iwatobipen/ngboost2.ipynb

## ngboost2.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import AllChem\n",
    "from rdkit.Chem import DataStructs\n",
    "from rdkit.Chem.Draw import IPythonConsole\n",
    "from rdkit.Chem.Draw import rdDepictor\n",
    "from rdkit.Chem.Draw import rdMolDraw2D\n",
    "import numpy as np\n",
    "import io\n",
    "from PIL import Image\n",
    "from sklearn.ensemble import AdaBoostClassifier\n",
    "from sklearn.svm import SVC\n",
    "from ngboost import NGBClassifier\n",
    "from ngboost.ngboost import NGBoost\n",
    "from ngboost.learners import default_tree_learner\n",
    "from ngboost.distns import Normal, LogNormal\n",
    "from ngboost.distns import k_categorical\n",
    "from sklearn.metrics import classification_report\n",
    "from functools import partial\n",
    "from rdkit.Chem import Draw\n",
    "from IPython.display import SVG\n",
    "plt.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rdkit.Chem import RDConfig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = os.path.join(RDConfig.RDDocsDir, 'Book/data/solubility.train.sdf')\n",
    "train_mols = [m for m in Chem.SDMolSupplier(train)]\n",
    "test = os.path.join(RDConfig.RDDocsDir, 'Book/data/solubility.test.sdf')\n",
    "test_mols = [m for m in Chem.SDMolSupplier(test)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'ID': 1, 'NAME': 'n-pentane', 'SOL': -3.18, 'SOL_classification': '(A) low', 'smiles': 'CCCCC'}\n"
     ]
    }
   ],
   "source": [
    "print(train_mols[0].GetPropsAsDict())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "val_dict = {'(A) low':0,\n",
    "           '(B) medium':1,\n",
    "           '(C) high':2}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mol2arr(mol, radi=2, nBits=1024):\n",
    "    arr = np.zeros((1,))\n",
    "    fp = AllChem.GetMorganFingerprintAsBitVect(mol, radi, nBits)\n",
    "    DataStructs.ConvertToNumpyArray(fp, arr)\n",
    "\n",
    "    return arr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "trainX = np.array([mol2arr(m) for m in train_mols])\n",
    "trainY = np.array([val_dict[m.GetProp('SOL_classification')] for m in train_mols])\n",
    "trainY2 = np.array([np.float(m.GetProp('SOL')) for m in train_mols])\n",
    "\n",
    "testX = np.array([mol2arr(m) for m in test_mols])\n",
    "testY = np.array([val_dict[m.GetProp('SOL_classification')] for m in test_mols])\n",
    "testY2 = np.array([np.float(m.GetProp('SOL')) for m in test_mols])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "adbcls = AdaBoostClassifier()\n",
    "svc = SVC(probability=True)\n",
    "ngbc = NGBClassifier(Dist=k_categorical(3))\n",
    "clsset = [adbcls, svc, ngbc]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[iter 0] loss=1.0555 val_loss=0.0000 scale=2.0000 norm=6.8284\n",
      "[iter 100] loss=0.8122 val_loss=0.0000 scale=1.0000 norm=2.7920\n",
      "[iter 200] loss=0.7574 val_loss=0.0000 scale=1.0000 norm=2.6751\n",
      "[iter 300] loss=0.7254 val_loss=0.0000 scale=1.0000 norm=2.6102\n",
      "[iter 400] loss=0.7090 val_loss=0.0000 scale=0.5000 norm=1.2914\n"
     ]
    }
   ],
   "source": [
    "for clsfier in clsset:\n",
    "    clsfier.fit(trainX, trainY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "testres = []\n",
    "for clsfier in clsset:\n",
    "    res = clsfier.predict(testX)\n",
    "    testres.append(res)\n",
    "def mol2fp(mol, radi=2, nBits=1024):\n",
    "    arr = np.zeros((1,))\n",
    "    fp = AllChem.GetMorganFingerprintAsBitVect(mol, radi, nBits)\n",
    "    return fp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rdkit.Chem.Draw import SimilarityMaps\n",
    "from functools import partial\n",
    "#getfp = partial(SimilarityMaps.GetMorganFingerprint,nBits=1024)\n",
    "fpfunc = partial(SimilarityMaps.GetMorganFingerprint, nBits=1024, radius=2)\n",
    "# https://www.rdkit.org/docs/Cookbook.html\n",
    "# Following example I would like to get probability of High solubility\n",
    "def getProba(fp, predctionFunction):\n",
    "    return predctionFunction(np.array([fp]))[0][2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "high_test_mols = [mol for mol in test_mols if mol.GetProp('SOL_classification') == '(C) high']\n",
    "low_test_mols = [mol for mol in test_mols if mol.GetProp('SOL_classification') == '(A) low']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def drawmol(mols, idx, predictfunc):\n",
    "    d = Draw.MolDraw2DSVG(200,250)\n",
