyIOwyEu2LqaatDFOg6TGNbOdrjBAx734IjKXkdykrKKo7CwkI0bN3L27Fl8g8N4/eUpmEsNbluYOykbxmndth37yjaZZBVgZmVBK9AChbbDVxW0YFX9LwBczL1wo3zwYGnP/vc0rKtl+k3zrEx40xiIugP2LXPc7mkGRLhiiABDEISrg3+oMglx2+eu98tmDgXGOg+L2K/0KNerwymAsOMnFZCPBOZSDPEzUSGjG/CcR5faMDSUuroS0rOKWLc2npy8AvzqhTF48gI0mjQ2bd5Udm1lS1jt2rbbV/oE2zDOPrvzryrwrD+JWw7zWdwEDxW0Z6/UkLfgwJ+Oq348zYAIVwwRYAiCcPUY8g7s+kFZOWKv7Ntx675xhPy6yXmVSBVYghCD3QizbsCzVTrHmqJICto9xJpXRpCfX0B4XR+un/w5fvXC8D65Et3AFxxey4GpFK1amaR6IeYcH4qXXFzxQRov8GsI51PcBw9qrdKeffFIp/bslfIPhQEvw99TyzZUIQMiXDHEHAxBEK4eai3c5qLBV9m3Y7VaTVxcnBJcqLTOKz3UWtt2O95yIaWr3sIQP0uZwDnwBadjqiI/K4MV74whPz8fv5Bwrp+yDL96SgXODWEP2Q50M+TSrFkz9HplVYrqn/n09zlIX32qdX9ffSo3+h6mn/6I03O95GLrj2sS9HsRhn0EXgEVBw9Neyvt2S+k50v3cRDcSvm9qhkQ4YogMhiCIFxdom6DG1+F1S/jan5Az549WbJkCTmdnScbOhSlWvU2IBOkLubO4APMP93Z7Usa4mcqr2M3lOFO/tmTrJwxlvyzJ/ALCWfI85/jW7eh64PVWutKEctqE0mSaNOmDQEBAWzbtg3z9Y+wpsjxaesKm7p9/RLJu+IMhuVmr9YqwUNl80o8nHfi5GIyIMIVQWQwBEG4IpWUmhn95S5Gf7mLktJy9S9uGK/cKMHp27Eli+EZiZEhB+gedI56XqVIarubqVoLKg0+GlkJAsylDnMjXMk/e4K1744m/+wJ/OtH8OhjjxMtHaRlzhaXx+v6jHda8tq0aVM0Gg0RERHExsZ6+D5sJoY7N0mz0uodb/YXGjx46mIyIMJlT2QwBEG4+lTy7bhnz54sXPwMhTnZSOUmUP7j1Zp2xYfxA/JUeo7pGrKg8WJorCzIsLA8xwSEJLxU1mHVvfyzJ1jxzlgKsk7hX78xg59fwJmgBpypwtuSJIkOHTpYf69bty5DZKVwlklWeTy509IlpdSsIqmgPkZZA+FdIfohSJchfYP1WI1GQ3R0NFptDWUYajqIEWqN+C8rCMIVxZKtKDHashb2v3tpyxKzlm/HrkgSyZpmtGaHw5DGat9o2uoyeNx3C1+dascen1a8UNiRAZVc04jgg3x6upvbGhh5Z46zcsZYCrIyCGjQmEGTF+Ab1KDyN1uOJXthTyPJGGUJuVx4M+3Mk9QxnOS5Rj8BjpM7LZU/DhUHMudktPIgoxT+nefydadNm0ZUVJSSqREBgeAh8SdFEIQryrhv9zhtm7jYtkhz4YMdbTvStihZjJGLHdLwiYfPsMMYTCOVN3XtzpOr8We+/3tEqk+j0UicLm3Ckjrv8dWBBB7x2UhifjO+j1JalxsS5vBwvSR61jmJ2r+EJecLyXVxvXmnj7NyxhgKzmUS0KAJgycvQB9U3+37M2z+El2PB5Xf138CpcoEC/vsRXkr8ls5bXs9ZLbDY/uJnZYMRmuf84RoC8uyL+UKjtkt323avBWkbnD5WQqCOyLAEATh6mQqhT+ehJJc+P1JeGyzdagkPbsQtVrNQb9Ibig7fELqQwR7d6axJhcJ6OebQj8+QSXBYO1ujhn96e2Xyvdlx4eosunjn0Kp7EWiKZIbG2SztNwl5J5O5+8ZY5XgomFTpc7Frp+gz3gADBvmo+tdbvWEwa4qlsmx4+r1JycRWJpJidoXL1MBAIVmLX80XFilj8YSSqglmbjgg8zN7Fzh8WrMbj9LQXBHBBiCIFz2TGYziYfPkJFbxL031KdX83oYzbbMxZx7ovDSlJuzvnUeZJUt08w6DFvnQ4/HAYjfm8e9XdoD7a2Hf9hUqW75GBNZmBaDyu4LfaT6NHtMoajshiFy+rzEGF5ye825p9JYOWMshedPUSe0GYOe+wzNgRVKTQ4P+XhrKSq09RsplnXsPO+DxqDkSo6agnilcChS6t8ESoW84f8Xi6OUYY45x4eiMxcjSVS4aqRnwEmWZEXashhly28lja0UeMm/C+HcCZC88Sr3WQqCO5J8odVmrlC5ubnUqVOHnJwcAgICavtyBEGoxNLkNJ5cksTxbNs3+/BAPbPuuI7lu3IAmHdfe9vcC4C8DJjTBYy29ZsluiDGNfzNo9ccu/sep20yoFWZaOeby4SmKyt8vhJcjKHw/GnqhDZn8OTP8KlTQZOvcgZ770XS6Diens72nXus80SuK97Klo1l/VRcVRm1G9b4NH0g3pUV1CqTmNPImsWwFPlyZ2FajLLaZMJ2URjrGlSVe6jIYAiCcFmxb6P+77Es5iTsRwM0tTvGfFrN/xYWMPK6jq5PsnKqYxlqAKPt8aqDh3lbms8t3gd4JuJXAB4/dD/vp3UC4BNzZ+dzln2zH9PiZIXXn3vqGCveGUNR9hnqhDVn8HML8KkTXOFzysvOzuYf714Q1ApdrK0L6nbv7ugGdAdsdTHs2X9blPwbQXhH+O9X923sy/Ssc4ol2UbOFnuYXTGWOHWnFYTyRIAhCMJlpXwb9R5ujlsj3cCaI0dIefU21Cq77EXKetj7s/WhpWtoid0i0zal/3FXwA6HjqIft/qa4Iw3yCpxfZO1ZAa+qeDaczJTWfnOWIpyzhDYqAWDnv3MIbgwbPwMjAZ0fZXhBcP6T9CVzcewkDd8TGFUJFSh2amFZC6ln3EtD5x9F0b9AHWbw8EVDpkcNN5KJGKyZTfMKi2dfTJYVRxhbfAWE3yWfzq/BcC9+x7Bm0K6+J5RJnDIJqU7bfRo0VpdcEsEGIIgXFYsbdTPnHFdIUIG8lV6TmuCkLMLSTx8hthIuyWfmxxXT4yLWOV0joh2QxnHUKftkQEFbD5zYUOnORmprJxhCS5aMui5+ah3/Qx2kzi91GZKiu2GLVzMx5B6P07S2tnAPmVZaLk6HTd0j2bnzp0ur0Gv16Np0x96PW5bTtp/ml3PD6D/S4Ds0An1kLYdq86XfYZlQy+JWfWwzML4MqM1mEuZFrGZKH3ZUJWkgp2LRIAhuFXrlTw/+eQTmjVrhre3N9HR0SQmJlZ4fElJCVOnTqVJkyZ4eXnRokULvvjii0t0tYIg1LTKKm1KwB6fVsiS8s9XRq7dt3NTKZze5/qJbhgSbNmSzdkNlaEQjQ+6gS849hxJnOPmDJCTkcLKGWMoyjlDUHgrBj/3GT4BwU4rRILr1XdYfaGLGefyfLp+T6Lr96RTdVAfLw0NQ4Jp1ybS5fPaRLVn1WGZ0V/ts1U3dej50Uqpatp9nK3SaUAYrYuTCNEWgptSYRIy9bUFtPY5b9som6HTKLefiSDUaoDxww8/8NRTTzF16lR27NhBTEwMN910E2lpaW6fc9dddxEfH8/nn3/OgQMHWLRoEW3atLmEVy0IQk3r2bMn/oF1nW53MpbqmmHWbaEBPrYDVrwAuY5zJOalD2Re+kDeOXm3dZthva0hmn2hLV3sRKU0d78nna7JUFzotA0g++RRZc5FzlmCwiMZ9Ox8vAPqujz2bMs7Ku1V4qBcQ7W2bdqgUqkIDw+3Njuz0Ov1hDVq5HwOS1VT+8Zl9tvqt0WtkogLPgj2tTDMpRhWvY1h1dvIZiNxwYdQS2X/RSQ1tI9TipkJghu1GmC89957jBkzhrFjx9K2bVs++OADIiIimDt3rsvjV6xYwbp161i+fDk33ngjTZs2pXv37vTs2fMSX7kgCDVJrVYz6p67ypd+csheSEBEoJ6YliHKzuw02OZ+0qFJst2sfdUGt8c5X4ytw6ohfhaGtbYhmOwTR1g5YyzFuVkERbRm0HPug4sLoRswyXqj12ycQ+NwJbBSqVRKZU0LlZY2Ue2RJduod4nRTEmp8uOy54dlW6+nQDbTM+AkIdpCpHJhnQTU1xbRI8AucCvrTisIFam1AMNgMJCUlMSgQYMctg8aNIhNmza5fM5vv/1G165dmTFjBo0aNSIyMpJnn32WoqIil8cLglDLzMaqbbfTu1cv9HWCkFVa63BFniaAY7owa+DxQVy0bYLn4lG4SvGPi1jFuIhV/F/ot9Ztpb2esv5un81wxZrVKLvZYyzCED+L8ycOs/JdJbio27gsuPAPqvR9XahGjZuyvKANf+RFYpQlhyyGbsAk9gT1d+hFMnHxPsZ9u8dW+dRViW+VRplD0W4EapWKuOCDThU9ZSAutiNq62bH7rSC4E6tBRhnz57FZDLRoIFjPf4GDRqQmZnp8jlHjx5lw4YN7Nmzh2XLlvHBBx+wZMkSHn/cfcGXkpIScnNzHX4EQbgEUjfAjGZwbKNn28tRq9U8MOoeh9vdPp+WyJKK8EA9S8bGMLxzY2XH3mVwavcFXWb5VRwVHlsW6GTn5PH3jLEU556jbuM2DHx2Pt5+gRf0+hUxrP8EVFoktY5WrRzLgTtlMSpTUVA3+A1Q66xZDPtALSAgAHOzWDaYu7Ahp5Hy/6Xt2LJlC6WlFXePFa5ttb6KRJLKRcuy7LTNwmw2I0kS3333HXXq1AGUYZa4uDg+/vhjfHx8nJ7z1ltvMX369Oq/cEEQ3HNXpruC8t3llZSaie52A8G//EFe2bZpD9xOeJAfvZrXQ+9l98/X6pfdXsq89IEAZPpE8nK9jwEY6HuEE2mpJO/a43K+RXmG+Fmg0qDr9yTnjx9izaq/KCkppm6TtgyaNA8vvzqefS5VZB/8SOoj1t9NsgowExremFg/P/x9DyJJkkNH1VfPPIZuyGsQ2onze9eiWfEM/nEfue4j4h8K/aeh/nuaU+nw3NxcPp3/GRCq/GQCh5R+LNYmaILgQq1lMOrVq4darXbKVpw+fdopq2ERGhpKo0aNrMEFQNu2bZFlmePHj7t8zpQpU8jJybH+pKenV9+bEATBNVdluiva7sK4b/cwftF/5LW/17pt3YFCvttymvHfl60UMRuVuhfZx9yex9Lky8tsG0pVS2aaNm6ETuP6y4xLksS59IOsnPEwJSXFBDeJYtCz8z0OLgwb3L9XT9gPf6wqaMGK/FasLIikbt26aFVKV1W1ZCuotanZM2w4eI4N69YS/18WK5tMJW/5Kw6rUhyUrSzpGXCSerqK56hIkkT9+vVp3br1Rb0n4epWawGGTqcjOjqaVasc16ivWrXK7aTNXr16cfLkSfLz863bDh48aJ1V7YqXlxcBAQEOP4Ig1KC8DFjzOrY0uwxrX4eMZNfb8zIu7HUsQy2bZlMqa9iS11BJ4bv5Sc7xtz7VKEuYJTVt2tkqgVYUAOgGTCK/+WD+fvdhSvLPE9y0HQOfnYeXbxX+PXF3Y6+A/RLa6mDMPeU+qCtbWaL29ufO226u8DyyLBMXF4da7XlfFeHaU6u9SH744Qf+97//8emnn9KjRw/mz5/PZ599xt69e2nSpAlTpkzhxIkTfP311wDk5+fTtm1bbrjhBqZPn87Zs2cZO3Ysffv25bPPPvPoNUUvEkGoYUsegn2/KNUeLSQ1+IdB3knn7e3ucFlyuqTEACoNJUazc1MzUymq+b1ISsvD6FWPE9ml/Hq+ZcXXZdenwxOG+FlgLkU38AXOpe3n75njKMnPJrhZOwZN+hSdXvn3w1U1zgtVmjgX2WiwDdts+JCBAweiVqsdhj8G+h6xZis0kuf/hA84Mp0g01lrH5G8vDyMxnJzM8wmZElFamoqX375JefOncP+NiFJEiEhIcyaNUsEGNegK6YXyd13301WVhavvvoqGRkZtG/fnuXLl9OkSRMAMjIyHGpi+Pn5sWrVKiZMmEDXrl0JDg7mrrvu4vXXxXIpQbgslCvTbSWbINfF8KS7ktOpG/BaPBJGLoYwW7FwL41KaWq27TP2nTjHnJM3OJ/TBQmZuroS61wOj6g0YC4l86f/Y238KgwGA/WatWfgpE9h65cYLBkJV6sz3DCsnV3hnI/GYSEcS7UN97Rv166sS6wM2IY/1JK5SoGFg7I+InmDPmDlyoqbtjVr1oysrCyHbSJ7IXiq1id5jh8/nvHjXUf/CxcudNrWpk0bp2EVQRAuE7sWKyWkK2mu5UBSYU7+nvWGSDJyiwjz09Bn1ZNIlomgY8utNsnLQF7zOq19ignRFtrajLuj0iIDN4aeZlnZpv76o6gkMyZZxdrC5i6fppZkzmTnsnZ9IgaDgeB6IQyc9Ck6vb81uKhKRkS5lor/yW3Xrh1nMk9SuOpt9Ho9jcst468WZUGdsc29lR4aHh5OSkqKNYthyV706OGuQ4wg2NR6gCEIwlWk00hI/q5qz5HN3J3UmCWrVwPwtE88fXwPKxWesg7jtWMBCx+0LUVP/vgx2peWoJFkpxUPrliCgGV229a4CSrsBdStx48/fI+hpISQFp248ZlP0Pn42Q6oQubCei193S+p73h+Nd6NGxMVFcW2bduIiopCZdfETSPJ3Op/sMqv6ZKkgkMrgO4VHqZSqbjlllusw9QieyFURa33IhEE4SpSVrTJqYmXpIaACMzltpfKKr4v7sqS80o9i1BVNq/7/oZtpbrjRNB533xO55y1aMrmH7irPnmxzqbsZcH8T5XgomVnp+DCXTnxixEREWH9/9jYWCIiIjDKEn/kRVqLa1Ub2QytbvLo0K5duxISolRLrV+/vsheCB4TAYYgCNWrrGiTA40X8Z1nUmx2/CfHgIZnC4ZbH8/y/RkdJodj5LI5AwajEe8jK8nyasJ578ac925Mrk8ENzXMcjtEIiETsOEt3k8fxhsn7/Po8s+m7OHvmeMwFOZRv2VnBj5dLnNRA0KPLCE5OZkdO3aQnJxMWloax44d43gFy+q7devGgAEDGDBgAN26dfP8xSx9RMI6e3S4ffM5kb0QqkIMkQiCUL3KijbZtwM3x05l9PIi7iwZxkzfn1FJYJZhWsFQMsyBAMRqDzDSO8npdFLZnIHf6I9v+7tYW26/uZkZn/NrMPVQ5nIZ4mdaq1bKSOT2foGnK7hcQ/ws0Pqg6zOeM0d3s2rWY5QW5VG/VRdufOpjtD6+F/2RWF9r85foejzouG3DfI6VlE0/NVsmjmqB9LJW7f0BW3EtUIZLNBrbP9/2v1dEYy629RGpvFq7Ve/evQkLC6N588qHlgTBQgQYgiBUv+7jIGkhZB2C4JYk1r2d49nr+JBYHvHeQDNtDuMaK5O1NTv2YDTL3O/9DyZZsnXstCepqJ+5jtMNnCc9qlQqWreJwtqkXaVFp1FhMBjQ6/WV3kd99D4UGWTOHNnFqvceo7Qon/qR1ynBhbe+kmdXTfngAnBo6W5Y9bayzcXkUftCW7f6H2Tz5s1uX6dHjx62bqu7foAtn6AxF+FvOAOD3lCCwPPn3T6/PEmSaNGiReUHCoIdEWAIglD9LO3AF4+EobM5eUa5zRtRMy5/JD/WWej0lK+Kb+BB7y2uzyebyWzYF1W52MMyLyEkLBzKCnUG6tU0bdme5ORkoqKiCPM7hFGWWF3guk6Gqcd4co7sYtWsRyktLqBBZDQDnvroooILw4b51sDBsP4TKFUursqrTtywX75fnkqlQqvVEhRU1nit9xjYvQCyjkFwK+j6kLLdbHJ7DkGoDiLAEAShZljagas0hJacAkCjkthkak3z7Le4Uyl3g0alpP43mlqzqDiaOK8daO1KXsuSGqndHQQ060b+0V0OL7Ei37EBGEDh9U+wD9ANGECE3wGkSupFnD68k9XvPUZpcQEN23Sl/5MfovW6uMyFfVaC0iLr0IchfpayTa1FFztR2ZYwx6nKp+U4H/8ATN0fBpTiWv6qQhb/8jfbzG6qgpYVE0v+M5N599VTaobYB3vdxsKsSIidimbjPGgytdL34unwiyCUJ/7kCIJQc8qWcsa0DCE8UM8AF2n2uzvZmmVN2jGC27x2obUrKiVpvCjp/xqLfzkLRDLE75DHRaZMqEC2zF9wdvrQDla9Nx5jSSEN23Sj/5NzLjq4qJCrwMBUqmwva0sPtiqibVu1oKzZOmrJTHvzPvTeWgoLq1h2vGlvmHQQ5vVWGs2tmoa/uZTBZ+ZhvOt7t0tuNRoN/v7+LvcJQmVEgCEIgsJsvKDaDp5Qq1TMjovmtx3ZFR6XYQ5kWsEwZvn+XLZUVYJ+0zDp6wNnq/y6rjIcFqcObmf1+48rwUXb7gyYOAeNl3NH5ooY1n3ssraFYe1sMBa5eIbn9Ho9YY0asafQtq349FGiorqxbds2x4NVZR1p7TrTlhhtQZpS/fRzW6O5skDH//S/cPBH6OG+PocgXCgRYAiCoDQOs5TmdtXO+wKZzGYSD58hI7eI0AAfhnQI4PlfkzmdV2zNXCSmpvL6rR2p5+fN4A69CPPrC6t3QdYhSoKjoMtY1h06YzunrMJkKiUzM5P2ZqWLslHSsj9QKTXeJjsRjVyKpFKxu06sy+tSgovxGEuKCG17Pf0nzvYouHAKKMxuppC6227dX4pm4xzatGnDdlACBPu29WotbaLao1KpHIpr7Ws4gnCzmX379lFYaIs8XM3tsPRvAVgYF1Ku0ZxFWZ2R9sOViZ+CUI1EgCEI1zpTKfzxpJI6//1JeGyz483uAi1NTuPJJUkcz1ZuhBqVxL1d2tOveXPu7hbCD/8qQcPu/7sZvVe5f4q8P4DFIxnn+yksOuCwy7qaok4b66oLdP7o+ioBxq6du8CgLPsMbXSSkJAQcgoKyWh6GwCZB5KI/+BxJbiIukEJLnTenr2p8p+LWoshcR66mHHuj3MzXyIqKorw8HD2BDuvjNHFTmQPsCcfp+qdKpXKWu3TYyungslNC/ayOiOuGs4JwsUQAYYgXOu2zrOlzrMOK+28LzJlvjQ5jbgFiW7ra54pKLb+bnTVtsQyQfSrfS52umCfMbD7PeNEGhkn0pT5DU0h88A24t9/HKOhmNB2N9B/QhWCC8pN3gS3XVQtEzjBtvTUnl6vJzw83KEUeFWEh4c7ZDEM8bPw0fsQO2Ag8YXKsJC18+yxDfCdiwZ0Fu4azgnCRRIBhiBcy/IyyqXOLz5lbjKbeXJJkvWMGpVU9v+2m+lrf+2hV1nXZKVbqAsqDfPua+/Qrh3KrbqwzD2Q7Cp5SpJ1uyQbra3GM/f/S/wHT2A0FBPWvif9nngf86b5Dl1Ry5f/trxWdS0vtWjQoAHHjx9HpVIx2fglxblnaKA3MbXBlwBMPf0kb9SfDShLcctPanXKYphLademE1q7j9LaeXavBw3oJBXsXCQCDKFaiQBDEK5lrlLnF5kyTzx8xjosAnBvl/ZOx1iCC3AxGdFO+ceAbdUFWFdd2LPPHjQ6/AMpKSlknkxn/eJxmEwmQsMa0X/CB6i1XhA70bpiw6Wy13I3mdPCsO5jkE0VLj21l5KSQkpKCgA9WmRxveYAJQZbJiXlTCHUV34/np6Oym5VjUqlIjQ01CGLUdfLxP2GLzEe9WJF/S8cX8yTBnSyGTqNqvgYQagiEWAIwrUqZT3sdZE6v8CUuWVC58/J7otAueIwGfHBjtbfC4uK2ZiazYmcQofjLdkEa02JCnTo0IHtyTtZv3GzNbiIiR2gBBd25zOsnW3NXtj/rvP2wVBccRdUoCyDYtejwy4Iqoher6eFbwGUOG5fmNUFSzeX7Tv32IKVsnPGxMQQEhJizWIMbXCSeoYT0O4OFo7o6HgySwO6fb8o/22drl0N7e5QhqUEoRqJAEMQrlW7KkidV5IyL7865Ex+Mc8s3e6QubBYtGMXZlRoVCqHmheunD9/HrPZzPJVy4kv6lThsdZAY+1skCSn7MF113VhX8o5Vv/9NyZjKeEdY+jZOQqfWBfzJjR28zDMRlvJ7oEvoHM+2vla3MzFqExUVBReJesA8JJt81Lsz1d+Poderyc4OBhQOq/6+fnR7dyHYC7rMVKe2ag0oDuw3PXSWY2b5wnCRRIBhiBcqypKnVeQMldWh2zjeHbldR76aA/ya8CnDMt9jM2mSJfH3N0thLM52WhP7iM+Xlkx4aOpWj0Kh+EIUyl6by2nz2bx3sx3leCiUx9ix89CrXUdLjisAtH6oOtz4XMuhvjsY7VDMSzL/AnbPBEJmWCdgYeK5+JferpK54+KirJODpUkibp16yKdV+qFOM2bsV9+7NCAznYlLp8HNVoXRbg2VHkK84oVK9iwYYP18ccff0znzp0ZNWoU56vQPEcQhFpmSZ1L5dpvW9p5u0iZL01OY8SCRI+CCw0m5vt9T6CqmI/8l6Ar30ikzB0LEnj59x1OExmH+B1iiN8h+umPVvg6un5POmYgVBrUajWz3p2BqbSE8M59KwwunM7nIhth2DC/wudEZm/EsHY27c+vQaPREBVln6mRoFw7eRmJ/o1KyPFpyrGA7hwL6M4J/87MPDWKT9IG4b/xHdtrJ8zBED8LQ/ws6+qT8jQBDaC74woXp+XH0Q9BcFk/Fsvk2OCWzs8DJTCZ0QyObazwfQtCRaocYDz33HPk5uYCsHv3biZNmsTNN9/M0aNHeeaZZ6r9AgVBqEGD3wB1uRuvm5S5yWzmkUX/eHzqCT4JtFIr387fa/Y9d3bq4PK4ezq1o17BcdLS0khLS+P48eOYTLa5ApLLZzmynyORlXWGL7/8ErPRQETn2CoFF+50vr5HhfsPBvYitvf1NIloBCjLSC3dTIN1JQRrih2O1+v1GDrdz78R46w/mxtPIKHlK5h0/txRx255rmU+h7mUO++8k4EDBzJgwADlp20wg4+9gf+QF51rdJRffpz0pdKTxCsABr6u/P/Q2c7PKx+YVDBZVRAqUuX8V0pKijU6//nnn7n11lt588032b59OzfffHO1X6AgCDXIP7Rc6tx9yjzh0CmyCtwUayonVJXN676/UeBVH6Oq8joTLbOS2ZZlexwTE8M/3lWvKHp81wbW/r0Ss7GUiC796PvYu6g1F180bJ/WdXBkr27dutbf7ZeR3trwNLIMX6dHWPfbD3OUZ1R5c0NABl/bbZMkiZCQEG688UbUaruMU1A/8PkAfrjXsQqru+XHE7ZbG9DRfazrIZAaqIsiXJuqHGDodDprcZfVq1dz//33A8pfLktmQxCEK0j3cZC0ELIOuU+ZAwkH3c8VUMkmGpWeRl22SmG89zoSC1uxN+BOANqfX4OkUhFcvyEJJW0A90s5rZMYC6r2No7vSmTtR09jNpbS+Lr+9Hl0RrUEFxUZ6HsEteS6voT9BEwzsCSrNYWFhW6HOezpKWHM+VnM3aZ8PjIQFxeHunyTN1MpLH/GuQqrJ8uPXQUXNVAXRbh2VXmIpHfv3jzzzDO89tprbN26lVtuuQWAgwcPVvqXRhCEy5Clnbe7lLkH6hmz6Z2/nR4FO+lRsJMdWYF8dbwZ27ZtY9u2bWzftpWkrVvIz7Gbp2WX+rdn+XZvmYMx0PeIdV9/N/Mxju9cbwsuogfQ101w4bv3p0rfi6v5FoZ/vnG5Xy2Z0Uiyy+6ulgmYWrmYEl1da+a3ouyFldabng+9QUhICAD169enR6jZeV6Eq2yDZflx+SWpluXHqYnuX7eiwEQQqqjKAcZHH32ERqNhyZIlzJ07l0aNlDHHv/76iyFDhlT7BQqCcAlYSnNX0OgstlUDt/vOaILIV/m4LQ0OSmbCfhjB3TGWLyqWG7d9hmBNYXNr4GGRnpxgDS6aRN/Iy0+NpVPBRqLOJzidv6DdnRW+vmHDfCh1MYHV1TaUKpt/5EXyR14kRlmZLdIj7UMGHJnOgCPTGXxoCgCbG08gIiKC2NhYIiIiXJ7LRhmmKlTX4aabbgLgpiGDyF31NuelQM7/9Sbns86Ql3nUdbYh6QtlmbHLU5ctP3blYgITQXChykMkjRs35o8//nDa/v7771fLBQmCUEsqWZIYG1mfYL2OrELneRgqSWa3TyQ9Cna6fX5UVBQ6tcSt/gdJS0tjm4tCVPbf7k0mExkZGUqvkiBb2/W09BOoMNOedPb89x8JX36B2WSkSddB9HnkTfLytpO0dYvSf2RArGfvvUz5XiOuttv/Xj5z0Tt1Jg0L/nPYdt67MWDLaFSqTgR5UaNYuXIlsiwTGxtLbl4B8fUegnplx6xVamcMVgfib1/bwlgCBVnuy4JXVLHzIuqiCIIrHmcwcnNzPfoRBOEqZDaiVqmYP+p6p119tAc5G/wcEb6FaH3ruHx6+XkH9qssQKkLodfradgowpoROHMum63bdrB9+w4M6z+xHpu8ex97gvqzPFXim7Lgomm3QfQZ9xYqjZYd3tcrBbLKKnQaEuZYn2tY/4nDuSriqklZeSbZ9k9o28wlaIz5lEiOk1oLtR4EFfb6PGdtAGetcyG5XktjlMoNA8kmSF0PTftUafkxoNRFuZDARBDc8DiDERgY6PYPOYAsy0iS5LC8TBCEq4BdsabhnXvx89gYJv60jRM5RQ61Lv6M+IXkrrOZO895DkP5eQflm3XJSE7H1K1b12WTMV2f8RxLimfdp5ORTUaadh9CzMNvoFI7/3NWvnlZVStuWsuRq7XWipoNU34hs9ntgF3reOB9vyngp/y+MM32Td8oVXGJbGjFFUwrJanAN1hZfmyf3aisYqe7kuKilLhwgTwOMNauXWv9XZZlbr75ZhYsWGCdgyEIwlWofE2ExzYzvHNjbusYTuLhMwQkzyPyP2V1iX/+MXpq9vBtYF1ys89Z61e4WzVh36wryEdFw0YRDhmBvwtbu7ykY0mrWffp88gmI82uv4neY193GVxclMSyrIeLYZy0o0fQNavel7On0WgwGo2VH+iObIauY6FRV4+WHztwVVJclBIXLpDHfyv79u3r8FitVnPDDTfQvHnzar8oQRAuE25qIqhVKmJDzfCT/XCDjHrtq9yjD+OzbFslS3erJuyzGAW9J/O3cxsTJ8e2rWbdvLLg4oab6T3mtSoFF9alsSqNUgrbLjMBZV1RjcWVNiqzZDZ8/AMwdX8YsC1ZjT36lsfXY69ly5Y0bNgQo9FYheHmclll+2xDxPUeLT92UIW6KIJQGVFoXhAE1yqrieBiSaNsKqGPXyo/aVqQbfSqtOaDpVbEJg8uJ/Xfv1k/7wVks4nmPW6h15jXUKnUlT/RnpulsfYswzLy+tmUlpR9kzeXupyTUT84iIyy3y1LVr3Kt0b1kEqlcmjD4NmTyv0Tbp9tsCw/XjyyasuPPayLIgiVqfIyVUEQrhEV1URws6RRAtSSzD31lJUUqf6tnLIXJpOJ48eV0uDp6enk5+dz65GXK7yU1K0r7YKLWy8suIDKm3eZbUMTpaWVD1McSz1m/f14ejppaWlsPR/IhpxG1p/d53QezU07ePBgpcc46TYWWxbDRbbBg+XHTqqhLoogwEVmMCqa9CkIwuWvfNv1mJYhqFUqWwBRnqUmQlG22yWNebr6tK+vZqJfKm9o+mGUJVbkK8tMh/gd4vy5c2zdutX2BI0Pu/pNd3uNKVtXkDj//5DNJlr0GkbPB1+5sOACHAIIS8MvQ8Ic2zCJzrayxeHG6i7jYZfZ2F62aRsRgGOti5iwc9aiWdVLUrIMFWUbLqQjqiUwEd1UhYvg8Z+e4cOHOzwuLi7m0UcfxdfX12H70qVLq+fKBEGoHm7abitt15M4nm2b/BAeqGd2XDTDj1VQEwGg6Jzb4GJlK9schAcAY7nqW8HBwej1emvLgfIrPewd3fIXGz77P2TZfPHBBShBg0rj9jV1vR62/W4/N6OCJatarZbSUvdDLnqNmeLiYkwmk2MfkWqg+Xcu3PIa/PaEZ9mGqrRgF8GFcJE8/hNUp47j+vb77ruv2i9GEIRqZrfE1D5NvjQ5jbgFiU6VN09kFxK3IJGE2wfQR/7O/XnzT0PUHZj/+w2VbCJPpzQ1y9U1tB5iqWxpvzLEJKtAgjZR7dm+fUeFl350y3I2fDYVWTbTsvft9Bz9MlJlJbYrYR80VAe9Xk+jRo04dOiQ22MKjSr+/fdfYmJiqiWL0S19HgGGTDTmYvxLs+C/3zzLNrj5syAINcXjAOPLL7+syesQBKG6uVhiilqLyWzmySVJLst6l60b4L4EFamdh6Pa96tz6WiA3BNQ7z7MkpYCbbBD1sLCMixiz1o3IqgVugH93V760c1/smHBNGTZTKuYO+jxwEsXHVy40jxnK0frdHe5z10zNntRUVGEhYVx+PBhZNl1oXQJmSCdSWngVg0CDJkEFafZNuxZAtGjK66y6ebPgiDUJDHJUxCuVq6WmAKJh884DIuUJwPp2YVsafm0UqzJ3