diff --git a/setup.cfg b/setup.cfg index da05c98..a009334 100644 --- a/setup.cfg +++ b/setup.cfg @@ -61,7 +61,9 @@ install_requires = scikit_posthocs scipy plotnine + hotelling # fastsk + upsetplot [options.packages.find] diff --git a/src/polygraph/embedding.py b/src/polygraph/embedding.py index 9eb284e..f34b136 100644 --- a/src/polygraph/embedding.py +++ b/src/polygraph/embedding.py @@ -1,6 +1,7 @@ import numpy as np import pandas as pd import scanpy as sc +from hotelling.stats import hotelling_t2 from scipy.stats import fisher_exact from sklearn.metrics import pairwise_distances from sklearn.neighbors import NearestNeighbors @@ -89,7 +90,7 @@ def differential_analysis(ad, reference_group, group_col="Group"): return ad -def groupwise_1nn(ad, reference_group, group_col="Group", use_pca=False): +def reference_1nn(ad, reference_group, group_col="Group", use_pca=False): """ For each sequence, find its nearest neighbor among its own group or the reference group based on the sequence embeddings. @@ -175,7 +176,7 @@ def groupwise_1nn(ad, reference_group, group_col="Group", use_pca=False): return ad -def joint_1nn(ad, reference_group, group_col="Group", use_pca=False): +def all_1nn(ad, reference_group, group_col="Group", use_pca=False): """ Find the group ID of each sequence's 1-nearest neighbor statistics based on the sequence embeddings. Compare all groups to all other groups. @@ -234,7 +235,7 @@ def joint_1nn(ad, reference_group, group_col="Group", use_pca=False): return ad -def within_group_knn_dist(ad, n_neighbors=10, group_col="Group", use_pca=False): +def group_diversity(ad, n_neighbors=10, group_col="Group", use_pca=False): """ Calculates the mean distance of each sequence to its k nearest neighbors in the same group, in the embedding space. Metric of diversity @@ -366,6 +367,53 @@ def dist_to_reference(ad, reference_group, group_col="Group", use_pca=False): return ad +def distribution_shift(ad, reference_group, group_col="Group", use_pca=False): + """ + Compare the distribution of sequences in each group to the distribution + of reference sequences, in the embedding space. Performs Hotelling's T2 + test to compare multivariate distributions. + + Args: + ad (anndata.AnnData): Anndata object containing sequence embeddings + of shape (n_seqs x n_vars) + reference_group (str): ID of group to use as reference + group_col (str): Name of column in .obs containing group ID + use_pca (bool): Whether to use PCA distances + + Returns: + ad (anndata.AnnData): Modified anndata object containing distance to + reference in .uns['distribution_shift']. + """ + rows = [] + + # Get reference sequences + in_ref = ad.obs[group_col] == reference_group + if use_pca: + ref_X = ad.obsm["X_pca"][in_ref, :] + else: + ref_X = ad.X[in_ref, :] + + # List groups + groups = ad.obs[group_col].unique() + + for group in groups: + # Get group sequences + in_group = ad.obs[group_col] == group + if use_pca: + group_X = ad.obsm["X_pca"][in_group, :] + else: + group_X = ad.X[in_group, :] + + # Perform Hotelling's T2 test to compare to the reference + rows.append([group] + list(hotelling_t2(group_X, ref_X)[:-1])) + + # Format dataframe + res = pd.DataFrame(rows, columns=[group_col, "t2_stat", "fval", "pval"]) + res["padj"] = fdrcorrection(res.pval)[1] + ad.uns["dist_shift_test"] = res.set_index(group_col) + return ad + + def embedding_analysis( matrix, seqs, @@ -425,14 +473,17 @@ def embedding_analysis( ad = differential_analysis(ad, reference_group, group_col) print("1-NN statistics") - ad = groupwise_1nn(ad, reference_group, group_col, use_pca=use_pca) + ad = reference_1nn(ad, reference_group, group_col, use_pca=use_pca) print("Within-group KNN diversity") - ad = within_group_knn_dist(ad, n_neighbors, group_col, use_pca=use_pca) + ad = group_diversity(ad, n_neighbors, group_col, use_pca=use_pca) print("Euclidean distance to nearest reference") ad = dist_to_reference(ad, reference_group, group_col, use_pca=use_pca) + print("Distribution shift") + ad = distribution_shift(ad, reference_group, group_col, use_pca=use_pca) + print("Train groupwise classifiers") ad = groupwise_svm( ad, diff --git a/tutorials/1_yeast_tutorial.ipynb b/tutorials/1_yeast_tutorial.ipynb index 0317130..9d04504 100644 --- a/tutorials/1_yeast_tutorial.ipynb +++ b/tutorials/1_yeast_tutorial.ipynb @@ -18,7 +18,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/opt/conda/lib/python3.8/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n" + "/opt/conda/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n" ] } ], @@ -203,10 +203,7 @@ "outputs": [ { "data": { - "image/png": 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evolution1.0000000.0065920.0008370.0000000.0000000.095132
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native_low0.0000000.0000000.0000250.5900161.0000000.000000
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native_low0.0000000.0000000.0000250.5900161.0000000.000000
random0.0951320.0000120.0951320.0000000.0000001.000000
\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 17, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -377,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 7, "id": "9b88cc6c-0451-4b4c-af87-951681b4da56", "metadata": {}, "outputs": [ @@ -466,7 +460,7 @@ "seq_4 0.50 " ] }, - "execution_count": 18, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -485,7 +479,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 8, "id": "fbad1a2d-ad94-493f-a89b-b30eb3c72cb7", "metadata": {}, "outputs": [ @@ -502,7 +496,7 @@ "Name: GC Content, dtype: float64" ] }, - "execution_count": 21, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -529,16 +523,13 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "id": "2260cee2-5b86-4466-8651-5212f0bae679", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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ZxdextCjO66pXr16BSz4HDx4MCwsL6bG691fx+8nQ0BDLli3TOG6NGjXw1VdfaRWnPn300Ufw8fHR2GbMmDHS/YyMDNy8efOdz2tra4suXbpIjxWXBqrj6+sr3a9ZsyaaN2+er83Lly+l+7Vr137HKIvO69evpfuGhoaoVq1ascfg4OCA6dOnF9hu9+7dSstgFy1aBBsbG7XtzczMsGLFCulxRkYG1q1b927B6oGxsTF+/fVXjbsMNm3aFKNGjZIeHzhwANHR0cURHhERUbFgAouI8unVqxd27NgBKysrlcdfvHiBffv2YcaMGWjZsiUcHBwwZcoUpZooqvj7+yvVp/rf//6ndTzlypUDALx580YpcSKnWNuke/fusLOzK3BcxQ+2JaUoX5O8BgwYADMzswLbKX6wfvDggco2//zzj3TfwsIC48ePL3BcTf755x8pEWppaan0IUyTjz/+WLp/+/ZtpQ+qpUFxXtcnn3yi8cMtkPvhvGHDhtJjde+vv7+/dL9Dhw5wcnIq8PwjRowosI2+aXNOR0dH2NvbS4/VXbOuhg4dKt2/fPkywsLC1LZNT09X+p5R7KvI3Nxcun/p0iU9RFk0YmJipPvyn0PFbeDAgTAyMiqw3aFDh6T7lSpVQu/evQvs06ZNG9SvX196fPjw4cIFqUedOnXS6vtQ8fdaZmYmjh49WpRhERERFSsmsIhIpf79+yM0NBSTJ09GxYoVNbZ9/fo1lixZgtq1a2PTpk1q2124cEG67+bmpvV/7Q0NDZUKL1+5ckXpeGRkJKKioqTH3t7eWo2rbbuiVFSviSr/93//p9XYih/24+LiVLaRF7AGchMc6pKd2lJ8HTw9PWFqaqpVv0qVKsHFxUV6rM3rUJyK87r09f6mpqbi3r170mNti8jXrFlTbTH2oqLPr2ld9ejRQyl5o2kW1uHDh5XOqy6B1ahRI+n+V199BT8/v1Kz0YQi+WYPAJRm9GmSlJQEQRAKvM2dO1er8QqaqSqnOMvQy8sLMpl2+xd17dpVun/9+nVkZ2dr1a+oaDtjuGnTpkozzK5evVpUIRERERU7JrCISK3KlSvjl19+wYsXLxAQEIBZs2bBy8sLFSpUUNk+MTERw4cPx+rVq1Uev337tnS/bt26OsWiOKPq+fPnSsfy7sSl+J9zTaytreHo6KhTHPpWVK+JKlWqVNFqXMUPpMnJySrbhISESPebNGmi1biaFOfrUJzK4vv7/PlzpWXBusSt6zW+K31+TevK1NQUffv2lR5rSmApHmvWrBnq1Kmjst3YsWOl+/Hx8ejTpw9cXFzwxRdfYM+ePaVmOZhiwlpfr6euClqKCwA5OTlKM+MK2iVTkbu7u3Q/JSUFkZGRugWoZ9r+XgNy/xkiV1I7VRIRERUFJrCIqEBGRkbw8vLCjz/+iICAALx58wZhYWFYs2YN2rZtm6/9pEmTVC7TkW9PDgC7du3S6r/x8tuOHTukvnlnUOR9XKlSJa2vTZe2RaGoXhNVtJ39o0jV7I/4+HilBIe2SQRNFF+Hn3/+WafX4fLly1Jffc2u0ZfivC59vb95z6WpXlBeurTVB31dc2ENGzZMuv/w4UOVs10SEhKUlrGpm30F5NYoy7u0OSIiAitXrkTfvn1hZ2cHd3d3zJgxQymJXNxsbW2l+wkJCVr1MTAwQM2aNfPdnJ2dCxWDNrM+4+Pjld7vd/ndoLjUuyRUrlxZ67aKsZd03ERERPrEBBYRFUqNGjUwZswYnDlzBkeOHFGalZWZmamyiHp8fLxezp2SkqL0OO8MAG3qPMkp1pwpCUX1mhQlxeVDQG5tp3dVFl8HbZTF68rIyFB6bGxsrHVfXdq+Dzw9PZWWTaqahbV7926kpaUByF36O2jQII1jrlmzBps3b0atWrXyHRNFEXfu3MFPP/2EevXqYejQoSWSoFBMpmRnZ2s1O8nc3ByhoaH5bqdPny5UDNosBcz7u0GXn/d5l0YmJSVp3bcoFPb3WknHTaSrtLQ0bN++HZ999hkaNWoEe3t7mJiYwMLCAvb29mjdujUmTpyIvXv3Sj9biei/Q7tCAEREGnz00UfYvn27Uk2pI0eO5Gun+Ed1uXLlCj37Ke9/ovN+0EhNTdV6rJJOeBTVa1KU8s580McHJHNzc2kmh62tbaFn8hT3DKCClMXryluUW5f3N29y831nYGCAwYMHSwn77du345dffoGhoaHURjGp1bFjR602mBg2bBiGDh2Kixcv4tixYzh79iwuXbqk9GFNFEX4+vri+vXruHjxIsqXL6+/CytAs2bNsH37dunx1atXi73+mTbyJtd1+XmfN/mlj0T9uyjs77WSjptIWzk5Ofj111+xePFilZsCZWRkICUlBVFRUbhw4QJWrVoFKysrfP7555gyZUqJz6gnouLBBBYR6UXHjh3RoEED3LlzB0BuYfWkpCSlP54VZ2n17NkTmzdv1su5835wi46OVjl7QZWirCmjzQeOonpNilK5cuUgk8mkZYQvX7585zErVKggJXrGjx+PH3744Z3HLA3K4nXl3bTh2bNnWvctbTXIisOwYcOkBNbLly9x8uRJKZn/4sULnDp1SqmttgRBQMuWLdGyZUsAuTsZnj17Fjt37sTWrVulny8hISGYN28eli1bpq9LKlCbNm2UHp8+fRq9evUqtvNrq1y5cjAwMEBOTg4A3X7e522rKolc0K6fquiSiFL0+vVrrdsqxl7akvpEqsTExGDw4MFKO+C6uLigY8eOcHd3R4UKFSAIAqKjoxESEoJTp04hJCQEiYmJWLx4MbKzs1XO/Cei9w+XEBKR3tSrV0/pcd7aKK6urtJ9fRbEzVsQ+e7du1r1i4+P1/rDueJMKW3/i6/qP4h5FdVrUpQEQVAq1n3t2rV3HrMsvg7aKIvXVbVqVaUk1o0bN7Tql5GRobR74X9Fw4YNlYpmK8642r59u5Q8MTc3h4+PT6HPY2JiAm9vb/z111+4e/eu0kyubdu2FXrcwmjcuLHS+bds2ZJv6WlpYGBggBo1akiPFTdVKIhiW3Nzc5UzzIrq94Iq2v5ey9tW3YYBRKVFRkYGevbsKSWvqlSpgp07dyIsLAx//fUXvvjiCwwZMgSDBw/G//73P/z++++4f/8+bty4geHDh8PAgB9nif5L+B1PRHqTnp6u9Fix0C8AtGvXTrp/+fLlfO0Ly8HBAVWrVpUeHz9+XKt+2rYDlGd5vXjxQqs+ly5dKrBNUb0mRU1xBsbJkyffeemY4utw9uzZdxqrNCmr1/V///d/0v39+/drVfj86NGjWtcjMTIyku7LEzxlmWJh9j179kizbHx9faXne/XqpbflXNWrV8eMGTOkx69evUJMTIxextaGoaEhvvjiC+nxmzdvsGbNmmI7vy4Uv5ZPnDihtAGFJorL4Js0aaK0LFSuqH4vqKI4M0WTq1evKn0tNGvWrFDnIyou06dPx4ULFwDk1lcNCgpC//79C0xMNWrUCBs2bMDFixd12qWTiMo2JrCISC9ycnKU/jC3t7fPt0PYRx99JNVPSklJwd9//62383fv3l26f/DgQa2WW6xbt07r8RX/i624O5w6ly9fVrkTY15F+ZoUpf79+0v3k5OTsXr16ncar2/fvtIfq2FhYSprqJVFZfW6Bg8eLN1//vy5yuLkeS1evFjr8RUTOdruYleaDRkyRFpOlpiYiAMHDuDBgwdKsxN1WT6ojbwza7RNzOjL+PHjlerhTZs2DQ8fPizWGLTRrVs36f6bN2+wZ8+eAvtcuHABwcHBKsdQpPge3Lp1q8B/QIiiiE2bNhV4flX8/f21mjGs+HvNyMgInTt3LtT5iIrD8+fPsWrVKgC5Mya3b98OR0dHncb48MMPMXLkyHzPjxgxQtrVNzw8HACwd+9e9OnTB87OzjAxMVE6psjPzw8DBw6Ei4sLzM3NUa5cOdStWxfjxo0rcNb56dOnpfPOnTu3wPjlbT09PVUe9/T0lNoAuX9vr1+/Hh06dECVKlVgamoKZ2dnjBgxQi8z4olKOyawiEjJ2rVrsWnTJmRnZ+vUb9myZUq1kLp27ZqvTfny5TF27Fjp8cyZM3H//n2dzqNuhseoUaOk+ykpKZg6darGcQ4ePIijR49qfV7F/+Lv2bNH4+5ymZmZSrMTNCnK16QoeXp6wsPDQ3o8d+5crZeaqVK7dm306dNHejxu3Didl9qUxt2Iyup19enTB1WqVJEef/XVV3j06JHa9gsXLpT+g64NZ2dn6f6jR49K5fIzXTg5OSnNSty6datS0q9SpUro1KmTxjFSUlJ0qtEkrzcI5C5ly1u7DFD+IKXthylt2djY4M8//5Qep6SkoH379rh165bezqEPffv2VXptpk+fjri4OLXt09LSlH5+GxsbK/1+UaT4eyEpKQk7d+7UGMtvv/2m8893uYyMDHz99dca29y4cQNr166VHvfo0YOFralUW7VqlfTzv3v37kU2YzAjIwP9+vVD79694efnh4iICJW/d6Kjo9G2bVv06dMHO3fuxNOnT5GamorExESEhITgzz//RLNmzTBhwgSd/07Wh4SEBHTs2BGjRo3CqVOn8OrVK6SnpyMiIgIbN27E//3f/2HBggXFHhdRcWICi4iUhIeHY/jw4ahbty4WL16MqKgoje3T0tIwb948fPPNN9JzMpkMX375pcr23377LWrWrAkAiIuLQ+vWrbFjx44ClxHdunULX3/9NT788EOVx5s3b65URHjjxo2YOXOmyj8wAgICpCU/2tZOGDRokHQ/JiYGI0eOVPnf9ujoaPTs2RNXrlzRusBvUb0mRe3333+XtrJPTU1Fhw4dsHv3brXtMzIysH37dnz++ecqj//yyy/SstOIiAh8+OGHBS7zzMnJQWBgID799NN3qi9UlMridZmZmWHp0qXS4zdv3qBFixZYt26d0u5sDx8+xKhRozBz5kwYGBgo1fzSpFmzZtL3R0pKCmbPnl0qE5C6UJxhdeTIEWzYsEF6PHDgQOl7RZ3Xr1/DxcUFkyZNws2bNzW2vXDhgtKHlO7du5dIHZjBgwdj4sSJ0uMXL16gZcuWmD59Ot6+fVtg/4iIiCL/sGVsbKy0ecKTJ0/QrVs3lUv+YmNj0bdvX6Vk/NSpU9UmgT744AM0bNhQejx58mSVtapycnKwYsUKTJkypVCF34Hc31X//PMP/ve//yEzMzPf8WvXrqF79+7STDwjI6MysWkE/bcpLo39+OOPi+w8X375JXbv3g1nZ2fMnj0bW7duxbp16zB27FiYmJgAyE1Ct23bFufOnQOQ+4+HqVOnYuvWrVi/fj1GjhwJIyMjiKKI33//HSNGjCiyeNUZOXIkTp06hVq1auGHH37A9u3b8ccff0irELKzszFr1iysWLGi2GMjKi7chZCIVHr06BGmTZuGGTNmoH79+mjRogVq1KiBChUqwMDAAG/evMGtW7dw+PDhfP/N/uGHH9TWI7C2tsbu3bvRvn17xMbGIiYmBoMGDcLMmTPRqVMn1K1bF+XKlUNqairevHmD4OBgXL58GU+fPgWgPHMjrxUrViAwMFCaxbBw4ULs2bMHAwYMgLOzM+Li4hAQEIBjx45BFEW0a9cOOTk50h8rmjRq1Ag9evTAgQMHAOROL69Xrx6GDBmC6tWrIzk5GdevX8eePXuQkJAAe3t7dO/eXau6MEX5mhSl5s2b45dffpGSlXFxcejXrx/c3NzQtWtXuLi4wMTEBK9fv8bNmzdx/PhxxMTEKNWFUuTs7Ixt27ahV69eSEtLQ0REBDp16oT69evD29sbNWvWhKWlJZKTk/H69Wvcvn0bFy9elGY0qRv3XU2bNg0//vijTn0WL14szbwqrddVkMGDB+P8+fP4/fffAQBv377Fp59+inHjxsHOzg4pKSmIjY2V2k+dOhVRUVHS0llVNYPkHBwc4O3tLX14Wbx4MZYvXy59zciNGzcO48aNK4rL07v+/fvjiy++QHp6OjIzM5WWeynWyNIkJSUFy5cvx/Lly1GzZk20bNkS9evXR8WKFSEIAl68eIGzZ88iICBAqktmampaoomK5cuXw9raGvPnz5euYdGiRViyZAmaNWuG1q1bw87ODra2tsjOzkZCQgLCwsIQFBSEa9euKdVXMzAwgIuLi95jHDt2LA4ePIhDhw4BAAIDA/HBBx9gwIAB8PDwgEwmQ3BwMLZv3443b95I/Zo1a4bZs2drHPu7775D3759AeT+A6NJkyYYMmQImjVrBplMhvDwcOzdu1fa4GDevHmYM2eOztcwa9Ys/PDDD1ixYgUOHTqEgQMHokaNGkhKSsK5c+ewf/9+pWWkc+bMybexClFpkpycrJSsl++4WhSOHDkCHx8fbNu2Tam8heLsymnTpiEkJARAbt27o0ePKs3eHDFiBCZMmABvb2/ExsZiy5Yt6NGjBwYMGFBkcee1Z88e9O7dG76+vkrXMXbsWGzbtg0ff/wxsrOzMW3aNHTv3h3Vq1cvttiIio1IRKRg/vz5IoBC3UxNTcWlS5dqdZ4HDx6Irq6uOp+jRo0aGse9evWqWL58+QLHcXV1FZ89eya2a9dOem7OnDkax46MjBRr1KhR4Nh2dnbilStXxDlz5kjPtWvXrkReE8V2p06dKjAGURR1jnvt2rWisbGx1vEWNObFixfFqlWr6vw6dOjQQavrK8ipU6cK/T0gv61fv77Ir+vJkydK7Z48eaLV9Q0fPlzqM3z4cI1tc3JyxJkzZ4qGhoZq4xMEQfz222/F7OxscdCgQdLzX375pcaxw8LCRCcnJ43Xnvd7Mu97oy1dvs/fRe/evfNdQ82aNbXqm/f91OZmZWUl+vv7qx0z7+tVlNe+e/dusWbNmoX+nvHy8hJv3rypdvzCfr3LpaWliT179tQ6nlatWolxcXFajT1u3LgCxxMEQZw3b57W16Gq3RdffKFV7BMnTtTptSEqCaGhodLXrKmpqd7HV/xd5+DgICYmJqpt+/r1a9HU1FQEIJqbm4vh4eFq227fvl0a18PDI99xxZ+72vzMlbdV97eR4u8vR0dHMSkpSe1YX331ldT2q6++KvDcRGURlxASkZKZM2fizp07mDdvHtq0aaM0G0KdSpUq4YsvvsDdu3fx1VdfaXWeOnXq4Pbt2/j9998L3ObbyMgIbdu2xdKlSwvcwalJkya4c+cOevXqpXJJjampKUaNGoWgoCBUq1ZNq1jl7O3tcf78eQwYMEDlMhCZTCYtP2natKlOYwNF95oUtdGjR+P+/fsYMmQIzMzM1LYzNTVFz549C5x90Lx5czx69Ajz588vsJirmZkZOnXqhDVr1sDPz69Q8ReXsnhdgiBg/vz5uH79OiZOnAhXV1dYWFigXLlyqFevHj7//HNcu3YNP/zwAwwMDJRmZFlbW2scu0aNGrh16xZ++eUXeHl5ScVoyzJVhdq1nX1VtWpVrFmzBt27dy/wtbOwsMDIkSNx7949eHt7FypWfevTpw9CQkLw999/o3379gX+7hAEAa6urpg6dSru37+PgIAApeV4+mZiYoJ9+/Zhy5YtGn++Ojo6YuXKlThz5kyB74Pc77//jmXLlintSqioXr16OHDgAL777rvChC5Zvnw51q9fr3aWmpOTE7Zt28blQ1QmKC4zVve9o6h58+ZKNf3y3lQVY5cbNWqUxl1gDx8+LC1jHzhwoMaZ7QMGDJDKPty4cQNPnjwpMHZ9mTBhAiwsLNQenzx5svS37z///FNcYREVK0EUtdgbm4j+s9LT0xESEoJHjx4hKioKiYmJMDAwgJWVFezs7ODu7o5atWq9c/2V8PBwBAUF4fXr14iLi4O5uTkqVKgAV1dXNGjQQOMvbHUiIyNx+vRpREZGwszMDI6OjmjXrh1sbGykNp6enjhz5gyA3CUX2hY5joqKwqlTpxAZGQlDQ0M4OjqiTZs2SoWv31VRvCZFLTU1FefPn0d4eDjevHkDQ0NDKeYmTZpoTHCpc//+fdy4cQPR0dFITEyEhYUF7Ozs8MEHH6B+/fpaJVlLo/fxuqpVq4bIyEgAwKZNm4q0psn7LCcnB/fv38eDBw/w/PlzJCYmQiaTwcbGBnXr1kWTJk1gbm5e0mFqlJaWhqCgIERGRuLNmzdISEiApaUlbGxs4ODggKZNm2qdICoK9+7dw7Vr1/Dq1Svk5OSgcuXKcHd3R+PGjQs9Znp6Os6cOYMHDx4gKSkJVatWRf369QtVmDo8PFxp+c+TJ0+kxJUoirhw4QIePnyIV69ewdbWFvXr10erVq0KXWOLqLgFBQVJGyFUqVKlwJqrzZs317gLtOL3CJC75G/jxo0AcmttaUr2jx8/XtpNedu2bUp1Twtq7+vrq7Rz7+nTp9G+fXsA2v1dKf+ebdeuHU6fPp3vuOLfqVevXkWTJk00jufm5ibV4ouKitLr36VEpQFrYBGRRiYmJmjYsGGR/mccAFxcXPRe+8TBwUHr2Q+6qlq1KoYMGVIkY8sVxWtS1MzMzPQ+I6Ru3bqoW7euXscsDd636woODpaSVwCUdqkk3RgYGKB+/fpqawmWBaampmjbtm1Jh6FWvXr19F4jysTEBJ06dSpwx8l3JQgCWrdujdatWxfpeYiKUoUKFaT7mnYGlVu8eDFiYmKUnvvss8+02r21oBn3ismzgmbA521TUOJNn2rXrq1VG3kC68WLF0xg0XuHCSwiIiJ6Z4sWLZLuOzo6soA0ERGpVaVKFRgYGCAnJwdpaWl48eIF7O3t1bZXlRBXt+N1XgXN/k5MTJTuazO7XXE5omLfoqZNbIptijM2ouLCGlhERESkUlBQELSpNLB69Wps2bJFejxy5Mh3XlZMRETvLwsLC6WZuhcvXiyxWKysrKT7ycnJBbZPSkpS2VdX2dnZOrXXJjbFNu8SG1Fpxb8uiYiISKX//e9/cHd3x9KlSxESEqKUzMrMzMS5c+fQr18/jB8/XnrewcEBX3/9dUmES0REZYjiclvFf4IUt6pVq0r3Hz16VGD7hw8fSvfzzhpTrF+ZkZGhcZw3b95oGyIAIDQ0VKc2mma0EZVVTGARERGRWsHBwZg8eTLq1q0LCwsLODo6wt7eHpaWlmjbti12794ttbWwsMDWrVtLtDg3ERGVDePHj4exsTEA4MCBA7h27VqJxCEvJg/kFnwvyPHjx1X2BaC0UZBiXUhVAgMDtQ0x33lVefHiBe7duwcgd1dS1r+i9xETWERERKSSkZGR0uPU1FQ8f/4cUVFR+f6z7ObmhtOnT6Ndu3bFGSIREZVR1apVw8SJEwHkLqcbOHAgXrx4UexxdOvWDaampgCA7du34+nTp2rb7tq1S5rl5OHhobRbKADUrFlTmoV16tQp5OTkqBxHFEX8+uuvOsX5+++/IyUlRe3xZcuWSefr16+fTmMTlRVMYBEREZFK/v7+2LNnDyZOnIiWLVuiatWqMDU1haGhISpUqIB69eph9OjR2LNnD27duoWmTZuWdMhERFSG/PTTT2jVqhUAICwsDM2aNcPu3bsLrL94584dJCQk6CWGihUrYvTo0QCAlJQU9OvXD2/fvs3X7saNGxg3bpz0eMaMGfnaGBkZoWPHjgCAZ8+eYcmSJfna5OTkYPLkyTh79qxOcUZERGD48OFIT0/Pd2znzp1YtmwZgNyi9fLEINH7RhC1qc5KREREREREpGcxMTEYNGiQ0hK56tWrw9vbG+7u7rC1tYVMJkN8fDxCQ0Nx+vRppU1GbGxsEBISgsqVK0v9R4wYgY0bNwIAnjx5AhcXF40xJCUloVmzZggJCQEAVKpUCaNHj4a7uzsyMjJw7tw5bN68WZp9PGzYMGzevFnlWGfOnEH79u2l+Pr27Ytu3brBwsICYWFh8PX1RXBwMIYOHYqtW7cCANq1a4fTp0/nG8vT0xNnzpyRxtm9ezdq166NESNGoFatWoiLi8OhQ4ewf/9+qc/y5cvxxRdfaLxeorKKCSwiIiIiIiIqMTk5OVi2bBl+/vlnvHr1Sqs+5cuXx6hRozBr1izY2toqHdM1gQUA0dHR6NOnD86fP6+2jSAIGDduHFasWAFDQ0O17X766SeVM7Tk+vbti61bt0pLF7VJYMXHx6N37944efKkyjENDAzw/fffY9asWWrPS1TWyUo6ACIiIiIiIvrvMjAwwOTJkzFhwgT4+fnh5MmTCAoKwuvXrxETEwOZTIby5cvD2dkZTZs2Rbt27dC9e3elXf/eVaVKlXDu3Dns2bMH27dvx6VLlxAdHQ2ZTAZ7e3t4enpizJgxWi2Xnz59Olq2bInffvsNgYGBePv2LWxtbdGoUSN8+umnhapRVa5cORw/fhwbNmzA5s2bce/ePcTFxcHOzg6enp6YNGkSmjRpUphLJyoz/hMzsERRxJkzZ3Dq1Ck8fvwYSUlJMDY2hp2dHTw8PNCzZ09UqFBBbd+AgAAEBAQgIiICWVlZsLOzQ8uWLdGnTx8pa66rmTNnIjg4WGObpk2b4rvvvlN7PDU1FX5+fggMDMSrV68gk8ng5OQEb29veHl5QRCEQsVGREREREREJUtxBtZ/4GM7UYHe+xlYGRkZWLBgAa5fvy49Z25ujrS0NISHhyM8PBxHjx7FrFmz4O7urtQ3OzsbCxcuRFBQEABAJpNBJpMhIiICEREROHfuHBYsWKC0XaquTE1N1SbBLC0t1faLiYnBjBkzEBUVJY2Tnp6O+/fv4/79+wgKCsK0adM0Tm0lIiIiIiIiIioL3vsE1s6dO6Xk1eDBg9G9e3dYWVkhOzsbt2/fxh9//IGoqCj8/PPPWLt2rdI0VF9fXwQFBcHIyAifffYZvLy8IJPJEBwcjKVLlyIyMhKLFy/GwoULCx2fj48PhgwZonO/RYsWISoqChUrVsTXX38NNzc3ZGVl4cSJE1izZg0uXbqEHTt2FGpsIiIiIiIiIqLSxKCkAyhq8mJ4HTp0wODBg2FlZQUAMDQ0hIeHB6ZOnQogtyje3bt3pX5xcXHYt28fgNxdJjp37gyZLDff5+bmhhkzZkAQBNy9exdXr14txisCgoKCcP/+fQiCgBkzZsDNzQ1A7gyxzp07Y9iwYQAAPz8/vW0vS0RERERERERUUt77BFZsbCwAoFatWiqPV69eXVpml5aWJj0fGBiIjIwMmJubo2vXrvn61a5dW1pyqGrHiKIkP5+7uztq166d73jXrl1hZmaG9PR0BAYGFmtsRERERERERET69t4nsOzs7AAAoaGhKo8/efIE2dnZMDAwQPXq1aXnb9++DQCoV6+e2t0tPDw8AAC3bt3SZ8gFksfWuHFjlcdNTExQv359pbZERERERERERGXVe18Dq3Pnzli3bh1OnjyJKlWqoFu3blINrDt37mD16tUAcmctVa1aVer37NkzAICzs7PaseXH4uPjkZCQgHLlyukc35kzZ3DixAnExsbC1NQU1apVw//93/+hS5cuMDc3z9defi4AcHJyUjuuk5MTrl69Kl0HERERERERlR3FvdKHqLR77xNY3bt3R3R0NA4cOABfX1/4+vpKuxDm5OTAwcEBY8eORbdu3ZT6yZce2traqh1b8VhsbGyhElhRUVGQyWQwMTFBcnIyQkJCEBISgsOHD+Pbb79VmhUG5O4+qOr86mJTbE9EREREREREVBa99wksQ0NDjBw5Evb29li3bh0yMzORkpIiHU9PT5eSWQYG/66olNfDUrd8MO+x1NRUneJyc3NDx44d4eHhgfLly0MQBCQmJuLs2bPYvHkzoqOjMW/ePCxfvlwpMaZYp0ub2AqKa8uWLfD19VV57MKFCzA0NESNGjWKvVA9EREREREREZHce5/AiouLw4IFCxASEgJPT0/4+PjA3t4ecXFxuHbtGrZs2YKNGzfi8ePH+Oabb4otriFDhuR7zsrKCt26dYOrqyumTp2KmJgY7N27F5988kmRxZGcnIzXr1+rPJaamorMzEy8fPmyyM5PRERERERERFSQ976I+7JlyxASEgIvLy98/fXXqFGjBkxNTaV6WDNmzIAgCDh37hyuXbsm9TM1NQWQO0NLHcVjZmZmeou5Vq1aaNOmDQDgypUrSsfkcWkbW0FxWVhYoHLlyipvijPSiIiIiIiIiIhKit5nYN28eRNHjhxBcHAwYmNjlZa8qSMIAk6cOKHvUPDs2TPcuHEDAODj46Oyjbu7O2rUqIGwsDBcvnwZTZo0AZBbQyopKUljDSnFYzY2NvoLHECdOnVw6tSpfLOfKlSooHT+vDWy8samqU4WAAwbNgzDhg1TeaxatWqIjIzUJWwiIiIiIiIiIr3TWwIrKioKI0eOxPHjx3XqJ4oiBEHQVxhKFHfgq1Klitp2dnZ2CAsLw6tXr6TnHB0dERERgYiICLX95Mesra0LVcC9MMqVKwdra2vEx8cjIiJCSripi83R0bFY4iIiIiIiItKkadOmJR2CTlgHmKh00csasaSkJLRv3x7Hjx+HKIo63YqSYmIsOjpabbs3b94AAMzNzaXn3N3dAQB3795Vu1Tv+vXrAICGDRu+c6x5PXz4EEBuci0veWzy8+eVnp6Oe/fuKbUlIiIiIiIiIiqr9DIDa9myZXj48CEEQUC1atUwa9YseHt7o1q1ajA2NtbHKQpFcXndkSNHMGbMmHxtHj16hNDQUAC5y/bkWrRogXXr1iElJQVHjx5Fr169lPqFhobi9u3bAABPT0+d4ipo1llYWBjOnTsHAGjWrFm+4+3atcO5c+dw+/ZthIaGolatWkrHjxw5gpSUFJiYmKBly5Y6xUZERERERFSURlWtBGfTkvucqMnTtAz8HaV+8gMRlRy9JLD8/PwA5C7Tu3LlispZQyWhSpUqaNy4Ma5fv45Dhw5BJpPBx8cHNjY2SE9Px7Vr1/DXX38hJycHFhYW8PLykvqWL18evXr1wq5du7Bp0yaYmZnBy8sLhoaGCA4OxtKlSyGKIurXr69yKqyvry+2b98OANi/f7/SsX/++QcvXrxAmzZt4OrqCgsLCwC5M9nOnTuHTZs2ISsrCzY2Nujdu3e+sT/88EPUrVsX9+/fx8KFC/HVV1/Bzc0N2dnZOHHiBDZv3gwA6N27d7EtbSQiIiIiItKGs6kxXC30twkWEf036CWBFRYWBkEQMH78+FKTvJKbNGkSZs+ejYiICPj5+cHPzw9mZmZIS0uTljCam5tj2rRp+ZI9Q4YMwdOnTxEUFISVK1fijz/+gEwmkwrTOzg4YOrUqTrHlJmZiRMnTkiF683NzWFgYIDk5GQppipVqmDGjBlqE1DTpk3DjBkzEBUVhZkzZ8LU1BRZWVnIysoCADRv3hwDBw7UOTYiIiIiIqKy4EFyKuY8yd10al51BybFiN5zeklg5eTkAABcXV31MZxe2djYYOnSpfD398fFixcRHh6OlJQUmJqaws7ODh4eHujevTsqVaqUr6+hoSFmzZqFgIAABAQEICIiAllZWXByckLLli3Rp08fmJqa6hxT69atkZOTg5CQELx8+RKJiYlIS0uDtbU1nJ2d0bx5c3h5eWkc29bWFr/++iv8/PwQGBiIV69ewcTEBLVr10bHjh3RsWPHIiuOT0RERERERERUnARRD5XU3dzccP/+faxduxYjR47UR1xUClSrVg2RkZFwcHDA8+fPSzocIiIiIiIqw+SlV/Q1W6ooZmApjsldCIlKF73sQtizZ0+IoogLFy7oYzgiIiIiIiIiIiKJXhJYX3zxBWxsbLB161aEhIToY0giIiIiIiIiIiIAekpgVa1aFdu3b4dMJoO3tzfOnj2rj2GJiIiIiIiIiIh0K+L+/fffazzesWNH7Nu3D+3bt0ejRo3QokULVKxYEQYGBefJvvvuO11CISIiIiIiovfAoODQdx5DXrfqXWx3q/XOY5Q2GzZswMiRI+Hs7Izw8PD/3Pnp/aJTAmvu3LkF7mwnCAJEUcTNmzdx8+ZNrcdmAouIiIiIiOi/RR/JK30ZFByKedUdSjqMMmPu3LkAgBEjRsDFxaVEY6H/Bp0SWACg7aaFumxuWFBSjIiIiIiIiIhKj3nz5gEAPD091SawrK2t4erqCgcHJgbp3emUwDp16lRRxUFERERERET/YSW1hK80zQJ73/Tu3Ru9e/cu6TDoPaFTAqtdu3ZFFQcREREREREREZFKetmFkIiIiIiIiOi/5NGjR/j8889Rp04dmJubw8rKCo0aNcK8efMQHx8vtYuKioKhoSEEQcDFixc1jtmkSRMIgoCZM2fmOxYREYEvvvgCderUgZmZGcqVK4emTZti0aJFSElJ0Tl+T09PCIIg1bLSts2IESOUygC1b98egiBIN09PT+nYhg0bIAiCxhpZFy9exMCBA+Hg4AATExNUrFgR3t7e2LZtm9rSRPIYRowYAQDw9fVFq1atUK5cOVhZWaFly5b4559/tHkZqAzRSwLr7NmzOHv2LGJiYnTqFxcXJ/UlIiIiIiIiKgvWrVuH+vXr448//sCjR48gCALS09Nx69YtzJ07Fx4eHggLCwMAVK1aFR06dACQm2hRJyQkBNevXwcADBs2TOnY8ePHUb9+faxcuRKPHj2CkZERMjIycO3aNUyfPh1NmjTBs2fPiuhqlVlbW8POzk56bGNjAzs7O+lma2ur9VgLFixAy5YtsXPnTrx48QLm5uaIi4tDQEAAhgwZgr59+yI9PV3jGOPGjcPQoUNx+fJlCIKApKQkXLx4Ef3798fKlSsLfZ1U+uglgeXp6Yn27dvj/PnzOvW7fPkyPD09pW9mIiIiIiIiotLs8OHDGDNmDIyMjPDDDz8gKioKycnJSElJwYULF9C0aVM8efIEffr0QU5ODgBg6NChAIAdO3YgKytL5bhbt24FADRq1Aj16tWTng8PD0ffvn2RlJSEDz/8EDdu3EBCQgKSk5Ph5+eHSpUqISQkBH379lU7tj799ttvePnypfR4z549ePnypXTbs2ePVuPs2bMHs2bNAgAMHz4cL168QGxsLOLi4rB48WIYGBjAz88PM2bMUDvG/v37sXHjRqxevRoJCQmIj4/H48eP0bZtWwDA1KlTdZ5oQ6VXqVhCqMuOhUREREREREQlITs7G1988QVEUcSWLVvw7bffokqVKgAAmUyGli1b4tixY6hatSpu376NvXv3AgD69OkDU1NTREdH4/jx4yrH3rZtG4D8s68WLFiAxMREODg4wN/fH40aNQIAGBoawsfHB35+fhAEAVeuXMHu3buL5sL1TBRFaZlkjx49sGHDBlStWhUAYGlpiW+++QY//vgjAGDFihWIjIxUOU5sbCzWrl2LcePGwdzcHABQvXp1bNu2DcbGxkhNTcXBgweL4YqoOJRoAkueuFJcP0tERERERERUGp05cwaPHz9GzZo11e6uZ2triy5dugAA/P39AQDlypVDjx49APw700rRpUuXEBYWBgMDAwwePFh6XhRFqZbTl19+CWtr63x9W7VqhU6dOgHIneFVFty6dQsPHjwAAHz33Xcq23z11VewtrZGVlaW2sSck5MThgwZku95e3t7fPjhhwCA4OBgPUVNJU2nXQj1LS4uDgCkTCkRERERERH9Nz1ITi3pEAoUGBgIAHj+/Lk080qVpKQkALmF1+WGDh2KXbt2Ye/evUhOToaFhYV0TF4bq3379rC3t5eef/z4MWJjYwFAY+mdjh074tixY7h27Vohrqr4yeMsV64cmjRporKNqakpWrdujUOHDqm9rqZNm6qdEOPg4AAA0utHZV+JJrDka2OdnJxKMgwiIiIiIiIqYXOeqF4mVppERUUBANLT0/Hq1asC2yvuDtilSxfY2toiJiYG+/btk2YOZWdnSzOn5LWy5KKjo6X78oSMKtWqVQMAvH79WssrKVny67K3t9e4Iqug67KyslLb19TUFACQmZlZ2DCplNE5gbVv3z7s27dP5bHly5dLa3zVEUURycnJuHnzJsLCwiAIglRgjYiIiIiIiKi0ys7OBgB07twZR48e1amvsbEx+vfvjz///BNbt26VElgBAQF4/fo1TE1N0bdvX73HTPS+0DmBdfPmTWzYsCFfllQURZw6dUqnsURRhIWFBb7++mtdwyAiIiIiIqL3yLzq6mcYFSVdZn7Z2dkBUF4aqIuhQ4fizz//hL+/P6Kjo1GpUiWpJlaPHj1Qrlw5pfaVKlWS7kdGRkrnz+v58+cAgMqVK2sdi0yWmw5IS0tT2yY+Pl7r8XQhv64XL15AFEW1s7AKc130/ir0EkJVOwfqspugtbU1vLy8MGfOHNSqVauwYRAREREREdF7wNXCrKRDKFDLli0BACEhIQgLC0PNmjV16t+6dWs4OTkhIiICO3fuxKhRo6RVTHmXDwJAjRo1YGNjg9jYWJw4cQKNGzdWOW5AQAAAqK0npYqNjQ2Af5NEeSUnJ+P+/ftq+wuCAFEUdcoDyDVt2hQAkJCQgKtXr6JZs2b52qSlpeHChQsAdLsuen/pvAvhl19+iSdPnki3x48fA8j94l2zZo3SMVW3p0+f4u3bt4iNjcU///yDBg0a6P2iiIiIiIiIiPStQ4cOcHZ2hiiK+Oqrr5CTk6O2bWZmplTMXU4QBGnpoK+vL/bv34/ExETY2tqia9eu+cYQBAH9+/cHkFuyJyEhIV+bCxcuSLsdDho0SOtrkX8W9/f3VzkLa9myZUhPT1fbXz5bTL45my7c3d3h6uoKAPjhhx9Utlm2bBni4uIgk8m4tJIAFCKBZW1tDWdnZ+nm4uICIHf2VeXKlZWOqbo5OjpKmV4iIiIiIiKissLIyAi///47DAwMcODAAXTu3BmXLl2SElk5OTm4d+8efvrpJ9SpUwc3b97MN4Z8plVgYCAWL14MAOjfvz+MjIxUnnPmzJmwsrLC8+fP0alTJ9y6dQtAbj2uffv2oXfv3hBFEc2aNdMp0dO/f38IgoDo6Gh88sknUqH0+Ph4zJ8/H3PnzkX58uXV9ndzcwMAbNu2TeMyRFUEQcCCBQsAAAcOHMDIkSOlAvnJycn4+eef8e233wIA/ve//2ksYE//HTonsFSRz67y9vbWx3BEREREREREpVLXrl2xZcsWmJmZISAgAC1atIC5uTkqVqwIU1NT1K9fHzNmzEB4eLjK2k5ubm5wd3cHAFy/fh0AMGzYMLXnc3Z2xj///AMLCwtcvnwZjRo1grW1NSwtLeHj44Po6Gi4urpi9+7dMDQ01Po66tatiylTpgAAdu3aBTs7O9jY2MDW1hbffvstvv/+ezRs2FBt/zFjxkh9ra2t4ejoCBcXF61ngfXp0wc//vgjAGDDhg1wcHCAra0trK2tMXXqVOTk5MDHx0dKdBHpJYEln11lZlb61ywTERERERERvYvBgwfj0aNHmD59Oho1agQTExPExcXBysoKzZs3x9dff43z58+jVatWKvsr1rtydnZW206uU6dOuHfvHiZMmIBatWohPT0dMpkMjRs3xsKFC3H9+nU4OjrqfB2LFy/GmjVr0LhxY5iamkIURbRt2xYHDhzAzJkzNfYdPnw41q9fjxYtWsDU1BSRkZF4+vQpXr58qfX5Z82ahQsXLqB///6oUqUKkpKSpHrZW7duxZ49e2BiYqLzddH7SRALU3GN/hOqVauGyMhIODg4qC3sR0REREREpA154e551R2kgu2DgkOl49vdSmZzL8UY5lV3kHYlvHr1aonEQ0SqFXoXQkVnz54tVD8DAwNYWVnB1ta2UNliIiIiIiIiIiJ6/+klgeXp6alyba8uypcvD09PT4wfPx5eXl76CIuIiIiIiIiIiN4DeklgAbm7EL6L2NhY7N27F3v37sXgwYOxfv16tbswEBERERER0ftFcSkfEVFeeklgzZkzBwBw8+ZN7Nu3DwBQoUIFtGrVCjVq1ICFhQWSk5Px+PFjXLhwAW/fvoUgCOjZsyfc3Nzw9u1bBAUFSTswbNu2DYaGhti4caM+wiMiIiIiIiIiojJMb0Xcd+3ahU8++QSmpqZYsmQJPvnkE8hk+fNjWVlZ2LhxI6ZMmYL09HRs2rQJ/fr1AwBcvHgRQ4YMwdOnTyEIAi5cuIDmzZvrIzwqBBZxJyIiIiIifVFVxB0oPTOvtrvVwoPkVBZxJyql9DID6+HDhxg5ciREUcSJEyfQuHFj9SeUyTB69Gg0bNgQrVq1wqhRo9CwYUPUrl0bLVq0wKFDh9CoUSNkZ2djw4YNTGARERERERG9xwq7+6BisilvUoyI3j8G+hhkxYoVSElJwccff6wxeaWoadOmGDZsGJKSkrBixQrp+Xr16sHHxweiKOLChQv6CI+IiIiIiIiIiMowvSSw/P39IQgC2rRpo1O/du3aAQCOHTum9Hzbtm0BAJGRkfoIj4iIiIiIiIiIyjC9JLDk9ZGMjY116idvnzdRVaVKFQBAcnKyHqIjIiIiIiIiIqKyTC8JLFNTUwDA7du3dep369YtAICJiYnS81lZWQCA8uXLv3twRERERERERERUpuklgVW3bl2Iooh169bh7du3WvWJjo7GunXrIAgC6tatq3QsIiICAFChQgV9hEdERERERETvGVcLM2x3q4XtbrVYwJ3oP0AvuxAOGjQIgYGBePPmDby8vLBjxw64urqqbR8SEoKBAwfizZs3EAQBQ4YMUTp++fJlCIKAmjVr6iM8IiIiIiIiKiWepmWUdAhqlebYiP7r9JLAGjduHNauXYvbt2/jzp07cHd3R6dOndC+fXvUrFkT5ubmSElJQVhYGE6dOgV/f39pmaC7uzvGjh0rjZWUlAR/f38A/xZ5JyIiIiIiovfD31HRJR0CEZVBeklgyWQyHDt2DB07dsTdu3eRmZmJw4cP4/Dhwyrbi6IIAHBzc8ORI0dgaGgoHXv06BFGjBgBIHdmFxERERERERER/bcJojybpAfp6elYsGABVq9ejTdv3qhtV6FCBUyYMAEzZszIV8CdSo9q1aohMjISDg4O0k6TRERERERERETFTa8JLLnMzEycP38eV65cwYsXL5CcnAwLCwvY29ujWbNmaNWqFYyNjfV9WtIzJrCIiIiIiIiIqDQokgQWvR+YwCIiIiIiIiKi0sCgpAMgIiIiIiIiIiLShAksIiIiIiIiIiIq1fSyC6EqGRkZiIuLQ1pamlbtnZyciioUIiIiIiIiIiIqw/SawHry5Al+++03HDlyBGFhYdC2vJYgCMjKytJnKERERERERFSKNG3atKRD0MnVq1dLOgQiUqC3BNaOHTswevRopKamAoDWySsiIiIiIiIiIiJN9JLAunPnDj7++GNkZ2dDFEWYmpqiadOmqFatGkxMTPRxCiIiIiIiInoPfDKqEhydjUs6DJWePc3Apr+jSzoMIlJBLwmsn3/+GVlZWRAEAZ9++il+/vlnWFtb62NoIiIiIiIieo84OhujtqtZSYdBRGWMXhJYZ86cgSAI8PT0xJo1a/QxpF6JoogzZ87g1KlTePz4MZKSkmBsbAw7Ozt4eHigZ8+eqFChgtq+AQEBCAgIQEREBLKysmBnZ4eWLVuiT58+MDU1LVQ89+7dw5UrV3Dv3j1ERkYiJSUF5ubmcHZ2RuvWreHt7Q0jIyOV/e/cuYNZs2YVeJ4lS5agdu3aOsdHRERERERU2j16kIr5cyIBALPmOTApRvSe00sC6/Xr1wCAgQMH6mM4vcrIyMCCBQtw/fp16Tlzc3OkpaUhPDwc4eHhOHr0KGbNmgV3d3elvtnZ2Vi4cCGCgoIAADKZDDKZDBEREYiIiMC5c+ewYMEC2NjY6BTTrl27sGXLFumxgYEBzMzMkJiYiODgYAQHB+PIkSOYN28ebG1tNY5Vvnx5tcdksiLbZJKIiIiIiIiIqNjoJcNhbW2N6OjoApMtJWHnzp1S8mrw4MHo3r07rKyskJ2djdu3b+OPP/5AVFQUfv75Z6xdu1apZpevry+CgoJgZGSEzz77DF5eXpDJZAgODsbSpUsRGRmJxYsXY+HChTrFlJWVBQsLC7Rv3x6tW7dGnTp1IJPJkJKSguPHj2PLli14+vQpfvrpJyxatAiCIKgda9OmTYV7YYiIiIiIiIiIyggDfQxSr149AMCzZ8/0MZxenT59GgDQoUMHDB48GFZWVgAAQ0NDeHh4YOrUqQCA+Ph43L17V+oXFxeHffv2AQCGDRuGzp07SzOa3NzcMGPGDAiCgLt37+q8vWrz5s2xdu1afPbZZ6hXr540rrm5OXr16oWxY8cCAEJCQpRiIiIiIiIiIiL6L9JLAuuTTz6BKIrYs2ePPobTq9jYWABArVq1VB6vXr06DA0NAQBpaWnS84GBgcjIyIC5uTm6du2ar1/t2rWlJYfyJJm2atSoAQsLC7XH27VrJyW1wsLCdBqbiIiIiIiIiOh9o5cE1vDhw9G2bVsEBgZixYoV+hhSb+zs7AAAoaGhKo8/efIE2dnZMDAwQPXq1aXnb9++DSB3dpniskJFHh4eAIBbt27pM2QYGRnBzCy3AGF2drZexyYiIiIiIiIiKmv0UgNLEATs2bMHffv2xZdffokbN27gq6++QoMGDfQx/Dvp3Lkz1q1bh5MnT6JKlSro1q2bVAPrzp07WL16NQCga9euqFq1qtRPvhzS2dlZ7djyY/Hx8UhISEC5cuX0EnNERAQSExMLPD8AfPPNN4iIiEB2djbKly+PunXrokuXLtKyTiIiIiIiotJsxCDVkw10Id+N8F1s2K561c77Jjw8XJq88eTJE7i4uEjHNmzYgJEjR8LZ2Rnh4eElEyCRGnpJYNWoUQNAbnFyURSxceNGbNy4ERYWFrC1tYWBgeaJXoIgFNlSue7duyM6OhoHDhyAr68vfH19pV0Ic3Jy4ODggLFjx6Jbt25K/eRLDzUVplc8Fhsbq7cE1ubNmwEAlSpVyrczYl4PHjyAhYUFsrKy8Pr1a7x+/RpnzpxBjx498Omnn2osAE9ERERERFSS9JG80pcRg0Ixa55DSYdBKsydOxcAMGLECKWEG/236CWBFR4eLiVKBEGAKIoAgKSkJCQlJRXYvyiTLIaGhhg5ciTs7e2xbt06ZGZmIiUlRTqenp4uJbMUE23yeljqlg/mPZaamqqXeA8fPozLly8DAMaMGQMjI6N8bSwsLNC7d2+0bt0aTk5OMDExQU5ODkJDQ7Ft2zZcu3YNBw4cgLW1NQYMGKDxfFu2bIGvr6/KY2/evHn3CyIiIiIiIqIywdraGq6urnBwKF2JvHnz5gEAPD09mcD6D9NLAsvJyanUzvSJi4vDggULEBISAk9PT/j4+MDe3h5xcXG4du0atmzZgo0bN+Lx48f45ptvSjTW69evY+3atQCAHj16oHnz5irb1ahRQ5r1JmdgYIA6dergu+++w6JFixAYGIh//vkHXbt2haWlpdpzJicn4/Xr1yqP5eTkFPJKiIiIiIiIdFNSS/hK0yywkta7d2/07t27pMMgUklvM7BKq2XLliEkJAReXl6YNGmS9Ly8HpajoyNmz56Nc+fOoUOHDmjSpAkAwNTUFElJSUhPT1c7tuIxedH1wgoODsbChQuRlZWFtm3bYvTo0YUaRxAEDB8+HIGBgUhLS8Pt27fRsmVLte0tLCxQuXJllccKWvpJRERERERERFQc3usMxbNnz3Djxg0AgI+Pj8o27u7u0mwm+dI94N/6VjExMWrHVzxmY2NT6DhDQkLwww8/ID09Hc2bN8dXX331TsmjqlWrSvW4Xr58qbHtsGHDcPjwYZW3ihUrFjoGIiIiIiKi91VOTg5WrVqFxo0bw8LCAhUqVICXlxcOHToEAHBxcYEgCNiwYYPUR156RxAEhIeH4/79+xg+fDgcHR1hZGSk9Jn18ePHWLhwIby9vVGzZk2YmZmhXLlyaNy4MebNm4e4uDiN8SUmJmLGjBmoVasWTE1NYW9vj6FDhyIkJERjvw0bNkAQBI3L9KKiovDNN9/Azc0NVlZWMDc3R7169TBlyhS1nz9HjBgBQRAwYsQIAICvry9atWqFcuXKwcrKCi1btsQ///yjtp9c+/btpddQEAR4enpqvB56v+hlBlZpJd9JEMidcaWOnZ0dwsLC8OrVK+k5R0dHREREICIiQm0/+TFra+tCF3B/9OgR5s6di9TUVDRu3BjffPMNDA0NCzUWERERERERFa3MzEz07dsXBw4cAJBbd9nExASnTp3CyZMn8dtvvxU4xrlz5zBu3DikpKTAysoKMpnyR/NRo0bhzJkzAHJXB5mbmyM2NhY3btzAjRs3sHnzZpw+fRrVqlXLN/arV6/g6ekpJatMTEyQlJQEX19f7N+/H3/99Vehr/3QoUMYNGiQVOvaxMQEgiDg/v37uH//PjZu3IhDhw7hww8/VDvGuHHj8Oeff8LQ0BAWFhZITEzExYsX0b9/f6xYsQITJ06U2lpbW8POzk76rG5jYwNjY2PpuKZN1+j9817PwFLM1EZHR6ttJy9Wbm5uLj0n3/3v7t27apcRXr9+HQDQsGHDQsUXFhaGOXPmICUlBQ0aNMCMGTNUFm3X1cuXL5GQkAAgNzlHRERERERE+vHTTz/hwIEDEAQBCxYsQGxsLGJiYhAVFYURI0ZgypQpGj9/AsD48ePRrFkz3LlzBwkJCUhJScGSJUuk440bN8aff/6JJ0+eICUlBW/fvkVqaioOHjwIV1dXhIWFYezYsSrHHjFiBEJCQmBtbY3t27cjKSkJCQkJuH79OmrXro1x48YV6rpv3ryJvn37IiUlBVOmTMGTJ0+QmpqK5ORk3Lp1C506dcKbN2/g4+MjfR7Na//+/di4cSNWr16NhIQExMfH4/Hjx2jbti0AYOrUqUornX777TelWV179uzBy5cvpduePXsKdS1UNhVJAuvKlSv48ccfMWTIEHz00Ufw8vLK1+bNmzd48eKFxiV676p69erS/SNHjqhs8+jRI4SG5hbtq1OnjvR8ixYtYGxsjJSUFBw9ejRfv9DQUNy+fRsACjVt8enTp/juu++QlJSEunXrYvbs2Rp3PFQk3+VRnY0bNwLIzYYXNrlGREREREREypKSkrB48WIAwIwZMzBjxgxYWVkByJ088Pfff6NDhw5ISUnROE7lypVx5MgRuLm5AcidfFGzZk3p+NKlS/HZZ59JSxGB3M933bp1w9GjR2FkZIQjR47kq0d9/vx56fPr1q1bMXDgQGl2l4eHB/z9/Qs9aeLLL79Eeno6fvnlF/z8889SbAYGBnB3d8eBAwfg7u6OqKgoaXOyvGJjY7F27VqMGzdOmkBSvXp1bNu2DcbGxlKSjkgVvSawQkND0bZtWzRv3hxz5szBjh074O/vj9OnT+dru3DhQjg6OqJevXrIzs7WZxiSKlWqoHHjxgBypzquX78esbGxAHILsAcGBmLBggXIycmBhYWFUqKtfPny6NWrFwBg06ZN8Pf3l+IMDg7GggULIIoi6tevj6ZNm+Y7t6+vL3r27ImePXvmOxYZGYnZs2cjMTERderUwZw5c2Bqaqr1dU2cOBH79u3D8+fPpZ0CRVHEo0eP8OOPP+LChQsAgP79+2vcgZCIiIiIiIi05+/vj6SkJBgZGWHy5Mn5jguCgBkzZhQ4zsSJEwu9EZiLiwvq1asHURQRGBiodExeR8rd3R3dunXL17dixYqFmoH1+PFjnDlzBhYWFhg/frzKNsbGxujXrx+A3NdJFScnJwwZMiTf8/b29tKyw+DgYJ3jo/8GvdXAun79Ojp06IDExMQCZwgBwOeff45ly5YhOjoa/v7+6NKli75CUTJp0iTMnj0bERER8PPzg5+fH8zMzJCWlibFaW5ujmnTpuWrYzVkyBA8ffoUQUFBWLlyJf744w/IZDKkpaUBABwcHDB16lSdY/rnn3+konuRkZEaf4C0adMGY8aMUXru2bNnWLduHdatWweZTAZzc3OkpaUhIyMDQO4PzV69emHAgAE6x0ZERERERFQSHj1ILekQCiTfJKxevXpq6y+1aNECMpkMWVlZasdp0aJFgec6fvw4/v77bwQFBSEqKgqpqflfnxcvXig9vnbtGgDNq4Tat2+PH3/8scDzK5InytLT0+Hs7Ky2nTxGdbWkmzZtqlTqR5GDgwMASJNOiPLSSwIrNTVVWucqk8kwdepUDB8+HLdu3VKbRKlVqxYaNWqEW7du4fjx40WWwLKxscHSpUvh7++PixcvIjw8HCkpKTA1NYWdnR08PDzQvXt3VKpUKV9fQ0NDzJo1CwEBAQgICEBERASysrLg5OSEli1bok+fPjrNnJJTTPAlJydrbKvq+IQJE3D//n2EhYUhLi4OycnJMDIykma0de7cGbVq1dI5LiIiIiIiopIyf05kSYdQIHltK3t7e7VtjI2NUbFiRY07wqv6/Knof//7H1asWCE9lslksLW1lZb/xcTEIDMzM9/nRXl88mSQKpqOqRMVFQUAyMrKUtr8TB11Syjlyy1VkX+2zszM1Dk++m/QSwLrr7/+wvPnzyEIAnbs2IHevXsDAO7du6exX5s2bXDz5k1cvXpVH2GoZWxsjO7du6N79+469xUEAd7e3vD29tap35AhQ1ROjQRy1w5/+eWXOsci17lzZ3Tu3LnQ/YmIiIiIiKjkaNp5/siRI1LyauzYsfjyyy9Rp04dGBj8WwGoTZs2OH/+vFarn/RBXk7H1dVV2t2QqLjpJYG1b98+CIKALl26SMkrbdStWxcApCLqRERERERE9N80a57uM4P0QZeZX/KZU/IZSapkZGTg7du3hY5n165dAIC2bdvijz/+UNlG3SyoSpUq4cGDB/mWFiqKjNR9ppt8d/vIyEhkZ2drTMARFRW9JLDu3r0LACqLxGkiXzMsrwdFRERERERE/021XQtX1Lw4eXh4AMj9DBwbGwsbG5t8bS5evPhOy+CeP38OAGjWrJna4+omgTRp0gTnz5/HmTNn1I6vapO1grRs2RJA7i6MZ86cQYcOHXQe410IggBRFIttxhmVTnrZhVBeZK1y5co69eMXHxEREREREZUVnTp1gqWlJTIzM7F06VKVbRYtWvRO57C2tgYAtUv1Zs+erfazdP/+/QEAN2/exJEjR/Idj4mJUTurSxNXV1cpiTV16lSVBeXlRFFEfHy8zufQRL7hGie//LfpJYEl/wZLSEjQqZ88s1yhQgV9hEFERERERERUZCwtLTF58mQAwIIFC7Bo0SIkJSUByF3WN3r0aAQEBMDc3LzQ55DXXz506BAWL16MtLQ0ALk7Dn722WfYuHGjyplfANCqVSt89NFHAHLrMu/atUuqX3Xz5k106tRJ2r1eVytXroSZmRmuXbuGNm3aICAgQGmnxbCwMKxcuRLu7u44cOBAoc6hjpubGwBg27Zt0utB/z16SWC5uLgA+HfLTm2dOHECQO4WpERERERERESl3axZs9C1a1fk5ORg+vTpKF++PGxtbVG1alWsX78ey5YtQ8WKFQGgULvWjxgxAs2bNwcATJs2DRYWFrCxsYGDgwP++usvzJs3D+7u7mr7b9iwAR988AHi4uIwYMAAWFpawtraGh4eHnjw4AFWr15dqOv28PDAgQMHUKFCBVy7dg3e3t4wNzdHxYoVYWpqilq1auGLL75AcHAwBEEo1DnUGTNmDIDc+mDW1tZwdHSEi4sLBg0apNfzUOmmlwSWl5cXRFHEjh07tJ6FdfPmTRw7dgyCIKBjx476CIOIiIiIiIioSBkZGWH//v1Yvnw5GjZsCGNjYwC5n4uPHDmCCRMmSEvoypcvr/P4xsbGCAgIwPTp01GjRg0YGhpCJpPB29sbBw4cwOzZszX2t7OzQ1BQEKZPn46aNWsiJycH5ubmGDx4MIKCgtCiRQudY5Lz8vLCo0eP8OOPP6J58+awtLREXFwcTE1N0bhxY4wfPx7Hjh3D4MGDC30OVYYPH47169ejRYsWMDU1RWRkJJ4+fYqXL1/q9TxUugmiHgpRPX78GB988AGys7PRs2dP7Nq1CzKZDPv27UPv3r0hCII0bVHevlOnTnj8+DEsLCwQHh7OZYSlULVq1RAZGQkHBwdpuScREREREVFhNG3aFEDuboPygu0jBv1bjHzD9lolEpdiDLPmOUi7El69erVQ44WGhqJ27doAgKdPn8LJyendgyQi/czAqlGjBqZMmQJRFLF//340atQIa9euxePHj6U29+7dw9GjRzFp0iQ0bNgQjx8/hiAImDNnDpNXRERERERE9F746aefAAAffPABk1dEeiTT10Dz58/Hs2fPsHXrVty/fx9jx44FAGnta4MGDaS28klfo0aNwpQpU/QVAhEREREREVGR69evH4YPH47WrVtLBdVDQ0OxePFirFu3DgDwzTfflGSIRO8dvSWwBEHA5s2b0bp1a3z//feIiopS27ZSpUqYO3cuPv/8c32dnoiIiIiIiMowxaV8pd3evXuxe/duAICVlRVEUZR2IwSAzz77DKNGjSqp8IjeS3pLYMmNHTsWI0eOhL+/P86ePYvw8HDExcXB0tIS1apVQ7t27dClS5d32laUiIiIiIiIqKT88ccfOHr0KG7fvo1Xr14hLS0N9vb2+PDDD/Hpp5+iW7duJR0i0XtHL0Xc6f3EIu5ERERERKQvqoq4A6Vn5tWG7bXw6EHqOxdxJ6KiofcZWLpYsGABfvnlFwiCgLdv35ZkKERERERERFQCCrv7oGKyKW9SjIjePyWawEpNTUVcXJxU6J2IiIiIiIiIiCgvg5IOgIiIiIiIiIiISBMmsIiIiIiIiIiIqFQr0SWERERERERERIVR29Ws0PWziKjsYQKLiIiIiIiIis2zpxklHYJapTk2ov86JrCIiIiIiIio2Gz6O7qkQyCiMog1sIiIiIiIiIiIqFTjDCwiIiIiIiIqcmvXri3pEIioDGMCi4iIiIiIiIpco0aNSjoEIirDdE5gRURE6O3k8fHxehuLiIiIiIiIiIjeTzonsFxcXCAIQlHEQkRERERERERElE+hlxCKoqjPOIiIiIiIiIiIiFTSOYHl5OTEGVhERERERERERFRsdE5ghYeHF0EYRERERERE9D5r2rRpSYegk6tXr5Z0CESkwKCkAyAiIiIiIiIiItKk0DWwiIiIiIiIiHRVaVRVGDublnQYKmU8TUP031ElHQYRqcAEFhERERERERUbY2dTmLlalHQYRFTGcAkhERERERERlTmpD5IROigYoYOCkfoguaTDIaIixgQWERERERERERGVakxgERERERERERFRqcYEFhERERERERERlWpMYBERERERERERUanGBBYREREREREREZVqspIOgIiIiIiIiP67QgcFv/MYkXOevPMYtba7vfMYRWnu3LmYN28e2rVrh9OnT+vc38XFBU+fPsX69esxYsQIvcenzunTp9G+fXsAgCiKxXbe0kIQBADAqVOn4Onp+Z87vz5xBhYRERERERGVCH0kr/SlNMVCVJC9e/di7ty52Lt3b0mHUmyYwCIiIiIiIiIq5SpWrAhXV1c4OTmVdChUCuzduxfz5s0rMIHl6uoKV1dXmJubF09gRYhLCImIiIiIiKjEldQSvrIy82rixImYOHFiSYdBZUxISEhJh6A3RZLAunLlCo4dO4Z79+4hJiYGmZmZOHHihFKbN2/eICMjA6amprC1tS2KMIiIiIiIiIiI6D2g1yWEoaGhaNu2LZo3b445c+Zgx44d8Pf3V1lgbuHChXB0dES9evWQnZ2tzzCIiIiIiIiIikxOTg5WrVqFxo0bw8LCAhUqVICXlxcOHToEILdguiAI2LBhg9Tn9OnTEARBKqqtiqY2c+fOhSAIagtxi6KIP//8E02bNpVi6tixI44ePar1de3evRs9evRAlSpVYGxsjEqVKqFLly7w8/PT2O/169eYMGECnJycYGpqCicnJ4wdOxaRkZFan1sXqampWLZsGVq1agVbW1uYmJjAyckJH3/8MW7cuJGvfdeuXSEIAsaOHatx3BUrVkAQBDg6OiInJ0fpWGZmJn7//Xe0bt0aNjY2MDU1RfXq1TF69OhCzXLasGEDBEGAi4uLTm3kXyMbN24EAGzcuFH6mpHfwsPDpfby59QV/n/79i1mzpyJBg0awNLSEpaWlmjQoAFmzZqFmJgYlX3yfp3ev38fw4YNQ9WqVWFiYoJatWph+vTpSEpK0uk1KYjeEljXr19H06ZNceHCBYiiKN3U+fzzzyGKIqKjo+Hv76+vMIiIiIiIiIiKTGZmJnx8fDBx4kTcuHED6enpEEURp06dQvfu3bF8+fJijyk7OxsDBw7EuHHjcO3aNaSnpyMnJwcnT55E165dsWLFCo39k5OT0aNHD/Tr1w8HDx7Eq1evYGZmhjdv3uDo0aPo06cPRo4cqfIz/oMHD9CwYUP8/vvvePbsGQwMDBATE4M1a9agcePGCAsL0+u1hoaGomHDhvj6668RGBiIhIQEGBsb49mzZ9iyZQuaNWuGv/76S6nP0KFDAQD//PMPMjMz1Y69detWAMDgwYNhYPBvuiQmJgZt27bFhAkTcOHCBSQnJ8PU1BTh4eH4+++/4e7uDl9fX71epzrGxsaws7ODqakpAMDU1BR2dnZKN0NDQ63GunnzJurXr4+FCxciODhYyuMEBwdjwYIFqF+/Pm7fvq1xjICAADRt2hRbt25FamoqsrKyEBYWhkWLFsHb21vj660rvSSwUlNT4ePjg4SEBBgaGmLmzJl48OABdu7cqbZPrVq10KhRIwDA8ePH9REGERERERERUZH66aefcODAAQiCgAULFiA2NhYxMTGIiorCiBEjMGXKFERHRxdrTD///DN27doFQRAwb948xMTEIDY2FpGRkRg0aBAmT56sMaZRo0bh4MGDcHNzw/79+5GcnIz4+HgkJCRg1apVsLKywoYNG7BkyRKlfpmZmejfvz9evnyJatWq4dixY0hOTkZSUhJOnToFCwsLTJ48WW/XmZiYiC5duuDRo0fo2bMnrl69irS0NCQmJiIyMhKTJk1CdnY2Pv/8c1y+fFnq5+PjAwsLC8TExODIkSMqxw4LC5P6yBNeciNGjMClS5dgaWmJDRs2ICkpCXFxcXj06BE6deqEzMxMjBgxAteuXdPbtarTsmVLvHz5EgMHDgQADBw4EC9fvlS6OTo6FjhOfHw8evbsiVevXqF27do4c+YMkpOTkZycjFOnTqFGjRp4+fIlevbsiYSEBLXjDBgwAN27d8eTJ08QFxeHhIQELFy4EIIg4NKlS1i3bp3erl0vCay//voLz58/hyAI2LFjB3788UfUrl0bRkZGGvu1adMGoiji6tWr+giDiIiIiIiIqMgkJSVh8eLFAIAZM2ZgxowZsLKyAgDY2dnh77//RocOHZCSklJsMaWkpGDhwoUAgMmTJ+O7775DuXLlAABVq1bFli1b0KZNG7UxnT59Gjt37kT16tVx+vRp9OjRQ9qxzsrKCuPHj8eaNWsA5JYCUpxRs2PHDty5cweGhoY4ePAgOnXqJC0r8/T0xJEjR5CWlqa3a12yZAlCQ0Ph4+ODvXv3okmTJpDJckt729vb49dff8XYsWORnZ2N+fPnS/0sLCzQq1cvAP/OsspLPoPKzc0NDRs2lJ4PDAzEgQMHAOQu1xs+fDiMjY0B5E7M2b9/Pxo0aIDMzEx8++23ervWorZq1So8e/YMlpaWOH78ONq2bSsd8/T0hL+/P8zMzPD06VOsXr1a7ThNmzbF9u3bpWWOFhYWmD59Orp16wYAGic26UovCax9+/ZBEAR06dIFvXv31rpf3bp1AeROASQiIiIiIiIqzfz9/ZGUlAQjIyOVM4sEQcCMGTOKPaaEhATIZDJMnTo133EDAwPMnDlTbf+///4bQO4srAoVKqhs069fP5iYmCAmJkZpltE///wDAOjWrZtS0kfO1dUV/fv31+l6NJHHOnnyZLW1xOSzp06ePKlUb1v+/IEDB5CYmJivnzyBlXf2lTwBU79+ffTp0ydfPxMTE+n1PXbsGOLi4nS5pBIjv67hw4fD2dk53/GaNWvik08+AZCbqFRn+vTpKt8LHx8fAEBwsP52+dTLLoR3794FACnDpi357oNl5Q0mIiIiIiKiopH6ILmkQyiQvEB4vXr1pM+zebVo0QIymQxZWVnFEpM8oVSvXj1UqlRJZZvWrVurjSkwMBBA7uymlStXqj2PfOZVREQEmjdvrnRudYXlAaB9+/bYsmVLwRdSgOfPn+PZs2cAgL59+6pNYMmTVsnJyXj79i0qV64MAOjUqRMqVaqE6Oho7NmzB8OHD5f6XL9+HSEhIRAEAUOGDFEaT36NHTp0UBtbx44dAeQW0r9x4wbat29fyKssHhkZGVJiqaDr+vPPP3H79m1kZmaqXGXXrFkzlX0dHBwAALGxsXqIOJdeEljygORfGNrSVORdn0RRxJkzZ3Dq1Ck8fvwYSUlJUuEzDw8P9OzZU22mWRRFBAQEICAgABEREcjKyoKdnR1atmyJPn36SIXTCuvOnTvYv38/Hjx4gOTkZNjY2MDDwwN9+/ZFlSpVNPZNTU2Fn58fAgMD8erVK8hkMjg5OcHb2xteXl4ad7cgIiIiIiIqTSLnPCnpEAokryNlb2+vto2xsTEqVqyIly9fFmtM8oSBKiYmJmpjioqKAqD9xBLFpYjanFvTMV3I4wRydz3UhmKsMpkMAwYMwKpVq7B161alBJZ8WWGbNm3g5OSkNIY211ixYkWYmJggPT1d69hKUkxMjJTo03Rd1apVA5CbFIyJiYGdnV2+NvIltHnJcyX6TOTqJYFlbW2Nt2/faizspcrz588BQG3ySB8yMjKwYMECXL9+XXrO3NwcaWlpCA8PR3h4OI4ePYpZs2bB3d1dqW92djYWLlyIoKAgALlf8DKZDBEREYiIiMC5c+ewYMEC2NjYFCq23bt3Y9OmTRBFEYIgwMzMDK9fv8axY8dw9uxZzJ49G25ubir7xsTEYMaMGdI3sampKdLT03H//n3cv38fQUFBmDZtmta7DxAREREREdF/jzyRsW3bNgwaNKiEo1FPcTlgVFRUgRM+VBk2bBhWrVqFkydP4uXLl6hSpQpycnKwfft2APmXD1LpopcElouLC96+fYtr165h5MiRWvc7ceIEgNypjkVl586dUvJq8ODB6N69O6ysrJCdnY3bt2/jjz/+QFRUFH7++WesXbsWJiYmUl9fX18EBQXByMgIn332Gby8vCCTyRAcHIylS5ciMjISixcvlgrm6eLGjRtS8qp79+4YMmQILC0tERUVhZUrV+LOnTtYuHAhVq9eLRXgU7Ro0SJERUWhYsWK+Prrr+Hm5oasrCycOHECa9aswaVLl7Bjx4580x+JiIiIiIhKI4d51UvkvLrM/JIv0VOcDZRXRkYG3r59m+95ebFxAEhLS1O5mic+Pl7rWPLG9OLFC40xvXnzRuUxOzs7aZJGYc79/PlzjeeOjIzUeVxVFGf/REREFCqB1bx5c9SsWRNhYWHYvn07vvzyS5w+fRovXryAsbGxynpdlSpVwoMHDzRex5s3b5Ceng5A+5Vp8q8HTUXuC/P1oA1bW1sYGhoiOztb43XJJx0ZGhqqXTJbnPRSxN3LywuiKGLHjh1az8K6efMmjh07BkEQpPWiReH06dMActd1Dh48WJreZmhoCA8PD6nIXXx8vFTLC8idPrlv3z4AuVnazp07S19gbm5umDFjBgRBwN27dwu1i6I8edWsWTN89tlnsLS0BJC7S8SsWbNga2uLxMRE7N69O1/foKAg3L9/XyoQKJ+lJZPJ0LlzZwwbNgwA4Ofnp/OsOCIiIiIiopJg5mpRIjddeHh4AMitA62uts/FixeVduqTU1y5I08M5HXlyhWd4gGAJk2aSDGpS1KdP39e7VKuli1bAgAOHjxY6HOfOXNGbRv5Z/J3Vb16dSlpVZhY5eSTPOTLBuXF27t27apydVXTpk0B5BaFVycgIABAbhF/+ddIQeTnev36NTIyMlS20fT1YGCQm84pTGkmY2NjNGjQAMC/E4tUkV+Xu7u7yvpXxU0vCawxY8ZAJpMhJiYGw4cPL3CN4+PHj9GvXz+Ioghzc3OMGjVKH2GoJP+hUqtWLZXHq1evLi2zU8x8BgYGIiMjA+bm5ujatWu+frVr15aWHOr6Dfns2TOEhYUByC0+l5e5uTm6dOkCADh79my+L0j5+dzd3VG7du18/bt27QozMzOkp6dLBfmIiIiIiIjo3XTq1AmWlpbIzMzE0qVLVbZZtGiRyudr164tzbqST5ZQ9PbtW6xdu7ZQMVlbWyMrKws///xzvuOiKGpcNST/PH7u3Dns2rVL47nyJu3kM5YOHjyIO3fu5Gv/6NGjAsfUhTzW5cuXIzQ0VGNbdQlG+TLBq1ev4s6dO9KkEflEkLwGDBgAIDdBuGfPnnzH09PTsWDBAgDARx99hPLlyxd8IYCUQBJFEQcOHMh3PDQ0VOWEFjn5Sq3Cboonv65NmzapnH0XFhaGTZs2AUCpWVqqlwRWjRo1MGXKFIiiiP3796NRo0ZYu3YtHj9+LLW5d+8ejh49ikmTJqFhw4Z4/PgxBEHAnDlzirQGlnyaobov7idPniA7OxsGBgaoXv3fKau3b98GkLu8UXFZoSJ5ZvXWrVs6xSQf29zcHB988IHKNo0bNwaQ+0Msb3Ze3l/eJi8TExPUr19fqS0RERERERG9G0tLS0yePBkAsGDBAixatAhJSUkAgFevXmH06NEICAiAubl5vr7Gxsbw8fEBAPz444/Yv3+/NPnj0qVL6Nixo9qZOJqYm5tj+vTpAICff/4ZP/74IxITEwHkLnX85JNPcObMGZUxAYC3tzcGDhwIIDe5M3fuXKUlgUlJSTh58iQ+/fRTtGnTRqnvgAED0KBBA2RlZaFbt244fvy4NAHj7Nmz+Oijj9R+ni6MadOmoU6dOoiPj0fr1q2xceNG6VqB3NlMO3fuRJcuXaTVVnm5urpKM8dGjBiBuLg4WFtbo3v37irbt2jRAj179gQADB8+HJs2bZLep9DQUPTs2RN37tyBkZERfvjhB62vxcnJSdrN8auvvsL58+eRk5ODnJwc+Pv7w9vbG2ZmZmr7y1dinT9/Ho8ePdL6vHLjx4+Ho6MjkpKS4O3tjbNnz0rHzpw5g86dOyM1NRXOzs74/PPPdR6/KOilBhYAzJ8/H8+ePcPWrVtx//59jB07FgCknfDk2UXg3yluo0aNwpQpU/QVgkqdO3fGunXrcPLkSVSpUgXdunWTamDduXMHq1evBpA7a6lq1apSP/n2nM7OzmrHlh+Lj49HQkKCylpVqsjHrlatmjTtLy/FnQ+ePXsGR0dHpXPlbaOq/9WrV6VzkfZ+/PFHHD58uMjGHz16NEaPHl1k41PB+B6//4r6PQb4PpcG/F5+//E9fv/x5zWVRbNmzcKVK1dw+PBhTJ8+HbNmzUK5cuWkmTArVqzA4sWLERERka/O1cKFC3HixAlER0ejV69eMDExgUwmQ3JyMqpXr44VK1aonQmkyTfffINr167hn3/+wezZszF37lylmH777TcsWbIET58+Vdl//fr1MDAwwLZt2zBv3jzMmzcP1tbWAICEhATpM3zelU1GRkbYtWsXPD098ezZM3Tq1Anm5uYQBAHJycmoXLkylixZgk8//VTna1KlXLly8Pf3R69evXDr1i2MGDECo0aNQvny5ZGeno7k5GSpraZzDh06FNeuXZPqZffr109jom39+vXo2rUrLl++jOHDh2PMmDEwNzeXXl+ZTIb169dLiTFtLV++XHrt2rRpA3Nzc+Tk5CAtLQ1NmjTB119/jf/9738q+/bu3RvTp0/H27dv4erqiooVK0pJyvPnz0s7CKpjbW2Nffv24aOPPsLDhw/Rrl07WFhYQBRFaffGKlWqYP/+/Wp3GixuektgCYKAzZs3o3Xr1vj+++81FrWrVKkS5s6dWyxZvO7duyM6OhoHDhyAr68vfH19pV0Ic3Jy4ODggLFjx6Jbt25K/eTTDTUVKlM8Fhsbq3UCKyYmpsCxTUxMYGFhgeTkZKm9Yl9tY1Nsr8qWLVukNb95qVs/XRjPnj3DtWvX9DZeUdq7d2+Rjh8cHFzk59AHc3NzdOrUSev2oiiqnApdGvE9/lfbtm11Ksh45coVvRXiLErF8fqXlfe5Ro0a+XbZ1SQqKgqXL18uwoj0h9/LuYyNjVWWO9Dk4MGDet3WuqjwPf5Xy5YttS4MDOTWmw0PDy+6gPSEP6//5eTkpHaFBZUuRkZG2L9/P37//XesW7cODx8+BJBbG3rKlCno3LkzZs2aBQD5lpO5uLjg8uXLmDNnDvz9/REbG4tKlSrhs88+w+zZs3Ve3SNnaGiInTt3Ys2aNVizZg3u378PILcW9OTJk9GlSxcsWbJEbX8zMzP4+vpi9OjRWLduHS5cuIBXr14BABwdHdGgQQN4eXlJM7UUubq64ubNm5g3bx4OHDiA169fw87ODkOHDsV3331XqNlBmjg7O+PKlSvYsmWLtGlbTEwMTExMpNlVXbp0Qe/evdWOMWjQIHzzzTfSzoYF7T5oa2uLc+fOYc2aNfD19cXdu3eRkpICJycneHl54ZtvvkHdunV1vpZmzZohMDAQc+fOxdmzZ5GcnAxnZ2cMHjwY06dPl3ZHVKVChQo4c+YM5s2bh/PnzyM6OhrR0dEAoPXveA8PD9y9exdLlizB/v37pd8b9evXR8+ePTF58uQiXTGnK0EsTMWvAmRkZMDf3x9nz55FeHg44uLiYGlpiWrVqqFdu3bo0qWL2umLRSE7OxvHjh3DunXr8hXTq1ixIrp164bevXsrzYbq06cPsrKyMHHiRLUf4l+8eIFx48YBABYvXqx2OWBe3333HW7evIl27dpJ009VGTFiBGJiYvDxxx9La4vv37+PadOmAQD++OMP2Nvbq+x77NgxrFq1CjKZTOU6Xbk///wTf/31l8pjt2/fRmZmJhwcHNQWGdTW0aNH8e23377TGFS8HBwcdEpIyTcloLJlw4YN0vRjbcycORP+/v5FGBHp2+DBgzX+rsnr7Nmz+Prrr4swItI3GxsbHD9+XKc+bdu2lf67SmXDqlWr8H//939at58/fz78/PyKMCLStx49emDOnDklHUaRkhfDdphXXSqeHjooWDpea7v2f5Pok2IMDvOqS7sSFmazLiB3WZm8VvHTp081rpwhIu3pbQaWImNjY3Tv3l3tGtLiFBcXhwULFiAkJASenp7w8fGBvb094uLicO3aNWzZsgUbN27E48eP8c0335R0uMXOwsJC7X/z1C1vJCIiIiIiItV++uknAMAHH3zA5BWRHhVJAqs0WbZsGUJCQuDl5YVJkyZJz8vrYTk6OmL27Nk4d+4cOnToIK1ZNTU1RVJSEtLT09WOrXhMU3G1vOTroDWNrXhccWzFNdTaxFZQXMOGDVO7xrpatWp6WyrUoUMHjdtzliZbt26VtlQtCkOHDi1wimppUJgEJt/jXGXlPQZyk9i6+Pbbb6VZoKVZUb/HQNl5n42NjXVq36JFC34v/39l5T2W1xvVhardjkojvsf/0vXn9ddff42JEycWUTT6w5/X/yoNW9ST9vr164fhw4ejdevWsLGxAZA782rx4sVYt24dAPwnJ0gQFaX3OoH17Nkz3LhxAwCk3R7ycnd3R40aNRAWFobLly9LCSxbW1skJSVprCGleEz+Q0sb2tSnUixAp1ifRnH9aUxMjNLOiapi06W2TVEyNjbW+UNUSRk/fjzGjx9f0mGUOYIgSIUeSzu+x4VXnMu/3wXf48IzMjLi9/J/AN/j95+ZmZlO/2AtKXyPSZHiUr7Sbu/evdi9ezcAwMrKCqIoSrsRAsBnn32GUaNGlVR4RO8lvawRi42NRd++fdGnTx+cPHlSqz4nT55Enz590L9/f6VvdH1S3IGvSpUqatvZ2dkBgFSkDoC0619ERITafvJj1tbWWhdwB/7dPfD58+fIycnROLZiLEDurgvyPzq1iU2xLxEREREREb27P/74A3379kXt2rUhCALS09Nhb28PHx8fHDx4EH/++WdJh1iqValSRaeb4moq+u/SywysHTt2wM/PDxYWFti0aZNWfT788EMEBAQgOTkZH330UZFsbas4pT46OlrtNpLy3fYUZxa4u7vjwoULuHv3LtLT01VuqSnfcrNhw4Y6xSXfDSolJQUhISGoV69evjbymWMVKlTIF7e7uzvOnTuH69evq9xZIT09Hffu3VM6FxERERERUWlTa7tbqZl5VWu7G1IfJGvV9tNPP8Wnn35axBG9vxQnj2gjPj6+iCKhskQvCSz5jlSdO3eGpaWlVn0sLS3RpUsX7Nq1C0ePHi2SBJbi8rojR45gzJgx+do8evQIoaGhAIA6depIz7do0QLr1q1DSkoKjh49il69ein1Cw0Nxe3btwEAnp6eOsVVrVo11KxZE2FhYdizZ0++BFZKSgqOHDkCIHeXoLy1Ldq1a4dz587h9u3bCA0NRa1atZSOHzlyBCkpKTAxMUHLli11io2IiIiIiKg4FXb3wdQHydKOgYo7G1LpJ4piSYdAZZBelhDeunULgiDonCxp3ry51L8oVKlSBY0bNwYAHDp0COvXr0dsbCyA3FlKgYGBWLBgAXJycmBhYQEvLy+pb/ny5aWk1aZNm+Dv74/s7GwAQHBwMBYsWABRFFG/fn1pO1hFvr6+6NmzJ3r27Kkytk8++QQAEBQUhL/++kuqd/Xy5UvMnz8fb9++hZWVFfr27Zuv74cffoi6detCFEUsXLgQwcG5/7HIzs6Gv78/Nm/eDADo3bu3TksbiYiIiIiIiIhKI73MwIqKigIAtUv01LG3twcAvHjxQh9hqDRp0iTMnj0bERER8PPzg5+fH8zMzJCWliZlfc3NzTFt2rR8yZ4hQ4bg6dOnCAoKwsqVK/HHH39AJpMhLS0NAODg4ICpU6cWKi4PDw8MHz4cmzZtwoEDB3Do0CGYmZlJiSwzMzPMmDFDbQJq2rRpmDFjBqKiojBz5kyYmpoiKysLWVlZAHKTgwMHDixUbEREREREREREpYleEljyRJC6guTqyNvLky5FwcbGBkuXLoW/vz8uXryI8PBwpKSkwNTUFHZ2dvDw8ED37t1RqVKlfH0NDQ0xa9YsBAQEICAgABEREcjKyoKTkxNatmyJPn36wNTUtNCx9e3bF3Xq1MH+/fsREhKC5ORkVK5cGY0aNUK/fv00Fp63tbXFr7/+Cj8/PwQGBuLVq1cwMTFB7dq10bFjR3Ts2LFQ22oTEREREREREZU2eklgVaxYES9evEBYWJhO/R4/fgwgNxlTlIyNjdG9e3d0795d576CIMDb2xve3t469RsyZAiGDBlSYLsGDRqgQYMGOscF5M7S0vY8RERERERERERllV5qYDVo0ACiKMLPz0+nfn5+fhAEAXXr1tVHGERERERERPQfYeZqgVrb3VBruxsLuBP9B+hlBlbnzp1x9OhR3LhxA3///TdGjRpVYJ+1a9fi+vXrEAQBXbp00UcYREREREREVMplPE0r6RDUKs2xEf3XCaIe9q9MSkqCi4sLYmNjIZPJsHDhQkyaNAmGhob52mZnZ+PXX3/FzJkzkZmZifLly+PJkyewtrZ+1zBIz6pVq4bIyEg4ODjg+fPnJR0OERERERGVYap2by/Nrl69WtIhEJECvczAsrS0xMqVKzFkyBBkZWXhm2++wZIlS9ClSxfUq1cPlpaWSEpKwr1793DkyBG8fPkSoihCEASsXLmSySsiIiIiIiIiIlJLLzOw5FauXImvv/4aWVlZGnfAE0URMpkMy5Ytw4QJE/R1etIzzsAiIiIiIiIiotJAL0Xc5SZOnIjz58+jc+fOAHITVXlvANC1a1cEBgYyeUVERERERERERAXS6wwsRW/evMH58+fx/PlzJCQkoFy5cqhWrRratGmDChUqFMUpSc84A4uIiIiIiIiISgO91MBSpWLFivDx8Smq4YmIiIiIiIiI6D9Cr0sIiYiIiIiIiIiI9I0JLCIiIiIiIiIiKtWKZAlhTk4OwsLCEBsbi7S0NK36tG3btihCISIiIiIiolKgadOmJR2CTq5evVrSIRCRAr0msAIDA7F48WIcP35c68QVAAiCgKysLH2GQkRERERERERE7wm9JbCWLFmCadOmQRRFFNHGhkRERERERFTGVfpkFIwdnUs6DJUynj1F9Ka/SzoMIlJBLwmsc+fO4ZtvvoEgCBBFEQ4ODmjfvj2qVasGExMTfZyCiIiIiIiI3gPGjs4wq+1a0mEQURmjlwTWb7/9Jt3/4YcfMGPGDBgYsD48ERERERERFY3URw8QOX8OAMBh1jwmxYjec3pJYF28eBGCIMDHxwezZs3Sx5BEREREREREREQAAL1Mk3r79i0AoEePHvoYjoiIiIiIiIiISKKXBFbFihUBABYWFvoYjoiIiIiIiIiISKKXBFajRo0AAGFhYfoYjoiIiIiIiIiISKKXBNbo0aMhiiK2b9+uj+GIiIiIiIiISEdz586FIAjw9PQs6VAK5fTp0xAEAYIgFKr/iBEjIAgCRowYUariIv3QSxH33r17o2/fvti9ezemTp2KxYsX62NYIiIiIiIies+Fjhj0zmPIdyN8F7U2lN4JGXFxcfj1118BAF9++SXKly9fovEQlQS9zMACgC1btmDIkCFYsmQJvLy8cODAAbx580ZfwxMREREREdF7Rh/JK30pTbHkFRcXh3nz5mHevHmIi4tT265ixYpwdXWFk5NT8QVXilStWhWurq6oWrVqSYdCRUAvM7AMDQ2l+6Io4vTp0zh9+rTW/QVBQFZWlj5CISIiIiIiIvpPmjhxIiZOnFjSYZSYhQsXYuHChSUdBhURvSSwRFHU+JiIiIiIiIhIk5JawleaZ14R0b/0soSwbdu2aNeuXaFvbdu21UcYREREREREREXK09MTgiBg7ty5yMnJwcqVK9G4cWNYWFigfPny8Pb2xqlTp1T2vXPnDmbPno127drBxcUFpqamsLGxQcuWLbFs2TKkpaWpPF/16tWlx9WrV5cKiuctWK6qiHtUVBQMDQ0hCAIuXryo8dqaNGkCQRAwc+bMfMdSU1OxbNkytGrVCra2tjAxMYGTkxM+/vhj3Lhxo4BXrXDu37+PYcOGoWrVqjAxMUGtWrUwffp0JCUlqWxfUBH3tLQ0/Pjjj6hXrx5MTU1RuXJl9OrVS3pd5K9pQSvKdI2L9EMvM7B0WS5IREREREREVNZlZWWhZ8+eOHToEIyMjGBiYoL4+HgEBATg1KlT2L17N3r16qXUp0ePHnj69CkAwNzcHObm5oiNjcXFixdx8eJF+Pr64uTJk7CyspL62NraomLFilKN6YoVKyqV8bG2ttYYZ9WqVdGhQwcEBATA19cXLVq0UNkuJCQE169fBwAMGzZM6VhoaCi6du2KR48eAcgtI2RmZoZnz55hy5Yt2LZtG1avXo0xY8Zo89JpJSAgAL169UJKSgqsra2RlZWFsLAwLFq0CGfOnMHZs2dhZGSk9XiJiYno2LEjgoKCAABGRkbIyMjA/v37cfjwYezYsaNE4iLt6a2IOxEREREREdF/xe+//46LFy9ix44dSEpKQmJiIm7dugU3NzdkZ2djwoQJyM7OVurj6emJzZs3IzIyEsnJyYiJiUFycjK2bt2KqlWr4urVq5g+fbpSnz179uDKlSvS4ytXruDly5fS7bfffisw1qFDhwIAduzYobb+9NatWwEAjRo1Qr169aTnExMT0aVLFzx69Ag9e/bE1atXkZaWhsTERERGRmLSpEnIzs7G559/jsuXL2v34mlhwIAB6N69O548eYK4uDgkJCRg4cKFEAQBly5dwrp163Qa78svv0RQUBBMTEywZs0aJCYmIi4uDo8fP0anTp0wevToEomLtMcEFhEREREREZGOYmNjsW/fPgwYMADGxsYAAHd3d2zYsAEAEBkZiQsXLij12bBhA4YNGwZ7e3vpOXNzcwwZMgS7du2S2qSkpOg11j59+sDU1BTR0dE4fvy4yjbbtm0DkH/21ZIlSxAaGgofHx/s3bsXTZo0gUyWu5jL3t4ev/76K8aOHYvs7GzMnz9fbzE3bdoU27dvh4uLCwDAwsIC06dPR7du3QAAO3fu1HqsJ0+eYP369QCAFStWYMyYMTAxMQGQuyTTz88Pjo6OxR4X6YYJLCIiIiIiIiIdtWnTBq1bt873fJMmTVCtWjUAQHBwsNbjtWrVCuXLl0dKSgpu3ryprzABAOXKlUOPHj0A/DvTStGlS5cQFhYGAwMDDB48WOnY33//DQCYPHkyBEFQOb58htfJkyfzzTorrOnTp6s8n4+PDwDdXls/Pz+IoojKlStj1KhR+Y4bGxtj8uTJxR4X6UYvNbAU5eTkYPfu3Th27Bju3buHmJgYZGZmIiwsTKldcHAwEhISYG1tjfr16+s7DCIiIiIiIqIi06xZM7XHHBwc8Pz5c8TGxuY7tmvXLmzduhXXr19HdHS0ysLtL1680GusQG6SadeuXdi7dy+Sk5NhYWEhHfP19QUAtG/fXml22PPnz/Hs2TMAQN++fdUmsORJq+TkZLx9+xaVK1d+53jVvb4ODg4AoPK1VUdeZL5FixZK9cMUabu5nD7jIt3oNYF14cIFfPLJJwgPD5eeE0VR5Rf57t278f3336NcuXKIioqCqampPkMhIiIiIiKiMiT10YOSDkEnioXW85J/vs3MzJSey8rKwoABA+Dn5yc9Z2xsjAoVKkhL8qKjo5GTk4Pk5GS9x9ulSxfY2toiJiYG+/btw5AhQwDkJp/kBczlM6nkoqKipPuvX7/W6jz6Wv6o7vWVv7bqanmpEh0dDQBKybm8NB0rqrhIN3pLYPn7+6NHjx7IysqCKIqQyWSwtLREXFycyvafffYZvv/+eyQkJODw4cPo06ePvkIhIiIiIiKiMiZy/pySDqFI/fXXX1Ly6rvvvsOIESPg4uKiNOHD0dERz58/hyiKej+/sbEx+vfvjz///BNbt26VElgBAQF4/fo1TE1N0bdvX6U+issBo6KiUKVKFb3HRaQtvdTAiouLw+DBg5GZmQlLS0usWbMGcXFxUpE0VapWrYrmzZsDAE6cOKGPMIiIiIiIiIhKJXmR9k8++QTz5s1D9erVlZJX2dnZePPmTZHGIJ9h5e/vL81KktfE6tGjB8qVK6fU3s7OTrofERFRpLEVpUqVKgFQnlGWl6ZjVDroZQbWqlWrEBsbC5lMhqNHj6JFixZa9WvZsiUuXryI69ev6yMMIiIiIiIiKqMcZs0rkfMW18yv58+fA1BfQ+nSpUsq62EBgIHBv3NP3mV2VuvWreHk5ISIiAjs3LkTo0aNwt69ewHkXz4I5O7QV6VKFbx8+RIHDx7Ehx9+WOhzlyQPDw9s2bIFgYGByM7OVlkH68yZMyUQGelCLwmsw4cPQxAE9O3bV+vkFQC4uroCAB4/fqyPMIiIiIiIiKiMMqvtWtIhFClra2sAQEhISL5jOTk5+O6779T2VZwZpa5MjzYEQcCQIUPw008/wdfXFxUrVkRiYiJsbW3RtWtXlX1GjRqFBQsWYPny5fjkk09Qq1YttePHxsbCxsam0PEVld69e2PKlCl4/fo1NmzYgNGjRysdz8zMxNKlS0soOtKWXpYQPnz4EADg5eWlU7/y5csDAOLj4/URBhEREREREVGp5O3tDQBYs2YNNm3aJBV4Dw0NRZ8+fXDhwgWlnQEVlS9fXtrlbtOmTUq1qXQln2kVGBiIxYsXAwD69+8PIyMjle2nTZuGOnXqID4+Hq1bt8bGjRuRmJgoHX/9+jV27tyJLl26YOrUqYWOqyhVr14dn3zyCQBg4sSJWLduHdLT0wEA4eHh6NOnT5leIvn/2Lvv8KjK/P3j75PeIAkJAZLQgyCEJqBSA4KgolJUFERhsa8Crro2VsQKritiQ8UGigiiFEVUeg+9Rggk9FDTSS8z8/uDX+ZLTA+TTMr9ui6uDec858ydzA5mPvM8n6e2sEkB69KlSwDUq1evTNflvWDzdlwQERERERERqYmee+45WrZsSU5ODmPGjMHDwwMfHx9atWrFsmXL+Oyzz/D39y/y+kceeQSAGTNm4OXlRdOmTWnWrBnPPfdcmXKEhobSoUMHAGs7n9GjRxc5vm7duqxYsYKOHTty4cIFxo4di4+PD35+fnh5edGgQQPuvfde/vjjjzLlqGwffPABXbt2JTMzk4cffpg6derg6+tL8+bN+fPPP/n666+tY/N2FJSqxSYFrLzCVXx8fJmuO3HiBECxL1IRERERERGR6q5evXps3bqVJ554guDgYAzDwM3NjaFDh7J+/XrGjh1b7PWvvPIK7733Hp07d8bR0ZFTp05x8uTJcjV+v7LfVdOmTenZs2ex45s2bcqOHTv4+uuvueWWW/D397dOZGndujWjRo3iu+++Y8aMGWXOUlm8vb3ZuHEjr7/+Om3atMHBwQFnZ2eGDBnCpk2b6Nu3r3Vs3moxqVoMiw325+zduzdbtmxhzJgx+aqWS5cuZdiwYRiGUegUx7CwMDZt2sTtt9/O0qVLrzaG2FhwcDBnzpwhKCjI2nBQRERERESkPLp27Qpcbtae1+8qeux91vMhs+fbJdeVGYImvWZt6r5z50675BH7WLVqFTfffDOurq6kpKQUuaRS7McmM7AGDhyIxWLhp59+4vz586W6ZvXq1WzcuBGAQYMG2SKGiIiIiIiIiEiZWCwWaz+wvn37qnhVRdmkgPXoo4/i4eFBWload999d4lN2cPDwxk5ciQAvr6+jBkzxhYxREREREREREQKuHDhAg888ABr1qzJ14R+//79DB8+nJUrVwLw73//214RpQQ26Z7eoEED3n77bZ5++mnCw8Np3bo1Dz/8cL5lg8uXL+fUqVP8/vvv/Pbbb5jNZgzDYMaMGUXutCAiIiIiIiIicrVycnKYO3cuc+fOBS73xMrOziYjI8M65s0336R///72iiglsNn2fxMmTODixYtMnTrV+r8AhmEAcMcdd1jH5rXdeu2114rd7UBERERERERqhyt7UUn11q1bN06fPl3q8T169GDRokUVmAjq16/PjBkzWLlyJQcPHuTixYuYzWaaNGlCz549eeqpp+jRo0eFZpCrY7MCFlyuVvbq1YtJkyaxZ8+eIseFhoYybdo0brvtNls+vIiIiIiIiIjYWWxsLBcuXCj1+ISEhApMc5mrqysTJ05k4sSJFf5YUjFsWsACuOWWW7jllluIiIhgw4YNnDhxgqSkJLy8vAgODiYsLIwuXbrY+mFFRERERESkmgmZPb/KzLwKmT2fjKjD9o5RI5w4ccLeEaQGsnkBK09oaCihoaEVdXsRERERERGpAUJmzy/XdRlRhznz1qsABE16DfdWrW0ZS0SqGJvsQigiIiIiIiIiIlJRKmwGVlVw5513lnrsxIkTC91tID4+nsWLF7Nr1y5iY2NxcnIiKCiI3r17c/vtt+PkVPYf4YEDB5g0aVKpx3/55ZcEBARY/37hwgUeeeSREq974YUX6NmzZ5nziYiIiIiIiIhUJTW6gOXj41Ps+czMTDIzMwEICQkpcH7//v1MnTqVtLQ0ADw8PMjNzSUqKoqoqCjWr1/PG2+8gZeXV5lyOTk5lZgtNTWV3NxcfH198fPzK3Jc3bp1cXAofCKdi4tLmXKJiIiIiIiIiFRFNilgOTo6XtX1hmGQm5triyj5fPvtt8Wenzx5Mnv37iUkJISmTZvmOxcXF2ctXoWEhPDkk0/SsmVLzGYze/bs4aOPPuLo0aNMnz6dyZMnlynXtddeW2y2rKwsxo4dS25uLn379i325/vee+/RoEGDMj2+iIiIiIhIdefeqnW5+2eJSPVjkwKWxWKxxW0qVVxcHPv37wcodOng0qVLSUtLw93dnVdeeQVfX18AHBwc6NKlC88++yyTJk1i586d7Nu3j44dO9os29atW62zvgrLJiIiIiIiUl1lnz5p7whFqsrZRGo7mxSw+vTpg2EYxY4xmUzExcVx5MgRzGYzhmHQuXNn6tSpY4sIZbZmzRrMZjPOzs6EhYUVOL9z504AwsLCrMWrK7Vv356WLVty9OhR1qxZY9MC1urVqwFo1aoVTZo0sdl9RURERERE7C3226/tHUFEqiGbFLDWrVtX6rEJCQm8//77vPPOO2RmZvLzzz8XWL5XGdauXQvA9ddfX2gPq9jYWACCgoKKvEdwcDBHjx5l7969NstV0swwEREREREREZHaptKbuNerV4833niDjh07MmLECIYMGcL27dsrteH4oUOHOHPmDAADBgwodqzZbC7xXGJiIikpKTaZTXblzLA+ffqUOP6///0vZ8+eJSsrC29vb6655hoGDBhAt27drjqLiIiIiIiIrXz55Zf2jiAi1ZjddiG8++67GThwICtXruTzzz9n/PjxlfbYeUv06tWrR6dOnQodExAQQExMDKdOnSryPleeS0hIsEkBK29m2A033FCq3Q2joqLw8PDAwcGB+Ph4wsPDCQ8Pp2fPnjzzzDM4OzsXe/3cuXOZN29eoefi4uLK/g2IiIiIiIgUoqj3XiIipWG3AhbAHXfcwYoVK5g3b16lFbCysrLYtGkTAP369Styh7/OnTsTExPDxo0bGTlyJAEBAfnO79ixg5Mn/6/BX0ZGxlVnO3jwoHVmWHHLB11cXLjtttvo3bs3zZs3x8PDA7hcUPv5559Zu3YtmzdvxtPTk6eeeqrYx0xLS+PixYuFnitu9pmIiIiIiIiISGVxsOeDN2jQAIAjR45U2mOGh4eTnp4OFF8kGjJkCO7u7mRnZ/Pqq6+ye/dusrKySE1NZc2aNbz//vs4Of1f/a+kJvalsWbNGqD4mWEAvr6+PP7447Rr185avAJo0qQJ//rXvxgyZAgAK1euJCYmptjH9PT0JCAgoNA/Dg52/b+HiIiIiIiIiAhg5xlYFy5cAGwze6m08pYPtm7dmuDg4CLHBQQE8OKLLzJt2jTOnDnDlClT8p2vW7cuo0aN4ttvvwUuF4KuRmlnhpXG/fffz++//052djY7duwo9vscPXo0o0ePLvRccHCwdUaYiIiIiIiIiIi92K2AZTabrcWf4nb6s6XY2FgOHDgAlG6Hv86dOzNz5kx+/fVXDhw4QFJSEl5eXnTo0IHhw4eza9cuAJycnKyzycqrtDPDSsPNzY0mTZoQHR1tLRKKiIiIiIiIiFRXdilgHT16lGeffZYdO3ZgGAY333xzpTzu2rVrMZvNuLi40Lt371Jd4+fnx9ixYws9d/ToUQBatGhRYrP0kuTNDGvTpk2xM6ZERERERESqo65du9o7Qpns3LnT3hFE5Ao2KWDddNNNpRqXnZ3NmTNn8u3e5+npyQsvvGCLGCXKKxLdeOONV73kLycnh/DwcAD69u17Vfe6cmZYaX+WxcnMzLT+jK92ZpiIiIiIiIiIiL3ZpIC1bt26Ujcxt1gs1q/9/f2ZP38+TZs2tUWMYh08eJBz584BV79ED2Du3LkkJCTg7+9/1UWnNWvWlGlmmMViKfbn/cMPP5CdnY1hGHTr1u2qsomIiIiIiNhSo/rjcHOp+PeA5ZGZfZJzsV/bO4aIFMJmSwivLEwVxcXFBV9fX9q1a8ett97KuHHj8PX1tVWEYuXNvvL396djx46luubbb7+lXbt2tGnTxjpj69SpU/z888+sXbsWR0dHxo8fn28nwCsf74MPPgDgiy++KHYmVN7ug927dy/VzLCXX36Zzp07061bN5o0aWJt+H7q1CkWL15s/V5vvvlmLUcUEREREZEqxc2lKZ7ure0dQ0SqGZsUsMxmsy1uU2GysrLYvHkzcHmJnoODQ6mu27BhAz/99BMA7u7umEwmsrOzgctLHydOnEjnzp2vKlt5ZobFxsYyd+5c5s6di6OjIx4eHmRnZ5OVlWUdExYWxmOPPXZV2UREREREREREqgK77UJYmbZs2WLd4a8sy/1GjBjBjh07OHHiBImJiTg5OREYGEjXrl254447bDJ77MqZYR06dCjVNWPHjmXfvn1ERUWRmJhISkoKjo6ONGrUiDZt2tC/f/9S30tERERERKQ6Sss4zPEzrwLQPOg1zeoSqeEMS2nW/kmtFBwczJkzZwgKCiImJsbecUREREREpBrL24XQVsWmiihgXXlP7UIoUrWUbi2diIiIiIiIiIiInaiAJSIiIiIiIiIiVZpNemCNGzfOFrcpwDAMvvrqqwq5t4iIiIiIiIiIVA82KWDNnj0bwzBscasCVMASERERERGpuSKi77vqe+T1rboaoSHzr/oe9jZlyhRee+01wsLCWLdunb3jlNm6devo168fAGrXLX9nsyWEFovF+ufvf//7n5LOXzlOREREREREaiZbFK9spSpl+bukpCSmTJnClClTSEpKsnccEbuwyQys48ePk5OTw4svvsiiRYvw8vJi9OjR9O/fn5CQEDw9PUlLSyM6OprVq1fz/fffk5KSwvDhw5k2bRpOTjaJISIiIiIiIlLjJCUl8dprrwEwduxYfHx8Ch3n7+9P69atadKkSSWmE6kcNqkcNW3alHvvvZfFixfTp08f5s+fT8OGDQuM69ChA8OHD2fy5Mnce++9LFq0CCcnJ3744QdbxBAREREREZFqyl5L+KryzKuyeuqpp3jqqafsHUOkQthkCeHChQtZuHAhwcHBLFu2rNDi1ZUaNGjAsmXLCAoK4scff+Snn36yRQwREREREREREamBbFLA+vrrrzEMg3HjxuHl5VWqa7y8vHjooYewWCx8/fXXtoghIiIiIiIiUqH69u2LYRhMmTIFs9nMxx9/zHXXXYenpyc+Pj7cfPPNrF27ttBrDxw4wCuvvEJYWBjNmjXDzc0NX19fevTowfvvv09mZmahj9e8eXPr35s3b45hGNY/Y8eOtZ6bMmUKhmHQt29f67Fz587h6OiIYRiEh4cX+7116dIFwzB4+eWXC5zLyMjg/fffp2fPntSrVw9XV1eaNGnCAw88wJ49e0r4qdnOwYMHGTduXL6fX69evfjss8/Izc0tMP7xxx/HMAwef/zxAud27txp/TmOHj26wPnIyEgMw8DZ2ZnU1NQK+X6k9GxSwDpw4AAA1157bZmuyxu/f/9+W8QQERERERERqRS5ubnceeedjB8/noiICBwcHEhOTmbVqlXcfPPNLF26tMA1d9xxB2+++SYbNmwgNjYWDw8PkpKSCA8P55lnnqF3796kpKTku6ZevXr4+/tb/+7v70+DBg2sf7y9vYvN2ahRI2666SYA5s2bV+S4yMhIdu/eDVCgmBMdHU3Hjh155pln2LJlC5cuXcLFxYXTp08zd+5cunXrxhdffFH8D8wGvv32Wzp27Mg333zDyZMncXNzIy0tjc2bN/PEE08QFhZWoMl9WFgYQKG7Ml55bP369UWe79KlS6kn60jFsUkBKz4+HqDAC60keePzrhcRERERERGpDmbOnEl4eDgLFiwgNTWVlJQU9u3bR2hoKCaTiSeffBKTyZTvmr59+/Ldd99x5swZ0tLSSEhIIC0tje+//55GjRqxc+dOXnzxxXzXLFq0iB07dlj/vmPHDs6fP2/988EHH5SY9f777wdgwYIFhc5SAvj+++8B6NSpE23btrUeT0lJ4dZbbyUqKoo777yTnTt3kpmZSUpKCmfOnGHixImYTCaeeOIJtm3bVrofXjls376dhx56iNzcXG699Vaio6NJSkoiNTWVr7/+Gg8PD7Zs2cK4cePyXZc3G+3w4cOcP38+37m8AlXdunWJiYkhOjq60PNXzmgT+7FJAat+/foA/PHHH2W67vfff893vYiIiIiIiEh1kJiYyNKlSxkxYgQuLi7A5Y3LZs+eDcCZM2fYvHlzvmtmz57N6NGjCQwMtB7z8PBg1KhRLFy40DomPT3dplmHDx+Om5sbsbGxrFy5stAxeZur/X321XvvvUd0dDRDhw5lyZIldOnSBSeny/vBBQYGMmPGDB577DFMJhNvvfWWTXNf6T//+Q+5ublcd911LF26lJYtWwLg4uLCP/7xD7788ksAFi9enK+Q1qhRI6655hog/4wrs9nMpk2b8PT05KGHHipwHv5vVpYKWFWDTQpYffr0wWKxsGjRIhYvXlyqa5YsWcKiRYswDIM+ffrYIoaIiIiIiIhIpejduze9evUqcLxLly4EBwcDEBERUer79ezZEx8fH9LT09m7d6+tYgKXZxjdcccdwP/NtLrS1q1bOXr0KA4ODowcOTLfubye1c8++yyGYRR6/7wZXmvWrCkw68wWEhMTWbVqFQAvvfQSzs7OBcaMHDmS1q1bA5dnml2psGWEe/bsITk5mZ49ezJgwIAC5/NmbDk5OdGzZ09bfjtSTk62uMmECROYP38+FouFe++9l2eeeYann3660N0I86Y4Tp8+HQDDMJgwYYItYoiIiIiIiEg1lZZx2N4RyqRbt25FngsKCiImJobExMQC5xYuXMj333/P7t27iY2NLbRx+9mzZ22aFS4XmRYuXMiSJUtIS0vD09PTei6vN1a/fv3yzQ6LiYnh9OnTANx1111FFrDyilZpaWnEx8cTEBBg0+y7d+/GYrEAWPt5FWbAgAEcPnyYXbt25Tvet29fvvjii3wFqiuXB/bu3RtHR8d8fbDyzl933XXUqVPHNt+IXBWbFLCuv/56/vOf//D6669jMpl49913ee+992jTpg0hISF4eHiQnp5OdHQ0kZGRmM1m6//5XnnlFa6//npbxBAREREREZFq6viZV+0doUyKK2q4ubkBkJOTYz2Wm5vLiBEj8q1acnFxwc/Pz7okLzY2FrPZTFpams3z3nrrrdSrV4+EhASWLl3KqFGjgMvFp7wZS3kzqfKcO3fO+vXFixdL9Ti2Xv4Il38ucPnnWq9evSLH5c18+3vWv/fBatiwYb4CVp06dbjuuuvYsWMH0dHRhISEqP9VFWSTJYRwebvO9957D1dXVywWCyaTiYMHD/LLL78wf/58fvnlFw4ePIjJZMJiseDm5sb06dN59dXq9Y+UiIiIiIiISFl98cUX1uLV5MmTOXbsGJmZmcTFxVkbsufNfsqb8GFLLi4u3HPPPUD+ZYSrVq3i4sWLuLm5cdddd+W75srlgOfOncNisZT4p1mzZjbPfrUCAwNp1aoVcHlm1ZX9r/Jm0uUVqvIKV3mzsfKWH4r92WQGVp5//etfDB06lI8++ojFixdz8uTJAmOaNWvGsGHDeOqpp2jevLktH15ERERERESqqeZBr9nlcStr5ldek/YHH3yQ114r+L2aTCbi4uIqNMP999/P559/zooVK4iNjaV+/frWYtYdd9xB3bp1841v0KCB9etTp04V2iaoMuRt/JaZmUlCQkKRs7BiYmIACl3CGBYWRlRUFOvWreOaa64hKSmJQYMGWWe/9evXj3fffZd169bRp08fzp07h6OjI717966g70rKyqYFLIDmzZszffp0pk+fTmxsLGfPniU1NRUvLy8CAwO146CIiIiIiIgU4One2t4RKlRecaWo3llbt24ttB8WgIPD/y2euprZWb169aJJkyacOnWKH3/8kXHjxrFkyRKg4PJBuPz+vmHDhpw/f55ly5bZrf3Pddddh2EYWCwWVq9ebZ1J9nerV68GLjfS/7u+ffvy5ZdfWgtYecfy9OrVCycnJ9avX6/+V1WUzZYQFqZ+/fp07NiRnj170rFjRxWvREREREREpFby9vYGIDIyssA5s9nM5MmTi7z2yplRSUlJ5c5gGIa199W8efP45ZdfSElJoV69etx2222FXjNu3DgAPvzwQ6Kjo4u9f2FN623B19eXm2++GYBp06bl6y2W54cffrD+bO+7774C56/sgzV//vx8xwBrH6yYmBi++uqrAufF/iq0gCUiIiIiIiIiWAsws2bN4ttvv7UWYaKjoxk+fDibN2/OtzPglXx8fAgKCgLg22+/zdebqqzyZlpt2bKF//73vwDcc889ODs7Fzr+hRde4JprriE5OZlevXoxZ84cUlJSrOcvXrzIjz/+yK233srzzz9f7lwleeONN3BycmL37t0MHTqUo0ePApCdnc0333zDww8/DMDw4cMLnSkWFBREy5YtAdixYwdeXl507do135i8gtX27dsB9b+qaiqkgJWTk8OmTZuYNWsW06ZN4/XXX6+IhxERERERERGpFp577jlatmxJTk4OY8aMwcPDAx8fH1q1asWyZcv47LPP8Pf3L/L6Rx55BIAZM2bg5eVF06ZNadasGc8991yZcoSGhtKhQwcAdu/eDcDo0aOLHF+3bl1WrFhBx44duXDhAmPHjsXHxwc/Pz+8vLxo0KAB9957L3/88UeZcpTV9ddfz1dffYWTkxPLly8nJCQEX19fvLy8GDduHOnp6fTo0cM6e6owV86o6tmzp7X/VWHn1f+q6rFpASs7O5vJkyfToEEDwsLCeOKJJ5g0aVKhDer+/e9/c80119C/f39bRhARERERERGpcurVq8fWrVt54oknCA4OxjAM3NzcGDp0KOvXr2fs2LHFXv/KK6/w3nvv0blzZxwdHTl16hQnT54sV+P3K/tdNW3alJ49exY7vmnTpuzYsYOvv/6aW265BX9/fy5dugRA69atGTVqFN999x0zZswoc5ayePDBB9m7dy9jx46lSZMmpKen4+HhQY8ePZg5cybr1q3Dx8enyOuvLFAVtjywd+/e1qJW586dCzS1F/syLDbanzM+Pp6bb76Zffv2FWgqZxhGgSmOmzdvpnfv3hiGwbZt2wpM3RP7Cw4O5syZMwQFBVkbDoqIiIiIiJRH3nu+5kGvWRu2R0T/X6+i0JD5dsl1ZYbmQa9ZdyXcuXOnXfKISOFsNgPrrrvuYu/evVgsFnr27Mnnn39ebBO6nj17EhwcDMDvv/9uqxgiIiIiIiIiIlLD2KSAtWjRIjZs2IBhGDz33HNs3LiRRx55hM6dOxd73YABA7BYLGzZssUWMUREREREREREpAZyKnlIyebNmwdAhw4drLsYlEZe47jDhw/bIoaIiIiIiIhUU1cu5RMR+TubFLC2b9+OYRiMHDmyTNc1aNAAgNjYWFvEEBERERERERE769atG6dPny71+B49erBo0aIKTCQ1gU0KWHkFqBYtWpTpOmdnZ+Dy7oUiIiIiIiJSu4SGzK8yM69CQ+aTlqHVQbYQGxvLhQsXSj0+ISGhAtNITWGTApabmxvZ2dllLkTlFb58fX1tEUNERERERESqmfLuPpiWcdi6Y+CVOxuK/Z04ccLeEaQGskkT90aNGgFw6NChMl23detWAJo3b26LGCIiIiIiIiIiUgPZpIDVu3dvLBYLCxcuxGKxlOqauLg4fv75ZwzDICwszBYxRERERERERESkBrJJAWv06NEAREVF8dZbb5U4Pjs7m9GjR5Oeno5hGIwdO9YWMUREREREREREpAay2QyswYMHY7FYePXVV3nssceIjo4uMC49PZ3Fixdzww03sHLlSgzDYPTo0bRp08YWMUREREREREREpAYyLKVd81eC5ORkevTowaFDhzAMA7jc3D0jIwPDMKhXrx5JSUmYzWYALBYLnTp1YtOmTXh4eNgigthYcHAwZ86cISgoiJiYGHvHERERERGRaqxr165A1W64fmVj+J07d9o5jYhcySa7EAJ4e3uzdetWHn30URYsWABgLV4BxMfH5xt/zz338NVXX6l4JSIiIiIiUotkZp+0d4QiVeVsIrWdzWZgXenAgQPMmTOHDRs2cOLECZKSkvDy8iI4OJiwsDAefPBBunXrZuuHFRvTDCwREREREbGVvBlY1YVmYIlULTabgXWl9u3b87///a8ibi0iIiIiIiIiIrVMhRSwRERERERERK6kGU0icjVssguhiIiIiIiIiIhIRamUGVjh4eGsXLmSc+fO4eXlRfv27bnzzjvx8fGpjIcXEREREREREZFqrFwFrD///BOTyYSPjw89evQoclxiYiKjRo1ixYoVBc55e3vz0Ucfcf/995cngoiIiIiIiIiI1BJlXkJ47Ngxbr31Vu644w5+/fXXIsfl5uZy2223sWLFCiwWS4E/SUlJjBkzhsWLF1/VNyAiIiIiIiIiIjVbmWdgrVq1yvr1ww8/XOS4mTNnsm3bNgzDAKBt27b07dsXZ2dnfv/9d44cOYLZbOapp57illtuwd3dvRzxRURERERERESkpitzAWvHjh0AXHvttbRs2bLIce+//7716yeffJIZM2bg6OgIwLvvvsvYsWOZN28e58+fZ/HixYwaNaqsUURERERERKSa6Nq1q70jlIl2TRSpWsq8hPCvv/7CMAz69OlT5JgdO3Zw8uRJDMOgSZMm+YpXAE5OTnz++efUr18fgOXLl5cjuoiIiIiIiIiI1AZlnoF14sQJANq3b1/kmPXr11u/vv/++/MVr/J4enoyfPhwPv/8c/bv31/WGCIiIiIiIlINjav/IE1dGts7RqFOZp/m69hv7R1DRApR5gJWUlISAP7+/kWO2bZtm/Xrfv36FTmuc+fOAJw5c6asMUrlzjvvLPXYiRMn0r9//wLH4+PjWbx4Mbt27SI2NhYnJyeCgoLo3bs3t99+O05O5drIkRkzZrBmzZpixzRp0oSPP/64yPO5ubksW7aM9evXc/bsWQCCgoIICwtj8ODB5c4mIiIiIiJSUZq6NKa1eyt7xxCRaqbMFQ6TyQSAxWIpcszu3butXxe3ztnPzw+A1NTUssYoFR8fn2LPZ2ZmkpmZCUBISEiB8/v372fq1KmkpaUB4OHhQW5uLlFRUURFRbF+/XreeOMNvLy8yp3RxcUFDw+PQs/VrVu3yOsyMjJ45ZVXOHLkiPU+ANHR0URHR7N582Zef/113Nzcyp1NRERERESkqjqcEcWrZ94C4LWgSSqKidRwZS5geXt7Ex8fb53x83eJiYkcP34cwzBo3rw53t7eRd4rKysLoNAlhrbw7bfFT/2cPHkye/fuJSQkhKZNm+Y7FxcXZy1ehYSE8OSTT9KyZUvMZjN79uzho48+4ujRo0yfPp3JkyeXO2OvXr14+umny3zdzJkzOXLkCJ6enkyYMIEbb7wRgK1bt/Lhhx8SGRnJp59+yr/+9a9yZxMRERERERERqQrK3MQ9b+fBjRs3Fnp+7dq11q/ziipFuXjxIlDyTKmKEBcXZ+29VdjSwaVLl5KWloa7uzuvvPKK9ft2cHCgS5cuPPvss8DlnSn27dtXecGB48ePs2HDBgDGjx9P9+7dMQwDwzDo3r07Tz31FADr1q3j5MmTlZpNRERERERERMTWylzA6tGjBxaLhWXLllmXr13pq6++sn598803F3uvvXv3AtC8efOyxrhqa9aswWw24+zsTFhYWIHzeVumhoWF4evrW+B8+/btrUWtknpZ2dr69euxWCw0atSI7t27Fzjfo0cPGjVqhMViyddQX0RERERERESkOipzAevBBx8ELjcQv/XWW1m5ciVZWVmcOnWKZ555ht9//x243C9q6NChxd5r/fr1GIZBaGho2ZNfpbyZYtdff32hPaxiY2OBy03RixIcHAz8XyGusuTNHOvcuTOGYRQ4bxiGtUG+dngUERERERERkequzD2wOnbsyP3338/333/PiRMnuOWWWwqMMQyDf/7zn8X2v9q6dSsnT57EMAx69uxZ1hhX5dChQ9adDwcMGFDsWLPZXOK5xMREUlJSqFOnTpmz7N+/n8cee4zY2FhcXFxo1KgRXbp0YfDgwYXO/LJYLMTExAAU6Nt1pSZNmgBw+vTpMmcSEREREREREalKylzAAvj88885efIkmzZtKvR8jx49eOONN0q8B1wudg0cOLA8Mcpt9erVANSrV49OnToVOiYgIICYmBhOnTpV5H2uPJeQkFCuAlZcXByOjo64u7uTnp7O0aNHOXr0KL///jvPP/88HTt2zDc+IyPDunNivXr1irxv3rmMjAwyMjJwd3cvczYREREREZGKdl/02Ku+R95uhFdjfsjsq75HdXDixAlrG5/jx4/TrFkz+wYSKaVyFbA8PDxYu3YtM2fOZO7cuURGRpKbm0tISAijRo3i6aefxsXFpcjrL168yOrVq2nQoAEdO3akYcOG5f4GyiorK8taeOvXr1+ROyB27tyZmJgYNm7cyMiRIwkICMh3fseOHfkapGdkZJQpR8uWLbnmmmvo1q0bfn5+ODg4kJ6ezvbt25k9ezYJCQm8/fbbTJ8+Pd8yxisfx9XVtcj7X3muuALW3LlzmTdvXqHn8naaPHfunHW5pIiIiIiIVG0NGza09vSt6mxRvLKV+6LH8lrQJHvHEJEilKuABeDo6Mj48eMZP358ma8NCAgodmZTRQoPDyc9PR0ofPfBPEOGDGHVqlVkZGTw6quv8sgjj9CuXTtycnLYvn07X375JU5OTuTm5gIU2ouqOHfccUeBYx4eHvTt25e2bdvy9NNPk5qayg8//MBzzz1XpnuXRVpamnU3yL+zWCzA5aWSeUsuRUREREREREQqW7kLWNVV3vLB1q1bFzurKCAggBdffJFp06Zx5swZpkyZku983bp1GTVqFN9++y0Anp6eNssYEBDA4MGDWbBgATt37sRsNuPgcLnf/pUzqbKysoq8x5Xnils+6OnpWWB2WR4HBwcsFgtOTk5Fjqnt4uLirM+Pv7+/veNIBdBzXPPpOa4d9DzXfHqOawc9z6VTmStcbMleS/iq0iwwESlarSpgxcbGcuDAAaD42Vd5OnfuzMyZM/n11185cOAASUlJeHl50aFDB4YPH86uXbsAcHJyokGDBjbNes011wCQnp5OSkqKtSG+u7s77u7uZGRkkJCQUOT1eefyxhdl9OjRjB492obJa5fbbruNixcvEhAQwPLly+0dRyqAnuOaT89x7aDnuebTc1w76HkWEam9HOwdoDKtXbsWs9mMi4sLvXv3LtU1fn5+jB07lvfee4+vvvqKDz74gIceeghfX1+OHj0KQIsWLXB2dq7I6FaGYVhnjpWmwXzjxo0rJZeIiIiIiEht0LdvXwzDYMqUKWRlZfHWW2/RoUMH6tSpg2EYJCUlkZ6ezvfff8/9999Phw4dqFevHm5ubjRr1owHHniA3bt3F3n/sWPHYhgGY8eOBWDevHn07NmTunXrUqdOHXr06MFPP/1UbMaUlBReeuklQkJCcHNzIzAwkPvvv5/IyMhSfY+nTp1i/PjxXHPNNbi7u1O3bl26du3KO++8Y23J83ezZ8/GMAxrU/jVq1dzyy234OfnR926denduzcrV660js/JyeF///sfHTp0wNPTE39/f0aPHq32NVKkWjUDK2/54I033njVS/5ycnIIDw8HLv8DZmtHjhwBLs+g+vvuhh06dCAqKoo9e/YUef3evXutY0VERERERMS2MjMz6dOnD9u3b8fZ2RkPDw/ruR9//JF//OMfwOXWLN7e3lgsFk6ePMnJkyeZP38+X3/9NQ888ECxj/H444/z+eef4+joiKenJykpKYSHh3PPPffw0Ucf8dRTTxW45sKFC/Tt29darHJ1dSU1NZV58+bxyy+/8MUXXxT7mCtXrmT48OGkpqYCUKdOHbKzs9m1axe7du1i9uzZrFixotjJEp9//jlPPPEEhmHg5eVFSkoKmzZt4tZbb+Wnn35i0KBBDB48mLVr1+Lm5oZhGMTHx/P999+zefNmdu/eja+vb7E5pfapNTOwDh48yLlz54DSLR8sydy5c0lISMDf35+bbrqpTNfmNUcvSmxsrHVKdNeuXa39r/L06dMHwzA4e/astYh2pS1btnD27FkMw6iQ4pqIiIiIiEht98knn3DkyBHmz59PamoqSUlJnDhxAk9PT3x9fXn++efZunUr6enpJCQkkJmZyeHDh3nggQfIzc3l0UcfLXZVzS+//MKcOXP49NNPuXTpEsnJyRw7dow+ffoA8PzzzxfaVmbs2LFERkbi7e1tzXbp0iV2795Nq1atePzxx4t8zBMnTnDXXXeRmprK9ddfz549e7h06RJpaWksXryY+vXrExkZyV133WXd0OzvYmNjmTBhAi+99BLx8fEkJydz/PhxunfvjslkYuLEiTz33HMcOnSIZcuWkZqaSkpKCkuXLqVOnTqcOHGCd955p4zPhtQGtaaAlTf7yt/fn44dO5bqmm+//ZZdu3aRlpZmPXbq1Cnef/99Fi9ebN2J8cpK+5WPd+edd3LnnXdy4cKFfOfWrVvH1KlT2bp1K5cuXbIez8jIYP369bzwwgukpKTg7u7OyJEjC9y7efPm1n+0PvroI7Zu3YrFYsFisbB161Y+/vhj4PLMsCZNmpTqexUREREREZHSS01NZcGCBdx77724uLgA0LRpU5ydnRkyZAjvvPMON9xwA66ursDldjDXXHMNc+bM4eabbyYzM5NvvvmmyPsnJiby5Zdf8vjjj1vfczZv3pwffvgBFxcXMjIyWLZsWb5rNm3axB9//AHA999/z7333ouT0+WFV507d2bFihXFtr95++23SUlJISgoiBUrVtCpUycAHB0dGTp0KIsXL8YwDHbs2MHPP/9c6D3S09MZNWoUb731Fj4+PgA0a9aM+fPnYxgGp06dYubMmSxYsIDBgwfj6OiIo6Mjd955J//+978BWLhwYXE/eqmlasUSwqysLDZv3gzATTfdVGBGU1E2bNhgXVvs7u6OyWQiOzsbuLx738SJE+ncuXOZ85jNZsLDw62zp9zd3XFyciItLQ2z2QyAt7c3//73v4vcKfGf//wn586d48iRI7z99tvWfzDz8rVp04YnnniizNlERERERESkZB06dGDgwIFlvs4wDG677TZWrlxpfZ9amCZNmjBq1KgCxwMDA7n++uvZtGkTERER+c7lvX/t0KEDgwcPLnCtv78/jz/+OG+++WaBcxaLxXr9008/bd1I7Eo9e/Zk4MCB/Pnnn9biXWFeeumlQr+fVq1aceTIEXr06GGdlHGl/v37M3nyZI4dO0ZaWtpVt/6RmqVWFLC2bNlibTRXluV+I0aMYMeOHZw4cYLExEScnJwIDAyka9eu3HHHHeVek9u+fXtGjx7NoUOHOHPmDJcuXSI9PR1PT08aN25M165dGTRoUIHeV1dyd3dn2rRpLFu2jPXr13P27FkAWrZsSd++fRk8eLC10i4VZ9SoUfqHtYbTc1zz6TmuHfQ813x6jmsHPc812+GMKHtHKJPu3bsXez4mJoaPPvqIVatWcfToUVJSUqwTFvLkvY8rTNeuXTEMo9BzQUFBwOVZWlfatWsXUHyf5n79+hVawDp27Jj1fsW9bx4wYAB//vmn9bH+zs3NjVatWhV6LiAggCNHjhAaGlro+QYNGli/TkpK0mtd8qkVFY5+/frRr1+/Ml83cODAclXU4XLluKheWwEBAYwYMaJc972Sk5MTQ4cOZejQoVd9Lymf0aNH2zuCVDA9xzWfnuPaQc9zzafnuHbQ81yzvXrmLXtHKJP69esXeW79+vXcfvvt1kboAHXr1rU2LM/IyLD2lipKcRMa3NzcgMubi10pNjYW+L8CV2GKOpd3bUnX560SunjxYqHnGzRoUGThzdHREYBGjRoVex4Kfm8itaYHloiIiIiIiIitXFlsuVJOTg6jR48mNTWVdu3asXLlStLS0khOTubChQucP3+e6dOnAyVv8CUi/6dWzMASERERERGRqu21oEl2eVxbz/wKDw8nJiYGgF9//ZXmzZsXGPP3jb5spX79+hw+fLjYpYlnzpwp8torx1y5nO9Ked9bQEDAVSQVKTsVsERERERERMTuWrsX3jepuskr8Pj5+RVavAJYu3ZthTx2ly5d2LRpE+vXry9yzLp16wo93qJFC3x9fUlMTGT16tVcd911hY5btWqV9bFEKpOWEIqIiIiIiIjYSN7ufQkJCfn6SuVZu3Ytq1evrpDHvueeewDYu3cvv//+e4HzCQkJfPbZZ4VeaxiG9foPP/yQS5cuFRizefNmVqxYAcB9991nq9gipaICloiIiIiIiIiN9OzZEw8PDywWC/fddx/Hjx8HICsri7lz5zJs2DDq1atXYY99yy23AJd37Vy4cCEmkwm4XNQaOHAg2dnZRV7/8ssvU6dOHWJiYhg4cCD79u0DwGQysXTpUoYNG4bFYqFbt27cddddFfI9iBRFBSwRERERERERG/Hx8WHq1KkArFmzhhYtWuDt7U2dOnV44IEHaN68Oa+++mqFPf7s2bNp06YNSUlJjBgxAi8vL7y9vencuTOHDx/m008/LfLapk2b8tNPP+Hp6cm2bdvo1KkT3t7eeHl5MXToUGJjY2ndujU///xzkU3sRSqKClgiUiNNmjSJadOmlXr8u+++y3/+858KTCQiIiIitcWECRNYtGiRdTaWyWSidevWvPbaa2zZsoU6depU2GM3aNCA7du38+KLL9KyZUvMZjMeHh6MHDmS7du3071792KvHzhwIAcPHuTJJ58kJCSErKwsnJycuO6665g6dSq7d++mcePGFZZfpCiGRft2ikgNNGTIEHx9fZk9e3apxj/88MPExcWxZMmSCs0lIiL5ZWVl4erqau8YIlIJunbtClzebTCvYft90WOt5+eHzLZDqvwZXguaZN2VcOfOnXbJIyKF0y6EUqulpqayY8cOTp06RWpqKrm5uUWONQyDCRMmVGI6qUxms9neEaQcTCYTK1euZPPmzZw8eZLU1NQSn0sVKUWqlpEjRxISEkJoaCjt27fn2muvxc3Nzd6xpBJkZWWRlpZm7c9TlPr161dSIhERqcpUwJJaa/ny5cyePTtfE8PCJiQahoHFYlEBqwbLyckhOTkZd3d3e0eRMsjMzGTy5MkcOXKk0NduYQzDqOBUUhFUqKzZTCYThw8f5siRIyxatAgHBwdatmxJaGgooaGhtGvXTgWtGiQtLY2ff/6ZzZs3c+HChVJdo9eziIiAClhSS23ZsoXPP/8cACcnJ1q1aoWfnx8uLi52TiblFRsbW+AX4ZycHP76669iixupqals3LiR3NxcQkJCKjqm2NCCBQs4fPgwhmHQrVs3brjhBr2OayAVKmu+Tz75hIiICA4cOMBff/1FYmIiR44cISoqisWLF+Pg4ECLFi1o3749oaGhtG3bVh84VFPx8fG89NJLXLx4sdSvZ6ldrlzKJyLydypgSa2U90leaGgozz77bIVtYyuVZ9WqVSxYsCDfsbS0NCZNmlTitXm/RA8aNKhCsknF2LJlC4Zh8MADD2gb5xpMhcqaLzg4mODgYOu272fOnOHAgQNEREQQERFBYmIiUVFRREdH5yto/e9//7NzcimrOXPmcOHCBdzd3Rk2bBgdO3bEx8cHBwftKyUiIiVTAUtqpZMnT2IYBhMnTlTxqga58tPcvKWfxTEMA3d3d5o2bcrAgQO56aabKjqi2FBcXByGYXD77bfbO4pUIBUqa5+goCCCgoKsBa2zZ89y4MABVq5cSVRUFCaTiejoaDunlPLYvXs3hmHw7LPP0q1bN3vHkSpifsjsKjPzan7IbA5nRNk7hogUQQUsqZXyChcBAQH2jiI2MnLkSEaOHGn9e1l3IZTqp06dOmRnZ2v3shpOhcra6/z58/lmYsXHx1vPacZO9ZSdnY2Li4t1JzqRPOXdffBwRpR1x8ArdzYUkZpJBSyplZo0aUJ0dLT1Fympefr164enp6e9Y0gFat++PRs3biQ2NlY7VNVgKlTWHkUVrCwWC46OjoSEhFj7YLVr187OaaU8GjRowPnz5+0dQ0REqikVsKRWGjx4MNOnT2ft2rXqe1RDPf300/aOIBVsxIgRbNu2jTlz5vDcc8/ZO45UEBUqa77333+/QMHKwcGBkJAQQkNDad++vRq31xA33XQTc+bMYffu3XTp0sXecUREpJrR/GuplcLCwhg0aBBffvklGzZssHccESmHxo0bM2nSJPbs2cOUKVM4cOAAmZmZ9o4lNjZixAhcXFyYM2eOvaNIBVm3bh3x8fG4u7tz5513MnnyZObNm8f//vc/xo4dS5cuXVS8qiHuvPNO2rVrx0cffcTBgwftHUdERKoZw6I9bKUW+uCDDwDYvn07aWlp+Pv7ExISUuwvyIZhMGHChMqKKDaSmprKjh07OHXqFKmpqeTm5hY5Vs9x9TJ06NByXZe3C6lUH/v27eO///0vrVq14q677qJVq1a4ubnZO5bYyJAhQ6xfu7m5ce2119K+fXvat29PSEiI+l3VMNnZ2Xz99df88ccftGnThiZNmpS4oc59991XSemkouX1P6vK/aqu7