    "    fig, maxWeight = SimilarityMaps.GetSimilarityMapForModel(mols[idx],fpfunc, \n",
    "                                                           lambda x: getProba(x, predictfunc.predict_proba),\n",
    "                                                           draw2d = d,\n",
    "                                                           colorMap='coolwarm', #this option wasn't applied why?? \n",
    "                                                           size=(100,100),\n",
    "                                                           contourLines=0,\n",
    "                                                           step=0.001,\n",
    "                                                           alpha=0.2,\n",
    "                                                           )\n",
    "    d.FinishDrawing()\n",
    "    txt = d.GetDrawingText()\n",
    "    return txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "class HorizontalDisplay:\n",
    "    def __init__(self, svgtxtlist):\n",
    "        self.svgtxtlist = svgtxtlist\n",
    "\n",
    "    def _repr_html_(self):\n",
    "        template = '<div style=\"float: left; padding: 10px;\">{0}</div>'\n",
    "        return \"\\n\".join(template.format(svgtxt)\n",
    "                         for svgtxt in self.svgtxtlist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAAwR3AAAAQAMEdwAAAEADBHcAAABAA/YM7haLJSkpqV+/fg8++GBMTExeXp7Nm0xOlhEjJCREXnpJRCQ9XZ55pnzTlCmSlWXzDsD27FBXAADUGRwHHZhJKWWXhjds2DBjxowdO3aIiMlkUkp5e3u/8sorkZGRTk62+Thx5Ig89ph8/bW4ucnUqTJ+vLRqJZ98IvPmiYhMmSKzZomfn02aRm2xQ10BQHUVFRWJiJubm707AsfBcdCx2eFPePz48cjIyKCgoB07drRr1y4xMXHLli1Dhw7Nycl54okn+vfvv3HjRps0vGyZPPGEGOPj9OmSnGyTVnB9qampmzZtstHO7VZXAFAtZWVlkZGRY8eOZUIUVsFxsF5QtaigoCA+Pt7Dw0NEGjVqFBsbe+nSJWOTxWJJTk7u2LGj0avQ0NAjR45YufnYWLViRfnPZ86o4GC1aZPy9VVBQSooSHl5qcxMK7eISvLy8ry9vU0mU3h4uHX/uHauKwC4fRaLJSoqSkSaNWu2Z8+e3bt3FxYW2rtT0BXHwfqj9oJ7SkpKp06dKurm8OHD1z7nBpVXfRaL+uADFR6u5s9Xb71V/uDu3SoiQm3apGbOLH9k8mSCu00VFBT87//+b8OGDUWkcePGc+fOtcpRym51BQA1MGvWLBFxd3dfv359bm6uj4+Pn5/fDz/8YO9+QT8cB+uV2gju27dvHzp0qFFSgYGB69evr9h0+fLla5+fnZ0dERFhMplExNfXNzEx0WKxVLPtbdvUkCFKRImohAQ1dKi6ckUppZ58Ui1bRnCvfVb849qzrgCgBhYtWiQirq6uqampSqk9e/a0a9dORBo2bPjGG2/Yu3fQxg2Og1XiOOgAbBvcc3Nzo6OjnZ2dRaRVq1Zms7m0tLRiq/EZcfny5VW+Nj09feDAgUY5Dhw4MD09/fbaPnNGRUcrZ2clolq2VGazKi1VH36ogoLUqFFq9mylFMHdXtatW9e3b99q/3HtWVcAUDNLliwxmUwmk+mdd965dOmS2Wzu0KGDiAQEBBhD0/3333/mzBl7dxN12o2PgzfGcVBrtgruxcXFZrO5SZMmxqRCdHT0xYsXK7Zu27ZtyJAhRtFMmDDhejspKytLTEz08vISEScnp4iIiFOnTt20aUtRkXr1VdWkiRJRDRqoP/1JVWoadUT1/rh2rCsAqLmUlBQXFxcRmTNnznPPPde8eXNjyPL3909KSvrss89atGghIl5eXl999ZW9O4u66MbHwVvEcVBfNgnuKSkpXbt2NQaj4ODgvXv3Vmw6c+ZMxWfEli1b3spnxEuXLsXFxRlXy/Lw8IiLi7tiLHepSlpaWp+ePS9366ZEVHCw2rPHau8KNnD+/PnY2Nhb/OPasa4AoOa++eYb4zyfgQMHuru7G6PZ3XffnZiYWDFkHTt27N577xURk8kUHR1dXFxs3z6jTrnBcbAaOA7qyMrBPSsra+zYsUZJ9ejRY0XFVVz+8xmxadOmFZ8RL1y4cOt73r9/f3h4uLHnbt26JScnX/WEjIyMkJAQ4wn/FxammKvQx03/uHasK8CRsADDjnbt2uXp6WkkcmOaMzQ0dOPGjdc+s6Sk5C9/+YsxE/Hnxx5TXAMENzwO1hDHQb1YLbifO3cuOjra+AawefPm8fHxRUVFFVvT0tL8/f0rPiPuqe5EeFpaWs+ePY39jBo1avfu3UbTsbGxDRo0qLJp6CItLa1iiWdwcHDFH9dedQU4mOzsbA8Pj4iIiJ9//tnefalfLBZLYmJixV2WGjRoEBERcdO50k2bNg0MDMxp00Y1aaI++KB2uoo66MbHQWvhOKgL6wT3N99801iW5+LiMm3atLNnz1ZsysrKGjdunBU/IxYXFy9YsKBZs2bGDGtISEjlpplP0lpxcfH8+fMr/rjBwcH2qqsZM2aUlJTUcJ9AZaWlpYWFhXa5BFtZWVlBQUFSUpKrq6uINGvWbMGCBazBqAVFRUWJiYk9evQwBitjKDt+/Pitvv7sWfXAA+UXRvv971VBgS07i7roBvnK6jgOasEKwf3w4cOTJk0SkZEjR+7atavicZtOhJ89e9ZY09y2bVsRGTFiROWmobWKP66Pj4+96qp3795btmyx1m6Br7/+unfv3hMmTGjRooXZbK7Nw+HmzZsHDRo0bdo0pdS+fftCQ0ONENm9e/frXXwJNZeXl2c2m319feU/2rVrdxuRvbLERNWokRJRfn5q504rdxR12PXylU1xHKzjrBDc//3vfxsLFSoeMc5Wbt26tfznbOXTp0/XvKFrzZkzx/hOxxY7h33Nnj3bvnU1ZcoUW+wc9c3BgwcffPBBI7oZU1ki0rNnzzVr1ti66aNHj06cONFYUd2pU6eKW56lpqZ2797d6MnDYWGWrCxb96ReOXXqVFxcXMXlYho1aiQiAQEBNZor3btX9emjRJSbmzKbFdferh+uzVe1huNgneUkVtK+ffuKn7dv3z5lypTc3NxRo0bt2rUrKSnJCFtWZzRauWk4jGv/uLVcV0ANFRQUzJ49OyAg4PPPP2/cuHFcXFxOTo5xUYiMjIzg4ODx48cfPHjQFk0XFha++uqrAQEBS5cudXd3Hzt2rIuLy9q1a42t9913X0ZGhtlsbtas2ZSLF029esnUqXLmjC16Uq8cOHAgJiamU6dOc+bMOX/+/ODBgwMDAwsLC9u3b79y5UpjwUM1+ftLerpER0txscyYIWPGyKlT1us46jS7HJI4DtZZVgvulfXv3z82Nvbzzz9fs2ZNxbkOQA1RV9CFUurjjz++884758yZU1RUFB4evnfv3tmzZzds2HD8+PGZmZnGZZhTU1P9/f1jYmLy8vKs2Pry5csDAgJmzZqVn58fGhq6Z8+e/Pz8n376afz48aGhofv37xcRV1fXmJiYffv2hfTuLRaLLF4sd94pixdLWZkVe1KvPP300z169Fi0aFFJScmECRO2bNnSvn37HTt2tG7dOi0tzQoxqGFDWbhQPv1UWrSQ1avlueckOVlGjJCQEHnpJWu8AwAasElwF5G//vWvDzzwgNV3e/r06YEDB4aFhVl9z9ACdYW6b+vWrUOHDp0wYcKxY8f69eu3cePG5ORk49aYBiM0Z2VlRUVFWSyWRYsWde3adeHChWU1Ds07duwYNmxYWFjYkSNHjPufL1++vFOnTmvXrjWumrpixYqePXvGxMRcuHBBRNq0adNg0SLZvVtGj5bcXJk6VXr1kq++qmE36qe77rrLuFzMnj17li5d+t577y1durRJkyarVq2qODnVCh58UH74QcLD5amnZOFCWbVK0tIkO1tSU63WBIA6zFbB3UaKioq2bNmyc+dOe3cEDoW6glWcPHly6tSpgwYN+v777318fBISEjZv3jx48OAqn+zt7W08YejQoWfOnJkxY8aAAQM2btxYvabPnDkTExNj7MG4//mWLVuGDRtmbDU+Kuzfv//3v/99WVnZokWLevTosTIpqXx+3d9fVq2S5GTp1EkyM2XMGGZwq2HSpEnHjx9PSkrq0aPH888/v2jRInd39+XLlwcGBlq5pfbtJTlZNmyQJ54Q4xKT06dLcrKVWwFQJ2kW3AGgDrp8+fKrr77q5+e3ePFiFxeX6OhoY0LdyekmY+zdd9+9fv365OTkjh07GvPl48ePP3LkyK03XVJSsnDhwq5duy5atMjJySk6OvrgwYMxMTHG7Xsqa9OmzeLFi7dt23bvvfeePn36nvnzpV8/+fbb8s3h4bJvn5jN0qyZjB9/G28eIiLi6uo6b968jh07vvLKKy+//LKzs/N7771n3APVJnJyxMen/Gdvb8nJsVVDAOoSgjsA1EjFmvJLly6FhoZmZWUtXLjQuEfmrTCZTMYi+Pj4eA8Pj9TU1IoV6rfStL+//4wZM/Ly8oKDg3ft2rVw4cImTZrc4CV33XXXt99+u+Xzz5tduCA//CDDh8uECXL0qIhIgwYSEyNHj8q+fSyerob9+/cfO3bshRdeMJlMb7/99m9/+1sbNta27S9hPSdHvL1t2BaAOoPgDgDVtHPnzqCgoLCwsMOHD/v7+69atWr58uWdO3euxq4aNWoUGxubmZkZERFhzN/7+/snJSUppap8vnEPsrCwsIMHDxr3IKt8I+Gb6v/AA5KZKfHx4ukpH38s3btLTIxcuiQicu4ci6er56GHHhKRO++802w2R0ZG2raxsDB5910pKhIReeMNefhh2zYHoG4guANAdeTm5g4ePHj9+vWtW7dOSEjYvXv36NGja7hPX1/fpKSkTZs2DRw48Pjx45MnTx40aFB6enrl55w/fz4mJqZXr14rV65s3ry52WzOyMiouJHwbXB3l9hY2btXHn1USkpk0SK5807JzJRly1g8XT1hYWENGzbMzMx85JFHbN5Yly4ybZqMHi3BwdK2rXBuPVA/ENwBoDpat249Y8aMp59+ev/+/VFRUdeuKa+2gQMHfv/994mJiV5eXlu2bBkyZEhkZOSpU6dKS0sXL15sXHNQRKKiovbt2xcTE+Pi4lL9xnx95f33ZfNmGTxYPDzkjjtYPF1tnp6eI0eOLCsrS0lJsXljP/0ky5bJn/4ka9ZIXJzNmwNQNxDcAaCa/vrXv/7973+vuB+qFTk5OUVGRu7bt2/mzJkuLi5Llizp3r17586dp06dmpubGxIS8sMPPyQkJFjtHmT9+8uGDZKWJq6uLJ6uCWO1zKeffmrzlj7+WD76SD75xOYNAahLCO4AUEc1bdp03rx5GRkZ4eHhhYWF7u7ud9xxR3Jy8urVqwMCAqzcmJOT+PqKsHi6Ru6//34XF5c1a9acP3/eti0Znw0eesi2rQCoY2rwBSsAwPa6deuWnJyclZXVoEEDX1/fBg0a2La9isXTLi4ybBiLp29Ly5Ytg4KC1q5dm5qaGhERYatmjhyRHTvE01OCg23VBIA6iRl3ANCAn59fly5dbJ7aDZMmybp1LJ6untpYLfPpp6KUhIZKw4Y2bAVA3UNwBwDAan772986Ozt/9dVXl4zLa9oC62SA+orgDgCA1Xh5eQ0ePPjKlSsrV660SQMnTsjmzdKokYwZY5P9A6jDCO4AAFiTbVfLfP65WCwydqw0bmyT/QOowwjuAABY00MPPWQymb788svLly9bf++skwHqMYI7AADW5Ovr279///z8/NWrV1t3z7m5uWtNpssBAXLffdbdMwAtaBbc3dzc+vfv37dvX3t3BA6FugJgXTZaLfP5558Hf/PNxC5dpEkT6+4ZgBZsFdyfe+65ZcuWWX23bdq02bJly/Lly62+Z2iBugKghfDwcBFJSUkpLi624m6NTwIPsU4GteX9998vMm7HhrrBJsF927Zt8fHxDzzwQEhIyJ49e2zRBOoh6gqALjp37tynT5+LFy+uXbvWWvu8cOHCunXrXF1dx48fb619Ajdw9OjRxx9/vHv37klJSfbuC8pZLbgfP3684ue+ffv+61//at269Zo1a3r37h0ZGZmbm2uthirLzs6+qmk4GDvWFQDUhNVXy3zxxRfFxcUjRoxo0aKFtfaJus8uIcc4DjZs2DAgIODYsWOTJ09myqyuUDV26NChSZMmicjIkSN//PHHisfPnTsXGxtr3OevefPm8fHxRUVFNW/OcPbs2ejoaGdnZy8vL6PpXbt2WWvnqAvsW1e9evXavHmztXYLoB7KysoSkZYtW5aUlFhlh6GhoSKSkJBglb2h7rvecdCmrjoOlpSUJCQktG7dWkScnJwiIiJOnz5dOz1BlawQ3JVSixcvNiYAXFxcnnrqqbNnz1ZsysrKGjdunPEhoUePHitWrKhhW8XFxWazuXnz5iLi6uo6atSo6zUN3dmxrmJiYqx1rAVQb/n7+4vIK6+88uGHH+7fv99isVRjJydPnly+fPlrr73WsGFDJyennJwcq/cTddYNjoNWd9Vx8PHHH684Dp49e3batGkuLi4iMqBPH/Xaa4pDpJ1YJ7grpc6dOxcdHW38UZs3b242myvnnrS0NGP8EpHg4OA9e/ZUr5U1a9b07NnT2M+oUaN27959bdPWnYKFfdmxrgCghp5//nkR8fX1NYYXT0/PIUOGREdHJyYmZmRklJWVVfmqc+fObdiwwWw2R0RE3HnnncZr3dzcRGT48OG1/BZgdzc+DlrLVcfB+++/38XFJSoqqvL8+u7du4ODgz8fMECJqB49VI2nzFANVgvuhszMzLFjx1Y5D2p8kmvSpInxSS46OvrChQu3vuf9+/cbJ+mLSLdu3ZKTk696glFPxhOiwsLU6tXWeUuoA+xYVwBQbTt37jTy+vjx49u1a3fVUtWmTZuOGDHimWee+ec//5mQkBAXFzd+/HgfH5+rntasWbORI0d2795dRF577TV7vyfYxw2OgzV07XHQYrE89dRTxkeFFi1avP7667/6qJCWpvz9lYgSUcHBqrpTZqgeKwd3Q0pKSteuXSvmQffu3VuxKTc311g7Zaz8M5vNpaWlN97bpUuX4uLijMkGDw+PuLi4K1euXO/JaWlpvXr2/LFbN+rJ8dixrgCgevz8/H7zm98Y05bnz583ptInTpzYqVMnuQ53d/e77rpr+vTplSfmp0yZ4ubmxtlc9dwNjoPVcOPj4I0+KhQXK7NZNWmiRJSrq4qOVrczZYaasElwV1XNg168eLFi69atWwcPHmxUw8SJE6+3k7KyssTEROP0U+OUiFOnTt206bIrV9SrrypPTyWi3NzUn/+sKjUNrdmxrgCgGoypyipXv1RwdXVt1KjRVQ9eta7md7/7nYiEhYVVb6E8HMaNj4O36NaPg59//nnFR4WE6dPVgQO/bMvJUU88oZyclIiaO7fa7wi3xVbB3XDy5MmoqChjHrRVq1ZXzYOmpKR06tQpNTW1ytemp6cPHDjQqJWBAwdu2rTp9trOzVXR0crZWYmoli2V2axuNgULXdizrgDgNg0dOrTK1S9/+tOfPvroowMHDhhZPCcnJzU1dc6cOWFhYdeuq/H09DROUnz99dft/YZgfzc+Dt7Y7R4HjY8KnTp0ONOiRfn8euWPClu3qoceUvn51X4vuC22De6G7du3VwxbgYGB69evr9h0+fLla5+fnZ0dERFhMplExNfXNzExsfoTDFu3qsGDy1diffGFWrpUDR+ugoPLPxpu2qRmzix/5uTJKjOzmq3AHuxZVwBwyx555JEmTZrcymmplVWsqzEm6Tt06PDZZ5+JiJub2w8//FAL3Ubdd4PjYJVqchwsPnnyl/n1tm3V22+rymV8Vb6CzdRGcDekpKR07NjRKK/Q0NDDhw9f+5yCgoL4+HgPDw8RadSoUWxs7KVLl2rasMWi3n9fPfywOnRIDR6sjPVbUVFq+XKCuwOwW10BwK3Jy8ur+TSBsRwiKipKRO68886CggJrdA2OoFaPg9u3q6FDy+dDAwOV8VHh8OGr8xVspvaCu7pZ3dxK5dWI2azefLP85927VUQEwd0x2LmuAKC2XL58uXfv3iLy5JNP2rsvqENq9ThozIf6+ioR5eSkfvqpinwFm6nV4G6o/E1Nu3btEhMTt23bVvm7ng0bNtik4djYX645euaMCg5WmzYpX18VFKSCgpSXF8Fda3arKwCoRRkZGe7u7iKydOlSe/cFdUutHgfz89ULL6ipU5WqKl/BZuwQ3A3ffvvtXXfdZRSTUWRt27Z9++23b2XlXzUtWKDeeqv8Z2bcHZQd6goAateiRYtEpHnz5kePHrV3X1Dn1Il8BZsxKaXETiwWy3vvvbdo0aL27dt36NBh7ty5xuWNbOXQIZk8WdasETc3+cMfZOxYadNGPvlE5s0TEZkyRWbNEj8/G3YAtcKoq+nTp4tIeHj4/PnzbVtXAFC7lFIPPPBASkrKsGHDvvnmG+PSIkAF++ersDAbNle/2TO428FHH8m//iUuLjJsmMTFSXo6wd1RdezY8dixY0eOHKlY2AcADuPMmTN9+vQ5efLk3Llzn3/+eXt3B/XeVfkKNlPPgjvqDYI7AMf27bffjho1ymQyffvttxX3ngPg2Jzs3QEAAHDbgoKCnnnmmdLS0kmTJp0/f97e3QFQGwjuAABo6aWXXho0aFB2drZxfXcADo/gDgCAllxcXN5///0mTZp88skn7777rr27A8DmCO4AAOiqS5cub775pog89dRTWVlZ9u4OANsiuMMx/TMwcHlQUDMnKhyAg5swYcLjjz9eUFDw2GOPFRcX27s7AGyIq8rAQXXsKMeOyZEjwlVlADi6/Pz8u+++e//+/TNnzpxnXOMYgCNiPhIAAL15eHi8//77DRo0mD9//ooVK+zdHQC2QnAHAEB7LVq0mDlzplLqd7/73alTp+zdHQA2QXAHAEB7s2bN+vvf/96zZ88LFy58//339u4OAJtgjTscFGvcAdQbR44c6datm5OT0+bNm0tLS3v16vXNN9+MHj3aZDLZu2sArIkZdwAA9GY2m0tLSx999NG+ffv269fvww8/HDt27IQJE+zdLwBW5mLvDgC20bKlFBaKs7O9+wEAtpWXl/fOO++ISExMjPGI2WwWkbCwMDv2CoAtENzhoHbssHcPAKA2JCQk5OXlBQcH9+3bV0RWr169a9cuHx+fiRMn2rtrAKyMpTJwRMnJMmKEhITISy+JiKSnyzPPlG+aMkW4uSAAR1FaWvr666+LyNNPP208Mn/+fBGZPn16gwYN7NkzADbAjDsczpEjsnChfP21uLnJ1KmSmiqtWtm7TwBgE2Wffjqzc+fVXbuOGTNGRPbs2bN69epGjRr9/ve/t3fXAFgfM+5wOMuWyRNPiJubiMj06ZKcbO8OAYCtuM2fH/3tt6mPPmpcQGbBggXGpdxbtmxp764BsD6COxxOTo74+JT/7O0tOTkiIkuXyvDhMny4rFplx64BgDV9+61s2SJt2shjj4mInD4dtWPHhMGDo6Oj7d0zADZBcIfDadu2PKyLSE6OeHuLiEycKOvWybp1MmaMHbsGANY0f76IyP/8j7i7i4i88caAnTuXenl169bNvv0CYCMEdzicsDB5910pKhIReeMNefhhe3cIAGzgwAFJTRU3N3nySRGRK1ckIUFE5D9nqQJwPAR3OJwuXWTaNBk9WoKDpW1b4UrGABzSggVisUhkpHh5iYgkJsrPP0u/fjJ0qL17BsBWTEope/cBAADcjtJS6dZNjh6VjAy5805RSgICJDNTPvxQJk2yd+cA2ArBHQAADV25Il9/LePGiYisWCGhoeLrK4cOiaurvXsGwFZYKgMAgIYaNixP7SKycaOISEwMqR1wbMy4AwCgm+Rk+ec/xcVFgoLk+edFRH78UTp1kiZN7N0zADbEjDsAAFox7g+9apWkpUl2tqSmioj07k1qBxwewR0AAK1wf2igviK4AwCglSrvDw2gHiC4AwCglSrvDw2gHiC4AwCgFe4PDdRXLvbuAAAAuB0V94d2cZFhw7g/NFB/cDlIAAAAQAMslQEAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHrpGcLCNGSEiIvPSSiEh6ujzzTPmmKVMkK8uOXQOAuuKqoRKA7RHcgV87ckQWLpRVqyQtTbKzJTXV3h0CgLqHoRKwB4I78GvLlskTT4ibm4jI9OmSnGzvDgFA3cNQCdgDwR34tZwc8fEp/9nbW3JyRESWLpXhw2X4cFm1yo5dA4C6osqhEoCNEdyBX2vb9pcjUE6OeHuLiEycKOvWybp1MmaMHbsGAHVFlUMlABsjuAO/FhYm774rRUUiIm+8IQ8/bO8OAUDdw1AJ2APBHfi1Ll1k6lQZOVJGjJC2bSUszN4dAoA65tIladpUnnxSRo+W4GBp2lSGDLF3n4B6waSUsncfRETmzZt35syZv/71ryaTyd59Qb23ZIlERsrjj8uSJfbuCgDUPfffLykp8sUXcv/9IiKNG0thoeTnS+PG9u4Z4OBc7N0BEZEjR44899xzJSUlp0+fTkhIcHV1tXePAAAAgLrlmqUytXg/BYvFkpSU1K9fv9atW69YsaJJkybvvPPO2LFjL168aOumAQAAAL38OrjX4v0UNmzY0L9//8mTJ2/fvv29994LCQnZsGFDu3bt1q5dO3To0OzsbNs1DQAAAGjn18G9yvsp/PvfMn68HD1qrSaPHz8eGRkZFBS0Y8eOdu3atWrVKjU1NSkpqWvXrhs3bvTz88vIyBg0aNAPP/xgrRYBAAAA3f06uF97P4WyMnnpJUlNlYAAmTtXLl+uSWOFhYWvvvqqv7//kiVL3N3dY2NjExMTz5w5k5qaOnnyZB8fn7/85S9xcXHDhg07efLkvffe+9VXX9WkOQAAAMBh/Dq4X3s/BWdn2bBBIiKksFD+8hfp3l2SkqRaF6JZvnx5QEDArFmz8vPzQ0ND9+zZEx8fP2rUqKNHj5rN5iFDhly6dGnJkiWPPPLI7t27O3XqdOnSpbCwsPfee6/G7xEAAADQ3q+De5X3U/D1laQk+eYb6dtXjh+XyZNl+PCyXbtuvY0dO3YMGzYsLCzsyJEjgYGB69evX758eadOnYytHTp0iImJ2bhx4+HDh40Ef+HChSNHjohIcXFxRETEo48+WlJSYo03C9yS7xs2fLF//yVt2ti7IwBQF73k4xPav//mBg2MXx8ODAzt37+IqzkDtvfr4N6li0ybVn4/hbZtZfVq+eST8k1BQbJ9uyQmipeXrF8/c8qUyMjIn3/++cZ7P3PmTExMzIABAzZu3NiqVSuz2bxly5Zhw4ZV+eSOHTsaCf7QoUNms/nuu+82Hv/www89PT0jIiKWL19eWlpawzcM3NTBK1fitm5dffq0vTsCAHXR1pMnV2zdeqq42Ph15Y4dK7ZuLa0bt4UBHNs1l4OcNEnWrZM1a2TECHnjDQkPl+HDxThP1MlJIiMlKyt77tx/7NmzZMmSHj16zJ8/v8rp8JKSkoULF3bt2nXRokVOTk7R0dEHDx6MiYlxdna+aZ86d+4cExOzbdu2jIyMiRMnOjk5FRUVvffee2FhYW3bto2MjFy+fHlZWVnN3zwAAACgi2uCe4WhQ8vn17/9Vu6+WyIjxZhfb9as/fPP79mzJzw8/OLFizNnzgwICPj4448rv3T58uX+/v4zZszIy8sLDg7etWvXwoULmzRpcrudCwgI+Oijj77//vsWLVqISMOGDc+ePbtkyZKwsLCK6fk6cudXAAAAwKauH9z/M78usbHi6ipLloifn7z6qrECvlu3bsnJyV9++aWfn9+BAwcmTJgwduzY3Nzcffv2jRs3Liws7ODBgz169FixYkVaWpq/v39Nujhw4MCtW7d27979ypUrPj4+//Vf/9WpU6cTJ04sWrRo2LBhnTp1euaZZ4r/84UdUEPnz5/n0yCs7vz58xaLxd69AADo7frB3dCsmcTHy48/SmioXLhQZjYPHjAg9T83Zho7duyPP/6YkJDQqlWrgwcPvvjiiz179ly5cmXz5s3j4+N//PHHcePGWaWXXbp0+f7774cMGXLy5MnPP/88KSkpIyMjLi6ua9eux44dS01NbfCfU2SAajNu5evn57d+/Xp79wWOo6Ku3nnnHXv3BQCgt5sFd0P37rJ8uaSmvjto0KYffxw/fvx99923b98+EXF1dY2KinruuedOnz79+uuvi8i0adN++umn2NhY64bpli1brlmzJjw8/Ny5cyEhIbt37549e/aBAwc2bty4YMECKzaE+mnt2rV9+/adPHny6dOn9+zZIyJ2ORPaYrEUFhbm5+fXftOwhcp1tWbNGhGxyx+XunJgZWVlly9ftssfVylFXTkqO9YV49VNqNtRXFxsNpubNWsm/4nsubm5hw8fnjRpkoiMHDly165dt7XD21VaWjpt2jQRMZlMcXFxhw8fXrp06ZYtW2zaKBzbsWPHIiIijP8d2rdvn5iYuH79+qCgoEaNGpnN5pKSklrryebNmwcNGvTQQw8Z31lduXLF5k0uXaqGD1fBwWruXJu3Vc9cW1dKqTVr1rRo0cLx6wq15euvv+7du/eECRNqua7+7//+b9SoUb169TLqKjAw8KGHHqK0HIa96koxXt2C2wvuhp9//jkqKsq4Pkzr1q2nTJkiIsHBwVbv3PW8+uqrJpNJREJCQkRkypQptdY0HEpe3j9fftnNzU1EPDw8XnnllcuXLxtbnnzySSNy9ezZc82aNbbuyNGjRydOnGhUddOmTY2m/fz8Vq5caf3GiorKfzh8WA0erIxhMSpKLV9u/bbqpzpfV19++aWtm4atHTx48MEHHzT+psZsmt3ryibjFWpXHawrxqurVCe4G/bu3Tt69GgR+c1vfiMiTzzxhBW7dVOffPJJw4YNBw0aRHBHdVgsKjlZtW//Xa9eTk5O4eHhR48erdhozJUOGDCga9euxtgRGhr6008/2aIjBQUF8fHxHh4eItKoUaPY2NhLly6lpaUFBAQYTQcHB2dkZFitvZQU1bmzWrFCKaXMZvXmm+WP796tIiKs1kq9VW/rCrUoPz8/Li6uYcOGItK4ceO4uLjLly+npKQ4dl1dvnz5pZde+uqrr2yxc6j6Wlc6qn5wN3zyySevvfZa7Qd3pdS2bdvefPNNgjtu2/ffq/79lYgSUYMGHdi2rWLLpUuXnn32WWPk8vDwOHjwoNlsNq5k6urqGh0dffHiRSt2JCUlpeIWwqGhoYcPH67YZCxLM2YdjKaNy91U386dKiio/F2HhyulVGxseYJXSp05o2rxSzPHVD/rCrXIYrEkJyd36NDBWC961SdD44/rkHX18ccfG037+fmVlpZacc9Q9biuNFXT4K6U+ve//22X4K6UevvttwnuuA0nTqiICGUyKRHl46MSElRZmbHlBiPXyZMnK9aGGTcArvmRY/v27UOHDjWGqsDAwPXr11f5tDNnzkRHRxtNG2sNq9P0mTMqOlo5OysR1aKFMpuVsZMFC9Rbb5U/hxn3mqhuXU2ZMsXJyUlEvL2933/33YpXVduubdsGDx5s1NXdd99t3OniWtapK9SuLVu2VPxx+/Xr991331X5tKvqaok16upH+9VVxXf7IuLv779q1aoa7hBXqV5dMV7ZEcEd9cbmzapxYyWi3N3V88+r/PyKLYc2bx4wYIAxfAwaNCg9Pf3aV2/btq1y1N6wYUP1epGbm1sxBt3ix4CdO3fee++91Th0FRcX57/2mmraVIkoV1f1xz+qytMVP/2khg4tX+P+5JNq2bLqvaP6zkp1lTZ8uAoMVNWtK3XypIqK2hYQ4OTkdOt1FRQURCSq+06cOBEVFWVkJh8fn4SEhLKbZaaKuvpfa9RVfkCAy+3UVfXGq6ucPXuWuGZTNakrxis7Irij3igpUQEBKjRUHTr0y4MnTqioqMLGjTu2a3fTkcuYPe3YsWOVX+rdVA2/cExJSencuXNF04cqv4uqGAsEF9xzjxJRwcGq8gLBs2dVdLT6n/9RH36ogoLUqFFq9uxb7wl+xRp19dH775d1765ElMmkHn1UZWffRgeuXFHx8crTU4koN7cP//rXvLy8W3/1VXV18ODB22gaNlZYWBgfH+/p6SkiDRo0iI6OvvU/rsVi+fD99y9Zqa5W1ayubjpeVVbl9etuo+e4mRrWFeOVfRHc4egqX/GwclAuLFRz55bPlTZsuPNvf8uvNFd6A1WeRnPTV1U+xSc4OHjv3r3VeCtFRUVms/mmo21mZuaYMWPKZyb8/Aoqn85VXKzmz1fNmhnvWp06VY1uQCnr15UqKFDx8crDQ4moRo1UbKy6hbpSKSmqa9fyhfXBwcqWdYVaVpPs+wvd6opTEm2tftaVIyG4w6Fd74qHxsVVjOEjNFTd/qf27OzsiIgI48JVvr6+iYmJFoulymdmZmaOHTvWGCV79OixouJ80Oq6wfeb58+fr7j3WbNmza6+CG5amgoI+GXQ3L27hj2pv2xWVyo7+5fl8r6+KjFRXaeuVGamGju2vK0ePZQt6wq1bMeOHVZZbfILHepq3759oaGhxrvu1q3bci5Qa231s64cD8EdDu3aKx6WlamQkPLho08f9c03Ndl9enr6wIEDjXFwwIABmzZtqrz13Llz0dHRLi4uItK8eXPr3sbi2jOKvv/++1atWomIs7Pz1KlTK3+5fHnfPusOmvWdjetKffutuuuu8r0NG6Z++OFXW8+fV9OmKReX8rONX3tNWa+uvv/++/79+xt1tWTJEmvtFrfu9OnTxgWIWrdunZCQYM2F3farqxufAWnMOBi3PqhixgHW4JB1VT/HK4I7HFqVVzx8+ulfXVylZsrKyhITE728vETEyckpIiIiJyenpKQkISGhdevWIuLi4hIVFXX69Omat3WVq65Y8uCDD7Zp02b48OE/VBo3jSNiXx8fS5MmqlkzFR+vOCLWnO3rSpWVqcRE5eWlRNQXX/xqZc65c6plS+XioqKilA3qqqys7N133x0xYkRxcbHVd45bMWvWrKefftomV76zX11VeYUlY/xs06ZNxfh5ivV7NuOQdVUPxyuCOxxalVc8zMtT1h65Lly4MHPmTGONiqenp6+vrzEHEBISYus1mnl5ebNmzTImqxo3bvz+++8bj5eWlv7rX/8yPjw4Ozuvf+EFWwya9VRt1ZW6cEH94x9VrMxZtkyx9hfVZr+6umq8MnK8iFw14wAtMV7VCoI7HNrBg7V5xcP9+/eHh4c7Ozt369btjjvuSE5OtmlzlRl35TSZTL///e9zcnK++eabPn36GEfEoKCgnTt31lpP6oXarSvucQubsF9dGeOVk5PTnXfeeeNzhKAfxisbcxHAgXXpItOmyejR4uIiw4ZJWJhNW+vWrVtycnJWVlaDBg18fX2NCfja0b59+6SkpK1bt7755puHDx9es2aNiHTq1Olvf/vbww8/XGvdqC9qt64kJ0f+c0qZeHtLTo5tm0M9Yb+6Msar5557rmHDhm3btjXWXsNBMF7ZGMEdjm7SJJk0qTYb9PPzq83mKjOOf87Ozo0aNfrTn/4UGxvr7u5ur844uNqsq7Ztfzn45eSIt3cttQvHZu+6suNQCRuyd105PCd7dwCAlc2cOXP//v2zZ88mtTuIsDB5910pKhIReeMN4SsUWAV1BVugrmyMGXfA0bRq1apdu3b27gWsp5ZX5qCeoK5gC9SVjRHcAaDOq/UVX6gXqCvYAnVlSyyVAQAAADTAjDvgOHq1bOnp69vQiQ/kAAA4III74DiSzp6V48fFYrF3RwAAgPVZc2Zu8+bNVtzbbXn//feLjFOYAQAAAEdkteC+f//+QYMGxcTEWGp9tu/o0aOPP/549+7dk5KSarlpAAAAoHZYLbg7Ozs3aNBg0aJFjzzyyJUrV6y12xvLzs4WkYYNGwYEBBw7dmzy5MkhISF79uypndYBAACAWmOF4D5ixIiPPvpo3rx5q1atatasWXJy8ogRI86cOVPzPd/AuXPnYmJiXnzxxV69es2ePfuHH35ISEho3br1mjVrevfuHRkZmZuba9MOAAAAALXJCsH90qVL7u7uvXv3HjFixMaNGzt06JCenn7PPfccOHCg5ju/VklJycKFC++4445FixY5OTn16dMnMDDQxcUlKioqKytr2rRpTk5OS5YseTIkRF5/XUpLbdEHAAAAoJZZIbi/9tpr999/v5eXV2Rk5KFDhzZs2BAYGPjTTz/de++927Ztq/n+K1u7dm1gYOCMGTPOnz8/atSocePGffTRR9OmTTPm11u0aPH666/v3LkzODj4dTc3mT5devaUL7+0bh8AAACA2meF4H7XXXfdddddFy9eXLJkSVhYWN++fQMCAvr373/q1Knhw4enpqbWvAkROXDgwIQJE4KDgzMyMrp165acnJyWlta+fXsRWbx4sZ+f3xtvvFFaWioiPXv2TEtL8375ZfH3l3375L77JCRE9u61SjeAOu3f/5Zvv5Xu3e3dDwAAYH0mpZRVdnTkyJFly5Z9/PHH3333nfGIm5tbUVGRk5PTwoULn3rqqWrvOT8/f968efHx8UVFRR4eHjNnznz22Wfd3NyMrVlZWU8//fTKlStFpEePHvPnzx83blz5K0tK5B//kL/8RfLyxNVV/vAHefFFadq0Ru8TAAAAsAerBfcKhw8fTk5OTkpK2ltpktvPz+/VV18dN26ci8tt3PLJYrG89957f/7zn3/++WcnJ6fHHnvsb3/7m5eX17XP/OKLL5555pmDBw+KyMrp08dER8sdd5RvO3VKnntOEhPFYpG5c+X552v09oA6KzlZ/vlPcXGRoCB5/nlJT5dPPpF580REpkyRWbPEz8/eXQQAANVn/eBeYc+ePR9//PHixYtzcnKMR1q2bDlu3LjIyMiRI0c63eyu7Js3b46JiTFu6jRw4ECz2Txo0KAbPL+kpOQf//jHO/Pn78zPN126JH/4g8ydK02alG/etk3i4yUxURo3tsJ7A+qaI0fkscfk66/FzU2mTpXx46VVK4I7AACOxJp3Tr1KQEDA7NmzT548+eabbxorW86ePbtkyZKQkJCOHTvGxMRs3Lixyo8Nx48fj4yMvOeeezZv3uzr65uYmLhp06Ybp3YRcXV1jYmJ2Zqebrr/fikrk0WLpEcPeeed8tu/9+snn3wiK1bIiBESEiIvvWSDdwzYz7Jl8sQTYiwhmz5dkpPt3SEAAGBlNgzuFf77v/9769atvr6+ItK6detOnTodP3580aJFw4YNuyrBFxYWvvrqq