VGb55DedgylUuXt2KviyKbfbcFFn+E1FlwAboMLQFny6WbFiYRMoJdMeHg4Go2Gpk2buj2NjMTQhhmVNzi7UBX1F7Fw82dBEGqSCDAE4WrkbolpXgYZua4bd5V3zBig1ERwQzaW4JN7lDTZ9TdzS1OyPvoUp33uynUf2fg7Gz5/EVk2E9l3BD3uf7HKwYVh3cdVOt4dXd/H3e6TkWgdUGxdDRMUFOT22LpeJqIDs6vlmlxfTCVlvCv4syAINUkEGIJwNapgiWlogI9HpwgN8FFqImhcZygk2UTD9L/YbGjqcr+lG+r6Queyl/Yluy3tzw9v/I0NX7wIskxk7J3c8L9pF5S5sAQGhrWzq/xcJyqtdbUJKq3S42TgC6DS8s8ZH1s7+u3b3Z7ixrAC1NW44E5jLrY9qKy/CIgW7EKtEdOEBeFqU8kS05guDxAeqOdEdqHb9uohvl5ERwQx+uv/IGwV89IH4iUXOx1nluFWrz38w61O+yyTPCuj6/0IhxJ/YdPCV0CWad3vLq6/d4o1uDBsmG/tYGrY9AW6ng95dt4KVqd4ylJ0y5PGZ97e3pSUlDjMxdDr9XQMPoOmxPmzc6V37954eXm53ll4Fs13w/E3nLZtq6yMd2XLjSubuyEIF0EEGIJwtamk7bZ692Jmx71A3IJEJHAZZJwpKKH9m8vpV0krAJUEvpLrypWuJnnaM8TPQjdgEocSl7Fp4XQluOh/txJc2NXYcWihXlu1d1Ra9F5qrFU0XNTIaN++PVlZWaSk2IaEoqKiUEvH8DecZvChKRhV5bJBkgoiB0PfKWg0Gvz9/d1fQ1AQxIyrWhlv0YJdqEVVDjDWrFnD0qVLSU1NRZIkmjVrRlxcHH369KmJ6xMEoao6jYRkN0tMy8brhzdtzJKxMU51MAA0KuUmfibP9q3bvgW5fSaj2KRmR04AaWnKqgYzKvYEuV8d4sBcyn/zHmXrP5sBaDPgHrqPeoHSdR+CLLvMQOh6PFjxObcvgutGWh8aNn9pfY51VYjG22l+havMSFT2OpKTtqEbMAndgEnY1/UsXyNDp9MhyzLBwcGcPHmSkpISa5l0rxNKAOKQebDXeZgSPHiiqmW8PfizIAg1pUoBxqOPPsr8+fMJCgoiMjISWZbZtGkTH3/8MePHj+fDDz+sqesUBMFTHrbdHt65Mbe2DyN82i+cybdlIe7t0t7plBPDf7f+bmlFbpbhUHEQnx9vAseUtuuotNblp4a1s102FAPw3/A2Ww8fZuu//wIQ2boN3Ue9oGQu3Cz39IhdcAHlApKyPiS6vi5awLsYdgkPa8jBvVoqLxgOBoOBpKQkAPo2LGBdpi+3Ninmht69aNhwOCx9BPYtc8wkSCpoN7xqbdCr2l9EtGAXapHHAcayZcv48ssv+eKLL3jggQesKUyz2czChQt57LHHGDhwIMOGDauxixUEwUMett3edDTLIbjwRKlZRVJ+fYyyGjPgpzaQL5dV9LW/4ZX9G+Ht443ltmqZy/HcMT1b/80EIDIykuuiu1n/TfF07oR9Z9TqmG9RnrXba/wsrruuCw0aRRBf2Mrxte1IyIRoCxnjv54bvYNo/r+vkcIaKTt7TXSeCyGboeeEql9YVct4ixbsQi2pUqGtZ555htGjRztsV6lUPPTQQxw4cIDPP/9cBBiCcDnwsO12enYhD0R3AGDDwb2YZZlNB3djRoVapaJHy7YANEj9mldU36CS4FBxIHMyoh3OoxvoIitQlrUoP/r/6b8GZsYr7cijBt1H17ufpXTNe9aJlLqBL3j2Hu06oxriZyk3XLXWcYXK+k/KjjOilsxU3nIM1Js/YfCN/VFJKmu316CgIMfnmpzrY8hIxAUfQqMy0+LhLx2zAxvngNOMFwk2fQgjPvfs/dqrShlv0YJdqCUerwHbvn07d9xxh9v9I0aMsKYIBUG4DHQfp4zTg9vx+ob+tiWrr1+nY0ZXHW9Ge/F2tJbpnW03sS7te3BQ1RwvuZiW3tmo1BKS2zUozqZnT2J69iTe3RXEY38qczhu7xZB17ufRZIkdD566xJQw9rZbmtZGBLnuX4Bc6nyDb20XI2P0iIwFlJHlc89oakAdNo1HUP8LIdaHIbNtkrFrdu2wyypMcoSkiRRt25dF40dHd+7hEx9bQE96pxSlo0262vbaV3JUf7zkpWVHKmJrt9TdfLgz4IgVDePA4yzZ8/SqFEjt/sbNWpEVlZWtVyUIAjVoIK22yWlZkpKzXRtXNe6zSSrMMqS2+Wlr5UMI9vszeDcCWz07oiM7ThD/CzlJ2GObVvCHNqfX8MQv0P8GzGO6bsjePHnAwD0je3H9XdPst6464eF217IbASj87JOQ/wsKD6PYdXbSrbDXYdTJxK3h52mR91sJrc6zH31DxKsyXcY4rCfq7EvsC8r8ls5rYLRSDK3+h/knv2PO3ZlxZa9UGt1zkMPlpUcLi/Ngyqc1UG0YBdqgcd5NoPBgE7nrmwwaDQaDAaD2/2CIFxapaWlJGVqMPb8FtJlzMfWc+BUHtlFBvaaWjgdb+0TAtzqf9B6Q7XYbmxCvex3MaFG0pmJLtqHl9mgBBqWm71d6t7bx5vG4WGoJJm//vrL2s+o/U2jaRL3FPvtsgKnmw61/q7V+1Na6jy10lqTIn5Wpe3Tu3TpwoEDBzCYS9Hr9eRcN4E1ZXU1DgPNvNLI2r6zkk/Qta5B2fyVEcwZow8gWede9Ag4CZ3GOA89XC4rOUQLduESq9KftBdffBG9Xu9yn6X1siAIl4dDhw4xZ84cl/s8nudQjgml3bgsqRgUnE7CmYZuj20TGYlKpWL58uW24KJ9e66Le8rFkION1OMR3H+VKaPSug04dN569tYbDPUGQ/wsoqKinPqAhIeHs2/fPgrjZwISqDXoYpWJogN9j6CW3LSpB9QSxNU7yNzMzoBd9kKSwVDg/ITLaSWHCC6ES8jjP219+vThwIEDlR4jCMLloXXr1oSEhHDmzBmnfYb4WchAoTaAoD4PA5XfWFWYABVqTMRoDzOmznb2ZsdyttQHWaVDUmnQ2q3mCG3UiN/++INvvloIKEWn2rdvT+ma95QDXCxf9Yha67CUNaJxBOmpR62P27Vrx96y32P6xFAvqI7ze7GsENm2zfn0khmN5H5+icZcTM+AMyzJiuRMqV6ZexFwUtnZ5T7XTxIrOYRrkMcBRkJCQg1ehiAI1U2tVjN8xAjmffqp805zKRKwR9cESx3Hym6sa+rM5l1jZ17z/Y1NpS2QgLhg5Zu8JZtgb84vW9i2eCEAd9xxB0FBQRQVFbkc3jCs/8S6+sNv72IkSUVe1F0ur6N8UBLVoROnMjMxGGV0GomG4Y3ZW5ZQDQgMxoQZZJzemzWLUViIj97HYZVIt/R5BBgynV5bYy5WCmZJtvceF3wItUpVcTZCrOQQrkEiXyYIVzFTSEvyVT74mouwH5SQkAnUlHBSV992rMlEZuZJzGbXWQz/HB/uljeiM5tQFReyqTiMQnUAOm/nYdO9K75i249KpqLjrQ8zcuRA0tPTXWYMlBe3BR3nMk8AoIvy7D2uLW4NMa2twyrxdqO15eeV2LPPYrRrE0lju/0Bhkw05mKn0t5GlTfnvRsD0ElbzGu6DTT3zgGNvvJsRFWrcArCFa5KAUZRURFJSUnUrVuXqCjHv/3FxcX8+OOP3H///dV6gYJwzTAbq2+MvOxcpwoM7PaJpEeB44RGGYm76+1Hp07g+JET3N25FWfOZLF161a3p9xGBBBBTEA6ibkR1u26gY4ZhT0rviKpLLjoNGwc9/ZpTXp6OrIso9PpbJPByyZkKiex68Gh8XZYRWJYO5vrb7iBHT7XV/1zqIR9nQt7hdq6bG5ceRGswYemIBk8zEZUtQqnIFzhPP7X7ODBgwwaNIi0tDQkSSImJoZFixYRGqr8pcrJyeHBBx8UAYYgXIjUDcqNZ+RiaNLr4s6Vsg5+uA9GLiY0oCXHdGF0KDpozWJYVj30CjhJNL8zwTAWgODgYLy8vCgpqbiyZ2JuBHXUxeSavByWqgLs+etLkn76AIBOwx6l8+2PscODTqQOyz7NRofgQ6/XExIcCGWZCcPa2SBJ1qES+4qe5UuTR2WvQyWbkFQqTPoGqNVqh5e11LkozyhVOs1UOU7lXbVshFjJIVxDPK6D8fzzz9OhQwdOnz7NgQMHCAgIoFevXtYmR4IgXCBTKfzxJJTkwu9POpWgrpKjCfDN7dZzxTQLpFGQH3t8Iq2hgMOqB0mNudVI/siLpE/KDO4MOex8TpXWWgQLlYZ6umLuqbffGlxYamAkfzjGFlzc9hhRdQzKCo+KaHyUH53dMItODzp/62u2iWrvuArEbHT8jMp+1/V7UpkLYjcBNDlpG9u3bSVp6xbOnTvn2WdYFTq/qmcjRHAhXCM8DjA2bdrEm2++Sb169WjZsiW//fYbN910EzExMRw9erTyEwiC4NrWeZB1RPk96zBsnX9h5zGVws8P2RpqZR1GvW0Bs+OiaeqbT4hWSQHYr3qwn/gYVJJOz8DMCuvdgETTjr2JCjYSoC4BZDCXsnd3Mjt3KPMrOt8+nsFRda0rJmzBifNNWNfvSeWn18O2bb0eduh2GtaokbUmR8fzq6tQYMtGr9cTHBxc5edV6v7fLz7jJAhXKY9D6aKiIjQax8M//vhjVCoVffv25fvvv6/2ixOEq15eBqx5HVsZaRnWvg7th1d9hcH6d6HQvpqucq7hE4ZzXYcU0vYe5NOyVQ9GlRdGHNuwF+FNsboO7Tp0YkfSv7aAwO7buc5Hj0mW+P1cS3JNXgDs3buXXbt2AdDljifoOPRhTgGkVZK98NDxk5moZBNms0xeznkiIyNJTU1VhlBcXCOSZMuclAUjrmphVAuVuvJjBOEa5XGA0aZNG7Zt20bbtm0dtn/44YfIsiyanAnChVg5FUzlKuAaS5TljFVpgpWXAYnvOm8vO5fW24+YgBM00uXT3DuHByOc+188FWFrya7R7EDVz3npKT0fU2pM1B0AmW+zZ89udu/eA0DHjh1po8+1HavSWDuqAo5BQNmN37DuY4dshSv7Au36epQlIQyHlQDC1fJY+2WshlVvo9frCQ8PdzquIhpZVCUWhIvlcYBxxx13sGjRIv73v/857fvoo48wm8186mq9vSAIrlmbYJUjm5QmWNGjlSqQnlj6sG1oxMW5GkpaJAla+OR4dLqOHTuyp5Jj9u7daw0uOnXuQlS7Do7ZjnIt1B1u/JYMg31lyxpSlexFt/R51C1OdVqeKghC1UmyLHveEvEqkJubS506dcjJySEgIKC2L0e4lv06Xml05SowkFRKD4vbPnHeV17Kevh6qNvdMsq8R5VdMuGsVwRGyRuD5MVLIXMBePXMYxSoA1muHgymUrYn70aWZYdVGZYVG7t3JbNntzIs0qlTJzo/+bXHb/tCGNbOdmjFXtHKEes+QO+tZdCgQR4HGD3SPqRRXjLnvRsT3+LlSo8fMGCA0xJXQbiaVeUeKqYzC0Jtqa4mWLsWI+O+fbqE40hFnq4+CS1fAVA6p+Yr2zc1e4bzZ0+TlOi+fbhsNvNfno81uOjcubPTsKk7hvWfOKz4qIoKsyHll8GaSq1DMLc2yKLLic8o0NZjX8MRlb7O5sYTGHxoChqzczdXV8rPS6s21VkTRRBqifgTLAi1pZqaYJk63IPaXaCCkr2wDzAqSv8HBwej1+tdNi+UZZndO3ewd3cyAJ2vi6Zt23aAY6lvd6zZB7ulq/bPM6z/xOG4C+Wj96EoX+miauh0O/9WcXKnUeVNUHEagw9Ncf1Z3ToHwjqj0Wjw9/d33n+xqrMmiiDUIhFgCEJtqoYmWInG1mQURxPntR1tuX4b5YOL8sq3ZEdy0QTMXErJ6pns3pnM3r27Aeh6z7O08s67sGBA6+N6e2mRw7d2w9rZyudit1LE1TAIgI+XhsG++1GpVKS1iWTbtm1VXjliMpnIyMhg6/lAfA2WgM8+8JPQNO5GdGRvtNoaqsJZvibKY5tFxU/hiiUCDEGoTf6hEDsFVr/MhTbBysgtYlLBCG7z2oUWxxoRklQ2DIKEpoJOqfbsm4CBkrnYm6uzBhfd7nmOqEFuuoa6YZ+psA9Kygco3nofnK7SVd0Lu2EQUDqoWoIJd+W/K3Pu3Dm2bt3K1rKS6C5lGJg28JBTq4Rq46omSo+KV9kIwuWqBhaGC4LgsdQNkDgTAhopjy+gCVZogA8Z5kCmFQzD1ZRt2e5/PWFpAgZKcLFz5052/6ksme0+crLL4MKQMMfhd0P8LCUDUUVtWre2XYeEkr1wUaALlDLfgNMyVEv5b6mi1I0LluGhiuay1K9fn9Z211it3NVEycuomdcThBomMhiCUFvs0+FeAUrDrwtoghXTMoTwQD27C8JcDodYhk0swyXmcvdPy9CAfRdVWZbxVZWycfse/vtvPwDdRz1P2xtdTzzV2debKpddAPfzKixDHboBk9ANmMQ+u32aWNvETsOqtx2bowFNmzUjJSWl2opo2XdXdUUG4uLinPqZVJvqqokiCJcJEWAIQm2xT4fnnoCBr13QpD61SsXsuGhyfvgUsyyhkpy/gZtkyJO9CZSKSTM7lsy2DA3Yk2WZ5OQ97N+vBBfX3zuFNgPucXsNDUNDybQ8UGlcFsByyUUw4l7ZEJJKi27AJE4AMU22Ui+ojofPr1x4eDgpu7dwrkTt0MhNkiAkpD49evSottdyUJ01UQThMiGGSAShNrhKhye8ecHp8OGdG9NiwCMugwsAtQQvFdxKttmb1wuHOOyzDA1YKMFFsi24uO//KgwuDPGzSEs5gmHV22WZBltnVMPa2RjWfez2uboBk0DjY22Y5jzUMtNu1YlzeiYoKKjKQyEVUalU3DL4RqcusbJcw9mLXYuV2ieuSCqlXoogXGFEgCEItaGidHh59q3MXcjLy+P8+fN0iO5PVrvRZPk047x3Y+tPnlco5nYjGP7Im6y4ZSPPD2jj8HyVSmWdwyDLMjt27LAGF127dqW5fNzp5u+SSgsaH8fshVpbaSnw8IhwJYthLnXukmo24i/ll12nGlRa6vrYhnI6nPgWoyyVTWStHjcMuYuQkBBr4CJJEvXr12D2ApSaKK4KrkHVaqIIwmVEDJEIwoW60GJIVUmHV1ITIS8vj5UrV9ptiYHmzqn0wb2vI7ZhA6AB/PoebQ/HY5RsXVM7+TfkZVUYO0+ZOHDgAADdunWjZcuW1iEML2+vCqeKuuwL4sEy1sj2nTmblUVJYRGyXTAlIROiLeCO4EPMy+yMZsBzgLUuGADv1plu3eCw3LYCPdI+RF1awAv1vwDgbfVsvIbOBLDWtoiLi2PuXKXCqSzLNZu9gGqriSIIlxORwRCEC5G6AWY0g2MbHTabzGYSDp5i0bZUEg6ewmR28a3U03R4aZFjTQST81wFo7Hi7Ib1OC9lyWZJqZnR5x5lQoOf0JecJqg4jaDiNIJLMzh4cD//rVYKdnW7/gYluLATEWFbumkpigUok1I1bmpbeGBDcQvM1z+Ctt+T1omchlVvI5uN3F73MF3qlTK5w9kLPj8oPUYGHJnO4ENTaJSXTFBJunVfUOofBOXsISgoyFo4q2fPnoSEhADUfPbCYvAboNY5bqtiTRRBuJyIDIYgVJWbYkhLk9N4ckkSx7NtVTDDA/XMjotmeOfGtud7UiI8dQN8OxxMJcr2GqiJcN67CV5yEcWyjsl/ZpH0714Aeox+mabm47aAxqxUxYyMjCStrIK2Qy0Lu7Ld1U3v48XfkdMBGCIfAsAkq1hV0AKAgb5HUHtQ3yPAkElQcRolkrf1xyJXFcRza+sAu5h3X3u8tCrUarU1i1Hj2QsL/1DoP61smOzCaqIIwuVEBBiCUFUuiiEt9RlK3IJEpyGEE9mFxC1IZMnYGFuQUVk6POJ6+LirLbgArDUR2g/3+IZjlCVW5LcCoHuxEdP5HLLO29qpf639H5LZyOfL/+HAhu0gSfQc/TKtYu5wOI9h1dtERUX9f3t3HhdVvT5w/HNmhVEGEQFFcF9xyZtmQWruZmVWYqaVWnnTrGv7bqkt1/a6dNNMK+tmaWm2+ivNfSvFtCwrcUUSUxaFQLaZ8/vjMMPsgI6A+rxfr3kFZ5vvHLXzzHd5njNWd6Nk87uYEm/RftEZnUMyVn0RraylpJcfZ3BOYK0IKPSK3WW7f47aIhPjV3jte7Dpxz7P6dWrF7GxsbRq1apqHyQYek6EbfMhO+2UcqIIUZdIgCFEdfhY/aGufpp/F4aiYvY6vPx7KPcs3sbwrnHoHfkaAqUI3zIHcg94v/dp5ER48hvv1Sm/Wnvzw4KZ/LH64/LgYjpte1/jdVxofSuNYptRYvf9Ld4tQKiEbuu72C/yOLasxOexYxr9jl6pWs/BRYfmYC054nOfwV5EWMnRKl2nuKwieDEbdbRu3bpK5wWN3ghXvabNuzmFnChC1CUSYAhRHT5Wf6hlJdxnW8CN3OrzFBU4dLyQ9XuO0bdNpDYx1F93OMB3M3y/dxVzIjhWVNhU/1OsVLud7z/4N7vXfAKKwsWXJNHclu7cX7ImBVQVU7+7sSVOZtVJv5eqcnABeAcXgKn3xIpfyh+oZqUEFPjxuBWbzeY2ROFVP4WKIZDKzDk0CIBiJYQpcV967Z+ysCLV1/xbulZ6vTOiRS94aL9UUxVnvVqf5Dlr1ixatmxJSEgI3bt3Z32AUtGuNm7ciMFgoFu3bme2gUI4OFZ/uA5rADrVxpiQVC4zBl7FULZ/vfvE0J4TtW5wQI1sw9qI4Rz86G7UQImnPHMi2G1eh3zzd1u++butc56CJ9Vu5/v/PaMFF8AllyTRqkUzt0mkBr2+2iXVPelS32Ww5Q8ur59W5XNMfadgGnA/av9HefNIN94+2JycnJzTaofWmPLARS1yvuo0CS7EOaBWA4xFixZxzz338Pjjj7N9+3Z69+7N0KFDSU8P/E3kxIkTjB07lgEDBtRQS4Ug4OoPm6owLuR7v6casJH069PuK0LKu8NLDfUZ+Vcy0+e8RfPMb/3WwgDccyIc2ADvD6vWR1Dtdja//wy71y5BURQuueQSWrZo5nVcTNM4t9/bHd9I27wffF6zZN0sn3VHElo3x6RXMCgql9dP4/L6aQyqt7da7bVYLERGRlZ+YGUGPAmRbX3uejG5Ii9Iyg0JzLmpM3Nu6nz67ynEea5WA4xXXnmF2267jQkTJtCxY0dee+014uPjnevP/Zk4cSJjxoypmaVjQjgESIakV1TeK7rE5z4FeKLhRkLzD2obHCtCgE+PN8OSOZMlufGMDfkBW8CEUQp0Tta60MtXshiKvJdv+nqY67fMpfi7l9jw3CjS1i1BUXRckngpLVu2rDjRXurMmnms1XC3a+5ucClp1ot9N6t8KMVTTNOKZa0GRcWgqG4rPgbW20Pn3FW+C6WVtyNYdUZo3EWb22C2wqB/YzaZmN8/n/m3dMUaUtFbYDboMBu1lxDi9NTav6KSkhK2bdvG4MGD3bYPHjyYTZs2+T3v3XffZe/evUybNu1MN1EId47VH54TDxU96U2Hsq60nVcyawVoojvOY6bPXHomVGwrn+bT9d8z8aMtlKFd772iS9AHWhGhN1XkRChfyRJWcpTE9NfdDvP1MG/bujWp6fns27O7vOfiYlo09y5JXuUaIq7n+MnUubKwLV/lt/ObZdOgqDSLiyXU7DIc4KhNUr401rVK6mnZ+UnF3IakO7X/nkLdFyFE1dXaQF9WVhY2m42YmBi37TExMRw54ns2eFpaGo888gjr16+v8pK54uJiiosrlvvl5eUFOFqISvhZ/dFs1Kss7lHqMw/GxhZfYDjsPq/CXlZM0bLHySqomBi6trQdHxV1J9m8HaNHbgdVBbX/k+jCmnitZLGUBp6jYLfb+Pqrz9mzYY3Wc5F0KS2aBenBXU1eEzQVHR07dOAXH8dWp/fCsQzVL8ewkmNug8scB7NRV3sTOoU4h9X6TCLPQkWqqvosXmSz2RgzZgwzZsygXbt2Vb7+zJkzmTHDz6x8IaorQDKk67rB8K5xrN9zjMy8kzSxhtLb8Dv6/33jdRmjYmdMSCpvFfVibWnF3+f7C0Yw3PwzRtwDjL22RvzZ8BouA991THwwKCqDLb8zZ/ZsNqxdg6LT0/v2f9O0cLdbEi2TyURJSQkWiwXbxv+iXnrXKd8eX7TVLHZnmzw1i4vl9+UpFBZWBGb+ei9cc3vcU/ASEaWZmG35AZah6rTcIZJqW4gaV2tDJI0aNUKv13v1Vhw9etSrVwO0mgupqancddddGAwGDAYDTz31FD/99BMGg4FVq1b5fJ9HH32UEydOOF+HDh3yeZwQVeay+sMzGZJep6NvuxhG92hB33Yx6HcuCjgxdHzIZrdtmfYGTC24Gnv5c9iuwknVwK1/30xmXhHsX0fxrq8ZH7+G8c3Wu2Wk9Lq+zcYT//kf68qDiz63z6Rlz8udKzVMA+7HYrHQubM2obFx48ZEWOtX6RZUWvjMxYqC1s6VLb7odDoSEhLctlWl9+L3mOFsjZ/IhhYPkG+K9n2QMURSbQtRS2otwDCZTHTv3p0VK9wz661YsYKkpCSv461WKzt37mTHjh3O16RJk2jfvj07duzg4ot9T0Azm81YrVa3lxCnxZEMyWytPBlSJRNDR5i209vovozz9ZN92W3Tguzdthgisl5CQSX5u76w6T9eAYuv4QGbzcYbb7zBvs1facHFxOdo0XOI13EJCQk0b96cbt26sW/fPo4cOeKzxHrJ5nfdt9lKfa4cOVVxcXHOkvFmsxlVVUlPT3e+DqRncCA9g/SMwxVNUHXOSqplOj+BlqTaFqLW1OoQyX333cfNN99Mjx49SExM5K233iI9PZ1JkyYBWu/Dn3/+yfvvv49Op3N+03KIjo4mJCTEa7sQZ1xVkyGVTwy17/oMnUv+jDJVR6FqxKor5q36H9Ild6pzsmcZeib+PZrPrW9y+99jsKPnnfCF2MpKsR3dRzEVBbGKlRDMpXn03TOdAnMTtsZPxGaz8d///pcNGzag1+v519330uPi1qwoKD9p85uUFBZgMhlRO3Xk0KFD6PV651CJrxUhPpNpVVJG3sG1Xkhi+utYSnPIMzVma3xFgi1HL0ZqairFxcVs27bN/f0HPeJ1Xdc8H96hE9qyVEm1LUStqdUAY9SoUWRnZ/PUU0+RmZlJ586dWbZsGc2bNwcgMzOz0pwYQtSaqiZDGvIs6u9fg60iwFCBMEWbfNxO/xd3ha7htZMVeV3WlbajUfaL2NFzb+hKWilHuCW+PAldg4pLu2ajfPXojdhsNl5//XU2btyIXq/n3nvv5eKLL6bMpRelpLBAW5JaVOr1IK+KTjkr2Q5+e24G1duLisp3Bdowkmu9EEtpjt+Mm/Hx8dSrV48tW7Zw8mSA1KFVoegk1bYQtazWJ3lOnjyZyZMn+9w3f/78gOdOnz6d6dOnB79RQgRTWBOU/lNRl09FUbQVIXrsOOYy6xR4pt6XLOMSjtGA3JPaBEwbeno0KOb5kK9RvBN2eimzqT6DC08hoSEUFQTIFlqJXxsOwBQgyV2g6qaBVnsoikJkZCSdOnUiNTXVbZ8jLwZ6o7N6q1slVc85nqrd79CUEKJm1HqAIcT5QHfxJPI3zyPs7wMUY8CM+/CCiTJWtF9F0/Hvs35frnMVSp+fH0G3SwsGnHU0dPWY0vQzAFIyhmFWiyhTDdz06d9s/PlX9Ho9999/PxdddJHz+q7LQ9M7tvd6gFc01KjNtTCGYkryqK2y/UMuS7yItUW+J2u6Ssx4kyGO4mPlD/+qFh2Li4tj165dbqtKHBVWQy2hOGKtwJVUFS2leoCaLUKIM0sCDCFqgt5I2Ig3KPtgBCE27Vt8qV3HtoJoyhxVSnf9TPpjPTEkTSG+UTs49Dtbvt9E93oqRh0V9TNcvpib1SJ04XHc8rmdz34+7DO48OR8gBeVOhNrlax8WVuyGijR1j/GsLa8CUPq7Sb7eB6pxh6Ae2+CQVErLT4WqCfDdT6GJ385M7ypFbkvhBC1QgIMIWpKi14Y6kejnkhHAdKKGpByuLv3cR9/B3xX/kt3psZvJsHiO5lWqb4+tyy3snj1Gox6hfseeIAePXoEbIbzAf7jT6f8UYw6aBQRDn9rvwfuTSinN4NNm3cSVnKUIWmPkmeOpUwxeR16Ya8H2LdvHzk52VCeH9VisdAsLpYWusBF5VD00OlayX0hRC2TAEOImrJ/HaW5GWwraEyZXY8dCNMXk28zgVeScVAUiDIU0D401227WS1ifnpvSsd8zqiHu7J02WcYjCZeeOohxum/5AdLDwyx/+Af8Q20XBJrZ5J34Ce2xv0T0JJVNW4aT2jafudwg2MypHPpqTEUUy/3FRh9Qvdj0tkqDyQqPgFYIqEwS5t02bo/7P4/tyM2N/uX71PT82nVqpVbJdVAuTHcekQMZsl9IUQdIAGGEDXl54WkFUX47rXwQVUhuasV/d8eD3RFT0m7q+kz6Tl+WPUt6A1EDr+bBScT+FTfHjW1FNhCQ4uJm3u2JLH5INi/3Xm6M+FVz/bObY6JkwAlK57zuQTVoi9zBheuGTUvr5/mO+iIbANDn4dPxsOwFPjsDrfdfnNXlHOdi2GxWEhWPydsb3nAoeig3RDo/SCG9690mduhSO4LIeoICTCEqCmdR9J++4dEGQvJKg1F9dFrUUElup6OxAvawkb3PSWY6Dv7ID+sWwN6I489/CD/+Mc/yvca3a7B0X1sPgq45JyoCQaDAXpM0IKLUQtg2/wqpTd35ToXIyEhgbDSH9zndXS7GiKjYPgL8MG12qoRj8yq2MuqvpxYCBFU8i9PiJpy9Ff0ikpy5G5mH+lWycEKyWHb0W/8ym1rSZlK8qoINm9aA3ojMdfd6xJcVM3l9bXMoTZV50xWVbImpaI+CWh5MlY85/y1ffv2HAkPJ6pxLHq9vry+CM7ruNYaSUxMJGz4JpjTC4rz4LNJkPdntdroEB8fT/369YmIiIB95Rs951i06gs3fwaLbnLPfXFgAywcDaMXSuVUIWqBBBhC1ARnBVRIsh5mcXY7H70Y5cXTUIk2FpJoPex2ieIylZEfn+TL3b9rD9Er7iO+4wXVasZFh96iVB/CjtixuC1HcZRJ9+OPP/4AKs+oeVXYbi0df+rbkL1X25j3p/Nzua6cKTjZwGciPZ1OR5MmTdDr9SiKQsOGDd0P8DXHouVl7plVbaXw1d1agPPl3XDHZkm6JUQNkwBDiJrgUgHVfy+G4vzv0CY55IXGO/fYSk5yy8cH+Wp3GSEGaDvsenbGdiFEX71mFFlbszPcf5KsQCwWC5UlBx8yZAhh/O1WTl6j/ey1cibddz6O3r17ExUV5WNPgDkWrkMhW+ZUBDjZe2DLW5B4ZyWtF0IEkwQYQpxp+9fBr0vcNvnqxVAUBVVVsVgsnLjwX6wsXzFRUlLCSy+9xPby4OKL0fXIaHqMW/Or3xTX4MKRfMtut7M8xEhhYeDsnjExMUTkalWLVb2RX61aEqunjt1BTNEeAMzZiyH1Xb/zLVqZT2DVF5PnZ+UMaMXOGjRo4LsRnnMsfHH2FjkCHBVWP6OVbZfJn0LUGAkwhDjTfl6orXpwSV3tqxejRYsW7N+/3205pjO42L6dUKPCl6NDuaBjCxbEvMi48vPKVO9VHK6rPBz8rfYIlNjK1f79+9m/f3/5SUZMA7QAw6QWVyQB2/Aq7F3p9xr7isPJs5kDvk9xcTHHjx/37sEw1YdhL1U+1OHSW+RUVgzLp8KItwOfK4QImlor1y7EecNPyfYk62GijFo6bIvFQteuXenbty/x8drQSElJCS+++CLbt2/HZDLx0bjm9OwQx3etZwS9ia7l0qsi1BLqe8fJXK9y8q7ah+bSyFCI+/CJx7VDQ4mMjPTeMfbLyidrOnqLVI/iLaoNflkMB9YHPl8IETQSYAhxppWXbEdxnzCh1+lIviAc0JJI6fV6GjZsiKIolJSU8MILL7Bjxw5MJhO33XYbhkatWJXfhgMZR9yuc/DwUQpLVcpUxfkqsXtPzii26537HcpUha/y27GsoAMdEjpX+SN16tCOq8J2c1XYbswUV+wIbRiwyJheURnZaDf+hkcAOnXq5DOhlsEUuOcDqOgt8kXRafVJhBA1QoZIhDgTPPMvDHkW/lgGZS5lyA1mek2YSVj/o6SlpTk3FxcX8+KLL/LTTz9hMpno3bs3x48f55OLXvX5Vr9ZL+U3/6U9nFYXtnL+7Ch85iq2aVN+32VxLzLmg8ViIS4uruJjuGbR7HUvhITDrs88ehG0VSSg9dx8ktWOrLJQPAONyMhIxo4di17vHiAZDAbCwsICtgvQeot2LPC9T7VLfRIhapD0YAgRbAc2wAst4aBLhqywJtB/Kq4rReg3FcUaS/PmzVHKa7cXFxfz/PPP89NPP2E2m3n00Udp0aJF0Jvo6MlwzWehKgatF0NnpL7Bfy+E35TdnZO13BRDngW9Z32RiiGRQL0Yo0aNolGjRkRERLi9qhRcgN/eIhR9RfuEEDVCejCECKZA+Rd6TtQyWmanQWQbSv9xC9u+/54TJ06Qnp5OSUkJ77zzDmlpaZhMJiZMmECDBg2oX78+P/74o1bxVGcAvRFTn8nOt+xwfD1xTZtgULRhku8K2vhsWj/LPsw6rVfBcwIolOeziGiNaUB/hu55jE/2WzGZTJSUVEyY9Oy9AC3ldylmtkWOpGzDBm1j7ETY+YnbcQadje71jmLU2X32YkQZT5IYW9U6JwH46S2S+iRC1CwJMIQIpkD5F/RGuOo1LbvksP+Qtu8AKSkpAJSVlbFu3Tr++usvDAYDffr0Ied4PjvC+wNgCvmdkqJCLRmWR52QZrHR6MpXh9hV/52S5moUKivrNo6+zXPJz89n27Ztzu3+ei/S1GakvPW+x9ZuXsc5KsM6ejFcV9GMjPwD/bJ7Tz8plqO3aPlUnMnLpD6JEDVOhkiECBYf+RfyN8wh9880cnNztVd4J3L/uZ1cawLRtkwamUqwlZWxdu1aZ3DRt29fryWaJSX+c1TodDq++bst3/zdllUu8ywCubx+GgPr7XHbNqjeXi6vn8bl9dOcGTTj4+Odq0t89V44tGcPUWFGFD+rQxRUoo3ulWGTrIdpZNB6GaIMBVrmUkdQdrp6TtRyZkDVcmcIIYJOejCECBaP/Av5pmi+bfkkbP7J7ylN2ndn0WuvcfTo0YrgIiZW2+n6LV5vcCbictQJsVgsDB48GF2AZaEOnpM6ffVk6BW713bPgmP+yqXrFZXksG3Mzu/qc7+KQnJkGnrFYy5Gr7bMXpPByEYu+4KRFMujt0jShAtR8yTAECIYfGTrrKwc+cmTJ/nf//7H0aNHMRqN9O3bl0aNGmEacL/Xsaa+dzt/dhQhi4mJISMjQ9sY0a7KTS1TFVpkr2Fvw/5e28E7+HArOBZAUv0MFhvbeNVYUVCJ8lFbBXMYvRr8RWzzTbQyV/RsBC0pVote7vVJhBA1Sv7lCREMPrJ1BnLy5ElmzpzJb7/9hsWk59LLtOCiOlwza5oGDazyed/83RbMbaHAfbtjcqhnb4fPgmM++Kux4qv3AoCuN6BsnUtrzzjMkRSr+3htVcjpkOBCiFoj//qECAaX/AuOiqEn/FQLLSoqYt68eezfvx+LxcLS8Y35+m8Lx0q1CYklK1/WDtQbMfWdAvgop+5Bv3kWAwYMoBSjM9+F66qRmuJZY0UB794LRU9xxxFM/GssNBvLnEODKlKNO48pT4p1ugGGEKLWSIAhRDA48i/s+oy0ovCKiqEe1UJLS0tZs2YNWVlZhIaG8sQTT3CRsoDQv1y++fsqm15JOfVOHdph0ivoXJJbJeR8S3TRHgqMjdjVeIRz+8B6e/wuZfWc+FkVrom2PHsxVCA5ej92VWHr3zGU2fVgMFFqvQb+1s7ZdCIWo1rstoxVkmIJcfaTAEOIYBnyLPn7thJtgsi/iskuca8Y6hpcmEwmnnjiCdq0aQN7K775Hyutej0QoLzo2P38DMSqaW679jYayEGlonqqY46FEiBNt4LiNhcjMf11LKU52k5DCFz/P62gWfombZO9iLCSo27XSLIeZnFWO46VWbCaFewdhvPp9m/4PKcN6MonW3641Nk7Mzeru7N3ZmrTdSTUOwGdrpWkWEKc5STAECJI8qnPt62mAdDSlE62S3VSz+Bi8uTJtG2rJbvKMzUGYGjjbN4/ZKFFixYcOHDAuVqkqn755RcahNWjq+4gAIdz3ff/HFH5PI0VBa2dP7vOxTDYiwgr+BNWPQgH1gW8hl5RSbT+yRc5bckrVnlz5R5A6zHxPYF1ivPn9gc/B0OoJMUS4hwgAYYQQVJWVpEAKy4ujl27dlFYWEhJSQlr1qwhOzsbk8nE0KFDSUxMdB77fewEMjMzsUXb6Fi/kNDQUA4dOoTNFmD+hKMnwGX55b70TGeGz5KVL3sNqVRnIqjD5mb/cv48JO1Rwg6sw7WuiD/JjfaxrqAtx4sDHuZFr6ja0EhlS1Q9a70IIeoc+RcqxBngyB+xadMmt+CiX79+9OnTxy2fRE5ODlu2bKnW9X32BLikD/dpfQqdOnUCg4lfrdrkyf6WfdjsNtYWab0pCcfXOudxpOdWrIjR6XScJJSwKgQXAAaTidFjRjP7Xffqpb4msJau+Q+NdCeY2aI8zXipx/IWTwc2aPktRi+svHy7EKLWSIAhxGkqLS1l27ZtzpoiDoWFhW7BRf/+/WnatCmKorgdp6qqV82P0+aaWKq8J6OkqJDt27aWz9vQAgyTzkZWThaEaAHGjm2pfieTJra2EG1QoUUfrZCba7VUtyW6WmrupJ5XsPir78jKytIShLm0xZVqK2Nk5C4slNcO6XaT/88VqNaLEKJOkQBDiNOUlpbmrCniUFJSwurVq8nJyXEGFxEREcTHx7N169bTfk9fPQGuXLd5zuMItYTiOvjSsGFDCFyhHYvFQuv6RdAmWZsfkfIP72Ji9RtD7n5nam69Xk9ycjKzZ8/2ccWKXpAoY4FHEq4APST+ar3IkIkQdY7UIhHiNLVv356oqChnyXXX4MJsNjuDi9DQUNq3b++s7XFa7OXLVgPkxvCnU4d2XBW2mxn5jzJk33QuPfwWXXO/0wIRP70XCQkJ6A1GLbjwWXr+Cbj6v2C2uqXmTkpKcrs3iqJgNStgL6NkxXOUrHiOkRG7XJJwKVr+C1981Hph9TOw63N4oaXWqyKEqDMkwBDiNDm+qauqSnFxMatWrfIKLgA6deqEwWCgQ4cOp/V+9fS+J3/2sex3/lyybhYlK1+u6Oko51qwzHrBMCKK0rGWHCEuLs5v4OM8p8eEismXvoqJOVJzu8yLcL03oA0HjbmqL1FGrcsk2lfvhb/8Fx61XgAtrfjnkyuGTE4h4BJCnBkSYAgRBElJSdSrV4/Vq1eTm5vrDC4aNGiAxWKhT58+xMfHY7PZKCioZBKjT9oDOtqiclPULxWb7aWMjs3k1VabufjwuxXbHYm5PHokHPVL0tPTSS1uyYbSBLbmhpORkUFMTIzPd65Xrx7p6elsORnPhg0b2LBhA99v3Ubp5S979Vj4GqZw9GIAREdHc+k1t5J8QTiARwpxBTon+85/4aj1onoEV6oNSsozdgWrEqsQIihk0FKIIDh+/LhbcDFgwADCw7WHaEJCgrPOSE5ODn/88ccpvIM2xJAcsYvEpgY+zS7kWKmF6Ogoel/WH/0392MuzXMeHRJmpehE+bJZlyDDtX5Jamoq0FLb4ZFx1NWxY8c4duwYP/74o9v2qVOnklCFYmKuczGSk5PR6/X0mjCT2JzLaGVwT9LFgGm+L1KlWi9qcCqxCiGCQgIMIU5TVlYW/fv3Z+/evYSGhtKvXz/Cw8NRFIXw8HCaNGlCRkYGdrsdm82GwWBwy5lRGQWVSFMpeZc9yTzgoozLSY5WmP1nAsnJI5n80W/ABIiqOMfe4xZM5T/7S9alKAqNGjbAnneE7FJz1dujKERFRdG+fXvQ6at0Tq9evYiNjaVVK61OimKNpXXi1ZA6z+UoFX77Upu06cml1ktAwarEKoQ4bRJgiPNefn5+wAe+wWAgLCzM576srCz69evHL7/8Qnh4OBMnTuTQoUOANt+gTZs2HD9+vNp5LlypKFwbuZf3nBts9IrKJ/b2abRq0455aTurf1GdEeOA+zkBjP31FuYdbu/c7six4StZF2ifq1u3btjtdvT6qgUYiqLQunVFllBspZC23PvAlTN890C41HrxGiZxa1wQK7EKIU6LBBjivJafn8+3337r/N1ms5GZmYnd7t4V36VLF0JDQwEt4OjevTvHjx9nwIABWoruBg2YPn06TZo0ITs7m8LCQrcJlRaLhcLCStaC+qIzEmG2ERvdwLkpTxeOtegEcX+tQGnbnjk3dQYg+/A+HlulvcegenvRK3bSD6azw8dlHas6AC4J+5PPjfHlFVB9t8Ez6Fi+fDk9e/YkISGh+p8JtOWmJ7wrzWIrhm8fg+R3vfcNeRb+WOa+PNYXqcQqRJ0gAYao+85gjgPPngt/WTVTU93nKNxxxx1MnjyZX375hcaNG/PII4/QuHFjDh8+TExMDPv373dOqASc26rLNOB+CoCZLtsebLpY+yENSPuZOTd1xmzUERnbCtAmgA7Y/yxmilFV+LJxHKu7PA9Ayer/gL0M1eV+lunMXBGVyXtHO4NL4BFo4mZ0dDTt27b22l4l+ZmwYrr//b9+Cj1u9Q4QHMtjl08lYK4MqcQqRJ0gAYao22o4LXRkZGTA3gZFUahXrx533HEHv/76K7GxsXz22WccPHiQY8eOuQUnrhMqz6Tc47mYDTpsLovCIooPYVa1MuojG2Szuny7qd/dXudPifsS4sDUyX27rwRejqBjeJ8L0L/c5tT+XL59HNRKlpOmvu27B6LnRNg2H7LTwFQfSgoBl94mRS+VWIWoI2SZqqi7PNNC10COA0cNEX8KCwtZsWKFM7hYs2aNVnKdiuDEv8preDiYTKbKDyq3cvU6vv1uFd999x2vJ+YwP3MIZsVGsRJCsRJCmVL1a1Xarr5TMA24n/dOdD+1PxfHctPKFOT43q43wlWvactjr5mtZRB1ZTBLJVYh6gjpwRB1l7+00GeYayVUV0VFRaxbt46cnByaNm3K6tWradu2Lbm5Wl10R3DiOZxSQalyzZEuXboQFhbGpiq017XE+pA1j0BpIaAwsdmqKpwNJWtSwFErRFF891z4U90/l58XVu24A2vhwHrfvRiOhF46A/RPdxky0WqgyBJVIeoG6cEQdZO/tND5mWf8rX31Ypw8eZKVK1eSk5NDXFwca9asoW3btl7nBsqI2dBso3PnzpW+v8ViIT4+noYNG3J5/TQur59GP8u+qjX+REb5D1XvLcFWCmUnUcoKqc/fzs2vHroa67bZWgBSzrrzfWYdvpo5hwZVvE91/lwuGF214xwTNf1xzAvxlVFUCFEnSIAh6iZ/aaGXT63yJfLz88nNzfX7ys/P93uua6Bw8uRJVq1aRV5eHvHx8W7DIoBbT0egIZbBXaJp1qyZ87qhoaE+g5GEhARnOXeDomJQVMy6iqWZCblrSDi+tuL342vpnLuKzrmr+PF4GKV27dw5hwYx59AgUjKGVbTBvlZLIb76P85tpgH3Yxr0CKrOxA2RFUnALBQxsq17vZNr43Kx2PKc8zsA/38udh9Lfx3LTStT1YmarkMmrhlFhRC1ToZIRN3jb5y+GjkOPJef+pOYmOhzuyNQWLduHatWrSI/P5+YmBjWrFnjTBbleJ/Nmze7netriMVisdBn1BT0C67DGtmA9wvjGdb4L/ZF9ic1NdU5dOK6tNWfHT9uA8A04DLtd5cS6z/SnCbxh0mw5KCzlbCtIJqTqgXKLxmT9zNhupPkl+m1BFwuS1CjjAVcZt1P//SKe5t01Vg+OfA5jhyhF+d/DfhI1+355xJocu6QZ+H3r8FWhE/VnajpOmQihKgzpAdD1D2OtNC+VNZ1Xq46mTL9sVgsrF69mvz8fMLCwtiwYYNXcJGT4z0Z0VcvxtXDrqJB07aE9Z7IkNCdPN1sA33C0omPj6dv37506dIFcO+9cGVQVK6o9zuGjSl+K54CNDIV0z5UmxOSVtSAlMPdmftXV+f+t7eVkF9mAJ0JdEa3b/xXNcqgTGemWAnR7nPnZPSt+zDyumsoWfEcE/JSsCjFvt/Y9c+lssm5YU1gwBN+P8MpTdSU4EKIOkf+VYq6J1Ba6CDnOLBYLAwZMsQrIPnzzz8ZPnw4eXl51KtXj7ffftttWKSyHhLXXgyLxUKS9Yi2o+dElG3zaZ2dRm6DLiiKQsOGDYmIiCAsLMxZedUXt0mk9lKfKcCvbHzUWTysfWguUcZCskpDvY519Fq4WpDwFo67Pj9ziPMh70zzrfsT3v/Ed+Nc/1yqMjm350RIfRdy9nhcSCZqCnGukB4MUfc4xukVjzTUit5/tc3T4HiwO14FBQVcc8017Nu3jxYtWvD111+TnJzsdk5lPSSuvRgJCQnof3xbmwjpOmegz4MVH6080HDNsOn2fqrCV/nt+DliIKH1rT6PsVgsdG9w3Pm7XlFJjtyNiu9rBtTtRudD3pHmW2nZx/efC0DLy7Q/l6pOztUbtTkTRov2spaP4chETSHOGdKDIeomX2mhayDHwaFDh+jXrx979+4lPtLCB68/Q1yLFqSna2mtS2wqz67VZiRcXl/BoPhfrREfH0/9+vW1Xon9pRVFuBxzBk7kw66V1W5jxw4d+DHVO9toQkIC5uK1btuSrIdZnN2OrFKL27qSkpUvoUPFrjc7l6WmZAyrmLz5d5w2tOE5adJfuu7j6drxgSbnehYga9ELHtHqtpD+vTZnQyZqCnHOkB4MUTc50kI7v32f2a7z/Px8du7cSZ8+fdi7dy8xMTE8+vRLZBaZ2bp1q/O1bdu2Kl/TrVfCMRHywHptp86AwVB5fF+mKpSpCja14p9qTNN4rRejfN6BgkojUzG3Fs0mrMS9/HlFL4YHexn9wva5zY8wq0XOFzl7taENj3O8/1zK5R6Abx7WJud6FiPz/OyudAbt5Qi6aiBbqxCiZkiAIequGspxkJ+fzwcffMDAgQM5cOAAMTExTJ8+naioKGw2GxkZGRxI117pGYed56VnHOZAegYHMw5js1U8VB3DGV/lt6NMdXkQe0xQDQsLY8iQIQwYMIDEiy/iotwvuOjQHBLyKnohvvm7Ld/83dYtmdbKwrbYEidjGvAAoFVbvb7hbzQodQ8uHJKsR4gKtaOUhxkKKtHGAsZF/8oT8f5SeXkMbRzYAC+0hIMbtT+XiBbex2+bj1fg4eez+yQTNYU4p0iAIequGshxkJeXx08//cS0adM4evQoMTExzJgxg0aNGgEVxc9+iejPLxH92dXgMue5uxpcxi8R/dkZ3tfnahJP+cZG5LYZ6ZaLwzGXw1LfSsPet9K8+HfiE6+t1meINhaQaD3sd79esZEc/rNzLoaKQnJkGgadSseQo8xP78389N7uuS2gYmjDc1UIQHi8j3dS8ZvgSwqQCXHeka8Mom47xRwHVRl+APj666+ZPn06x44do3HjxkyfPp3IyEjnfkd9kcoWvUZGRjp7K1yHM7Sf7eQbGrGl+Z3wWzb85n/exZCr5xP2+TiGXPsBZdFd6VVSCrs+o2Tr+zwZNQuAp2wvYsn6mZ+P6ZhHR5Ij05wrR/xJCj/C4jw4Vlh5QOLkGNoICXdfFfLNw3BgnY/j7d7bQAqQCXGeUlRVrUZO4bNfXl4e4eHhnDhxAqvV92x8cW7Iz8/3udojLy+PrVu38tdffzF9+nSysrJo0qQJ06ZNcwsuHNLT00n98SftF73ROSmyZE0K2Eq58MJ/0KJZHF/ltwvYnqvCdlfa5gFZ7xDx10aIbAt3bNZ6bWylFM++jIn13gRgzrBwzHMuRi09yb6icFqFnMDP4hM367u+wuxPVjK58Q56hf9Z+QkAKNrwhuu8CkUPqP4DCk+GEJiyQ5aeCnEOqM4zVIZIxDnLc/mp42W1Wr2CC8+eC1dxcXFYQoxagivXpFG2UkwGBUW1OVeZnDZHLRFH/gjQgoyhL1QcEx4P/adqy0dDHcFFRYRRrIQwvtl6xjdbryXNQoHOyfS65laenjGNS1uGVqNBPoY91GoEFwCN2klwIcR5SIZIxHln//79TJs2jezsbGJjY5k2bRoNGzb0e3ygKqklJSUVK0t03r0cKRnDMEc0JXfkUjasr7wHwyt/ROfrIKwJ5ta9mN+yzL3I17b5kJ0G1qaQF6BHQm+Cwc9oAUnb9mD8D3w4UtsX1hhy/BVS04Z3vIOJ8t8VXdUCjSM/+6+MKoQ4Z0kPhjiv7Nmzh2HDhpGdnU3Tpk2ZPn16wODCwVn8rDyDZsmK57xTdttLwV6K4lLky2w0Yh72ImaTqfqN9Swi5joPxXUC7HVzodN1FOvqUayElPdaaIqVEIr7zaA4JKbiXEf+iTu3wIkAczEUxX/KdhT8rhjxOrRq6d2FEOcW6cEQ5409e/bQt29fDh8+TNOmTZk2bRpWq5WMjAzsdv/fxHU6HU2aNPHbi+HJbVrTvbvAbILc3Oo3uLLibo4JsOnfQ9pyJsZ943XIlLgvYTew+xfm31JRkwSdAVZMC1DXRIHut0DqPH+Nq2S/66GygkSI85EEGOK8kJaW5gwu2rdvzwMPPECDBg04duwYW7Z4Z8X01Lt3b7f6Ig0bNkSn05Gdne0WUCgKRDWK4OWxnSgsLKSwsIDCwgLy8vICXD0Ax7d/HwFGaWkp27ZuoezbJyA/HBpX47r+KtY6WGPh8ufgZC7s+sw7eVbjrtBxGGx7RwsgIttCTGf47QvvCaGygkSI85IEGOKct3v3bvr27UtmZiadOnViyZIl7Ny5E6hYhupaWt2TxWIhMjLSbS7GDTfcgKqqzJ49WzvIpez58JY5FBYWVqlcfGWKMTExZxK8+zNzbuqM2ajTAott2zh48CCff/450ER7HX1ZO8ljpctDD9xLxw4d3S/sqFjrbw5FdEdtGGbIs/DH11DmEWAc+0PLjaHatetc8TJEtYPd39R4enchRN0kczDEOe2PP/5wBhedO3dm1apVxMbGOvf7Kq3uybWEenx8PA899BCXXnopSUlJREVFec1EaGfbXaXEW74Y7C7JrhQ9dLza65i0tDRSUlLKgwsX5XNAXFe6REU2oEtCB8xGj3/qF4wOPEHz0nu1/4Y10XonPNlKtPTgoF3nr19qPL27EKJukx4Mcc76/fff6devH0eOHKFLly6sXLmSqKgoyM9kyL4ZlJWPbBTZFP4wdCC/zPufg8lkQlVVMjIyaNKkCXq9nubNm6MoCnq9nuFXDGLe/z5xyzK6JjsKfU4qELgYGsBFF12krSUvzMKw4DpnLZFiJQT0Zor3bYTof2nbyrSAoEWrtkRFRZF17Ji/vJlO11xzDXq9j+qnjoq1nsMfnkMa+9fBXzt9XNnjnR0rXlxXt0hlVCHOaxJgiHNOfn4+v/76K8OHD+fo0aPOYRGDwUBubi6Glc8SVvSn88G6q7Chz+AC3Jeh9u7dWwtQXLx/uJlzaMTBtW5IZcm1rFarVm01IgJ6TyxfNaIyMX6F17FTFu5y/nzbZV2YvXiV74uWr3SJjo6mz9iX/b95VSrWVjaU4uBaMfWq16QyqhBChkjEuSU/P5958+Zx+eWXc/ToUZo3b859993HTz/9xMqVK1m5ciXf0pcjlnbkhjQjN6QZ0RH1aWgsxm8dDSrmYYBLGvL9PtJlV5fLkla34m6VSFK2EWUsdBYw8yU5Odl374XjPasypFHZUIqDa8VUqYwqhEBShdd2c0SQbdq0iSuuuIITJ07QokULnnzyScLCwio9Lz09PeAS1HHjxtGzZ08MBkPF9T6fTPHPS1HtdnaXRPNKmwUADKq3F72iPZQrGyIZEJVNxGUTKzYc2AAfjaLYrgNbCcVKiLbUlIqkXUxYjfnIFtanTGT2kW4+rqoS3TCcl//zhneAcWCD1rsweqEWANhKYXZi+ZCGS3pyV4tv9b2SxJOi0wKS4bMCHyeEOGtJqnBxXvrll18YPnw4J06coGXLllUOLkBLpBUa6p1CW1EUoqOjGThwIBEREe7Xu2A0ZnshIRTR3lxRKl2v2DEoaqXBBaDlkXCURAft23/bQZhtBZjVIrcKp2a1CHP2Lszb50GL3iRdcrGfXgyF5Btu8g4uPKui2kqrVrF2yLNaNtDKSL4LIYQLCTDEOWHnzp3079+frKwsWrZsyRNPPFHl4AK01SSdOnXy2q6qqv+hhha9odN15cW/TpGt1D1b5/518OvSAL0F5SnE8zPRD/03ydEHnGXYHaIbNSQxMdH71C1z3KuiOmqdVDak4TWUgneGT0UPnZMl34UQwkkCDHH2Kp9L8PPPP9O/f3+OHTtGt27dqh1cOHj2Yjh6L3w+rEEbbkhbDjo9ZrWIV4/eyFVhu6vWc1HOYCuomLsAFZMqy5nVIuan92Z+eu+K3gzHhMqwJiRdcxtRRi2Hh1VfDEDy9Td4B0T5mbDqGbxqnTh6T3SVzPd2nR8S0RL0Zo8PIvkuhBDuZBWJODuVzyX46YKnGXDzA2RnZ9OjRw8+/vhj56oPm81GZmZmldKA6/V6Zy+GYy6GqqpceeWVFBYWepd9t5fBN/8GXUOK68diLjxMnqlqqTQvOjQHa8kRDPYibVmqa7bOLtfDjgWBL+CSQlx/ySSSv/2U2Xss3Ngyh9ib36RVGx9l4799XMtd4cp15UdlHEMpC0fD8Dfg8HbnihfJdyGE8EUmeYqzj60UZl/Cjl/+YMAHJeQUlHLhhReyZMkSFEVh69atABw7doz169dXejnX5ad2u53ly5dTWFiIxWJh8ODBziRbwTIk7VFnvguncV9r/104Gpp0g4MbA0+qdJlQqe5fz753b6fVrXNRfA1R7F8H7w/zf61xX1W90qm9vKJrVSaHCiHOOTLJU5zbtsxh+y+76f/+SXIKSmnTpg1TpkwhNTXVGVxARRrwQEwmE4WFhaSnp5ORkYGqqs7Mnh0SOrOsoANf5bejTK1i5VA/LrroIgawgSF7proHF465C/EXV0zAPHGo8kmVLhMqlZa9aT19p+/gAryGXdxUVunU7tFz4xhKqcrkUCHEeU0CDHF2yc/kxw+mMeC9v8k9aadt27ZMnTqVevXqeR1alTTgjkRaqampbNmyhZycHOLj4+nbty9N4+KC1myr1UrEkIcJsx133+GYu+A6ATP3ALTqh99y6L4mVOoMUFbk+/hAuSwCrfw4sAFeaKn1pvgi+S6EEAFIgCFqhuc34VO0bdZEBr6bS24R9GgW6je4cIiLiyPCbCNQEi0HRzItGzqsEZHYqZgoaVN1lKnKKfdklJaW8v2vB9kQO5ENJ5pWvJrczobvt7Hh07l8nx9DqV2ntXXfaohoUX62x3v6mlD5/Wx4NgZ+eNP7zR1pwT1XuwRa+eFrSasvlU0OFUKct+T/DuLM80zudIpSP3+LQdO/5HgRJMbp+ejWFmy1WCqdzNmp3gk2FDes9PodOnTg8OHD7Ajv77XPNf33UMtvvpetBrB//35SUlLKf+tWseNIGpAGaEtkp8ZvJsGSo03IbNAMCrO1iZ+pb+N3QmVJIax4Qvt5+VT4x1gweQwNVSUtuCtfS1oT76zWZxZCnN8kwBBnluc34VOcDLh161YG3/gvjhdB19gQpg9vxu8nI0lPTycvL4/duwPV/HAEF+UPaOd/K1gsFkJDQ9m4cSOmQd4BhqucnByvmiSVad26tVagLCsLX/OqFVSijIW0D80tb6oN9q+Fmz/XgrL9a/0XEFtyq1ZFFbT/fnob3OAxr8KRy6IqKz/8LWntfJ2sFBFCVFmtD5HMmjWLli1bEhISQvfu3QPO+v/0008ZNGgQUVFRWK1WEhMT+fbbb2uwtaLa/CV3qs4ltmxh0KBBHC8o4cI4M+2SrmJ+TnfeS48nNTW1kuACQCVEKcWt5oaHhIQEoqKisFgslKx8WXutSXHuL1mTQsnKl9FvnuWsSQLaUtiMjAzS09P9vjIyMrDb7SQnJ/sMLrQWKiRHpqF3zaGh6GDnx74nVDqGnDJ3wO7/c7/YH8u07Z5cc1kEqnQaaEmrEEJUUa0GGIsWLeKee+7h8ccfZ/v27fTu3ZuhQ4eSnp7u8/h169YxaNAgli1bxrZt2+jXrx/Dhg1j+/btNdxyUSWVJXeqgh9++IFBgwZx4sQJevfuzcpnkom1lAYs8uVNoUj132tisViIi4urmBRqL9VervMObNq2Th3auS1bzcnJYcuWLaSmpmqvH3/i54iB/BwxkNQff3JOHt2/fz9JSUlERUWhKO4BjoJKtLGAROth94a5TsB0nVDpOvly4Y2+P9Sim7y3VWXlx/518OsS7yWyrsXMhBCiCmo1wHjllVe47bbbmDBhAh07duS1114jPj6e2bNn+zz+tdde46GHHuKiiy6ibdu2/Pvf/6Zt27Z8+eWXNdxyUSWn+U34+++/Z/DgweTl5dGnTx+WLVtGg+te9Jke+3QkJCQ4gwZ/NUlAW9KqqqqzV8Jms1VpKazFYqF9+/bo9XqfvRgqCsmN9rj3XgCgg8jWLr8a3IecPh4LeRm+3/TEIfj+De/tla38OJ0lrUII4aLWAgzH8sDBgwe7bR88eDCbNm2q0jXsdjv5+fk0bFj5BD5Rw07zm/DmzZudwcVll13GsmXLqF+/vlt67Or1Yvjm6L1w0Ol0xMfHa7/YSylZ8RwlK57TfvZY0vr31g8J//F1Lgg9Ajqj9nLtFdBr20aMHEWDBg0AvHoxFEXRaodYj/honR2WTnTf5DrkVJgV+MNtned7e6CVH6e6pFUIITzUWoCRlZWFzWYjJibGbXtMTAxHjvj6n623l19+mYKCAq6//nq/xxQXF5OXl+f2EjXgNL4Jb9q0icGDB5Ofn0/fvn35+uuv3Zai6i+ZRHLzEz57MerXr+/28PaVhVNBxWTSElm59l44dOjQwWsYw5PZbGbl4Xq8lx7P5mwrpgH3a6++U5zHmPpOwTTgfhYdrvg77tmLoaoqyf26ocfPMt79a7Ulq+BjyKkSF/mZYxHIqSxpFUIIH2p9kqfn/8hVVa30f+4AH330EdOnT2fRokVER0f7PW7mzJmEh4c7X85vp+LMOsVvwhs3bmTIkCH8/fff9O/f3yu4AEBvJGncDKKMJyumbZYXJrvxxhvdHt79+vXzfnsUunTpQt++fX3+fTAYDLRo0SLgx+vcuTORpuJT6kVx9GIAWjE1tuE3qRbAyqe0//oacvInPB4uuaPabQN8l2eXYmZCiGqqtQCjUaNG6PV6r96Ko0ePevVqeFq0aBG33XYbH3/8MQMHDgx47KOPPsqJEyecr0OHDp1220UVnMI34fXr1zuDiwEDBvDll1/6nd+gb92H5NvuqZg+Wl5W/YILLnCu8mjUqBFXXXUVkZGRLutHVBqZiomPj6dhw4Z+g9kuXbr43WexWIiPj+fKmKPOXhRfK0/MG15h1qg2zLmps3vby3sxAK0U/D/GELBX4q9ftRLuvoac/Bn1QdWO88WrPLsUMxNCVF+tBRgmk4nu3buzYsUKt+0rVqwgKSnJ73kfffQR48eP58MPP+TKK6+s9H3MZjNWq9XtJWpINb4Jr1u3jqFDh1JQUMDAgQP54osvKp08mXRpL7eegM6dO/Pdd9/RsmVLAFq0aMH69etp2bKlyzoWhYFNC3wOnZSpCl/lt+Or/HagN/rtxXAMq/SIOF4xF8THypPrw3/C8tO7mI3e79WrVy+efvppLr30Uv/BmIO9DL6b5n/IyVP7K7SCaaejqktahRDCj1odIrnvvvuYN28e77zzDr/99hv33nsv6enpTJo0CdB6H8aOHes8/qOPPmLs2LG8/PLLXHLJJRw5coQjR45w4sSJ2voIIpCwJtDvMSr7Jrx27VquuOIKCgoKGDRoUJWCC/DuCXAMjThqiTiGP+Li4pzXs1gsdI6svBegTFX4s80oTIMe0SZvlnOdFGpWi0iO3O13RUtieKbfZbmKotC6deuKXpIhz/oPMFQbHD/of8gJKs7VGeG6KpRfr4wUMxNCnKZazeQ5atQosrOzeeqpp8jMzKRz584sW7aM5s2bA5CZmemWE2POnDmUlZVx5513cuedFWmLx40bx/z582u6+aIyBzbA2hfA2lRbTunjm/CaNWu48sorKSwsZMiQISxdutTvMlFfevXqRWxsLK1ateL48eOA9vB2XVnkyG+RmppKQkICZva6XcNRX8SmVsTbdtV37D2y0R/03P8DBnsRYSVHSbIqLM5uR1ZpqBZo2EsoWfEck2J2YGlwEsr02rLcEZU89MOaQOPOcPhH3/sVnTav4kSG+zCJoodO10LTHvDtI1rvkGea8FPlWNIq9UaEEKdAUf2lFjxHVaeWvTgNtlKYfYmWvdPaFIrzvWqRrF69miuvvJKTJ09y+eWXs3TpUkJCQk75LXNzc1m5cqXPfaqqkpubS0REBAMPPo+h9ARlOu297o1eEPC6YRufJ7vIQJSxgFeaf4dep7j1Jqw/0ZTZR7o5fx8R+QfXRe7BbQrHuK+0oZBA9q6GD67xv3/k+9qyVdd6IkYL/OtHLUApKwLDqd8/IYSoTHWeobW+ikSco1zzNeQdht4PugUXq1atcgYXQ4cOPe3gojKOXg1FUeCiCYSVHCOiKJ2Ioson/eZf+jCmAfdzos+TWjIsgxkiWjr3J1