Ku1c+dOO6cRkStpCaHUSmvWrMm3S11sbCyxsbGFjs0bp+JG9bN8+XJmz55Ndna29VhhNXs9x9VTeT5/MQyjApKIrZRUlNy7dy979+4t1b1UqKw+3nvvPWvvq4MHD7Jnzx727NmDYRi4urrStm1b61JCFbSqvz179rBz504sFguRkZFERkaWeI0KWDXPyezT9o5QpKqcTaS2UwFLaqV+/frpjWwNt2XLFj7//HMAnJycaNWqFX5+fmraX4O89dZb9o4gNmarSeH69716CQkJISQkhGHDhmGxWDh27BgHDhzgwIEDHDp0iN27d7N7924Mw8g3Q2v48OH2ji5ltHfvXqZNm2b90KhRo0Z4e3vj6Oho72hSyb6O/dbeEUSkGtISQhGpkZ5//nkOHz5MaGgozz77bInLE0TE/iIiImx2r9DQUJvdS+wnr6AVERHBxo0biYqKAi4XKTXLrvp58cUXOXToEG3atOG5557Txgy1UN4SwupCSwhFqhbNwBKRGunkyZMYhsHEiRNVvBKpJlR0kislJSURERFhXV545syZfMv/pfo5ceIEhmGoeFWLffnll/aOICLVmApYIlIjGYaBu7s7AQEB9o4ilchkMpGamgqAl5eXlqWIVCOFFazy5BWtGjZsSPv27VXsrKYcHR1xd3dX8aoW69Spk70jiEg1pgKW1HoJCQls2bKFo0ePkpycDIC3tzctW7akR48emr1TTTVp0oTo6Giys7PV96qGy8jI4Pfff2fTpk2cOHECs9kMgIODA82aNaN3797ceuut2rVOpIr69NNP8xWsrpxhFRgYSLt27axFKz8/P3vFFBsICQlh//79pKen4+HhYe84IiJSzagHltRaubm5fPvttyxbtsz6hjfv5ZDXANjBwYE77riDBx54ACcn1Xurk/Xr1zN9+nT++c9/MmjQIHvHkQpy8uRJ3nzzTWJjY4tcVmQYBgEBAfznP/+hSZMmlZxQrlZZ+2K5uLjg6elJw4YNNQOvmhgyZIj168DAQEJDQ627DupDpJpl3759vPrqq9xzzz3cf//99o4jIiLVjApYUmtNnTqVbdu2YbFY8PDwoG3bttZPduPj4zl06BBpaWkYhsGNN97Iiy++aOfEUlYzZ85k7dq1jB8/nj59+tg7jthYamoqTz31FImJibi4uNCvXz86deqU73W8d+9e1q5dS3Z2NvXq1eOjjz7Cy8vLzsmlLIYMGVKuXQWdnJzo0KEDw4YNo3379hWQTGxl5syZ1oKVr6+vveNIBfvjjz/48ssvCQsL46677iIwMNDekUREpJpQAUtqpQ0bNvDee+/h4ODA/fffz5AhQ3B2ds43JicnhyVLlvD9998D8Oyzz9K7d297xJVy+OCDDwDYvn07aWlp+Pv7ExISgru7e5HXGIbBhAkTKiuiXKW5c+eycOFCGjZsyGuvvUbDhg0LHXfu3DleffVVLl68yN13383o0aMrOalcjStn55SHYRiMHj2au+++20aJRKS8HnnkEQCSk5PJzs4GwNnZGR8fnyKvMQyDWbNmVUY8ERGp4rQmSmqlVatWYRgGDz74IMOGDSt0jLOzM/fccw+Ojo7MmTOHlStXqoBVjaxZsybfblWxsbHExsYWOjZvnApY1cu2bdswDIPx48cXWbwCaNSoERMmTGDSpEls27ZNBaxqZunSpYSHh/PRRx/h7+/P0KFDadeunXVpWWJiIhERESxdupS4uDjGjx9PaGgo0dHRLFq0iH379jF37lxCQ0Np06aNnb8bkdrt4sWLBY5lZ2cXejxPeWZgiohIzaQCltRKx44dw8HBgdtuu63EsYMHD+a7777j2LFjlZBMbKVfv376pbeGu3jxIq6urqXajSw0NBRXV9di3yRJ1RQZGcm7775L586deemllwr0IwwICOCmm24iLCyMt99+m3fffZd33nmHTp060alTJ95++222bdvG8uXLVcCqBqKioti4cSNHjx4lKSkJAB8fH1q2bEnv3r1p1aqVfQPKVdGHRCIicjVUwJJaKSMjA3d3d1xdXUsc6+rqioeHBxkZGZWQTGzl6aeftncEqWJU0Kyefv75Z8xmM4899lixm2k4Ojry6KOP8uijj7Jw4UJeeuklAEaOHMm2bds4ePBgZUWWckhPT+fDDz9k69atQP6dCGNiYvjrr7/45Zdf6N69O+PHj9cOdtVU//797R1BRESqMRWwpFaqW7cuiYmJJCYmltgwNjExkbS0NDWWFaliAgICOH36NAcPHqRt27bFjv3rr7/IzMzULoTVUGRkJB4eHgQEBJQ4tkGDBnh6enLo0CHrsebNm+Pi4mKdzSNVj8lk4rXXXuPw4cNYLBaCgoLo2LEj/v7+AMTFxbF//35iYmIIDw8nMTGRt956S7tMioiI1DIqYEmtdO2117Jlyxa+++67Eqezf/vttwAlvkEWkcrVrVs3Tp06xccff8zrr79ufbP7d3FxcXz88ccYhsH1119fySnlamVkZGCxWMjNzS12BhZc3nwjMzMTBweHfMednJwwm80VGVOuwsqVK4mMjMTNzY0nn3yyyF1j169fzyeffEJkZCQrV67klltuqeSkIiIiYk8qYEmtdOedd7J582bWrFlDamoq9957Ly1btsw3Jjo6mgULFrB9+3YMw+COO+6wU1q5GhkZGaxYsYK9e/cSGxtLdnZ2vt2M0tPT2bFjBwBhYWH2iinlMGzYMFatWsXZs2d56qmn6N+/P+3bt8fPzw+A+Ph49u3bx9q1a8nIyMDHx4ehQ4faN7SUWYMGDThz5gxr167l5ptvLnbsunXrMJlMNGrUyHosIyOD9PR0GjRoUNFRpZzWrVuHYRg8+uijRRav4PK/0Tk5OXz00UesW7dOBaxqzGw2s2XLFjZt2kR0dDTJyckAeHt7ExISQp8+fejevbuWfouISD4qYEmt1KZNG+6//36+//57tm/fzvbt23F3d7fuapWQkJCv59WoUaPU/LcaioqK4u233yYxMdHaT+Xvvwx7eHjw008/cfr0aby9venUqZMdkkp51KlThylTpvDmm28SHx/Pb7/9xm+//VZgnMViwd/fn0mTJlGnTh07JJWr0adPH+bNm8fnn38OwIABAwq8ji0WC6tXr+bzzz/HMIx8xeioqCgALR+twk6dOoWjoyN9+/YtcWzfvn2ZOXMmp06dqvhgUiHi4+OZOnUq0dHRQP5+Z3k7Bm/dupVWrVrx4osvWj+UEBERUQFLaq0RI0YQHBzMd999x9mzZ0lPTyc9PT3fmKCgIB544AG6d+9up5RSXomJibz++utcunSJZs2a0aNHD5YsWVJoM/5BgwbxxRdfsG3bNhWwqpkWLVrw8ccfs2zZMjZv3sypU6esS8UcHBxo2rQpvXr14rbbblPT52pq+PDh7Nixg6ioKD755BPmzp1L69atrR84JCYmEhkZSXJyMhaLhVatWjFs2DDr9atXrwbQa7sKy87OxtXVtVQ9rZycnHBzcyM7O7sSkomtZWVlMXnyZGJiYjAMg06dOhXod7Zv3z727t1LVFQUkydP5v3338fFxcXOyUVEpCowLFd+7CFSSx0/fpzo6GguXboEXG7yHhISQvPmze2cTMrrm2++YcmSJXTu3JlXXnkFR0dHxowZQ3JyMkuWLMk39vz58zz22GO0bNmS6dOn2yew2ERubi4pKSnA5RlaJfVMkuohIyODL774gjVr1hSYTXnl3/v168cjjzySr1iZlJSEyWSibt26ODs7V354KdHDDz9MXFwcn3/+eYlLPfP+va5fvz5ffvllJSUUW/n555/59ttv8fb25qWXXuLaa68tdNzBgweZOnUqKSkpPPjggwwfPrySk4qISFWk3+xFuLxLlYpVNcvOnTsxDIN//OMfJX6q37BhQ5ydnTl//nwlpZOK4uTkpB1DayB3d3cmTJjAvffey9atWzl27Fi+njktWrTgxhtvLLT44ePjU8lppazat2/PmjVrmDVrFi+//HKR/2abTCZmzZqFYRh06NChklOKLWzevBnDMHjyySeLLF7B5Y1znnzySaZOncqmTZtUwBIREUAFLBGpoS5evIizszNNmzYt1Xg3N7cCS0hFpGpp0KABQ4YMsXcMsbHhw4ezfv16du3axfPPP8/dd99N+/bt8fLyAiA1NZX9+/fz008/cfToURwdHfMtE5Xq4+zZszg5OZVqR9jrr78eZ2dnzp49WwnJRESkOlABS0RqJAcHB0wmU6nGmkwm0tPTcXd3r+BUUl4REREAuLq60qpVq3zHyio0NNRmuUTk6jVu3JinnnqKjz/+mOjoaN555x0A65LPnJwc4PJyUUdHR8aPH0/jxo3tllfKLzc3F2dn51LtLujg4ICzs7P1+RcREVEBS2q8Rx55BIBGjRrx+uuv5ztWFoZhMGvWLJtmk4oTEBDA6dOniY2NpX79+sWOjYiIwGQyERQUVEnppKwmTZqEYRgEBQXxySef5DtWVn/vgSYi9nfTTTcRHBzM3Llz2b9/PxaLJV+j9ryG36NHj7YWsaX6qV+/PufOnePEiRM0a9as2LHHjx8nPT2dwMDAygknIiJVngpYUuNdvHgRIN8ONnnHyqI8b5TFfq677jpOnz7N8uXLGTNmTJHjcnJymDNnDoZh0K1bt0pMKGVlsVj4+74j2oekZvnggw8AqFevHg888EC+Y2VhGAYTJkywaTapeNdccw2vv/46qampHD16NN/GKi1btrQuKZTqq1OnTpw9e5aZM2cyZcqUIneHzcjIYObMmRiGQefOnSs5pYiIVFXahVBqvLwt1D09PbnxxhvzHSur/v372yyXVKzExEQef/xxsrOzGTduHLfeeisPPfSQdRdCi8VCREQEs2fPJjo6mrp16/LZZ5/h6elp7+gitdaQIUMKzLTLO1aaX1fyxhmGoZl2IlVQbGwsTz31FFlZWdSrV48hQ4bQvn17/Pz8AIiPj2ffvn0sW7aMuLg43Nzc+OSTT/D397dzchERqQpUwBKRGmvHjh2888475Obm4urqSk5ODmazmaCgIOLj48nMzMRiseDi4sIrr7yiXa1E7GzGjBkYhoGvry8PPvhgvmNlNXHiRFvHExEb2LNnD++88w4ZGRlFvrYtFgvu7u688MILmoElIiJWKmCJSI127NgxvvzyS/76669Cz7dp04bHHnuMFi1aVHIyuVqxsbE4ODhYP7kvSXx8PGazucSeaCIiUrEuXrzIjz/+SHh4OKmpqfnOeXl50bNnT+655x79ey0iIvmogCW10qRJk6hTpw4vvvhiqca/++67JCcn8+abb1ZwMqko58+fJzIyksTERMxmMz4+PrRp00aN26uxIUOG4Ovry+zZs0s1/uGHHyYuLk5Ly0TsaOjQoTa7l17LNcP58+dJTk4GwNvbm4YNG9o5kYiIVFVq4i61UkREBL6+vqUef/jwYeLi4iowkVS0hg0b6pdiERE7s9XnptpYpebQf59FRKS0VMASKQWz2WzvCCJylbKysnBwcLB3DJFa7a233rJ3BBEREammVMASKUFOTg7Jycm4u7vbO4qIlNPZs2dJSUkp08xLqTpMJhMrV65k8+bNnDx5ktTU1BI/WNDysqopNDTU3hGkksTGxtrsXuqFJSIioAKW1BKxsbFcuHAh37GcnBz++uuvYpczpKamsnHjRnJzcwkJCanomFJOjzzyCACNGjXi9ddfz3esLAzDYNasWTbNJrazdetWtm3blu9YWloaH3zwQbHXpaWlcfDgQQDatm1bYfmkYmRmZjJ58mSOHDlS6uVnWl5WO02dOpW0tDT1q6wiyvPf4aKoIC0iIqACltQSq1atYsGCBfmOpaWlMWnSpBKvzXvDNGjQoArJJlfv4sWLALi4uBQ4VhZ601u1HT9+nDVr1mAYhvV1mZ2dzZo1a0p1fZ06dbjvvvsqMqJUgAULFnD48GEMw6Bbt27ccMMN+Pn55Xu9iwBERkZam4GL/WmfKBERsTUVsKTWuPIXqSvfABfFMAzc3d1p2rQpAwcO5KabbqroiFJOEyZMAMDT07PAMak5mjdvnu91uGbNGlxcXOjVq1eR1xiGgYeHB02aNKF79+7UqVOnMqKKDW3ZsgXDMHjggQe466677B1HRErpiy++KPT44cOHmTlzJk5OTtxyyy20b98ePz8/AOLj44mIiOD333/HZDLxxBNP0Lp168qMLSIiVZhh0ccjUgsNGTIEX19fZs+ebe8oIlJOeh3XDnfddRdms5n58+fj6upq7zhShY0ZM4bk5GQtN6vCYmJieO655wgMDGTKlCnUrVu30HEpKSm8+uqrnDt3jv/9738EBQVVclIREamKtB2T1Er9+vWjZ8+e9o4hIlfhrbfe4sUXX7R3DKlgderUwd3dXcUrkRpgwYIFZGZmMn78+CKLV3D5df/UU0+Rnp5eoAWEiIjUXlpCKLXS008/be8IInKVtJtZ7dC+fXs2btxIbGysdiITqeYOHDiAu7s7zZs3L3FsixYt8PDwYP/+/ZWQTEREqgMVsESk2tNW3SI114gRI9i2bRtz5szhueees3ccEbkKqampAJjNZhwcil8IYjabycnJIScnpzKiiYhINaACltRK8+fPL9d12sGsatJW3bVTeZ53wzCYNWtWBaSRitK4cWMmTZrEf//7X6ZMmcJdd91Fq1atcHNzs3c0ESkjPz8/Lly4QHh4eImtHMLDw8nJyaFRo0aVlE5ERKo6FbCkVvrhhx8wDKPU4y0WC4ZhqIBVRWkvitrp4sWLpRp35a6jZXndS+UbOnRosef37t3L3r17S3UvFaNFqp4ePXqwaNEiPvnkE9zc3OjSpUuh43bv3s0nn3yCYRjqWSoiIlYqYEmt1K5du2LfyKalpRETE0NOTg5eXl40a9as8sJJmWmr7tppwoQJxZ5PT08nKiqKLVu24OrqyqhRozRrp4qzVTFahUqRqilvSfCZM2d44403aNq0ab7/NickJBAREcHx48exWCwEBwdzzz332Dm1iIhUFYZFUxdECpWVlcWSJUuYP38+999/P3fffbe9I0kZaKtuyXP27FleffVVvL29mTp1Ks7OzvaOJEWIiIiw2b3U5L/2GTNmDMnJyZp9V8UlJSUxY8YM9uzZAxQsOOe9NbnuuuuYOHEiPj4+lR1RRESqKM3AEimCq6sr9957L4ZhMHfuXJo3b17kVHepesq6Vfe//vUvFixYwDPPPFOJKaUyBAYG8s9//pMpU6bw888/aylwFaaik0jN5+Pjw5QpUzh48CBbtmwhOjqaS5cuAVC3bl1CQkLo2bMn1157rZ2TiohIVaMClkgJbr/9dubNm8eSJUtUwKpGtFW3XKlTp044OzuzYcMGFbBqqalTp5KWlsabb75p7yhSQfz8/DTDshpp27Ytbdu2tXcMERGpRlTAEimBh4cHHh4eHD161N5RpAy0Vbf8nYODQ6kbv0vNExkZSXJysr1jSClYLBZSUlLIysqifv36pb5u+vTpFZhKRERE7E0FLJESJCcnk5aWhouLi72jSBloq2650qFDh8jKyqJOnTr2jiIiRYiKiuLHH39k//79ZGVlAfl3k0xNTWXOnDkYhsFDDz2Eq6urnZKKiIiIPaiAJVKMnJwcPv/8cwAaN25s5zRSFtqqWwBMJhPbt2/nq6++wjAM2rVrZ+9IIlKIFStW8Nlnn2EymazH/t7c28vLi7i4OPbs2UO7du0ICwur7JhiI6mpqezYsYNTp06RmppKbm5ukWMNwyhx11kREakdVMCSWmn+/PnFns/OziY+Pp49e/Zw6dIlDMPglltuqaR0Ygvaqrvme+SRR4o9n5OTQ1JSEnB5SZKbmxsjR46shGQiUhbHjh3j008/xWw2M2jQIPr27cvUqVNJSUkpMLZ///7s3r2bXbt2qYBVTS1fvpzZs2eTnZ1tPVbYpuiGYWCxWFTAEhERKxWwpFb64YcfCnyyW5i8X5yGDh3KwIEDKyGZ2Iq7uztvv/22davuEydOcPLkyXxj/r5Vt5ubmz2iSjmVpZ9V69ateeSRR2jWrFnFBRKRclm6dClms5k777yThx56CKDI3oXt27cHUF/KamrLli3Wme1OTk60atUKPz8/tWkQEZFSUQFLaqV27doVW8BycHDAy8uLpk2b0qtXL4KDgysxndiKtuqu2Ur6RN7R0dH6Oi5LI2gRqVwREREYhsHw4cNLHOvt7Y2bmxtxcXGVkExsLa+nWWhoKM8++yz16tWzbyAREalWVMCSWuntt9+2dwSpRNqqu2bq37+/vSOIiA0kJSXh5uaGr69vqcY7OTmRkZFRwamkIpw8eRLDMJg4caKKVyIiUmbF7y0vIiIiIlKB3NzcyM7Oxmw2lzg2IyODtLQ07ShaTRmGgbu7OwEBAfaOIiIi1ZAKWCIiIiJiN8HBwZjNZo4fP17i2PDwcCwWCy1btqyEZGJrTZo0ISsrK18DdxERkdLSEkIRqfFiY2M5dOgQCQkJZGZmFjv2vvvuq6RUUhYRERE2u1doaKjN7iUiV69Hjx5ERkayYMECXn755SLHnT9/njlz5mAYBj179qzEhGIrgwcPZvr06axdu5ZBgwbZO46IiFQzKmBJjffII4/Y5D6GYTBr1iyb3EsqR3x8PDNnzmTXrl0ljs3bcVIFrKpp0qRJpdo5tDTymgiLSNVw66238vvvv7N9+3amTZvGkCFDrLvEJicnc/HiRXbs2MGyZctIS0ujefPm9O3b176hpVzCwsL466+/+PLLL3F3d6dPnz72jiQiItWIClhS4128eNEm97HVm2epHGlpabz88stcuHABBwcHGjduzIkTJ6zbdicnJ3Pu3DksFgteXl40a9bM3pGlBHlvaEXKw8/PD2dnZ3vHkEK4uLgwefJkXnvtNcLDw9m6dav13JgxY6xfWywWAgMDmTRpEo6OjvaIKlfpgw8+AC4/59OnT+fbb78lJCQEd3f3Iq8xDKPEXWdFRKR2MCx6RyA13OrVq212L+16Vn3Mnz+fH374geDgYKZMmUL9+vUZMmQIvr6+zJ49G7g8Q2vu3LmsXbuWUaNGMWLECPuGFpESWSwWUlJSyMrKon79+vaOIzaUkZHB4sWLWb16NXFxcfnO+fr6MmDAAIYPH46Hh4edEsrVGjJkCIZhlOoDibxxhmFo5qyIiACagSW1gIpOtdO2bdswDINx48YV+SbXz8+PiRMn4ujoyLx582jZsiVdunSp5KQiUhpRUVH8+OOP7N+/n6ysLCD/ctDU1FRrf6SHHnoIV1dXOyWV8nJ3d2fUqFGMGjWK+Ph4EhISMJvN+Pj40KBBA3vHExvo16+fZrSLiEi5qYAlIjXSuXPnAOjYsWO+47m5uQXGjho1ipUrV/Lrr7+qgCVSBa1YsYLPPvsMk8lkPfb3N8FeXl7ExcWxZ88e2rVrR1hYWGXHFBvy8/PDz8/P3jHExp5++ml7RxARkWrMwd4BREQqQm5uLl5eXjg5/V+d3sXFhfT09AJj69Wrh6enJ0ePHq3MiGJj6enpREREsGnTJjZt2kREREShz7dUL8eOHePTTz/FZDIxaNAgpk6dSt26dQsd279/fywWS6k2bpCqY+7cucTExNg7hoiIiFRxmoEltZrZbGbLli1s2rSJ6OhokpOTAfD29iYkJIQ+ffrQvXt3TXevhurVq0diYmK+Y76+vly8eJEzZ84QFBRkPZ6Tk0N6erqaAldTR48e5fvvv2f37t2Fnu/SpQv3338/LVq0qORkYgtLly7FbDZz55138tBDDwHg4FD452/t27cHUDG6mlm4cCE//fSTdXfBPn364Ovra+9YIiIiUsWogCW1Vnx8PFOnTiU6OhrIv8NZbGwssbGxbN26lVatWvHiiy9qKUM107BhQy5evEhsbKy1B9Y111zDxYsX+fXXX3n88cetY3/99VcsFgv+/v72iivltH79ej788ENMJpP1NZy301xOTg4AO3fuZO/evUycOFFbtldDERERGIbB8OHDSxzr7e2Nm5tbgQbgUrW1aNGCY8eOcezYMY4fP87s2bPp0KEDYWFhdO/evdgd6kRERKT2UAFLaqWsrCwmT55MTEwMhmHQqVMnOnbsaC1gxMXFsW/fPvbu3UtUVBSTJ0/m/fffx8XFxc7JpbTat2/Pvn372LNnDwMHDgRgwIABbNy4kT/++IPTp08TEhLCmTNn2LlzJ4Zh0KtXLzunlrKIiYnhgw8+wGQy0bRpU+655x46duxoXV526dIl9u7dy08//cTJkyeZMWMGLVq0IDg42M7JpSySkpJwc3Mr9YwcJycnMjIyKjiV2NL7779PTEwM69atY+PGjZw/f569e/eyb98+Pv30U66//nrCwsLo0qWLZsrWEHFxcaxatYpDhw6RkJBAVlZWkTsTGobBrFmzKjmhiIhURSpgSa20bNkyYmJi8Pb25qWXXuLaa68tMGbYsGEcPHiQqVOncubMGZYtW1aqGQBSNfTu3Zu9e/fm66vSqVMnBg8ezG+//UZERAR//fWX9Rfm1q1bM2LECHvFlXJYvHgxJpOJzp07M2nSJOvMqzx169a1LgN+88032bt3L0uWLOGpp56yU2IpDzc3NzIyMjCbzUUuHcyTkZFBWloa3t7elZRObCU4OJjRo0czevRoDh8+zPr169m0aRPJycls2rSJzZs34+XlRa9evQgLCyv0v9tSPaxbt45PPvmEnJycYotWeefUxkFERPKogCW10ubNmzEMgyeffLLYX4Lbtm3Lk08+ydSpU9m0aZMKWNVIw4YNeeuttwocf/TRR+nSpQubN28mPj4eDw8POnXqRP/+/fM1fJeqb//+/RiGweOPP16geHUlZ2dnHnvsMZ544gn27t1beQHFJoKDgzl8+DDHjx+nZcuWxY4NDw/HYrGUOE6qttatW9O6dWsefvhh9u3bx7p169i2bRspKSn88ccf/PHHHwQEBGhWTjV09OhR67LvTp060aVLF7766is8PDwYN24cSUlJHDhwgP3791O3bl3uu+8+3Nzc7B1bRESqCL1bk1rp7NmzODk5cf3115c49vrrr8fZ2ZmzZ89WQjKpDF26dKFLly72jiFXKTExEQ8PDxo2bFji2MDAQDw9PUlKSqr4YGJTPXr0IDIykgULFvDyyy8XOe78+fPMmTMHwzDo2bNnJSaUiuLg4EDnzp3p3Lkz2dnZbN++nUWLFnH06FEuXrxo73hSDr/88gsmk4l+/frx9NNPA/DVV1/h6urKzTffDMA999zD/v37mTp1KqtXr+add96xY2IREalKip+LL1JD5ebm4uzsXKpp6Q4ODjg7O5Obm1sJycRW3n77baZOncr58+ftHUUqiIuLC1lZWZhMphLH5ubmkpWVpT521dCtt95Ko0aN2L59O9OmTePQoUPWpUXJyclERUUxb948nnnmGZKSkmjWrBl9+/a1b2ixqUuXLrFq1SqWLVvGsWPH7B1HrsJff/2FYRgFluz/fSlhhw4dePTRRzl69CiLFy+uzIgiIlKFaQaW1Er169fn3LlznDhxgmbNmhU79vjx46SnpxMYGFg54cQmdu7ciaOjIy+99JK9o0gFadKkCZGRkWzYsIF+/foVO3bjxo3k5ubSqlWrSkontuLi4sLkyZN57bXXCA8PZ+vWrdZzY8aMsX5tsVgIDAxk0qRJavRdA2RlZbFt2zbWr1/Pnj17MJvN1iJHs2bNCAsLs3NCKY+kpCScnJzy/U5lGAbZ2dkFxvbq1YuPPvqITZs2qUeliIgAKmBJLdWpUyfOnj3LzJkzmTJlCh4eHoWOy8jIYObMmRiGQefOnSs5pVwNHx8f7URWw/Xp04dDhw7x+eef4+7uzo033ljouK1bt/LZZ59hGAZ9+vSp5JRiC4GBgcyYMYPFixezevVq4uLi8p339fVlwIABDB8+vMh/z6XqM5vN7N27l/Xr17N169Z8O9PVr1+fPn360LdvX5o0aWLnpFJerq6uBY65u7uTkZFBdnZ2vlmyzs7OuLq6cuHChcqMKCIiVZgKWFIrDR8+nDVr1nDkyBGeeuophgwZQvv27fHz8wMgPj6effv2sWzZMuLi4nBzc1MD92qmffv2rF+/ntOnT9O4cWN7x5EKMGjQINauXcuRI0eYNm0ajRs3pkOHDvlex/v37+f06dNYLBZat27NoEGD7Jxaysvd3Z1Ro0YxatQo4uPjSUhIwGw24+PjQ4MGDewdT67C4cOH2bBhAxs3buTSpUvA5Rl1Xl5e9OzZk759+9K2bVs7pxRb8PPz4/Tp0+Tm5lo3TmnUqBHHjh0jMjKSDh06WMdeuHCB9PR0NXEXERErw1LU/rUiNdyePXt45513yMjIKLIXlsViwd3dnRdeeEEzsKqZ06dP8+yzz3LNNdfw6quvFrtLnVRfqampzJgxgx07dgAFt1vP+0/c9ddfz8SJE/Hy8qr0jCJSvCFDhmAYBhaLBWdnZ66//nrCwsLo0qWLdoetYd577z02btzIu+++a13SPXv2bBYvXkzTpk155ZVXqF+/PpcuXeLdd9/lwIEDtGnThmnTptk5uYiIVAUqYEmtdvHiRX788UfCw8NJTU3Ndy7vk9977rmH+vXr2ymhlFdsbCwRERF89tln+Pj4MHjwYNq0aUPdunWL7Y+j57p6ioyMZNOmTURHR1tncNStW5dWrVrRs2dP2rRpY+eEUl5z586lb9++BAcH2zuKVJChQ4fSoUMHwsLC6N69u5aB1mDr1q3j/fffZ/jw4dYedvHx8fzzn/8kKysLgDp16pCSkmK95sUXXyxyibiIiNQuKmCJ/H/nz58nOTkZAG9vbxo2bGjnRHI1hg4dWq7rlixZYtMcInJ18mbnNG/enL59+9KnTx98fX3tHUtsKDExUc9pLZGVlcWmTZvw8vLihhtusB6PiIhg+vTpxMfHW4+5urry4IMPcvvtt9sjqoiIVEEqYIlIjTRkyJByXbd06VIbJxGRq/Gvf/2LY8eOAZeXiBqGkW+2jru7u50TikhppaenA5eLU3+fDW0ymYiMjCQuLg5PT0+uvfZaPD097RFTRESqKBWwpFbSkpSa7+LFi+W6LiAgwMZJpKI89NBD9OnTh7CwMJo1a2bvOFKBYmJiWLduHRs3buT8+fPA5WLW3/slFbc8WETsL29G5RdffKEl+yIiUmYqYEmtpCUpItVf3usYoEmTJtbXsr+/v52TSUU6fPgw69evZ9OmTdZl34Zh4OXlRa9evQgLC+Paa6+1c0opyqRJk4DLHxZMnDgx37GyMAyDN99806bZpOLde++9ODo6Mm/ePHtHERGRakgFLKmVtCRFpPpbtmwZ69ev58iRI8D/7UDYrl07wsLC6Nmzp5af1GBms5l9+/axbt06tm3blm9H2YCAAGbNmmXnhFKYvOXdwcHBfPLJJ/mOlYVhGOpZWA1NmDCBM2fO8OOPP2rGpIiIlJkKWFJraUlKzbZmzZoyjXdxccHT05PGjRtrBk81c/78eetrOSYmBrj8WnZycqJr166EhYXRrVs3nJyc7JxUKkp2djbbt29n0aJFHD16VMWNKuyHH34ALu8SOnjw4HzHymrkyJE2yyWV48cff2TevHn8+9//pmfPnvaOIyIi1YwKWCJoSUpNdOXysrIKDg5m2LBh9O/f38appKIdPXqUdevWsWnTJhISEoDLr2UPDw969uxJWFgYoaGhdk4ptnTp0iU2bdrEhg0biIyMxGKxqIAlUkXl5OTw0ksvce7cOZ5//nk6duxo70giIlKNqIAlcgUtSak5Hn74YeDym9usrCwAHB0dqVu3rvW4yWQCwM3NjTp16pCWlmbdIckwDAYNGsQTTzxhh/RytSwWCwcOHGD9+vWEh4eTlpYGaNlRTZGVlcW2bdtYv349e/bswWw2k/frTLNmzQgLC2P48OF2Tikifzd//nyysrJYvnw5WVlZNG3alDZt2uDt7Y2Dg0OR1913332VmFJERKoqFbBEiqAlKdXfsmXL+Prrr+nQoQN33303bdq0sS4jy83NJTIykp9//pn9+/fz0EMPcdttt3Hu3Dl++uknVq1ahWEYvPLKK3Tp0sXO34lcjZMnT/LBBx/odVzNmc1m9u7dy/r169m6dStZWVnWolX9+vXp06cPffv2pUmTJnZOKmX1wQcf4OXlxUMPPVSq8d988w0pKSlMmDChgpOJreXNjr7y7UdpZkvr320REQFQQxCRQly5JCWv2btULzt37uTLL7/kpptuKvRNjpOTE6GhoYSGhvLhhx8ya9YsAgMD6dSpE+PHj8cwDFauXMmKFStUwKqGkpKS2LhxI+vXryc6Otp6vLhP+KVqOnz4MBs2bGDjxo1cunQJuDzDzsvLi549e9K3b1/atm1r55RyNdasWYOvr2+pC1ibN28mLi5OBaxqqF27duVe3i8iIqIClsj/V5olKVJ9LF26FIAxY8aUOPbBBx9kzZo1LF68mE6dOgFw1113sXLlSqKioioypthQZmYm4eHhrFu3jgMHDuR7Dbds2ZKwsDD69Olj55RSVs8//7x1xsbfN9lQY36R6uXtt9+2dwQREanG9Juf1GpaklJzHTt2DE9PT7y9vUsc6+Pjg6enZ76ZOo0aNcLNzc3a1F+qJpPJxO7du1m3bh07duwgOzvb+hpu2LAhYWFhhIWFERQUZOekUl6GYdChQwfCwsLo3r07Hh4e9o4kdmQ2m0lKSsLV1dXeUURERKSSqYAltZKWpNR8OTk55ObmkpmZiZubW7FjMzMzSU9Px9nZOd9xwzBwcXGpyJhyFWbOnMmWLVtITU21Fq3q1q1Lr1696Nu3L61bt7ZzQrGFb775Bl9fX3vHEBtKT0+3bqyQx2QyERsbW+Q1FouFtLQ01qxZQ05Ojj5YEhERqYVUwJJaSUtSar6goCCOHz/Ob7/9xl133VXs2N9++w2z2UxgYKD1WGpqKhkZGfmOSdXy559/Apd3kbz++uvp27cvnTp1wtHR0c7JxJZUvKp5li5dyoIFC/IdS0lJ4ZFHHinV9YZhaFm/iIhILaR36lIraUlKzTdgwABmzZrFd999R2ZmJkOGDMHLyyvfmLS0NJYuXcrChQsxDIObb77Zeu7QoUPA5f5nUjV16dKFsLAwbrzxRi0nEqlm/r4LXWk3xfbz82PgwIEMGTKkoqKJiIhIFWVYSvsbg0gNkpiYqE/1aziLxcJbb73Fjh07MAwDR0dHGjduTL169YDL/x84deoUJpMJi8VC165d+c9//mPdHWnatGls27aNf/7zn/kKWyJScSZNmgRAQEAAEydOzHesLAzD4M0337RpNrGdtLQ06xJCi8XCo48+St26dXnvvfeKvMYwDDw8PPD09KysmCIiIlLFaAaW1EpXFq+2bt3Knj17iI2NJTs7O9+bnszMTI4fP45hGLRp08YeUaWcDMPgpZdeYuHChSxevNj6XB4/fjzfODc3N4YOHcqIESPybe394osvVnZkuUoWi4WUlBSysrKoX7++veNIOURERAAQHBxc4FhZXPlalqrH09MzXyGqXbt21K1bl4CAADumEhERkapOM7Ck1jp//jxTp07l5MmTwOU3v4ZhsGTJEusYk8nE448/TmxsLNOmTVMRq5rKzMxkz549HDt2zLqroLe3Ny1atKBz584lNnmXqi0qKooff/yR/fv3k5WVBZDvdZyamsqcOXMwDIOHHnpIyw2rsB9++AG43Ix/8ODB+Y6V1ciRI22WS0RERETsTzOwpFZKT09n8uTJXLhwAV9fX7p06cKmTZusb37zODo6MmjQIL777jvCw8NVwKqm3Nzc6N69O927d7d3FLGxFStW8Nlnn2EymazH/j77xsvLi7i4OPbs2UO7du3U/LkKK6zopEKUiIiIiIAKWFJL/fLLL1y4cIFWrVoxZcoUvLy82LlzZ4ECFsANN9zAd999Z23qLSJVw7Fjx/j0008xm80MGjSIvn37MnXqVFJSUgqM7d+/P7t372bXrl0qYIlUYdnZ2Rw7doyEhASysrKKbe5+0003VWIyERERsTcVsKRWCg8PxzAMHn744QI70/1dcHAwjo6OnD17tpLSiUhpLF26FLPZzJ133slDDz0EgIODQ6Fj27dvD8DRo0crLZ/YxgcffICXl5f1OS7JN998Q0pKChMmTKjgZGJLmZmZzJkzhzVr1hT6YVJhVMASERGpXQr/TV+khjt//jyOjo5cc801JY7N2/koPT29EpKJSGlFRERgGAbDhw8vcay3tzdubm7ExcVVQjKxpTVr1rBx48ZSj9+8eTNr1qypwERiazk5OfznP//h999/JzMzEw8PD+vMq3r16uHk5ITFYsFiseDq6oq/vz/+/v52Ti0iIiKVTTOwpFYym804OTkVOVvjShaLhczMTDV+FqlikpKScHNzy7eraHGcnJzIyMio4FQiUlbLly8nKiqKevXq8cILL9CmTRuGDBmCj48PX3/9NWazmcjISObNm0dkZCSjRo3S7CsREZFaSDOwpFby9/cnKyuLpKSkEsceOXKEnJwcGjZsWPHBRKTU3NzcyM7Oxmw