diff --git "a/notebooks/protac_degradation_predictor.ipynb" "b/notebooks/protac_degradation_predictor.ipynb" --- "a/notebooks/protac_degradation_predictor.ipynb" +++ "b/notebooks/protac_degradation_predictor.ipynb" @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -235,7 +235,7 @@ "[5 rows x 35 columns]" ] }, - "execution_count": 1, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -249,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -334,7 +334,7 @@ " '10.1200/JCO.2019.37.7_suppl.259'], dtype=object)" ] }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -347,7 +347,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -357,7 +357,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -375,7 +375,7 @@ " dtype='object')" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -386,7 +386,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -404,7 +404,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -422,7 +422,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -456,7 +456,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -473,7 +473,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -486,7 +486,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "29e1fa4a91504c32a0c3634ece8253ec", + "model_id": "0a4389aca2964a41bc0b267cfd513fb2", "version_major": 2, "version_minor": 0 }, @@ -551,7 +551,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -573,7 +573,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -593,13 +593,47 @@ }, { "cell_type": "code", - "execution_count": 167, + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.35650741398410996" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from rdkit import Chem\n", + "from rdkit.Chem import AllChem\n", + "\n", + "# Create a molecule from SMILES\n", + "mol = Chem.MolFromSmiles('c1ccccc1C(C)C')\n", + "\n", + "# Add hydrogens to the molecule\n", + "mol = Chem.AddHs(mol)\n", + "\n", + "# Generate a 3D conformation for the molecule\n", + "AllChem.EmbedMolecule(mol, AllChem.ETKDG())\n", + "\n", + "# Now you can calculate 3D descriptors\n", + "asphericity = Descriptors3D.Asphericity(mol)\n", + "asphericity" + ] + }, + { + "cell_type": "code", + "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "bb3d2ae96d364e2ab557f38fdb7c0b3b", + "model_id": "5af6e96c595a4b9ebd65887e85ae2220", "version_major": 2, "version_minor": 0 }, @@ -615,9 +649,9 @@ "output_type": "stream", "text": [ "Number of unique SMILES: 1467\n", - "Number of unique fingerprints: 1443\n", - "Number of SMILES with overlapping fingerprints: 24\n", - "Number of overlapping SMILES in protac_df: 36\n" + "Number of unique fingerprints: 1467\n", + "Number of SMILES with overlapping fingerprints: 0\n", + "Number of overlapping SMILES in protac_df: 0\n" ] } ], @@ -625,25 +659,27 @@ "from rdkit import Chem\n", "from rdkit.Chem import AllChem\n", "from rdkit.Chem import Draw\n", + "from rdkit.Chem import MACCSkeys\n", + "from rdkit.Chem import AllChem, Descriptors3D\n", "\n", - "morgan_radius = 15\n", - "n_bits = 1024\n", "\n", - "# fpgen = AllChem.GetAtomPairGenerator()\n", - "rdkit_fpgen = AllChem.GetRDKitFPGenerator(maxPath=5, fpSize=512)\n", - "morgan_fpgen = AllChem.GetMorganGenerator(radius=morgan_radius, fpSize=n_bits)\n", + "morgan_fpgen = AllChem.GetMorganGenerator(\n", + " radius=15,\n", + " fpSize=1024,\n", + " includeChirality=True,\n", + ")\n", "\n", "smiles2fp = {}\n", "for smiles in tqdm(protac_df['Smiles'].unique().tolist(), desc='Precomputing fingerprints'):\n", + " mol = Chem.MolFromSmiles(smiles)\n", " # Get the fingerprint as a bit vector\n", - " morgan_fp = morgan_fpgen.GetFingerprint(Chem.MolFromSmiles(smiles))\n", - " # rdkit_fp = rdkit_fpgen.GetFingerprint(Chem.MolFromSmiles(smiles))\n", - " # fp = np.concatenate([morgan_fp, rdkit_fp])\n", + " morgan_fp = morgan_fpgen.GetFingerprint(mol)\n", " smiles2fp[smiles] = morgan_fp\n", "\n", "# Count the number of unique SMILES and the number of unique Morgan fingerprints\n", + "unique_fps = set([tuple(fp) for fp in smiles2fp.values()])\n", "print(f'Number of unique SMILES: {len(smiles2fp)}')\n", - "print(f'Number of unique fingerprints: {len(set([tuple(fp) for fp in smiles2fp.values()]))}')\n", + "print(f'Number of unique fingerprints: {len(unique_fps)}')\n", "# Get the list of SMILES with overlapping fingerprints\n", "overlapping_smiles = []\n", "unique_fps = set()\n", @@ -656,6 +692,334 @@ "print(f'Number of overlapping SMILES in protac_df: {len(protac_df[protac_df[\"Smiles\"].isin(overlapping_smiles)])}')" ] }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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SmilesActiveActive - OR
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406Cc1cc(C(C(=O)N2C[C@H](O)CC2C(=O)NC(CC(=O)N2CCC...NaNTrue
562Cc1cc([C@H](C(=O)N2C[C@H](O)C[C@H]2C(=O)N[C@@H...NaNTrue
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603Cc1ncsc1-c1ccc(CNC(=O)[C@@H]2C[C@@H](O)CN2C(=O...NaNNaN
821CCOc1cc(C(C)(C)C)ccc1C1=N[C@@H](c2ccc(Cl)cc2)[...TrueTrue
822CCOc1cc(C(C)(C)C)ccc1C1=N[C@@H](c2ccc(Cl)cc2)[...NaNNaN
823CCOc1cc(C(C)(C)C)ccc1C1=N[C@@H](c2ccc(Cl)cc2)[...NaNNaN
934Cc1cc([C@H](C(=O)N2C[C@H](O)C[C@H]2C(=O)N[C@@H...TrueTrue
935Cc1cc([C@H](C(=O)N2C[C@H](O)C[C@H]2C(=O)N[C@@H...TrueTrue
1011Cc1ncsc1-c1ccc(CNC(=O)[C@@H]2[C@H](F)[C@@H](O)...FalseFalse
1012Cc1ncsc1-c1ccc(CNC(=O)[C@@H]2[C@H](F)[C@@H](O)...FalseFalse
1013Cc1ncsc1-c1ccc(CNC(=O)[C@@H]2[C@H](F)[C@@H](O)...NaNTrue
1050CN1C[C@H](Nc2cnn(C)c(=O)c2Br)C[C@H](c2ccc(C(=O...NaNTrue
1051CN1C[C@H](Nc2cnn(C)c(=O)c2Br)C[C@H](c2ccc(C(=O...NaNTrue
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1197CCOc1cc(C(C)(C)C)ccc1C1=N[C@@H](c2ccc(Cl)cc2)[...TrueTrue
1240CC1(C)CCC(c2ccc(Cl)cc2)=C(CN2CCN(c3ccc(C(=O)NS...NaNTrue
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1243CN(CCOCCOCCOCCNc1cccc2c1C(=O)N(C1CCC(=O)NC1=O)...NaNTrue
1305CN[C@@H](C)C(=O)N[C@H](C(=O)N1Cc2cc(OCCOCCOCCO...NaNTrue
1351CC/C(=C(\\c1ccc(O)cc1)c1ccc(OCCN(C)C(=O)COCCOCC...NaNTrue
1426CC1(C)CCC(c2ccc(Cl)cc2)=C(CN2CCN(c3ccc(C(=O)NS...TrueTrue
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\n", + "
" + ], + "text/plain": [ + " Smiles Active Active - OR\n", + "322 CN1C[C@H](Nc2cnn(C)c(=O)c2Br)C[C@H](c2ccc(C(=O... NaN True\n", + "323 CN1C[C@@H](Nc2cnn(C)c(=O)c2Br)C[C@@H](c2ccc(C(... False False\n", + "406 Cc1cc(C(C(=O)N2C[C@H](O)CC2C(=O)NC(CC(=O)N2CCC... NaN True\n", + "562 Cc1cc([C@H](C(=O)N2C[C@H](O)C[C@H]2C(=O)N[C@@H... NaN True\n", + "563 Cc1cc([C@H](C(=O)N2C[C@H](O)C[C@H]2C(=O)N[C@@H... NaN True\n", + "565 Cc1cc([C@H](C(=O)N2C[C@H](O)C[C@H]2C(=O)N[C@@H... NaN True\n", + "603 Cc1ncsc1-c1ccc(CNC(=O)[C@@H]2C[C@@H](O)CN2C(=O... NaN NaN\n", + "821 CCOc1cc(C(C)(C)C)ccc1C1=N[C@@H](c2ccc(Cl)cc2)[... True True\n", + "822 CCOc1cc(C(C)(C)C)ccc1C1=N[C@@H](c2ccc(Cl)cc2)[... NaN NaN\n", + "823 CCOc1cc(C(C)(C)C)ccc1C1=N[C@@H](c2ccc(Cl)cc2)[... NaN NaN\n", + "934 Cc1cc([C@H](C(=O)N2C[C@H](O)C[C@H]2C(=O)N[C@@H... True True\n", + "935 Cc1cc([C@H](C(=O)N2C[C@H](O)C[C@H]2C(=O)N[C@@H... True True\n", + "1011 Cc1ncsc1-c1ccc(CNC(=O)[C@@H]2[C@H](F)[C@@H](O)... False False\n", + "1012 Cc1ncsc1-c1ccc(CNC(=O)[C@@H]2[C@H](F)[C@@H](O)... False False\n", + "1013 Cc1ncsc1-c1ccc(CNC(=O)[C@@H]2[C@H](F)[C@@H](O)... NaN True\n", + "1050 CN1C[C@H](Nc2cnn(C)c(=O)c2Br)C[C@H](c2ccc(C(=O... NaN True\n", + "1051 CN1C[C@H](Nc2cnn(C)c(=O)c2Br)C[C@H](c2ccc(C(=O... NaN True\n", + "1074 COc1cc(/C=C2\\SC(=O)N(CCOCCC(=O)N[C@H](C(=O)N3C... True True\n", + "1094 Cc1cc([C@H](C(=O)N2C[C@H](O)C[C@H]2C(=O)N[C@@H... True True\n", + "1095 Cc1cc([C@H](C(=O)N2C[C@H](O)C[C@H]2C(=O)N[C@@H... True True\n", + "1096 Cc1cc([C@H](C(=O)N2C[C@H](O)C[C@H]2C(=O)N[C@@H... True True\n", + "1197 CCOc1cc(C(C)(C)C)ccc1C1=N[C@@H](c2ccc(Cl)cc2)[... True True\n", + "1240 CC1(C)CCC(c2ccc(Cl)cc2)=C(CN2CCN(c3ccc(C(=O)NS... NaN True\n", + "1241 CN(CCCCCCCn1cc(COCCOCCNc2cccc3c2C(=O)N(C2CCC(=... NaN True\n", + "1242 CN(CCCNc1cccc2c1C(=O)N(C1CCC(=O)NC1=O)C2=O)CC[... NaN True\n", + "1243 CN(CCOCCOCCOCCNc1cccc2c1C(=O)N(C1CCC(=O)NC1=O)... NaN True\n", + "1305 CN[C@@H](C)C(=O)N[C@H](C(=O)N1Cc2cc(OCCOCCOCCO... NaN True\n", + "1351 CC/C(=C(\\c1ccc(O)cc1)c1ccc(OCCN(C)C(=O)COCCOCC... NaN True\n", + "1426 CC1(C)CCC(c2ccc(Cl)cc2)=C(CN2CCN(c3ccc(C(=O)NS... True True\n", + "1808 Cc1ncsc1-c1ccc([C@H](C)NC(=O)[C@@H]2C[C@@H](O)... False False\n", + "1809 Cc1ncsc1-c1ccc([C@H](C)NC(=O)[C@@H]2C[C@@H](O)... NaN True\n", + "1810 Cc1ncsc1-c1ccc([C@H](C)NC(=O)[C@@H]2C[C@@H](O)... NaN True\n", + "1811 Cc1ncsc1-c1ccc([C@H](C)NC(=O)[C@@H]2C[C@@H](O)... NaN True\n", + "2051 COc1cc(N2CC[C@H](OCC(=O)N[C@H](C(=O)N3C[C@H](O... NaN True\n", + "2111 Cc1ncsc1-c1ccc([C@H](C)NC(=O)[C@@H]2C[C@@H](O)... NaN True\n", + "2112 Cc1ncsc1-c1ccc([C@H](C)NC(=O)[C@@H]2C[C@@H](O)... NaN True" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tmp = protac_df[protac_df[\"Smiles\"].isin(overlapping_smiles)]\n", + "\n", + "# Label encode their fingerprints\n", + "from sklearn.preprocessing import OrdinalEncoder\n", + "\n", + "# le = OrdinalEncoder()\n", + "# le.fit([tuple(fp) for fp in smiles2fp.values()])\n", + "# smiles2fp_encoded = {smiles: le.transform([tuple(fp)])[0] for smiles, fp in smiles2fp.items()}\n", + "# # Assign it to the dataframe tmp\n", + "# tmp['Fingerprint'] = tmp['Smiles'].map(smiles2fp_encoded)\n", + "\n", + "\n", + "display(tmp[['Smiles', 'Active', 'Active - OR']])\n", + "\n", + "# Draw the molecules with overlapping fingerprints and their Active and Active - OR values\n", + "mols = [Chem.MolFromSmiles(smiles) for smiles in tmp['Smiles'].drop_duplicates().tolist()]\n", + "img = Draw.MolsToGridImage(mols, molsPerRow=4, subImgSize=(200, 200), legends=[str(b) for b in tmp['Active - OR'].tolist()])\n", + "img" + ] + }, { "cell_type": "code", "execution_count": 168, @@ -6383,12 +6747,121 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { - "image/png": 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FC7wugQDg7u4uU+asrCy8ePFC4XIAYOjQoZg1axa++eYbODs7Y/r06fjjjz+QkpKCZcuWcXH5+fm89Sity+zp06ehpaWFfv368dKlx0LxfV9UZGQk7OzsYG9vz0v38PAocZlA4XOa0dHRGDBgAIyMjEqN79u3r8yyi5ZTqlWrVmjYsCFX7vr160NPTw/Tp0/H5s2bER8fL5O3tCvzgAEDEBISIndEfEXb1dvbG48fP+Z15w0ICICpqSm++eYbLu3Fixfw8fGBubk5VFVVIRKJUKdOHQBAQkJCqesvb92LP9sub7vn5eVh0aJFaNSoEdTU1KCqqgo1NTXcv3+/zMstvvzStr2UMueqIhV9TfiYY1a6joGBgVi4cCEuXLgg0608JiYGr1+/xvDhw2WOl+7duyM2NlamC3bx/ThgwACoqqpy2xkAHjx4AA8PD5iamnLbwcnJCYD846f4+QJ8/DF4/Phx5OXlYdiwYbx109DQgJOTU7lHNi/LNitt+5dVs2bNoKamhtGjRyMoKEjm0Sjg4/5GEEIIIWVFlehy2LVrF2JjY3Ht2jU8efIEN27cgKOjIwDg+fPnYIzBxMQEIpGI9+/ChQsyz1bWrFlT6eW+evUKqqqqMpUZgUAAU1NTvHr1Sum8i4/4rKamVmJ6VlYWAODRo0fo0KED/vnnH6xduxZnzpxBbGwsNmzYAKBwMKmiDAwMZJatrq7Oi0tJSSl1QKTnz5/jzZs3UFNTk9muz549K/GZVel2kbc9zMzMUFBQgNTU1BLLra6uLnf9lNGqVStYW1vjwoULXNrXX3/NW4fSnut99eoVTE1NZZ4bNDY2hqqqqsy+lzdvcfLSiktNTUV+fr7SA1YV38albXvpdF1dXURHR6NZs2aYNWsW7OzsYGZmhrlz53I/wDt27IiwsDCuglC7dm00btwYe/fu5fKsV68eb7vOnz8fAPDNN9+gZs2aCAgI4Nbr8OHDGDZsGIRCIYDC54e7deuG0NBQ+Pn5ISIiApcuXeL2W1n3vfR8LX4sydvukydPxuzZs9G7d28cOXIEFy9eRGxsLOzt7ct1zEmXD5S+7aWUOVflqYxrwsccs0Dh88DDhw/H9u3b0bZtW+jr62PYsGF49uwZgMLrCQD069dP5nqydOlSMMbw+vXrEpct3bfS7fju3Tt06NABFy9exMKFCxEVFYXY2FiEhobK3Q6amprQ0dHhpVXEMShdt5YtW8qs2/79+5V6vr+kfJXZZqVt/7KqV68eTp06BWNjY4wdOxb16tVDvXr1sHbtWl75yvs3ghBCCCkrGp27HBo2bMiNzl2coaEhBAIBzpw5w1W8iiqeVpaRiw0MDJCXl4eUlBReRZoxhmfPnnEtdeXJW1lhYWHIyMhAaGgo1zoCQO57a5VlZGQkM9BRcYaGhjAwMEB4eLjc6dra2grnlf5of/r0qcy0J0+eQEVFBXp6emUocdkxxnit4Fu2bOENklTaSN4GBga4ePEiGGO8/frixQvk5eWVOL+BgYHcH6/K/KDV19eHUCgsdf9IFT/mim774hXxJ0+e8MrdpEkT7Nu3D4wx3LhxA4GBgZg/fz7EYjFmzJgBAOjVqxd69eqF7OxsXLhwAYsXL4aHhwcsLS3Rtm1bHDlyhDfQmpmZGQBAKBRi6NCh+OWXX/DmzRsEBwcjOzsb3t7eXOytW7cQFxeHwMBADB8+nEuXNyCZMqTn66tXr3gVR3nb/ddff8WwYcOwaNEiXvrLly/L/fqismz7j1EZ14SPOWaBwvNpzZo1WLNmDR49eoTDhw9jxowZePHiBcLDw7l1X7duHTcwZHEmJiYyy65Vqxb3vfi+PX36NJ48eYKoqCiu9RmAwvc4y7s+V8QxKF23AwcO8PbHxyrLNitt+5dHhw4d0KFDB+Tn5+Py5ctYt24dJk6cCBMTEwwaNOij/kYQQgghZUUt0RXMzc0NjDH8888/aNGihcy/Jk2alDtv6eitv/76Ky/94MGDyMjI4KZXJukPv6I3Axhj2LZtW7nz/Oabb3Dv3j2uu7o8bm5uePXqFfLz8+VuVxsbG4Xz2tjYoFatWggODgZjjEvPyMjAwYMHuRG7K8uFCxdw//593g9PGxsbXvlLGx3266+/xrt37xAWFsZL37VrFzddEWdnZ9y+fRtxcXG89ODg4FLLLhaL4eTkhN9++61cLTnSRxWKH7OxsbFISEiQW26BQAB7e3usXr0aNWrUwNWrV2Vi1NXV4eTkhKVLlwIAN+pwkyZNeNtVWokGCrt0Z2VlYe/evQgMDETbtm1ha2vLW64076K2bNlS5vUGCrc7AOzZs4eXLm+7CwQCmeUeO3ZMpst6WXpElGfbl0dlXBM+5pgtzsLCAj/88AO6du3KHUuOjo6oUaMG4uPj5V5PWrRowfXCkSq+H0NCQpCXl4dOnToBqJjjpyx5KDoWXFxcoKqqisTERIXrVhJF+ZZnmwHyt790OeXpZSEUCtG6dWuup4M0z7L8jSjvsgkhhBApaomuYI6Ojhg9ejS8vb1x+fJldOzYEVpaWnj69CnOnj2LJk2a4Pvvvy9X3l27doWLiwumT5+O9PR0ODo64saNG5g7dy4cHBwwdOjQCl4b+WVQU1PD4MGD4efnh6ysLGzatEmmO3RZTJw4Efv370evXr0wY8YMtGrVCpmZmYiOjoabmxucnZ0xaNAg7NmzBz169MCECRPQqlUriEQiPH78GJGRkejVqxe+/fZbufmrqKhg2bJl8PT0hJubG8aMGYPs7GwsX74cb968wZIlS8pd9uLs7e0xZMgQNGzYEBoaGrh06RKWL18OU1NT+Pn5lTvfYcOGYcOGDRg+fDiSk5PRpEkTnD17FosWLUKPHj1KfJ584sSJ2LlzJ1xdXbFw4UKYmJhgz549vNeHlWTVqlVo3749WrdujRkzZqB+/fp4/vw5Dh8+jC1btpTYwmNjY4PRo0dj3bp1UFFRwTfffIPk5GTMnj0b5ubmmDRpEoDC5xk3btyI3r17w8rKCowxhIaG4s2bN+jatSsAYM6cOXj8+DG+/vpr1K5dG2/evMHatWt5z52WxNbWFm3btsXixYvx999/Y+vWrTLT69WrhxkzZoAxBn19fRw5cgQnT55UajsV161bN3Ts2BF+fn7IyMhAixYtcO7cOezevVsm1s3NDYGBgbC1tUXTpk1x5coVLF++XKYFuV69ehCLxdizZw8aNmwIiUQCMzMz3s0CKWW3/ceqrGtCeY/ZtLQ0ODs7w8PDA7a2ttDW1kZsbCzCw8PRp08fAIXjIaxbtw7Dhw/H69ev0a9fPxgbGyMlJQVxcXFISUnBpk2bePmGhoZCVVUVXbt2xe3btzF79mzY29tjwIABAIB27dpBT08PPj4+mDt3LkQiEfbs2SNzI6AkZTkGpTdk165di+HDh0MkEsHGxgaWlpaYP38+fvzxRzx48ADdu3eHnp4enj9/jkuXLkFLSwvz5s1TWIbGjRsDALZu3QptbW1oaGigbt26MDAwUGqbKbP9peUPDQ3Fpk2b0Lx5c6ioqCis4G/evBmnT5+Gq6srLCwskJWVhZ07dwIAd+0ry98Iaa+X/fv3w8rKChoaGh91g5sQQsgXqCpGM/uvUvSKK3l27tzJWrduzbS0tJhYLGb16tVjw4YNY5cvX+Zi5I3CLCVvdG7GGMvMzGTTp09nderUYSKRiNWsWZN9//333Gs+pOrUqcNcXV1l5peOzv3bb78ptW7SkWmLvg7nyJEjzN7enmloaLBatWqxadOmcSMRFx3RVdH6FR/FmDHGUlNT2YQJE5iFhQUTiUTM2NiYubq6cq/3YYyx3NxctmLFCm7ZEomE2drasjFjxrD79+/LLKe4sLAw1rp1a6ahocG0tLTY119/zc6dO1fq+hbdPsVHwi1u0KBBrH79+kxLS4uJRCJWp04d5uPjw548eVJq+aQUbbdXr14xHx8fVrNmTaaqqsrq1KnDZs6cyXu1GWOyo3Mzxlh8fDzr2rUr09DQYPr6+mzkyJHsf//7n1IjHUvn79+/PzMwMGBqamrMwsKCeXl5ccsu6dzIz89nS5cuZdbW1kwkEjFDQ0M2ZMgQ7tVMjDF2584dNnjwYFavXj0mFouZrq4ua9WqFQsMDORijh49yr755htWq1YtpqamxoyNjVmPHj14rygrzdatWxkAJhaLudcBydtO2traTE9Pj/Xv3589evRIZjRtZUbnZoyxN2/esBEjRrAaNWowTU1N1rVrV3bnzh2Z/FJTU9nIkSOZsbEx09TUZO3bt2dnzpxhTk5OMqMI7927l9na2jKRSMTLR94rrpTZ9oyV7VyVpzKuCeU9ZrOyspiPjw9r2rQp09HRYWKxmNnY2LC5c+eyjIwMXmx0dDRzdXVl+vr6TCQSsVq1ajFXV1fe9VG6Xa9cucJ69uzJJBIJ09bWZoMHD2bPnz/n5RcTE8Patm3LNDU1mZGREfvuu+/Y1atXZUZUV3R9L7repR2DjDE2c+ZMZmZmxlRUVGS2S1hYGHN2dmY6OjpMXV2d1alTh/Xr14/3KipF1qxZw+rWrcuEQqFM2UvbZspu/9evX7N+/fqxGjVqMIFAIHPsFnX+/Hn27bffsjp16jB1dXVmYGDAnJyc2OHDh3lxyv6NSE5OZt26dWPa2trc68sIIYSQshAwVqR/KyGEEEI4/v7+mDdvHlJSUirsOXJCCCGE/LfRM9GEEEIIIYQQQoiSqBJNCCGEEEIIIYQoibpzE0IIIYQQQgghSqrSlug///wTPXv2hJmZGQQCgczrexhj8Pf3h5mZGcRiMTp16oTbt2/zYrKzszFu3DgYGhpCS0sL7u7uvHfaZmdnY+jQodDR0YGNjY3Ma5SWLVuGcePGVdo6EkIIIYQQQgj5fFRpJTojIwP29vZYv3693OnLli3DqlWrsH79esTGxsLU1BRdu3bF27dvuZiJEyfi0KFD2LdvH86ePYt3797Bzc0N+fn5AApf03HlyhWcP38eo0aNwuDBg7l3BSclJWH79u34+eefK39lCSGEEEIIIYT851Wb7twCgQCHDh1C7969ARS2QpuZmWHixImYPn06gMJWZRMTEyxduhRjxoxBWloajIyMsHv3bgwcOBAA8OTJE5ibm+P333+Hi4sLfH19oaOjgyVLliAzMxOampp48eIFjIyM0L17d4wZM0bh+4UJIYQQQgghhJCiVKu6AIokJSXh2bNn6NatG5emrq4OJycnxMTEYMyYMbhy5Qpyc3N5MWZmZmjcuDFiYmLg4uICe3t77N69G5mZmTh+/Dhq1qwJQ0ND/Prrr9DQ0FC6Ap2dnY3s7Gzue0FBAV6/fg0DAwMIBIKKW3FCCCGEVBrGGN6+fQszMzOoqND4qoQQQsqu2lainz17BgAwMTHhpZuYmODhw4dcjJqaGvT09GRipPOPGDECN27cQKNGjWBoaIiQkBCkpqZi7ty5iIyMxE8//YR9+/ahXr162LlzJ2rVqiW3PIsXL8a8efMqejUJIYQQUgX+/vtv1K5du6qLQQgh5D+o2laipYq38jLGSm35LRojEomwYcMG3nQvLy+MHz8e169fR1hYGOLi4rBs2TKMHz8eBw8elJvnzJkzMXnyZO57WloaLCwskJycDB0dnfKsGiGEEEI+sfT0dFhaWkJbW7uqi0IIIeQ/qtpWok1NTQEUtjbXrFmTS3/x4gXXOm1qaoqcnBykpqbyWqNfvHiBdu3ayc339OnTiI+Px44dOzBt2jT06NEDWlpaGDBggMIBzoDCruTq6uoy6Xp6elSJJoQQQv4jhEIhANmb9IQQQoiyqu3DQHXr1oWpqSlOnjzJpeXk5CA6OpqrIDdv3hwikYgX8/TpU9y6dUtuJTorKwtjx47Fli1bIBQKkZ+fj9zcXABAbm4uN6I3IYQQQgghhBAiT5W2RL979w5//fUX9z0pKQnXr1+Hvr4+LCwsMHHiRCxatAgNGjRAgwYNsGjRImhqasLDwwMAoKuri5EjR2LKlCkwMDCAvr4+pk6diiZNmqBLly4yy5s/fz5cXV3h4OAAAHB0dMS0adPg7e2N9evXw9HR8dOsOCGEEEIIIYSQ/6QqrURfvnwZzs7O3HfpM8fDhw9HYGAg/Pz8kJmZCV9fX6SmpqJ169Y4ceIE7zmm1atXQ1VVFQMGDEBmZia+/vprBAYGct21pG7duoXffvsN169f59L69euHqKgodOjQATY2NggODq7cFSaEEEIIIYQQ8p9Wbd4T/V+Tnp4OXV1dpKWl0TPRhBBCyH8E/f0mhBDysartM9GEEEIIIYQQQkh1Q5VoQgghhBBCCCFESVSJJoQQQgghhBBClESVaEIIIYQQQgghRElUiSaEEEIIIYQQQpRElWhCCCGEEEIIIURJVIkmhBBCCCGEEEKURJVoQgghhBBCCCFESVSJJoQQQgghhBBClESVaEIIIYQQQgghRElUiSaEEEIIIYQQQpRElWhCCCGEEEIIIURJVIkmhBBCCCGEEEKURJVoQgghhBBCCCFESVSJJoQQQgghhBBClESVaEIIIYQQQgghRElUiSaEEEIIIYQQQpRElWhCCCGEEEIIIURJVIkmhBBCCCGEEEKUpFrVBSD/DRMmTEBKSgoAwMjICGvXrq3iEhFCCCGEEELIp0eV6I+UkZEBbW1tCAQCAEBOTg5yc3OhqqoKdXV1XhwAiMViqKgUdgDIzc1FTk4OhEIhNDQ0yhX7/v17MMagoaEBoVAIAMjLy0N2djZUVFQgFovLFZuZmYmCggKoq6tDVVUVKSkpeP78OQCAMcbbBsVjASA/Px9ZWVkQCATQ1NTkYrOyspCfnw81NTWIRKIyxxYUFCAzMxMAoKWlxcVmZ2cjLy8PIpEIampqZY5ljOH9+/cAAE1NTZn9WZZYZfZ9RRwn8vZnRRwn0v1ZnuOkpP35sceJov35scdJ0f35sceJov1Z3uOk6P6cPn06dyNLX18fS5curVbXiKL782OOE7pG0DXiU1wjCCGEkI/CSLmkpaUxAAwAe/HiBZe+cOFCBoB99913vHhNTU0GgCUlJXFpq1evZgCYh4cHL9bQ0JABYLdu3eLStm7dygCwXr168WLr1KnDALBLly5xab/++isDwLp06cKLbdSoEQPAIiMjubRDhw4xAKxdu3a82BYtWjAA7OjRo4wxxgYPHsw6d+7MOnfuzJycnHixTk5ODAALCQnh0s6ePcsAsPr16/Nie/TowQCwgIAALu3atWsMADMzM+PF9uvXjwFg69ev59Lu3bvHADBdXV1e7PDhwxkAtmzZMi7t8ePHDABTVVXlxfr6+jIAbO7cuVxaamoqtz9zcnK49KlTpzIAbOrUqVxaTk4OF5uamsqlz507lwFgvr6+vOWpqqoyAOzx48dc2rJlyxgANnz4cF6srq4uA8Du3bvHpa1fv54BYP369ePFmpmZMQDs2rVrXFpAQAADwHr06MGLrV+/PgPAzp49y6WFhIQwADL7097engFgJ06c4NKOHj3KALAWLVrwYtu1a8cAsEOHDnFpkZGRDABr1KgRL7ZLly4MAPv111+5tEuXLjEArE6dOrzYXr16MQBs69atXNqtW7cYAGZoaMiL9fDwYADY6tWrubSkpCQGgGlqavJiv/vuOwaALVy4kEt78eIFtz+LmjBhAgPAZs2axaW9e/eOi3337h2XPmvWLAaATZgwgZdHRV4jip6D7du3r3bXCMYYO3HiBAPA7O3tebF0jShE14hCVX2NkP79TktLY4QQQkh50DPRhBBCCCGEEEKIkgSMFeubS5SSnp4OXV1dPHnyBKampp99d24PDw+uO7exsTH27t2rMBagrprUVZO6cxfdnxXRnXvEiBG8c3D79u3V6hpRdH9Sd266RpRn33+qa4T073daWhp0dHRACCGElBVVosvpS/sjXLQSbWJiguDg4CouESFfFjoHCakYX9rfb0IIIRWPBhYjhJBPjEa7J4QQQgj576JKNCGEfGJFR7snhBBCCCH/LTSwGCGEEEIIIYQQoiSqRBNCCCGEEEIIIUqi7txErubTdvG+66S+4+64PE19JzMdAK4sH/YJSkYIIYQQQgghVYdaogkhhBBCCCGEECVRSzQhhHwEGmmbEEIIIeTLQpVoQgj5CDTSNiGEEELIl4Uq0YQQUs04rnOUSVNPV4cAAgDAs/RncmPOjTtX6WUjhBBCCPnS0TPRhBBCCCGEEEKIkqgSTQghhBBCCCGEKIkq0YQQQgghhBBCiJKoEk0IIYQQQgghhCiJBhYjSikQacn9TAghhBBCCCFfEqpEE6W8s/mmqotACCGEEEIIIVWOunMTQgghhBBCCCFKoko0IYQQQgghhBCiJKpEE0IIIYQQQgghSqJKNCGEEEIIIYQQoiQaWOwTmDBhAlJSUgAARkZGWLt2bRWXiBDyqTya30QmLe+NAQDhv5+fyMbo6XyCkhFCCCGEkPKgSvQnkJKSgufPn1d1MQgh/2FMzOR+JoQQQgghnxZVogkh5D8gp2NOVReBEEIIIYSAKtGE/OfQ4wGEEEIIIYRUHapEE/IfQ48HEEIIIYQQUnVodG5CCCGEEEIIIURJ1BJNCCFKaj5tl0yaTuo77m7k09R3MjGHtD9BwQghhBBCyCdDLdGEEEIIIYQQQoiSqBJNCCGEEEIIIYQoiSrRhBBCCCGEEEKIkuiZ6ApWnmcmrywf9glKRgghhBBCCCHkY1FLNCGEEEIIIYQQoiSqRBNCCCGEEEIIIUqiSjQhhBBCCCGEEKIkqkQTQgghhBBCCCFKoko0IYQQQgghhBCiJKpEE0IIIYQQQgghSqJKNCGEEEIIIYQQoiR6TzQhhHxi+ur5cj8TQgghhJDqr1q3ROfl5eGnn35C3bp1IRaLYWVlhfnz56OgoICLYYzB398fZmZmEIvF6NSpE27fvs3LZ/LkydDX14eFhQX27dvHmxYSEoKePXtW6noUiLRQoPbvP5FWpS6LEFL9zXJ4gxVtXmFFm1eY5fCmqotDCCGEEELKoFq3RC9duhSbN29GUFAQ7OzscPnyZXh7e0NXVxcTJkwAACxbtgyrVq1CYGAgrK2tsXDhQnTt2hV3796FtrY2jhw5guDgYJw4cQL379+Ht7c3unbtCgMDA7x58wY//vgjIiIiKnU93tl8U6n5f24mTJiAlJQUAICRkRHWrl1bxSUihBBCCCGEkELVuiX6/Pnz6NWrF1xdXWFpaYl+/fqhW7duuHz5MoDCVug1a9bgxx9/RJ8+fdC4cWMEBQXh/fv3CA4OBgAkJCSgU6dOaNGiBQYPHgwdHR08ePAAAODn5wdfX19YWFhU2ToSWSkpKXj+/DmeP3/OVaYJIYQQQgghpDqo1i3R7du3x+bNm3Hv3j1YW1sjLi4OZ8+exZo1awAASUlJePbsGbp168bNo66uDicnJ8TExGDMmDGwt7fH1q1bkZqaigcPHiAzMxP169fH2bNncfXqVWzatEmpsmRnZyM7O5v7np6eDgDIz89Hfv6HZxqFgrKvZ9H5q4vqtB7VcftUJ7R9Ph1lzoviMQUCYdmXg7LPA9CxQIgy6DwhhBDysap1JXr69OlIS0uDra0thEIh8vPz8fPPP2Pw4MEAgGfPngEATExMePOZmJjg4cOHAAAXFxcMGTIELVu2hFgsRlBQELS0tPD9998jMDAQmzZtwrp162BoaIitW7fCzs5OblkWL16MefPmyaQnJiZCIpFw39ubq5d5Pe/fv1/meSpbVa5Hbm4u73N13D5VibZP1ZF3XsTHCyDdI+pCARyKxTxXcyrzctqIy37+AdXzWkJIdfPu3buqLgIhhJD/uGpdid6/fz9+/fVXBAcHw87ODtevX8fEiRNhZmaG4cOHc3ECAb/phzHGS/P394e/vz/ve5cuXSASibBw4ULcvHkTR48exbBhw3DlyhW5ZZk5cyYmT57MfU9PT4e5uTnq1asHHR0dLv3szktlXs/lDRqUeZ7KVpXrIRKJeJ8bVMPtU5Vo+1QdeeeFWEUTKmoMAJCpoomzf2fzpo/Xji7zci7U0Ck9SI7FDRaXaz5CviTSnmSEEEJIeVXrSvS0adMwY8YMDBo0CADQpEkTPHz4EIsXL8bw4cNhamoKoLBFumbNmtx8L168kGmdlrpz5w727NmDa9euYefOnejYsSOMjIwwYMAAjBgxAunp6bxKsZS6ujrU1WVbh4RCIYTCD10v81nZ17Po/NVFdVqP6rh9qhPaPp+OvPNCZuDAYjEqrOxdR/NRvu6mdCwQUjo6TwghhHysaj2w2Pv376Giwi+iUCjkXnFVt25dmJqa4uTJk9z0nJwcREdHo127djL5McYwevRorFy5EhKJBPn5+VzXWOn/RV+fRQghhBBCCCGEFFWtW6J79uyJn3/+GRYWFrCzs8O1a9ewatUqjBgxAkBhN+6JEydi0aJFaNCgARo0aIBFixZBU1MTHh4eMvlt27YNxsbGcHd3BwA4OjrC398fFy5cwB9//IFGjRqhRo0an3IVKxS9GooQQgghhBBCKle1rkSvW7cOs2fPhq+vL168eAEzMzOMGTMGc+bM4WL8/PyQmZkJX19fpKamonXr1jhx4gS0tbV5eT1//hyLFi1CTEwMl9aqVStMmTIFrq6uMDY2RlBQ0Cdbt8ogfTUUIYQQQgghhJDKUa0r0dra2lizZg33Sit5BAKBzMBh8piYmCA5OVkmfc6cObxKOfm0HNc5yqSpp6tDgMKB4Z6lP5OJOTfu3CcpGyGEEEIIIYQUV60r0YQQoPm0XbzvOqnvuMEMnqa+k5kOAFeWD/sEJSOEEEIIIeTLU60HFiOEEEIIIYQQQqoTqkQTQgghhBBCCCFKou7c/1HleZYYoOeJCSGEEEIIIeRjUEs0IYQQQgghhBCiJKpEE0IIIYQQQgghSqJKNCGEEEIIIYQQoiR6JvozwsRM7mdCCCGEEEIIIRWDKtEf6X3ue6jmftiMTJDz7ycVCJi8dFlZeVnQUNXg5amIikCFF8vwobKc3TFbJl460Jg0VlHeAoEAYlVxkfLmAlBcERcwNZlYRXlrijQ/lDE/G/kF+XLLX7y80unFY6TLEauKIRAUxufk5yCvIE9hecsSq6GqARVBYSeN3Pxc5BbkVkisulAdQhVhmWMZ8gFB0W0G3meGAgj+7VQijVW0L9SEalBVKTwu8wrykJOv+LgUCUUQqYjKHJtfkI/sfNljkYtVEUEkLHtsAStAVl5WhcSqqqhCTVh4DDPGkJmXqVwsGCBQvN/knfdZAgWRDFAr8r1oXPFjHpA9l+V5n/te5hqRmZcJxuTHFz/vyxKblZeFAlYgNxbgn/dliS1+jfiY2C/lGpFbkIvcfMWxRc/7ssR+ztcIQggh5GNQJfojdf6tM4Ri4YcEu8L/BG+tIHrYl0vObbgRUJH/w+X7U+cQ0D2A+979YHekZqfKjbUzsMM+t33c93eSd2Aq8n/0quSrQJIh4b5naGWgdXBrubFmWmY43u849z2v7j4wzWdyY5EnhtqdHz58tTwIpvU3WgevlQkVq4pxyfMS931S5CSc+efMhwAdfrxOOj+BqTC81XnLS5Ouw0WPi9wP6nnn5+Fw4mH55QUQPTAa+hr6AIBlscuw/+5+hbHhfcNRS1ILAPDLtV8QeDtQYewh90Oor1cfALDt5jZsitukMHav6140NmwMAPg14VesurJKYexOl51oadoSAFCgH4d8s4gPE+8YADn/HnOidDBJEgTv6hXG1khAfu0/5O4LAFjhtAIuli4AgIhHEZgaPVVhGRY4LkDv+r0BADFPYjA2YqzC2FmtZ2Gw7WAAwNUXVzHi+AiFsZObT4Z3Y29MmDABT54/Qcr7FORr5uPNN29kYr+3/x6+zXwBAA/ePMC3h79VmK+XnRemtJgCAHia8RTdD3ZXGDvQZiB+avMTACA1OxVO+50UxrrXc8fP7X8u/CLIRa6d/G0LAII0a4j+7sV9z7Vbi74KYlu8B+alfPjuURvI5h6w4R/zwjwhtN5rcd8Vnfetg1vLXCN6h/XGk4wncstQT7cewnqHcd8HHx2MxLREubHFrxFe4V64/eq23Fg9dT38OehP7vv3p77H5eeX5caWeo0o5ubwm9znmWdm4uTDkwpjv5RrxIF7B7Do4iKFsRu+3oCOtTsCAI49OIbZ52YrjK1O1wgASHidgMHHBiuMLe81ghBCCPkYVIkmhFSJlJQUvE55DSGEpQcTQgghhBBSTQiYor57pETp6enQ1dXF05dPoaPzofW0/Y/B/35Svjt3zKIhZe7OLX0HtKJunVLFu4Ce8jklP65YV82v/HagrN25z/7sITe2pO6XXTZ3kSmv+nF1CDILy10gLkC2C78rn3QdvpSuml9NC+B159a5eRjCnAwAQL6aFtIb95Hpzq1oX1SnrpoeHh54/vw5AMDY2Bg7du1QGAtUj+7cX00LKnN37n3a8luuS+rO7VVDWyZeme7cp3xOUXfuIr6UawR15y7bNUL69zstLY3395sQQghRFrVEfyRNkSbvR13RymVRitIB8H7wSvOcMGECUlIK+3oaGRlh7Vr5P8SLP0NcEgEEvLKWGMuUf25MGqtM3upCdRRteJRXft6gaGLZGHnLUROqcRWd0pQlViRU/hm6yooVQAgwYZHv4H0WFBlkXxqrzL5QVVHlfixXZKxQRQhNFeWOMymBoPRjU0WgovTxW5ZYZZbNxUIAlHAuy8QzNWgoeZuyaFxp57Wi6fLWo2jFtzRliS1+3aqo2OLXiIqK/ZyvESKVDxXUioytDteIssSW5bwnhBBCPgZVoj/S+5w8qOZ8aLEo+nu56M/ckn5HZ+XmQ0P04Zfg+5w8vHiRghcvClvpGCtMAwAVgYAXW1CgWmxJRTGoqOTxYt/nyG9dEUAAsdqHfEv73S9v3RTlran24TDLys1HQZGWroIC/o85FZVc5HQsbM1gTAjGVIBiMdLliEVCruUoOy8f+QWKS12WWA1VIVRU/m2RyitAXoHiFrSyxKqrCiEsR2zxksoOLPZhf5S2L9SEKlAVFla68/ILkJOvuAwioQpE5YjNL2DIzlPcOqiqogI1Vf7b9Yoe44piCwoYspTMt7RYoYoA6qr/DtzGGDJzlYxVGPVB8XMjU8ENKRUwqAs+rHPRuOLnhUDAIBDkKZwu9T4nT+YakZmTr7Dluvh5X5bY4udycSWd958q9ku5RuTmFyC3hPOz6HlfltjqcI0oS2xZrhGEEELIx6BK9Edq9XMEVNSL3PkWGgAARCwHOgUfBgd6raIPCORXdofvvIT9Y9py39svjYTkTSakP5P/eZOJRnMKB/RpWlsXh39oz8W+eDEa+fk15OarqpoCE5Nt3PeUFG8un+Jq1RDj3IzO3Pc0FV3kC+QfHgJWAP2CDwOfpavoIE8gkpu3WCREwoIPAzx9/+sVRN4tMpoSpvHLUevD4DivX7sjK6uhTJ7S5cTPd+F+UM8KvYWDVx/LLS8AXPmpCwwk6gCAhUcTsPvCQ4WxZ/ycYa5fuE9XnLiLrX8+UBh7YlJHWJsUdr3dEPkX1kbcVxj7v7GOsDevAQAIOJeExX/cURi7d1QbtK1XeCxlC9SRofJhgDhJkaeICyBELkRQQy4vVtF+3uDxFVyb1gQAHL/9HGODryosw/J+TdG/hTkA4M/7KRgRKH9gKACY38sOw9paAgAuJb3G4G0XFMbO/MYWY5zq8dKKHuNFTfi6ASZ1tQYA/JXyDt1W/ykTIzW6oxVm9WjI5ddhWaTC2KFt6mBB78IBnF5n5KD5QvmPOQBA369qY+UAe+7763/PcXnUWDa0C97xYl0yF8iNbaNyB8s0ArnvvTJnI0vawbtY73I1tYcwMtrDfX/+fCwKCmRb3BrNOS5zjeiyKhr/vJHfXb2BsQQnJ38YVM19/Vncf/FObmzxa8SALedx43Ga3Fh9LTVcnd2V+z585yVcTHotN7b0awRf8hJX7vPkkOv4/aaCARDx5Vwj9l56hDn/kz/IGwDs9GqBzrYmAICwa/9g2oEbCmOr2zXi1j9p6LXhnMLY8l4jCCGEkI9Bt2QJIYQQQgghhBAl0cBi5cQNLJbySsHAYsp3545Z5CnTnXvk8GFcd25jYxPsCNoF4EN3bunAYmXtzh3xfYTcyOJdNb+atquEEstfN4UDi5XQ/fLrTfyBxVSKvAaM685dTMT3/w4s9oV01Sy+L3RuHSg2sFg/me7cigcWqz5dNfkDi304xuXFAtWjO3dp5wUge27slayRG1dSd26vGvzBjpTtzh3x/Snqzl3El3KNoO7cZbtG0MBihBBCPhZ15/5ImmqqvB91iqqzJQ0TVPQHrzTPoj2/BQL+D8eiilaSS6Oikqcwn+KUH67sQ6wyeRdfVxUF784GAIEgHwKB7A8iecuRVnKUUZZYNVUVqCnZYaOyYovvC9mBxWSnKbMvVIv8WK7IWKGKQOnjTKqkY1xKpQz5liVWIChDrFJR/HhxiaN5f1A0rqTzoqTp8tajaMW31DKUIbb4uVzdYz/na0TRCmpFxlaHa0RZYsty3hNCCCEfg7pzE0IIIYQQQgghSqJKNCGEEEIIIYQQoiSqRBNCCCGEEEIIIUqiSjQhhBBCCCGEEKIkqkQTQgghhBBCCCFKoko0IYQQQgghhBCiJKpEE0IIIYQQQgghSqJKNCGEEEIIIYQQoiTVqi7Af15OBpAj5L5qIBsAUAAV5EAkky5XbiYgEvPzZOzDd8YK0wBAoMKLVWcFECjIlgHIFqjwYrl8ZAgANc0PsciBAExBLJAFddlYRXmraX34nJsFsHzuqwYr4OdbpLxqrED+XR7pckSagODftc/LBgryFJa3TLGqYkDl3yXn5QAFuRUUqwGoCMscq4p8qOJDeYvuFwEYhMhHPorFKtoXQnVA+O9pn58H5JdwXArVAKGo7LEF+UBeluJYFRGgqsZPYwqOn6KxBQVAXqZy+ZYaqwqoqn9Ydu575WLBoIEchaHyzntBsWNcikHw4ZgEeHHFz4sCADlFzo3i0zk5GTLXCOS8BxSey/zzvkyxuZmAonIAxc77ssTyrxEfFfuFXCOQnwvkKz4u+ed9WWKrwTWiTLFluEYQQgghH4Eq0R9rpQ2g/uGH8Ll/f9+dzWuECdnfc+mnNGdBLFDww+XXMMD72Ifva5oAaWaAtKKa9jewyKzws5kDMDqKC93z5j5qKvihlSRUx5AaDbjvO9ISP+RTnK4FMOkm93WbxlrYCR/JDU1lEnR5v5j7/ovGJrQQ/gUsmiobLNIEfnz64XvIUOD+Ce5rRLFwR4PG3OfZ7x6jc066bJ7SdZj15MMP6iMTgbhgueUFAExLBLQMCz8fnwXEblccO+EGoFen8PPp+UDMOsWxvhcA44aFn8+sBKKXKI4ddRqo1bzw88VNwMk5imOHHwXqdgAAfKt6DjPUf+MmeQia4Pm/x4apIBVGwgSczS/cbt+oxsJffY/8fQEA/QMBu28LP985AvzmpbgMvTYCDp6FnxMjgOABimN7rABajSr8/DAGCHJTGLompxd253aBTuq7DzdJih7jRTnNAJxnFn5+eRfY2EZxGdqNA7ot/JDf2qaKY1t+B7iuLPz8/hWwvJ7iWHsP4NtNAAAN5OCcloJtC+BUXjNMzx7JfT+nNVVhnTQTGkgRGHPfa7F/oPJvcMRrfuxVVU2M07Xivh9IvQs9eZXHRWYy1whsaA2kyT+XYWQLjL344fs2ZyDljvzYYtcIBHwDPLkmP1bTAPB78OH7r/2Ah2flx5ZyjZDhn/bh86HRQPz/FMd+IdcIXAkEfld8XMIjBLB2Kfx8IwT4n6/i2GpwjUDX+YDjhMLPT68D2zorji3vNYIQQgj5CFSJJoQQQggpgjGGvLw85OeX0NOBEELIZ0UoFEJVVRUCgaJ+vh8IGGOK++wShdLT06Grq4u0lCfQ0dHh0h1/LGzpKEt37nOLhsh05/YY/h2ev3gBADAxNkZw0L+tIv921XRc5wig7N25T/ucUhDN76rZbtr2MnfnPvezh/zgErpffr25Cz9fJbpzR0jX4Qvpqtl6WgCvO7f6rcMQ5BR2P2ZqmnjXuI9Md26F+6KKumpKzwsAyIMQeVCFzq0DUPm3CzdT00R2Y3eZbM8tHl6tunM3nxZU5u7c+yRr5MaW1J3bS0+HF6tsd+4In1PUnbuoL+QaQd25y3aN4P5+p6Xx/n5L5eTk4OnTp3j/voTrAiGEkM+SpqYmatasCTW1kh//oZboj6WmxftRV7RyWZSidAD8H7zSPIveAREI+D8ciyhaSS5NtkBFYT4ysVD+uTEuVpm8RRq8r1kllD9H0TR5y1FVB0raxuWOVQOU3RaVFFtY6fzw3L2qSAKVf2+dFIi0uAo0L1aZfSFU/fBjuSJjVWSXX+Lxj8IKpdyYos8vqih//JYptoTzS05wqetSVBbUwZQ8R4vGlXRelDhd3noUrfiWpiyxxa9bFRarUXpMeWI/42sEhKIPFdQKjf1014iKiS3Dea9AQUEBkpKSIBQKYWZmBjU1NaVaJAghhPy3McaQk5ODlJQUJCUloUGDBlBRUfx7jCrRhPzHvLP5pqqLQAghn6WcnBwUFBTA3NwcmppluKlECCHkP08sFkMkEuHhw4fIycmBhobim/X0iitCCCGEkCJKan0ghBDy+VL2+k8t0aTSTJgwASkpKQAAIyMjrF27topLVD3LRAghhBBCCPnvoFutpNKkpKTg+fPneP78OVdxrWrVsUyEEEIIUY6Xlxd69+6tcHpgYCBq1KjxycpTEoFAgLCwsEpfzunTp2Fra4uCghIGcCzF0aNH4eDgoFQe/v7+MDEx+WTr9yn5+/ujWbNmMmlF17e0Y1AZUVFREAgEePPmzUflU1WKn2fyttvnjirRhBBCCCH/YV5eXhAIBPDx8ZGZ5uvrC4FAAC8vr09fsCowcOBA3Lt375MuU1EF4unTp/jmm8ofx8TPzw8//vgj1w312rVrcHBwgEQigbu7O1JTU7nYvLw8fPXVV4iNjeXl4ebmBoFAgODgYJQkISEB8+bNw5YtWz7Z+klZWlpizZo1FZafvJsAU6dORUREBPdd3vquXbsWgYGBFVaOkly7dg39+/eHiYkJNDQ0YG1tjVGjRuHevXu4cuUKBAIBzp49K3deFxcXuLvLvvmkMhTfbhVxo6G6o0o0IZVgwoQJ8PDwgIeHByZMmFDVxSGEEPKZMzc3x759+5CZ+eE1X1lZWdi7dy8sLCyqsGSfllgshrGxcVUXAwBgamoKdXXl3+hQHjExMbh//z769+/PpX333Xfo3Lkzrl69ijdv3mDRokXctBUrVqB9+/Zo2bKlTF7e3t5Yt25dictLTEwEAPTq1euj1i83t4RX+H2E/Pz8j2qRl0gkMDAw4L7LW19dXd1P0tvh6NGjaNOmDbKzs7Fnzx4kJCRg9+7d0NXVxezZs9G8eXPY29sjICBAZt6///4bp06dwsiRIyu9nIDsdvsSUCWakEpA3cYJIYR8Sl999RUsLCwQGhrKpYWGhsLc3BwODg68WMYYli1bBisrK4jFYtjb2+PAgQPc9Pz8fIwcORJ169aFWCyGjY2NzBgi0pamFStWoGbNmjAwMMDYsWMVVo7u3r0LgUCAO3fu8NJXrVoFS0tLMMaUWm5pFHUz3b17NywtLaGrq4tBgwbh7du3XEx4eDjat2+PGjVqwMDAAG5ublzlSerx48cYNGgQ9PX1oaWlhRYtWuDixYsIDAzEvHnzEBcXB4FAAIFAwLVSFm3pbNu2LWbMmMHLMyUlBSKRCJGRkQAKR4f38/NDrVq1oKWlhdatWyMqKqrE9d23bx+6devGG0U4ISEBo0aNgrW1NQYPHoz4+HgAwIMHD7Bz5078/PPPcvNyd3fHpUuX8ODBA7nT/f390bNnTwCFgy9JX/9WUFCA+fPno3bt2lBXV0ezZs0QHh7OzZecnAyBQICQkBB06tQJGhoa+PXXXxUuw8LCAurq6jAzM8P48eMBAJ06dcLDhw8xadIkbjsDH/b30aNH0ahRI6irq+Phw4eIjY1F165dYWhoCF1dXTg5OeHq1avcciwtLQEA3377LQQCAfe9aK8CRetbvJW1tPMJAH7//XdYW1tDLBbD2dkZycnJctdf6v379/D29kaPHj1w+PBhdOnSBXXr1kXr1q2xYsUKbNmyBQAwcuRIhISEICMjgzd/YGAgjIyM4OrqKjf/hw8fomfPntDT04OWlhbs7Ozw+++/A/jQ1fzYsWOwt7eHhoYGWrdujZs3byosb/HtFhQUhP/973/cvirtOP4voko0IYQQQkgp3ufkKfyXlZtfobHl5e3tzWuV2rlzJ0aMGCET99NPPyEgIACbNm3C7du3MWnSJAwZMgTR0dEACitFtWvXRkhICOLj4zFnzhzMmjULISEhvHwiIyORmJiIyMhIBAUFITAwUGE3VxsbGzRv3hx79uzhpQcHB8PDwwMCgUDp5ZZVYmIiwsLCcPToURw9ehTR0dFYsmQJNz0jIwOTJ09GbGwsIiIioKKigm+//ZZr0Xz37h2cnJzw5MkTHD58GHFxcfDz80NBQQEGDhyIKVOmwM7ODk+fPsXTp08xcOBAmTJ4enpi7969YIxxafv374eJiQmcnJwAFO6/c+fOYd++fbhx4wb69++P7t274/79+wrX7c8//0SLFi14afb29jh58iTy8vIQERGBpk2bAgB8fHywbNkyaGtry82rTp06MDY2xpkzZ+ROnzp1Knd8SdcVANauXYuVK1dixYoVuHHjBteNuHi5p0+fjvHjxyMhIQEuLi4y+R84cACrV6/Gli1bcP/+fYSFhaFJkyYACm8I1a5dG/Pnz+ctGyiscC5evBjbt2/H7du3YWxsjLdv32L48OE4c+YMLly4gAYNGqBHjx7czRNpd/aAgAA8ffpUpnt7SetbXGnn099//40+ffqgR48euH79Or777juZGyrFHT9+HC9fvoSfn5/c6dIbRZ6ensjNzcVvv/3GTWOMITAwEMOHD4eqqvwxpMeOHYvs7Gz8+eefuHnzJpYuXQqJRMKLmTZtGlasWIHY2FgYGxvD3d1dqR4EU6dOxYABA9C9e3duu7Vr167U+f5raHRuQgghhJBSNJpzXOE0ZxsjBHi34r43X3AKmcUqy1Kt6+pj/5i23Pf2SyPxOiOHF5O8RH7rUWmGDh2KmTNnci1/0gpZ0VagjIwMrFq1CqdPn0bbtoXlsLKywtmzZ7FlyxY4OTlBJBJh3rx53Dx169ZFTEwMQkJCMGDAAC5dT08P69evh1AohK2tLVxdXREREYFRo0bJLZ+npyfWr1+PBQsWAAD3XOeuXbsAQOnlllVBQQECAwO5yuPQoUMRERHBtcj27duXF79jxw4YGxsjPj4ejRs3RnBwMFJSUhAbGwt9fX0AQP369bl4iUQCVVVVmJqaKizDwIEDMWnSJJw9exYdOnQA8OEGgoqKChITE7F37148fvwYZmZmAAorI+Hh4QgICOB1yS4qOTmZi5favn07fH19sWLFCjg6OmLmzJnYtWsXNDU10bJlS7i4uCAxMRGDBg3CwoULefPWqlVLYSupRCLhKm9F13XFihWYPn06Bg0aBABYunQpIiMjsWbNGmzYsIGLmzhxIvr06aNwGz169Aimpqbo0qULRCIRLCws0KpV4Xmlr68PoVAIbW1tme2cm5uLjRs3wt7enkvr3LkzL2bLli3Q09NDdHQ03NzcYGRkBKCwMqpovyla36KUOZ82bdoEKysrrF69GgKBADY2NlzFVRHpDQhbW1uFMUDhdunduzcCAgK4cQ+ioqLw4MEDuTfQpB49eoS+fftyNymsrKxkYubOnYuuXbsCAIKCglC7dm0cOnSo1HNRIpFALBYjOzu7xHPiv45aogkhhBBCPgOGhoZwdXVFUFAQAgIC4OrqCkNDQ15MfHw8srKy0LVrV0gkEu7frl27eF2YN2/ejBYtWsDIyAgSiQTbtm3Do0ePeHnZ2dlBKBRy32vWrIkXL14oLN+gQYPw8OFDXLhwAQCwZ88eNGvWDI0aNSrTcsvK0tKS1/pavJyJiYnw8PCAlZUVdHR0ULduXQDglnv9+nU4ODhwFejyMDIyQteuXbmW+KSkJJw/fx6enp4AgKtXr4IxBmtra95+iY6OlulaXlRmZiavKzdQuF+io6Px8OFDBAcHIzc3F/7+/li/fj3GjRsHR0dHxMXFITQ0FEeOHOHNKxaL8f79e6XXKz09HU+ePIGjoyMv3dHREQkJCby04i3mxfXv3x+ZmZmwsrLCqFGjcOjQIeTlld4zQ01NjWttl3rx4gV8fHxgbW0NXV1d6Orq4t27dx99LBWnzPmUkJCANm3acN3BAXAVbkWK9lgozciRI/Hnn3/ir7/+AlDYA8XR0RE2NjYK5xk/fjwWLlwIR0dHzJ07Fzdu3JCJKVpGfX192NjYyOzTLxm1RBNCCCGElCJ+vmz3UymVIj+OAeDK7C5Kx56d7vxxBStmxIgR+OGHHwCA1wooJe2ifOzYMdSqVYs3TTpIVEhICCZNmoSVK1eibdu20NbWxvLly3Hx4kVevEgk4n2XdslWpGbNmnB2dkZwcDDatGmDvXv3YsyYMdx0ZZdbVqWVs2fPnjA3N8e2bdtgZmaGgoICNG7cGDk5hT0ExGLxRy1fytPTExMmTMC6desQHBwMOzs7rvW0oKAAQqEQV65c4d2YACDTzbYoQ0ND3ujb8kyaNAkTJ05E7dq1ERUVhYULF0JLSwuurq6IiorinvsFgNevX3OttGUhKHZcM8Zk0rS0tErMw9zcHHfv3sXJkydx6tQp+Pr6Yvny5YiOjpbZh0WJxWKZZXl5eSElJQVr1qxBnTp1oK6ujrZt23L7tKIocz6VpUIsZW1tDQC4c+dOqRXuLl26oE6dOggMDISfnx9CQ0Oxfv36Euf57rvv4OLigmPHjuHEiRNYvHgxVq5ciXHjxpU4X/Ht/CWjSjQhhBBCSCk01ZT/yVRZscro3r07V1GQ99ypdPClR48ecc/iFnfmzBm0a9cOvr6+XFpJraFl4enpienTp2Pw4MFcl+JPsVxFXr16hYSEBGzZsoXrZl38lUFNmzbF9u3b8fr1a7mt0WpqasjPl999v6jevXtjzJgxCA8PR3BwMIYOHcpNc3BwQH5+Pl68eMGVQxkODg7cwGHyRERE4M6dO9yz6vn5+dxzrcWfb83KykJiYqLMQHQl0dHRgZmZGc6ePYuOHTty6TExMVxX7LIQi8Vwd3eHu7s7xo4dC1tbW9y8eRNfffWV0tsZKDyWNm7ciB49egAofC755cuXvBiRSKR0fooocz41atRI5lVa0t4YinTr1g2GhoZYtmwZDh06JDP9zZs3XFdzgUAAb29vbN++HbVr14aKiopSjz+Ym5vDx8cHPj4+mDlzJrZt28arRF+4cIEb2T81NRX37t0rtXu5VFn21X8VdecmhBBCCPlMCIVCJCQkICEhQaZFEwC0tbUxdepUTJo0CUFBQUhMTMS1a9ewYcMGBAUFASh83vfy5cs4fvw47t27h9mzZ8sdeKk8+vTpg/T0dHz//fdwdnbmtd5V5nIV0dPTg4GBAbZu3Yq//voLp0+fxuTJk3kxgwcPhqmpKXr37o1z587hwYMHOHjwIM6fPw+gsLt4UlISrl+/jpcvXyI7O1vusrS0tNCrVy/Mnj0bCQkJ8PDw4KZZW1vD09MTw4YNQ2hoKJKSkhAbG4ulS5dyoybL4+LiovA9wZmZmRg7diy2bt3KvUPa0dERGzZsQFxcHA4ePMjrhn3hwgWuxbYspk2bhqVLl2L//v24e/cuZsyYgevXr5f5FZ+BgYHYsWMHbt26hQcPHmD37t0Qi8WoU6cOgMLt/Oeff+Kff/6RqRAXV79+fezevRsJCQm4ePEiPD09ZXoUWFpaIiIiAs+ePSu1NV8RZc4nHx8fJCYmYvLkybh79y6Cg4NLfc+0lpYWtm/fjmPHjsHd3R2nTp1CcnIyLl++DD8/P5l3wnt7e+PJkyeYNWsWBg0aVGqr/8SJE3H8+HEkJSXh6tWrOH36NBo2bMiLmT9/PiIiInDr1i14eXnB0NBQ6Xc/W1pa4saNG7h79y5evnxZaa80q0pUiSaEVIkCkRYK1P79Jyr5Yk8IIUR5Ojo60NHRUTh9wYIFmDNnDhYvXoyGDRvCxcUFR44c4Z4F9vHxQZ8+fTBw4EC0bt0ar1694rUOf2zZevbsibi4OO55YKnKXK4iKioq2LdvH65cuYLGjRtj0qRJWL58OS9GTU0NJ06cgLGxMXr06IEmTZpgyZIl3E2Kvn37onv37nB2doaRkRH27t2rcHmenp6Ii4tDhw4dZN7fHRAQgGHDhmHKlCmwsbGBu7s7Ll68CHNzc4X5DRkyBPHx8bh7967MtPnz58PNzY179RAA/PLLL7h+/To6duwINzc33qBqe/fuhaenJzQ1NUvcZsWNHz8eU6ZMwZQpU9CkSROEh4fj8OHDaNCgQZnyqVGjBrZt2wZHR0c0bdoUEREROHLkCPf+4fnz5yM5ORn16tUrtcv5zp07kZqaCgcHBwwdOhTjx4+XeX/4ypUrcfLkSbmvgSuL0s4nCwsLHDx4EEeOHIG9vT02b96scKC4onr16oWYmBiIRCJ4eHjA1tYWgwcPRlpamsyAcBYWFujSpQtSU1NLHFBMKj8/H2PHjkXDhg3RvXt32NjYYOPGjbyYJUuWYMKECWjevDmePn2Kw4cPQ01NTaltMmrUKNjY2HDjG5w7d06p+f5LBKw8HfUJ0tPToauri7S0NN4fqubTdpU5ryvLh8mkeXh44Pnz5wAAExMTBAcH86Y7rnOUmUcZ58YpdxBXxHqUtg5A+dZD2XWQR5kyVYSKXE5FHVNVqTzrAHwe63FIe3npQcUM1lP847ckH3NuEPKlUPT3GyjszpqUlIS6devKDNZESHXl5+eHtLQ07t3B5ZGSkgJbW1tcvnyZq/yRL1NUVBScnZ2RmprKe+f6l0LZvwP0THQ18Gh+E5m0vDcGAIT/fn4iG1POH9mEEEIIIeTz8eOPP2LDhg3Iz8+X24VfGUlJSdi4cSNVoAlRElWiCSGEEEII+Y/S1dXFrFmzPiqPVq1alWsgMEK+VFSJJp8teV1vdVLfcQMBPE19JxNT3boPE0IIIYQQ8ql06tSpXK/l+tLQwGKEEEIIIYQQQoiSqBJNCCGEEEIIIYQoiSrRhBBCCCGEEEKIkqgSTQghhBBCCCGEKIkq0YQQQgghhBBCiJKoEk0IIYQQQgghhCiJKtGEEEIIIeQ/wcvLC71791Y4PTAwEDVq1Phk5SmJQCBAWFhYpS/n9OnTsLW1RUFBQbnzOHr0KBwcHJTKw9/fHyYmJp9s/cqrupevNP7+/mjWrFlVF6PKFN1/ycnJEAgEuH79epWWqSiqRBNCCCGE/Id5eXlBIBDAx8dHZpqvry8EAgG8vLw+fcGqwMCBA3Hv3r1PukxFlZ2nT5/im2++qfTl+/n54ccff4SKSuHP+mvXrsHBwQESiQTu7u5ITU3lYvPy8vDVV18hNjaWl4ebmxsEAgGCg4NLXFZCQgLmzZuHLVu2VMr6Kar4Tpw4EZ06dSpTXp9q+0dFRUEgEODNmzcVmu/UqVMRERFRoXkWl56ejh9//BG2trbQ0NCAqakpunTpgtDQUDDG0KRJE3z33Xdy5927dy9EIhGeP39eqWUEAHNzczx9+hSNGzcGUHnbvCxUq2zJ5LPzaH4T3ve8NwYAhP9+fiIzHQCgp/MJSkYIIYR83szNzbFv3z6sXr0aYrEYAJCVlYW9e/fCwsKiikv36YjFYm79q5qpqWmlLyMmJgb3799H//79ubTvvvsOnTt3xv79+/Hdd99h0aJFWL58OQBgxYoVaN++PVq2bCmTl7e3N9atW4chQ4YoXF5iYiIAoFevXhAIBOUud25uLkQiUbnnV8bHbn/GGPLz86GqWjXVJYlEAolEUmn5v3nzBu3bt0daWhoWLlyIli1bQlVVFdHR0fDz80Pnzp0xcuRIzJkzB7/88gs0NTV58+/cuRNubm4wMTGptDJKCYXCT3I+lQW1RBNCCCGE/Md99dVXsLCwQGhoKJcWGhoKc3NzODg48GIZY1i2bBmsrKwgFothb2+PAwcOcNPz8/MxcuRI1K1bF2KxGDY2Nli7di0vD2m36hUrVqBmzZowMDDA2LFjkZubK7d8d+/ehUAgwJ07d3jpq1atgqWlJVdhKW25pSnenVvaSrx7925YWlpCV1cXgwYNwtu3b7mY8PBwtG/fHjVq1ICBgQHc3Ny4yqLU48ePMWjQIOjr60NLSwstWrTAxYsXERgYiHnz5iEuLg4CgQACgQCBgYEA+K2qbdu2xYwZM3h5pqSkQCQSITIyEgCQk5MDPz8/1KpVC1paWmjdujWioqJKXN99+/ahW7du0NDQ4NISEhIwatQoWFtbY/DgwYiPjwcAPHjwADt37sTPP/8sNy93d3dcunQJDx48kDvd398fPXv2BACoqKhwleiCggLMnz8ftWvXhrq6Opo1a4bw8HBuPmlX3JCQEHTq1AkaGhr49ddfS1yv0nTq1Anjx4+Hn58f9PX1YWpqCn9/f16MvO7A+/btQ7t27aChoQE7Ozve9pW2bh4/fhwtWrSAuro6zpw5g+zsbIwfPx7GxsbQ0NBA+/btuZb85ORkODs7AwD09PRK7PWxbt06NGnyoUEpLCwMAoEAGzZs4NJcXFwwc+ZMALI9HKKiotCqVStoaWmhRo0acHR0xMOHD7npR44cQfPmzaGhoQErKyvMmzcPeXl5CrfhrFmzkJycjIsXL2L48OFo1KgRrK2tMWrUKFy/fh0SiQRDhw5FdnY2fvvtN968jx49wunTpzFy5EiF+fv7+8PCwgLq6uowMzPD+PHjuWmWlpZYsGABPDw8IJFIYGZmhnXr1inMq2h37rJs88pElWhCCCGEkNLkZCj+l5tVhtjM0mPLydvbGwEBAdz3nTt3YsSIETJxP/30EwICArBp0ybcvn0bkyZNwpAhQxAdHQ2gsFJUu3ZthISEID4+HnPmzMGsWbMQEhLCyycyMhKJiYmIjIxEUFAQAgMDuQpkcTY2NmjevDn27NnDSw8ODoaHhwcEAoHSyy2rxMREhIWF4ejRozh69Ciio6OxZMkSbnpGRgYmT56M2NhYREREQEVFBd9++y33fPC7d+/g5OSEJ0+e4PDhw4iLi4Ofnx8KCgowcOBATJkyBXZ2dnj69CmePn2KgQMHypTB09MTe/fuBWOMS9u/fz9MTEzg5OQEoHD/nTt3Dvv27cONGzfQv39/dO/eHffv31e4bn/++SdatGjBS7O3t8fJkyeRl5eHiIgING3aFADg4+ODZcuWQVtbW25ederUgbGxMc6cOSN3+tSpU7njS7quALB27VqsXLkSK1aswI0bN+Di4gJ3d3eZck+fPh3jx49HQkICXFxcFK6TsoKCgqClpYWLFy9i2bJlmD9/Pk6ePFniPNOmTcOUKVNw7do1tGvXDu7u7nj16hUvxs/PD4sXL0ZCQgKaNm0KPz8/HDx4EEFBQbh69Srq168PFxcXvH79Gubm5jh48CCAwhtFT58+VXjjp1OnTrh9+zZevnwJAIiOjoahoSF33uXl5SEmJoY7HorKy8tD79694eTkhBs3buD8+fMYPXo0dyPj+PHjGDJkCMaPH4/4+Hhs2bIFgYGBCm+YFBQUYN++ffD09ISZmZnMdIlEAlVVVRgYGKBXr1686woABAQEwMTERGF3+QMHDmD16tXYsmUL7t+/j7CwMN4NBABYvnw5mjZtiqtXr2LmzJmYNGlSqfsPQJm2eWWi7tyEEEIIIaVZJPtDk9OgG+BZpKVmeX0g97382DrtAe9jH76vaQK85/+Ih39auYo4dOhQzJw5k2u1kVbIira2ZWRkYNWqVTh9+jTatm0LALCyssLZs2exZcsWODk5QSQSYd68edw8devWRUxMDEJCQjBgwAAuXU9PD+vXr4dQKIStrS1cXV0RERGBUaNGyS2fp6cn1q9fjwULFgAA7t27hytXrmDXrl0AoPRyy6qgoACBgYFc5XHo0KGIiIjgKhh9+/blxe/YsQPGxsaIj49H48aNERwcjJSUFMTGxkJfXx8AUL9+fS5eWuEoqbvpwIEDMWnSJJw9exYdOnQA8OEGgoqKChITE7F37148fvyYq9RMnToV4eHhCAgIwKJFi+Tmm5ycLFMJ2r59O3x9fbFixQo4Ojpi5syZ2LVrFzQ1NdGyZUu4uLggMTERgwYNwsKFC3nz1qpVC8nJyXKXJZFIuFb+ouu6YsUKTJ8+HYMGDQIALF26FJGRkVizZg2vlXXixIno06ePwm1UVk2bNsXcuXMBAA0aNMD69esRERGBrl27Kpznhx9+4Pb3pk2bEB4ejh07dsDPz4+LmT9/PpdHRkYGNm3ahMDAQK7CuG3bNpw8eRI7duzAtGnTuGPC2Ni4xEHtGjduDAMDA0RHR6Nv376IiorClClTsHr1agBAbGwssrKy0L59e5l509PTkZaWBjc3N9SrVw8A0LBhQ276zz//jBkzZmD48OEACs/pBQsWwM/Pj9tGRb18+RKpqamwtbVVWF6pESNGoEePHnjw4AGsrKzAGENgYCC8vLwgFArlzvPo0SPu+WqRSAQLCwu0atWKF+Po6Mj1zrC2tsa5c+ewevXqEvcfUNi1W9ltXpmoJZp8UQpEWihQ+/efSKuqi0MIIYRUGENDQ7i6uiIoKAgBAQFwdXWFoaEhLyY+Ph5ZWVno2rUr98ylRCLBrl27eF2YN2/ejBYtWsDIyAgSiQTbtm3Do0ePeHnZ2dnxfkTXrFkTL168UFi+QYMG4eHDh7hw4QIAYM+ePWjWrBkaNWpUpuWWlaWlJa/1tXg5ExMT4eHhASsrK+jo6KBu3boAwC33+vXrcHBw4H64l4eRkRG6du3KtcQnJSXh/Pnz8PT0BABcvXoVjDFYW1vz9kt0dLRM1/KiMjMzeV25gcL9Eh0djYcPHyI4OBi5ubnw9/fH+vXrMW7cODg6OiIuLg6hoaE4cuQIb16xWIz37xXcAJIjPT0dT548gaOjIy/d0dERCQkJvLTiLeYfS9rCLlXa8QeAu3EEAKqqqmjRokWJ5UxMTERubi5v/UQiEVq1aiUzX1F79uzh7cczZ85AIBCgY8eOiIqKwps3b3D79m34+PggPz8fCQkJiIqKwldffSX3OWh9fX14eXnBxcUFPXv2xNq1a7meAABw5coVzJ8/n7fMUaNG4enTp3L3p7RHhDLPtXfr1g21a9fmWqNPnz6N5ORkeHt7K5ynf//+yMzMhJWVFUaNGoVDhw7JdC0vui+k30vaptUNtUSTL8o7m8ofpZEQQshnaNYTxdMExVpjpv1VQmyx9ouJN8tfJjlGjBiBH374AQB4rYBS0i7Kx44dQ61atXjT1NXVAQAhISGYNGkSVq5cibZt20JbWxvLly/HxYsXefHFB4aSdslWpGbNmnB2dkZwcDDatGmDvXv3YsyYMdx0ZZdbVqWVs2fPnjA3N8e2bdtgZmaGgoICNG7cGDk5OQBQYQOVeXp6YsKECVi3bh2Cg4NhZ2cHe3t7AIX7RSgU4sqVKzKteyUNLmVoaMgbfVueSZMmYeLEiahduzaioqKwcOFCaGlpwdXVFVFRUdxzzgDw+vVrGBkZlXndilfGGGMyaVpapTdeaGtrIy1NtifGmzdvoKury0sr6/GnSEnlVFTZlLd+Rbm7u6N169bcd+m51qlTJ2zduhVnzpyBvb09atSogY4dOyI6OhpRUVEljkAeEBCA8ePHIzw8HPv378dPP/2EkydPok2bNigoKMC8efPktvQXv8kCFN7U0dPTU6rSqqKiAi8vL+75/4CAAHTs2BENGjRQOI+5uTnu3r2LkydP4tSpU/D19cXy5csRHR1d4oByHzNY3adW7Vui//nnHwwZMgQGBgbQ1NREs2bNcOXKFW46Ywz+/v4wMzODWCzmnjcoavLkydDX14eFhQX27dvHmxYSEsK7eBBCCCGEyFDTUvxPpFGGWHHpsR+he/fuyMnJQU5OjtznThs1agR1dXU8evQI9evX5/0zNzcHAJw5cwbt2rWDr68vHBwcUL9+/RJbQ8vC09MT+/fvx/nz57kuxVKVuVxFXr16hYSEBPz000/4+uuv0bBhQ5lKadOmTXH9+nW8fv1abh5qamrIz88vdVm9e/dGVlYWwsPDERwczBsF28HBAfn5+Xjx4oXMfimpm7iDgwM3cJg8ERERuHPnDndjJT8/nxv8LTc3l1furKwsJCYmygxEVxIdHR2YmZnh7NmzvPSYmBhed2Nl2drayrx+izGGK1euwMbGpsz5FSftBQEUPmd85cqVErs0169fH2pqarz1y83NxeXLl7n1U1NTAwDettTW1ubtQ+mNGGk95cCBA1yF2cnJCadOnVL4PHRRDg4OmDlzJmJiYrhHDYDCgQXv3r0rc+zUr1+fe/VZUSoqKhg4cCD27NmDJ09kbxBmZGTwWo69vb3x+PFjhIaGIjQ0tMQBxaTEYjHc3d3xyy+/ICoqCufPn8fNmx9uGhbdF9LvynQvB+Rv80+tWleiU1NT4ejoCJFIhD/++APx8fFYuXIlr+/7smXLsGrVKqxfvx6xsbEwNTVF165duVEXjxw5guDgYJw4cQJLly6Ft7c3N4DAmzdv8OOPP8q9U0sIIYQQ8l8jFAqRkJCAhIQEuc8ramtrY+rUqZg0aRKCgoKQmJiIa9euYcOGDQgKCgJQWHG4fPkyjh8/jnv37mH27NkyFZvy6tOnD9LT0/H999/D2dmZ1xpemctVRE9PDwYGBti6dSv++usvnD59GpMnT+bFDB48GKampujduzfOnTuHBw8e4ODBgzh//jyAwu7iSUlJuH79Ol6+fIns7Gy5y9LS0kKvXr0we/ZsJCQkwMPDg5tmbW0NT09PDBs2DKGhoUhKSkJsbCyWLl2K33//XWH5XVxcZCqwUpmZmRg7diy2bt3KVaQcHR2xYcMGxMXF4eDBg7xuyhcuXIC6urpMN9vSTJs2DUuXLsX+/ftx9+5dzJgxA9evX8eECRPKlA9Q+Bz4jh07sH79ety7dw9xcXH44YcfkJiYiLFjx5Y5v+I2bNiAQ4cO4c6dOxg7dixSU1PlDr4npaWlhe+//x7Tpk1DeHg44uPjMWrUKLx//56rSNapUwcCgQBHjx5FSkoK3r17pzA/6XPRe/bs4SrRnTp1QlhYGDIzM+U+Dw0Udv+fOXMmzp8/j4cPH+LEiRO4d+8eV5GfM2cOdu3aBX9/f9y+fRsJCQlca7UiixYtgrm5OVq3bo1du3YhPj4e9+/fx86dO9GsWTPeetStWxedO3fG6NGjIRKJ0K9fP4X5AoWj5O/YsQO3bt3CgwcPsHv3bojFYtSpU4eLOXfuHJYtW4Z79+5hw4YN+O2335Q+ZsqyzStLta5EL126FObm5ggICECrVq1gaWmJr7/+mnugnjGGNWvW4Mcff0SfPn3QuHFjBAUF4f3799ydmYSEBHTq1AktWrTA4MGDoaOjww3d7+fnB19f3y/q/YmEEEII+bzp6OhAR0dH4fQFCxZgzpw5WLx4MRo2bAgXFxccOXKEexbYx8cHffr0wcCBA9G6dWu8evUKvr6+FVa2nj17Ii4ujnseWKoyl6uIiooK9u3bhytXrqBx48aYNGkS905lKTU1NZw4cQLGxsbo0aMHmjRpgiVLlnA3Kfr27Yvu3bvD2dkZRkZG2Lt3r8LleXp6Ii4uDh06dJD5/RkQEIBhw4ZhypQpsLGxgbu7Oy5evMj1EJBnyJAhiI+Px927d2WmzZ8/H25ubrzXJP3yyy+4fv06OnbsCDc3N96ganv37oWnp6fM+4BLM378eEyZMgVTpkxBkyZNEB4ejsOHD5fY3VeRAQMGIDAwEEFBQWjZsiW6deuGxMREnDlzhlcBK68lS5Zg6dKlsLe3x5kzZ/C///1PZtwAefP07dsXQ4cOxVdffYW//voLx48fh56eHoDCrtrz5s3DjBkzYGJiwrX6yyMQCLjWZukAc02bNoWuri4cHBwUnreampq4c+cO+vbtC2tra4wePRo//PAD9ziEi4sLjh49ipMnT6Jly5Zo06YNVq1aVeI209PTw4ULFzBkyBAsXLgQDg4O6NChA/bu3Yvly5fLdJ8fOXIkUlNTMWjQoFKPkRo1amDbtm1wdHRE06ZNERERgSNHjsDAwICLmTJlCq5cuQIHBwcsWLAAK1euVHrU9rJs88oiYEXH2q9mGjVqBBcXFzx+/BjR0dGoVasWfH19uVEfHzx4gHr16uHq1au8rie9evVCjRo1EBQUhOPHj2Ps2LGIjY3FgwcP4OzsjIcPH+L27duYOHEiLl68qHBkuaKys7N5dxbT09Nhbm6O169f8w74tjP3yJu9RCHaq2TS/M7XwKvswnIZqOdjWds3vOnDaij+41iSSN9IpeIqYj1KWwegfOtRmetwfrFn6UFKGDp0KJ4/fw4AMDExwe7du8udV1WuR0UpzzoAn8d6yDu/S1PZ5zchX7L09HTo6+sjLS1N5gdrVlYWkpKSULduXbnPERJSHfn5+SEtLQ1btmwpdx4pKSmwtbXF5cuXuZspn5Pk5GTUrVsX165d491UIFXD0tISEydOxMSJE6u6KDKU/TtQrQcWe/DgATZt2oTJkydj1qxZuHTpEsaPHw91dXUMGzYMz549A1BYSSnKxMSEe/m4i4sLhgwZgpYtW0IsFnPvlPv+++8RGBiITZs2Yd26dTA0NMTWrVthZ2cntyyLFy/mvXZBKjExkTfgQ3tz9TKv53M12ecf8oV3AeT++1kDz435MW3EZV8OgBLfNVhURaxHaesAlG89KnMdlM27NNLnjaSfPybfqlyPilKedQA+j/WQd36XprLPb0K+ZFXR7Y+QyiR9NDE/P1+phiF5kpKSsHHjxs+yAk1IZajWleiCggK0aNGCezeeg4MDbt++jU2bNmHYsGFcXGkj5vn7+8Pf35/3XfresoULF+LmzZs4evQohg0bxhu0rKiZM2fynpGRtkTXq1ePdyf77M5LZV7P8drRMmnC/BoAhP9+zoLJC37MhXK2VC1usFipuIpYj9LWASjfelTmOiwvR9cjeYqOPCgSicrVpUmqKtejopRnHYDPYz3knd+lqezzm5AvWXp6elUXgZAKpauri1mzZn1UHq1atZJ5jy8hRLFqXYmuWbMm792BQOGLxQ8ePAjgw4venz17hpo1a3IxL168kGmdlrpz5w727NmDa9euYefOnejYsSOMjIwwYMAAjBgxAunp6XKfR1BXV+de/VCUUCjk3fXLL0fneBVW+shyxWPyUb7R6JS9Q1kZ6yFvennWozLXobx3cCsz3+q0HuVVnnUAPo/1UOb8lllOJZ/fhHzJ6Dwh5MtjaWmJavwE6xcnOTm5qovw0ar1wGKOjo4yAyXcu3ePe0i+bt26MDU1xcmTJ7npOTk5iI6ORrt27WTyY4xh9OjRWLlyJSQSicww/wDK9X45QgghhBBCCCFfhmpdiZ40aRIuXLiARYsW4a+//kJwcDC2bt3KDXEvEAgwceJELFq0CIcOHcKtW7fg5eUFTU1N3msDpLZt2wZjY2O4u7sDKKyknz59GhcuXMDq1avRqFEj3uuzCCGEEEIIIYSQoqp1d+6WLVvi0KFDmDlzJubPn4+6detizZo1vFci+Pn5ITMzE76+vkhNTUXr1q1x4sQJaGtr8/J6/vw5Fi1ahJiYGC6tVatWmDJlClxdXWFsbMy9H5EQQgghhBBCCJGnWleiAcDNzQ1ubm4KpwsEApmBw+QxMTGR2/9+zpw5mDNnzkeWkhBCCCGEEELIl6Bad+cmhBBCCCGEEEKqE6pEE0IIIYQQQgghSqJKNCGEEEII+U/w8vJC7969FU4PDAysNoPECgQChIWFVfpyTp8+DVtb2496w8zRo0fh4OCgVB7+/v4wMTH5ZOtXUaKioiAQCPDmzZuqLkqlsbS0xJo1a6q6GFWi+Lnv7++PZs2aVdryqBJdTemr58Pg33/66uV7ZywhhBBCPn9eXl4QCATw8fGRmebr6wuBQAAvL69PX7AqMHDgQNy7d++TLlPRj/WnT5/im2++qfTl+/n54ccff4SKSuHP+mvXrsHBwQESiQTu7u5ITU3lYvPy8vDVV18hNjaWl4ebmxsEAgGCg4NLXFZCQgLmzZuHLVu2VOj6SSu4Jf0LDAz8qGW0a9cOT58+ha6uboWUWZGqvJETGxuL0aNHV+oyrl27hv79+8PExAQaGhqwtrbGqFGjcO/ePVy5cgUCgQBnz56VO6+Liwv3lqTKNnXqVERERHDfS7sBV1ZUia6mZjm8wYo2r7CizSvMcnhT1cUhhBBCSDVmbm6Offv2ITMzk0vLysrC3r17YWFhUYUl+7TEYjGMjY2ruhgAAFNTU6irq1fqMmJiYnD//n3079+fS/vuu+/QuXNnXL16FW/evMGiRYu4aStWrED79u3RsmVLmby8vb2xbt26EpeXmJgIAOjVq9dHrV9ubi7vu7SCK/03YMAAdO/enZc2cODAci1LSk1NDaamphAIBB+VT3VmZGQETU3NSsv/6NGjaNOmDbKzs7Fnzx4kJCRg9+7d0NXVxezZs9G8eXPY29sjICBAZt6///4bp06dwsiRIyutfEVJJBIYGBhUWv5UiSakAjiuc+T9e5b+jJv2LP2ZzHTHdY5VWFpCCCGfm6+++goWFhYIDQ3l0kJDQ2Fubg4HBwdeLGMMy5Ytg5WVFcRiMezt7XHgwAFuen5+PkaOHIm6detCLBbDxsYGa9eu5eUhbdVZsWIFatasCQMDA4wdO1amciR19+5dCAQC3Llzh5e+atUqWFpagjGm1HJLo6hL5+7du2FpaQldXV0MGjQIb9++5WLCw8PRvn171KhRAwYGBnBzc+Mqi1KPHz/GoEGDoK+vDy0tLbRo0QIXL15EYGAg5s2bh7i4OJkW06Ldndu2bYsZM2bw8kxJSYFIJEJkZCQAICcnB35+fqhVqxa0tLTQunVrREVFlbi++/btQ7du3aChocGlJSQkYNSoUbC2tsbgwYMRHx8PAHjw4AF27tyJn3/+WW5e7u7uuHTpEh48eCB3ur+/P3r27AkAUFFR4SqjBQUFmD9/PmrXrg11dXU0a9YM4eHh3HzJyckQCAQICQlBp06doKGhgV9//ZWXt7SCK/0nFouhrq7Off/777/h7u4OQ0ND6OrqwsnJCVevXuXlIRAIsH37dnz77bfQ1NREgwYNcPjwYW568e7c0mPl6NGjsLGxgaamJvr164eMjAwEBQXB0tISenp6GDduHPLzP/QKTU1NxbBhw6CnpwdNTU188803uH//PrcMb29vpKWlcceD9A1CJc2nSPPmzbFy5Urue+/evaGqqor09HQAwLNnzyAQCHD37l0Ast25/f39YWFhAXV1dZiZmWH8+PHctLIeb+/fv4e3tzd69OiBw4cPo0uXLqhbty5at26NFStWYMuWLQCAkSNHIiQkBBkZGbz5AwMDYWRkBFdXV7n5P3z4ED179oSenh60tLRgZ2eH33//nduuAoEAx44dg729PTQ0NNC6dWvcvHlTYXmL9hDx9/dHUFAQ/ve//3H7pbRzqzRUiSaEEEIIKcX73PcK/2XnZysdm5WXVWpseXl7e/NagHbu3IkRI0bIxP30008ICAjApk2bcPv2bUyaNAlDhgxBdHQ0gMJKUe3atRESEoL4+HjMmTMHs2bNQkhICC+fyMhIJCYmIjIyEkFBQQgMDFTY5dbGxgbNmzfHnj17eOnBwcHw8PCAQCBQerlllZiYiLCwMBw9ehRHjx5FdHQ0lixZwk3PyMjA5MmTERsbi4iICKioqODbb7/lng9+9+4dnJyc8OTJExw+fBhxcXHw8/NDQUEBBg4ciClTpsDOzq7EFlNPT0/s3bsXjDEubf/+/TAxMYGTkxOAwv137tw57Nu3Dzdu3ED//v3RvXv3Eitaf/75J1q0aMFLs7e3x8mTJ5GXl4eIiAg0bdoUAODj44Nly5ZBW1tbbl516tSBsbExzpw5I3f61KlTueNLuq4AsHbtWqxcuRIrVqzAjRs3uC67xcs9ffp0jB8/HgkJCXBxcVG4TvK8ffsWw4cPx5kzZ3DhwgU0aNAAPXr04N0MAYB58+ZhwIABuHHjBnr06AFPT0+8fv1aYb7v37/HL7/8gn379iE8PBxRUVHo06cPfv/9d/z+++/YvXs3tm7dyrvJ5OXlhcuXL+Pw4cM4f/48GGPo0aMHcnNz0a5dO6xZswY6OjrcNpo6dWqp8ynSqVMnrrLHGMOZM2egp6fHdZeOjIyEqakpbGxsZOY9cOAAVq9ejS1btuD+/fsICwtDkyZNuOllPd6OHz+Oly9fws/PT+506c0rT09P5Obm4rfffuOmMcYQGBiI4cOHQ1VV/huWx44di+zsbPz555+4efMmli5dColEwouZNm0aVqxYgdjYWBgbG8Pd3b3E7Sc1depUmd4N7dq1K3W+klT790QTQgghhFS11sGtFU7rUKsDNnbZyH3vFNIJmXmZcmNbmLRAQPcPFd3uB7sjNTuVF3NzuOLWlZIMHToUM2fO5Fr+pD+Qi7a4ZGRkYNWqVTh9+jTatm0LALCyssLZs2exZcsWODk5QSQSYd68edw8devWRUxMDEJCQjBgwAAuXU9PD+vXr4dQKIStrS1cXV0RERGBUaNGyS2fp6cn1q9fjwULFgAA9wzlrl27AEDp5ZZVQUEBAgMDucrj0KFDERERwbXI9u3blxe/Y8cOGBsbIz4+Ho0bN0ZwcDBSUlIQGxsLfX19AED9+vW5eIlEAlVVVZiamiosw8CBAzFp0iScPXsWHTp0APDhBoKKigoSExOxd+9ePH78GGZmZgAKf/iHh4cjICCA1yW7qOTkZC5eavv27fD19cWKFSvg6OiImTNnYteuXdDU1ETLli3h4uKCxMREDBo0CAsXLuTNW6tWLSQnJ8tdlkQi4SpKRdd1xYoVmD59OgYNGgQAWLp0KSIjI7FmzRps2LCBi5s4cSL69OmjcBuVpHPnzrzvW7ZsgZ6eHqKjo+Hm5sale3l5YfDgwQCARYsWYd26dbh06RK6d+8uN9/c3Fxs2rQJ9erVAwD069cPu3fvxvPnzyGRSNCoUSM4OzsjMjISAwcOxP3793H48GGcO3eOq4Tt2bMH5ubmCAsLQ//+/aGrqwuBQMDbRsrMJ0+nTp2wY8cOFBQU4ObNmxAKhRgyZAiioqLQo0cPREVFcTdhinv06BFMTU3RpUsXiEQiWFhYoFWrVgBQruNNWrm2tbWVuzwpfX199O7dGwEBAdxYDFFRUXjw4IHcm3pFy9u3b1+uom9lZSUTM3fuXHTt2hUAEBQUhNq1a+PQoUOlXh8kEgnEYjGys7NLPE/LglqiSaWhwdEIIYSQT8fQ0BCurq4ICgpCQEAAXF1dYWhoyIuJj49HVlYWunbtColEwv3btWsXrwvz5s2b0aJFCxgZGUEikWDbtm149OgRLy87OzsIhULue82aNfHixQuF5Rs0aBAePnyICxcuACisRDRr1gyNGjUq03LLytLSktf6WryciYmJ8PDwgJWVFXR0dFC3bl0A4JZ7/fp1ODg4cBXo8jAyMkLXrl25lvikpCScP38enp6eAICrV6+CMQZra2vefomOjpbpWl5UZmYmrys3ULhfoqOj8fDhQwQHByM3Nxf+/v5Yv349xo0bB0dHR8TFxSE0NBRHjhzhzSsWi/H+vfK9IdLT0/HkyRM4OvIfU3N0dERCQgIvrXiLeVm8ePECPj4+sLa2hq6uLnR1dfHu3TuZY0Pa6g4AWlpa0NbWLvGY1NTU5CrQAGBiYgJLS0teC6iJiQmXR0JCAlRVVdG69YebagYGBrCxsZFZ36KUme+bb77h9rudnR0AoGPHjnj79i2uXbuG6OhoODk5wdnZmes1UlIlun///sjMzISVlRVGjRqFQ4cOIS8vD0D5jreivShKM3LkSPz555/466+/ABT2inF0dJTbYi41fvx4LFy4EI6Ojpg7dy5u3LghEyO98QcUVtZL2+6ViVqiSaWhAdEIIYR8Li56XFQ4Tagi5H2PGhClMFZFwG+/CO8briCyfEaMGIEffvgBAHitgFLSLsrHjh1DrVq1eNOkg0SFhIRg0qRJWLlyJdq2bQttbW0sX74cFy/yt4FIJOJ9l3bJVqRmzZpwdnZGcHAw2rRpg71792LMmDHcdGWXW1allbNnz54wNzfHtm3bYGZmhoKCAjRu3Bg5OTkACiuWFcHT0xMTJkzAunXrEBwcDDs7O9jb2wMo3C9CoRBXrlzh3ZgAINOltShDQ0Pe6NvyTJo0CRMnTkTt2rURFRWFhQsXQktLC66uroiKiuKecwaA169fw8jIqMzrVnywLsaYTJqWllaZ85Xy8vJCSkoK1qxZgzp16kBdXR1t27bl9pFUWY9JefEl5aGoIilvfYtPL22+7du3cwMDSsugq6uLZs2aISoqCjExMejcuTM6dOiA69ev4/79+7h37x46deokN29zc3PcvXsXJ0+exKlTp+Dr64vly5cjOjq6XMebtbU1AODOnTu8yqw8Xbp0QZ06dRAYGAg/Pz+EhoZi/fr1Jc7z3XffwcXFBceOHcOJEyewePFirFy5