kPE2UsBCDaWMA1kXvdg4uqJqhq3Q9a9PHR+PKJsQnDA0++lOBCCFGHSIAhgs9XivC1M51zEb777jtncHHFFVec8eDCS+cRbhMY54xuz5ybOpNyQ0IVTlag3xNw9X+1+Qkt+qBXIDlSq4fiVU8Eqpeg6rq3wOAxROQ6MVYmXwohzhISYIjgC5AifMWKFQwbNoyioiKuvPJKPv30U8xms/uxdj9Jp4JFZ3CbwGgOMWM26jAbKv45vJjcwflzysi2zCmYxJxDgyoe6o75CYOfBlR6Wf/k6WYbuNT6p/t7VTdBVWVLRGXypRDiLCGzt0RwOVKEe1JtLP9sIcM/+YCi4hKuvPJKHnroIbZu3ep+3LE/tBoaiXdhaJxA9+7dMRrPwEO0kgmMrsGG2WzGfNULsHC0+0NdZ4CNKaAoKKi0DvWxmulUElT1nAjb5vsvzy6TL4UQZwH5P5QILkeKcI8lld/uKWP4wkKKy+Dqq69mxowZvPDCC34u0gEOfQd8x9SpU7UKp1VgMFTtr7PzOMcD2l4GOgNmo475t3QFoLjUY0mo50PdXgYHN/kOplydSoIqRy+FZ0DjSoILIUQdJ/+XEsF1wWjY4b4q45u0Mq5ZWEixDYYP6sXHn3yCXq8nKiqKrKwsr+qioGXcjLKG0L59+yq/dVhYGEM6NaTsi7v9HmMYnkJYWFjFhgMbtAe5xwoX12DDyfFQd5wT39NnMFVxkbBTnyMhvRRCiLOczMEQweWRlXLZ7lKt58IG1/ZszsdfrcRkMqE/tJnkkA0+gwsoL2Fu3Y6+8Gi13j5s92IiijPKV4h4vIozCPvjk4qDXUuff3m3WxZOn+xl7ucc/S1w8qt+U09vjoQEF0KIs5gEGCL4ylOEf727lGsXnaTEBtd1MrPo/9ZpVUzLH9JJoXuJMpd41fxQUIk2FpBY75CWpAqqPvGzOkXWXJfSZu+BLW/5v+6BDfBCSy2Zlevy28Zdfddb6XQdXDypam0WQohzkAQYIvjCmvCV+RquXagFFyM6Glg4+wWMDZtp+8sf7HpFJTlil1cvhoqiLfekDH5ZDN/P0h7uBzdW/t6VFVmL66H97msprZ+03m69Flvfdj8na7d3L4XBDEP+XXlbhRDiHCZ9sCLovvzyS0Y89g6ldhiZYGDB7V0xJpWXDvd4sCdZD7ul2lZQiTIWkmg9XH41Bdb8W8sE+uXdcMfmSocdSvvPYNuWrZSVuaTUNpggJwoeuhAuGIUhdx/dS0sxunaelC+l9Urr7drT4Vn11FYKMZ3gyM7yfVJ5VAghQAIMEWSff/45I0eOpLS0lOuv7M+CxD8wXJNSERR45MjQKyrJjdKYnXkB4NJ7obj0EhTnaz86hjES7ySQtCP5pGR08d6RkQ50gyN/ADA13kqCJadiv2rTeky6j69I6+3V0+FBtcGRn8vrrfwpya+EEKKcBBgiaD777DNGjhxJWVkZN9xwA//73/8w6ACdgdLSUrb93weUbfoeaOx2nqqqhOmLybeZiTK49l7oQFFcinuVD2N0vi5gD0H79u21FSrHjvqsdOroJWkfmut9siOttyPA8JU0zMcVie6oBUKS/EoIIQAJMESQLF26lOuvv56ysjJGjx7N+++/75aXIi0tjZSFK4BuAa+TZP2zovdC8Q4O/A5juHCUcZ89e7bP/d69JK47XSaC+ksa5uOKJP4LRveSlR9CCFFOJnmK07ZkyRJncDFmzBiv4ALKexUiwlD8DTWgEhGqY0TkHpdNNvfS5I5tvyyGA+sDtikpKYmoqCj/K1ScvSSuOz3SejuShlXFX79KcCGEEC4kwBCnZfHixYwaNYqysjJuuukmn8EFlPcq3HCTzyELjcLocRMwRLXWfjWH+X+4V6E6qaMXw+8KFV+9F55pvQMtefXkbwWKEEKcp+Qrlzhln3zyCaNHj8Zms3HzzTfz7rvvotfr/R6flJTE4k8WkZWV7RZoKKhENYok8dLe0Ow1LUtm38e0nBO+lA9jlJaWsm3bNsrKfOfIUFUVq6GM/DK9nxUqrnys/mjRG6xxkJdR+c2owtCNEEKcTyTAEKdk0aJF3HjjjdhsNsaNG8fbb78dMLiA8l6FkaO85kaoKCRff4N2vmuK7IytsOsz92ESRQ+droUWvUjbtYuUlJRKWlrxV9xn74WlERRm+V79sX9d1YIL8L0CRQghzmMyRCKqbeHChYwZMwabzcb48eOrFFw4OOdGlM/FUFCJjo4iMTGx4iDHXIbyjKBuXIYxHKtFPOdZOCiKQlRUFFGmYgDvuRfh8TDyPf+lz6szBwOqNHQjhBDnCwkwRLV8+OGH3Hjjjdjtdm699dZqBRfgMjeifIhERSE5eaTva4Q1gf5TwTmc4j6M4byWYsA06BFMgx4BXUWQoKoqI0eOJHnEdQDevRejPqjoMXEpdOZUnTkY4J2KXAghzmMSYIgqW7BgATfffDN2u53bbruNuXPnotNV/6+QoxcDIDo62r33wlPPidrwBfgcxkhKSqJRVCOv0xRFcV6711VjeLq3nUutf1Yc0P4KaNJN+9nf6g9/ace1d/D41WMFihBCnOckwBBV8sEHHzB27FjsdjsTJkzgrbfeOqXgAip6HgCSk5MD94DojXDVaz6HMYpL7ZTZFa66+lr343VGVMXgvLaiKLS+7R0Ux7k6I1xXxcmYPodpQrShGrdtHitQhBDiPCeTPEWl3n//fcaPH4+qqtx+++3Mnj37lIMLh169ehEbG0urVq0qP9h14qeLiR/8Uv6T1bnN1HeK8+fExE4VB5ssMOhpbWXK4Ge036vCMUyzfCrOWiP9n9R+dt0m9UeEEMKN9GCIgN577z1ncDFp0qSgBBegDWG0bt3a7wRNL6eQxMqrZ+SSO+Dxv6pfRt3XME0lQzdCCHG+kwBD+PXuu+9yyy23oKoqd9xxB2+88UZQgotgmXNTZ+bc1JmUGxKc20rWpBC+831mje7o+yRDSPXfyNcwTYChGyGEEDJEIvx45513mDBhAqqqMnnyZP773/9WvbehhpiNPoIdWykjr7sGS0iQH/i+hmn8DN0IIYSQAEP4MG/ePP75z38CcNddd5GSklLnggt/nnjyCTq0bX1mLu4rkJDgQgghfJL/Owo3c+fO5fbbtfkEU6ZM4bXXXqvzwYXZqGP+LV1ruxlCCCFc1J0BdVHr3nrrLWdwcffdd58VwYUQQoi6SQIMAcCbb77JxIkTAbjnnnt49dVXJbgQQghxyiTAEMyaNYs77rgDgPvuu49XXnlFggshhBCnRQKM89wbb7zBnXfeCcADDzzASy+9JMGFEEKI0yYBxnns9ddf56677gLgwQcf5IUXXpDgQgghRFBIgHGeSklJYcoULa32ww8/zPPPPy/BhRBCiKCRAOM89Nprr3H33XcD8OijjzJz5kwJLoQQQgSVBBjnmVdffZV7770XgMcee4xnn31WggshhBBBJwHGeeTll1/mvvvuA2Dq1Kk888wzElwIIYQ4IyTAOE+89NJLPPDAAwA8+eSTPPXUUxJcCCGEOGMkwDgPvPDCCzz44IMATJs2jRkzZkhwIYQQ4oySAOMc99xzz/Hwww8DMH36dKZPn167DRJCCHFekGJn57CZM2fy2GOPAfDUU0/xxBNP1HKLhBBCnC+kB+Mc9eyzzzqDi6efflqCCyGEEDVKAoxz0NNPP83UqVMBLdBw/CyEEELUFBkiOcc89dRTTJs2DdCGSB555JFabpEQQojzkQQY55Dp06czY8YMwH1ypxBCCFHTJMA4B6iqyvTp03nqqacA92WpQgghRG2QAOMsp6oq06ZN4+mnnwa0hFr3339/LbdKCCHE+U4CjLOYqqo88cQTPPvss4B7KnAhhBCiNkmAcZZSVZWpU6fy73//G9CKmN1zzz212yghhBCinAQYZyFVVXnsscd47rnnAPfy60IIIURdIAHGWUZVVR555BFeeOEFAFJSUvjXv/5Vy60SQggh3EmAcRZRVZWHH36YF198EYD//ve/3HnnnbXcKiGEEMKbBBhnCVVVefDBB3n55ZcBeOONN5g8eXItt0oIIYTwTQKMs4Cqqtx///28+uqrAMyaNYs77rijllslhBBC+CcBRh2nqir33Xcfr732GgBvvvkmEydOrN1GCSGEEJWQAKMOU1WVe+65h5SUFADmzJnD7bffXsutEkIIISonAUYdpaoqd999N6+//joAc+fOZcKECbXcKiGEEKJqJMCog1RV5V//+hdvvPEGiqIwb948br311tpulhBCCFFlEmDUMXa7nbvuuovZs2ejKApvv/02t9xyS203SwghhKgWCTDqELvdzp133smbb76Joii88847jB8/vrabJYQQQlSbBBh1hN1uZ/LkycyZMwdFUZg/fz5jx46t7WYJIYQQp0QCjDrAbrczadIk5s6di6IovPfee9x888213SwhhBDilEmAUcvsdjsTJ05k3rx56HQ63nvvPW666ababpYQQghxWiTAqEV2u51//vOfvPPOO+h0Ov73v/8xZsyY2m6WEEIIcdokwKglNpuNCRMmMH/+fHQ6HR988AGjR4+u7WYJIYQQQSEBRi2w2WzcdtttvPfee+j1ehYsWMCoUaNqu1lCCCFE0EiAUcNsNhu33nor77//Pnq9ng8//JDrr7++tpslhBBCBJUEGDXIZrMxfvx4PvjgA/R6PR999BEjR46s7WYJIYQQQScBRg2x2WyMGzeOBQsWYDAYWLhwISNGjKjtZgkhhBBnhAQYNaCsrIxx48bx4YcfYjAYWLRoEdddd11tN0sIIYQ4YyTAOMPKysq4+eabWbhwIQaDgY8//phrr722tpslhBBCnFESYJxBZWVl3HTTTSxatAij0cgnn3zC8OHDa7tZQgghxBknAcYZUlpayo033sgnn3yC0Whk8eLFXH311bXdLCGEEKJGSIBxBpSWljJmzBgWL16M0WhkyZIlDBs2rLabJYQQQtQYCTCCrLS0lNGjR7NkyRJMJhNLlizhqquuqu1mCSGEEDVKV9sNmDVrFi1btiQkJITu3buzfv36gMevXbuW7t27ExISQqtWrXjzzTdrqKWVKykpYdSoUc7gYunSpRJcCCGEOC/VaoCxaNEi7rnnHh5//HG2b99O7969GTp0KOnp6T6P379/P1dccQW9e/dm+/btPPbYY0yZMoUlS5bUcMu9OYKLpUuXYjab+eyzz7jiiitqu1lCCCFErVBUVVVr680vvvhiLrzwQmbPnu3c1rFjR6655hpmzpzpdfzDDz/MF198wW+//ebcNmnSJH766Sc2b95cpffMy8sjPDycEydOYLVaT/9DoAUX119/PZ9//rkzuLj88suDcm0hhBCirqjOM7TWejBKSkrYtm0bgwcPdts+ePBgNm3a5POczZs3ex0/ZMgQUlNTKS0t9XlOcXExeXl5bq9gu+222/j8888JCQnhiy++kOBCCCHEea/WAoysrCxsNhsxMTFu22NiYjhy5IjPc44cOeLz+LKyMrKysnyeM3PmTMLDw52v+Pj44HwAF3feeScxMTF88cUXXgGQEEIIcT6q9UmeiqK4/a6qqte2yo73td3h0Ucf5cSJE87XoUOHTrPF3i655BL27dvHoEGDgn5tIYQQ4mxUa8tUGzVqhF6v9+qtOHr0qFcvhUPjxo19Hm8wGIiMjPR5jtlsxmw2B6fRAVgsljP+HkIIIcTZotZ6MEwmE927d2fFihVu21esWEFSUpLPcxITE72OX758OT169MBoNJ6xtgohhBCiemp1iOS+++5j3rx5vPPOO/z222/ce++9pKenM2nSJEAb3hg7dqzz+EmTJnHw4EHuu+8+fvvtN9555x3efvttHnjggdr6CEIIIYTwoVYzeY4aNYrs7GyeeuopMjMz6dy5M8uWLaN58+YAZGZmuuXEaNmyJcuWLePee+/ljTfeIDY2lpSUFEaMGFFbH0EIIYQQPtRqHozacCbyYAghhBDng7MiD4YQQgghzl0SYAghhBAi6CTAEEIIIUTQSYAhhBBCiKCTAEMIIYQQQScBhhBCCCGCTgIMIYQQQgSdBBhCCCGECDoJMIQQQggRdBJgCCGEECLoJMAQQgghRNBJgCGEEEKIoJMAQwghhBBBV6vl2muDo3hsXl5eLbdECCGEOLs4np1VKcR+3gUY+fn5AMTHx9dyS4QQQoizU35+PuHh4QGPUdSqhCHnELvdzuHDhwkLC0NRlKBdNy8vj/j4eA4dOoTVag3adc9Xcj+DT+5pcMn9DD65p8F1Ju6nqqrk5+cTGxuLThd4lsV514Oh0+mIi4s7Y9e3Wq3yDyOI5H4Gn9zT4JL7GXxyT4Mr2Pezsp4LB5nkKYQQQoigkwBDCCGEEEEnAUaQmM1mpk2bhtlsru2mnBPkfgaf3NPgkvsZfHJPg6u27+d5N8lTCCGEEGee9GAIIYQQIugkwBBCCCFE0EmAIYQQQoigkwBDCCGEEEEnAUYVzZo1i5YtWxISEkL37t1Zv359wOPXrl1L9+7dCQkJoVWrVrz55ps11NKzR3Xu6aeffsqgQYOIiorCarWSmJjIt99+W4Otrfuq+3fUYePGjRgMBrp163ZmG3gWqu49LS4u5vHHH6d58+aYzWZat27NO++8U0OtPTtU954uWLCACy64AIvFQpMmTbjlllvIzs6uodbWbevWrWPYsGHExsaiKAqfffZZpefU6LNJFZVauHChajQa1blz56q7du1S7777brVevXrqwYMHfR6/b98+1WKxqHfffbe6a9cude7cuarRaFQXL15cwy2vu6p7T++++271+eefV7ds2aLu3r1bffTRR1Wj0aj++OOPNdzyuqm699Ph+PHjaqtWrdTBgwerF1xwQc009ixxKvf06quvVi+++GJ1xYoV6v79+9UffvhB3bhxYw22um6r7j1dv369qtPp1P/85z/qvn371PXr16udOnVSr7nmmhpued20bNky9fHHH1eXLFmiAurSpUsDHl/TzyYJMKqgZ8+e6qRJk9y2dejQQX3kkUd8Hv/QQw+pHTp0cNs2ceJE9ZJLLjljbTzbVPee+pKQkKDOmDEj2E07K53q/Rw1apQ6depUddq0aRJgeKjuPf2///s/NTw8XM3Ozq6J5p2VqntPX3zxRbVVq1Zu21JSUtS4uLgz1sazVVUCjJp+NskQSSVKSkrYtm0bgwcPdts+ePBgNm3a5POczZs3ex0/ZMgQUlNTKS0tPWNtPVucyj31ZLfbyc/Pp2HDhmeiiWeVU72f7777Lnv37mXatGlnuolnnVO5p1988QU9evTghRdeoGnTprRr144HHniAkydP1kST67xTuadJSUlkZGSwbNkyVFXlr7/+YvHixVx55ZU10eRzTk0/m867YmfVlZWVhc1mIyYmxm17TEwMR44c8XnOkSNHfB5fVlZGVlYWTZo0OWPtPRucyj319PLLL1NQUMD1119/Jpp4VjmV+5mWlsYjjzzC+vXrMRjkfwOeTuWe7tu3jw0bNhASEsLSpUvJyspi8uTJ5OTkyDwMTu2eJiUlsWDBAkaNGkVRURFlZWVcffXVvP766zXR5HNOTT+bpAejijxLu6uqGrDcu6/jfW0/n1X3njp89NFHTJ8+nUWLFhEdHX2mmnfWqer9tNlsjBkzhhkzZtCuXbuaat5ZqTp/R+12O4qisGDBAnr27MkVV1zBK6+8wvz586UXw0V17umuXbuYMmUKTz75JNu2beObb75h//79TJo0qSaaek6qyWeTfHWpRKNGjdDr9V4R9tGjR70iQYfGjRv7PN5gMBAZGXnG2nq2OJV76rBo0SJuu+02PvnkEwYOHHgmm3nWqO79zM/PJzU1le3bt3PXXXcB2sNRVVUMBgPLly+nf//+NdL2uupU/o42adKEpk2bupWy7tixI6qqkpGRQdu2bc9om+u6U7mnM2fO5NJLL+XBBx8EoGvXrtSrV4/evXvzzDPPnPe9wdVV088m6cGohMlkonv37qxYscJt+4oVK0hKSvJ5TmJiotfxy5cvp0ePHhiNxjPW1rPFqdxT0Houxo8fz4cffihjsC6qez+tVis7d+5kx44dztekSZNo3749O3bs4OKLL66pptdZp/J39NJLL+Xw4cP8/fffzm27d+9Gp9MRFxd3Rtt7NjiVe1pYWIhO5/6Y0uv1QMU3b1F1Nf5sOiNTR88xjqVVb7/9trpr1y71nnvuUevVq6ceOHBAVVVVfeSRR9Sbb77ZebxjKdC9996r7tq1S3377bdlmaqH6t7TDz/8UDUYDOobb7yhZmZmOl/Hjx+vrY9Qp1T3fnqSVSTeqntP8/Pz1bi4ODU5OVn99ddf1bVr16pt27ZVJ0yYUFsfoc6p7j199913VYPBoM6aNUvdu3evumHDBrVHjx5qz549a+sj1Cn5+fnq9u3b1e3bt6uA+sorr6jbt293Lvut7WeTBBhV9MYbb6jNmzdXTSaTeuGFF6pr16517hs3bpx62WWXuR2/Zs0a9R//+IdqMpnUFi1aqLNnz67hFtd91bmnl112mQp4vcaNG1fzDa+jqvt31JUEGL5V957+9ttv6sCBA9XQ0FA1Li5Ove+++9TCwsIabnXdVt17mpKSoiYkJKihoaFqkyZN1BtvvFHNyMio4VbXTatXrw74/8XafjZJuXYhhBBCBJ3MwRBCCCFE0EmAIYQQQoigkwBDCCGEEEEnAYYQQgghgk4CDCGEEEIEnQQYQgghhAg6CTCEEEIIEXQSYAghhBAi6CTAEEKcttmzZ9O1a1esVitWq5XExET+7//+z+2Yvn37oigKiqJgNptp2rQpw4YN49NPP630+uPHj+eaa67x2r5mzRoUReH48eNB+iRCiGCRAEMIcdri4uJ47rnnSE1NJTU1lf79+zN8+HB+/fVXt+P++c9/kpmZyZ49e1iyZAkJCQnccMMN3H777bXUciHEmSIBhhDitA0bNowrrriCdu3a0a5dO5599lnq16/P999/73acxWKhcePGxMfHc8kll/D8888zZ84c5s6dy3fffXfa7Th48CDDhg0jIiKCevXq0alTJ5YtW3ba1xVCVJ8EGEKIoLLZbCxcuJCCggISExMrPX7cuHFERERUaaikMnfeeSfFxcWsW7eOnTt38vzzz1O/fv3Tvq4QovoMtd0AIcS5YefOnSQmJlJUVET9+vVZunQpCQkJlZ6n0+lo164dBw4cCHjcV1995RUs2Gw2t9/T09MZMWIEXbp0AaBVq1bV+xBCiKCRAEMIERTt27dnx44dHD9+nCVLljBu3DjWrl1bpSBDVVUURQl4TL9+/Zg9e7bbth9++IGbbrrJ+fuUKVO44447WL58OQMHDmTEiBF07dr11D6QEOK0yBCJECIoTCYTbdq0oUePHsycOZMLLriA//znP5WeZ7PZSEtLo2XLlgGPq1evHm3atHF7NW3a1O2YCRMmsG/fPm6++WZ27txJjx49eP3110/rcwkhTo0EGEKIM0JVVYqLiys97r333iM3N5cRI0YE5X3j4+OZNGkSn376Kffffz9z584NynWFENUjQyRCiNP22GOPMXToUOLj48nPz2fhwoWsWbOGb775xu24wsJCjhw5QllZGX/++Seffvopr776KnfccQf9+vU77Xbcc889DB06lHbt2pGbm8uqVavo2LHjaV9XCFF9EmAIIU7bX3/9xc0330xmZibh4eF07dqVb775hkGDBrkdN3fuXObOnYvJZCIyMpLu3buzaNEirr322qC0w2azceedd5KRkYHVauXyyy/n1VdfDcq1hRDVo6iqqtZ2I4QQQghxbpE5GEIIIYQIOgkwhBBCCBF0EmAIIYQQIugkwBBCCCFE0EmAIYQQQoigkwBDCCGEEEEnAYYQQgghgk4CDCGEEEIEnQQYQgghhAg6CTCEEEIIEXQSYAghhBAi6CTAEEIIIUTQ/T/iio+hgaoh9wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(6,6)\n",
    "markers = ('o','d','s','v','+','x')\n",
    "for i,(k1,v1) in enumerate(sims_ds2_h.items()):\n",
    "    v2 = sims_2d_h[k1]\n",
    "    scatter(v2,v1,label=k1,marker=markers[i%len(markers)])\n",
    "    print(f'{k1} spearman R: {stats.spearmanr(v1,v2)[0]:.3f}')\n",
    "xlabel('3D Hs')\n",
    "ylabel('2D Hs')\n",
    "plot((0,1),(0,1),'k-')\n",
    "legend();    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's look at a comparison of 2D similarity to 3D similarity in these molecules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "cox2_2dfps = [AllChem.GetHashedAtomPairFingerprint(x,2048) for x in cox2_ms]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "nToDo=25000\n",
    "cox2_2dds = []\n",
    "random.seed(23)\n",
    "while len(cox2_2dds)<nToDo:\n",
    "    i = random.randint(0,len(cox2_2dfps))\n",
    "    j = random.randint(0,len(cox2_2dfps))\n",
    "    if j==i:\n",
    "        continue\n",
    "    cox2_2dds.append(DataStructs.DiceSimilarity(cox2_2dfps[i],cox2_2dfps[j]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+jBEjRiCtelF2hbHFQIAYIN22Tb5ymRpXs8Xk6gpcviy+zssDBg8WW5U6OIjS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\nIpJhYiAiIhkmBiIikmFiICIimf8HLrxaaIAuhIcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113317d90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter(cox2_ds,cox2_2dds,edgecolors='none')\n",
    "xlabel('3D Atom Pairs')\n",
    "ylabel('2D Atom Pairs')\n",
    "xlim((0,1))\n",
    "ylim((0,1))\n",
    "_=title('cox2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pearson R: 0.968\n"
     ]
    }
   ],
   "source": [
    "from scipy import stats\n",
    "\n",
    "pearson_r,pearson_p = stats.pearsonr(cox2_ds,cox2_2dds)\n",
    "print 'Pearson R: %.3f'%pearson_r"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Somehow not completely surprising...\n",
    "\n",
    "Repeat that for the thrombin compounds:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pearson R: 0.982\n"
     ]
    },
    {
     "data": {
      "image/png": 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31Keekq5XYArbtwO3bgG7dgGRkcCCBcCFC6aNgchcNDs8qLq6GikpKTh79ixU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\nRCTBxEBERBL/HzSn+f56q2CQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1136eebd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "thr_2dfps = [rdMolDescriptors.GetHashedAtomPairFingerprint(x,2048) for x in thr_ms]\n",
    "nToDo=25000\n",
    "thr_2dds = []\n",
    "random.seed(23)\n",
    "while len(thr_2dds)<nToDo:\n",
    "    i = random.randint(0,len(thr_2dfps))\n",
    "    j = random.randint(0,len(thr_2dfps))\n",
    "    if j==i:\n",
    "        continue\n",
    "    thr_2dds.append(DataStructs.DiceSimilarity(thr_2dfps[i],thr_2dfps[j]))\n",
    "scatter(thr_ds,thr_2dds,edgecolors='none')\n",
    "xlabel('3D Atom Pairs')\n",
    "ylabel('2D Atom Pairs')\n",
    "xlim((0,1))\n",
    "ylim((0,1))\n",
    "_=title('thrombin')\n",
    "pearson_r,pearson_p = stats.pearsonr(thr_ds,thr_2dds)\n",
    "print 'Pearson R: %.3f'%pearson_r"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Same story here: very high correlation between the 2D and 3D similarity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Look at the deltas:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KSgrhcJjk5GTg+J5/S0uL1SYYDOJ0OnE4HASDwV7THQ7HGd/r5EAQEZHeTt1RXrduXVyW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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1136d7e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dcox2 = [x-y for x,y in zip(cox2_ds,cox2_2dds)]\n",
    "_=hist(dcox2,bins=20)\n",
    "xlabel('sim(3D) - sim(2D)')\n",