2lzg2IyODtLQ06tSpUwnJxF7MZjNJSUn6wKGa2bx5M4Zh8I9//KPQzVIcHBxo27Ytb7zxBp07d+bjjz8mMjLSDklFRETEnlTAkloprx/OypUrix1nsVj4/vvvMQyD6667rjKiiUgpBQcHYzabOX78eIljw8PDsVgstGzZshKSydVIT08nNjbW+gfAZDLlO/b3PxcvXuT48eN888035OTkEBQUZOfvQsoiJiYGgBtvvDHf8St3FwWsRS6TycSSJUsqK56IiIhUEVpCKLXS0KFDWbVqFT/99BNNmjThhhtuKDDm/PnzfPXVV+zbtw9XV1cGDx5sh6QiUpQePXoQGRnJggULePnll4scd/78eebMmYNhGPTs2bMSE0p5LF26lAULFuQ7lpKSwiOPPFKq6w3D0E6T1Ux2djaenp64uLhYjzk7Oxe65DcwMBAPDw/NwBIREamFVMCSWikwMJDHH3+cmTNnMnXqVBo2bEhaWhoAr732GrGxsdZPhA3DYPz48dSrV8+ekUXkb2699VZ+//13tm/fzrRp0xgyZIi18XNycjIXL15kx44dLFu2jLS0NJo3b07fvn3tG1pKJe95hMv/Bl/59+L4+fkxcOBAhgwZUlHRpAL4+PiQkpKS75i3tzfx8fFcvHiRgIAA63GTyURWVhbZ2dmVHVNERETsTAUsqbUGDhxIvXr1mDVrFufOnbMe3717t/Xr+vXr88QTT9ClSxd7RBSRYri4uDB58mRee+01wsPD2bp1q/XcmDFjrF9bLBYCAwOZNGkSjo6O9ogqZXDnnXfSv39/4PJz9+ijj1K3bl3ee++9Iq/J2y3W09OzsmKKDQUEBBAXF0diYqJ1U4aWLVsSHx/PmjVruO+++6xjN2zYgMlk0i6EIiIitZAKWFKrde3aleuuu46IiAgiIyNJSEjAbDbj4+PDtddeS4cOHfSGV6QKCwwMZMaMGSxevJjVq1cTFxeX77yvry8DBgxg+PDheHh42CmllIWnp2e+QlS7du2oW7duvlk4UrO0bduWgwcPsn//fuvyzz59+rBt2zbmz5/PhQsXaNWqFTExMfz5558YhkG3bt3snFpEREQqm2Ep7bx8ERGRKi4+Pj5fIbpBgwb2jiQiJTh58iRvvPEG7du3Z+LEidbjb7/9Ntu2bcMwDOsxi8VCo0aNePfdd7WrqIiISC2jApaIiNRqX375Jenp6UyYMMHeUUTkCiaTiT///JMtW7YQHx+Ph4cHnTp1YtiwYXh5edk7noiIiFQyFbBERKRWGzNmDMnJySxZssTeUaQE2dnZHDt2jISEBLKysopt7n7TTTdVYjIRERERqWjqgSUiIiJVWmZmJnPmzGHNmjVkZWWV6hoVsERERERqFhWwREREpMrKycnhP//5D9HR0VgsFjw9PUlLS8MwDOrVq8elS5fIyckBwM3NTX2RqjGLxcKhQ4c4efIkqampmEymYsdfuTuhiIiI1HwqYImIiEiVtXz5cqKioqhXrx4vvPACbdq0YciQIfj4+PD1119jNpuJjIxk3rx5REZGMmrUKM2+qoa2b9/OZ599RkJCQqmvUQFLRESkdlEBS0RERKqszZs3YxgG//jHP2jTpk2B8w4ODrRt25Y33niDt99+m48//pjAwMBCx0rVdODAAaZOnYrZbAbAz88PPz8/XFxc7JxMREREqhIVsERERKTKiomJAeDGG2/Md/zvy8vyilzbt29nyZIlvPjii5WWUa7OwoULMZvNNG3alIkTJ9KyZUt7RxIREZEqSAUsERERqbKys7Px9PTMNxvH2dmZjIyMAmMDAwPx8PAgMjKyMiPKVYqKisIwDJ599lmaNm1q7zgiIiJSRTnYO4CIiIhIUXx8fMjNzc13zNvbm9zcXC5evJjvuMlkIisri5SUlMqMKFfJZDLh5uam4pWIiIgUSwUsERERqbICAgLIysoiMTHReixvidmaNWvyjd2wYQMmkwkfH5/KjChXKTAwkJycnBJ3HRQREZHaTQUsERERqbLatm0LwP79+63H+vTpg8ViYf78+XzwwQcsX76cWbNm8fHHH2MYBt26dbNXXCmHAQMGkJuby7Zt2+wdRURERKowFbBERESkyurduzf+/v7s3bvXeqxXr17ccMMNWCwW1q5dy6xZs1i+fDm5ubk0bNiQ+++/336BpcwGDx5Mly5dmDlzpvqXiYiISJEMi8VisXcIERERe3nwwQe5dOkSS5YssXcUKQOTycSff/7Jli1biI+Px8PDg06dOjFs2DC8vLzsHU/KYP78+ZhMJpYvX05aWhpt27alVatWuLu7F3vdfffdV0kJRUREpCpQAUtERERE7GbIkCEYhgFA3q+leX8vjorOIiIitYuTvQOIiIiISO3Vrl27UhWsREREpHbTDCwREanyhg4darN7adZG9WSxWDh06BAnT54kNTW1xB3rtLxMREREpGbRDCwREanybPVZi2Z5VE/bt2/ns88+IyEhodTXqIAlIiIiUrOogCUiIlXeW2+9Vejxc+fO8fXXX5OTk0PPnj1p3749fn5+AMTHx3PgwAE2b96Mi4sL48aNo2HDhpUZW2zgwIEDTJ06FbPZDICfnx9+fn64uLjYOZmIiIiIVCYtIRQRkWopPj6ef/3rX7i5ufHqq68SFBRU6LizZ88yZcoUsrOzmT59OvXq1avkpHI1Jk+ezL59+2jatCkTJ06kZcuW9o4kIiIiInbgYO8AIiIi5bFgwQIuXbrEhAkTiixeAQQGBjJhwgQSExNZsGBBJSYUW4iKisIwDJ599lkVr0RERERqMRWwRESkWtq1axeurq6EhoaWODY0NBQ3Nzd27dpVCcnElkwmE25ubjRt2tTeUURERETEjlTAEhGRaik5OblMzd0tFgtJSUkVF0gqRGBgIDk5OSXuOigiIiIiNZsKWCIiUi15e3uTnZ3Nvn37Shy7d+9esrKy8Pb2roRkYksDBgwgNzeXbdu22TuKiIiIiNiRClgiIlItdevWDYvFwocffsjJkyeLHHfq1Ck++ugjDMOgW7dulZhQbGHw4MF06dKFmTNnEhkZae84IiIiImIn2oVQRESqpeTkZCZMmEBSUhKOjo507dqV0NBQ/Pz8AEhISCAiIoIdO3ZgMpnw9fXlgw8+0Cysamb+/PmYTCaWL19OWloabdu2pVWrVri7uxd73X333VdJCUVERESkMqiAJSIi1VZMTAzvvPMOp06dAsAwjHzn8/4T17RpU1544YVidyuUqmnIkCHW5zXv+fz781yYJUuWVGQsEREREalkTvYOICIiUl7BwcHMmDGDjRs3smXLFqKjo7l06RIAdevWJSQkhJ49e9KrVy8cHR3tnFbKo127dqUqWImIiIhIzaYZWCIiIiIiIiIiUqWpibuIiIiIiIiIiFRpWkIoIiLVnslk4ujRo8TGxpKVlcVNN91k70giIiIiImJDKmCJiEi1tmTJEn766SdSU1Otx64sYKWmpvLSSy+Rm5vL22+/ja+vrz1iioiIiIjIVdASQhERqbY+/PBDZs+eTUpKCk5OhX8m4+XlxTXXXMO5c+fYtGlTJScUERERERFbUAFLRESqpa1bt7J69Wrc3d3597//zYIFC/D29i50bFhYGBaLhX379lVyShERERERsQUtIRQRkWrpzz//xDAMHnzwQXr16lXs2GuuuQbDMDhx4kTlhBMREREREZvSDCwREamWoqOjAejXr1+JY93c3HB3dycpKamCU4mIiIiISEVQAUtERKqltLQ03N3dcXNzs3cUERERERGpYCpgiYhItVSnTh0yMjLIzs4ucWxCQgLp6en4+PhUfDAREREREbE5FbBERKRaCgkJAWD//v0ljv3zzz8BuPbaays0k4iIiIiIVAwVsEREpFrq378/FouF7777jtTU1CLHbdmyhYULF2IYBjfffHMlJhQREREREVvRLoQiIlIt9ejRg65du7Jz506effZZ+vfvT05ODgCbNm0iNjaWHTt2cPDgQSwWC3369KFDhw52Ti0iIiIiIuVhWCwWi71DiIiIlEdWVhYffPABmzdvxjCMAufz/hPXq1cvnn76aZydnSs7ooiIiIiI2IAKWCIiUu1FRESwcuVKIiMjSUxMxGw24+PjQ5s2bRgwYACdOnWyd0QREREREbkKKmCJiIiIiIiIiEiVpibuIiIiIiIiIiJSpamAJSIiIiIiIiIiVZp2IRQRkSpvzZo1NrvXTTfdZLN7iYiIiIhI5VAPLBERqfKGDBlS6C6D5bFkyRKb3EdERERERCqPZmCJiEiVV79+/SLPXbp0iaysLAAcHR2pW7eu9bjJZALAzc2NOnXqVHxQERERERGpEJqBJSIi1dayZcv4+uuvadeuHXfffTdt27bF2dkZgNzcXA4ePMjChQs5ePAg48aNY/DgwXZOLCIiIiIi5aECloiIVEu7d+/m9ddfp3fv3jzzzDPFLjGcPn06GzZs4NVXX6Vz586VmFJERERERGxBuxCKiEi1tHjxYgDGjRtXYn+ssWPHAup/JSIiIiJSXamAJSIi1dKxY8fw9PTE19e3xLH16tXD09OT6OjoSkgmIiIiIiK2pgKWiIhUSzk5OWRkZJCRkVHi2IyMDNLT08nJyamEZCIiIiIiYmsqYImISLUUHByM2Wzm119/LXHsr7/+itlsJjg4uBKSiYiIiIiIramAJSIi1dLAgQOxWCzMmzePOXPmcOnSpQJjUlJSmDNnDvPmzcMwDAYNGmSHpCIiIiIicrW0C6GIiFRb77zzDlu2bMEwDBwcHGjcuDF+fn4AJCQkcOrUKcxmMxaLhZ49e/L888/bObGIiIiIiJSHClgiIlJtmc1mFi1axM8//0x6enqhYzw8PLj77rsZNmwYDg6aeCwiIiIiUh2pgCUiItVeVlYWe/bs4ejRoyQnJwPg7e1Ny5Yt6dy5M66urnZOKCIiIiIiV0MFLBERERERERERqdK0lkJERERERERERKo0FbBERERERERERKRKc7J3ABERkZJMmjQJgICAACZOnJjvWFkYhsGbb75p02wiIiIiIlLxVMASEZEqLyIiAoDg4OACx8rCMAybZRIRERERkcqjApaIiFR59913HwB169YtcExERERERGo+7UIoIiIiIiIiIiJVmpq4i4iIiIiIiIhIlaYCloiIiIiIiIiIVGkqYImIiIiIiIiISJWmJu4iIlItDR06tFzXLVmyxKY5RERERESk4qmAJSIi1VJ59iAxDKMCkoiIiIiISEXTLoQiIlItRUREFHs+LS2NqKgoVq5cSW5uLo8++ih+fn6EhoZWUkIREREREbEVFbBERKRGu3TpEq+88gqZmZlMnz4dT09Pe0cSEREREZEyUhN3ERGp0erWrcsTTzzB+fPn+fHHH+0dR0REREREykEFLBERqfHatGmDm5sb4eHh9o4iIiIiIiLloAKWiIjUeCaTCZPJREJCgr2jiIiIiIhIOaiAJSIiNd6uXbvIycnBy8vL3lFERERERKQcnOwdQEREpCLk5OQQHx/Ptm3b+PHHHzEMg06dOtk7loiIiIiIlIMKWCIiUi0NHTq01GMtFgve3t6MGjWq4gKJiIiIiEiFUQFLRESqJYvFUqpxzs7O3HjjjTz44IMEBARUcCoREREREakIhqW07wBERESqkIiIiGLPOzg44OXlRWBgIE5O+rxGRERERKQ6UwFLRERERERERESqNO1CKCIiIiIiIiIiVZrWVIiISLW0Zs2aMo13cXHB09OTxo0b4+/vX0GpRERERESkImgJoYiIVEtDhgzBMIxyXRscHMywYcPo37+/jVOJiIiIiEhF0BJCERGplurXr4+/vz8uLi5Yye0hiQAADNVJREFULBYsFgsODg74+Pjg4+ODg4OD9birqyv+/v64u7tjsVg4ffo0H330EZ9++qm9vw0RERERESkFzcASEZFqa9myZXz99dd06NCBu+++mzZt2lh3HMzNzSUyMpKff/6Z/fv389BDD3Hbbbdx7tw5fvrpJ1atWoVhGLzyyit06dLFzt+JiIiIiIgURz2wRESkWtq5cydffvklN910ExMmTChw3snJidDQUEJDQ/nwww+ZNWsWgYGBdOrUifHjx2MYBitXrmTFihUqYImIiIiIVHFaQigiItXS0qVLARgzZkyJYx988EEAFi9ebD121113ARAVFVUB6URERERExJZUwBIRkWrp2LFjeHp64u3tXeJYHx8fPD09iY6Oth5r1KgRbm5uJCcnV2RMERERERGxARWwRESkWsrJySEjI4PMzMwSx2ZmZpKenk5OTk6+44Zh4OLiUlERRURERETERlTAEhGRaikoKAiz2cxvv/1W4tjffvsNs9lMYGCg9VhqaioZGRn4+PhUYEoREREREbEFFbBERKRaGjBgABaLhe+++47vv/+e1NTUAmPS0tKYN28ec+fOxTAMbr75Zuu5Q4cOAdCsWbPKiiwiIiIiIuWkXQhFRKRauu2229izZw87duxg4cKFLFq0iMaNG1OvXj0AEhMTOXXqFCaTCYvFQteuXbntttus169evRoHBweuu+46e30LIiIiIiJSSobFYrHYO4SIiEh5mEwmFi5cyOLFi4vsheXm5sbQoUMZMWIEjo6OlZxQRERERERsQQUsERGp9jIzM9mzZw/Hjh2z7iro7e1NixYt6Ny5M25ubnZOKCIiIiIiV0MFLBERERERERERqdLUxF1ERERERERERKo0FbBERERERERERKRKUwFLRERERERERESqNBWwRERERERERESkSlMBS0REREREREREqjQVsEREREREREREpEpTAUtERERERERERKo0FbBERERERERERKRKUwFLRERERERERESqNBWwRERERERERESkSlMBS0REREREREREqjQnewcQERGpqTIzM1myZAlr1qxh+/btXLx4kfj4eJycnPD29qZFixZ06tSJAQMGcMstt+Dm5mbvyCIiIiIiVZJhsVgs9g4hIiJSk5jNZmbMmMF///tfLly4UKpr6tSpwxNPPMFzzz1H/fr1KzihiIiIiEj1ogKWiIiIDSUkJDBy5EhWrFhhPdasWTMGDBhAhw4d8PPzwzAMYmNjiYyMZO3atURGRlrHPvvss/zvf/+zR3QRERERkSpLSwhFRERsJDs7mzvvvJPNmzcD0LBhQz788EPuuusuHByKbju5d+9eZsyYwXfffVdZUUVEREREqhXNwBIREbGRZ555hvfffx+AFi1asG7dOho3blzq67dv385ff/3FP/7xj4qKKCIiIiJSLWkXQhERERuIiYnhk08+AcDBwYH58+eXqXgFcP311xdavBo7diyGYWAYBidOnABgyZIlDB8+nKZNm+Lq6prv3JUWL17MvffeS7NmzfDw8KBu3bpce+21PP744+zatavYPOvWrbM+7pQpU0rMnze2b9++hZ7v27evdQxc7hX2zTffcNNNN9GwYUPc3Nxo2rQpY8eOLTGbiIiIiNQuWkIoIiJiA5988gnZ2dkA3H777XTr1q1CHic7O5u7776bn3/+udhxsbGx3HXXXWzcuLHAucjISCIjI5k1axZPPPEEH374IY6OjhWStyiXLl1i6NChrF27Nt/xU6dOMWfOHObOncvrr7/Oyy+/XKm5RERERKRqUgFLRETEBq5s2v7AAw9U2OM8/fTT/P777zRt2pQHH3yQNm3akJmZyfbt23F1dQUgNTWVPn36WJvD169fn3/84x907NiR7OxsNmzYwNy5c8nJyWHmzJlcunSp0vtv/eMf/2Dt2rWEhIQwZswYWrVqRVJSEsuWLWPZsmWYTCYmTZpEnTp1GD9+fKVmExEREZGqRwUsERGRq5SWlsbevXutf+/Ro0eFPdbvv//O0KFD+eGHH3Bzc7MeHzdunPXrF154wVq86tKlC3/88Qf+/v7W82PHjuXJJ5/k5ptvJjExkblz53LHHXcwYsSICsv9d4sWLWLYsGHMmzcv3/fx2GOP8cMPP/DAAw9gMpl44YUXuP3222nevHmlZRMRERGRqkc9sERERK7S+fPnMZvNALi5uREYGFhhjxUUFMR3332Xr+hzpdjYWL7++msAPDw8+Pnnn/MVr/J06dKFTz/91Pr3adOmVUzgIjRu3LjI72PkyJFMmDABgIyMDD766KNKzSYiIiIiVY8KWCIiIlcpPj7e+rWPj0+J42+88UZrM/PC/hTWjD3PuHHj8PLyKvL88uXLyczMBODee++ladOmRY4dMWIELVu2BGDPnj0cP368xOy28uSTT+Lp6Vnk+WeffRYHh8u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}, "metadata": { "image/png": { @@ -547,16 +538,6 @@ } }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ @@ -582,7 +563,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 10, "id": "7b636eaf-4bd5-4237-948e-2a28f9b89532", "metadata": {}, "outputs": [], @@ -592,16 +573,13 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 11, "id": "6144b8be-0c12-4bc9-9b03-9d292e92871a", "metadata": {}, "outputs": [ { "data": { - "image/png": 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 evolutiongradientguided_evolutionnative_highnative_lowrandomevolutiongradientguided_evolutionnative_highnative_lowrandom
evolution1.0000000.5965800.0013790.0000000.0178960.811641
gradient0.5965801.0000000.0001430.0000000.0029300.730812
guided_evolution0.0013790.0001431.0000000.0000000.4631150.000645
native_high0.0000000.0000000.0000001.0000000.0000000.000000
native_low0.0178960.0029300.4631150.0000001.0000000.009831
random0.8116410.7308120.0006450.0000000.0098311.000000evolution1.0000000.5965800.0013790.0000000.0178960.811641
gradient0.5965801.0000000.0001430.0000000.0029300.730812
guided_evolution0.0013790.0001431.0000000.0000000.4631150.000645
native_high0.0000000.0000000.0000001.0000000.0000000.000000
native_low0.0178960.0029300.4631150.0000001.0000000.009831
random0.8116410.7308120.0006450.0000000.0098311.000000
\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 25, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -771,7 +746,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 14, "id": "15f3ca35-7841-4c41-aae7-7a54904f7e41", "metadata": {}, "outputs": [ @@ -780,8 +755,8 @@ "output_type": "stream", "text": [ "(300, 1024)\n", - "CPU times: user 364 ms, sys: 25.8 ms, total: 390 ms\n", - "Wall time: 381 ms\n" + "CPU times: user 382 ms, sys: 2.93 ms, total: 385 ms\n", + "Wall time: 384 ms\n" ] }, { @@ -875,7 +850,7 @@ "seq_4 0.00 0.00 0.0 0.00 0.01" ] }, - "execution_count": 26, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -913,7 +888,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 15, "id": "aa6259eb-7db5-4947-917d-2c20b460a66d", "metadata": { "scrolled": true @@ -924,22 +899,52 @@ "output_type": "stream", "text": [ "Creating AnnData object\n", - "PCA\n", - "Fraction of total variance explained by PCA components: 0.6348119988012593\n", + "PCA\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.11/site-packages/scanpy/preprocessing/_pca.py:317: ImplicitModificationWarning: Setting element `.obsm['X_pca']` of view, initializing view as actual.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fraction of total variance explained by PCA components: 0.6348119988012595\n", "UMAP\n", "Differential feature abundance\n", "1-NN statistics\n", "Within-group KNN diversity\n", "Euclidean distance to nearest reference\n", - "Train groupwise classifiers\n", - "CPU times: user 1min 10s, sys: 3.55 s, total: 1min 14s\n", - "Wall time: 7.63 s\n" + "Distribution shift\n", + "Train groupwise classifiers\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.11/site-packages/scikit_posthocs/_posthocs.py:368: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + "/opt/conda/lib/python3.11/site-packages/scikit_posthocs/_posthocs.py:371: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + "/opt/conda/lib/python3.11/site-packages/scikit_posthocs/_posthocs.py:368: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + "/opt/conda/lib/python3.11/site-packages/scikit_posthocs/_posthocs.py:371: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 41.6 s, sys: 19.2 s, total: 1min\n", + "Wall time: 9.37 s\n" ] } ], "source": [ "%%time\n", - "emb = polygraph.embedding.embedding_analysis(\n", + "kmer_emb = polygraph.embedding.embedding_analysis(\n", " kmers, seqs, reference_group='native_high', use_pca=True)" ] }, @@ -961,16 +966,13 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 16, "id": "f18efe9a-4586-4e19-a64e-fc84ff9f9608", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" }, "metadata": { "image/png": { @@ -979,20 +981,10 @@ } }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "polygraph.visualize.pca_plot(emb, show_ellipse=True) + p9.theme(figure_size=(4,3))" + "polygraph.visualize.pca_plot(kmer_emb, show_ellipse=True) + p9.theme(figure_size=(4,3))" ] }, { @@ -1013,38 +1005,63 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 19, "id": "1bd634f3-952b-44dc-8e9b-0db12d0ea182", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.11/site-packages/upsetplot/plotting.py:795: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n", + "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n", + "\n", + "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n", + "\n", + "\n", + "/opt/conda/lib/python3.11/site-packages/upsetplot/plotting.py:796: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n", + "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n", + "\n", + "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n", + "\n", + "\n", + "/opt/conda/lib/python3.11/site-packages/upsetplot/plotting.py:797: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n", + "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n", + "\n", + "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n", + "\n", + "\n", + "/opt/conda/lib/python3.11/site-packages/upsetplot/plotting.py:798: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n", + "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n", + "\n", + "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n", + "\n", + "\n" + ] + }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 33, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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" ] }, - "metadata": { - "image/png": { - "height": 533, - "width": 2355 - } - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "polygraph.visualize.upset_plot(emb)" + "polygraph.visualize.upset_plot(kmer_emb)" ] }, { @@ -1065,7 +1082,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 21, "id": "53921d61-444b-4da7-9728-20c864274700", "metadata": {}, "outputs": [ @@ -1151,13 +1168,13 @@ "4 evolution TCGCG 3.62 5.60e-02 22.65" ] }, - "execution_count": 31, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "test_results = emb.uns[\"DE_test\"]\n", + "test_results = kmer_emb.uns[\"DE_test\"]\n", "test_results.head()" ] }, @@ -1171,7 +1188,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 22, "id": "9091b59c-f116-4dbb-92f0-5a24d9156524", "metadata": {}, "outputs": [ @@ -1229,16 +1246,13 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 23, "id": "542d66d1-5df5-47e9-8859-8a80d727eb4f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" }, "metadata": { "image/png": { @@ -1247,21 +1261,11 @@ } }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ "# Plot\n", - "polygraph.visualize.one_nn_frac_plot(emb, reference_group=\"native_high\") + p9.theme(figure_size=(4,3))" + "polygraph.visualize.one_nn_frac_plot(kmer_emb, reference_group=\"native_high\") + p9.theme(figure_size=(4,3))" ] }, { @@ -1274,7 +1278,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 24, "id": "edcf9c61-a916-4b7d-a287-e4c7fb3ae94e", "metadata": {}, "outputs": [ @@ -1362,13 +1366,13 @@ "guided_evolution 0.26 0.92 8.37e-12 8.37e-12" ] }, - "execution_count": 36, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "emb.uns[\"1NN_ref_prop_test\"]" + "kmer_emb.uns[\"1NN_ref_prop_test\"]" ] }, { @@ -1389,16 +1393,13 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 25, "id": "cad5e967-0528-4a29-bd9d-986d727cc236", "metadata": {}, "outputs": [ { "data": { - "image/png": 