/7+/kuWLHF3d4+Njc3MzIyMjDSZTLfYlqu3t7z9tmzdKkOHyqlT8rvfSf/+smGDiMiRI7JwoaxaJWlpkp0tVjprFqgTcnLEx6f8Z29vMb7mWrpUhg+X4cNl1So7dg0AAFhFbQR3EenVq1d6enqfPn1yc3OLiooSExP/+Mc/+vr6ZmdnGwn+//7v/5YvX37nnXfOmjUrPz8/NDR0z5498fHxHh4e1WkvMFDWr5f33xdfX9mxQ4YPl4MHmZKEI2vbVv6zJk1ycsTbW0Rk4kRZt07WrZMxY+zYNQAAYBW1FNxFpF27duvWrRs+fHhOTs60adNCQkKys7O3bdsWHR3dunXr5OTksLCwo0ePBgYGbtiwYfny5Z06dapReyaTPPqoZGXJCy/I738vXbtWPSUJOIawMHn3XSkqEhF54w15+GF7dwgAAFhZ7QV3EWnWrNlXX3312GOP5efnh4WFvfnmm3fffffUqVPPnj27Y8eOtm3bvv3221u3bh06dKjVmmzcWF58Uf71L5HrTEkCjqFLF5k2TUaPluBgadtWwsLs3SEAAGBlNryqzPUopebMmTNnzhyTyfSXv/xl9uzZ4eHhPj4+c+fObVJxERhbOHRIJk+WNWvEzU3+8AcZO5ZwAwAAAF3YIbgb/vGPf0RHR5eVlX3wwQePPPJILbX60Ufyr3+Ji4sMGyZxcbXUKAAAAFBjdgvuIpKSkpKcnJyYmOjs7GyvPgAAAABasGdwBwAAAHCLavXkVAAAAADVQ3AHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHAAAANEBwBwAAADRAcAcAAAA0QHAHgJuzWCxJSUn9+vV78MEHY2Ji8vLy7N0jOALqCsBtMSml7N0HAKjTNmzYMGPGjB07doiIyWRSSnl7e7/yyiuRkZFOTkx/oJqoKwC3i6EBAK7r+PHjkZGRQUFBO3bsaNeuXWJi4pYtW4YOHZqTk/PEE0/0799/48aNNmr62LFjCQkJNto57MuOdQVAbwoAcI2CgoL4+HgPDw8RadSoUWxs7KVLl4xNFoslOTm5Y8eOxigaGhp65MgRWzRtMpk2b95sxT3D7uxYV6hXLBbL1q1bd+/eXVhYaO++wJoI7gBwtZSUlE6dOlXkp8OHD1/7nBsksGqzWCwffvhh+/btRcRkMk2aNCk7O7uG+0TdYa+6Qn1z/vz5CRMmODk5tWzZ0s/P74cffrB3j2A1BHcA+MX27duHDh1qRKvAwMD169dXbLp8+fK1z8/Ozo6IiDCZTCLi6+ubmJhosViq3fSwYcOqbBq6s2Ndob755ptv2rVrJyJNmjTp0KGDiDRs2PCNN96wd79gHQR3AFBKqdzc3OjoaGdnZxFp1aqV2WwuLS2t2GrMlS5fvrzK16anpw8cONCIZQMHDkxPT7+tps+cOVPRdMuWLa9qGlqzY12hvikpKYmLizOKbeDAgYcOHbp8+XJ0dLRRQvfff/+ZM2fs3UfUFMEdQH1XXFxsNpubNGkiIq6urtHR0RcvXqzYum3btiFDhhhHvgkTJlxvJ2VlZYmJiV5eXiLi5OQUERFx6tSpW2y6adOmFU1fuHDBOu8K9mbHukI9dPToUeNbHWdn59jY2OLi4opNn332WYsWLUTEy8vrq6++smMnUXMEdwD1WkpKSteuXY38FBwcvHfv3opN1ZgIv3TpUlxcnJubm4h4eHjExcVduXLlek9OS0vz9/evaHrPnj1We1ewNzvWFeqhTz/91Ijm7du3//bbb699wrFjx+69917j5Jno6OjKsR56IbgDqKeysrLGjh1rRKsePXqsWLGiYlMNJ8L3798fHh5u7Llbt27JycnXNj1u3Lgqm4bu7FhXqIcKCwsrFsM88MADZ8+eNR6/cuXKmjVrKj+ztLS0YiHNgAEDDh48aI/+oqY0D+5Ll6rhw1VwsJo7195dAaCNc+fORUdHu7i4iEjz5s3j4+OLiooqtlprIjwtLa1nz57GfkaNGrV7926j6djY2AYNGlTZNLRmx7pC/ZSRkdGrVy/j9FOz2VzxeFZW1l133eXi4rJp06arXrJp06bOnTsbp65+8MEHtdtfWIHOwf3wYTV4sDK+LoyKUtc5uQe4XaWlpYWFhXa5BFtZWVlBQYFdmrZYLPn5+fXhwnNvvvmm8Z2yi4vLtGnTKiaolA0mwouLixcsWNCsWTNjhjUkJKRy05wo5kjsWFczZswoKSmp4T6hncTExEaNGomIv7//rl27Kh5/6623GjdubHwts2PHjmtfeOHChYkTJxoFGRERkZ+fX4u9Rk3pHNzNZvXmm+U/796tIiLs2hs4iK+//rp3794TJkxo0aKF2WyuzcPh5s2bBw0a9NBDDxlzdbW5hnXr1q2DBw++//77PT094+Liqrw+nZVd9XXZpk1q5szyTZMnq8xMGzV7+PDhSZMmicjIkSMrH+psOhF+9uxZY01z27ZtRWTEiBGVm4YDsG9d9e7de8uWLdbaLeq+3Nzc8ePHVyTvgoIC4/GLFy8++uijFY/feCKmIvf7+fnt3LmzNvoNa9AzuB88qI4cUbGxqmLe4swZNWqUquqEDOAWHTx48MEHHzSGPGMqS0R69ux51TJBWzh69OjEiRONazYb61+NwXTlypW2bvr48eOPP/640bRx+QtjnmbZsmU2bPXar8tqK7j/+9//NhYqVDxiXLWjdevWFVftOH36tC2anjNnjrG2wRY7h33Zva6mTJlii52jDvr666+Ny7Q3bdr0o48+qnh88+bNxvnQnp6eS5YsuZVd7d27t0+fPiLi5uZmNpu5V4AWnEQvBQUye7YEBMj06dK2reTklD+ekyN5eRIUJOPHy8GDtmi5sLBw9uzZ3377rS12DvsqKCiYPXt2QEDA559/3rhx47i4uJycHOOiEBkZGcHBwePHjz9os7p69dVXAwICli5d6u7uHhsbe/z48bS0tICAAOMUt5CQkD179tii6eLi4oULF/r7+7/33nvGeXLHjx9fu3Ztr169Dhw4cP/99xvLZ23RtCxbJk88IW5uIiLTp0tysk1auT7j1qSG7du3T5kyJTc3d9SoUbt27UpKSjLClo0ardw0HIwd6wr1QWlp6ezZs0NCQk6cODFo0KCdO3caK16UUgsXLhw6dOjBgwf79eu3Y8eOxx9//FZ26O/vn56eblxkZsaMGWPGjDl16pSN3wRqzN6fHG5ZWZl6913l7a1ElMmkJk9W+/apoUPLJ+2efFJNnao8PZWIcnNTsbEqL89aLVsslg8++MAYHPv06cNHUkdisViSk5ONe8uZTKbw8PCjR49WbL3xZZhr7gb3P7/26hPnz5+3btPG+UlG05UvL1BSUpKQkGCEDBcXl6ioKCvPFJaWXv11WXCw2rRJ+fqqoCAVFKS8vGw94/7EE09UfnDWrFmff/65jVqs8Pbbbwszow6KuoKtHT161Ljwv7Ozc1xcXMUlRE+dOjV69Gj5z3Ueq7cW6/PPP2/ZsqWIeHl5rVq1yqodh5VpEty3bFGDBysRJaL69VPffVf++IcfqqAgNWqUmj1bKaVOnlRRUcrZWYmoVq2U2axqfPdBbkLuwLZs2TJ48GDjj9uvX7/vKurq106ePBkVFXW9Gx9Wzw3uf17Zzz///Pvf/97JyUlE2rRp886bb9a8pPfu2hUUFGQ03adPn2+++abKp111fQzrLPfPylLjxqmXX1YLFqi33ip/0DhBpXaXylwVsGzk559/HjBgwPjx441fCVgOjLqCTX3yySfNmzcXkfbt21c+Xnz11VfGmTNt2rT58ssva9JEdnY2F3rXQl0P7sePH9/85z8rk0mJqHbt1JIl6qYT3tu2qaFDy1N+YKCqbtSufJ9qbkLuYE6cOBEVFWUEYh8fn4SEhLKyshu/ZNu2bZWj9oYNG6rX9I3vf16lnTt3GuPpsqAg5e+vqj0dcvasio7O6N7dxcXFOPX2pk1nZmZe74rUt930tGnKxUWJqA4drv66bNkyhwzux44dExFfX1/jVwKWA6OuYDtJSUnGIPzwww+fO3fOePDKlSvR0dHG6UnBwcEnT56seUPGUhzj8PTf//3fNd8hbKHuBvfCwsL4+HhPT88W7u7FnTqp6OjbWP1isaj33lO+vsa6mlNTp2ZnZ99609cukOAm5A6joq5EpEGDBtHR0Xm3XFfGupqOHTtWubjlpmq48Obj5OTSnj3LP5GGh6vbaVoVF6v581WzZkpEubomv/TSbS28ucE9IG+upEQlJKjWrZWIcnFRUVHKWHhz1ddlBHfojLqC7cycObNBgwYvvvhixSOZmZl9+/Y1DiVxcXE3nXi6Lenp6e7u7vfdd1/lS5qi7qijwb1yPHr44YdPHDlSnb0UFKj4eOXhETFkSKNGjWJjY2/lGtU1yiio265a2H3o0KFq7KSgoCA+Pt7Dw0NEaruuCgtVfHz5uRwNGtzqp9m0NBUQUJ74g4NVRkY1Wq7ep45La9fWvGnrImDBFqgr2M4DDzwgIm+88UbFI/fdd5+IdO/effv27TXf/1WrYn788UdjsTurDOqmOhfcd+zYYawKEBF/f/+anyRReuRIxY0GOnTosHTp0uudXWq1VQGoe6xeV9nZ2REREcbXlL6+vomJibVXVydOqKgo5eSkRJSPj0pIUNebbtm3T4WGlufmbt1UjW+QfuvL/Q8cOBAeHn5fly7K1VXdcUfNm7YWAhZsgbqC7SxZskRERo4cWfHI8ePHp0+fbq375b388stdu3b9+OOPjV/j4uJEZOrUqVbZOayubgX306dPN2zYUERat26dkJBgxU976enpgwYNMsLTgAEDrroJsE3Ow0OdYdO6GjhwoH3q6vvvVf/+5aH8nnvUtm2/2nrxopoxQ7m6KhHVrJmaP19Z70yjG59Ze/HixT/96U/GHWeaNGmy/x//ULV4J6mbImDBFqgr2M6FCxfc3NycnZ1tdCuAu+66S0RSU1ONX3v27Ckiq1evtkVbqLm6FdyVUrNmzXr66aete+U7g3E7DC8vL/nP7TBycnJsfuU71A2OWVcWi0pOVh06KBH14Ye/uhdpXp7y9lZOTioiQp06Zf2mlUpJSblqub/FYklMTDQucWAymYx/Cls0XRMELNjChx8eHTZs77PP2urcjMqoq3po3LhxIvJWxcW4rOfw4cMmk8nT09O4Yfb+/ftFpFmzZla8xS+sq84Fd1u7cOGCcZ6HiHh6ehohQ0RCQkIy6sACXGjqqrry9fWtvbrKy1Ovv64OHbr6XqRffql++MGmLefn57/wwgvu7u4i4u7uXnFN+iFDhmy76huAOoPgDlv497+ViKqVsqKu6iNj4Bo7dqzV9/y3v/1NRB577DHj15dffplyquN0u3NqjTVt2nTevHkZGRnh4eEFBQW5ubmurq5//OMfV69eHRAQYO/eQVeV66qwsNDd3f2OO+5ITk6ujbry9JRp0yQl5ep7kY4dK3362LTlxo0bv/jii/v374+IiLhy5UqTJk3atWuXmJi4YcOGu+++26ZNA0D9cf/997u4uKxZs+b8+fPW3fOnn34qIg899FCVv6IOqnfB3dCtW7fk5OR27dqVlZWVlJQsWLBgzJgxmZmZ9u4X9GbUVUZGxqpVq/bs2RMeHl57befkiI9P+c/e3pKTU2st+/r6JiUl7d27d/ny5fv374+MjDTO2QUAWEXLli2DgoJKSkpWrFhhxd2eOHFi8+bNjRo1+s1vfiMiR44c2blzp6enZ3BwsBVbgXXV0+BuaNSokYjMmTOnVatWX331Ve/evadOnXrmzBl79wt68/Pz69Kli7Fspva0bftLWM/JEW/vWm1dxM/Pr0OHDsb/UwAA6zJmwY0ZcWv59NNPlVLjxo1r3Lhxxa/jx483LueAuqleB3fDhAkT9u3bFx0dLSKLFy/u0aPHwoULS0tL7d0v4HaEhcm770pRkYjIG2/Iww/bu0MAAKt54IEHgoI+OnHi7fx8q+2TdTI6IriLiLRo0WLhwoW7d+8eM2bMuXPnZsyY0atXr1WrVtm7X8At69JFpk2T0aMlOFjatpWwMHt3CABgNd7e3mVlE7dubf7ll9bZ4c8///zdd9+5ubkZl6ypWDYzevRo6zQA2yC4/8LPz2/lypUpKSldunTJysoaO3bs+PHjDx06ZO9+Abdm0iRZt07WrJG4OHt3BQBgZcZUuLUWy3zxxRdlZWWjR482bon92WefWSyWsWPHGstmUGcR3K82fvz4zMxM4+7uqamp/v7+MTExeXl59u4XAACovx5+WEwm+fJLuXzZCntjnYymCO5VaNCgQUxMTFZWVlRUVGlp6aJFi/z8/BYvXmyxWOzdNQAAUB/5+kr//pKfL6tX13RX58+fX7dunaura2hoqIicOXPGWDZz3333WaGjsCWC+3V5e3snJCRs3rx5yJAhOTk5U6dOHThw4HfffWfvfgGwMhudjO7m5ta/f/++ffvaYueoU8LD5cABiY+vjbaoq/rMWqtlvvjii5KSklGjRrVo0UJEPvvss9LS0t/85jfGshnUZQT3m+jXr9+GDRsSExN9fHy2bdv21FNPKaXs3SkAVvPdd9917do1KSnJ6ntu06bNli1bli9fbvU9o67x9JQ77pA2bWqjLeqqPjPuDpKSIsXFNdoP62T0RXC/OZPJFBkZuW/fvmeffXbBggXcXAZwJK+//vqxY8cmT54cEhKyZ88ee3cH+klPF3d3MW4BMmWKHDnyq61lZZKVZY9uwRF17ix9+8rFi7J2bfV3cunSpbVr1zo7O4eFhYnIhQsXjGUz48ePt1pHYTME91vl4eHxyiuvDB8+3N4dAVB92dnZInL8+PGKR5YsWZKQkNC6des1a9b07t07MjIyNzfXdk3DIXXqJIsXV73prbekVy+ZOlVsU1bldXXixAmb7B11T81Xy+zdu9fDw2PYsGFt2rQRkS+++KK4uHjEiBHGshnUcQR3APXCuXPnYmJi5s6d6+Pjk5aWNmrUqN27d4uIi4tLVFRUVlbWtGnTnJyclixZcuedPRcvLrDiunej6RdffLFXr15/+MMfrLZf1Bnjx8vKlVJlzRiJevFi8fOT11+v+jnVU1FXXl5eRklnZGRYbe/Xk5wsI0ZISIi89JKISHq6PPNM+aYpU/hyoRY89JCEhMiIEdXfw8CBA0+dOvX+++8bv7JORi8EdwAOrqSkxGw2d+3addGiRU5OTv7+/i1atPj6668DAwOnT59+7tw5EWnRosXrr7+ekZExbtw4P7/4qVMb9+wpNb/RSUlJycKFC++44w6j6ZEjRwYGBlrhLaGOcXKSBx+Ujz8WEfn5Z/njH+XcufJNL74oGRkybpycOyfTp4st6qpnz54VJT1jxowLFy7UtIHrOXJEFi6UVaskLU2ysyU11VYN4fr8/WX1annssRrtxNnZ2cfHR0QuXbq0Zs0aZ2fnBx54wCrdg82peqxHjx4ikpmZae+OALCVtLS0nj17GsOdMcuulDp37lx0dLSLi4uING/e3Gw2l5SUVLwkJaW4a1clokTU/ferAweq2fSaNWuubRqOZ9MmFRurLlxQwcFq8mT10ENKRLVsqV5/XVUqK/XFF8qoK0/Pi488MvlAdQuryrqqXNItWrQwm82lpaVWeXe/YjarN98s/3n3bhURoTZtUjNnlj8yebLieGpt1/4Db9qkGjZUubnljxw+XKP9f/DBByIyfPjwGvYTtYbgTnAHHNP+/fvDjUswiHTr1i05OfmqJ2RmZo4dO9Z4Qo8ePVasWFGx6coVFR+vPD2ViHJzU3/+s8rLs2bTcCRGcFdKPfWU8vdXa9eqsWPLP/j16KG+/PKXZxp19ZvfPCcibm5uf/7zny9evHjrDd1KSY8ZM8Z4gr+//1dffWWFt2c4eVJduqRiY1XF/yZnzqjgYLVpk/L1VUFBKihIeXkR3K2uyuDu56defrn8kcOH1f79auvW6/63Y8e5rdc3atQoEXnttdfs+B5xWwjuBHfA0Vy6dCkuLs7NzU1EPDw84uLirly5cr0nf/755127djWyzu9+N+enn37ZlJuroqOVs7Py8FAnTtxS0xcuqJdeWtWgQQMRadq06bx584qKimr8hlCnVQT3/fuVyVQ+A5qSoiq+twkNVb+uq9zo6GhnZ2cRadmy5a3Mjt9WSaekpHTp0sUo6dDQ0EOHDtXo7RUVKbNZNWminntOLVig3nqr/HFm3GtFlcH9T39SQ4eqkpLy4D56dHmlVfnfkCH7b7DswsXFpWnTptnZ2XZ9l7gNBHeCO+A4ysrKEhMTvby8RMTJySkiIuLUqVM3fVVxcbHZbG7SpMmAAadcXVV0tKo8Dbp1q3r//VtpWiUmKi8v1bZtqYeH1y02DQdWXFyeeEVUVXW1dfDgwUZ46tev35EjR6rcSfVKuqioyGw2e3p6ioi7u3tsbOylS5eq8x4++UR17lweACdNUgcPqqFDlfGZ4ckn1bJlBHdbu/YrDeOD4t//rj74oDy4T5+u7r77uv89+mjW3dc3dOjQygsFUfcR3AnugINYt25dxe0kBw4cmJ6eflsvP3kyd8oU5eSkRFTbturtt1VZ2a2+9ttv1V13lcebYcPUzp1nb7v3cFAnT6qKuho16pt33nmnrFJhpaSkdOrUqUuXLpcvX772tenp6QMHDqwo6U2bNt1W0ydOnIiKinJychKRdu3aJSYmWiyWW33x3r2/TOT6+amVK8sf//BDFRSkRo1Ss2crVdWEMKyqyhn3yudU1HCNO7RTr4P7u+++O3/+/HPnztm7IwBqJDs7OyIiwrg5mq+v7+0FlF/bvl0NHVoeVwID1YYNN21aRUQok0mJKF9flZioqtsyHNmWLWro0JJu3XqKSGBg4IZKhZWfn5+RkXHV861Y0lu2bLnnnnuM9D9gwICbpv+ff/75yP/+r3J2ViKqVSv1z38qW5zniltzveCu/nNOBcG9vqnXwR2A7goKCp5//nl3d3cRady48YsvvlhYWFjz3aakqI4df1mgXOWhsaBAxccrDw8