    "_=title('cox2')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/+tWvqKmp4e233+aLL77g888/Z9WqVVitVtra2rDZbAQCAaZPnw50r/G3tLSY/X0+Hw6H\nA7vdjs/n6zHcbrf3+7qXhoGIiPR0+Uryxo0bhzzNK+4m2rRpEy0tLTQ3N1NZWck3vvENtm7dSl5e\nHhUVFQBUVFSQn58PQF5eHpWVlXR1ddHc3IzX68XlcmGz2YiLi6OhoQHDMNi6davZR0REou+KWwaX\nu7g76LHHHqOgoIDy8nKcTic7duwAICUlhYKCAlJSUoiJiaGsrMzsU1ZWRlFREWfOnCE3N5elS5dG\neFZERGSwLMbFQ4RGCYvFwigrSeSKuld4wn3PjlwffZ6+/CLxvakzkEVERGEgIiIKAxERQWEgIiIo\nDEREBIWBiIigMBARERQGIiKCwkBERFAYiIgICgMREUFhICIiKAxERASFgYiIoDAQEREUBiIigsJA\nRERQGIiICAoDERFBYSAiIigMREQEhYGIiKAwEBERBgiDL774ggULFpCRkUFKSgqPP/44AO3t7bjd\nbpKSksjJyaGjo8PsU1JSQmJiIsnJydTV1ZnDGxsbSU1NJTExkQ0bNgzT7IhITzFYLJawHnFxU6Nd\ntETBFcPg2muvZdeuXezbt4/9+/eza9cu3n//fUpLS3G73Rw6dIjs7GxKS0sBaGpqYvv27TQ1NVFb\nW8u6deswDAOAtWvXUl5ejtfrxev1UltbO/xzJ3LVOwcYYT06O09Ep1SJqgF3E1133XUAdHV1cf78\neaZMmUJNTQ0ejwcAj8dDVVUVANXV1axcuZLY2FicTicJCQk0NDQQCATo7OzE5XIBUFhYaPYREZHo\nGzAMLly4QEZGBlarlUWLFjFnzhyCwSBWqxUAq9VKMBgEoLW1FYfDYfZ1OBz4/f5ew+12O36/P9Lz\nIiIigxQzUINx48axb98+PvvsM5YsWcKuXbt6jL+4nzGSiouLzedZWVlkZWVFdPoiImNZfX099fX1\nEZ3mgGFw0eTJk7nzzjtpbGzEarXS1taGzWYjEAgwffp0oHuNv6Wlxezj8/lwOBzY7XZ8Pl+P4Xa7\nvd/XujQMRESkp8tXkjdu3DjkaV5xN9Hvf/9780ihM2fO8O6775KZmUleXh4VFRUAVFRUkJ+fD0Be\nXh6VlZV0dXXR3NyM1+vF5XJhs9mIi4ujoaEBwzDYunWr2UdERKLvilsGgUAAj8fDhQsXuHDhAqtW\nrSI7O5vMzEwKCgooLy/H6XSyY8cOAFJSUigoKCAlJYWYmBjKysrMXUhlZWUUFRVx5swZcnNzWbp0\n6fDPnYiIhMRiXDz2c5SwWCyMspJErqh7hSfc9+zo7qPP4NgSie9NnYEsIiIKAxERURiIiAgKAxER\nQWEgIiIoDEREBIWBiIigMBARERQGIiKCwkBERFAYiIgICgMREUFhICIiKAxERASFgYiIoDAQEREU\nBiIigsJARERQGIiICAoDERFBYSAiIigMREQEhYGIiBBCGLS0tLBo0SLmzJnD3Llzee655wBob2/H\n7XaTlJRETk4OHR0dZp+SkhISExNJTk6mrq7OHN7Y2EhqaiqJiYls2LBhGGZHREQGY8AwiI2N5dln\nn+V///d/2b17N//8z//MwYMHKS0txe12c+jQIbKzsyktLQWgqamJ7du309TURG1tLevWrcMwDADW\nrl1LeXk5Xq8Xr9dLbW3t8M6diIiEZMAwsNlsZGRkADBx4kRmz56N3++npqYGj8cDgMfjoaqqCoDq\n6mpWrlxJbGwsTqeThIQEGhoaCAQCdHZ24nK5ACgsLDT7iIhIdIX1m8GRI0fYu3cvCxYsIBgMYrVa\nAbBarQSDQQBaW1txOBxmH4fDgd/v7zXcbrfj9/sjMQ8iERMXNxWLxRLWQ+TLICbUhidPnuSee+5h\n8+bNTJo0qce4SH8oiouLzedZWVlkZWVFbNoiV9LZeQIwwuylQJCRVV9fT319fUSnGVIYnD17lnvu\nuYdVq1aRn58PdG8NtLW1YbPZCAQCTJ8+Hehe429paTH7+nw+HA4Hdrsdn8/XY7jdbu/z9S4NAxER\n6enyleSNGzcOeZoD7iYyDIM1a9aQkpLCI488Yg7Py8ujoqICgIqKCjMk8vLyqKyspKuri+bmZrxe\nLy6XC5vNRlxcHA0NDRiGwdatW80+IiISXRbj4qE+/Xj//fe5/fbbSUtLM3cFlZSU4HK5KCgo4OjR\nozidTnbs2MENN9wAwKZNm9iyZQsxMTFs3ryZJUuWAN2HlhYVFXHmzBlyc3PNw1R7FGSxMEBJIsOm\n+z0+mN1EX64++gyOLZH43hwwDEaawkCiSWHQ3UefwbElEt+bOgNZREQUBiIiojAQEREUBiIigsJA\nRERQGIiICAoDERFBYSAiIigMREQEhYGI9BIT9mW8LRYLcXFTo124DEHIl7AWkavFOcK/hAV0dupS\n3mOZtgxERERhICIiCgMREUFhICIiKAxERASFgYiIoDAQEREUBiIigsJARERQGIiICAoDERFBYSAi\nIoQQBqtXr8ZqtZKammoOa29vx+12k5SURE5ODh0dHea4kpISEhMTSU5Opq6uzhze2NhIamoqiYmJ\nbNiwIcKzISIiQzFgGDz44IPU1tb2GFZaWorb7ebQoUNkZ2dTWloKQFNTE9u3b6epqYna2lrWrVuH\nYXRf/XDt2rWUl5fj9Xrxer29pikiItEzYBgsXLiQKVOm9BhWU1ODx+MBwOPxUFVVBUB1dTUrV64k\nNjYWp9NJQkICDQ0NBAIBOjs7cblcABQWFpp9REQk+gb1m0EwGMRqtQJgtVoJBoMAtLa24nA4zHYO\nhwO/399ruN1ux+/3D6VuERGJoCHf3ObiXY4iqbi42HyelZVFVlZWRKcvIjKW1dfXU19fH9FpDioM\nrFYrbW1t2Gw2AoEA06dPB7rX+FtaWsx2Pp8Ph8OB3W7H5/P1GG632/ud/qVhICIiPV2+krxx48Yh\nT3NQu4ny8vKoqKgAoKKigvz8fHN4ZWUlXV1dNDc34/V6cblc2Gw24uLiaGhowDAMtm7davYREZFR\nwBjAihUrjBkzZhixsbGGw+EwtmzZYhw/ftzIzs42EhMTDbfbbZw4ccJs/6Mf/ciIj483brnlFqO2\nttYc/pvf/MaYO3euER8fb6xfv77f1wuhJJGQTJo0xaD7Zr5hPowwH+pzsZ9ERySWveX/JjRqWCwW\nRllJMkZ1/5YV7ntJfQbXp7ufPrvREYnvTZ2BLCIiCgMREVEYiIgICgMREUFhICIiKAxERASFgYiI\noDAQEREUBiIigsJARERQGMgYEBc31bxUejgPEQmdrk0ko97grjEEo/taPl+2Pt399NmNDl2bSERG\nkZiwt97i4qZGu2j5P0O+05mISLdzhLtF0dmp3XmjhbYMREREYSAiIgoDERFBYSAiIigMREQEhYGI\niKAwkBE2mLOJRWT46TwDGbS4uKl0dp4YRM/BnBErX04xYQf+pElT+Pzz9mGq5+o14lsGtbW1JCcn\nk5iYyDPPPDPSLy8R1B0ERpgPkUtdPFEt9MfgVkBkICMaBufPn+dv//Zvqa2tpampiW3btnHw4MGR\nLGFY1dfXR7uEIRnr9UN9tAsYovpoF3DVGvvv/aEb0TDYs2cPCQkJOJ1OYmNjWbFiBdXV1SNZwrAa\ny2+ouLipLFq0aIzvy6+PdgFDVB/tAq5aY/mzGykjGgZ+v59Zs2aZfzscDvx+/0iWIP3o3vR+Cu3y\nEbk6jWgYjLa1yWAwOKjr5KelZUS79CvSETvy5Rb+1VEtlmuuOH7jxo1X/RVVR/RoIrvdTktLi/l3\nS0sLDoejR5v4+PhR/+V04MB/91vjxo0bR7iaSNr4f49wDOZ/NZx9Lq9/tNU3UJ+Blv9onp+Rfq1w\nnA27R2fniVH/XXRRfHz8kKcxoje3OXfuHLfccgs///nPmTlzJi6Xi23btjF79uyRKkFERPowolsG\nMTExvPDCCyxZsoTz58+zZs0aBYGIyCgw6m57KSIiI2/ETzprb2/H7XaTlJRETk4OHR0dvdq0tLSw\naNEi5syZw9y5c3nuuefC6j+cQn391atXY7VaSU1N7TG8uLgYh8NBZmYmmZmZ1NbWjkTZpqHWP1aW\nf38nN0Zj+YdyouXDDz9MYmIi6enp7N27N6y+w20o9TudTtLS0sjMzMTlco1UyT0MVP9vf/tb/uRP\n/oRrr72Wn/zkJ2H1HQlDqT+s5W+MsO9+97vGM888YxiGYZSWlhp///d/36tNIBAw9u7daxiGYXR2\ndhpJSUnGwYMHQ+4/nEJ9/V/84hfGhx9+aMydO7fH8OLiYuMnP/nJsNfZn6HWPxaW/7lz54z4+Hij\nubnZ6OrqMtLT042mpibDMEZ++V+ploveeustY9myZYZhGMbu3buNBQsWhNx3NNdvGIbhdDqN48eP\nj2jNlwql/k8//dT49a9/bfzDP/yD8eMf/zisvqO5fsMIb/mP+JZBTU0NHo8HAI/HQ1VVVa82NpuN\njIzuwzcnTpzI7NmzzfMRQuk/nEJ9/YULFzJlypQ+xxlR3DM31PrHwvIf6OTGkVz+oZxoeek8LViw\ngI6ODtra2kbFSZqDrT8YDJrjo/l+D6X+adOmMX/+fGJjY8PuO9yGUv9FoS7/EQ+DYDCI1WoFwGq1\n9njT9OXIkSPs3buXBQsWDKp/pEXi9Z9//nnS09NZs2bNiO9mGWr9Y2H5D3Ry40gu/1BOtOyvTWtr\na9RP0hxK/dB9btHixYuZP38+L7300sgUHWJtw9k3UoZaQzjLf1iOJnK73bS1tfUa/qMf/ajH3wOd\n8HTy5EmWL1/O5s2bmThxYq/xw3XCVKTq78vatWt58sknAfj+97/P3/3d31FeXj74YvswnPVHsn9/\nhlr/lWoaieUfai2Xiuba85UMtf7333+fmTNncuzYMdxuN8nJySxcuDCSJV7RUN/f0TbUGj744ANm\nzJgR0vIfljB49913+x1ntVppa2vDZrMRCASYPn16n+3Onj3LPffcwwMPPEB+fn7Y/aNdf38ubf/Q\nQw9x1113DbrO/gxn/WNh+V/p5MaRWP6h1tJfG5/Ph8Ph4OzZswP2HW6Drd9utwMwc+ZMoHtXxt13\n382ePXtGNAxCqX84+kbKUGuYMWMGENryH/HdRHl5eVRUVABQUVHR44v+IsMwWLNmDSkpKTzyyCNh\n9x9OQ339QCBgPv/Zz37W62id4TbU+sfC8p8/fz5er5cjR47Q1dXF9u3bycvLA0Z++V+plovy8vJ4\n5ZVXANi9ezc33HADVqs1pL7DbSj1nz59ms7OTgBOnTpFXV3diL/fw1mGl2/djJXlf9Hl9Ye9/If6\na3e4jh8/bmRnZxuJiYmG2+02Tpw4YRiGYfj9fiM3N9cwDMP45S9/aVgsFiM9Pd3IyMgwMjIyjHfe\neeeK/UdT/YZhGCtWrDBmzJhhXHPNNYbD4TC2bNliGIZhrFq1ykhNTTXS0tKMP//zPzfa2trGVP1j\nZfm//fbbRlJSkhEfH29s2rTJHB6N5d9XLS+++KLx4osvmm3+5m/+xoiPjzfS0tKMxsbGAedjJA22\n/sOHDxvp6elGenq6MWfOnFFbfyAQMBwOhxEXF2fccMMNxqxZs4zOzs5++46V+sNd/jrpTEREdA9k\nERFRGIiICAoDERFBYSAiIigMREQEhYGIiKAwkFHoW9/6FgcPHgyrz4EDB1i9ejUA1dXVpKenk5mZ\nybx583jvvffMduPHjyczM5O5c+eSkZHBP/3TP5kn6+zfv581a9ZEZB4aGxvZsGFD2P3uu+8+Pv74\nY86cOcOdd97J7NmzmTt3Lo8//rjZ5tLLcCclJXHPPff0WF4FBQU0NzdHZD7kKjK8p0uIjIxVq1YZ\ne/bsMQzDME6ePGkO379/vxEfH2/+PXHiRPP5p59+aixevNh46qmnzGF33HGHEQwGh7/gPni9XuPO\nO+80DMMwTp8+bdTX1xuGYRhdXV3GwoULzRMvL78M9/bt2w2bzWYcO3bMMAzDqKurM9avXz/C1ctY\npy0DiZpTp05x5513kpGRQWpqKq+99hoAWVlZfPjhh0D3JcwfffRR5s6di9vtZvfu3dxxxx3Ex8fz\nxhtvAPCHP/yB3bt3c9tttwFw/fXXm69x8uRJbrzxxj5ff9q0afzrv/4rL7zwgjls2bJlZh2heu21\n10hNTSVh/PKPAAAEGklEQVQjI4OsrCwA6uvrzeseFRcX4/F4uP3223E6nfznf/4n3/nOd0hLS2PZ\nsmWcO3cOgMrKSvNSAxMmTOCOO+4AIDY2lltvvbXH1SqNS84VLSgoICcnh3//9383l9/bb78d1jyI\nKAwkampra7Hb7ezbt48DBw6wZMkSoOeVGk+fPk12djb/8z//w6RJk3jyySd57733+NnPfmZefXTv\n3r3ccsstPaZdVVXF7NmzWbZsGZs3b+63hj/+4z/m/PnzHDt2DACXy8UvfvGLsObj6aefpq6ujn37\n9lFTU9Nnm+bmZnbt2kVNTQ0PPPAAbreb/fv3M2HCBN566y2g+wqT8+fP79W3o6ODN954g+zs7H5r\nuPXWW/ntb38LdIeH3W4Pe1ebXN0UBhI1aWlpvPvuuzz22GO8//77xMXF9WpzzTXXmCGRmprKokWL\nGD9+PHPnzuXIkSMAfPLJJ+bVGS/Kz8/n4MGDvPHGGxQWFoZc04wZM8zphupP//RP8Xg8vPzyy+Za\n/qUsFgvLli0z675w4UKPefrkk0/6nY9z586xcuVKNmzYgNPp7LeGCxcu9Ph75syZYc+HXN0UBhI1\niYmJ7N27l9TUVL73ve/x9NNP92pz6d2bxo0bxzXXXGM+v/SL1+jnElsLFy7k3LlzHD9+vM/xH3/8\nMePHj2fatGnmdPq6hvzq1avJzMzkz/7sz3qN+5d/+Rd++MMf0tLSwrx582hvb+/V5tK6L5+nK83H\nX/7lX3LLLbfw8MMP91n/RXv37iUlJaXHdMaN08dbQjcs9zMQCUUgEGDKlCncf//9TJ48mS1btgxq\nOk6ns8fNcA4fPsxXv/pVLBaL+dvDV77ylV79jh07xl//9V+zfv36HjXdfPPNvdpeqbbDhw/jcrlw\nuVy88847+Hy+HuP7C6rLx998880EAgHzHgDf+973+Pzzzwe8+c7rr7/Ozp07efbZZwecD5H+KAwk\nag4cOMB3v/tdc235xRdf7NXm8rX0S/+++Dw9PZ2PPvrIHP7666/zyiuvEBsby8SJE6msrDTHnTlz\nhszMTM6ePUtMTAyFhYV8+9vfNsfv2bOH22+/Paz5ePTRR/F6vRiGweLFi0lLS+O//uu/zPouvyNb\nf/P09a9/nd/85jfMmzcPn8/Hpk2bmD17NrfeeisA69evNw+fffbZZ3n11Vc5deoUqampvPfee2bg\nnT17Fp/PR3JycljzIVc3XcJavhSKiopYu3atea/swcrKymLHjh3Dcge3gXz88cesX7/e/EF5sOrq\n6njrrbeu+MO5yOW0U1G+FL7zne/0uWURjv3795OQkBCVIAD46le/yqRJkzh8+PCQpvPyyy/32NoR\nCYW2DERERFsGIiKiMBARERQGIiKCwkBERFAYiIgICgMREQH+Hyz+YHQ44pgiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114b35d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dthr = [x-y for x,y in zip(thr_ds,thr_2dds)]\n",
    "_=hist(dthr,bins=20)\n",
    "xlabel('sim(3D) - sim(2D)')\n",
    "_=title('thrombin')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Diversity set\n",
    "\n",
    "Now let's try a larger set of more diverse molecules. Use the similarity comparison set we've used before."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T06:26:28.323419Z",
     "start_time": "2024-09-27T06:25:40.915395Z"
    }
   },
   "outputs": [],
   "source": [
    "# we're going to use 3d structures, so we want to do salt stripping\n",
    "from rdkit.Chem import SaltRemover\n",
    "sr = SaltRemover.SaltRemover()\n",
    "rows=[]\n",
    "metals = Chem.MolFromSmarts('[!#5;!#6;!#7;!#8;!#9;!#14;!#15;!#16;!#17;!#34;!#35;!#53]')\n",
    "for row in gzip.open('../data/chembl30_50K.mfp0.pairs.txt.gz').readlines():\n",
    "    row = row.split(b'\\t')\n",
    "    row[1] = sr(Chem.MolFromSmiles(row[1]))\n",
    "    if row[1] is not None and row[1].HasSubstructMatch(metals):\n",
    "        row[1] = None\n",
    "    row[3] = sr(Chem.MolFromSmiles(row[3]))\n",
    "    if row[3] is not None and row[3].HasSubstructMatch(metals):\n",
    "        row[3] = None\n",
    "    rows.append(row)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate a single conformation for each molecule.\n",
    "\n",
    "We use the ipython parallel execution code for this time-consuming, but embarassingly parallel process."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T06:26:28.330428Z",
     "start_time": "2024-09-27T06:26:28.324573Z"
    }
   },
   "outputs": [],
   "source": [
    "import ipyparallel as ipp\n",
    "rc = ipp.Client()\n",
    "dview = rc[:]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T06:26:30.405150Z",
     "start_time": "2024-09-27T06:26:28.331205Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "importing Chem from rdkit on engine(s)\n",
      "importing rdDistGeom from rdkit.Chem on engine(s)\n",
      "importing rdForceFieldHelpers from rdkit.Chem on engine(s)\n"
     ]
    }
   ],
   "source": [
    "with dview.sync_imports():\n",
    "    from rdkit import Chem\n",
    "    from rdkit.Chem import rdDistGeom\n",
    "    from rdkit.Chem import rdForceFieldHelpers\n",
    "    def addcoords(row):\n",
    "        if row[1] is None or row[3] is None:\n",
    "            return row\n",
    "        if row[1].GetNumAtoms():\n",
    "            m = Chem.AddHs(row[1])\n",
    "            cid = rdDistGeom.EmbedMolecule(m, randomSeed=0xa100f)\n",
    "            if cid<0:\n",
    "                cid = rdDistGeom.EmbedMolecule(m, useRandomCoords=True, randomSeed=0xa100f)\n",
    "        else:\n",
    "            m = None\n",
    "        row[1]=m\n",
    "        if row[3].GetNumAtoms():\n",
    "            m = Chem.AddHs(row[3])\n",
    "            cid = rdDistGeom.EmbedMolecule(m, randomSeed=0xa100f)\n",
    "            if cid<0:\n",
    "                cid = rdDistGeom.EmbedMolecule(m, useRandomCoords=True, randomSeed=0xa100f)\n",
    "        else:\n",
    "            m = None\n",
    "        row[3]=m\n",
    "        return row\n",
    "    def optcoords(row):\n",
    "        if row[1] is None or row[3] is None:\n",
    "            return row\n",
    "        m = row[1]\n",
    "        if m is not None and m.GetNumConformers()!=0:\n",
    "            rdForceFieldHelpers.MMFFOptimizeMolecule(m,maxIters=10)\n",
    "            m1 = Chem.RemoveHs(m)\n",
    "            row[1]=m1\n",
    "\n",
    "        m = row[3]\n",
    "        if m is not None and m.GetNumConformers()!=0:\n",
    "            rdForceFieldHelpers.MMFFOptimizeMolecule(m,maxIters=10)\n",
    "            m2 = Chem.RemoveHs(m)\n",
    "            row[3]=m2\n",
    "        return row\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T07:40:19.317614Z",
     "start_time": "2024-09-27T06:26:38.513086Z"
    }
   },
   "outputs": [],
   "source": [
    "nrows = dview.map_sync(addcoords,rows)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T07:40:43.939587Z",
     "start_time": "2024-09-27T07:40:32.784299Z"
    }
   },
   "outputs": [],
   "source": [
    "rows = nrows\n",
    "import pickle\n",
    "with gzip.open('../data/chembl30_50K.mfp0.pairs.3dmols.pkl.gz','wb+') as outf:\n",
    "    pickle.dump(rows,outf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And now optimize those conformations and remove the Hs we added to generate coords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T07:42:25.185483Z",
     "start_time": "2024-09-27T07:41:05.713548Z"
    }
   },
   "outputs": [],
   "source": [
    "nrows = None\n",
    "nrows = dview.map_sync(optcoords,rows)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T07:42:58.629573Z",
     "start_time": "2024-09-27T07:42:47.812170Z"
    }
   },
   "outputs": [],
   "source": [
    "rows = nrows\n",
    "with gzip.open('../data/chembl30_50K.mfp0.pairs.3dmols.pkl.gz','wb+') as outf:\n",
    "    pickle.dump(rows,outf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T07:43:18.989817Z",
     "start_time": "2024-09-27T07:43:18.986515Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "50000"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(rows)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T07:43:22.173167Z",
     "start_time": "2024-09-27T07:43:22.158298Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49977"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len([1 for x in rows if x[1] is not None and x[3] is not None])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next step: we need to assign stereo codes based on the 3D structures we have; otherwise the chirality-using atom pairs will get super confused"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T07:52:22.016048Z",
     "start_time": "2024-09-27T07:52:19.509329Z"
    }
   },
   "outputs": [],
   "source": [
    "for row in rows:\n",
    "    if row[1] is None or row[3] is None:\n",
    "        continue\n",
    "    Chem.AssignStereochemistryFrom3D(row[1])\n",
    "    Chem.AssignStereochemistryFrom3D(row[3])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T07:55:47.875576Z",
     "start_time": "2024-09-27T07:55:47.863882Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "50000"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(rows)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T08:05:50.846895Z",
     "start_time": "2024-09-27T08:05:34.006243Z"
    }
   },
   "outputs": [],
   "source": [
    "fpg_3d = rdFingerprintGenerator.GetAtomPairGenerator(use2D=False,minDistance=3,includeChirality=True)\n",
    "fpg_2d = rdFingerprintGenerator.GetAtomPairGenerator(use2D=True,includeChirality=True)\n",
    "\n",
    "\n",
    "div_2dfps =None\n",
    "sims2d = []\n",
    "sims3d = []\n",
    "dindices=[]\n",
    "for i,x in enumerate(rows):\n",
    "    if x[1] is None or x[3] is None or x[1].GetNumConformers()==0 or x[3].GetNumConformers()==0:\n",
    "        continue\n",
    "    s3 = DataStructs.DiceSimilarity(fpg_3d.GetFingerprint(x[1]),fpg_3d.GetFingerprint(x[3]))\n",