EuPGjStxvqoaKI4q0YQQQgghpdAUKT/ibWXFKqN79+5cxULec6eNGjWCuro6Hj16pLAF68yZM2jXrh18fX25tJJaQ8vC09MT06dPx+DBg7kuxZ9iuYq8evUKCQkJ2LJlC9fNuvjreZo2bYrt27fj9evXcluj1dTUeANPKdK7d2+MGTMG4eHhCA4OxtChQ7lpDg4OyM/Px4sXL7hyKMPBwYEbOEyeiIgI3Llzh3tWPT8/n3uGtPizpFlZWUhMTJQZiK4kOjo6MDMzw9mzZ9GxY0cuPSYmhus6XBHOnDmDjRs3okePHgAKR3p++fJlheWvrEaNGiEvLw8XL17kumW/evUK9+7dQ8OGDQHIPx6Uma/4TS2pTp06ITIyEhcvXsT8+fNRo0YNNGrUCAsXLoSxsTE3vzxisRju7u5wd3fH2LFjYWtri5s3b5breOvWrRsMDQ2xbNkyHDp0SGb6mzdvuO7+AoEA3t7e2L59O2rXrg0VFRWlHskwNzeHj48PfHx8MHPmTGzbto1Xib5w4QL3toHU1FTcu3ev1O7lUsqep8qi7tyEEEIIIZ8JoVCIhIQEJCQkyLQwAYC2tjamTp2KSZMmISgoCImJibh27Ro2bNiAoKAgAIXP+16+fBnHjx/HvXv3MHv2bJn3CpdXnz59kJ6eju+//x7Ozs68ikNlLlcRPT09GBgYYOvWrfjrr79w+vRpTJ48mRczePBgmJqaonfv3jh37hwePHiAgwcP4vz58wAKu4snJSXh+vXrePnyJbKzs+UtClpaWujVqxdmz56NhIQEeHh4cNOsra3h6emJYcOGITQ0FElJSYiNjcXSpUu5EYrlcXFxUfhO3szMTIwdOxZbt27l3iHt6OiIDRs2IC4uDgcPHuR1w75w4QLXwlsW06ZNw9KlS7F//37cvXsXM2bMwPXr1zFhwoQy5VOS+vXrY/fu3UhISMDFixfh6elZYT0EyqJBgwbo1asXRo0ahbNnzyIuLg5DhgxBrVq10KtXLwCFx8O7d+8QERGBly9f4v3790rNp0inTp0QHh4OgUDAPfrQqVMn7NmzR+GNMKBwNOwdO3bg1q1bePDgAXbv3g2xWIw6deqU63jT0tLC9u3bcezYMbi7u+PUqVNITk7G5cuX4efnJ/Oeem9vbzx58gSzZs3CoEGDSu2JMHHiRBw/fhxJSUm4evUqTp8+LXODYP78+YiIiMCtW7fg5eUFQ0NDpd/9bGlpiRs3buDu3bt4+fKlUgOSlYQq0YQQQgghnxEdHR3o6OgonL5gwQLMmTMHixcvRsOGDeHi4oIjR45wzwL7+PigT58+GDhwIFq3bo1Xr17xWoc/tmw9e/ZEXFwc9zywVGUuVxEVFRXs27cPV65cQePGjTFp0iQsX76cF6OmpoYTJ07A2NgYPXr0QJMmTbBkyRLuJkXfvn3RvXt3ODs7w8jICHv37lW4PE9PT8TFxaFDhw4y7+8OCAjAsGHDMGXKFNjY2MDd3R0XL16Eubm5wvyGDBmC+Ph47hVHRc2fPx9ubm7ca34A4JdffsH169fRsWNHuLm58QZV27t3Lzw9Pcv8nuHx48djypQpmDJlCpo0aYLw8HAcPnwYDRo0KFM+Jdm5cydSU1Ph4OCAoUOHYvz48VX2PvCAgAA0b94cbm5uaNu2LRhj+P3337ku2O3atYOPjw8GDhwIIyMjLFu2TKn5FJG28Ds5OXFdl52cnJCfn19iJbpGjRrYtm0bHB0d0bRpU0RERODIkSPcu5PLc7z16tULMTExEIlE8PDwgK2tLQYPHoy0tDSZQeosLCzQpUsXpKamljigmFR+fj7Gjh2Lhg0bonv37rCxscHGjRt5MUuWLMGECRPQvHlzPH36FIcPH4aamlqpeQPAqFGjYGNjw425cO7cOaXmU0TAyvKUeDE5OTlISkpCvXr1FA5X/rlKT0+Hrq4u0tLSeH+omk/bVea8DmkvLz2omMF6iv84luTcOOUOmOq8HpW5DleWDyvzPABk3vusflwdgszCCx0TM2S7yN6Vro7rUVnKsw7A57Ee1fH8JuRLpujvN1DYnTUpKQl169aVGayJkOrKz88PaWlp3Ht6yyMlJQW2tra4fPkydzOFkOoiKioKzs7OSE1N5b0HvjIo+3egXC3R79+/x8iRI6GpqQk7OztuZLzx48fz3rtHCCGEEEIIqTw//vgj6tSp81HPeyYlJWHjxo1UgSZESeWqRM+cORNxcXGIiori1dC7dOmC/fv3V1jhCCGEEEIIIYrp6upi1qxZcp+BV1arVq0wcODACiwVIZ+3cvXBDgsLw/79+9GmTRvesOKNGjWq9FEUCSGEEEIIIYR8GTp16lSm91R/CuVqiU5JSZH7MH9GRkaVvauLEEIIIYQQQgipbOWqRLds2RLHjh3jvksrztu2bSvzsPiEEEIIIYQQQsh/Rbm6cy9evBjdu3dHfHw88vLysHbtWty+fRvnz59HdHR0RZeREEIIIYQQQgipFsrVEt2uXTvExMTg/fv3qFevHk6cOAETExOcP38ezZs3r+gyEkIIIYQQQggh1UKZW6Jzc3MxevRozJ49G0FBQZVRJkKqlQkTJiAlJQUAYGRkhLVr11ZxiQghhBBCCCFVpcwt0SKRCIcOHaqMshBSLaWkpOD58+d4/vw5V5kmhBBCCCGEfJnK1Z3722+/RVhYWAUXhRBCCCGEEEIIqd7KNbBY/fr1sWDBAsTExKB58+bQ0tLiTR8/fnyFFI4QQgghhJCS+Pv7IywsDNevX6/SciQnJ6Nu3bq4du0amjVrVqnL2rFjB/bv348TJ06UO4/169fjxIkTOHz4cAWWjJAvQ7laordv344aNWrgypUr2Lp1K1avXs39W7NmTQUXkRBCCCGEKOLl5QWBQAAfHx+Zab6+vhAIBPDy8qrUMvj7+1d4xTEwMBA1atQoNW7q1KmIiIio0GWXxsvLC7179+almZub4+nTp2jcuHGlLjs7Oxtz5szB7NmzubSTJ0/C2toaurq6GD58OHJycrhpaWlpsLa2xqNHj3j5jBo1CrGxsTh79myllpeQz1G5KtFJSUkK/z148KCiy0gIIYQQQkpgbm6Offv2ITMzk0vLysrC3r17YWFhUYUlq3wSiQQGBgZVXQwIhUKYmppCVbVcHT2VdvDgQUgkEnTo0AEAUFBQAE9PT/j4+CAmJgaXLl3Ctm3buPjp06fDx8dH5jhQV1eHh4cH1q1bV6nlJeRzVK5KdFGMMTDGKqIshBBCCCHVUkZGBjIyMni/eXJycpCRkYHs7Gy5sQUFBVxabm4uMjIykJWVVWpseXz11VewsLBAaGgolxYaGgpzc3M4ODjwYsPDw9G+fXvUqFEDBgYGcHNzQ2JiIjd9165dkEgkuH//Ppc2btw4WFtbIyMjQ2bZgYGBmDdvHuLi4iAQCCAQCBAYGAigsBV09OjRMDY2ho6ODjp37oy4uDhu3ri4ODg7O0NbWxs6Ojpo3rw5Ll++jKioKHh7eyMtLY3L09/fX+66F28Fl7YSr1ixAjVr1oSBgQHGjh2L3NxcLubXX39FixYtoK2tDVNTU3h4eODFixe8fG/fvg1XV1fo6OhAW1sbHTp0QGJiIvz9/REUFIT//e9/XNmioqKQnJwMgUCA69evo6CgALVr18bmzZt5eV69ehUCgYBrdCpt+8izb98+uLu7c99fvnyJlJQU+Pr6ws7ODu7u7oiPjwcAnDt3DpcvX8aECRPk5uXu7o6wsDDezRdCSOnKXYnetWsXmjRpArFYDLFYjKZNm2L37t0VWTZCCCGEkGpBIpFAIpHg5cuXXNry5cshkUjwww8/8GKNjY0hkUh43Wc3bNgAiUSCkSNH8mItLS0hkUiQkJDw0WX09vZGQEAA933nzp0YMWKETFxGRgYmT56M2NhYREREQEVFBd9++y1XkR82bBh69OgBT09P5OXlITw8HFu2bMGePXtkxsEBgIEDB2LKlCmws7PD06dP8fTpUwwcOBCMMbi6uuLZs2f4/fffceXKFXz11Vf4+uuv8fr1awCAp6cnateujdjYWFy5cgUzZsyASCRCu3btsGbNGujo6HB5Tp06VeltERkZicTERERGRiIoKAiBgYFcxR4ovAGyYMECxMXFISwsDElJSbwu7//88w86duwIDQ0NnD59GleuXMGIESOQl5eHqVOnYsCAAejevTtXtnbt2vGWr6KigkGDBmHPnj289ODgYLRt2xZWVlZKbR95zpw5gxYtWnDfjYyMULNmTZw4cQKZmZk4c+YMmjZtipycHHz//ffYvHkzhEKh3LxatGiB3NxcXLp0SeltSwgp58Biq1atwuzZs/HDDz/A0dERjDGcO3cOPj4+ePnyJSZNmlTR5SSEkHKh93wTQr4UQ4cOxcyZM7kW0XPnzmHfvn2IiorixfXt25f3fceOHTA2NkZ8fDz3PO+WLVvQtGlTjB8/HqGhoZg7dy5atmwpd7lisRgSiQSqqqowNTXl0k+fPo2bN2/ixYsXUFdXBwCsWLECYWFhOHDgAEaPHo1Hjx5h2rRpsLW1BQA0aNCAm19XVxcCgYCXp7L09PSwfv16CIVC2NrawtXVFRERERg1ahQA8G4uWFlZ4ZdffkGrVq3w7t07SCQSbNiwAbq6uti3bx9EIhEAwNramrfO2dnZJZbN09MTq1atwsOHD1GnTh0UFBRg3759mDVrFoDCin5p26e4N2/e4M2bNzAzM+PSBAIBQkJCMGnSJEyYMAE9evTAiBEjsHjxYnz99dcQi8VwdHTEy5cvMW7cON5NHy0tLdSoUQPJyclwcnIq83Ym5EtVrkr0unXrsGnTJgwbNoxL69WrF+zs7ODv70+VaEJItSF9zzchhHyMd+/eAQA0NTW5tGnTpmHixIkyz8BKuwWLxWIubezYsRg1apRMi2BycrJMbHkZGhrC1dUVQUFBXCunoaGhTFxiYiJmz56NCxcu4OXLl1wL9KNHj7hKtJ6eHnbs2AEXFxe0a9cOM2bMKHN5rly5gnfv3sk8r5yZmcl1H588eTK+++477N69G126dEH//v1Rr169Mi+rODs7O962rlmzJm7evMl9v3btGvz/396dx9WU/38Af91SKSlbiyUVLaRFibGWtZgxzDQmsiuMXbbGLvvY17FLGXsj6xhqULKvZQuVkqFokESkur8/+nW/rttyC517r9fz8egx7ucs93VuMr3P+Sz+/oiKisLz58+lPgMbGxtERUWhVatWkgK6NBwdHVGvXj3s3LkTEydOREREBJ4+fQpPT08A8n0+H8vvdl2+fHmp9pYtW+LSpUuS1/fu3cMff/yBa9euwcXFBb6+vujYsSNsbW3h4uICe3t7yb7a2tp48+ZNqa+T6GtUqiK6oG4rANC8eXMkJyd/cigiIiIiRVJQN2ZNTU1oamrKta+GhkaBBVlB+34Kb29vyZPG33//vcB9vv/+e5iYmGDjxo2oUaMGcnNzYWtrKzWjMwCcOnUK6urqePz4MV6/fg09Pb0SZcnNzUX16tVlnoQDkMy67e/vj549e+Kvv/7C33//jRkzZmDXrl348ccfS/ReH/v4sxaJRJJC+fXr13Bzc4Obmxu2bdsGAwMDJCUlwd3dXfIZfI6bGkDe0+gdO3Zg4sSJ2LFjB9zd3SU3NuT5fD5WtWpViEQivHjxotD3FIvFGDx4MJYsWYLc3Fxcu3YN3bp1g46ODlxdXRERESFVRD9//hwGBgafdJ1EX5tSjYm2sLDAnj17ZNp3794t1Q2HiIiIiMpOx44dkZWVhaysLLi7u8tsf/bsGWJiYjB16lS0a9cO9evXL7AgO3v2LBYuXIhDhw5BT08PI0eOLPJ9NTU1kZOTI9Xm5OSElJQUlCtXDhYWFlJfHz4ht7KywpgxYxAaGgoPDw/JuO6Czvk53LlzB//99x9+++03tGrVCvXq1ZOZVMze3h6RkZFSk5F9SN5sPXv2xI0bN3DlyhX8+eef6NWrl2SbvJ/Px+9rY2MjmTisIJs3b0bVqlXRpUsXScb863j//r1U7vj4eLx9+1Zm8jkiKlqpiuiZM2di+vTp6NixI2bPno05c+agY8eOmDlzJmbNmvW5MxIRERGRHNTV1RETE4OYmJgCJ5OqXLkyqlatig0bNiAuLg4nTpzA2LFjpfZ59eoV+vTpg5EjR6JTp07YsWMH9uzZg+Dg4ELf18zMDAkJCYiKisJ///2Hd+/eoX379mjWrBl++OEHHDt2DImJiTh79iymTp2Ky5cvIzMzEyNGjEB4eDgePHiAM2fO4NKlS6hfv77knBkZGTh+/Dj++++/z9bluHbt2tDU1MSqVatw//59HDx4ELNnz5baZ8SIEUhPT0ePHj1w+fJlxMbG4o8//sDdu3cl2a5fv467d+/iv//+K7TYNjc3R/PmzeHj44Ps7Gx07dpVsq24z6cw7u7uha7t/PTpU8yZMwcrV64EkPf9rl+/PpYvX45z587h+PHjUr1JIyMjUadOnc/ShZ7oa1KqIvqnn37ChQsXUK1aNezfvx8hISGoVq0aLl68+Mndb4iIiIio9PT09Arteq2mpoZdu3bhypUrsLW1xZgxY7Bo0SKpfUaPHo0KFSpg3rx5APLGFy9YsABDhgzBo0ePCjzvTz/9hI4dO6JNmzYwMDDAzp07IRKJcOTIEbi4uMDb2xtWVlbo0aMHEhMTYWRkBHV1dTx79gx9+/aFlZUVPD090alTJ8ycORNA3jDBIUOGoHv37jAwMMDChQs/y+djYGCAwMBABAcHw8bGBr/99hsWL14stU/VqlVx4sQJZGRkwNXVFY0aNcLGjRsl3cQHDRoEa2trODs7w8DAAGfOnCn0/Xr16oXo6Gh4eHhIdRMv7vMpzKBBg3DkyBG8fPlSZtvo0aMxfvx41KxZU9IWGBiIXbt2oXPnzpgwYQKaNGki2bZz507JZGtEJD+RmIs8l0p6ejr09fXx8uVLqf9RNZqwtcTn2ldxUfE7fcSrcsnGJeU7M7Lwf+Q/pMjX8SWv4cqivjJtPXv2lExMZWRkhB07dsjs02JVC6nXWse0IMoUAQDE2mK8c38nc0xZX4eQSnMNwOe5Dnm+f/JS5J8LQP6/U0Rfs8L+/w0Ab9++RUJCAszNzWUmbiJSJJ6ennB0dMSkSZNKfY6bN2+iXbt2uHfvHvT19T9jOiLlJe//B0r1JPrIkSM4duyYTPuxY8fw999/l+aUREREREQkh/w1yj/F48ePsXXrVhbQRKVQqiJ64sSJBU6mIBaLS7UEAhERERERycfU1LTYyd6K4+bmVuDkc0RUvFIV0bGxsbCxsZFpr1evHuLi4j45FBEREREREZEiKlURra+vj/v378u0x8XFffb1DomIiIiIiIgURamK6C5dusDX1xfx8fGStri4OIwbNw5dunT5bOGIiIiIiIiIFEmpiuhFixahQoUKqFevHszNzWFubo569eqhatWqMksEEBEREREREamKcqU5SF9fH2fPnkVYWBiio6Ohra0NBwcHtGrV6nPnIyIiIiIiIlIYJXoSfeHCBckSViKRCG5ubjA0NMTixYvx008/YfDgwXj3TnY9XCIiIiIiIiJVUKIi2t/fH9evX5e8vnHjBgYNGoQOHTpg4sSJOHToEObPn//ZQxIRERGRYgoPD4dIJEJaWpqkbf/+/bCwsIC6ujp8fX0RGBiISpUqffJ7iUQi7N+//5PPI4TExESIRCJERUUBKPhzIyLlUKLu3FFRUZg9e7bk9a5du9CkSRNs3LgRAGBiYoIZM2bA39//s4YkIiIiElKjCVvL7L2uLOr72c7Vv39/pKWlfbbCs3Xr1mjYsCGWL18uaWvevDmSk5Ohr68vafvll18wYMAAjBo1ChUrVkS5cuXw7bfffpYMxUlJScHcuXPx119/4dGjRzA0NETDhg3h6+uLVq1aoUaNGvD19cXUqVNljp0/fz6WLFmCx48fQ1NT84vm/PhzCwwMhK+vL4tqIiVQoifRL168gJGRkeR1REQEOnbsKHnduHFjPHz48POlIyIiIqIv7v3796U+VlNTE8bGxhCJRACAjIwMPH36FO7u7qhRowYqVqwIbW1tGBoafq64hUpMTESjRo1w4sQJLFy4EDdu3MDRo0fRpk0bDB8+HJqamujduzcCAwMhFotljt+yZQv69OnzxQtoQPZzIyLlUaIi2sjICAkJCQCArKwsXL16Fc2aNZNsf/XqFTQ0ND5vQiKiEmixqoXUV0p6imRbSnqKzPYWq1oImJaI6NP9+eefsLOzg7a2NqpWrYr27dvj9evX8Pf3R1BQEA4cOACRSASRSITw8HBJt+I9e/agdevWKF++PLZt24Znz57By8sLtWrVgo6ODuzs7LBz507J+/Tv3x8RERFYsWKF5HyJiYlS3ZLDw8NRsWJFAEDbtm0l71lQd+5Dhw6hUaNGKF++POrUqYOZM2ciOztbsj02NhYuLi4oX748bGxsEBYWVuxnMWzYMIhEIly8eBHdunWDlZUVGjRogLFjx+L8+fMAAB8fH8THx+PUqVNSx0ZGRiI2NhY+Pj4FnjsrKwsjRoxA9erVUb58eZiZmUkNYxSJRFi7di06deoEbW1tmJubIzg4uNCsH39uAwYMwMuXLyWfLXt2EimuEhXRHTt2xMSJExEZGYlJkyZBR0dHakbu69evo27dup89JBERERHJSk5OhpeXF7y9vRETE4Pw8HB4eHhALBZj/Pjx8PT0RMeOHZGcnIzk5GQ0b95ccuyvv/6KUaNGISYmBu7u7nj79i0aNWqEw4cP4+bNmxg8eDD69OmDCxcuAABWrFiBZs2aYdCgQZLzmZiYSOVp3rw57t69CwDYu3evzHvmO3bsGHr37o1Ro0bh9u3bWL9+PQIDAzF37lwAQG5uLjw8PKCuro7z589j3bp1+PXXX4v8LJ4/f46jR49i+PDhqFChgsz2/CLezs4OjRs3xpYtW6S2BwQEoEmTJrC1tS3w/CtXrsTBgwexZ88e3L17F9u2bYOZmZnUPtOmTcNPP/2E6Oho9O7dG15eXoiJiSkyN5D3uS1fvhx6enqSz3b8+PHFHkdEwijRmOg5c+bAw8MDrq6u0NXVRVBQkFR3l4CAALi5uX32kEREREQkKzk5GdnZ2fDw8ICpqSmAvCIxn7a2Nt69ewdjY2OZY319feHh4SHV9mHhNnLkSBw9ehTBwcH45ptvoK+vD01NTejo6BR4PiCvi3J+t+0qVaoUut/cuXMxceJE9OvXDwBQp04dzJ49G35+fpgxYwb++ecfxMTEIDExEbVq1QIAzJs3D506dSr0s4iLi4NYLEa9evUK3Seft7c3xo8fj9WrV0NXVxcZGRkIDg7G0qVLCz0mKSkJlpaWaNmyJUQikeTz/tDPP/+MgQMHAgBmz56NsLAwrFq1CmvWrCkyj6amJvT19SESiQr9zIhIcZSoiDYwMEBkZCRevnwJXV1dqKurS20PDg6Grq7uZw1IRERERAVzcHBAu3btYGdnB3d3d7i5uaFbt26oXLlyscc6OztLvc7JycFvv/2G3bt349GjR3j37h3evXtX4FPdT3XlyhVcunRJ8uQ5//3fvn2LN2/eICYmBrVr15YU0ACkhhAWJH+MszxjjL28vDB27Fjs3r0bPj4+2L17N8RiMXr06FHoMf3790eHDh1gbW2Njh07onPnzjIPjz7O2KxZM8ls3ESkOkrUnTufvr6+TAEN5N1xLIuJGIiIiIgIUFdXR1hYGP7++2/Y2Nhg1apVsLa2lsxhU5SPi+MlS5Zg2bJl8PPzw4kTJxAVFQV3d3dkZWV99ty5ubmYOXMmoqKiJF83btxAbGwsypcvX+CkX8UVx5aWlhCJRHJ1n9bX10e3bt0kXbq3bNmCbt26QU9Pr9BjnJyckJCQgNmzZyMzMxOenp7o1q1bse/FicOIVE+pimgiIiIiUgwikQgtWrTAzJkzce3aNWhqamLfvn0A8roJ5+TkyHWeyMhIdO3aFb1794aDgwPq1KmD2NhYqX1Kcr6iODk54e7du7CwsJD5UlNTg42NDZKSkvD48WPJMefOnSvynFWqVIG7uzt+//13vH79Wmb7x0tH+fj44MyZMzh8+DDOnDlT6IRiH9LT00P37t2xceNG7N69G3v37sXz588l2/MnL/vwtTzdy4HP99kS0ZdXou7cRERERKQ4Lly4gOPHj8PNzQ2Ghoa4cOECUlNTUb9+fQCAmZkZjh07hrt376Jq1apSazl/zMLCAnv37sXZs2dRuXJlLF26FCkpKZJz5Z/vwoULSExMhK6uLqpUqVKq3NOnT0fnzp1hYmKCn3/+GWpqarh+/Tpu3LiBOXPmoH379rC2tkbfvn2xZMkSpKenY8qUKcWed82aNWjevDmaNGmCWbNmwd7eHtnZ2QgLC8PatWulnlK7urrCwsICffv2hYWFBVxcXIo897Jly1C9enU0bNgQampqCA4OhrGxsdSs48HBwXB2dkbLli2xfft2XLx4EZs3b5brMzEzM0NGRgaOHz8OBwcH6OjoQEdHR65jiahs8Uk00Rcg1hZLfREREX0Jenp6OHXqFL799ltYWVlh6tSpWLJkiWQCrkGDBsHa2hrOzs4wMDDAmTNnCj3XtGnT4OTkBHd3d7Ru3RrGxsb44YcfpPYZP3481NXVYWNjAwMDAyQlJZUqt7u7Ow4fPoywsDA0btwYTZs2xdKlSyWTdampqWHfvn149+4dmjRpgoEDB0qNny6Mubk5rl69ijZt2mDcuHGwtbVFhw4dcPz4caxdu1Zmf29vb7x48QLe3t7FnltXVxcLFiyAs7MzGjdujMTERBw5cgRqav/7dXrmzJnYtWsX7O3tERQUhO3bt8PGxkauz6R58+YYMmQIunfvDgMDAyxcuFCu44io7PFJNNEXkOXy+cePERGRcK4s6it0hALVr18fR48eLXS7gYEBQkNDZdoLGnNcpUoV7N+/v8j3s7KykulWbWZmJnW+SpUqyZy/f//+6N+/v1Sbu7s73N3di3yvyMjIYnN/rHr16li9ejVWr15d7L6TJk3CpEmTit0PyLshMWjQoCL3qVGjRoGfNyD7ObVu3VrmetauXVtgsU9EioVPoomIiIiIiIjkxCKaiIiIiIiISE7szk1ERERE9Ink6WpORKqBT6KJiIiIiIiI5MQimoiIiIiIiEhOLKKJiIiIiIiI5MQx0URfidGjRyM1NRVA3pInK1as+CLHEBERERGpMqV6Ej1//nyIRCL4+vpK2sRiMfz9/VGjRg1oa2ujdevWuHXrltRxY8eORZUqVVC7dm3s2rVLatuePXvw/fffl0V8IkGlpqbiyZMnePLkiaQw/hLHEBERERGpMqUpoi9duoQNGzbA3t5eqn3hwoVYunQpVq9ejUuXLsHY2BgdOnTAq1evAACHDh3Cjh07EBoaigULFmDAgAF49uwZACAtLQ1TpkzB77//XubXQ0RERERERMpHKYrojIwM9OrVCxs3bkTlypUl7WKxGMuXL8eUKVPg4eEBW1tbBAUF4c2bN9ixYwcAICYmBq1bt4azszO8vLygp6eH+/fvAwD8/PwwbNgw1K5dW5DrIiIiIlIkrVu3lurxp2zCw8MhEomQlpYmdBRBfPz9MzMzw/LlywXLQ6