loho1UrGxqnqLEVBPWCyW5OTkjh07Vqw+P1xVYRUUFMTHx3t4eIhIo0aNqr/K5ddNJyYmtm3b9sbrbYw1Y02bNr23fXvl6amiosqvXQL7uUFwr3xOBeoPgjsAjeXl5Xl7e5tMpvDw8OutEq6e/Hz1wgvK3V2JqMaN1V//+qtLsH39tfL1VSLKZFKPPKI4swu36Ma5PCUl5abJvtry8/NvcIZrSkpK9+7djabHjRv38759VmwagLUQ3AHoLSUl5bvvvrPRzo2VMO7u6rPPfnUJtp9+Ur16qcBAtX69jVqGI7t2Jcy2bduGDh1q5Oar1tJY14EDByquKdm9e/fly5dnZWWNGzeu8iM2ahpAzZmUUje4ThAAIDtbTpyQzz6TTZvkm2/kv/9bZs8WV1fx9hYnbj+N6lq/fv2MGTN27twpIiaTSSnVtm3bV155ZfLkyU42LqxVq1b98Y9/zMrKEhEnJyeLxdK8efO4uLj/+Z//cXV1tWnTAGrCxd4dAIC6rn17OXHiV7e1F5F27ezaJ+jv3nvv3bZt23vvvbdo0aL27dt36NBh7ty5TZo0qYWmW7Vq1ahRo3vvvffs2bM+Pj4XL14sKiry9PQktQN1HMEdAG7Vf/2XPPwwkR1W4+TkFBkZGRkZWcvt5uXl7dixY+TIkT/++KOIvPDCC6+88sqpU6dquRsAbhff8gLArWraVPz8ZMsWe/cDsBInJycnJydj0ayx5h5AXUZwB4DbEB0tWVn27gRQMyR1QFMslQGAmxs0SAYNEhHp1k0sFnv3BgBQLzHjDgBAvcYEPKALgjsAAPULSR3QFEtlAACoX9q5uEQNG+bfubPx64DmzaOGDetbK1eiBFATBHcAAOoX/5KShA0bpGFD49cHz517cMMGue8++/YKwE2xVAYAAADQAMEdAAAA0ADBHQCA+k0pERHOVQXqPII7AAD1DEkd0BPBHQAAANAAwR0AgHrG1VWaNxcPj/JfmYAHNGEy7sIAAAAAoC5jxh0AgHopOVlGjJCQEHnpJXt3BcAtIbgDAFD/HDkiCxfKqlWSlibZ2ZKaau8OAbg5gjsAAPXPsmXyxBPi5iYiMn26JCfbu0MAbo7gDgBA/ZOTIz4+5T97e0tOjl17A+CWENwBAKh/2rb9Jazn5Ii3t117A+CWENwBAKh/wsLk3XelqEhE5I035OGH7d0hADfnYu8OAACAWteli0ybJqNHi4uLDBsmYWH27hCAm+M67gAAAIAGWCoDAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaIDgDgAAAGiA4A4AAABogOAOAAAAaOD/ARnu9LxWtyc1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1000x800 at 0x7FC6EA3A0E10>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToGridImage(high_test_mols[:20], molsPerRow=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1000x800 at 0x7FC6EA16CDD0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToGridImage(low_test_mols[:20], molsPerRow=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<path d='M 196.594,123.294 L 196.594,119.439 L 200.449,119.439 L 200.449,123.294 Z' style='fill:#FDFBFC;fill-rule:evenodd;fill-opacity=0.5;stroke:#FDFBFC;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:0.5;' />\n",
       "<path d='M 196.594,119.439 L 196.594,115.585 L 200.449,115.585 L 200.449,119.439 Z' style='fill:#FDFBFC;fill-rule:evenodd;fill-opacity=0.5;stroke:#FDFBFC;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:0.5;' />\n",
       "<path d='M 196.594,115.585 L 196.594,111.73 L 200.449,111.73 L 200.449,115.585 Z' style='fill:#FDFBFC;fill-rule:evenodd;fill-opacity=0.5;stroke:#FDFBFC;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:0.5;' />\n",
       "<path d='M 196.594,111.73 L 196.594,107.875 L 200.449,107.875 L 200.449,111.73 Z' style='fill:#FDFBFC;fill-rule:evenodd;fill-opacity=0.5;stroke:#FDFBFC;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:0.5;' />\n",
       "<path d='M 196.594,107.875 L 196.594,104.02 L 200.449,104.02 L 200.449,107.875 Z' style='fill:#FDFBFC;fill-rule:evenodd;fill-opacity=0.5;stroke:#FDFBFC;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:0.5;' />\n",
       "<path class='bond-0' d='M 43.8778,128.469 L 59.4108,119.507' style='fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1' />\n",
       "<path class='bond-0' d='M 59.4108,119.507 L 74.9439,110.545' style='fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1' />\n",
       "<path class='bond-1' d='M 74.9439,110.545 L 125.056,139.455' style='fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1' />\n",
       "<path class='bond-5' d='M 74.9439,110.545 L 74.9439,64.287' style='fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1' />\n",
       "<path class='bond-2' d='M 125.056,139.455 L 165.123,116.338' style='fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1' />\n",
       "<path class='bond-3' d='M 125.056,139.455 L 125.056,185.713' style='fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1' />\n",
       "<path class='bond-4' d='M 125.056,139.455 L 165.111,162.592' style='fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1' />\n",
       "<text dominant-baseline=\"central\" text-anchor=\"end\" x='41.9504' y='136.553' style='font-size:19px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;fill:#FF0000' ><tspan>HO</tspan></text>\n",
       "</svg>\n",
       "</div>"
      ],
      "text/plain": [
       "<__main__.HorizontalDisplay at 0x7fc6ea3a09d0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Adaboost, SVC, NGBOOST\n",
    "svgset = []\n",
    "for cls in clsset:\n",
    "    svgset.append(drawmol(high_test_mols, 3, cls))\n",
    "HorizontalDisplay(svgset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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