    "    s2 = DataStructs.DiceSimilarity(fpg_2d.GetFingerprint(x[1]),fpg_2d.GetFingerprint(x[3]))\n",
    "    sims2d.append(s2)\n",
    "    sims3d.append(s3)\n",
    "    dindices.append(i)\n",
    "    # clear out the cached distance matrices to save memory\n",
    "    if x[1].HasProp('DistanceMatrix'): \n",
    "        x[1].ClearProp('DistanceMatrix')\n",
    "        x[1].ClearProp('DistanceMatrix_Paths')\n",
    "    if x[1].HasProp('_3DDistanceMatrix_Conf0'): \n",
    "        x[1].ClearProp('_3DDistanceMatrix_Conf0')\n",
    "    if x[3].HasProp('DistanceMatrix'): \n",
    "        x[3].ClearProp('DistanceMatrix')\n",
    "        x[3].ClearProp('DistanceMatrix_Paths')\n",
    "    if x[3].HasProp('_3DDistanceMatrix_Conf0'): \n",
    "        x[3].ClearProp('_3DDistanceMatrix_Conf0')\n",
    "        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T08:05:50.850608Z",
     "start_time": "2024-09-27T08:05:50.847938Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49823"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(sims2d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T08:05:51.666338Z",
     "start_time": "2024-09-27T08:05:50.851400Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mk14 Spearman: 0.847 Kendall Tau: 0.666\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "\n",
    "v1 = sims2d\n",
    "v2 = sims3d\n",
    "scatter(v1,v2,edgecolors='none',alpha=0.2)\n",
    "plot((0,1),(0,1),'k')\n",
    "xlabel('2D Atom Pairs')\n",
    "ylabel('3D Atom Pairs')\n",
    "xlim((0,1))\n",
    "ylim((0,1))\n",
    "_=title('diverse')\n",
    "\n",
    "print(f'{k1} Spearman: {stats.spearmanr(v1,v2)[0]:.3f} Kendall Tau: {stats.kendalltau(v1,v2)[0]:.3f}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T08:05:59.065424Z",
     "start_time": "2024-09-27T08:05:58.877601Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dsim = [x-y for x,y in zip(sims2d,sims3d)]\n",
    "_=hist(dsim,bins=20)\n",
    "xlabel('sim(2D) - sim(3D)')\n",
    "_=title('diverse')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the pairs that have a much higher 2D similarity than 3D similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T08:12:55.180023Z",
     "start_time": "2024-09-27T08:12:55.175140Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "33"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pairs1 = [x for x,y in enumerate(sims2d) if y>0.6 and y-sims3d[x]>0.3]\n",
    "len(pairs1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T08:14:42.226596Z",
     "start_time": "2024-09-27T08:14:42.223869Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NC(=S)[C@H]1CSCN1N=O\n",
      "CN(C)C(=S)[C@H]1CSCN1N=O\n"
     ]
    }
   ],
   "source": [
    "print(Chem.MolToSmiles(rows[932][1]))\n",
    "print(Chem.MolToSmiles(rows[932][3]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T08:12:58.722340Z",
     "start_time": "2024-09-27T08:12:58.718923Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "932 0.6727272727272727 0.33962264150943394\n",
      "2159 0.6857142857142857 0.3157894736842105\n",
      "3229 0.935064935064935 0.6105263157894737\n",
      "4572 0.9895833333333334 0.6523297491039427\n",
      "5936 0.8504273504273504 0.5429362880886427\n",
      "6048 0.9767441860465116 0.5714285714285714\n",
      "7594 0.908256880733945 0.6071428571428571\n",
      "7773 0.6363636363636364 0.2608695652173913\n",
      "11459 0.6774193548387096 0.37168141592920356\n",
      "12626 0.6440677966101694 0.3333333333333333\n",
      "12701 0.8113207547169812 0.475\n",
      "14355 0.6966292134831461 0.35555555555555557\n",
      "16732 0.7142857142857143 0.3157894736842105\n",
      "22297 1.0 0.6968325791855203\n",
      "23892 0.7547169811320755 0.3076923076923077\n",
      "25085 0.6666666666666666 0.2857142857142857\n",
      "25291 0.8660714285714286 0.5170068027210885\n",
      "27289 1.0 0.6918238993710691\n",
      "30663 0.8289473684210527 0.5252525252525253\n",
      "31359 0.6530612244897959 0.3\n",
      "35846 0.7272727272727273 0.375\n",
      "36474 0.85 0.5263157894736842\n",
      "36582 0.8226415094339623 0.47126436781609193\n",
      "37460 0.6842105263157895 0.18181818181818182\n",
      "38151 0.65625 0.27586206896551724\n",
      "38458 0.6153846153846154 0.2777777777777778\n",
      "39959 0.8829787234042553 0.5785123966942148\n",
      "43748 0.7079037800687286 0.39790575916230364\n",
      "44581 0.6737967914438503 0.36666666666666664\n",
      "45116 0.6575342465753424 0.35714285714285715\n",
      "46932 0.9173789173789174 0.5899280575539568\n",
      "46945 0.6722689075630253 0.32786885245901637\n",
      "49219 1.0 0.6597938144329897\n"
     ]
    }
   ],
   "source": [
    "toShow=[]\n",
    "lbls=[]\n",
    "for idx in pairs1:\n",
    "    did=dindices[idx]\n",
    "    print(did,sims2d[idx],sims3d[idx])\n",
    "    toShow.append(rows[did][1])\n",
    "    toShow.append(rows[did][3])\n",
    "    lbls.append('Sim2d: %.2f'%sims2d[idx])\n",
    "    lbls.append('Sim3d: %.2f'%sims3d[idx])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T08:13:09.984816Z",
     "start_time": "2024-09-27T08:13:09.944275Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToGridImage([Chem.MolFromSmiles(Chem.MolToSmiles(x,True)) for x in toShow[:10]],molsPerRow=2,\n",
    "                     legends=lbls,subImgSize=(300,250))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What about pairs where the 3D similarity is higher?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T08:16:47.436120Z",
     "start_time": "2024-09-27T08:16:47.431394Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pairs2 = [x for x,y in enumerate(sims3d) if y>0.7 and y-sims2d[x]>.1]\n",
    "len(pairs2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T08:17:17.181622Z",
     "start_time": "2024-09-27T08:17:17.153438Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toShow=[]\n",
    "lbls=[]\n",
    "for idx in pairs2:\n",
    "    did=dindices[idx]\n",
    "    toShow.append(rows[did][1])\n",
    "    toShow.append(rows[did][3])\n",
    "    lbls.append('Sim2d: %.2f'%sims2d[idx])\n",
    "    lbls.append('Sim3d: %.2f'%sims3d[idx])\n",
    "Draw.MolsToGridImage([Chem.MolFromSmiles(Chem.MolToSmiles(x,True)) for x in toShow[:10]],molsPerRow=2,\n",
    "                     legends=lbls,subImgSize=(300,250))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DataStructs.DiceSimilarity(rdMolDescriptors.GetHashedAtomPairFingerprint(rows[24211][1],2048,includeChirality=True),\\\n",
    "              rdMolDescriptors.GetHashedAtomPairFingerprint(rows[24211][3],2048,includeChirality=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "maxrot=[]\n",
    "for rowid in dindices:\n",
    "    maxrot.append(max(rdMolDescriptors.CalcNumRotatableBonds(rows[rowid][1]),\\\n",
    "                      rdMolDescriptors.CalcNumRotatableBonds(rows[rowid][3])))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rNoj8VEYjic+tzHNbDBOI6rv321uPaalooA2tm3Bl9/F2b4B8r/Gxj5uK9jwa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\nGEKECBEihAP/HzUa/RO+jevEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107203590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hexbin(maxrot,dsim,edgecolors='none',bins='log')\n",
    "xlabel('max num rotatable bonds')\n",
    "ylabel('dSim')\n",
    "_=title('diverse')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(957, 957, 0.11080332409972293, 1),\n",
       " (2870, 2871, 0.10869565217391308, 1),\n",
       " (2950, 2951, 0.12, 1),\n",
       " (3262, 3263, 0.15339233038348077, 1),\n",
       " (4246, 4247, 0.10495626822157439, 1),\n",
       " (4606, 4607, 0.18000000000000005, 1),\n",
       " (4913, 4916, 0.15625, 1),\n",
       " (6586, 6589, 0.1333333333333333, 1),\n",
       " (8435, 8439, 0.12483652743917206, 1),\n",
       " (10412, 10417, 0.1199538638985006, 1),\n",
       " (11013, 11018, 0.10389610389610382, 1),\n",
       " (11363, 11368, 0.10483870967741937, 1),\n",
       " (11515, 11520, 0.12903225806451613, 1),\n",
       " (11590, 11595, 0.10457516339869277, 1),\n",
       " (11759, 11764, -0.10526315789473684, 1),\n",
       " (12075, 12080, 0.23809523809523803, 1),\n",
       " (12180, 12185, 0.10236220472440949, 1),\n",
       " (12764, 12769, 0.3557692307692307, 1),\n",
       " (14313, 14318, -0.109375, 1),\n",
       " (14464, 14469, -0.13999999999999996, 1),\n",
       " (18887, 18892, 0.2976026570048309, 1),\n",
       " (19075, 19080, 0.17174515235457066, 1),\n",
       " (19565, 19570, -0.10909090909090913, 1),\n",
       " (20085, 20090, 0.10121899957965541, 1),\n",
       " (20722, 20727, 0.10989010989010994, 1),\n",
       " (20920, 20925, 0.12030075187969924, 1),\n",
       " (20964, 20969, 0.16994858861189255, 1),\n",
       " (21178, 21183, -0.13071895424836605, 1),\n",
       " (23129, 23134, 0.1048951048951049, 1),\n",
       " (24927, 24932, 0.20118343195266275, 1)]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[(i,z,x,y) for i,(x,y,z) in enumerate(zip(dsim,maxrot,dindices)) if y==1 and abs(x)>0.1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x1075602f0>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Chem.MolFromSmiles(Chem.MolToSmiles(rows[12769][1],True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pcuKEdf9WEhISpHnz5vLTTz9Zb6fUILAI7Vx1dbV8+OGH4uzsLFOnTpWysmrFsnzxhYi7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\nRKr2/9Bi8bpLqHN3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x106dfe520>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Chem.MolFromSmiles(Chem.MolToSmiles(rows[12769][3],True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1.0, 0.6442307692307693)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sims2d[12764],sims3d[12764]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "Chem.AssignStereochemistry(rows[12769][1])\n",
    "Chem.AssignStereochemistry(rows[12769][3])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8461538461538461"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DataStructs.DiceSimilarity(rdMolDescriptors.GetHashedAtomPairFingerprint(rows[12769][1],2048,includeChirality=True),\\\n",
    "              rdMolDescriptors.GetHashedAtomPairFingerprint(rows[12769][3],2048,includeChirality=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "for row in rows:\n",
    "    Chem.AssignStereochemistry(row[1])\n",
    "    Chem.AssignStereochemistry(row[3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "sims2d = []\n",
    "sims3d = []\n",
    "dindices=[]\n",
    "for i,x in enumerate(rows):\n",
    "    if row is None:\n",
    "        continue\n",
    "    try:\n",
    "        s3 = DataStructs.DiceSimilarity(rdMolDescriptors.GetHashedAtomPairFingerprint(x[1],2048,use2D=False),\\\n",
    "              rdMolDescriptors.GetHashedAtomPairFingerprint(x[3],2048,use2D=False))\n",
    "    except:\n",
    "        continue\n",
    "    s2 = DataStructs.DiceSimilarity(rdMolDescriptors.GetHashedAtomPairFingerprint(x[1],2048,includeChirality=True),\\\n",
    "              rdMolDescriptors.GetHashedAtomPairFingerprint(x[3],2048,includeChirality=True))\n",
    "    sims2d.append(s2)\n",
    "    sims3d.append(s3)\n",
    "    dindices.append(i)\n",
    "    # clear out the cached distance matrices to save memory\n",
    "    if x[1].HasProp('DistanceMatrix'): \n",
    "        x[1].ClearProp('DistanceMatrix')\n",
    "        x[1].ClearProp('DistanceMatrix_Paths')\n",
    "    if x[1].HasProp('_3DDistanceMatrix_Conf0'): \n",
    "        x[1].ClearProp('_3DDistanceMatrix_Conf0')\n",
    "    if x[3].HasProp('DistanceMatrix'): \n",
    "        x[3].ClearProp('DistanceMatrix')\n",
    "        x[3].ClearProp('DistanceMatrix_Paths')\n",
    "    if x[3].HasProp('_3DDistanceMatrix_Conf0'): \n",
    "        x[3].ClearProp('_3DDistanceMatrix_Conf0')\n",
    "        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pearson R: 0.839\n"
     ]
    },
    {
     "data": {
      "image/png": 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B4Hb27qW8+I7oBhk1f/5JxjNlhtDixdNfYcwIZRnISpXUqhIPD8qGKW3Xrm29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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107370cd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter(sims2d,sims3d,edgecolors='none')\n",
    "xlabel('2D Atom Pairs')\n",
    "ylabel('3D Atom Pairs')\n",
    "xlim((0,1))\n",
    "ylim((0,1))\n",
    "_=title('diverse')\n",
    "pearson_r,pearson_p = stats.pearsonr(sims2d,sims3d)\n",
    "print 'Pearson R: %.3f'%pearson_r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Op9Os73Q6CYVCHcodDgehUKivxyMiIt0U09UER44c4Z133uHhhx9m9uzZ3HbbbebhnuNs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\nAERELEoBICJiUf8P1BkAn6R4M4oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107353710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dsim = [x-y for x,y in zip(sims2d,sims3d)]\n",
    "_=hist(dsim,bins=20)\n",
    "xlabel('sim(3D) - sim(2D)')\n",
    "_=title('diverse')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(10450, 10455, -0.6, 1),\n",
       " (6910, 6913, -0.37259100642398285, 1),\n",
       " (16204, 16209, -0.2915451895043732, 1),\n",
       " (16260, 16265, -0.2637362637362638, 1),\n",
       " (9642, 9646, -0.256, 1),\n",
       " (7159, 7162, -0.2341597796143251, 1),\n",
       " (11570, 11575, -0.21999999999999997, 1),\n",
       " (17335, 17340, -0.2113821138211382, 1),\n",
       " (7273, 7276, -0.20512820512820507, 1),\n",
       " (9745, 9749, -0.203125, 1),\n",
       " (1580, 1581, -0.20118343195266264, 1),\n",
       " (24057, 24062, -0.19825072886297374, 1),\n",
       " (10645, 10650, -0.19493670886075948, 1),\n",
       " (15633, 15638, -0.19002375296912116, 1),\n",
       " (21178, 21183, -0.18954248366013074, 1),\n",
       " (18581, 18586, -0.1889763779527559, 1),\n",
       " (6751, 6754, -0.18538324420677366, 1),\n",
       " (2157, 2158, -0.18055555555555558, 1),\n",
       " (12366, 12371, -0.18045112781954886, 1),\n",
       " (23035, 23040, -0.17910447761194032, 1),\n",
       " (736, 736, -0.17821782178217827, 1),\n",
       " (7839, 7843, -0.1730103806228374, 1),\n",
       " (1364, 1365, -0.1677419354838709, 1),\n",
       " (6085, 6088, -0.16666666666666669, 1),\n",
       " (2254, 2255, -0.16279069767441856, 1),\n",
       " (23842, 23847, -0.16113744075829384, 1),\n",
       " (15411, 15416, -0.15999999999999998, 1),\n",
       " (19456, 19461, -0.15779092702169623, 1),\n",
       " (19341, 19346, -0.14925373134328357, 1),\n",
       " (18896, 18901, -0.1476190476190476, 1),\n",
       " (14227, 14232, -0.14590347923681257, 1),\n",
       " (17128, 17133, -0.14399999999999996, 1),\n",
       " (8684, 8688, -0.14285714285714285, 1),\n",
       " (14972, 14977, -0.14285714285714285, 1),\n",
       " (14464, 14469, -0.13999999999999996, 1),\n",
       " (15960, 15965, -0.13903743315508021, 1),\n",
       " (7379, 7383, -0.13333333333333336, 1),\n",
       " (23080, 23085, -0.13313609467455623, 1),\n",
       " (16506, 16511, -0.1301775147928994, 1),\n",
       " (15855, 15860, -0.1294583883751651, 1),\n",
       " (4569, 4570, -0.1282051282051282, 1),\n",
       " (21687, 21692, -0.12676056338028174, 1),\n",
       " (21598, 21603, -0.12480000000000002, 1),\n",
       " (11620, 11625, -0.12479999999999997, 1),\n",
       " (15135, 15140, -0.1237785016286645, 1),\n",
       " (23681, 23686, -0.12052730696798492, 1),\n",
       " (17518, 17523, -0.11934900542495475, 1),\n",
       " (8898, 8902, -0.11555555555555552, 1),\n",
       " (13077, 13082, -0.11462450592885376, 1),\n",
       " (6347, 6350, -0.11337868480725621, 1),\n",
       " (12934, 12939, -0.10982658959537567, 1),\n",
       " (14313, 14318, -0.109375, 1),\n",
       " (19565, 19570, -0.10909090909090913, 1),\n",
       " (23673, 23678, -0.10632911392405064, 1),\n",
       " (11759, 11764, -0.10526315789473684, 1),\n",
       " (502, 502, -0.10513739545997614, 1),\n",
       " (17274, 17279, -0.10294117647058826, 1),\n",
       " (8470, 8474, -0.10256410256410259, 1),\n",
       " (3599, 3600, -0.10256410256410253, 1),\n",
       " (20085, 20090, 0.10121899957965541, 1),\n",
       " (12180, 12185, 0.10236220472440949, 1),\n",
       " (11013, 11018, 0.10389610389610382, 1),\n",
       " (11363, 11368, 0.10483870967741937, 1),\n",
       " (23129, 23134, 0.1048951048951049, 1),\n",
       " (4246, 4247, 0.10495626822157439, 1),\n",
       " (20722, 20727, 0.10989010989010994, 1),\n",
       " (2950, 2951, 0.10999999999999999, 1),\n",
       " (10412, 10417, 0.1199538638985006, 1),\n",
       " (8435, 8439, 0.12483652743917206, 1),\n",
       " (11515, 11520, 0.12903225806451613, 1),\n",
       " (3262, 3263, 0.14454277286135686, 1),\n",
       " (4913, 4916, 0.15625, 1),\n",
       " (4606, 4607, 0.18000000000000005, 1),\n",
       " (24927, 24932, 0.20118343195266275, 1),\n",
       " (12764, 12769, 0.20192307692307687, 1),\n",
       " (12075, 12080, 0.23809523809523803, 1),\n",
       " (18887, 18892, 0.2976026570048309, 1)]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diffs=sorted([(i,z,x,y) for i,(x,y,z) in enumerate(zip(dsim,maxrot,dindices)) if y==1 and abs(x)>0.1],key=lambda x:x[2])\n",
    "diffs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Take a look at a few molecules where the 3D similarity is a lot higher than the 2D similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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sKCsrS+xSZFy8eJF0dXUpLi5O7FKYkpw+fZrKli1Lbdu2pVevXim17YcPH5KnpyfZ29uT\nmpoaOTk5kZeXFz19+rTQ+7p+/Tppa2vTkSNHFFAp+xI+jVfJTp8+jY4dO+Y5/buYWrVqhXLlymH/\n/v1il8KUpHPnzrhz5w50dHRQr1497Nu3T6HtXb58GT/99BPq1KkDe3t7+Pn5wd3dHc+fP8fly5cx\nadIkVKlSpdD7bdq0KebMmYPRo0fnjCsy5eAuLCWrWLEiFi1apJKnzHp6euL8+fPw9/cXuxSmRESE\nVatWYfr06Rg8eDDWrVuX59IEQvZ75coV7N+/H0ePHsWrV6/QtWtX9OzZE927d5fr6bcSiQSdO3dG\nZmYmzp07Bw0NDbntm+WPA0SJQkJCUL9+fURERMDS0lLscnJ58uQJatasicePH6Nq1apil8OU7ObN\nmxgyZAh0dHSwe/duQcsWSyQSBAQEYP/+/Th8+DAiIiLQuXNnuLq6okePHjA3N1dA5VJv3rxBw4YN\nMXXqVMyaNUth7bCPVKsfpYQ7deoUHBwcVDI8AKBatWpo0aIFtm/fLnYpTARNmjTB7du34eDggGbN\nmmHlypUFel1GRgaOHj2KESNGoGzZsujatSvCw8OxYMECRERE5DymyPAAgPLly8Pb2xuenp64ymvF\nK4eYAzClTceOHemXX34Ru4wvWr9+Pdna2pJEIhG7FCYib29vMjQ0pL59+1JMTEyux9PS0sjX15fc\n3NzIzMyMjIyMyM3NjXx9fSkpKUmEij+aMGEC2dnZ0fv370WtozTgLiwlSUxMhLm5Oc6dOwdnZ2ex\ny8lXfHw8bGxscPr0abRq1UrscpiIQkNDMWTIELx79w47duyAo6MjfHx8cOzYMZw9exZEhF69esHV\n1RUdO3ZUmesw0tLS0Lx5c1SvXl3hJwaUdhwgSnLs2DF88803iIqKUvkBvkGDBsHY2Bj//POP2KUw\nkaWkpGDKlCnYtm0bdHR0kJWVhR49eqB///7o1q0bDAwMxC4xTw8fPkTjxo2xZs0anl1agThAlGTC\nhAmIiooqFt+Ijh8/jqFDhyI8PFwuZ+Ow4q9Tp04wNzfH1q1boaurK3Y5BfLPP/9gypQpCAwMRK1a\ntcQup0TiQXQlOXHiRLFZW7xLly7Q19fHkSNHxC6FqQhDQ0NUrVq12IQHAHz33Xfo1asXBg4ciNTU\nVLHLKZE4QJTgv//+Q1hYWLGZZ0pTUxNDhgzhs7FYsff333/jw4cP+Pnnn8UupUTiAFGCkydPol69\nerCxsRG7lAIbMWIEzpw5g/DwcLFLYUwwExMT7N27F3/99ReOHj0qdjklDgeIEpw6dQpdu3YVu4xC\nadiwIerUqYOdO3eKXQpjRdK0aVPMnj2bpzpRAA4QBUtJScG///5b7AIEkB6FbN26VewyGCuyX375\nBfXq1cOwYcOQlZUldjklBgeIgl26dAmamppwcnISu5RCGz58OEJDQxEUFCR2KYwVibq6OrZt24bg\n4GD88ccfYpdTYnCAKNipU6fQvn17aGtri11KoVlbW6NTp048mM5KhOypTubMmcNTncgJB4iCFcfx\nj0+NGDECO3fuREZGhtilMFZk3bt3h7u7O4YPH46EhASxyyn2OEAU6NmzZ3j06FGxDpA+ffogPT0d\np0+fFrsUxuRi+fLlMDIywnfffSd2KcUeB4gCnTlzBrVq1YKtra3YpQimq6uLAQMGYNu2bWKXwphc\n6OjoYNeuXTh27BifJFJEHCAKdOrUKXTr1k3sMopsxIgROHr0KOLi4sQuhTG5sLe3x4oVKzBhwgQ8\nevRI7HKKLQ4QBUlLS4Ofn1+x7r7K5uzsjPLlyxeLebwYK6ixY8eiZ8+eGDZsGNLS0sQup1hSaIBM\nnz4ds2fPRmmcr/HKlSsgIrRu3VrsUopMTU0Nw4cP524sVuKsXbsWsbGxPNWJQAoNkP79+2PTpk3o\n1q0b4uPjFdmUyjl9+jTatm1brCaf+5KRI0fi2rVrCA0NFbsUxuTGxMQE27dvx6pVq1RyqpPoaEBN\nDfjhB9ntO3YA7dtL/56QIH3Oy5eyz9mwAWjZ8uP9oCDAzQ3o1AlYvVq676JSaIA0b94cgYGBePfu\nHZydnfH8+XNFNqdSTp48WSK6r7LZ2tqiZcuW2LVrl9ilMCZXzs7OOVOdqOrcb/v3A7duCX99fLw0\nOGxsgKVLgfv3gcGDi16XwsdAypcvj4sXL6J69epo0qQJ/v33X0U3KbpXr17h/v37JSpAAOlgure3\nNyQSidilMCZXc+bMQb169TB06FCV/Pn+9Vdg/HhA6GjAtWtAzZrS8HBwAObPBy5cAN69K1pdShlE\nNzAwgI+PDyZMmICuXbtiy5YtymhWNGfOnEHVqlVRvXp1sUuRq0GDBiE6Ohr+/v5il8KYXKmrq8Pb\n2xv3799XyalOvvsOyMgAvvTRuXYtsGTJx9upUx8fa9ECOHjw431/f6B2bcDComh1aRbt5QWnpqaG\nuXPnonbt2hg1ahTu3LmDFStWqPzyrkIU96vP82NsbIxevXph27ZtaNOmjdjlMCZXFSpUwN9//42R\nI0ciJCQEOjo6gvdlZDQfHz6UFfz6Ll2A/v0/3tfQANasAfr0Afr2zfs1Dx4Any4g+vo1oPn/T3hj\nY+kNAHbtAiZMAP76S3B5OZR+Gu+gQYNw/vx57Nu3Dy4uLiVucD0zM7PEnL6bFzc3Nxw4cADJycli\nl8JYqdKiBdC1KzB7dt6Pr14N7N798TZmjOzjaWnSUJo7Fzh+HBgypOg1Ke0I5FPZg+u9e/eGs7Mz\nfH19YWdnJ0Ypcnft2jWkpqaiXbt2YpeiEJ07d4aBgQEOHz6MoUOHil0OY3ITGhqK0aNHY/ny5fjh\n89OeVMSSJYC9PVDYg6PMTGDgQKBsWekAehEOrmSIdiHh54PrFy9eFKsUuTp16hRatWoFAwMDsUtR\nmFq1aiEkJAQPHjwocUeQrHRKT0/HsGHD0KNHD5UND0AaALNnS7uzCuPMGeDJE2DZMiArC0hOlt6K\neomeKEcg2QwMDLB//378+OOPmDhxOM6fXwELC1cxSyqyU6dOYYg8jg1VUFRUFAYNGoSnT5/izz//\nxNOnTzFq1CjcuHEDpqamsLGxQbly5XL+rFKlisy2smXLQl2dJz9gqmf27Nl49+4d/Pz8xC7lqyZO\nBDZuLNyH/9Wr0jGSMmVktz99ClSpIrwWNVKRy8TDwrwRG+uOsmVnoVw5TwBqYpdUaElJSShXrhz2\n7duHLl26iF2OXJ0/fx6DBw+Gk5MTvL29YZw9Igfg8uXLmDt3Ls6dO/fFfWhra8Pc3FwmZPL608bG\nBmpqxe//vyTr27cv7O3tsXDhQrFLkbvjx4+jT58+OH/+PFq1aiV2OcULqZDExKt0925Z+u+/bpSZ\nGS92OV+UkpJCEomEiIjmzJlD8fHSekePHk1GRka0fv36nMeLu8WLF5O2tjYtXrz4i+/pxIkT5OTk\nRACKdDM3N6e6detSly5d6JtvvqFffvmFVq9eTYcOHaLIyEglvnOWrU+fPvTzzz+LXYbchYeHk5WV\nFXl6eopdSrGkUgFCRJSe/poePGhMISH1KC3tudjlyNi7d2/OB5izszNdunSJiIjWr19P4eHhOc/b\nt28fWVpaUsuWLSk0NFSUWuUhMTGRBg8eTKampnT8+PECvy4oKIhcXV1JTU2tyGHy+e358+eKe8Ms\nXyUxQCQSCXXp0oXatWtHWVlZYpdTLKlch7SWVnnUrOkPPb16ePiwCT58UP7gur+/P169egUAGDVq\nFI4fPw5AOr6xc+dOAEDPnj1x6v9X6ri7u6Ns2Y/nfLu6uiI4OBg2NjZo2LAhlixZopJXt37Jo0eP\n0LhxY4SEhODGjRvo3r17gV/bsGFD7Nu3D3fv3oWbm5vcrvWpWbNmsV5bhamWFStWIDAwENu2beOx\nOaHETrD8SSg8fDHdvq1L795tVUgLjx49omfPnhER0bx582jHjh1ERDRt2jSaPXs2ERFt2LCBXF1d\niYjowoUL5ODgQEREGRkZBWpj3759ZGFhQU5OTsXmaOTgwYNkbGxMI0eOpJSUlCLv7+nTp+Tu7k5a\nWlpFOvqYNGlS7p1HRRHdukWUmPhxm0RClFfdqalE/E1TkJJ2BHLt2jXS0tIiHx8fsUsp1lQ4QKRi\nY/fR7dv69PKlBxEJ++VPTEykt2/fEhHRtm3baMOGDURE9Pvvv9MPP/xAREQ+Pj7UoUMHIiK6e/cu\n2drakkQioffv35OJiQnFxsZSVlYW/f7775Senl6o9iMjI6lfv36kp6dHixcvVtnD5aysLJo5cyZp\na2vT+vXr5b7/sLAw8vDwID09PUEBcuLEiY87e/uWqHlzogoViJyciMzNiYYNI0pKInrxgkhLK3cB\ntWoRnT8v9/dVGpSkAImPj6eqVavS2LFjxS6l2FP5ACEiSkoKonv3KtF//3Uv0OD6o0ePaNq0abRp\n0yYiIlqzZg0NHz6ciIjOnDlDDRs2JCKily9fkoWFBaWmplJqaipZWFjQy5cviYioYcOG9O+//xIR\n0ZAhQ+jAgQNFfh+fHo08fvy4yPuTp9jYWOrWrRvZ2NjkjO0oSkREBM2cOZP09fULHB56enqUnJws\n3UFmJlHNmkQ///zxiCIhgahDB6IJEzhAFKAkBcg333xD9evXl8vRdWlXLAKEiCg9/S09fNi0QIPr\noaGhBICqVq1KEomE3r17R6amppSQkEBZWVlUoUIFunfvHhERdejQIecwdty4cbRo0SIiIlq+fDl9\n++23RFTw7qqCiIiIoL59+5K+vr7KHI3cvHmTKlWqRC1atKA3b94ord3o6Gjy9PQkExOTrwZIly5d\nPr7w0CGiGjVyd0cdP05ka8sBogAlJUC2b99Oenp6FBwcLHYpJUKxGTnS0rJBjRrnoaNTHaGhrZCW\n9iTf59aoUQPNmzfH06dPceXKFZibm6Nt27bw8fGBurq6zOp6bm5u2L59OwDpdOXZ24cNG4amTZsC\nADQ15Xe9pbW1NQ4ePIitW7di2bJlaNOmDZ48yf+9KNqWLVvQqlUrDBkyBJcuXUK5cuWU1raFhQXm\nzp2Lly9fYvHixTA3N8/3uTJzi927BzRpAnw+8NmxIxATI73kNjMT6N5d9vb/EyNY6fT48WP88MMP\nWLZsGerUqSN2OSWD2AlWeBKKjt5IEklarkdSUx9TVpa0m+Pvv/8mAPTdd98REdGhQ4eobdu2RET0\n8OFDKleuHGVmZtKHDx/I1NSUoqOjiYiobt26ShvsjoiIoD59+ohyNJKWlkbu7u6kr69P27dvV1q7\nX5KYmEheXl5Uvnz5XEcgDx8+/PjEefOI+vTJawdE2tpEp08TaWoSXbwoe6tUiY9ABCruRyBpaWnk\n6OhIffL6uWGCFcMAyS02dh+FhNShhw+bUFCQKf33Xw+KjHxCOjo6ZGJiQikpKZSWlkZWVlYUFhZG\nRERNmzalkydPEhHR8OHDac2aNUQk3+6qgtq3bx+Zm5tTp06d6MWLFwpv7+3bt+Ts7Ex2dnYUFBSk\n8PYKKy0tjby9valq1aoEgKpUqSL7hP37iQwMpGdVfer4cSJDQ6LQUO7CkrPiHiAzZsygSpUqUWxs\nrNillCjFpgsrfxK8fTsb1aodQ61aN1CvXhjU1HSQnr4OPXr0wPv373HkyBFoa2tj4MCBOd1V33zz\nTU531aRJk3JmA5Znd1VBZV83oq+vj3r16mHDhg0gBc0wExAQgMaNG8PAwAA3b95Ew4YNFdJOUWhr\na2PEiBG4f/8+Vq9ejREjRsg+oXdvwNpaOjVptsRE6f1Jk4ASsg49k4+zZ8/izz//xI4dO2Bqaip2\nOSWL2AlWVJmZsRQUZEqpqU9ytqWlvaDExKt0+PBhAkDdu3cnIqIbN25QjRo1iIgoJiaGKlWqRGlp\nubvCxLRv3z4yMzOjzp07y/1opKBTkhQLjx8TNWlCVLYsUdOm0tN4Z82SDqzzILrcFdcjkOypSubM\nmSN2KSVSsQ8QIqK3bxdQUJARPX7cmd6+XUApKdL+8rS0NLKwsCBNTc2cqUbs7e0pICCAiMTpriqI\nt2/fUq9evcjY2Fguc2olJSXRsGHDyMTEhI4ePSqnKlVEZCTRvXtEhbw2hxVOcQyQ7KlKnJycVPZ3\nvbgrAV1YgI3NbNSt+xRmZsORmhqKhw+bIDZ2D7S1tTFkyBBkZmZi165dAIDff/8denp6AMTprioI\nGxsbHDlyBBs3bsRPP/2Ebt265UytUljPnj1Dy5YtcffuXdy4cQMuLi5yrlZkVlZAvXqAlpbYlZRo\nSUlJePr0KVJTU8UupcD+/PNP3Lx5E7t371bZ3/ViT+wEK6oPHy5RdPQmmW1xcUfowQPplCM3btwg\nANSxY0cxyiuyt2/fUs+ePalMmTKFPho5efIkmZmZ0cCBA+nDhw8KrJKVVMnJyTR27FjS09MjExMT\nMjIyosGDB9P+/fsp8dPpY1RM9lQl8rgAmOWv2AdIYmIA3b1bjtLTP86G++6dNz182Czn/vr164v9\nVaf79u0jU1NT6tq1K7169eqLz1X0lCSsdAgICCBbW1uqV68eBQcHU1ZWFvn7+9PMmTOpWrVqpKGh\nQU5OTuTl5SUzG7XYEhISqFq1ajmn8DPFKfYBQkQUGelFDx+2oNDQ9vTwYXN6+LAFJSXdFrssuQsL\nC6OOHTvmHI3kJS4ujnr06EHW1tZ08eJFJVfISoKsrCzy9PQkLS0t8vDw+DiFzGeCg4PJ09OTatas\nKRMmr1+/VnLFskaOHEm1a9empKQkUesoDUpEgGRLTX1CmZkJYpehUBKJhNavX09GRkbUrVs3maOR\ne/fuUbVq1ah58+ZfPUphLC9v376lDh06kJmZWaFmqs0OE0dHR1JXVydHR0fy9PRU+pxvO3bsID09\nPbp//75S2y2tSlSAlCZhYWHUoUMHMjExofXr19OePXvI0NCQ3N3dKfXzC+wYK4Djx4+TpaUltWrV\nqkinkD99+pS8vLzIycmJ1NTUyN7enjw9PenBgwdyrDa30NBQMjQ0pNWrVyu0HfYRB0gxlpWVRcuX\nLyddXV0yMTGhVatWiV0SK4bS0tLIw8ODNDU1ydPTU66nvIaFheUKk5kzZ5K/v7/c2iCSvofGjRtT\n79695bpf9mVqRAq65JkpzatXr3Dv3j306NFD7FJYMfP48WMMHToUkZGR2LFjB9q0aaOwtl6/fo0T\nJ07g6NGjOHXqFCpWrIiePXvC1dUVTk5OUFNTE7zvWbNmYdeuXbhz5w5fba5EJeI6kNIuPT0dQUFB\nYpfBipkNGzbA0dER1apVQ3BwsELDAwAqVKgAd3d3HD16FBEREZg7dy6ePXuGDh06wNbWFpMmTcLl\ny5cLvfzz2bNnsXz5cmzfvp3DQ8k4QEqAp0+f4vr162KXwYqLpCTMmjABEydOxLx587B7926UKVNG\nqSWYm5tjxIgROWGyYMEChIeHo2vXrrC2ts55LCMj44v7iYiIgJubG2bOnInWrVsrqXqWjbuwSoC1\na9fC09MTUVFRYpfCVN2dO8CQIXhSqxbiZ8+Go6Oj2BXJSE5Oxrlz57B//34cPnwYWlpa6NGjB1xd\nXdGlSxdoa2vnPJeI0L17d3z48AH//vsvX20uAj4CKQGePn2K6OhoPH36VOxSmKqSSIC5c4GmTYHO\nnVFt926VCw8A0NfXR8+ePbFt2zZERUVh69atAKQLv1lbW2PgwIHYtm0bkpKSsHLlSty4cYOnKhER\nH4GUAH379sXhw4exc+dODB06VOxymKp5+xZwcwPu3gU2bgT69BG7okJLTk7GiRMn4OPjg+PHj0NT\nUxMSiQRr1qzB8OHDxS6v1OIjkBIg+8iDx0FYLseOAQ0aSJf4DQoqluEBSI9MBgwYgN27dyMqKgpL\nly5FQkIC2rZtK3ZppRoHSDFHRHj27BkA4Nq1ayJXw1RGWpp0ca3+/YFp04Dz54GKFcWuSi50dXUx\nZswYNGjQAAcOHBC7nFKNA6SYi4yMRFJSEgDgzp07SEtLE7kiJrrgYMDRUXr0cekSMHMmoKEhdlVy\n179/f/j4+IhdRqnGAVLMfTpwzteDMKxcKR0or18fuH0baNZM7IoUZuDAgQgICMDbt2/FLqXU4gAp\n5j4/84rHQUqpuDhgwADgl1+AdeuAXbsAJV/boWw1atRArVq1cPjwYbFLKbU4QIo5DhCGJ0+A5s2B\nkBDg8mVgxAixK1Ia7sYSFwdIMfd5gPBAejGTkACoqQEvX8pu37ABaNlS+vfkZGD4cOkRRb16gLU1\nUKsWEBAgfdzGRnr0ERgINGyo1PLF1r9/f1y8eBHR0dFil1IqcYAUc58HyPPnzxEZGSlSNUwhevWS\nBk1YGHD/PhAZCUyfDrRpI71vYAAsXCj9s5Rp0KAB7Ozs4OvrK3YppRIHSDGX19XnN27cEKESphDX\nr0uPNDZuBD6dKHD0aMDWVjpoXspxN5Z4+Pr/YiwhISHPQ/fr16+jZ8+eIlTEBFu7FjAx+Xg/eywr\nMBCwtwesrHK/plcv4OpVpZSnyvr3748VK1YgLi6OZ+NVMj4CKcayLyD8HI+DFEMPHkgnOsy+vX4t\n3f7uHWBmlvdrqlSRjo+Uco0bN0a5cuVw7NgxsUspdThAirH8Jk+8ceMGsrKylFwNK5LVq4Hduz/e\nxoyRbq9YEbhxQzoVyef8/YHKlZVbpwpSU1ND3759uRtLBBwgxVh+AfLhwwc8evRIydUwhWjSBIiP\n/9il9amLF4EOHZRfkwrq378/Tp8+jQ8fPohdSqnCAVKMfWn6du7GKiHq1QNcXKTzWYWHS7dlZEjv\na2pKB9MZWrZsCTMzM5w8eVLsUkoVDpBi7EsBwhcUliC7dgF2dtLuLFtb6fUgAQHAtWul8tTdvKir\nq6Nnz554eO6c2KWUKrweSDFmZ2eHsLCwPB+rX78+7t69q9yCmGIlJgKhodLBcz7bKJcsPz9o9OsH\nREUBurpil1MqcIAUU+np6dDX1893sFxDQwPv37+HoaGhkitjTCRZWdKr8jdsKLbrnhQ33IVVTL14\n8eKLZ1plZWUhMDBQiRUxJjINDem1MXw2ltJwgBRTBVn/nAfSWanTrx9w9CiQni52JaUCB0gxVZAA\n4YF0Vup06gSoqwN+fmJXUipwgBRTHCCM5UFLC+jenbuxlIQDpJgqSICEh4fj5efThDNW0vXvDxw5\nkvfV+0yuOECKqYIECMDjIKwU6toVSE2VXqnPFIpn4y2mGjdujPr168PIyAi6urrQ09ODkZERNDU1\nYWpqCk1NTRgZGaFevXpil8qYcunpAd26SbuxeKoXheLrQBhjJc/u3cCUKcCbN9LTe5lCcBdWSRId\nDdy+DSQlfdxGJD2c/1xaGiCRKK82xpTJxUU6CWX2sr9MIThASoLwcKBFC6BRI8DDQzrF9/Dh0rUi\nXr0CjI1zv6ZhQ+4jZiWXkRHQsSOfjaVgHCDFXVYW0K4d0L498OIFcPky8Pw5EBEBzJwpdnWMiad/\nf2mAcC+9wnCAFHdHj0p/QRYskF5ABUi/fU2dCvAKbaw069NHOrHizZtiV1Ji8VlYxd29e9JFh9Q/\n+y7QsSMQEwM8eSI9H757d9nHX71SXo2MicHEBHB2Bq5cAZo2FbuaEokDpCT4dNA8W0aGdKA8M1N6\nFspPP8k+HhKinNoYE5OvL6+ZokAcIMWdvT2wdKk0LHR0Pm6/eBHQ1pYuQKSmBrRuLfs6fX2llsmY\nKDg8FIrHQIq73r0Ba2tgyZKP2xITpfcnTeKFdVjplpwsPSOxTBnp8sDW1kCtWh9P701IkH7B+nzK\nnw0bgJYtlV9vMcMBUtxpaQGnTkkHzG1sgGbNpEcdTk7A/PliV8eYuHr1koZEWBhw/z4QGQlMnw60\naSO9z4qEr0QvSaKipL8gtWpJg4Wx0uz6dekp7mFhgJWV7GPVq0tDZMUK6dHJixdApUofH9+wAdi6\nlS9E/AoeAylJrKxy/6IwVloFBkrHCPP6nejVC7h69eP9tWulZ21l46UQCoQDhDFWMr17B5iZ5f1Y\nlSrAuXMf7z94IHtiyevXgCZ/PH4N/wsxxkqmihWBGzekp7J/Hgb+/tIpf7KtXp13Fxb7Ih5EZ4yV\nTE2aSCdUzKs76uJFnupdDjhAGGMlU7160ll5p02TTjgKSC+wnTZNekQyerS49ZUAHCCMsZJr1y7A\nzk7anWVrKz3jKiAAuHaNLzKUAz6NlzFW8iUmAqGh0sFzU1OxqykxOEAYY4wJwl1YjDHGBOEAYYwx\nJggHCGOMMUE4QBhjjAnCAcIYY0wQDhDGGGOCcIAwxhgThAOEMcaYIBwgjDHGBOEAYYwxJggHCGOM\nMUE4QBhjjAnCAcIYY0wQDhDGGGOCcIAwxhgThAOEMcaYIBwgjDHGBOEAYYwxJggHCGOMMUE4QBhj\njAnCAcIYY0wQDhDGGGOCcIAwxhgThAOEMcaYIBwgjDHGBOEAYYwxJggHCGOMMUE4QBhjjAnCAcIY\nY0wQDhDGGGOCcIAwxhgThAOEMcaYIBwgjDHGBOEAYYwxJggHCGOMMUE4QBhjjAnCAcIYY0wQDhDG\nGGOCcIAwxhgThAOEMcaYIBwgjDHGBOEAYYwxJggHCGOMMUE4QBhjjAnCAcIYY0wQDhDGGGOCcIAw\nxhgThAOEMcaYIBwgjDHGBOEAYYwxJggHCGOMMUE4QBhjjAnCAcIYY0wQDhDGGGOCcIAwxhgThAOE\nMcaYIBwgjDHGBOEAYYwxJggHCGOMMUE4QBhjjAnCAcIYY0wQDhDGGGOCcIAwxhgThAOEMcaYIBwg\njDHGBOEAYYwxJggHCGOMMUE4QBhjjAnCAcIYY0wQDhDGGGOCcIAwxhgThAOEMcaYIBwgjDHGBOEA\nYYwxJggHCGOMMUE4QBhjjAnCAcIYY0wQDhDGGGOCcIAwxhgThAOEMcaYIBwgjDHGBOEAYYwxJggH\nCGOMMUE4QBhjjAnCAcIYY0wQDhDGGGOCcIAwxhgThAOEMcaYIBwgjDHGBOEAYYwxJggHCGOMMUE4\nQBhjhSORAESy9z8VEaHcephoOEAYY4Xz55/AlSvSvz9+DMyaJf37q1dAnz7AunXAvHnA1q1iVciU\nRFPsAhhjShARAZQt+/G+RAKoqUlv2ffVC/F9MjwcePECePPm47adOwEPD6B9e+n9nj0BNzdAQ6Po\n9TOVxAHCWEn26hUwcSLQsKE0LCpXBkaOlB5FNGsGODtLjyI2bQKWLCn4fo8fB+7dA2JiACMj6bb7\n94Hx4z8+p2xZIC4OsLCQ5ztiKoQDhLGSLL+jAiDvo4iCGjNGNnwAaRv+/kD37kBWFpCQwOFRwvEY\nCGMl2f37QJMmH+9nHxUA0qOIjRuB/fvl01bfvoCvL/DDD0Dz5sDw4Xj//j2io6Pls3+mcjhAGCvJ\nso8KgNxHBWPGAAsWAJMnF26fP/4oPfoAgBo1PnZ9mZlJB9AXLwauXsUxNTXUr18fx48fl8tbYaqH\nA0SIL53GyKcwMlWSx1GBosVmZWHEt99iypQpGD9+PP766y/ExsYqvF2mfGpEn34SsgJZvjz3AOSE\nCXkPVjKmCuLjAQMDQFOxw54fPnyAvb09OnfuDG1tbRw8eBCrVq3CoEGDFNouE4dKDqKnp6fj9evX\nsLOzg1r2aYaq5vMBSD6FkamYR48eYfjw4ahWrVrOrVatWmjevLnC2jQyMsKpU6cwePBgVK1aFXfv\n3kXZsmURHx+PMmXKKKxdJg6VDJCQkBA0atQIWVlZqhsgn5/GyKcwIisrC6Ghobhz5w6CgoJw+/Zt\n9O3bF+PGjYN6Ya4xYHKhpaWFW7du4datWznbunTpglOnTim03Tp16sDb2xuNGjUCABw8eBAeHh44\nceIE6tevr9C2mXKpZIBkZGRAXV1dtT90Pj+NsZSdwpiamorg4GDcvn0bQUFBuHPnDu7du4fk5GRU\nqFABDg4OaNCgAebNm4ewsDD88ccfYpdc6hgYGOTa5urqqpS2s8Nj5MiRuH37Nnx9fTk8SiCVDJD0\n9HRoa2uLXUbh9O0L/PwzcPQoEBgI/Pqr2BXJzfv373OOKrL/fPjwISQSCapXrw4HBwf07dsX8+fP\nh4ODAyw+Cc7hw4ejTZs2KF++PKZMmSLiuyh9Pg8QbW1t9OvXT6k1jBo1Chs2bIC2tjZCQkJgYWEB\na2trpdbAFEclB9EvXLiA3r17IyEhQexSCk9Jg5XK8uLFC7i7uyMwMBCNGjWCvb09HB0d4ejoiJo1\na0KzAO/zxIkT6Nu3L3bv3q30D7DSTCKRQFNTE9m/4t27dxftlNo1a9Zg/vz52L59O7p06SJKDcqU\nkZGB6OhoxMXFydzCw8Px9u3bXNuzb6mpqejXrx/WrFkDGxsbsd/GV6nkp1xGRga0tLTELkOY7IHC\np0+lg+q7dn3cVgx5e3sjLi4OERERgv9PunfvjtWrV2P48OE4d+4cWrRoIecqWV7U1dWhq6uLlJQU\nAMrrvspL+fLlcePGDdja2opWw5ckJSVh9uzZGDduHKpXr17o10skEqxcuRKbNm1CbGwsYmNjkZaW\nlvO4kZERzMzMYGZmBgsLC5iZmaFixYpo0KABzM3Ncx4zMzODp6cnRowYgTNnzqjuGHA2UkHHjh0j\na2trscsompQUIicnolatiFJTxa5GsFq1atHKlSvlsq/JkyeThYUF/ffff3LZH/s6CwsLAkA6OjoU\nFxcndjnk7+9PJ06ckOs+79y5Q5cuXRL8ej8/P7Kzs6OZM2dSSkqKoH0cOHCADA0N6e+//6YjR46Q\nv78/PXjwgCIiIig9Pb1Q+3rz5g2ZmprShg0bBNWiTCoZIIcOHaIKFSqIXUbRvXtHVLMm0eDBRBKJ\nqKWcOHGCevToUagf5qCgINLQ0KDw8HC51JCVlUX9+vWj2rVrU2xsrFz2SZ/XlpUl+2+dlSWfdoqp\nypUrEwBycXERuxQiItqxYwf5+fkJem1qaiq9ffuWgoOD6dKlS+Tj40MzZ84kCwsL2r17d6H3l5KS\nQtOmTaNKlSrRqVOniIgoIyODkpKSCrWfrKwssre3p19//bXQNeRny5YtZGxsTGFhYXLbpyJwF5Yi\nmZsDhw8DTk7IXL4cmtOmiVZK06ZNMWnSJAwfPhx79uwp0KHx7t270bZtW5T9dBrwIlBXV8eOHTvQ\nvn179OnTB2fOnIGOjo6wnSlqltkSxtDQEAAwcOBAue43LS1N0P/dsGHDAAAJCQl4/fo1YmNjERMT\nk9Ptk32LiYnJtT0xMTFnP7q6usjKykLTpk0RHBwsaGA+NDQUMTExuHv3LkxMTPDo0SN88803GDBg\nAKZPn17g/Rw5cgRv376V60kiI0eOhK+vL7799lv4+fmpbleW2AmWlx07dlDNmjXFLkNu0v39qV2V\nKrRnzx7B+3j27Bn5+PjQ69evBe/jyZMnZGlpSbNnz/7qcyUSCVWsWJE2btwouL38REdHU7Vq1Wjw\n4MEkEXpk9vvvROfOfbzv4kKUmUn0xx9E+/YRhYURnT9PNGOGfIouppo2bUq6urqUkJAgt30eP36c\nKleuTI8ePRL0+sjISOrUqROVLVuW7O3tycnJiVxcXMjNzY08PDzI09OTvLy8yNvbm3x9fcnf35+C\ng4PpzZs3lJycTOnp6dSgQQPauHFjzs/P3r17aeDAgYLqyczMJE9PT7K2tqZ9+/YV6rUSiYQaNmxI\nP//8s6C2v+Tt27dkZmZGf//9t9z3LS8qGSBbtmyhunXrCnuxnLpb5O3AgQOko6NDZ86c+eLzMjIy\n6P79+7Rt2zaaOnUqtWvXjkxMTAgAmZmZkZmZGfn6+gqu49KlS6Sjo0Nr16794vMuX76s0H7zBw8e\nkKmpKc2dO/frT46PJ7p4kWjlSqLvv5d2UQ0dSvTph+KYMUTR0dIA+eYbotmziX74odQHSLt27ah3\n795y2VdUVBS5urpS7dq16fr164L3M3XqVGrdunWRasn6f9dkZGQk9e/fn+rUqUO3bt0StK9///2X\n2rdvT8+ePSMiouTk5AKPqRw7doyMjIzo3bt3gtr+mu3bt5OBgYHKjhuqZIBs2LCBHBwcCveily+J\nevcm8vQkmjuXaMsWBVRWNEuWLCFjY2O6c+cOEUm/ifv6+pKnpye5urqSvb09aWpqkoaGBtnb25Ob\nmxt5eXmRv79/zgf5P//8Q3p6enTlyhXBdezZs4e0tbW/GGbjx4+nXr16CW6jIC5evEg6Ojq0devW\nnG3h4eF08uRJWrRoET2bNImoWjUiNTUiLS0iBweiUaOIEhOJNm4kOn5c+qLMTKLsb59//EHk7y/9\ne2hoqQ8QFxcX2rlzZ5H3c/PmTSpfvjz98MMP9OHDByIiun37Nj1+/LhQ+4mMjCR9fX06e/ZskWtK\nSUmhSpUq0fTp0yn1/yeqFHW8LiAggGrWrEljx44t0PObNWtG06dPL1KbX9O/f39ycnLKCU1VotAA\nOXPmDC1dupT8/PwKNWj6119/UdOmTQvXWH5dGipEIpHQiBEjqGrVqmRvb08aGho5YTF06FBatmwZ\n+fn5UUxMzBf3M23aNLKwsCj0L++n5s+fT8bGxnT37t1cj2VkZJClpaWggcnCWr9+Penq6lL79u3J\nxsaGAJChoSE5OTnR5XnziDZtIrp1iygtTfaFMTFEY8dKj0gaNybKPirjAJExcuTInA/8onj37l3O\nh35GRgbNnz+fLCwsCn00PHPmTHJycipyPdmyAyMzM5N+//13MjMzozdv3gja16VLl8ja2pp8fHwK\n9PwzZ86Qvr4+RURECGqvoKKiosjKyopWrVql0HaEUGiA+Pj4UOfOncnc3JwAkJ2dHfXv358WLlxI\nJ0+epMjIyDxf5+Xl9fUfsnfviC5fln4Tffo0/y6NIrh48aLwPvp8ZP/QrVq1iq5evVroMz6IpEE0\nZMgQqlq1KkVFRQmuZezYsVS+fHl69eqVzPbTp0+ToaGhoNoKKz09nczMzGjw4MG0Z88eCg0NLdw3\nrffviTIyFFdgMZaWlib3LwGhoaHUpEkT6tq1K718+bJQr42KiiIDAwM6nn3kKCepqanUvHlzatWq\nVZG6erKysnJ+nyIjI2ns2LFfHDtq2bIlTZ48WXB7hbF7927S19cv0pdGRVBaF1ZcXBz5+/uTl5cX\nubm5kb29PQGgMmXKkJOTE3l4eJC3tzcFBwfT0qVLqW3btpSRkUGPHz+mI0eO0NKlS+nQrFnSayss\nLIgAIiMjoiZNpEce+XVpCLRv3z7S1tammzdvyuHdfzR69GgaNGhQkfeTnJxMLVu2pFatWuUcvhdW\neno6derUiRo1aiTzLXXkyJE0ZMiQItdYEMeOHaMyZcoIPv+e5ZaZmUne3t5ka2tL1apVo1mzZslt\n348ePaJNmzblfLG6cOECzZkzp0CvnT17NjVp0kRutXzq3LlzOV88rl27Rk+fPhW8r9u3b5OVlRVN\nmTKFkpOT83zOhQsXSE9PT26nuBeEq6srtWzZkjJVqGdF1DGQZ8+e0f79++mnn36iTp06kZmZWU4X\nhrm5OWlpaREAMjc3p5YtW5LX1KlEy5YRnThB9Py57M7y69IQwM/Pj3R0dGjXrl1Fe4OfSU1NJRMT\nEzp8+LBc9hcdHU3Vq1enQYMGCT5Sio+Pp/r161P37t0pMzOTkpOTydjYuEgD9YUxbNgw+uabb5TS\nVkmXmZlJ69evp8qVK5ONjQ2tX7+erl+/Tubm5uTu7i7XPvSYmBhydXWlmjVrUkBAwFefHxsbS8bG\nxnL72c9LRkYGzZo1iypUqFCkCwuTk5NzxhglEkmev1vt27en8ePHC25DiOjoaLK2tqYVK1Yotd0v\nUblB9KdPn1KNGjVo0KBB5O/vT9GF7Yb6vEujkN/O7927R8bGxgU7O6iQjhw5QmZmZpT2eX9+EWSf\nmlvQb4F5ef36NVWoUIHGjh1LBw8eJHNz80JfPStEYmIiGRgY5FzExYTz8/Ojpk2bkoGBAf3yyy8y\nZ88FBQWRpaUlDRs2jDLk1N3n7+9P33//fU4Xz9eOgufOnUsNGjSQe5fwpyQSCS1duvSrY4gF9fr1\na2rfvn2ubkB/f3/S0dEpdBeePBw+fJh0dXUpJCRE6W3nReUC5M6dO6ShoVGk6x1y7NolPRopYPdI\neHg42dra0qhRo4redh4GDx5M3377rdz3m31q7rp16wTv49atW2RgYEANGzakMWPGyLG6/O3du5es\nra3l9qFWKp0/T9S8OY1t145mzpyZ74fnw4cPqVy5cjRo0CC5/3tv3bqVKlasmO8p33FxcVSmTJlC\nX2NRFAcOHChy1114eDitWLEi179X165dyd3dvUj7LorBgwdT8+bNVaIrS+UCZNKkSdS9e3f57Cwh\ngcjeXjqVyFd8+PCBHB0dqUuXLgr59v3hwwe5nb6Yl4Kcmvu5lJQUunnzJq1fv55++OEHql69Ohka\nGtLSpUsVUuPn+vTpQ+PGjVNKWyVOSAhR375EGhrS614+79LNQ2hoKFWoUIF69uwpeNzsc6dPnyZ7\ne3u6ceNGvs9ZuHAh1a1bV2mnoWZkZNCgQYPo8uXLctlfenp6zjUiN27cIG1tbXrx4oVc9i1EZGQk\nWVpakpeXl2g1ZFOpAElNTSVzc/MCn0ZXII8eEZmYSE/vzEdGRgZ1796dGjZsKNcrdj+1a9cuKlu2\nrEK/NcybNy/fU3Pj4uLowoULtGLFChoxYgTVq1ePNDU1SV1dnWrWrEmDBw+mJUuW0MSJE8nIyIiC\ngoIUVmd2PTo6OuSffcoty9vng7SPHhG5uhJpahK5u0uvuC+EsLAwqlq1KnXv3l1uJy5kh1FoaCjF\nx8fLPJaQkEDm5ua0Y8cOubRVWPJ4jw8fPqSZM2cSEVGvXr0U0otQWCNHjlT49ScFoVIBsmfPHipb\ntqz8uzR8fIi0tSk1nw8rd3d3qlSpkuDzxwuiZ8+eNHHiRIXtP9vIkSOpXLlytHXrVvrtt9+of//+\nVKVKFQJA2tra5OjoSKNHj6Y1a9bQlStX8rxGwMPDgywtLRV69evmzZvJ1tZWoX3ixVp+F8Y6OhJ1\n7EhUhCvBX758SdWrV6cuXbrke5ZRYQUEBJC1tTX9+++/MtuXLFlCNWrUEKW7JTMzk1q0aCG309ED\nAwNJS0uLnjx5Ipf9CRUdHU0GBgZ08OBBUesgIlKpBaU6d+6MBg0aYNmyZXLfd+CKFejv5YUrAQGo\nUKFCzvYVK1ZgwYIFuHLlCuzt7eXeLgDExMTAxsYGFy9eVPhaGGlpaXBycsKLFy/QvHnznMWfHB0d\nUa5cuQLtQyKRYMCAAXj06BGuXLkCU1NTudfZuXNnNGzYEEuXLpX7vkuExYuBpk2lSyUDQM+e0ok5\nP3wATEyKvPvIyEh07NgRZmZmOHbsGIyMjIq0v/T0dISHh6Ny5co525KTk2FnZ4fFixdj1KhRRS1Z\nkK9N+vj+/XvExcUhNjZW5s/s26f3o6OjUbZsWZw5c0aJ7yC3X3/9FUeOHMGdO3fEn2RR7ATLFhYW\nRhoaGoInaPsaiURCgwYNovr161NiYiIRSQfa9PT06MKFCwppM9s///xDdnZ2Svm2HRERQZqamkW+\nfiU5OZmaN29Obdq0kVt/ebaIiAjS0NCg27dvy3W/JYoCLoz9XGRkJDVo0ICcnJxydT0J9fDhw5zB\n8hUrVpCdnZ1Szuj7kvDwcJo6dSp17tyZmjRpQtWqVSNzc3NSU1MjADlH5zY2NlSnTh1q1aoV9e7d\nm0aNGkU//vgjLVq0iNatW0czZswgHR0dCg4OFu29ZJ+QUJSJWeVJZQLE09NTrlMc5CUxMZHq1atH\n/fr1o8uXL5O+vr7cr/XIS/v27emnn35SeDtE0mlgatSoIZd9hYeHU+XKlWnIkCFyDb/Vq1eTvb29\n3PZXIsn5wtj8xMbGUtOmTcnR0VEuEwLGxcXRiRMnKDk5mcqWLVukMwPlpXPnztSxY0dauHAhrV27\nlvbt20fnzp2joKAgevHiRaGmehk2bBg1aNBArqfiF8aCBQuoVq1aKjMvlkoESGZmJlWoUIE2b96s\n8LZCQ0OpTJkyZGhoSL/88ovC23v9+jWpq6vnObCtCM7OzkW6JuRz2bPmzp8/X277bNmypUKusylR\n5Hhh7Ne8f/+eWrRoQQ0bNizS1DhE0gsM//vvP/rll1+ocuXKoh99+Pv7y/Wsqbi4OKpQoYJcF48q\nqISEBDIzM6Nt27Ypve38qMQYyOnTpzFw4EC8ffsWBgYGCm+vb9++OHv2LBo1aoQ1a9agfv36Cmtr\n5cqV+OeffxAcHKywNrKFhYWhSpUqePDgAWrVqiW3/V68eBFdunTBhg0bMGLEiCLtK7vGx48fo1q1\nanKqsASLjwcMDABNxa79lpSUhF69euHt27c4d+4c9PT08l3o6fNtn27P/jixsrKCg4MDTp06pdC6\nv6Zbt26wsbHB5s2b5bbP48ePo0+fPggICECTJk3ktt+vWbp0KTZu3IiHDx9CQ0NDae1+iUqsSLhp\n0yYMGjRIKeHx4cMHnD17Fps3b8aVK1fQuHFjDB48GMuXL4elpaVc23r16hV27NgBFxcXue43P/v3\n70f9+vXlGh4A0KZNG6xbtw7fffcdypcvjw4dOhR6HwkJCbh79y7+/vtvlC9fHmFhYdDX1y/wwH6p\nlZEhHUDfvVsug+f5MTAwwOHDh9GvXz80a9YMr1+/BgCoqanBzMwM5ubmMDMzk7lVr1491zYzMzNY\nWFggLi4O9evXx969ezFo0CCF1f0lN27cgJ+fHx49eiTX/fbo0QNubm745ptvcPv2bejq6sp1/3lJ\nTk7G8uXLsWjRIpUJDwDiD6JHRUWRtrY2Xbt2TSntbdq0iSpWrJhzWmFQUBC1aNGCTE1NycvLq8in\nG0okEjp37hz169ePNDQ0qGbNmtS4cWO5nS75JQ4ODrR48WKF7X/OnDlkZmZGDx8+/OLzPl3Tw9XV\nlapVq0ZqamqkpaVFFhYWZGFhQfr6+gSATExMqHnz5jR69GhatmwZnTx5kp4/f86n92bLyCDS1SUq\nwtxOhfXgwQP677//ijwlyKpVq8jc3FypEw5+qmfPnjRs2DCF7Ds+Pp4qVaqkkJUI8/Lnn3+qxAkJ\nnxM9QFasWEH169dXWnstW7bMNfYhkUjI29ubLC0tqVGjRnT16tVC7/fdu3e0ePFiqlq1KhkYGJCH\nhwc9ePCAkpOTqUWLFtStWzeFTtkREhJCampqCr1CViKRkJubG9nZ2VFERASlpqZSYGAgeXt7k4eH\nBzk5OZGxsTEBIGtra3JxcSFPT0/y9fXNucZmzJgx9P3335NEIqFnz57R8ePHadmyZfTtt99Ss2bN\nqEyZMgSADAwMqHHjxuTm5ka///47HT58mJ4X4GrrEsnBgeivvxTeTFhYmFyn8M/KyqK2bdsqfGGy\nvAQGBpKGhgY9ePBAYW34+fmRlpZWkVZnLIjsExK+toqoGEQPkClTppCHh4dS2goJCSF1dfWcaQk+\nFxsbSx4eHqSpqUlubm4Fmsjxzp075ObmRrq6ulS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d1rt3b+rbty/dvXs33+eEhISQrq6u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\nlkKFCqnyTap79+7y+eefG+14n3zyiS48LC0tDXbGFRUVJQUKFJAlS5YYZP/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iRTl58qTc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85oeHt7w9raGgcOHNDKOIasehcQNzdg9Gj1zV+GDVMv/hk9uvTNX3Jz1QXl4UNgA/RgAZk9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\nDO0GVND9dR89evQwuMV7TZo04bp165SOYRTS0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      "text/plain": [
       "<Image.Image image mode=RGBA size=400x2200 at 0x10676D488>"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tms=[]\n",
    "for drow in diffs:\n",
    "    if drow[2]<=-0.2:\n",
    "        tms.append(Chem.MolFromSmiles(Chem.MolToSmiles(rows[drow[1]][1],True)))\n",
    "        tms.append(Chem.MolFromSmiles(Chem.MolToSmiles(rows[drow[1]][3],True)))\n",
    "Draw.MolsToGridImage(tms,molsPerRow=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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80KpVqzKPHzVqFC5cuIDY2NgK/wFBKsWCRVQBFiw1S0tLQ61atXDq1Cl07NhR7jjFJk6c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\nQgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Image.Image image mode=RGBA size=600x200 at 0x106929B48>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "id_ = 10455\n",
    "Draw.MolsToGridImage([Chem.MolFromSmiles(Chem.MolToSmiles(rows[id_][1],True)),\\\n",
    "                      Chem.MolFromSmiles(Chem.MolToSmiles(rows[id_][3],True))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mCAoKKtRG0ydPnkRQUBAsLS1Rr149LFiw4JnVrOPj4+Hq6op3331XyefIT0hI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\n9gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Image.Image image mode=RGBA size=600x200 at 0x106929C20>"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "id_ = 6913\n",
    "Draw.MolsToGridImage([Chem.MolFromSmiles(Chem.MolToSmiles(rows[id_][1],True)),\\\n",
    "                      Chem.MolFromSmiles(Chem.MolToSmiles(rows[id_][3],True))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rrVatWvj111/RqlWrEu/777//xqRJkzB37lzUrl0bUVFR6Ny5M8qo\n/RA6UtzBgwcRFRWFVatWoX///pg3bx4A3d3E9erVw+nTp+Ht7a1ylSWTn5+PY8eOGW3/zs7OeOaZ\nZ4y2/1LgJHeihxGVXLmUKZ8NDJHp0y13sUhTyczMFDs7O4OFRq9cuSIVKlQw+Rmsux0+fFgCAgKk\nWrVqsmPHDn3/e++9J4GBgSXa15EjRyQ0NFRsbW2lXbt2sn37dqXLJTP14osv3vfYo7p161r0QrL/\nIqqfJWBjM9emymkBkSL8PGUQano6YNCgwWqUYFFun825e82nH374AS4uLujSpYtqddWtWxc7d+5E\naGgo2rZti5EjRyI/Px+jR4/G/v378dtvvz12H7t27UKXLl1Qv359XL58GZs3b8bGjRv1t7vT0+/t\nt9/G1q1bDfp69uxpkiU/iIiMRZWAtSv+e2SdOYauH06xuLWoTK2goAAzZ87EwIED9X0igm+++QZh\nYWGPXJvKFGxsbDB27Fj8/vvvWLFiBYKCgnD16lUMGDAAn3zyCUTuvwItIlizZg2CgoLw0ksvwdnZ\nGQcOHND30b9Ljx49cOrUKaSkpOj7evbsiR07duDChQsqVkZEVHomD1iZp49gU9wEdBn0FRwrKLe4\n4dMqPj4eV69eRWhoqL7vjz/+QFpaGt555x0VKzPUtGlT7N+/Hw0aNIC/vz/c3Nxw7Ngxg8UmCwsL\nsWDBAjRs2BB9+vRBQEAA/vrrLyxYsAD169dXsXpSk5ubG4KCgrB8+XJ9X4MGDeDj44P4+HgVKyMi\nKj2TTnIvuHUTs4d2xLO1/dE1/GtTDWvR2rRpA39/f0yZMkXfFxISgnLlyuknBZublStXIiwsDOXL\nl4e9vT327NmDOXPmYPr06cjJycGgQYMwaNAgRVcPJ8s2Y8YMxMbG4tChQ/q+iIgIHDhwoFiXmkk1\nvARB9BAmDVib5o/HkaT1eG/aRmjsy5pqWIt17dgx9HrlFUxbvx61atUCoLvLzsfHB7t37zZ4dIa5\nOXv2LPr27YuEhAR4eHgAAMLDwzFw4MAnfjYbPX3OnTsHb29vpKamok6dOgCAxMREvP/WW9iXlAQb\nC3lszr8QAxbRQ5gsYJ0+mICFUX3Rf+IKVKnbyBRDWr5Bg4CTJ4H16/Vdo0ePxqZNm4r9QF01FRUV\nYcmSJcjPz8drr70GBwcHtUsiM9a8eXN06dIFo0aN0nUUFQHe3sDEiUC/fuoWRw/DgEX0EDamGCTv\nag5WTg1HYI+BDFfFdfkyMG8ecNe8FNy6Bf/kZDx/14R3c1amTBn07dtX7TLIQkzv1w+uv/xyp6NM\nGSAkBFi6lAGLiCyOSSa559/KQ81G7dCy91BTDPd0iIsDnn0W6NjxTt9PP6HHvn147T//Ua8uIiNp\n1LEjfH75BUhLu9PZsyewaROQk6NeYUREpaB4wMo+dxIp21YjdXs8rl7OAgCUd/FE8Adfwlpjq/Rw\nT6eiIuDbb4H33gPuXsZixgzg3XcBW/450lOoalXA3x/4+ec7fc2bA66uwN1ntoiILIDiAev47o24\nkn0BDuUrYt2sj3EmZafSQzz9fvsNuHABePPNO327dwPJycD776tXF5Gx9ewJ3L3AaJkyQPfuhn1E\nRBbAKJcIK3p6w927NhwrusNao0HSyllYNfVDpB3YZozhnj7ffgu88QZw991233yjO9B4ealWFpHR\n9eoF7NoFpKff6evZE9iwAbh2Tb26iIhKyCgB69iuX7Fv/UL8k5mOwvx83LxxDX5tQ1CtQQtjDPd0\nSUvT3TU4+K5HCGVk6Cb6DuZjhegpV6sWUK8esHLlnb4WLYBy5XQhi4jIQhglYPm1DUGr10egwzuf\nIXXHGgCAkyvPvBTLzJlAUJDuIHPbf/8LPP+8rp/oaXfvZUJra6BbN14mJCKLYpSAlfjzTKyeNhRJ\nq2LRqOMbxhji6XX8uG5y+235+brQZSFLMxA9sZ49gYQE4Pz5O33dugHr1gG3bqlWFhFRSZh0JXcq\nhaVLdeHq7FmAC3XSv0WdOkB4+J0PFvn5wOnTQM2aqpZF9+FCo0QPYZKFRqmY0tN1t6M7OABduwIu\nLrq7qEaNYriif5chQ4BKle681mgYrojIovAMlrlIS9MtyzB4MHDpEjB/PrBlC2Bvr3ZlROpKT9dd\nHrS3v/PBg8wFz2ARPYRJVnKnYli+HPjwQ91t6mFhQOfOwNataldFpK60NCA0FHBz082/Cg4G8vLU\nroqI6LF4idBcHDkC9O5953WdOoZrARH9G93+4NGjh+61Vqv74NGpk7p1ERE9Bs9gmYsOHYDNm++8\n/vVXHkSIjhwBGt31gHh+8CAiC8GAZS6Cg4Eff9Tdot6qlW6eibe32lURqeveDx4bNvCDBxFZBE5y\nNzdZWbpVq8uWVbsSIvVdvap7RJSTE5CdDTRtCkRHq10V3cFJ7kQPwYBFROZPqwUcHfnBw/wwYBE9\nBAMWERGVFgMW0UNwDhYRERGRwhiwiIiIiBTGgEVERESkMAYsIiIiIoUxYBEREREpjAGLiIiISGEM\nWEREREQKY8AiIiIiUhgDFhEREZHCGLCIiIiIFMaARURERKQwBiwiIiIihTFgERERESmMAYuIiIhI\nYQxYRERERApjwCIiIiJSGAMWERERkcIYsIiIiIgUxoBFREREpDAGLCIiIiKFMWARERERKYwBi4iI\niEhhDFhERERECmPAIiIiIlIYAxYRERGRwhiwiIiIiBTGgEVERESkMAYsIiIiIoUxYBEREREpjAGL\niIiISGEMWEREREQKY8AiIiIiUhgDFhEREZHCGLCIiIiIFMaARURERKQwBiwiIiIihTFgERERESmM\nAYuIiIhIYQxYRERERApjwCIiIiJSGAMWERERkcIYsIiIiIgUxoBFREREpDAGLCIiIiKFMWARERER\nKYwBi4iIiEhhDFhERERECmPAIiIiIlIYAxYRERGRwhiwiIiIiBTGgEVERESkMAYsIiIiIoUxYBER\nEREp7P8BygrjETmKLqgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Image.Image image mode=RGBA size=600x200 at 0x1069293F8>"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "id_ = 16209\n",
    "Draw.MolsToGridImage([Chem.MolFromSmiles(Chem.MolToSmiles(rows[id_][1],True)),\\\n",
    "                      Chem.MolFromSmiles(Chem.MolToSmiles(rows[id_][3],True))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.12.1"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}