SqlGJM9PDhw/Hdd9+hffv2mDNnjqQ9ISEBKSkpcHNzk7RpaWnB1dUVZ8+exS+//AIHBwds2LABL168wP3795GZmQkLCwucPn0aV69exdq1a+XK8O7dO7x7907yOj09HQCQk5ODnJwcSbu6qOTXlytSL/Ex6ij5MQCkshZ5fgW+ji95DfKcu6B9VOU6vsQxQOmuobTvV9z3oqDtqvBzAZT++0P0NSntz0nSLLvPnKRwtaffKNH+rVu3RsOGDWWKpf379+PHH38s0frFISEh0NDQKNH7l5ZIJMK+ffvwww8/fLZzNm/eHMnJydDX1/9s5/yYWCzGxo0bsXnzZty6dQvlypWDhYUFevfujcGDB+PXX3/F0aNHERsbK3Pso0ePULt2bQQHB8PDw+OLZcx36dIlVKhQQfL6S3zmRF8jhS+id+3ahatXr+LSpUsy21JSUgAARkZGUu1GRkZ48OABAMDd3R29e/dG48aNoa2tjaCgIFSoUAFDhw5FYGAg1q5di1WrVqFatWrYsGEDGjRoUGCO+fPnY+bMmTLt8fHx0NXVlbxuaaJV4mt8oula4mOaapf8fQAU+A96QRT5Or7kNRR07vfv30v9uaB9muo3/SzvVZCyvI7PcUxBSnMNgPyf0Yc+/l7cULuBLGQBALTUtOCs71zq91HknwugdJ8X0dcmIyND6AgKrUqVKp98jvfv35dZIf4xTU1NGBsbf9H36NOnD0JCQjB16lSsXr0aBgYGiI6OxvLly2FmZgYfHx+sXr0akZGRaNWqldSxgYGBqFq1apnNx2NgYFAm70P0tVHoIvrhw4cYPXo0QkNDUb58+UL3E4mkHw+JxWKpNn9/f/j7+0u9bt++PTQ0NDBnzhzcuHEDhw8fRt++fXHlypUC32PSpEkYO3as5HV6ejpMTExQt25d6OnpSdpPB1ws6WViVMWIEh9zvpJe8TsVYL7lfLn2U+Tr+JLXsMjSUqbtw18ENDQ0YFnAPufDzpf4vRTxOj7HMQUpzTUABV9HcT7+XqhrqUOUm/fvwVuttzj/UvZ7pQo/F4D810H0NcvvSfY18vf3x/79+zFu3DhMmzYNL168QKdOnbBx40ZUrFgRgOxT7fyiMCYmBgcPHoSenh4mTZqEkSNHSs4rEomwdu1a/P333/jnn38wfvx4zJw5E2vXrsXixYvx8OFDmJubY+rUqejTp4/kvADw448/AgBMTU2RmJgok/nGjRtwcHDA06dPUa1aNbx48QJVq1bFTz/9hODgYAB5DzoOHjyIc+fOITw8HG3atMGLFy9QqVIlPHjwACNGjMDp06eRlZUFMzMzLFq0CN9++y0A4Pbt2xg/fjxOnTqFChUqwM3NDcuWLUO1atUK/Az37NmD7du3Y//+/ejatauk3czMDF26dEF6ejr09fXh5OSEgICAAovovn37FnqT4c8//8TMmTMRFxcHHR0dODo64sCBA6hQoQL69++PtLQ0ODo64vfff8fbt2/h5eWFVatWQVNTs8DzmZmZwdfXF76+vnJ/5kRUPIUuoq9cuYKnT5+iUaNGkracnBycOnUKq1evxt27dwHkPZGuXr26ZJ+nT5/KPJ3Od+fOHWzfvh3Xrl1DQEAAXFxcYGBgAE9PT3h7eyM9PV2qKM6npaUFLS3Zp0Pq6upQV/9f18sc+XtMSaiJS9GtFqXsVqsuXzdRRb6OL3kN8py7oH1U5Tq+xDFA6a6htO/38fcix6X4740q/FwApf/+EH1Nvvafk/j4eOzfvx+HDx/Gixcv4Onpid9++w1z584t9JhFixZh8uTJ8Pf3x7FjxzBmzBjUq1cPHTp0kOwzY8YMzJ8/H8uWLYO6ujr27duH0aNHY/ny5Wjfvj0OHz6MAQMGoFatWmjTpg0uXboEQ0NDbNmyBR07diz0+2Jra4uqVasiIiICP/30E06dOoWqVavi1KlTkn3Cw8Ph6lpwr5/hw4cjKytLUiTfvn1b0oMwOTkZrq6uGDRoEJYuXYrMzEz8+uuv8PT0xIkTJwo83/bt22FtbS1VQOcTiUSSbuQ+Pj7w8/PDqlWrJO8XERGBuLg4eHt7F3ju5ORkeHl5YeHChfjxxx/x6tUrREZGSnXHP378OMqXL4+TJ08iMTERAwYMQLVq1Yr8/uWT9zMnouIp9MRi7dq1w40bNxAVFSX5cnZ2Rq9evRAVFYU6derA2NgYYWFhkmOysrIQERGB5s2by5xPLBZj8ODBWLJkCXR1dZGTkyPprpr/39zc3LK5OCIiIqIylpubi8DAQNja2qJVq1bo06cPjh8/XuQxLVq0wMSJE2FlZYWRI0eiW7duWLZsmdQ+PXv2hLe3N+rUqQNTU1MsXrwY/fv3x7Bhw2BlZYWxY8fCw8MDixcvBvC/bsaVKlWCsbFxod2ORSIRXFxcEB4eDiCvYO7Xrx9yc3Nx+/ZtZGdn4+zZs2jdunWBxyclJaFFixaws7NDnTp10LlzZ7i4uAAA1q5dCycnJ8ybNw/16tWDo6MjAgICcPLkSdy7d6/A88XGxsLa2rrIzyv/88jJyZE8LQeAgIAANGvWDDY2NgUek5ycjOzsbHh4eMDMzAx2dnYYNmyY1LBBTU1NBAQEoEGDBvjuu+8wa9YsrFy5Uq7fX+X9zImoeAr9JLpixYqwtbWVaqtQoQKqVq0qaff19cW8efNgaWkJS0tLzJs3Dzo6OujZs6fM+TZu3AhDQ0N06dIFQN7/FPz9/XH+/Hn8/fffsLGxQaVKlb74dZHiKmjimOy0qsD/T/SUnfa44MllKpeu+60iabGqhUybVroWRMjrCp2SniKzz5mRZ8okGxERfR5mZmaSrtsAUL16dTx9+rTIY5o1aybz+uNJzJydpeebiImJweDBg6XaWrRogRUrVhT6PklJSVIF5uTJkzF58mS0bt0aGzZsAJD3NHf27NlISEhAREQEXr58iczMTLRoIfv/MAAYNWoUhg4ditDQULRv3x4//fSTZLnUK1eu4OTJk1JFar74+HhYWVnJtH88ZLAwlSpVgoeHBwICAjBgwAC8evUKe/fuLXKmbAcHB7Rr1w52dnZwd3eHm5sbunXrJrUyjYODA3R0dCSvmzVrhoyMDDx8+BCmpqbF5iKiz0Ohi2h5+Pn5ITMzE8OGDcOLFy/wzTffIDQ0VOp/EADw5MkTzJs3D2fPnpW0NWnSBOPGjcN3330HQ0NDBAUFlXV8IiIiok+ip6eHly9fyrSnpaXJDFH7eCyuSCQqVS+8jwvJD2eALmyf4grQGjVqICoqSvI6f5Kz1q1bY/To0YiLi8PNmzfRqlUrxMfHIyIiAmlpaWjUqJHM7335Bg4cCHd3d/z1118IDQ3F/PnzsWTJEowcORK5ubn4/vvvsWDBApnjPhwm+CErKyvExMQUeg0f8vHxQbt27RAbG4uIiLz5Mbp3717o/urq6ggLC8PZs2cRGhqKVatWYcqUKbhw4QLMzc2LfC95Cnsi+nwUujt3QcLDw6Xu4olEIvj7+yM5ORlv375FRESEzNNrIG/G7sTERNSoUUOqffr06Xj27BliYmLQpEmTLx2fiIiI6LOqV68eLl++LNN+6dIluboeF+f8+fMyr+vVq1fkMfXr18fp06el2s6ePYv69etLXmtoaEgtOZa/VFT+V34RnT8ues6cOXBwcICenh5cXV0RERFR5HjofCYmJhgyZAhCQkIwbtw4bNy4EQDg5OSEW7duwczMTOp9LSwsCrwpAOR107537x4OHDggs00sFkvdzGjTpg3q1KmDwMBABAQEwNPTs9BiP59IJEKLFi0wc+ZMXLt2DZqamti3b59ke3R0NDIzMyWvz58/D11dXdSqVavI8+b7+DMnotJRuiKaiIiIiP5n2LBhiI+Px/DhwxEdHY179+7h999/x+bNmzFhwoRPPv+ZM2ewcOFCyXmDg4MxevToIo+ZMGECAgMDsW7dOsTGxmLp0qUICQnB+PHjJfuYmZnh+PHjSElJwYsXLwo9V/646G3btknGPtvb2yMrKwvHjx8vdDw0kDfs79ixY0hISMDVq1dx4sQJSSE/fPhwPH/+HF5eXrh48SLu37+P0NBQeHt7F1poenp6onv37vDy8sL8+fNx+fJlPHjwAIcPH0b79u1x8uRJqdwDBgzA2rVrce7cOfj4+BT5mV24cAHz5s3D5cuXkZSUhJCQEKSmpkrdeMjKyoKPjw9u376Nv//+GzNmzMCIESOgpibfr/TyfuZEVDQW0USkNEaPHo2ePXuiZ8+exf4CR0T0tTAzM0NkZCTi4+Ph5uaGxo0bIzAwEIGBgfj5558/+fzjxo3DlStX4OjoiNmzZ2PJkiVwd3cv8pgffvgBK1aswKJFi9CgQQOsX78eW7ZskSp4lyxZgrCwMJiYmMDR0bHI87Vp0wY5OTmS40UikWT5qJYtWxZ6XE5ODoYPH4769eujY8eOsLa2xpo1awDkdR8/c+YMcnJy4O7uDltbW4wePRr6+vqFFqUikQg7duzA0qVLsW/fPri6usLe3h7+/v7o2rWrzOfSv39/vHz5EtbW1oWO286np6eHU6dO4dtvv4WVlRWmTp2KJUuWoFOnTpJ92rVrB0tLS7i4uMDT0xPff/+91DKuxSnJZ05EhVP6MdFE9PVITU3FkydPhI5BRF+h2tNvCB2hSI0aNcLRo0eL3Mff31+m4MpfQzhf/izYH9LT08Pu3bsLPe+HSzB9aOjQoRg6dGihx33//ff4/vvvi8ycb8SIERgxYoRU2/79+2X2a926tVSeVatWFXleS0tLhISEyJUhn5qaGoYMGYIhQ4YUu2+tWrXk7j5dv379Yr+HADBz5kzMnDmzwG0ff/8+Xge6JJ85ERWOT6KJiIiIiIiI5MQimoiIiIiIiEhO7M5NRERERAX6uDswCScwMFDoCET0/1hEE1GhxNriAv9MRERERPS1YhFNRIXKcskSOgIRERERkULhmGgiIiIiIiIiObGIJiIiIiIiIpITi2giIiIiIiIiObGIJiIiIiIiIpITi2giIiIiKpRIJML+/fuFjvHF9O/fHz/88IPQMQSRmJgIkUiEqKgoAEB4eDhEIhHS0tIEzUWk6Dg7NxEREVExWqxqUWbvdWbkGbn3FYlERW7v16/fJ68vnJycjMqVK3/SOYqTmJgIc3NzXLt2DQ0bNvyi7/WxFStWQCz+sss4pqSkYO7cufjrr7/w6NEjGBoaomHDhvD19UWrVq1Qo0YN+Pr6YurUqTLHzp8/H0uWLMHjx4+hqan5RXM2b94cycnJ0NfXB5C3NrWvry+LaqKPsIgmIiIiUlLJycmSP+/evRvTp0/H3bt3JW3a2tqf/B7GxsaffA5Fll8wfimJiYlo0aIFKlWqhIULF8Le3h7v37/HsWPHMHz4cNy5cwe9e/dGYGAgpkyZInNjZMuWLejTp88XL6ABQFNTU+W/30SfA7tzExERESkpY2NjyZe+vj5EIpHktYaGBoYMGYJatWpBR0cHdnZ22Llzp9TxrVu3xqhRo+Dn54cqVarA2NgY/v7+Uvt82J07v/vvnj170KpVK2hra6Nx48a4d+8eLl26BGdnZ+jq6qJjx45ITU2VnCM3NxezZs1CrVq1oKWlhYYNG+Lo0aOS7ebm5gAAR0dHiEQitG7dWq7jCjJu3Dh8//33ktfLly+HSCTCX3/9JWmztrbG+vXrAch25/7zzz9hZ2cHbW1tVK1aFe3bt8fr168l27ds2YL69eujfPnyqFevHtasWVNknmHDhkEkEuHixYvo1q0brKys0KBBA4wdOxbnz58HAPj4+CA+Ph6nTp2SOjYyMhKxsbHw8fEp8NxZWVkYMWIEqlevjvLly8PMzAzz58+XbBeJRFi7di06deoEbW1tmJubIzg4uNCsH3bnDg8Px4ABA/Dy5UuIRCKIRCKZvxtEXysW0UREREQq6O3bt2jUqBEOHz6MmzdvYvDgwejTpw8uXLggtV9QUBAqVKiACxcuYOHChZg1axbCwsKKPPeMGTMwdepUXL16FeXKlYOXlxf8/PywYsUKREZGIj4+HtOnT5fsv2LFCixZsgSLFy/G9evX4e7uji5duiA2NhYAcPHiRQDAP//8g+TkZISEhMh1XEFat26NyMhI5ObmAgAiIiJQrVo1REREAMjrWn3v3j24urrKHJucnAwvLy94e3sjJiYG4eHh8PDwkHT33rhxI6ZMmYK5c+ciJiYG8+bNw7Rp0xAUFFRglufPn+Po0aMYPnw4KlSoILO9UqVKAAA7Ozs0btwYW7ZskdoeEBCAJk2awNbWtsDzr1y5EgcPHsSePXtw9+5dbNu2DWZmZlL7TJs2DT/99BOio6PRu3dveHl5ISYmptDPL1/z5s2xfPly6OnpITk5GcnJyRg/fnyxxxF9DVhEExEREamgmjVrYvz48WjYsCHq1KmDkSNHwt3dXeZJpL29PWbMmAFLS0v07dsXzs7OOH78eJHnHj9+PNzd3VG/fn2MHj0aV69exbRp09CiRQs4OjrCx8cHJ0+elOy/ePFi/Prrr+jRowesra2xYMECNGzYEMuXLwcAGBgYAACqVq0KY2NjVKlSRa7jCuLi4oJXr17h2rVrEIvFiIyMxLhx4xAeHg4AOHnyJIyMjFCvXj2ZY5OTk5GdnQ0PDw+YmZnBzs4Ow4YNg66uLgBg9uzZWLJkCTw8PGBubg4PDw+MGTNG8lT7Y3FxcRCLxQW+18e8vb3x559/IiMjAwCQkZGB4ODgQp9CA0BSUhIsLS3RsmVLmJqaomXLlvDy8pLa5+eff8bAgQNhZWWF2bNnw9nZGatWrSo2j6ampkzvhvzPgehrxyKaiIiISAXl5ORg7ty5sLe3R9WqVaGrq4vQ0FAkJSVJ7Wdvby/1unr16nj69GmR5/7wGCMjIwB5T1M/bMs/R3p6Oh4/fowWLaQnZ2vRokWRT0TlOW7evHnQ1dWVfCUlJUFfXx8NGzZEeHg4bty4ATU1Nfzyyy+Ijo7Gq1evEB4eXuBTaABwcHBAu3btYGdnh59//hkbN27EixcvAACpqal4+PAhfHx8pN5zzpw5iI+PL/B8+U+wi5sADgC8vLyQm5uL3bt3A8gb4y4Wi9GjR49Cj+nfvz+ioqJgbW2NUaNGITQ0VGafZs2aybyW50k0ERWORTQRERGRClqyZAmWLVsGPz8/nDhxAlFRUXB3d0dWVpbUfhoaGlKvRSKRpCt0YT48Jr9A/Ljt43N8XEiKxWK5isuijhsyZAiioqIkXzVq1ACQ16U7PDwcERERcHV1ReXKldGgQQOcOXMG4eHhkjHXH1NXV0dYWBj+/vtv2NjYYNWqVbC2tkZCQoLkejZu3Cj1njdv3pSMbf6YpaUlRCKRXEWrvr4+unXrJunSvWXLFnTr1g16enqFHuPk5ISEhATMnj0bmZmZ8PT0RLdu3Yp9L3k+dyIqHItoIiIiIhUUGRmJrl27onfv3nBwcECdOnWKHEv8pejp6aFGjRo4ffq0VPvZs2dRv359AJDMPJ2Tk1Oi46pUqQILCwvJV7lyeQvP5I+LPnHihKRgdnV1xa5duwodD51PJBKhRYsWmDlzJq5duwZNTU3s27cPRkZGqFmzJu7fvy/1nhYWFpKJ0T5WpUoVuLu74/fff5eanCzfx0tH+fj44MyZMzh8+DDOnDlTZFfuDz+n7t27Y+PGjdi9ezf27t2L58+fS7Z/XOCfP39eru7lQN735cPvCRHl4RJXRERERCrIwsICe/fuxdmzZ1G5cmUsXboUKSkpkgK0LE2YMAEzZsxA3bp10bBhQ2zZsgVRUVHYvn07AMDQ0BDa2to4evQoatWqhfLly0NfX7/Y4wqTPy760KFDmDNnDoC8wvqnn36CgYEBbGxsCjzuwoULOH78ONzc3GBoaIgLFy4gNTVV8pn5+/tj1KhR0NPTQ6dOnfDu3TtcvnwZL168wNixYws855o1a9C8eXM0adIEs2bNgr29PbKzsxEWFoa1a9dKPaV2dXWFhYUF+vbtCwsLC7i4uBR5ncuWLUP16tXRsGFDqKmpITg4GMbGxpIJywAgODgYzs7OaNmyJbZv346LFy9i8+bNRZ43n5mZGTIyMnD8+HE4ODhAR0cHOjo6ch1LpMpYRBMRERGpoGnTpiEhIQHu7u7Q0dHB4MGD8cMPP+Dly5dlnmXUqFFIT0/HuHHj8PTpU9jY2ODgwYOwtLQEAJQrVw4rV67ErFmzMH36dLRq1Qrh4eHFHlcYfX19ODo6IikpSVIwt2rVCrm5uUU+hdbT08OpU6ewfPlypKenw9TUFEuWLEGnTp0AAAMHDoSOjg4WLVoEPz8/VKhQAXZ2dvD19S30nObm5rh69Srmzp2LcePGITk5GQYGBmjUqBHWrl0rs7+3tzcmT56MCRMmFPexQldXFwsWLEBsbCzU1dXRuHFjHDlyBGpq/+tsOnPmTOzatQvDhg2DsbExtm/fXuhNhI81b94cQ4YMQffu3fHs2TPMmDGDy1wRARCJ82c8oBJJT0+Hvr4+Xr58KTVWpdGErSU+176Ki0p8jFflwsfHFOXMyDNy7afI11HW1zD+fFU8e6cOAKiqlYPFTZ/J7KNo13FlUV+Ztp49e+LJkycA8iZ82bFjh9T2FqtayBxTnC95DYDsdRR3DYDiXYci/nwTfc0K+/83kLckVEJCAszNzVG+fHmBEhJ9PiKRCPv27ZNaB5uICifv/wc4JpqIiIiIiIhITiyiiYiIiIiIiOTEMdFERERERCqIozaJvgw+iSYiIiIiIiKSE4toIiIiIiIiIjmxiCYiIiL6QG5urtARiIhIAPL++88x0UREREQANDU1oaamhsePH8PAwACampoQiURCxyIioi9MLBYjKysLqampUFNTg6amZpH7s4gmIiIiAqCmpgZzc3MkJyfj8ePHQschIqIypqOjg9q1a0NNregO2yyiiUhhJc2yk3qdnVYVgPr///mxzHYAQGW9MkhGRKpKU1MTtWvXRnZ2NnJycoSOQ0REZURdXR3lypWTqwcSi2giIiKiD4hEImhoaEBDQ0PoKEREpIA4sRgRERERERGRnFhEExEREREREcmJRTQRERERERGRnDgmmqgYVbRyCvwzERERERF9fVhEExVjsmOa0BGIiIiIiEhBsDs3ERERERERkZxYRBMRERERERHJid25iVRQ0iw7mbbstKoA1P//z49l96msVwbJiIiIiIiUG59EExEREREREcmJRTQRERERERGRnFhEExEREREREcmJRTQRERERERGRnFhEExEREREREcmJRTQRERERERGRnFhEExEREREREcmJRTQRERERERGRnFhEExEREREREcmJRTQRERERERGRnFhEExEREREREcmJRTQRERERERGRnFhEExEREREREcmJRTQRERERERGRnMoJHYCISF5VtHIK/DMRERERUVlhEU1ESmOyY5rQEYiIiIjoK8fu3ERERERERERyYhFNREREREREJCcW0URERERERERyYhFNREREREREJCcW0URERERERERyUugiev78+WjcuDEqVqwIQ0ND/PDDD7h7967UPmKxGP7+/qhRowa0tbXRunVr3Lp1S2qfsWPHokqVKqhduzZ27doltW3Pnj34/vvvv/i1EBERERERkfJT6CI6IiICw4cPx/nz5xEWFobs7Gy4ubnh9evXkn0WLlyIpUuXYvXq1bh06RKMjY3RoUMHvHr1CgBw6NAh7NixA6GhoViwYAEGDBiAZ8+eAQDS0tIwZcoU/P7774JcHxERERERESkXhS6ijx49iv79+6NBgwZwcHDAli1bkJSUhCtXrgDIewq9fPlyTJkyBR4eHrC1tUVQUBDevHmDHTt2AABiYmLQunVrODs7w8vLC3p6erh//z4AwM/PD8OGDUPt2rUFu0YiIiIiIiJSHuWEDlASL1++BABUqVIFAJCQkICUlBS4ublJ9tHS0oKrqyvOnj2LX375BQ4ODtiwYQNevHiB+/fvIzMzExYWFjh9+jSuXr2KtWvXyvXe7969w7t37ySv09PTAQA5OTnIycmRtKuLSn5duSL1Eh+jjpIfA0Aqa5HnV+DrULRrAJTzOj7eR9GuAfh6/0596Z9voq8Zf06IiOhTKU0RLRaLMXbsWLRs2RK2trYAgJSUFACAkZGR1L5GRkZ48OABAMDd3R29e/dG48aNoa2tjaCgIFSoUAFDhw5FYGAg1q5di1WrVqFatWrYsGEDGjRoUOD7z58/HzNnzpRpj4+Ph66uruR1SxOtEl/bE03XEh/TVLvk7wMAsbGxcu2nyNehaNcAKMd15KjfBfD+//9cHk8MpfdRtGsAvt6/U1/655voa5aRkSF0BCIiUnJKU0SPGDEC169fx+nTp2W2iUTSj4fEYrFUm7+/P/z9/aVet2/fHhoaGpgzZw5u3LiBw4cPo2/fvpKu4h+bNGkSxo4dK3mdnp4OExMT1K1bF3p6epL20wEXS3xtoypGlPiY85X0it+pAPMt58u1nyJfh6JdA6Ac16GeUwn4/yec6jlvYfRUeh9Fuwbg6/079aV/vom+Zvk9yYiIiEpLKYrokSNH4uDBgzh16hRq1aolaTc2NgaQ90S6evXqkvanT5/KPJ3Od+fOHWzfvh3Xrl1DQEAAXFxcYGBgAE9PT3h7eyM9PV2qKM6npaUFLS3Zp0Pq6upQV/9f18scccmvT01c8q5lOShdd7QPsxZ5fgW+DkW7BkA5r+PjfRTtGoCv9+/Ul/75Jvqa8eeEiIg+lUJPLCYWizFixAiEhITgxIkTMDc3l9pubm4OY2NjhIWFSdqysrIQERGB5s2bF3i+wYMHY8mSJdDV1UVOTg7ev8/r3pr/39zc3C94RURERERERKTMFPpJ9PDhw7Fjxw4cOHAAFStWlIyB1tfXh7a2NkQiEXx9fTFv3jxYWlrC0tIS8+bNg46ODnr27Clzvo0bN8LQ0BBdunQBALRo0QL+/v44f/48/v77b9jY2KBSpUpleYlEREpp9OjRSE1NBQAYGBhgxYoVX/Q4IiIiIkWh0EV0/szZrVu3lmrfsmUL+vfvDyBvmarMzEwMGzYML168wDfffIPQ0FBUrFhR6pgnT55g3rx5OHv2rKStSZMmGDduHL777jsYGhoiKCjoi14PEZGqSE1NxZMnT8rsOCIiIiJFodBFtFhc/ABEkUgkM3FYQYyMjJCYmCjTPn36dEyfPr2UCYmIiIiIiOhrotBFNBF9PlW0cgr8MxERERERyY9FNNFXYrJjmtARiIiIiIiUnkLPzk1ERERERESkSFhEExEREREREcmJRTQRERERERGRnFhEExEREREREcmJRTQRERERERGRnFhEExEREREREcmJRTQRERERERGRnFhEExEREREREcmJRTQRERERERGRnFhEExEREREREcmJRTQRERERERGRnFhEExEREREREcmJRTQRERERERGRnFhEExEREREREcmJRTQRERERERGRnFhEExEREREREcmJRTQRERERERGRnFhEExEREREREcmJRTQRERERERGRnFhEExEREREREcmJRTQRERERERGRnFhEExEREREREcmpnNABiIhINbVY1UKmTStdCyKIAAAp6Sky+5wZeaZMshERERGVFp9EExEREREREcmJRTQRERERERGRnFhEExEREREREcmJRTQRERERERGRnFhEExEREREREcmJs3MTEVGxkmbZSb3OTqsKQP3///xYZjsAoLJeGSQjIiIiKlt8Ek1EREREREQkJxbRRERERERERHJiEU1EREREREQkJ46JJiL6yo0ePRqpqakAAAMDA6xYsULgRERERESKi0U0EdFXLjU1FU+ePBE6BhEREZFSYHduIiIiIiIiIjmxiCYiIiIiIiKSE4toIiIiIiIiIjmxiCYiIiIiIiKSE4toIiIiIiIiIjmxiCYiIiIiIiKSE4toIiIiIiIiIjmxiCYiIiIiIiKSE4toIiIiIiIiIjmxiCYiIiIiIiKSE4toIiIiIiIiIjmxiCYiIiIiIiKSUzmhAxARUdlqNGGr1Gu9FxmSO6rJLzJktgPAvoplEIyIiIhICbCIJiKiMiPWFhf4ZyIiIiJlwSKaiIjKTJZLltARiIiIiD4Jx0QTERERERERyYlFNBEREREREZGcWEQTERERERERyYlFNBEREREREZGcOLEYERGVWBWtnAL/TERERKTqWEQTEVGJTXZMEzoCERERkSDYnZuIiIiIiIhITiyiiYiIiIiIiOTEIpqIiIiIiIhITiyiiYiIiIiIiOTEIpqIiIiIiIhITipTRK9Zswbm5uYoX748GjVqhMjISMm2xYsXw8jICEZGRli2bJnUcRcuXECjRo2Qk8MlWojo65SrUQG5mv//pVFB6DhERERECk0llrjavXs3fH19sWbNGrRo0QLr169Hp06dcPv2bbx8+RLTp0/H4cOHIRaL0blzZ3To0AG2trZ4//49hgwZgg0bNkBdXV3oyyAiEkSGdSehIxAREREpDZUoopcuXQofHx8MHDgQALB8+XIcO3YMa9euhaOjI+zt7dG2bVsAgL29PWJiYmBra4tFixbBxcUFjRs3FjI+ERERERERKQmlL6KzsrJw5coVTJw4Uardzc0NZ8+eRd++fXHv3j0kJSVBLBbj3r17sLW1RVxcHAIDA3HlyhWBkhMREREREZGyUfoi+r///kNOTg6MjIyk2o2MjJCSkoL69etj3rx56NChAwBg/vz5qF+/Ptq3b4+FCxfi2LFj8Pf3h4aGBlasWAEXF5cC3+fdu3d49+6d5PXLly8BAC9evJAeT52VWeJrePmu+H0+Js4Ul/wg5OWViwJfh6JdA6Aa16Fo1wCoxnXw57tk5L4GolJKT08HAIjFpfs5IyIiEomV/P8ijx8/Rs2aNXH27Fk0a9ZM0j537lz88ccfuHPnjswxgYGBOHDgANatWwdra2tcunQJ//77L3r16oWEhARoaWnJHOPv74+ZM2d+0WshIiKisvHw4UPUqlVL6BhERKSElP5JdLVq1aCuro6UlBSp9qdPn8o8nQbynlzPmjULp06dwoULF2BlZQVLS0tYWlri/fv3uHfvHuzs7GSOmzRpEsaOHSt5nZubi+fPn6Nq1aoQiUSf/8KQd7fcxMQEDx8+hJ6e3hd5jy9NFa4B4HUoElW4BkA1rkMVrgHgdSiSsrgGsViMV69eoUaNGl/k/EREpPqUvojW1NREo0aNEBYWhh9//FHSHhYWhq5du8rs7+vrizFjxqBWrVq4dOkS3r9/L9mWnZ1d6FJXWlpaMk+oK1Wq9Hkuohh6enpK+wtRPlW4BoDXoUhU4RoA1bgOVbgGgNehSL70Nejr63+xcxMRkepT+iIaAMaOHYs+ffrA2dkZzZo1w4YNG5CUlIQhQ4ZI7RcWFobY2Fhs3boVANCkSRPcuXMHf//9Nx4+fAh1dXVYW1sLcQlERERERESkBFSiiO7evTuePXuGWbNmITk5Gba2tjhy5AhMTU0l+2RmZmLEiBHYvXs31NTUAAA1a9bEqlWrMGDAAGhpaSEoKAja2tpCXQYREREREREpOJUoogFg2LBhGDZsWKHbtbW1cffuXZn2gQMHStaXVjRaWlqYMWNGgROdKQtVuAaA16FIVOEaANW4DlW4BoDXoUhU4RqIiEj1Kf3s3ERERERERERlRU3oAERERERERETKgkU0ERERERERkZxYRBMRERERERHJiUW0AklISBA6ApFCe/v2rdARiIiIiOgrxyJagVhYWKBNmzbYtm2b0hULsbGx8PLyQnp6usy2ly9fomfPnrh//74AyT5NVlYW/v33XyQlJUl9UdnJzc3F7NmzUbNmTejq6kr+Hk2bNg2bN28WOJ38+vfvj1OnTgkdo1RycnJw/fp1ZGZmymx78+YNrl+/jtzcXAGSld7x48cxefJkDBw4EN7e3lJfiiw9PV3uL2WRlpaGTZs2YdKkSXj+/DkA4OrVq3j06JHAyYiIiAqmMktcqYLo6GgEBARg3LhxGDFiBLp37w4fHx80adJE6GjFWrRoEUxMTKCnpyezTV9fHyYmJli0aBHWrl0rQLqSi42Nhbe3N86ePSvVLhaLIRKJkJOTI1Cy4o0dO1bufZcuXfoFk3wec+bMQVBQEBYuXIhBgwZJ2u3s7LBs2TL4+PgImE5+r169gpubG0xMTDBgwAD069cPNWvWFDqWXP744w+sXr0aFy5ckNmmpaUFb29v+Pr6onfv3gKkK7mZM2di1qxZcHZ2RvXq1SESiYSOJLdKlSoVm1cZ/p3Kd/36dbRv3x76+vpITEzEoEGDUKVKFezbtw8PHjzA1q1bhY5IREQkg0tcKaDs7GwcOnQIgYGB+Pvvv2FpaQkfHx/06dMHBgYGQscrUL169fDHH3+gcePGBW6/cuUKevbsWeBa3YqoRYsWKFeuHCZOnFjgL9kODg4CJStemzZt5NpPJBLhxIkTXzjNp7OwsMD69evRrl07VKxYEdHR0ahTpw7u3LmDZs2a4cWLF0JHlNuzZ8+wbds2BAYG4ubNm2jfvj18fHzQtWtXaGhoCB2vUK1atcLw4cPRo0ePArfv2bMHq1evVpon7dWrV8fChQvRp08foaOUWEREhNz7urq6fsEkn0f79u3h5OSEhQsXSv18nz17Fj179kRiYqLQEYmIiGSwiFZg7969w5o1azBp0iRkZWVBQ0MD3bt3x4IFC1C9enWh40nR1tbGnTt3YGpqWuD2Bw8eoH79+njz5k0ZJyudChUq4MqVK6hXr57QUb56H/7d+vCX7Nu3b6NJkybIyMgQOmKpXLt2DQEBAdi0aRN0dXXRu3dvDBs2DJaWlkJHk2FoaIiLFy/CzMyswO0JCQlo0qQJUlNTyzZYKVWtWhUXL15E3bp1hY7y1dPX18fVq1dRt25dqZ/vBw8ewNraWumGNhER0deBY6IV0OXLlzFs2DBUr14dS5cuxfjx4xEfH48TJ07g0aNH6Nq1q9ARZejr6yM+Pr7Q7XFxcQV29VZUNjY2+O+//4SOQQAaNGiAyMhImfbg4GA4OjoKkOjTJScnIzQ0FKGhoVBXV8e3336LW7duwcbGBsuWLRM6nozXr18XOcb21atXSnODDAAGDhyIHTt2CB2jVK5fvy73lzIoX758gX+37t69q7A9r4iIiDgmWoEsXboUW7Zswd27d/Htt99i69at+Pbbb6Gmlnevw9zcHOvXr1fIp6MuLi5YtWoV2rZtW+D2lStXolWrVmWcqvQWLFgAPz8/zJs3D3Z2djJdbRX5hoCHh4fc+4aEhHzBJJ/HjBkz0KdPHzx69Ai5ubkICQnB3bt3sXXrVhw+fFjoeHJ7//49Dh48iC1btiA0NBT29vYYM2YMevXqhYoVKwIAdu3ahaFDh2LMmDECp5VmaWmJs2fPwt7evsDtp0+fVsgn6IV5+/YtNmzYgH/++Qf29vYyP9+KPFdAw4YNIRKJUFwnMmUZE921a1fMmjULe/bsAZCXOykpCRMnTsRPP/0kcDoiIqKCsTu3ArG0tIS3tzcGDBgAY2PjAvfJysrCzp070a9fvzJOV7Rr166hWbNm6Ny5M/z8/GBtbQ0AuHPnDhYuXIi//voLZ8+ehZOTk8BJ5ZN/4+LjsdDKMGHPgAED5N53y5YtXzDJ53Ps2DHMmzcPV65cQW5uLpycnDB9+nS4ubkJHU1u1apVQ25uLry8vDBo0CA0bNhQZp8XL17AyclJ4Za7W7hwIRYuXIgTJ07IFNLR0dFo164d/Pz84OfnJ1DCkilq3gBFnyvgwYMHcu9b2PAaRZKeni7pifHq1SvUqFEDKSkpaNasGY4cOYIKFSoIHZGIiEgGi2j6bA4fPgxvb288e/ZMqr1q1arYtGkTunTpIlCykitu8h5lmLBHFWRnZ2Pu3Lnw9vaGiYmJ0HE+yR9//IGff/4Z5cuXFzpKib1//x5ubm44ffo02rdvj3r16kEkEiEmJgb//PMPWrRogbCwMIWeHI0U24kTJ3D16lXJTbL27dsLHYmIiKhQLKIVyJYtW6Crq4uff/5Zqj04OBhv3rxRuKfPBcnMzMTRo0cRFxcHsVgMKysruLm5QUdHR+hopKR0dXVx8+bNQie1UhYvX75ETk4OqlSpItX+/PlzlCtXTqGHCAB5hfSyZcuwY8cOxMbGSn6+e/bsCV9fX2hqagodsVT+/fdfiEQipVlurCC3b99GUlISsrKypNoV/cZldnY2ypcvj6ioKNja2godh4iISG4sohWItbU11q1bJ9PVMCIiAoMHD1aa5aFURVpaGjZv3oyYmBiIRCLY2NjA29sb+vr6QkcrkT///BN79uwp8Jfsq1evCpRKfj/88AN++OEH9O/fX+gon6RTp074/vvvMWzYMKn2devW4eDBgzhy5IhAyb4+ubm5mDNnDpYsWSKZ3b1ixYoYN24cpkyZIhnOoeju37+PH3/8ETdu3JAaJ50/DEWRh53kq1u3LkJCQhR62UAiIqKPcWIxBfLgwQOYm5vLtJuamiIpKUmARPKbNWtWge36+vqwtraGm5ub0vxiCuTNkO7u7g5tbW00adIEYrEYS5cuxdy5cxEaGqo0Y7tXrlyJKVOmoF+/fjhw4AAGDBiA+Ph4XLp0CcOHDxc6nlw6deqESZMm4ebNm2jUqJHMGElFf9qW78KFCwVOWNW6dWtMmTJFgERfrylTpmDz5s347bff0KJFC4jFYpw5cwb+/v54+/Yt5s6dK3REuYwePRrm5ub4559/UKdOHVy8eBHPnj3DuHHjsHjxYqHjyWXq1KmYNGkStm3bJtNLg4iISFHxSbQCqV27NlavXi1TFBw4cADDhw/Hv//+K1Cy4hW21FBaWhoePXqEBg0a4NixYzA0NCzjZKXTqlUrWFhYYOPGjShXLu9eU3Z2NgYOHIj79+/j1KlTAieUT7169TBjxgx4eXlJrcE6ffp0PH/+HKtXrxY6YrGKuvmi6JO8fahChQo4f/487OzspNpv3LiBb775RqGXiFJTU5OZZA/Im6Xe2toafn5+JZoVXmg1atTAunXrCvy3dtiwYXj06JFAyUqmWrVqksne9PX1cfHiRVhbW+PEiRMYN24crl27JnTEYjk6OiIuLg7v37+HqampzE0yZegtQ0REXx8+iVYgPXr0wKhRo1CxYkW4uLgAyOvKPXr0aPTo0UPgdEUr6pe15ORk9OzZE5MnT8amTZvKMFXpXb58WaqABoBy5crBz88Pzs7OAiYrmaSkJDRv3hwAoK2tjVevXgEA+vTpg6ZNmypFEZ2bmyt0hM+icePG2LBhA1atWiXVvm7dOjRq1EigVPLZt29fge1paWm4ePEievfujaCgIJn5HBTV8+fPC1wqsF69enj+/LkAiUonJycHurq6APIK6sePH8Pa2hqmpqZKM/znhx9+EDoCERFRibGIViBz5szBgwcP0K5dO0nxlpubi759+2LevHkCpyu96tWrY86cOejTp4/QUeSmp6eHpKQkmV+0Hz58KFnTVxkYGxvj2bNnMDU1hampKc6fPw8HBwckJCQUu84sfV5z585F+/btJUtCAcDx48dx6dIlhIaGCpyuaF27di10W79+/WBjY4PFixcrTRHt4OCA1atXY+XKlVLtq1evVqqxuba2trh+/Trq1KmDb775BgsXLoSmpiY2bNiAOnXqCB1PLjNmzBA6AhERUYmxO7cCunfvHqKjo6GtrQ07OzulWOuzOImJibC1tZVM4qPoRo0ahX379mHx4sVo3rw5RCIRTp8+jQkTJuCnn37C8uXLhY4ol4EDB8LExAQzZszAunXrMHbsWLRo0QKXL1+Gh4cHNm/eLHREuURERGDx4sWSSd7q16+PCRMmoFWrVkJHK5GoqCgsWrQIUVFR0NbWhr29PSZNmgRLS0uho32S2NhYNGnSBC9evBA6ilwiIiLw3XffoXbt2mjWrBlEIhHOnj2Lhw8f4siRI0rz9+rYsWN4/fo1PDw8cP/+fXTu3Bl37txB1apVsXv3brRt21boiHK7cuWK1CSOhQ0RIiIiUgQsoqlMHDhwAFOmTMHNmzeFjiKXrKwsTJgwAevWrUN2djYAQENDA0OHDsVvv/0GLS0tgRPKJzc3F7m5uZKeDXv27MHp06dhYWGBIUOGKMWyRNu2bcOAAQPg4eEhmQTq7Nmz2LdvHwIDA9GzZ0+hI371rl+/Dnd3dyQnJwsdRW6PHz/G77//jjt37kAsFsPGxgbDhg1DjRo1hI72SZ4/f47KlSsXOIZdET19+hQ9evRAeHg4KlWqBLFYjJcvX6JNmzbYtWsXDAwMhI5IREQkg0W0gvn3339x8ODBApcjKmhmX0WRnp5eYPvLly9x6dIljBs3DgMHDlS6WYjfvHmD+Ph4iMViWFhYcL1rAdSvXx+DBw/GmDFjpNqXLl2KjRs3IiYmRqBkpZeZmYn3799LtSn6OtFFGTlyJOLj47lMVxlT9rXHAaB79+6Ij4/HH3/8gfr16wPIW/e6X79+sLCwwM6dOwVOSEREJItFtAI5fvw4unTpAnNzc9y9exe2trZITEyEWCyGk5MTTpw4IXTEQhU2ey+QN4PyL7/8guXLl0NDQ6OMk33dtmzZAl1dXZmxqsHBwXjz5g369esnUDL5aWlp4datW7CwsJBqj4uLg62tLd6+fStQspJ58+YN/Pz8sGfPHjx79kxmuyLPMj527NgC21++fInLly8jPj4ekZGRCt0F9/r167C1tYWamhquX79e5L729vZllOrTqMLa4/r6+vjnn3/QuHFjqfaLFy/Czc0NaWlpwgQjIiIqAicWUyCTJk3CuHHjMGvWLFSsWBF79+6FoaEhevXqhY4dOwodr0gnT54ssF1PTw+WlpaSGWQVmYeHBwIDA6Gnp1fscj0hISFllOrT/Pbbb1i3bp1Mu6GhIQYPHqwURbSJiQmOHz8uU0QfP34cJiYmAqUquQkTJuDkyZNYs2YN+vbti99//x2PHj3C+vXr8dtvvwkdr0iFzb6vp6eHjh07YtiwYQo/d0PDhg2RkpICQ0NDNGzYECKRqMDJ9ZRp2TRVWHs8Nze3wJurGhoaKjMzPxERqR4W0QokJiZG0nWtXLlyyMzMhK6uLmbNmoWuXbti6NChAicsnKura7H7REVFoWHDhl8+TCnp6+tLnqbr6+sLnObzePDgAczNzWXaTU1NkZSUJECikhs3bhxGjRqFqKgoqUneAgMDsWLFCqHjye3QoUPYunUrWrduDW9vb8la5Kampti+fTt69eoldMRCFXaTTJkkJCRIxtcmJCQInObzePfunWTOhg+9f/8emZmZAiQqubZt22L06NHYuXOnZDz6o0ePMGbMGMks9kRERIqGRbQCqVChAt69ewcAqFGjBuLj49GgQQMAwH///SdktFJ7+fIltm/fjk2bNiE6Olqhn/Bs2bKlwD8rM0NDQ1y/fh1mZmZS7dHR0ahataowoUpo6NChMDY2xpIlS7Bnzx4AeeOkd+/eXeTSS4rm+fPnkhsaenp6kvWIW7ZsqdA3yIqTm5uLv/76C5s3b8b+/fuFjlOoD5+UK/pTc3kp89rj+VavXo2uXbvCzMwMJiYmEIlESEpKgp2dHbZt2yZ0PCIiogKxiFYgTZs2xZkzZ2BjY4PvvvsO48aNw40bNxASEoKmTZsKHa9ETpw4gYCAAISEhMDU1BQ//fST0iynBORN/CQWiyUTiT148AD79u2DjY0N3NzcBE4nvx49emDUqFGoWLEiXFxcAOQt7zN69Gj06NFD4HTy+/HHH/Hjjz8KHeOT1KlTB4mJiTA1NYWNjQ327NmDJk2a4NChQ6hUqZLQ8UosNjYWAQEBCAoKwosXL+Du7i50JLkFBQWhWrVq+O677wAAfn5+2LBhA2xsbLBz506lKbKVee3xfCYmJrh69SrCwsKkZkpv37690NGIiIgKxYnFFMj9+/eRkZEBe3t7vHnzBuPHj5csR7Rs2TKF/8Xu33//RWBgIAICAvD69Wt4enpi3bp1iI6Oho2NjdDxSsTNzQ0eHh4YMmQI0tLSYG1tDU1NTfz3339YunSp0jw5zMrKQp8+fRAcHCxZ5io3Nxd9+/bFunXrlGKJq0uXLiE3NxfffPONVPuFCxegrq4OZ2dngZKVzLJly6Curo5Ro0bh5MmT+O6775CTk4Ps7GwsXboUo0ePFjpisTIzM7Fnzx5s3rwZ58+fR05ODpYtWwZvb2+lmPcgn7W1NdauXYu2bdvi3LlzaNeuHZYvX47Dhw+jXLlySjPnAZA3TGbhwoWIjo5WqbXHiYiIFBmLaAWRk5OD06dPw97eHpUrVxY6Tol9++23OH36NDp37iyZCE1dXR0aGhpKWURXq1YNERERaNCgATZt2oRVq1bh2rVr2Lt3L6ZPn650yyrdu3dP8ku2nZ2dwt+Q+VCTJk3g5+eHbt26SbWHhIRgwYIFuHDhgkDJPk1SUhIuX76MunXrwsHBQeg4Rbp48SI2bdqE3bt3w8rKCr1790aPHj1Qq1Ytpfz51tHRwZ07d1C7dm38+uuvSE5OxtatW3Hr1i20bt0aqampQkf8aowaNQoWFhYYNWqUVPvq1asRFxeH5cuXCxOMiIioCGpCB6A86urqcHd3V9rlPEJDQzFw4EDMnDkT3333HdTV1YWO9EnevHmDihUrAsi7Ng8PD6ipqaFp06Z48OCBwOlKzszMDPb29ujYsaNSFdBA3pqxTk5OMu2Ojo64ffu2AIlK7v3792jTpg3u3bsnaatduzY8PDwUvoAGgObNm6NChQq4ePEiLl26hNGjR8PIyEjoWKWmq6srWWYsNDRU0nW4fPnySjMhV774+HhMnToVPXv2xNOnTwEAR48exa1btwROJp+9e/eiRYsWMu3NmzfHn3/+KUAiIiKi4rGIViB2dna4f/++0DFKJTIyEq9evYKzszO++eYbrF69Wqmf5lhYWGD//v14+PAhjh07JhkH/fTpU+jp6QmcTn5v3ryBj48PdHR00KBBA8mM3KNGjVL4ZZXyaWlp4cmTJzLtycnJki7qik5DQwM3b94sdC11Rde2bVts3rwZs2bNwtGjRwtcGkqZdOjQAQMHDsTAgQNx7949ydjoW7duyUzCp8giIiJgZ2eHCxcuYO/evcjIyACQtyb2jBkzBE4nn2fPnhW4GoKenp7STqhJRESqj0W0Apk7dy7Gjx+Pw4cPIzk5Genp6VJfiqxZs2bYuHEjkpOT8csvv2DXrl2oWbMmcnNzERYWhlevXgkdsUSmT5+O8ePHw8zMDN988w2aNWsGIO+plaOjo8Dp5Ddp0iRER0cjPDwc5cuXl7S3b98eu3fvFjCZ/Dp06IBJkybh5cuXkra0tDRMnjwZHTp0EDBZyfTt21epJtf7UGhoKG7dugVra2sMHToU1atXl4zhVsYbA7///juaNWuG1NRU7N27VzJT/ZUrV+Dl5SVwOvlNnDgRc+bMQVhYmNT8Bm3atMG5c+cETCY/CwsLHD16VKb977//Rp06dQRIREREVDyOiVYgamr/u6fx4S+mYrEYIpFIoZeHKsjdu3exefNm/PHHH0hLS0OHDh1w8OBBoWPJLSUlBcnJyXBwcJB8by5evAg9PT3Uq1dP4HTyMTU1xe7du9G0aVNUrFgR0dHRqFOnDuLi4uDk5KTwN2eAvDVjXVxc8OzZM8kNjKioKBgZGSEsLAwmJiYCJ5TPyJEjsXXrVlhYWMDZ2RkVKlSQ2r506VKBkpVcWFgYAgICsH//fpiYmKBbt27o1q1bgd3u6cvR1dXFjRs3YG5uLvXznZiYiHr16uHt27dCRyxWQEAARowYgQkTJqBt27YA8mYYX7JkCZYvX45BgwYJnJCIiEgWi2gFEhERUeR2V1fXMkryeeXk5ODQoUMICAhQqiJaFejo6ODmzZuoU6eO1C/Z0dHRcHFxkXq6q8hev36N7du3S81A7OXlBQ0NDaGjya1NmzaFbhOJRDhx4kQZpvk8Xrx4gW3btiEgIADXr19X6Bt9169fh62tLdTU1HD9+vUi97W3ty+jVJ+mVq1a2LNnD5o3by71871v3z6MHz8e8fHxQkeUy9q1azF37lw8fvwYQN4cDv7+/ujbt6/AyYiIiArGIpro/3l4eCAwMBB6enrw8PAocl9lWQLH1dUV3bp1w8iRI1GxYkVcv34d5ubmGDFiBOLi4grsRklUGlevXlXoJ9FqampISUmBoaEh1NTUIBKJpMZ2579Wpl4/fn5+OHfuHIKDg2FlZYWrV6/iyZMn6Nu3L/r27as046LzpaamQltbW6mWSyMioq+TcszK85U4depUkdtdXFzKKMnXSV9fX9KNvqCJbpTR/Pnz0bFjR9y+fRvZ2dlYsWIFbt26hXPnzhXb80FRBAUFoVq1apLJn/z8/LBhwwbY2Nhg586dSjfbuKpS5AIaABISEmBgYCD5syqYO3cu+vfvj5o1a0IsFsPGxgY5OTno2bMnpkyZInQ8uWRmZkIsFkNHRwcGBgZ48OABNm3aBBsbG8mEjkRERIqGT6IVyIdjovN9ODZaWZ6OkGK5ceMGFi9ejCtXriA3NxdOTk749ddfYWdnJ3Q0uVhbW2Pt2rVo27Ytzp07h3bt2mH58uU4fPgwypUrpzS9Atq0aVPkJFzK2J2bFEN8fDyuXbuG3NxcODo6wtLSUuhIcnNzc4OHhweGDBmCtLQ0WFtbQ1NTE//99x+WLl2KoUOHCh2RiIhIBp9EK5AXL15IvX7//j2uXbuGadOmYe7cuQKl+jolJCQgOztb5pfR2NhYaGhoKNUyOHZ2dggKCpJp//PPP9GtWzcBEpXMw4cPYWFhAQDYv38/unXrhsGDB6NFixZo3bq1sOFKoGHDhlKv379/j6ioKNy8eRP9+vUTJtRXav78+TAyMoK3t7dUe0BAAFJTU/Hrr78KlKx06tati7p160peh4SEwN/fv9ix34rg6tWrWLZsGYC8f5OMjY1x7do17N27F9OnT2cRTUREColFtAIpqAtxhw4doKWlhTFjxuDKlSsCpPo69e/fH97e3jJF9IULF7Bp0yaEh4cLE6wEsrOzcffuXWhoaMDKykrSfuDAAUyfPh137txRiiJaV1cXz549Q+3atREaGooxY8YAAMqXL4/MzEyB08kvv1D4mL+/v2R9Xyob69evx44dO2TaGzRogB49eihFEb1x40aEhoZCQ0MDo0ePxjfffIMTJ05g3LhxuHv3Lvr06SN0RLm8efMGFStWBJC3lJqHhwfU1NTQtGlTPHjwQOB0REREBeM60UrAwMAAd+/eFTpGka5cuYI2bdoUuGTSy5cv0aZNG0RHRwuQrHSuXbuGFi1ayLQ3bdoUUVFRZR+ohG7fvg0rKyvY29ujfv368PDwwJMnT+Dq6op+/fqhQ4cOiIuLEzqmXDp06ICBAwdi4MCBuHfvnmRs9K1bt5SqR0BhevfujYCAAKFjFCkzMxMHDx4scL339PR0HDx4EO/evRMgWemkpKSgevXqMu0GBgZITk4WIFHJLF68GMOHD0dCQgIOHDiAtm3bYt68efD09MQPP/yApKQkrF+/XuiYcrGwsMD+/fvx8OFDHDt2TDIO+unTp9DT0xM4HRERUcFYRCuQ69evS31FR0fj6NGjGDp0KBwcHISOV6QlS5agbdu2Bf7So6+vjw4dOmDRokUCJCsdkUhUYMHw8uVLpRibPnHiRJibm+PAgQPw9PTE/v370apVK7Rr1w4PHz7E4sWLlWZ95d9//x3NmjVDamoq9u7di6pVqwLIu3Hj5eUlcLpPd+7cOZQvX17oGEXasGEDVqxYIXli+CE9PT2sXLkSmzZtEiBZ6ZiYmODMmTMy7WfOnEGNGjUESFQymzdvxrp163D58mX89ddfyMzMxIkTJxAXF4cZM2agWrVqQkeU2/Tp0zF+/HiYmZnhm2++QbNmzQDkPZXOXxeeiIhI0XBiMQVS0LIrQN7Tz4CAANSrV0+gZMWrW7cu9u3bV+j6qjdu3EDXrl1x//79Mk5WOp07d4aOjg527twJdXV1AHkTu3Xv3h2vX7/G33//LXDCohkbG+PIkSNwcnJCWloaqlSpgvXr12PQoEFCR/tqfbxsmlgsRnJyMi5fvoxp06Yp9HJETZo0wbRp0/D9998XuP3w4cOYNWsWLl68WMbJSmfBggVYtGgRFi1ahLZt2wIAjh8/Dj8/P4wbNw6TJk0SOGHRdHR0cOfOHdSuXRsAoKWlhVOnTuGbb74ROFnppKSkIDk5GQ4ODpIJNi9evAg9PT2F/v8eERF9vTgmWoF8vOyKmpoaDAwMFP4pFQA8evSowKdU+XR1dZWim2S+hQsXwsXFBdbW1mjVqhUAIDIyEunp6Uoxi/LTp09Rs2ZNAEClSpWgo6MDV1dXgVN93T6e80BNTQ3W1taYNWuWwi/lExsbW2RvGHt7e8TGxpZhok/j5+eH58+fY9iwYcjKygKQN8b+119/VfgCGgDevn0r9f8FTU1NyfJdysjY2BjGxsZSbU2aNBEoDRERUfFYRCsQZV7vNn/ctrm5eYHb79y5o1RdDG1sbHD9+nWsXr0a0dHR0NbWRt++fTFixAhUqVJF6HjFEolEUkumqampQUNDQ8BEtGXLFqEjlFp2djZSU1MlTz4/lpqaiuzs7DJOVXoikQgLFizAtGnTEBMTA21tbVhaWkJLS0voaHLbtGkTdHV1AeR9fwIDA2X+jR01apQQ0YiIiFQeu3MrkFGjRsHCwkLmF5/Vq1cjLi4Oy5cvFyaYHAYMGIC4uDhERkbKbBOLxXBxcYGFhYVSFxLKRE1NDfr6+pJ1idPS0qCnpyezFvnz58+FiPdVunTpEnJzc2W63F64cAHq6upwdnYWKFnxmjZtih9//LHQWat/++037N+/H+fPny/jZJ8mLi4O8fHxcHFxgba2NsRicZFreSsKMzOzYnOKRCKlGT5DRESkbFhEK5CaNWvi4MGDaNSokVT71atX0aVLF/z7778CJStefHw8GjVqBGtra4wbNw7W1tYQiUSIiYnBkiVLcO/ePVy+fFmy3q8yiIyMxPr163H//n0EBwejZs2a+OOPP2Bubo6WLVsKHa9IBa0LXRCuT1x2mjRpAj8/P5llxUJCQrBgwQJcuHBBoGTF27BhA8aOHYtdu3ahc+fOUtsOHToELy8vLF26FIMHDxYoYck8e/YMnp6eOHnyJEQiEWJjY1GnTh34+PigUqVKWLJkidARiYiISIGxO7cCefbsWYFrRevp6eG///4TIJH86tati3/++Qf9+/dHjx49JE9JxGIxbGxsEBYWplQF9N69e9GnTx/06tULV69elSzf8+rVK8ybNw9HjhwROGHRWBwrntu3b8PJyUmm3dHREbdv3xYgkfwGDx6MU6dOoUuXLqhXr57UTbJ79+7B09NTaQpoABgzZgw0NDSQlJSE+vXrS9q7d++OMWPGsIgmIiKiInGJKwViYWGBo0ePyrT//fffqFOnjgCJSsbZ2Rk3b97ElStXsGvXLuzcuRNXr17FzZs30bhxY6HjlcicOXOwbt06bNy4UWoscfPmzXH16lUBk1G+mJgYpfi5yKelpYUnT57ItCcnJ6NcOcW/n7lt2zbs2rULVlZWuHfvHu7cuQNra2vs3LkTO3fuFDpeiYSGhmLBggWoVauWVLulpSUePHggUCr60IsXL7B161ahYxARERVI8X9z+4qMHTsWI0aMQGpqqtSyK0uWLFHo8dAfc3R0hImJCUQikWRNX2Vz9+5duLi4yLTr6ekhLS2t7AORjKysLKUqeDp06IBJkybhwIEDkh4naWlpmDx5Mjp06CBwOvl4enrC09NT6Bif7PXr19DR0ZFp/++//5RqcjFVlpSUhAEDBqBv375CRyEiIpLBIlqBeHt74927d5g7dy5mz54NIG8CmbVr1yrFLxJpaWmYMmUKdu/ejRcvXgAAKleujB49emDOnDmoVKmSsAFLoHr16oiLi4OZmZlU++nTp5Xq6acyGzt2bJHbU1NTyyjJ57FkyRK4uLjA1NQUjo6OAICoqCgYGRnhjz/+EDidfB49eoS9e/fi3r17EIlEsLKygoeHh2Q5NWXh4uKCrVu3Sv6dFYlEyM3NxaJFi9CmTRuB030d0tPTi9z+6tWrMkpCRERUcpxYTEGlpqZCW1tbsoSJonv+/DmaNWuGR48eoVevXqhfvz7EYjFiYmKwY8cOmJiY4OzZs6hcubLQUeWycOFCBAUFISAgAB06dMCRI0fw4MEDjBkzBtOnT8eIESOEjqjy1NXV0bBhQ+jp6RW4PSMjA1evXkVOTk4ZJyu9169fY/v27ZJl0+zt7eHl5aUUy4+tWbMGY8eORVZWFvT19SEWi5Geng5NTU0sXboUw4YNEzqi3G7fvo3WrVujUaNGOHHiBLp06YJbt27h+fPnOHPmDOrWrSt0RJWnpqZW5Azj+TOlK9PPNxERfT1YRCuQhIQEZGdnw9LSUqo9NjYWGhoaMk9FFYmvry+OHz+Of/75B0ZGRlLbUlJS4Obmhnbt2mHZsmUCJSy5KVOmYNmyZXj79i2AvDGt48ePlzy9oi+rXr16mDp1Knr37l3g9qioKDRq1Ii/ZJeBv/76C127doWvry/GjRuH6tWrA8gbz71o0SKsWrUKBw4cwLfffitwUvmlpKRg7dq1uHLlCnJzc+Hk5IThw4dLrk0ZqKurIzk5GYaGhlLtz549g6GhoUL/bOjr62PKlCkyS77li42NxS+//KLQ10BERF8vFtEKxNXVFd7e3jIzK2/btg2bNm1CeHi4MMHkYGZmhvXr18Pd3b3A7UePHsWQIUOQmJhYtsFKIScnB6dPn4adnR3Kly+P27dvIzc3FzY2NkrRM6C4btAfWrp06RdM8ml69eoFQ0PDQm+8REdHw9HREbm5uWWcrHTmz58PIyMjeHt7S7UHBAQgNTW10DWYFYGrqytatWqFOXPmFLh96tSpiIyMRERERBknK7n379/Dzc0N69evh5WVldBxPomamhpSUlJkiujHjx+jbt26yMzMFChZ8dq0aYNOnTrBz8+vwO3K9vNNRERfF46JViDXrl1DixYtZNqbNm2q8N2Hk5OT0aBBg0K329raIiUlpQwTlZ66ujrc3d0RExODKlWqwNnZWehIJXLt2jW59iuqK6UiWLJkiWRpsYI4ODgo1S/Y69evx44dO2TaGzRogB49eih0EX3t2jVs2LCh0O19+vTBihUryjBR6WloaODmzZsK//e/KCtXrgSQ9zO8adMmqZt7OTk5OHXqFOrVqydUPLn07NmzyCLf2NgYM2bMKMNERERE8mMRrUBEIlGBk6m8fPlS4bu0VatWDYmJiTJLxuRLSEhQqpm67ezscP/+fZibmwsdpcROnjwpdITPwtjYWOgIn1VKSkqBXYUNDAyQnJwsQCL55ebmFjluW0NDA8rUqalv377YvHkzfvvtN6GjlEp+7wyxWIx169ZBXV1dsk1TUxNmZmZYt26dUPHkMmjQoCK3GxkZsYgmIiKFxSJagbRq1Qrz58/Hzp07Jb8U5eTkYP78+WjZsqXA6YrWsWNHTJkyBWFhYdDU1JTa9u7dO0ybNg0dO3YUKF3JzZ07VzL+uVGjRqhQoYLU9sImu6LPJyAgAL169VKZJYdMTExw5swZmRszZ86cQY0aNQRKJZ8GDRrgwIEDGDNmTIHb9+/fX2RPFEWTlZWFTZs2ISwsDM7OzjI/34o8zAHIuykJ5HWJDgkJUZoJG4mIiFQFx0QrkNu3b8PFxQWVKlVCq1atAACRkZFIT0/HiRMnYGtrK3DCwv37779wdnaGlpYWhg8fLulKePv2baxZswbv3r3D5cuXYWJiInBS+aipqUn+/GG3T2WcMfbSpUsIDg5GUlISsrKypLaFhIQIlKp4H0+aVKNGDZw9e1ahJ9gryoIFC7Bo0SIsWrRIah14Pz8/jBs3DpMmTRI4YeGCgoIwdOhQLF68GIMHD0a5cnn3X7Ozs7F+/XpMmDABa9asQf/+/YUNKqeilrESiUQ4ceJEGab5fHJycnDjxg2YmpoqfGFdu3ZtXLt2TdJDafXq1ejbty9vUBIRkVJgEa1gHj9+jNWrV0stgTNixAhUqVJF6GjFSkhIwLBhwxAaGirp2ikSidChQwesXr0aFhYWAieUX3ETJLm6upZRkk+za9cu9O3bF25ubggLC4ObmxtiY2ORkpKCH3/8EVu2bBE6YqE+njSpYsWKiI6OVtp1usViMSZOnIiVK1dKbmaUL18ev/76K6ZNm6bwY3THjx+PpUuXomLFipIloOLj45GRkYFRo0Yp1cz7qsLX1xd2dnbw8fFBTk4OXFxccO7cOejo6ODw4cNo3bq10BEL9fHPt56eHqKiopT255uIiL4uLKKVwLNnz/DHH3/A19dX6ChyefHiBWJjYwEAFhYWSnED4ENisRhxcXF4//49rKysJE/dlJG9vT1++eUXDB8+XFKEmpub45dffkH16tUxc+ZMoSMWStWK6HwZGRmIiYmBtrY2LC0toaWlhezsbKX4e3b+/Hns3LlT8vNtZWWFHj16oGnTpgInk19wcDD279+P9+/fo3379hg8eLDQkUqtZs2aOHDgAJydnbF//34MHz4cJ0+exNatW3Hy5EmcOXNG6IiFUtWfbyIi+jqwiFZQYrEYoaGh2Lx5Mw4cOAA9PT2kpqYKHeuT/Pnnn+jWrZvQMYqUmJiIrl274ubNmwDyxrGGhITAyclJ4GSlU6FCBdy6dQtmZmaoVq0aTp48CTs7O8TExKBt27YKPaGVuro6UlJSYGBgACDvSVX+TQBVcfv2bWzevBnbtm3DkydPhI6j8jZs2IAhQ4bA0tIS5cuXx82bN+Hn54f58+cLHa1Uypcvj7i4ONSqVQuDBw+Gjo4Oli9fjoSEBDg4OCA9PV3oiIViEU1ERMpMrfhdqCwlJiZi+vTpMDU1xbfffgstLS389ddfSrE8VHZ2Nm7duoV79+5JtR84cAAODg7o1auXQMnk9+uvv+Lt27f4448/EBwcjOrVq2PIkCFCxyq1KlWqSGZ8r1mzpuTmQFpaGt68eSNktGKJxWJYWVmhSpUqqFKlCjIyMuDo6Ch5nf+lbDIyMrBp0yY0a9YM9vb2uHDhAiZOnCh0rE8SEhICe3t7oWMUa9WqVZgyZQru3r2L6OhobN68GatXrxY6VqkZGRnh9u3byMnJwdGjR9G+fXsAwJs3b6Rm7FZUmzZtwsqVK7Fy5UpkZ2cjMDBQ8jr/i4iISBHxSbQCePfuHUJCQrBp0yacPXsWnTp1Qs+ePeHl5YXo6GjY2NgIHbFYt2/fRufOnfHgwQMAQNeuXbF27Vp4enoiOjoaAwcOxOjRoxV+YrEaNWpg586dkjHP//77L0xNTZGRkQFtbW2B05Vcz5494ezsjLFjx2Lu3LlYsWIFunbtirCwMDg5OSn0xGJBQUFy7devX78vnOTzOH36NDZt2oS9e/fC3Nwct2/fRkRERIFrwyuijRs3IjQ0FBoaGhg9ejS++eYbnDhxAuPGjcPdu3fRp08frF+/XuiYRapQoQJu3LghedqZk5MDbW1tJCUlKeWSav7+/li+fDmqV6+ON2/e4N69e9DS0kJAQAA2btyIc+fOCR2xUGZmZsXOAyASiXD//v0ySkRERCQ/FtEKoFq1arCxsUHv3r3x888/S2ZV1dDQUJoiukuXLnj9+jXGjBmD7du3Y/fu3bCwsEDv3r0xZswYVKxYUeiIclFTU0NycjKMjIwkbbq6urh586ZSzQodFRWFhg0b4vnz53j79i1q1KiB3NxcLF68GKdPn4aFhQWmTZum8DP4qoKFCxciICAAGRkZ8PLyQu/eveHg4KBUP9+LFy/G5MmTYW9vj5iYGADAlClTsHTpUowcORLDhw9HtWrVBE5ZvI+7EAPK3434zz//xMOHD/Hzzz+jVq1aAPJuQFWqVAldu3YVOB0REZFqUvyZbL4COTk5EIlEEIlEStEFryAXL17EkSNH4OTkhJYtW2L37t2YMGECBg0aJHS0EhGJRFLLWwF5v3gr270mJycnODo6YuDAgejZsyeAvOvw8/ODn5+fwOm+LpMnT8avv/6KWbNmKe3P9+bNm7Fu3Tp4e3sjPDwcbdu2xYkTJxAXF4dKlSoJHa9ENm3aBF1dXcnr/G7EH94EGDVqlBDRSiV/nom3b99K2pSldwYREZGy4pNoBfD27Vvs3bsXmzdvxvnz59GpUyf07t0b3bt3R1RUlFI8qfr4Ca6uri6uXr0KKysrgZOVjJqaGvT19aW6GaalpUFPT0+quH7+/LkQ8eR27tw5BAQEYM+ePXj//j08PDzg4+NT5Pq49GXMmzcPgYGBePv2Lby8vNCnTx/Y2toq1ZNoHR0d3LlzB7Vr1wYAaGlp4dSpU/jmm28ETlYyqtaFOCcnB/PmzcO6devw5MkT3Lt3D3Xq1MG0adNgZmYGHx8foSMSERGpJBbRCiY+Ph5btmxBUFAQHj16BC8vL/Tv3x9t27ZV6KdYqjKTsqqNw83MzMSePXuwZcsWREZGwszMDN7e3ujXr5+k6yeVjYiICAQEBGDv3r2oW7cubt26pTRjojmTsmKaNWsWgoKCMGvWLAwaNAg3b95EnTp1sGfPHixbtkyhx0QTEREpMxbRCio3NxfHjh3D5s2bcejQIVSsWBH//fef0LEK9fET3IKe3gKK/wRXleXfoNm6dSuSk5PRoUMHHDlyROhYX51Xr15h+/bt2LJlC65cuYImTZqgW7duGDt2rNDRCqWmpoY5c+ZIukH/+uuvmDBhgsw4aGXqBq0KLCwssH79erRr107qxsadO3fQrFkzvHjxQuiIREREKolFtBJITU3FH3/8odC/ZKvaE1xVlZGRge3bt2Py5MlIS0tDTk6O0JG+ajdu3MDmzZuxY8cOPH36VOg4hVK1btCqQltbG3fu3IGpqalUEX379m00adIEGRkZQkckIiJSSSyiib4CH3YlVldXh6enJ3x8fNC0aVOhoxWoJDeMli5d+gWTlI33799DQ0ND6BikZJydneHr64vevXtLFdEzZ87EP//8g8jISKEjFktdXR3JyclSM6YDwLNnz2BoaMgbfUREpJA4OzeRinr48CECAwMRGBiIhIQENG/eHKtWrYKnpycqVKggdLwiXbt2Ta79ins6qixYQFNJeHt7Y8WKFZgxYwb69OmDR48eITc3FyEhIbh79y62bt2Kw4cPCx1TLoXdx3/37h00NTXLOA0REZF8+CSaSAV16NABJ0+ehIGBAfr27Qtvb29YW1sLHYuIPoMPn94eO3YM8+bNw5UrV5CbmwsnJydMnz4dbm5uQscs0sqVKwEAY8aMwezZs6WWHcvJycGpU6eQmJgo9w01IiKissQimkgFdenSBT4+PujcubNCz+pOJARl70L88Wzpyih/5YYHDx6gVq1aUv9OaWpqwszMDLNmzVK6ZdSIiOjrwO7cRP9PlcbhHjx4UOgIn9WlS5cQHByMpKQkZGVlSW0LCQkRKBUpK1XoQqzsQxkSEhIAAG3atEFISAgqV64scCIiIiL5sYgWmCoVbsruaxuHqyx27dqFvn37ws3NDWFhYXBzc0NsbCxSUlLw448/Ch1Pbsr+9FMV5HchFolE2LRpU4FdiOvVqydUvBKxsrIq9t8iZVhS8OTJk1Kvc3JycOPGDZiamrKwJiIihcUiWmCqULipyo2Aj3+ZI8Uwb948LFu2DMOHD0fFihWxYsUKmJub45dffkH16tWFjic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val_active_percval_inactive_percval_accval_roc_auctest_active_perctest_inactive_perctest_acctest_roc_auc
group_type
random0.5070.4930.8070.8850.5330.4670.5330.575
tanimoto0.5070.4930.7350.8030.5330.4670.5200.571
uniprot0.5310.4690.5850.6290.5330.4670.5070.554
\n", + "
" + ], + "text/plain": [ + " val_active_perc val_inactive_perc val_acc val_roc_auc \\\n", + "group_type \n", + "random 0.507 0.493 0.807 0.885 \n", + "tanimoto 0.507 0.493 0.735 0.803 \n", + "uniprot 0.531 0.469 0.585 0.629 \n", + "\n", + " test_active_perc test_inactive_perc test_acc test_roc_auc \n", + "group_type \n", + "random 0.533 0.467 0.533 0.575 \n", + "tanimoto 0.533 0.467 0.520 0.571 \n", + "uniprot 0.533 0.467 0.507 0.554 " + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "report = pd.read_csv('../reports/cv_report_hparam_search_5-splits.csv')\n", + "report.groupby('group_type').mean().round(3)[['val_active_perc', 'val_inactive_perc', 'val_acc', 'val_roc_auc', 'test_active_perc', 'test_inactive_perc', 'test_acc', 'test_roc_auc']]" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" ] @@ -6398,6 +6871,11 @@ } ], "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "n_splits = 5\n", + "\n", "tmp = report.copy()[[\n", " 'fold', 'group_type',\n", " 'val_acc', 'val_roc_auc', 'val_precision', 'val_recall', 'val_f1_score',\n", @@ -6413,7 +6891,7 @@ "tmp = tmp.melt(id_vars=['Fold', 'CV-Groups'], var_name='Metric', value_name='Score')\n", "# Rename elements in 'CV-Groups' column\n", "group2name = {\n", - " 'random': 'stratified CV split',\n", + " 'random': '\"Random\" CV split',\n", " 'uniprot': 'Uniprot-wise CV split',\n", " 'tanimoto': 'Tanimoto-wise CV split',\n", "}\n", @@ -6421,9 +6899,12 @@ "tmp['CV-Groups'] = tmp['CV-Groups'].map(group2name)\n", "# Draw one horizontal line for each CV-group representing the max value of inactive PROTACs percentage across the folds\n", "for i, group in enumerate(report['group_type'].unique()):\n", - " # plt.axhline(report[report['group_type'] == group]['val_inactive_perc'].max(), color=f'C{i}', linestyle='-.', label=f'Max val inactive (%) for {group2name[group]}')\n", - " plt.axhline(report[report['group_type'] == group]['val_inactive_perc'].mean(), color=f'C{i}', linestyle='--', label=f'Mean val inactive (%) for {group2name[group]}')\n", - "plt.axhline(report.test_inactive_perc.max(), color='black', linestyle=':', label='Max test inactive (%)')\n", + " # Get the majority class in group_df\n", + " group_df = report[report['group_type'] == group]\n", + " major_col = 'inactive' if group_df['val_inactive_perc'].mean() > 0.5 else 'active'\n", + " # plt.axhline(group_df[f'val_{major_col}_perc'].max(), color=f'C{i}', linestyle='-.', label=f'Max val {major_col} (%) for {group2name[group]}')\n", + " plt.axhline(group_df[f'val_{major_col}_perc'].mean(), color=f'C{i}', linestyle='--', label=f'Mean val {major_col} (%) for {group2name[group]}')\n", + "plt.axhline(report[f'test_{major_col}_perc'].max(), color='black', linestyle=':', label=f'Max test {major_col} (%)')\n", "\n", "sns.barplot(data=tmp, x='Metric', y='Score', hue='CV-Groups')\n", "\n",