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NG/xzdnZ2+O6771CjRg2YmpoiODgYvr6+ePbsGQDgwoUL6NatG86cOVOgfYGFhQX/P/vw4QP/vy5VqpTKbh/KupSOHz8ef/zxB//YyMgIXbp0Qb169WBiYoK3b9/i77//RmhoKABpd7gmTZrg/v37sLGxyXf8OR08eBB9+/ZFdnY2/5yHhwc6duyIcuXKwdTUFJ8/f8bjx49x8eJFwQbl/eeffzB48GB+tioAaNq0Kdq2bQs7OzuEh4fj6NGj/GchISEB7du3x6VLl1C/fn2ldf7xxx/YuXMn/9je3h7fffcdqlatCisrK6SlpSEqKgpPnz6Fn58foqKi1MbIGEOfPn1w6NAh/jkzMzN07twZderUgYWFBSIjI3Hy5EncunULAPDkyRO0bNkSd+/ehZGRUa46U1JS0LVrV8TGxvLPNWnSBE2bNoWLiwsMDAyQkJAAf39/3Lt3D3fv3lXaTc7NzQ36+vpITEzEp0+fAAD6+vpwdXVV+locHBzUvlZtZGRkoGfPnvD398+1j4iOjsb58+cVuhsJ+X01MDBQ2GfK71NyzloLKN+PHj16FD179lTYTzdu3BgtW7aEs7MzUlJScPfuXRw+fBipqalIT09H9+7dcf78efj4+Gj0Hq1cuRJbtmwBAFSqVAldunSBm5sb0tPT8eLFi1xdoNavX4/x48fzj0UiEVq3bo0mTZrAwcEBCQkJuHr1Ko4fP47s7GzExsaiVatWuHv3Lry8vDSKacmSJdi8eTMAoE6dOmjfvj3KlCmDlJQUXLlyBUeOHOE/azNmzEDz5s3VdnNkjKFHjx44evSoQtxNmjRBs2bN4OTkhKysLISFheH27du4cuVKrtmDc5o6dSp+//13/rGhoSE6dOiABg0awMbGBp8/f8aFCxdw7tw5ANKu1z4+Pnj8+HGBu3v2798f8+fPByCdPe/48ePo3bt3nutlZ2fjwIED/GNlg5zPmTOHjxmQHpN26tQJFStWhLm5OVJSUhAZGYknT57g8uXLCmO7FaUzZ84oPB4+fHiRbl/bfcvbt2/RrFkzhf2pl5cXevToATc3N8THx+PSpUv4999/IZFIIJFIMH36dBgYGGDixIlF+tqUkUgk6N+/P968eQOO49CiRQu0bt0aNjY2CAkJwaFDh/DixQsAQFJSEjp16oTbt2+jUqVKOo6cEEKIWrrNn5GiJEQLLMYYu3XrlkI9o0aNynN7qlqMXLx4kS/DcRzbvXu32m3HxsayNWvWsH/++UfpclXdOjTRr18/NnbsWPb8+XO15Xbu3MmMjIz4bfTq1UttefkrgrIr3x4eHuzJkydKyy9evFjhNaxZs0Zl3RKJhLVr106hfPfu3dV2gXnz5g0bPnw4u379utLlkyZNUqhvzJgxLDExUem2ly9frlD2zz//VPteaEO+FcyOHTs0Xu/MmTMKMXl5ebGXL1/mKpeSksIGDx6sULZ///6Cxf/u3TuFVihGRkbsjz/+UNl9Kysrix0/fpz16NFD6XJNW2CFh4crtEAyNTVV2cJl/fr1jOM4vmz58uVVtoyQ75rTpUsXtS3usrOz2fnz59mUKVNUllmzZo3Ce9+tWzcWFRWltOyePXsUWpP99NNPSstt27aNLyMWi9mFCxdUbp8xxiIiItjChQtVtqTMT7fN/JDfR8hvT1VXQXmF+X3V9vciODhYoVu0k5MTu3r1qtKyAQEBrEqVKnxZDw8PlZ8pZS3DOI5jK1euzLP78v379xU+O5UqVWLPnj1TWvbhw4fM2dmZL1u/fn2V9ef8rRGJREwsFrO///5bafnz588rdF3s2rWr2riXLVumUH/VqlXZw4cPVZaPiopiS5YsUdlt99ixYwr1NWrUSGU3+PPnzyu0Gu3du7faWDUl3/K4U6dOGq1z9uxZhbhzDh+QlJSk8L6OHTuWZWZmqqwvPT2dHT58mC1evLhAryU/5Lv3W1lZMYlEUujbzO++JTs7O1er7vnz5yv9Ply9elWhe7yRkZHa46j8HIfmpwWW7HjLzMyMnTlzJldZiUTClixZohBP48aNi+T/QgghJP8ogfUVESqBlZaWptAVo27dunluT9XJ39y5czU+oNdEQRJY2oyDJH+ibGBgoDZhlPMA0tLSMs/xsxo3bsyXr1evnspyvr6+CnX37du3QONRvXjxQiGhMX78+DzXmTVrFl/e0dFR7cmDNvKbwJI/Scjrvc7OzmZt27ZVeA81SRpoQr5LF8dx7NSpUwWqT9Nkyvjx4xVeT87ucTktXbpUoXzO7rmMSccOki3X19dn0dHRBXot0dHRzMTEhK+zc+fOeZ40bN68mS9vbGysNIaBAwfyZSZNmlSgGBnTXQLL2NiYvXnzJs/1Cvv7qu3vRe/evRVO0PPqfhYREcFsbGz4ddavX6+0nLIE1sKFC/OMhzHFpImbm1uen91nz54p/L6dPHlSabmcvzWafNfkf+8MDQ1ZQkKC0nIREREKF0kqVaqk0ZiFqmRmZjIXFxe+Pm9v7zzHk8uZOMrrwo4m1q1bp/C7qcl+ZNCgQfw6FStWzLVc/iKYvb29YL8/QktJSVH4rrZo0aJItpvffcvhw4cV1ps4caLa8teuXVPomqqui2ZRJbBkt6NHj6qte+LEiQrl8+rSTAghRLeK9/RLpFgyMjKCo6Mj//jz58/5risyMpK/X758+QLFVVDazLr0/fff811tMjMzcenSJY3XnTlzpsquSDIjRozg7z969Ehpt0lA2pVGxsHBAX/++WeBZlVbu3Yt3+3MxcUFK1asyHOdn3/+Gfb29gCAiIgInDhxIt/bL6ibN2/y3aQAYPbs2Wrfa5FIhPXr1yt0Q/zzzz8LHMe7d+8U3odRo0ahffv2Ba43LykpKfjrr7/4x+3bt0eXLl3UrjNt2jSFmUQ3btyYq4z899TGxiZfMwzK27JlC1JSUgBIZ9PaunVrnl1PR4wYgerVqwMA0tLSFF6nsjh1vT8piPHjx2s0u2tx+r6Ghobi8OHD/OMlS5ao7MItU7p0acyePZt/LOuClxdnZ2fMmDEjz3K3b9/GnTt3+McbNmzI87NbtWpVjBo1SuuY2rZtm+d3TX6/npGRgcePHystt2HDBqSnp/OPt2/fDmtra43iUObQoUN8d2mO47Bjxw6lXXDltW7dGp06deIfa/o+qNO7d29+NtHMzEwcPHhQbfnU1FQcOXKEf9y/f/9cZeS/8+7u7vmarbQoREdHK3TpzusYoLBoum+R/x0oVaoUFi1apLZ8o0aNMGTIEP7xyZMn+c+cLrVp0wbfffed2jILFy5U6CK7bdu2wg6LEEJIAVACi+SLlZUVfz8mJibf9ZiYmPD3ZWM/fQk4jkOzZs34xw8ePNB43cGDB+dZpl69evz99PR0BAUF5Srz8eNHXL9+nX88cuRIldNfa4Ixhn/++Yd/PHr06DxPcgBpQrNnz57844sXL+Y7hoKSn55cX18fQ4cOzXMdT09PtG7dmn98+vTpAsfh6+vLn6xwHIepU6cWuE5N3LhxA/Hx8fzjkSNH5rmOvr6+won1mzdvFMY+AhS/p58+fUJAQECB4pQf06Zfv358QiUvAwYM4O8r+5x9qfuTnAYOHJhnmeL2fT106BCfaDczM9PouwcovtanT58iOjo6z3V69+6tdOy7nOQ/Z+XKldM4iSwfk5+fn9Jx0nKSP3lXpUyZMnBycuIfv3nzRmk5+XHhGjdurPB7kB/y70OLFi1QtWpVjdaTfx+E+JzY29sr7Gv37t2rtvyJEyeQmJjIP+7Xr1+uMvLf+VevXins/4qTnMdJBfmtLghN9i2pqam4fPky/7hfv35qx+GUGTNmDH8/OzsbZ8+ezV+QApL/bVPF3NxcYTy2f//9N8/x5AghhOhOoSSw7t27h8WLF6Nfv35o27YtWrRokatMdHQ0wsPDC5T8ILojfzAjf4CprZo1a/L3r169ih9//BFxcXEFiKzoyA/cHBYWptE6rq6uKF26dJ7l5E9yACh9T+STVwDyvPqfl5cvXyoM1tq2bVuN161bty5//969ewWKoyDu3r3L3/f29ta4pZD8iW1oaKjCVf38kP/fVK1aNc+WKEKRf/0ikQitWrXSaL2cJ/by9QBAxYoVFVoodunSBY8ePcpXjImJiQqt5IT8nMnvT/766y8sXboUqamp+YpTV8zNzTVKMBS376v8IPJNmzbVuEWrvb093NzctIpH1UQD6mLS5v2pWbMmnyBLSEhQmWiS9+2332pUt/y+Xdl+PTo6WmF7Bd2vA9KWqTL5/Zy8evUKSUlJBY5FPgl948YNhQlccpJPcNWvXx8eHh65ysh/5xMTE9GlSxf4+/sXOE6h5TxOMjU11Wi99evXg+O4PG/KLnLlpOm+5eHDhwqtvjX9zHh7eytcjMj5O6ILmv4GyidW09PT8fz588IKiRBCSAEJmsDy9/dHkyZNUK9ePcybNw9///03zp07Bz8/v1xlf/nlF5QpUwaVK1dWmKGLfBnkD8YsLCzyXU/37t0Vkgzr1q2Dk5MTunXrhj/++AMvXrxQaHZfFOLi4rB161b07dsXVatWhZ2dHQwNDXMdMC5ZsoRfR9Orvpokr4DcB7fJycm5yrx69Yq/b2hoiGrVqmlUtypPnz5VeKzNTDzyyTxddht49+4df1+b90PWNU3m7du3BYpD/n9Tu3btAtWlDfnX7+npqdA6QR0vLy8YGhoqrQeQdq8dNGgQ//jZs2eoVasWateujZ9//hmXLl3iuwTm5fnz5wotWvL7Ofv06VOuq+RDhgxReB2zZ8+Go6Mj+vfvj+3btxfLE9uc3N3dNZrJs7h9X+Xj0XYWL23j0TQhLJ8o1SYmAwMDhdlINYkpP/t2Zfv1169fK/zmFXT/ERERoTAjaH4/JxKJBBEREQWKBQC+++47/gIYYwz79u1TWi4mJkZh1j75xJc8Nzc3heSDn58fvLy80KRJEyxduhQ3btxARkZGgeMuqJyz6Cr73xc2TfctOff/+f0tzVlPUStTpozGx6c5E3sFPQYghBBSeARLYD18+BDe3t64ceMGmHRweLWJhzFjxoAxhqioKIXpj8mXQf7KsfyBvrbMzc2xf/9+hRNt2bgX48aNQ9WqVeHg4ID+/fvj5MmThZrsZIxh5cqVKFOmDEaMGIEDBw7gxYsX+Pz5c57NydPS0jTahjbjbOWMLSf5scdsbGw06lKjTs6xzExNTTW68stxHNq1a8evp8sWdPItUjTtlqasrHw9+SH/Xmp6YiuE/L5+PT09he+xste/YsWKXCfTDx8+xKJFi9CiRQtYW1vDx8cHq1evVjhhzinn56xKlSoaf85ynnzn/Ky5ublhy5YtCuPgxMfHY9++fRg2bBjKly+PMmXKYPjw4UovrBQHOU90VSlu31f5eFasWKFxLBzHKYxTpUk8mrxHSUlJCuNIjRs3TquYPn78qFVM+dm357VfBwq+/8hZX4cOHTR+D8RiscK6QnxWTExM0LVrV/6xqm6EBw8e5H93DQwM0KtXL5V1bt26VaF1lkQiwbVr1zB79mw0atQI1tbWaNu2LbZu3VqgFuMFkfM4SdOLXlZWVvD09Mx1y8+YaJruW3Lu//P7W1rQ39GCKlWqlMZlhT4GIIQQUngESWClpqaiS5cuSEhIgJ6eHmbNmoU3b94ojM+RU7ly5fim3+fPnxciDFJE0tPTFbpYyQ9+mR+tWrXCgwcP0LlzZ6UDkEdFRWHfvn3o1KkTqlWrhqtXrxZoe6qMGzcOU6ZMydVNguM42NnZoUyZMioPIIu6lRig2ApOk/Ep8iLU2CGatsQpDPJXtTVtfQTkbvFW0K4yQv9vNJXf1w8ovgfKXr+FhQWuXbuGefPmKU1aZ2Rk4OrVq5g0aRLc3d2xaNEipWMHCTlGjbLP2qBBg3D9+nX4+PgoXSc0NBTbtm1Ds2bNUK9evWLXVUTTQaiL2/e1KOPR5D0q7M9ZYcmZYCno/qM4vg/yralevHiBJ0+e5Coj3zKrTZs2ao8zypQpg/v37+PHH39U2jUvJSUFZ8+exYgRI+Du7o5NmzYV8BVoz87OTqH1U3BwsEbrDRgwAP7+/rluP/74o9YxaLpvkf8d0dfX1+riWF6/I0UpZwJWnZy/l7qOnRBCiGqCTNeyZcsWhIaGguM4/P333/zVtZcvX6pdr3Hjxnj8+DHu378vRBikiDx48EChSX6tWrUKXGfFihVx7NgxhIaG4uTJk7h8+TKuXbuWq8vCq1ev0KJFCxw9ehQdOnQo8HZlTp06pTD7nIeHByZMmICWLVuifPnySg/g5s2bh4ULFwoWg7bkr6YKcbCV8wCuqMZtEpKZmRl/wqbNyVbO7hwFPWk0NzfnWysU5YGwfNzanmzKvweqXr9YLMb8+fMxc+ZMnDt3DufPn8e1a9fw9OlThWRVcnIyfv75Z7x69SpXF6GcnzM3Nzfo6elpFauMqhOyb7/9Fn5+fnj79i1Onz6Ny5cv48aNG7lao9y5cwf16tXDlStXirSrpxCK2/fVxMQECQkJAKStTfI7a15BZtvLGY88BweHfH+vNW25IoSc2yro/iPn++Ds7JzvlsD5XS+nFi1aoHTp0vyFsL1796JGjRr88uDgYFy7do1/rGz2wZysra2xZs0aLF68GGfOnMGFCxdw7do1vH79WqHc58+fMXr0aAQFBeGXX34R5PVoQiwWo2rVqny3Vm0mfilq8t+TrKwsZGZmapzE0uR3pKhoM/5hzt9LXcdOCCFENUESWMeOHeO7Jcg3Dc+LrDvIlzAuCflPzi6fqlo65IeLiwtGjx6N0aNHA5AmrI4dO4atW7fyM6NlZWVhxIgRCAgIEOyAeu3atfz9qlWr4saNG3mOnaDrweblxw6LiYnR6iAzr/oA6VgsxXVKclWsra35BJa6bmw55Sxb0JNoW1tb/vNR0AHhtSEftzavPzs7W6HLRF6v38jICJ06dUKnTp0ASLtbnD17Fnv27MHp06f5Fon79+9H7969FaYxz/k5u3DhQqElXypUqIAKFSpg4sSJYIzh0aNHOHLkCLZt28Ynx5OTkzFixAg8fPiwUGIoLMXt+2pra8snsMaOHYtFixbpLBZA2vVKT0+P73a+ZMkSDBs2TKcxaSLn/zUyMhJeXl6C1bdr1y6lE+sUJT09PfTp0werV68GIN1P/Prrr3wLpf379/P7EHNzc4X9R17Mzc3Rq1cvvsthZGQkTp06hV27dikkxX799Vf07t1bYRD4wta4cWM+gRUbG4snT54oJO6Ki5z7/6ioqFwTy6gi/7sjVDIa0C4ZJfPp0yeNywp9DEAIIaTwCNKF8MWLFwCgdYsYWTcUXScCiOYyMjIUmt8bGBigadOmhba9SpUqYcaMGXj16pXCFNoREREK0zwXhEQiURgPZ86cORoN/BkYGCjI9vOrcuXK/P2MjAyFAYvzI+dJUnh4eIHq04Vy5crx93MOcq1OzrLly5cvUBzy/5uivNIu//rfv3+vcSusN2/eKIwXpO3rt7a2Rp8+fXDy5EkcO3ZMoStwzhZYOT9nms7gWVAcx6FWrVpYtGgR3r17p7DfevTokcLA+1+C4vZ9lY+nqP6n6nAcp/A5Lg4xaaJSpUoKXc0Kuv9wcnJSaE1SXN4H+W6EoaGhuHLlCv9Yflysrl27atUVLKfSpUtj2LBhuHr1KjZs2MA/zxjD/v37811vfsiPPQcA27ZtK9Lta0r+dwTI/2+pqt8R+VaBmv5GyY9Jp6mQkBA+qZ6XnF3JK1SooPX2CCGEFA1BEliyK/faDJgI6GbcIFIwv/76q0KLkkGDBmn9f88PAwMDbNiwQeHAXtkJZ84WSMrG4Mnp8+fPCl0iNbkimpGRoTBFuy40atRI4fHRo0cLVF/t2rUVTnTkTyh0Qf5/qcn/EVCcyv7Bgwe5uoypIj/bVZkyZeDo6KhhlMo1btyYv//8+XO+9WBhk3/9EolE4/EF5V9/znq01alTJ3Tu3Jl/nPN76uDgoJDs0MXnzNTUlG/9IZPX/kTTz2BRKW7fV/mWuIU1TqG25GPS9fujKVtbW4XJCgq6X9fX10fDhg35x8XlfahduzYqVqzIP5YlrZ4/f65wMUaT7oOaGjt2rEKLq6JOWrdv314hMbJr165ik1CUV6tWLYXWnGfPntVovQcPHii0ZFL1O2JlZcXf1zTxfvv2bY3K5aTpb6B8zwJjY+NcsxISQggpPgRJYFlaWgKAxlc6ZGRTU+ds4k6Kp2PHjmH+/Pn8Y319fcycObPItm9lZaUwU0xWVlauMjnHLdDkM5kzkarJjIL79+9HTExMnuUKU6lSpRRO0LZs2aL1d1Cevr4+unTpwj+Wv1qtC/L/S01fl3wr0KysLI2ucAcGBiocoAsxtlr37t35VkiMMfz+++8FrlMTDRs2VDg50GSw4qysLGzdupV/XLFiRYUZvfJD/iRN2fe0Z8+e/P0tW7boZJr7nFfY89qfFOS7VRiK2/dV/jP//v37XElRXZD/nF2+fJlvLV7cycd97do1hVkaC1rf33//jejo6ALVJxT55NShQ4eQnp6u0PqqdOnSgnd3zGvfVJhEIhGmT5/OP05ISMDQoUOLXXJcLBajefPm/ON9+/ZpNBbbxo0b+ft6enpo06aN0nLy/wNNPtt37tzBmzdv8iynjCbHAElJSQqTTrVp06bAszqT/ElLS8OBAwcwcuRI1KxZE05OTjAyMoKpqSmcnJzQqFEj/PDDDzh69KjGs38TQkoeQRJYbm5uALRv6n7x4kUAit1tSPGTlJSE2bNno2vXrgoHWuvWrSvw2DUfPnzQuGxERIRCixpXV9dcZXI+p8kMY7a2tgpN2k+dOqW2fHh4OKZNm5ZnvUVh8uTJ/P3IyEiMGTOmQC0bf/rpJ76V2507d7Qe5JYxptAVrSDk/5eazhRXv359VK9enX+8dOlStZ8xiUSC8ePH89O1A+DHXysIDw8PhXFbNm7cWCQn9GKxGAMHDuQfnzlzBseOHVO7zsqVKxUGOlb2+iMjI7VKMsm3oFD2Pf3xxx/5bkEhISH5mlFL2cGrNvuTnF1u89qfxMfH8xddiovi9H0tX748unXrxj8ePXq01t1+hD4hadGiBby9vQFIX+ugQYNyTdhQ1DFpYuzYsQrjO37//fcKY9Rpa+DAgXB2dgYgHfNt8ODB/NhgmiqM90E+gRUXF4dTp04pdDnu06dPnhM8hIaGapwAYowp/JYo+84DwJAhQ8BxHH8LCgrSqH5NDB06FG3btuUfnzt3Dj179ix2J+OjRo3i73/69Alz585VW/7WrVvYvn07/7hTp078Zy4n+ZZZvr6+amfKzMzMxPjx4zUNO5czZ87g5MmTasvMmzdPoeXYlzBWXkkjkUiwcuVKuLm5oW/fvtiyZQuePHmCiIgIZGRkICUlBREREbhx4wY2bNiArl27olSpUvjpp5+0Gu+TEFJCMAHMmDGDcRzH7OzsWHx8PP/80aNHGcdxTCQS5Vrn0aNHTCQSMZFIxJYvXy5EGCQPO3bsYAD42+XLl1WWjYyMZMeOHWMTJkxglpaWCusBYNOmTdNqe66urkrLNG3alDVr1owdPnyYpaWlqawrNjaWtWjRgq/PyMiIxcTEKC1boUIFvlyLFi3Yp0+f8oy1Q4cO/DqmpqbMz89PablHjx4xT09PBoCJRCJ+HR8fH5V1z5s3T6NyOWn6v+rYsaNC2R49erDIyEiV5f39/dmoUaPYjRs3lC6fMmWKQn1jx45lnz9/VhtrVFQU27hxI6tcubLaWLWxdOlSPgYzMzN25coVjdY7c+aMQvwVK1Zkr1+/zlUuNTWVDR06VKHsgAEDBImdMcYCAgKYhYWFwmf2zz//ZNnZ2UrLZ2dns1OnTrFevXopXa7J94kxxsLDw5m1tbXC5/nkyZNKy/75558Kn+Py5cuzlJQUpdt2cnJiy5YtYyEhIWpf9/r16xXe0z/++ENpuXXr1imU6969OwsNDVVbd3x8PNuzZw+rV68e27FjR67l7u7urEuXLuzff/9lWVlZKusJDQ1lNWrU4Lft6Oio9P+Snp7OzMzM+HL9+/dX+I0TSn73EYwV7vdV032QTFBQELOxseHXKVu2LDt37pzadbKzs9mNGzfYsGHDWJs2bZSWCQwMVIglMDAwz1hk7t+/z4yMjPh1q1Wrxu7evat2nczMTHb+/HnWo0cPNmzYMKVlLl++rBCTpnx8fPh15s2bp7Lcb7/9plB/tWrV2KNHj1SWj4mJYcuWLWNr165Vuvz48eOM4ziFz9mbN2/UxpqamsqOHj3KWrduzebPn6/Jy9NagwYN+Jhkv62y2/379/Ncf968eaxChQpsw4YNLCoqSmW5rKws9tNPPynUf/r0aaVlBw8enO/Pmyaio6OZm5ubwja8vLzYgQMHVP4+yEgkEnbu3DlWrVo1jWLM774lOztb4X8DgC1cuFBpfNevX2f29vYKv3XPnz9XWfejR48U6u3atavS479Pnz6xtm3bMgC5PruqyL9e2W+bubk5O3v2bK6yEomELVu2TCGWxo0bM4lEotmbRATx+fNn1rp1a4X/g5ubGxs+fDhbu3Yt27t3L9u3bx9bs2YNGzNmDKtYsaJC2SlTpuj6JRBCipggUxaNGDECv//+O2JiYjB48GAcPHhQ7WxIAQEB6NGjBxhjMDU1xdChQ4UIg2ipf//+CoOjMsaQmJiI+Ph4la0tLCwssGLFCowcOVKQGBhj8PPzw+XLl2FhYYGGDRuidu3acHR0hKmpKeLi4vD06VMcOXJE4Qr07NmzVc4SM2TIEMyaNQuAtJVf6dKl4ebmpjA9ube3t0K3qenTp/Mtr5KTk9G8eXN06tQJTZs2hZWVFaKionD58mWcPXsWEokETk5O6Ny5s0KTeV3ZsWMHGjRogHfv3gGQdsU4c+YM2rdvj7p168LW1hYpKSkICAjA9evXcffuXQDSq9vKLFu2DM+ePePHhPjjjz+wc+dOtG3bFnXq1OG7ccbFxcHf3x+PHj3C/fv3tb6in5d+/fph/vz5yMjIQFJSEnx8fGBvbw8HBweFq/KnT59WmCGpbdu2GDduHN+l6vXr16hZsya6du2KevXqQSwW4927dzhw4ABCQkL49dzd3RVmoywod3d3bN++HX369EFWVhbS09MxZswYrFixAp06dUK5cuVgamqKz58/49mzZ7hw4QLCw8NVtgrQlKOjI/7880/07dsXjDEkJyejY8eOaNasGdq2bQs7OzuEh4fj6NGjCq1mjY2NsWvXLpUDJoeHh2PGjBmYOXMmatWqhXr16sHT0xPW1tbIyMhAQEAATp8+rdCyqVKlSir37z/88AMePXrEX7U/fPgwjh8/jpYtW6J+/fooXbo09PX1ERcXh6CgIDx+/Bi3b9/m903yLQRkJBIJjh49iqNHj8LOzg4NGzZErVq1UKpUKYjFYnz+/Bn379/HsWPHFAYP/vXXXxUGnpcxNDREv379sHnzZgDScXr++ecfuLm5KbTa7Ny5MxYuXKjyf1KYisv3FZC2aNm/fz++++47pKWlITg4GK1bt0aVKlXQqlUreHp6wszMDMnJyfj06ROePn2KW7du8S21hJzRVqZ27drYuHEjhg0bBolEgmfPnqFu3bqoW7cumjZtCldXV5iYmCAxMRERERF48uQJbt26xf/eDB48WPCYNDF58mTcvHkTvr6+AKQtBmvXrg0fHx80a9YMjo6OyM7ORlhYGO7du4dLly4hIyMD8+bNU1pfp06dMH/+fH75lStXULFiRfj4+KBRo0ZwdnaGsbEx39Lw8ePHuHXrFt9irX79+oXyOgcMGICbN28CgMJYgRUrVkTt2rU1quPt27cYN24cJkyYgG+//RZ169aFq6srrKyskJqairdv3+L48eMK9Tdv3jzXoOpFxdbWFjdu3ECXLl1w7949ANKJNPr06YOxY8eiWbNmqFatGuzs7GBmZobU1FRERUXh9evXuHz5Mj+DqkypUqVyDZ9QUCKRCDt27EC9evX478LPP/+M/fv3o0ePHnB1dUV8fDwuX76MM2fOKOxPli1bhipVqqisu2bNmujUqRNOnDgBADhy5AgqV66Mfv36wd3dHcnJyXj48CF8fX2RkJAAJycndOzYkd8Pa6phw4bQ09ODn58f2rZti1atWqFVq1awtrZGaGgoDh8+rPB7ZWFhgU2bNimMtUoKV0ZGBjp37syPKVu6dGmsXbtWoUu6Mo8fP8bq1auxe/fuogqVEFKcCJUJmzlzJt/aqkqVKmzLli1s5cqV/HMvXrxgZ86cYT/++CMzMzPjn1+xYoVQIZA85GyBpc3NwcGBzZw5k338+DFf21PVYkT+arSmt7Fjx6q9Qpaens6aN2+utg5lV/AWLFig0fbt7e3Z7du3Nb6yWdgtsBiTXqn89ttvtXof1dWZkZHBRo4cma/PytWrVzV+jXnZuHEj09PTU7s9ZVeeJRIJGzNmjMYxV6xYMc+WRfl18uRJZm5urnEsqr4rmrbAktm1axczMDDQaJvm5ubs0qVLKuvKz76jQoUK7MOHD3nGOW/ePIVWYJre/vrrr1x1ubq6alUHx3Fs6dKlauP7/PlzrtYOOW+DBw/O83Xm9R7kZx8hU1jfV232QfJu3brFHB0dtY6lefPmSusrSAssmePHjyu0iNT0NnToUKX1FXYLLMakrYZGjBihVbx51bl582aFFmma3hYuXKjxa9RGdHS00v3UokWLNFpf/ruj6a1+/foqW3AzVvgtsGRSUlLYxIkTmbGxcb6+uyYmJuynn35iCQkJKrdR0H3Lo0ePmIODg8b7U017VISFhTEPD48863RwcGD37t3L9/FWWFhYrhY7ym7qWt6TwjNp0iT+f+Dh4cGCg4O1Wv/OnTts+/bthRQdIaS4EiyBJZFI2IABA/jElLobx3GM4zg2fPhwoTZPNJDXSahIJGJisZg5OjqyWrVqsV69erElS5aw69ev59msPa/tqTrhvnr1KhszZoxGBzINGjRgp06d0mjbWVlZbO/evaxLly7Mzc2NmZqaatQEfc+ePaxMmTJKt29kZMR69+7NwsPDGWOaHxgWRQKLMWmT/23btil0oVR2K1euHJs/fz6Li4vLs85bt26x9u3bM0NDwzzrHD9+fJ5dc/Lj8ePHbOzYsaxmzZrMysoqV0JL3cnFmTNnWK1atVTGbWdnxxYuXMhSU1MFj1teZGQkGzt2rNoTaH19fdaiRQt2+PBhpXVom8BijLFXr16xzp07M319faXbNDY2ZoMHD2ZhYWFq6wkPD2dLly5lDRs2zPOz4OTkxObPn6+0K6IqL168YL1792ZisVht3S4uLmzYsGHs0qVLSpPYJ0+eZIMHD2bOzs557uvatGnDbt26pVF8qampbOPGjaxdu3bMxcUlV5y6TmDJCP191XYfJC8pKYktWbJE5f5UdhOLxax169Zs8+bNKrtnCpHAYkzadXLatGkK3Z2U3SwsLNh3333H9u3bp3LfUBQJLBk/Pz/WpEkTtYleW1tbNmrUKPb27ds86/vw4QMbOXKk0uEBcu4f+/bty44fP84yMzM1fo3a6tSpU65tv3//XqN13717x+bMmcNq1aqV58UOT09PtmbNGrXdixkrugSWTFhYGJs6dapGiRYTExPWtGlTtd8XeULsW2JiYtiPP/6o8kKMSCRizZo10/r3Pzw8nPXq1Uvh2Ez+97B79+6CHG8lJCSw4cOHK/194TiOtWnTRuPPGxFOSEgI/1slEokEPX6U/w7Lvr9HjhxhXbt2ZWXLluW3q+y77evry3r16sVcXV2ZWCxm5ubmrGLFimzUqFF5dmuW/13QZP+e12da/veCMelx/vbt21mzZs2Yg4MDMzIyYmXLlmWDBw/WqMs1ISUFx1gBRnxWYtOmTVi4cGGuJs7y7O3tMX/+fIwZM0bITZMvXGRkJJ49e4bAwEDExsYiKysL5ubmcHV1hbe3t8oBQYWWlZWF27dv48mTJ4iPj4e1tTWcnZ3RpEkThRneijN/f3/cu3cPHz9+RFJSEszNzVG2bFnUrFkT7u7uWteXlJSEGzduIDg4mB9I38rKCu7u7qhatWqR/W/yKygoCLdu3UJkZCTS09NRqlQpVKxYEfXq1VPbTF1omZmZuHXrFvz9/REVFQXGGKytrVG+fHl4e3vDwsKiULYbFxcHPz8/hIWFIT4+HjY2NnB1dYWPj49CVzhNpKWl4cmTJ/D390dkZCRSU1MhFothZ2eHGjVqoFq1ankOvKxKeno6bt68icDAQERHRyM7OxsWFhZwdXVFlSpVtPrsfvjwAS9fvkRQUBDi4uLAGIOFhQU8PT1Rp04d2NnZ5SvGL0Fx+76+evUKjx49QlRUFBITE2FqagoHBwdUrFgRVapUgZGRUZHGwxjD48eP8fz5c0RHRyMlJQVmZmZwdHREpUqVUKlSJbXDIOhKdHQ0rl27hvDwcMTGxkIsFqN06dKoUqUKqlevrvW+LCsrC/fu3cObN28QHR2NjIwMmJubw8XFBZUrV0aFChW+qO5USUlJ/L4pKioKaWlp/Gftm2++QaVKlXQdYp7Cw8Px8OFDREdHIzo6GpmZmbCysoKNjQ28vLxQtWpVnX02MzIycO3aNQQEBCA6OhqmpqZwdHSEj48PSpUqle96IyIicPnyZYSFhUFPTw9lypRB48aNUbp0aa3rmj9/PhYsWABA2iXZz8+PXxYXF4crV64gODgYKSkpcHZ2RuPGjQvcbZ/kz8yZM7Fs2TIA0m74eU04o40hQ4Zg165dAKTdc2fNmoXDhw/nKhcYGMhPRBYVFYXu3bvj2rVrKuvlOA5jxozB2rVrlR7n+Pn5oVmzZgCkkwPIz9yuqj4g92dVpmnTprhy5QoA6UQyXbp0weXLl5XWpaenh4ULF/JDqBBSkgmewAKkP3Lnzp3D1atX+ZMHMzMzuLi4wMfHB+3atdP6pIkQQgghhBBClFGXwCLFS+3atfHw4UMAwMGDB9GjRw/B6pZPYLVr1w5nzpyBq6srBg0ahIoVKyItLQ13797FvHnz4OjoiKSkJNSpU4efkdne3h7ff/89atSogYyMDFy9ehV79uzhZ6weMGCA0vG3CjOB1a1bN/j6+qJcuXIYPHgwypcvj7i4OJw8eVJhps21a9cWaOZOQr4EglzGCQ4OBgAYGRnBwcEBhoaG6NixIzp27ChE9YQQQgghhBBCvnDJycl4/Pgx/7hBgwaFtq0zZ86gS5cu2L9/P4yNjfnn5SeY+emnn/jkVe3atfHvv/8qtNIeMmQIxo0bh1atWiE2NhZ79uxBp06d0KtXr0KLOydfX1907doV+/btU3gdo0aNwv79+zFw4EBkZ2fjp59+QseOHfPV24KQL4UgfWfc3Nzg7u7OX/UghBBCCCGEEELkRUZGQiKRAJDOgCw/k7TQnJ2dsXv3boWkj7yoqCh+NmQTExMcPnxY6RADtWvXxp9//sk/lnV/LCplypRR+Tr69u2LH3/8EQCQmpqKdevWFWlshBQ1QRJYhoaGAIC6desKUR0hhBBCCCGEkBJGNjYjAI3Glq1Xrx44jlN5CwoKUrnu0KFDYWZmpnL56dOnkZaWBgDo3bu32jHRevXqBU9PTwDAo0ePEBgYmGfsQhk3bhxMTU1VLp8yZQo/DuKhQ4eKKixCdEKQBJZsoEVV2W1CCCGEEEIIIaSoNG7cWO3yO3fu8Pdbt26ttizHcQplbt++XbDgtNCyZUu1y52dnfmJKkJCQhAZGVkUYRGiE4KMgVW7dm2EhITw/YcJIYQQQgghhBB5tra2/P24uLg8yy9fvhwxMTEKz40cORJRUVF5ruvi4qJ2eUREBH+/QoUKedYnX0Z+3cJWvnx5jcq8ePECgHRG0/zM5EnIl0CQFlgDBw4EYwy7d+9GRkaGEFUSQgghhBBCCClBSpcuzXd3S0tLQ3h4uNryTZo0QZcuXRRums5mLxaL1S5PTEzk76vroicj3x1Rft3Cpkls8mWKMjZCipogCawuXbqgW7duCAwMRL9+/ZCSkiJEtYQQQgghhBCSp/nz54MxBsYY/Pz8dB0OUcHU1BTffPMN//jWrVs6i8Xc3Jy/n5ycnGf5pKQkpetqKzs7W6vymsQmX6YgsRFS3AnShTA4OBi//PILUlNT4evri7t372Lo0KFo3LgxXFxc8sx+A0DZsmWFCIUQQgghhBBCSDHVunVrPHjwAACwZ88edO/eXSdxODo68vffvXuHWrVqqS3/9u1b/n7O2RONjIz4+3n1SIqOjtYmTPj7++cZm7+/v8rYCClJBElgubm5geM4ANIB7kJDQ7Fo0SKN1+c4DllZWUKEQgghhBBCCCGkmBo7dix+//13ZGRk4MSJE3jw4AFq165d5HF8++23+PPPPwEA586dQ+/evdWWP3/+vMK68qytrfn7YWFhauu5efOmVnGeP39ebQIrPDwcL1++BCBtFELjX5GSTJAuhAD4JruMsVyPNbkRQgghhBBCCCnZXFxc8MMPPwCQdqfr3bt3nmNhFYYOHTrA2NgYAHDgwAF8+PBBZdmDBw/yrZy++eYbuLu7Kyz39PTkW2FdvnwZEolEaT2MMaxevVqrOP/44w+1Q/SsWrWK316PHj20qpuQL40gLbAGDx4sRDWEEEIIIYQQQkq4ZcuW4c6dO7hx4wbev3+POnXqYO3atejWrRvfs0eZZ8+eISEhQZAY7OzsMGzYMGzYsAEpKSno0aMH/v33X4WZEgHg0aNHGD16NP945syZueoyMDBAy5YtcerUKYSEhOD333/HtGnTFMpIJBJMnToVV69e1SrO4OBgDB48GHv27FHoqggA//zzD1atWgVAOmi9LDFISEklSAJrx44dQlRDCCGEEEIIIaSEMzAwwPHjx9GnTx+cP38e4eHh6NGjB9zd3dGqVStUr14dNjY20NfXR3x8PPz9/eHn54e7d+/yvXesra01npFQlWXLluHixYt4/fo17t+/j0qVKmHYsGGoXr06MjIycO3aNezevZsf12rAgAHo2bOn0rqmTZuG06dPgzGG6dOn486dO+jQoQNMTU3x/v177Nu3D8+fP0f//v2xd+9ejWPs3r07Dh06hCdPnmDIkCEoV64c4uLicOrUKRw/fpwv9+uvv+ZqGUZIScMx6r9HCCGEEEIIIaSISSQSrFq1CitWrMDHjx81WsfKygpDhw7F7NmzYWNjo7BsyJAh2LVrFwAgMDAQbm5uedYXFRWFbt264fr16yrLcByH0aNHY926ddDT01NZbtmyZUpbaMl0794de/fu5bsu+vj4KJ01s2nTprhy5QoAID4+Hl27dsWlS5eU1ikSibBw4ULMnj1b5XYJKSkEaYFFCCGEEEIIIYRoQyQSYcqUKRg3bhyOHDmCS5cu4e7du/j06RNiYmKgr68PKysruLq6wtvbGz4+PujYsWOurnQFYW9vj2vXrsHX1xcHDhzA7du3ERUVBX19fTg5OaFp06YYMWIEvL2986xrxowZaNCgAdasWYObN2/i8+fPsLGxQc2aNTF8+PB8jVFlYWGB8+fPY+fOndi9ezdevnyJuLg4ODg4oGnTppgwYYJOBsEnRBeoBRYhhBBCCCGEEFJMyLfAotN1Qv4jeAusuLg4bNmyBWfPnsXLly8RExODrKwsZGVlKZS7dOkSIiMjYWdnh9atWwsdBiGEEEIIIYQQQggpIQRNYP39998YNWoUEhMTAfyXLVY2k8STJ08wZcoUiMViREREwMLCQshQCCGEEEIIIYQQQkgJIRKqor/++gv9+vVDQkICGGMoXbo0KlSooLL8kCFDoK+vj7S0NJw4cUKoMAghhBBCCCGEEEJICSNIAis8PByjR48GYwxOTk44d+4cwsLC8Ouvv6pcx9raGk2aNAEAlTMqEEIIIYQQQgghhBAiSAJr/fr1SEtLg1gsxsWLF9GyZUuN1qtbty4YY3jy5IkQYRBCCCGEEEIIIYSQEkiQMbDOnTsHjuPQr18/eHl5abxeuXLlAABBQUFChEEIIYQQQgghhHzR/Pz8dB0CIcWSIC2wAgMDAQCNGjXSaj1LS0sA4Ad9J4QQQgghhBBCCCEkJ0ESWMnJyQAAMzMzrdZLTU0FABgbGwsRBiGEEEIIIYQQQggpgQRJYNna2gIAPn78qNV67969AwDY29sLEQYhhBBCCCGEEEIIKYEEGQOrcuXKiIyMxNWrVzF27FiN1ztx4gQ4jkPt2rWFCIMQQgghhBBCSDHj7e2t6xC0cv/+fV2HQAhRQpAWWO3atQNjDMeOHeNbVeXlwIEDePz4MQCgffv2QoRBCCGEEEIIIYQQQkogQVpgDR8+HEuXLkVsbCw6d+6M06dPw93dXWX5v//+GyNGjADHcXByckK/fv2ECIMQQgghhBBCSDE11NEersaGug5DqQ9pGdgeEaXrMAghagiSwLKwsMCff/6JPn364O3bt6hatSq6du0KIyMjvsyGDRsQEhKCf//9F8+ePQNjDHp6eti+fTsMDAyECIMQQgghhBBCSDHlamwIL1OxrsMghHyhBElgAUDPnj0RFxeH8ePHIzU1Ffv37wcAcBwHAPjxxx/5sowxGBoaYtOmTWjVqpVQIRBCCCGEEEIIKeHeJKdiXmAYAGCBuzMlxQj5SggyBpbMiBEjcO/ePXTp0gUcx4ExlusGSMe8unPnDgYPHizk5kkO3t7ecHFx+eIGTSSEEEIIIYQQQgiRJ1gLLJlq1arB19cX8fHxuHHjBoKCghAXFwczMzO4uLigcePGsLe3F3qzRInIyEiEhYXpOgxCCCGEEEIIIYSQAtEqgbVw4UIAQJ8+fVChQgW1ZS0tLYvV7ILx8fE4dOgQ7t69i8+fP8PIyAienp5o37496tWrp3V92dnZeP78Ofz9/eHv74/3798jMjISgPT9yWtg+tWrV+PSpUtqy5QtWxbr16/XOjZCCCGEEEIIIYSQkkSrBNb8+fPBcRxq1qypkMBq3rw5OI7DokWL0KBBA8GDLKjg4GDMnj0b8fHxAACxWIzk5GQ8fvwYjx8/RqdOnTBixAit6oyOjsbcuXMLHJuhoSFMTEyULrOwsChw/YQQQgghhBBCCCFfOkG6EPr5+YHjOERHRwtRnaAyMzOxePFixMfHw9XVFZMnT4a7uzvS09Nx7Ngx7N27FydOnIC7uztatmypVd1isRgeHh4oV64cPD09sX//fkRERGhVR6NGjTBx4kSt1iGEEEIIIYQQQgj5mmiVwDI0NERmZiZSUlIKKx7BnT17FpGRkTAyMsLPP//Mj79lZGSEXr16ISYmBqdPn8aePXvQtGlT6Otr9pbY29vjwIED/CyLAHDkyJFCeQ2EEEIIIYQQUpL0ee4vSD2y2Qjz60DVcoLE8SXYuXMnvv/+e7i6uiIoKOir2z758mk1C6Es+fPkyZNCCaYw+Pn5AQCaNGmidPD47t27g+M4xMTE4NmzZxrXKxKJFJJXhBBCCCGEEELyJlTySgjFKZYv2fz58zF//nxKTJFCpVULrDp16uDo0aNYv349rKys8M0338DY2Jhf/vz5c1hZWeUrkCZNmuRrPXVSU1Px7t07AECtWrWUlrG3t4eLiwtCQkLw5MkTfPPNN4LHQQghhBBCCCGElFQLFiwAADRt2hRubm5Ky1haWsLLywvOzs5FGBkpSbRKYI0ePRpHjx5FSkoKZs2apbCMMZbvQc05jkNWVla+1lUnNDQUjDEAgKurq8pyrq6uCAkJQUhIiOAx5OXp06cYNWoUoqKiYGhoCEdHR9SuXRsdOnSAtbV1kcdDCCGEEEIIIUVFV134qOVV0evatSu6du2q6zDIF0yrLoStW7fG8uXLYWBgAMYYf5ORf07bW2GIiYnh79vY2KgsJ1sWGxtbKHGoEx0djU+fPsHY2BhpaWl4//49/vnnH/zwww9fVFdNQgghhBBCCCGEkMKi9SyEU6dOxcCBA3HhwgWEhIQgPT0dCxYsAMdx6NWrFypWrFgYceZLWloaf9/IyEhlOdmy1NTUQo9JxtPTExUqVECdOnVga2sLkUiElJQU3L17Fzt37kRMTAyWLl2KlStXUhNLQgghhBBCCCnG3r17h5UrV+LixYsIDQ2Fnp4ePD090bVrV0ycOBGWlpYAgIiICLi4uEAikeDmzZuoX7++yjpr166Nhw8fYubMmVi6dKnCsuDgYKxYsQJnz55FSEgIDAwMUKFCBfTs2RPjx4+HiYmJVvE3bdoUV65cwbx58zB//nyNywwZMgS7du3iyzRr1kxhHR8fH35cak0Gcb916xZWr16N69evIzo6Gubm5vjmm28wdOhQ9OnTR+k41LIYBg8ejJ07d2Lfvn3YsGEDnj17BsYYqlWrhsmTJ6NHjx5avSek+NE6gQUADg4O6N+/P/9Y1t+1b9++6Ny5szCRlXCdOnXK9ZyJiQmaNm2KypUrY+LEiUhKSsL+/fsxdepUHURICCGEEKJbr169woIFC5CYmKj1uhzHoVmzZpg8eTJNvEMIKVTbtm3DmDFjkJmZCUB6Xpeeno4nT57gyZMn2LVrF86fPw9PT084OjqiefPmuHDhAvbt26cygfX69Ws8fPgQADBgwACFZefPn0e3bt2QlJQEADA3N0dGRgYePHiABw8eYOfOnTh37hzKlClTiK9aytLSEg4ODvj48SMAwNraGoaGhvxydT2hclq6dClmz57NP7ayskJcXBwuXLiACxcu4ODBg9i/f7/aximjR4/Gpk2boKenB1NTUyQmJuLWrVvo2bMn1q1bhx9++CEfr5IUF1p1IVSnsLoBFoT8APPp6ekqy8mWicXiQo9JE6VKlUKHDh0AAPfv34dEIlFZds+ePWjfvr3SW3R0dFGFTAghhBAiqKSkJPz000/w9/fHx48ftb5FRkZi//798PX11fVLIYSUYKdPn8aIESNgYGCARYsWISIiAsnJyUhJScGNGzfg7e2NwMBAdOvWjT+vkzUG+fvvv1WOBb13714AQM2aNVG5cmX++aCgIHTv3h1JSUmoW7cuHj16hISEBCQnJ+PIkSOwt7fH69ev0b1790IZZzqnNWvWIDIykn/s6+uLyMhI/qbpPtjX15dPXg0ePBjh4eGIjY1FXFwcli9fDpFIhCNHjmDmzJkq6zh+/Dh27dqFP//8EwkJCYiPj0dAQAA/Ydz06dMVhhkiXx5BEliBgYEIDAxEq1athKhOMPLZXnUfVNmy4jRoeoUKFQAAKSkpaq86Jicn49OnT0pv6hJfhBBCCCHF2bp16xAeHg4AEBt5wMayNX8zN63DlzM3raOwzMayNawtmvPLV69ejYiIiCKPnxBS8mVnZ2P8+PFgjGHPnj2YM2cOSpcuDQDQ19dHgwYNcPbsWTg6OuLp06c4evQoAKBbt24wNjZGVFQUzp8/r7Tu/fv3A8jd+mrp0qVITEyEs7Mzzp07h5o1awIA9PT00KVLFxw5cgQcx+HevXs4fPhw4bxwgTHG+EniOnXqhJ07d8LR0REAYGZmhmnTpmHx4sUApL8NYWFhSuuJjY3F1q1bMXr0aL4Lpbu7O/bv3w9DQ0Okpqbi5MmTRfCKSGERJIHl6uoKV1fXYtOCScbFxYVvMh4cHKyynGxZUTSxFJqpqSlKlSql9CYSCdbAjhBCCCGkyLx69Yq/am9uUgseLkvgZD+Uv9lZdeTL2ll1VFjmZD8UzqVGwsN5AQAOqampWLVqlY5eCSGkJLty5QoCAgL4sa6UsbGxQbt27QAA586dAwBYWFjwQ8rIWlrJu337Nt6/fw+RSIS+ffvyzzPGcOjQIQBQGFdLXsOGDdG6dWsA0hZeX4InT57gzZs3AICff/5ZaZlJkybB0tISWVlZKhNzZcuWRb9+/XI97+TkhLp16wIAnj9/LlDURBfyNQZWXjIzM3Hnzh28fPkSMTExyMjIUPlBLExisRjly5fH27dv8fDhQzRo0CBXmejoaISEhAAAatSoUdQhqvT27VsA0tdgbm6ustyAAQNyZeVlXFxcVGanCSGEEEKKq40bN4IxBo4zgKP90HyNYWUi9oK1RXPEJlzEpUuX8Pr162I12RAhROpNctFNpCW0mzdvAgBCQ0P5llfKyMaqkm9U0b9/fxw8eBBHjx5FcnIyTE1N+WX79u0DIB0Q3cnJiX8+ICAAsbGxAIDmzf9raZpTy5YtcfbsWTx48CAfr6royeK0sLBA7dq1lZYxNjZGo0aNcOrUKZWvy9vbW+XvhWxiNNn7R75MgiawMjIysHjxYqxfvx7x8fEKy3ImsKZNm4Zjx46hTJkyuHjxopBhKGjatCnevn2Lq1evonfv3rC3t1dY7uvrC8YYbGxsUK1atUKLQ570gEz1gVhUVBROnz4NQPolpJZUhBBCCPlahISE4MaNGwAAG8vWMDSwy3ddpWx6IC7hChiy8Pfff2PevHlChUkIEci8wC/3gruse3J6ejo/iLk6KSkp/P127drBxsYGMTExOHbsGN9yKDs7m285JT9xGiA9T5RRN1O9i4sLAODTp08avhLdkr0uJycntefJeb0udQ0/ZONjywbaJ18mwTIjnz9/Rr169bBkyRLExcWBMcbflOnSpQv8/f3h5+eH+/fvCxVGLm3atEHp0qWRlpaGRYsWITAwEIB0J3Po0CGcOnUKgLQlk76+Yj5v+PDh6Ny5M1avXq207uTkZCQkJPA32ZhT6enpCs/nHEDez88Pv/zyC27fvo2EhAT++dTUVFy5cgU//fQTEhMTIRaLFZqMEkIIIYSUdBcuXODv21q2KVBdBvrWsDD7FgBw+fLlIhnQmBDy9cjOzgYgPeeUP/9VdfPz8+PXNTQ0RM+ePQEodiO8cOECPn36BGNjY3Tv3r1IXw8hxZ1gLbC6d++Ox48fA5D2ux00aBDCwsKwcOFCpeUbNmzId3E7c+YMvL29hQpFgYGBAebMmYPZs2cjKCgIEyZMgImJCdLS0viEU8eOHdGyZUut616yZInSPrRHjhzBkSNH+Md9+vRR6IsrkUhw69Yt3Lp1C4C0m6C+vj6Sk5P5mCwtLTFt2jQ+y0wIIYQQ8jW4d+8eAMDY0A2GBqUKXJ+FWV3EJ91AUlISXr9+japVqxa4TkKIcBa4q25JVJiEaPnl4OAAQP14y+r0798fmzZtwrlz5xAVFQV7e3s+mdWpUydYWFgolJfvTRQWFsZvP6fQ0FAA0tntNSVrzJGWlqayTM5eVkKRva7w8HC1vZXy87pIySJIAsvX1xdXr14Fx3GYMmUKli9fDgA4duyY2vVatmyJnTt38n2HC0vZsmWxbt06HD58GHfv3kV0dDRMTU3h4eGBDh06oF69eoW6/ZyqVauGAQMG4NWrVwgLC0NCQgJSUlJgamqKMmXKwNvbG23atFHbBJIQQgghpCSSDeRrIq4gSH0mxuUV6qYEFiHFi5dp8ZoITBuyMZZfv36N9+/fw9PTU6v1GzVqhLJlyyI4OBj//PMPhg4dys9UmLP7IAB4eHjA2toasbGxuHjxImrVqqW0XllLVlXjSSljbW0N4L8kUU7Jycl49eqVyvU5jlPbA0sdWWOWhIQE3L9/H3Xq1MlVJi0tje9ers3rIiWLIAks2SBz1atX55NXmqhevTqA/w5UCpOVlRWGDRuGYcOGabzO1q1b1S5funRpvmIpVaoUevXqla91CSGEEEJKqoSEBP4Kv5GBUx6lNaOvZw2RSAyJJJWfuIcQQoTQvHlzuLq64sOHD5g0aRKOHj2qcvzizMxMpKenw8zMjH+O4zj069cPy5Ytw759+2BnZ4fExETY2Nigffv2uergOA49e/bE5s2bsXbtWowaNSpXK60bN27wsx326dNH49dSrVo1HDp0COfOnUNaWho/ZpTMqlWrcg2NI8/CwgLx8fGIi4vTeJsy1atXh5eXF968eYNFixbh+PHjucqsWrUKcXFx0NfXp66VXzFBxsC6e/cuOI7TerwmWZNH+cHoCCGEEELI1yk8PJy/L0T3QUB6wmeoXypX/YQQUlAGBgb4448/IBKJcOLECbRp0wa3b9/mh4WRSCR4+fIlli1bhgoVKvBD7siTtbS6efMm3xikZ8+eMDAwULrNWbNmwdzcHKGhoWjdujWePHkCQDoe17Fjx9C1a1cwxlCnTh2tEj09e/YEx3GIiorCoEGD+IHS4+PjsWTJEsyfPx9WVlYq15e1bt2/f7/abojKcBzHNw45ceIEvv/+e36A/OTkZKxYsQJz5swBAPz4449qB7AnJZsgCSxZAsrDw0Or9WRfyoyMDCHCIIQQQgghXzD5FlIGBsrHdskPWTKMWmARQoTWvn177NmzB2KxGBcuXED9+vVhYmICOzs7GBsbo0qVKpg5cyaCgoKUju1UtWpVvmfSw4cPAUgnGFPF1dUVhw4dgqmpKe7cuYOaNWvC0tISZmZm6NKlC6KiouDl5YXDhw9DT09P49dRqVIlTJ06FQBw8OBBODg4wNraGjY2NpgzZw4WLlyIGjVqqFx/xIgR/LqWlpYoU6YM3NzcNG4F1q1bNyxevBgAsHPnTjg7O8PGxgaWlpaYPn06JBIJunTpku9eUKRkECSBJWteqG0iSpb4kvW3JYQQQgghX68XL14AADjOAEYCJrCMDMsCAAICAhSmsSeEECH07dsX7969w4wZM1CzZk0YGRkhLi4O5ubmqFevHiZPnozr16+jYcOGSteXH+/K1dVVZTmZ1q1b4+XLlxg3bhzKlSuH9PR06Ovro1atWvjll1/w8OFDlClTRuvXsXz5cmzevBm1atWCsbExGGNo0qQJTpw4gVmzZqldd/DgwdixYwfq168PY2NjhIWF4cOHD4iMjNR4+7Nnz8aNGzfQs2dPlC5dGklJSbC0tESLFi2wd+9e+Pr6wsjISOvXRUoOjuVnlLUcKleujDdv3mDWrFlYtGgR/7ysCSPHcfwUo/IGDx6M3bt349tvv+Vn5CPCkc3y6OzsrHIwPkIIIYSQ4kAikaBbt24IDQ2Fqbgq3J3nqCybnPoGgWHzAADuzgtgKvZSW3dSygsEhUuPUZcsWYI2bdoIFzghJE+yQboXuDvDy1SMPs/9+WUHqpbTSUw5Y3iTnMrPTHj//n2dxEQIUU+QFliNGzcGYwwHDx7UeNaB6OhoHD58GBzHwcfHR4gwCCGEEELIF+ry5cv8BTdLswaC1m0qrgh9PWmL/z179vDj0xBCCCHkyyFIAkvWR/fdu3dYsmRJnuUzMjIwYMAApKSkgOM4DBkyRIgwCCGEEELIFygpKQmrVq0CAOjrWcHKXH33GW1xnB5sraQzer169QqHDh0StH5CCCGEFD59ISpp3LgxOnTogFOnTmHevHkICQnBtGnTcpVLSUnB2bNnsXDhQjx9+hQcx2HAgAGoWLGiEGEQQgghhJAvjEQiwfz58/lxUkrb9YdIJPwYJ7aWbRCbcAkZmRFYvXo1qlSpgipVqgi+HUKIduS78hFCiDqCtMACpM2xK1WqBMYYtm7dCi8vL/Tr149fbm9vD0tLS/To0QNPnz4FYww1atTAH3/8IVQIhBBCCCHkC8IYw+rVq+Hn5wcAsDCrB0uzRoWyLZHIEC4OP4CDPjIyMjB58mQaI5QQQgj5ggiWwLK0tMTt27fRu3dvMMbAGENqaio/Vejnz5+RnZ3NL+vZsyeuXr0KExMToUIghBBCCCFfkG3btmHfvn0AAGMjNziXGq10mnmhmBh7wqmUdKr3z58/Y9y4cfys2ISQoqOrgduVKU6xEELUE6QLoYy5uTn279+PWbNmYdeuXbh69SqCgoIQFxcHMzMzuLi4wMfHB4MGDUKdOnWE3DQhhBBCCPmCHDhwABs3bgQAGBo4wNVxBvRExoW+XWsLH2RlxeJjzAGEhYVh3Lhx2Lx5M6ysrAp924SQ/xQkcSQ/Y6BsZkNCSMknaAJLplq1avjtt98Ko2pCCCGEEPKFu3jxIn7//XcAgL6eDdycZkPE6SM59Y1G66elByu9rwljQ2fYWX+HbEkyouNOICAgAJMnT8bGjRthaGioVV2EEEIIKTqCJLA8PDwAAB07dsTatWuFqJIQQgghhJRAQUFBmD9/Phhj0BOZwc15NvREJngTNB4Slqp1fRHR27QqL+LE8HJbBwfbfsiWJCM24RKePn2KVatW4aefftJ6+4QQQggpGoKMgRUcHIwPHz7QTC6EEEIIIUQlxhiWLVuG1NRUACKUKT0JxobOSMsIy1fyKj8kLBVpGWHgOA5O9sNgKpYevx48eBBPnjwpkhgIIYQQoj1BWmCVKlUKHz9+hI2NjRDVEUIIIYSQEujly5e4f/8+AMDOqhPMTHJf/HS0HwpjQ1fBt52W8QERUdsVnuM4Pbg4jMO7D5MhYWn466+/+K6NhBBCCCleBElgeXl54ePHjzQVMSGEEEIIUenOnTv/v8fBzrqj0jKR0bsBFMZMhEzpswb6NrCyaIKY+HO4e/cuGGOFOhMiIaTgvEzFNHsgIV8hQRJYPXr0wJUrV3D48GFMmjRJiCoJIYQQQkgJk5CQAADQE5lAX89caRnGMosyJACAoX4pAEBqaioyMzNpMHdCCsmHtAxdh6BScY6NECIlSAJrxIgR2LhxI27duoXffvsNU6dOFaJaQgpdTEwM/Pz8kJHx3w9W2bJl0aBBAx1GRQghhJRMzs7OAIBsSTJS0z9AbCR8V8H8SE59CQCwt7en5BUhhWh7RJSuQyCEfMEESWAZGhri5MmT6NatG3766SfcunUL48ePR4MGDegggBRr8+fPx82bN3M9v2nTJtSuXVsHERFCCCElV9OmTfH7778jKysLEVE74e48Bxynp9OYEpMfITHlIQCgZcuWOo2FEEIIIaoJksDy8PAAAKSnp4MxhqNHj+Lo0aPQ09ODra0txGKx2vU5jsP79++FCIUQjaWnp+PevXtKl928eZMSWCUQYwzHjh3j9zfW1tbo2bMnzM2Vd2MhhBAiLHt7e/Tr1w9//fUXUtJeITxqB5zshymU4TgDFNYYWDm7J6alf0DIx3UAAAsLCwwZMqQQtksIkU3eQAghBSFIAisoKIgf7FL2lzGGrKwsfPz4Mc/1aaBMogvPnz9HZqbigayToQHCMzLx8OFDHUVFCtPz58+xePFiheckEgmGDx+uo4gIIeTrM3r0aDx69AjPnj1DbMIFcJwIlqb1+eVuTnNgKvYSfLvJqW8QGDaPf5yaHoSgsCWQSFLAcRwWLFgAW1tbwbdLCCGEEGEIksAqW7YsJaHIF+fu3bsApNd4ZfMSlTMxRnhGJl6+fInExERqmVPChIWFafQcIYSQwmNoaIhVq1Zh5MiRCAgIQEz8OaRnRBZpDGnpQfgY8zckkhQAwKxZs9C4ceMijYEQQggh2hGsBRYhX5rr168DAFyMDBGSLh3EvZzYCFfjEpGdnY3bt2+jVatWugyRCCwpKUmj5wghhBQuKysrbNy4ET/88APevn2L5NSnRbr9iOi/AGRDJBJh9uzZ+O6774p0+4QQQgjRniAJLEK+NOHh4Xjz5g0AwMvEmE9guRgbwlxPhMRsCS5fvkwJrBKGEliEEFJ82NjYYPPmzZgyZQoePHhQxFvPhqGhIZYsWYJmzZoV8baJJrKysrBu3ToEBwerLGNpaYkffvgBdnZ2RRgZIYQQXaEEFvkqnTt3jr9fyVSMC7EJAAA9cKhtbgq/uERcvXoVqampeU5CQL4ccXFxGj1HCPnyJCYmYs+ePQgLC0PNmjXRtWtX6OnpdnY7kjczMzOsXbsWP/zwAx49elRk2zU2NsaaNWtowpZi7OTJk9i7d2+e5fT09DB37twiiIgQQoiuUQKLfHUYYzh9+jQAwENsBDsDxa9BQytz+MUlIi0tDRcvXkTHjh11ESYpBMomldBkoglCSPGWlZWFUaNG4e3btwCAf//9F4GBgZg2bZqOIyOaMDIywujRozFq1Kgi2+aUKVMoeVXMXb58mb/vYuiM0AzpmJVlDJ0hFonxNs0fAHDlyhXMnj0bIpFIJ3ESzXh7e+s6BK3QrImEFE+0pydfnadPnyIgIAAA0MQq9yDtVUzFsP1/UuvYsWNFGhspXMrG60tISEBMTEzRB0MIEcymTZv45JXMP//8g+nTp+PFixc6iopoo6hby7m7uxfp9oh2srKy+BZ5rS1bYIT9EH7ZcPshWOgyB+McRgKQtqT29/fXRZiEEEKKGLXAIl+dQ4cOAQAMOA6NrMwRlpahsFzEcWhmbYFDn2Lw6NEj+Pv7o1y5croIlQgoKSmJT1zm9OzZM/j4+BRxRIQQIWRlZWHPnj25nmeM4dKlS0hJScH69et1EBkhJL8CAgKQkiKdIbKSsZfSMvLPP3v2DBUqVCiS2EjBDBpqjzKuhroOQ6mQDxn4a3uUrsMghKhBCSzyVYmOjsb58+cBAA0tzWCm4opvc2sLHPkUg2wABw4cwJw5c4owSlIYbt++jezsbIXnDAyAzEzpjJSUwCLky6SnpwcLCwt8/vxZ6XIrK6uiDYgQUmAvX77k73sauyM2Ky5XGVt9G1jqWSA+OwGvXr0qwuhIQZRxNUR5LxpflhCSP9SFkHxV/v77b2RlZQEA2tlZqSxnY6CPby3NAACnT59WeWJEvhwnTpwAAIjFHP+cZwXpAdT58+eRmpqqk7gIIQXDcRx69+7NPzYo7QiD0o784169eukiLEJIATx9+hQAYC4yh72+8hkGOY6Dp5G7Qnny9Xj3JhVD+vhjSB9/vHtDx3CEfC0ogUW+GklJSTh48CAAoJqpGK7GRmrLd/x/gisjIwMHDhwo7PBIIXr37h1u3LgBAKhe05R/vmYtEwDSz4avr69OYiOEFNyAAQPg6ekJAMiMjEBmZAQAoFu3bqhevbouQyOEaEkikeDWrVsAgEpiL3Acp7JsJXFFANIuh+Hh4UUSHyGEEN2hBBb5ahw6dAhJSUkAgM721nmW9xAbo6qptIXOwYMH+XXJl4UxhtWrVwMA9PWBOvX+S2B5eBrx4zBs374dcXFxOoiQEFJQhoaGmDt3rsJzdnZ2mDBhgo4iIoTk182bNxEVJR2HqI5ZLbVlvU2/4e8fP368UOMihBCie5TAIl+FtLQ07Nu3DwDgKTbiE1N5+e7/ia6kpCT8/fffhRYfKTynTp3CnTt3AAAt21rB0uq/of84jkOvfrYAgPj4ePz+++86iZEQUnBVq1ZVmHCjV69eMDU1VbMGIaS4kUgk2LJlCwDATGSKuqa11ZZ3NCyNyv9vhfX333/ThShCCCnhKIFFvgqHDx9GTEwMAKCrvbXa5ujyqpqKUV4s7Wq4b98+JCcnF1qMRHghISFYsWIFAMDWTh/fdbfJVaZaDVPUrScd7+zMmTP4999/izRGQohw5Adsr1Gjhu4CIYTky5EjR/DixQsAQEerdjASqR/uAQC6WXcGACQmJmLNmjWFGh8hhBDdolkISYmXlpaGv/76CwDgamyI2uaaX5HnOA7dStng1w8RiI+Px8GDBzFkyJBCipQIKSUlBdOmTUNycjI4Dhg+phTEYuU5+4FD7fH2TSriYrOxePFieHp6onz58kUcMSGkoPT1/zusMTLK+8SXFE9pGR++qHqJMIKCgrBq1SoAQGkDB7S3aq3RelVNKuNbU2/cSb6PEydOoGHDhmjZsmVhhkoIIURHBElgeXh4gOM4bNq0SasfjKtXr2LIkCHgOA7v378XIhRCcjl8+DA/i2D3UjYat76SqWlmAk+xEd6npmP37t3o2bMndUsp5rKzszFnzhz4+/sDALr0sEGlKiYqy5tb6GHMj6Xx66IwpKWlYdKkSdi5cyfs7JTPfEQIKZ7k9+/a7utJ8RERtV3XIZAilpSUhGnTpiEtLQ0iiDCm1HAYigw1Xn+o/SC8TnuL+OwELFq0CJ6ennB3dy/EiIkQhvTxF6SeJfPCCrT+zgPl8i5UggUFBfHfl8DAQLi5ufHLdu7cie+//x6urq4ICgrSTYCEyBGkC2FQUBCCgoKQkpKi1Xqpqan8uoQUhrS0NOzatQuAtPWVtxatr2Q4jkOPUtKuZ/Hx8TQWVjHHGMNvv/2Gq1evAgBq1zVFp655D9rvVUmM/kPsAQCRkZGYOHEidRklhJAi4uHhUWQXh0xNTeHh4VEk2yJ5y8rKwuzZsxEYGAgA6G3bHV5i7VpBW+pbYLzDaHDgkJycjEmTJtF4WMWcUMkrIRSnWIhm5s+fj/nz51Me4StEXQhJifbPP//wY1/1LGUDUT6vyNc0M0F5sRHepaZjz5496NWrF8zMzIQMlQhk27ZtOHjwIADA3dMII8c6QCTS7P/eorUlPkZk4NyZeLx+/RrTp0/H6tWrYWBgUJghE0LIV8/CwgInTpxAQEAA/1xgYCCWLFkCALC16gwLuQG909KDERG9DQDgaDcMxkZlFStk2QiOXIVsSSKqV6+OH3/8kV/k4eEBCwuLQnw1RFOMMaxYsQI3btwAANQzq4vOVu3zVVdVk8oYYNcHu6P3IzQ0FJMnT8Yff/wBY2NjIUMm5KtiaWkJLy8vODs76zoUBQsWLAAANG3aVKHFGCn5dJrASk9PByCd/poQoaWkpPBjX7kbG2k19lVOHMehp4MtlgaFIyEhAfv27cPIkSOFCpUI5NChQ9i4cSMAwKG0ASZNd4SRsXYNTfsMtENsbDbu3U7CnTt3MHfuXCxZsgR6enqFETIhpJBQF8Ivj4WFBWrWrMk/rlGjBnbu3ImwsDAkpz5Fadu+Sv+vxkZlYSr2UnguPuk2siWJAKQzUsrXS4qPTZs24fDhwwCAckYeGFtqeIG+u+0tWyMiIwIXEvzw9OlTzJgxAytWrKALUcWcrrrwUcurvHXt2hVdu3bVdRiE8HQ6C+GTJ08AgMaZIYVCfjrlng7aj32VUzVTMbxMpFfx9u7di4SEhIKGSAR09uxZ/PrrrwAAK2s9TJ3lBAtL7XP0IhGHkeMcUKWaGABw4cIFLFu2DIwxQeMlhBCiHsdx6NmzJwAgLT0IiSkPNVqPMQmiYo4CAGxtbdG8efPCCpHkE2MMW7ZswdatWwEAjgalMd1polbjXinDcRy+tx+I2iY1AQDXr1/HjBkzkJGRUdCQCSGEFANaJ7CCg4Nx9epVhZvM8+fPcy3Lebty5QpOnz6NxYsXY8WKFeA4jq6KEcElJSVh9+7dAIByYiN8Y6Z6AG9NcRyHXv8fCys5ORl79uwpcJ1EGDdv3sTPP/8MxhhMTUWYOssJ9qXyf7XVwIDD+CmO8PCUzmJ25MgRbNiwQahwCSGEaKhbt26wsrICAHz8vB+MZee5TnzSDaRlBAEABg0aRC39i5ns7GysXLkSmzZtAgDY6dtittM0WOgJ061Tj9PDhNJjUUVcCQBw5coVTJw4EUlJSYLUT4gyEokEGzZsQK1atWBqagpbW1u0aNECp06dAgC4ubmB4zjs3LmTXycoKAgcx4HjOAQFBeHVq1cYPHgwypQpAwMDA3Tp0oUvGxAQgF9++QWtWrWCp6cnxGIxLCwsUKtWLSxYsCDPMd8SExMxc+ZMlCtXDsbGxnByckL//v3x+vVrtevt3LkTHMep7aYXERGBadOmoWrVqjA3N4eJiQkqV66MqVOnIjIyUuk6soncZLO779u3Dw0bNoSFhQXMzc3RoEEDHDp0SOV6Ms2aNePfQ47j0LRpU7Wvh3z5tG6esGPHDixcuDDX84wxzJ07V6u6GGPSKyXff69tGISoJd9CqmcpW8G6klQxM0EVUzFeJKfiwIED6Nu3L6yt8x4gnBSe58+fY/r06cjOzoahEYdJM5zgUsaowPUaG4sweYYTli4IQ3hoBnbu3AkbGxv069dPgKgJIYRowsTEBMOHD8dvv/2G9IxQxMRfgK1VG5XlsyVpiIzeDwBwdHREjx49iipUooGEhATMnTuXH/OqlL495jhPh52BraDbMRQZYrrjRPwWsRbPUl/g7t27+P7777FixQoaL4cILjMzE927d8eJEycAAHp6ejAyMsLly5dx6dIlrFmzJs86rl27htGjRyMlJQXm5ubQ11c8TR86dCiuXLkCADA2NoaJiQliY2Px6NEjPHr0CLt374afnx9cXFxy1f3x40c0bdqUT1YZGRkhKSkJ+/btw/Hjx7Fly5Z8v/ZTp06hT58+fILYyMgIHMfh1atXePXqFXbt2oVTp06hbt26KusYPXo0Nm3aBD09PZiamiIxMRG3bt1Cz549sW7dOvzwww98WUtLSzg4OODjx48AAGtra4WLFDY2Nvl+LeTLkK8uhIwxhZuq5/O6GRoaYvbs2ejWrZtgL4iQuLg47Nu3DwBQ0cQY1c3EgtYva4WVkpLCz3BIdCMkJAQTJ05EWloa9PSAHyc7olx54QZrNTPXw7RZTrC1kx5ErFy5EufPnxesfkIIIXnr0aMHP8X7x5h/kJWtugt/VIwvsrKlk7f8+OOPMDIq+AUNIoyHDx+iX79+fPLKw8gdC11mo5SBfaFsz0hkhOlOE9HIrD4A6aQAAwcOxLFjx2hYACKoZcuW4cSJE+A4DkuXLkVsbCxiYmIQERGBIUOGYOrUqYiKilJbx9ixY1GnTh08e/YMCQkJSElJwe+//84vr1WrFjZt2oTAwECkpKTg8+fPSE1NxcmTJ+Hl5YX3799j1KhRSuseMmQIXr9+DUtLSxw4cABJSUlISEjAw4cPUb58eYwePTpfr/vx48fo3r07UlJSMHXqVAQGBiI1NRXJycl48uQJWrdujejoaHTp0kXl0CvHjx/Hrl278OeffyIhIQHx8fEICAhAkyZNAADTp0/nJ+QCgDVr1ii06vL19UVkZCR/8/X1zddrIV8OrVtgKWuWt2DBAmn3ql69ULFiRbXri0QimJmZwd3dHU2aNKEsKRHc5s2bkZycDACob2mGtylpassHp6Urva9OObER/FPTcfDgQfTr1w+lSpXKf8AkX+Lj4zFhwgS+yfTwMQ6oWqPgXUVzsrbRx5SZTlgyLxTJSRLMmzcPDg4OqF69uuDbIoQQkpu+vj6mTZuGsWPHQiJJxsfPB2Bl7pOrXHpGOD7HSbvr1KlTBy1btizqUIkSycnJ+OOPP/DPP//wiaPG5g0w3H4wjESFm2A04AwwzmEkyhi54MDnQ0hNTcWiRYtw8eJFzJo1C6VLly7U7ZOSLykpCcuXLwcAzJw5EzNnzuSXOTg4YPv27YiIiMDZs2fV1lOqVCmcOXMGYrH0wjvHcfD09OSXr1y5Mtc6RkZG6NChA6pUqYIKFSrgzJkzCAoKUmhleP36dfz7778ApD1UOnTowC/75ptvcO7cOVSqVEn7Fw5g4sSJSE9Px8qVKzFp0iT+eY7jUL16dZw4cQJ16tTB06dPsXXrVkyePDlXHbGxsdizZw/69+/PP+fu7o79+/fD3d2dT9INGjQoXzGSkkfrBJaPjw98fBQPGmTTWPbt2xedO3cWJjJC8sHf3x///PMP/3hHRLRW62/Tsnx6ejo2b96MOXPmaLUeKZisrCzMmjULwcHBAIAefW1Rv5F5oW3PydkQE6c54tfF4cjIyMC0adOwe/duSlwSQkgRqVu3Llq0aIGLFy8iNuEyxMYVcpWJjN4Lhmzo6elh2rRpNBOljjHGcOnSJaxcuZLv7mPMGWOIfX/4mDcqsv8Px3H4zroDvIzLY8PHzYjKisbNmzfRo0cPjBw5En379qVZCkm+nTt3DklJSTAwMMCUKVNyLec4DjNnzswzgfXDDz/wySttubm5oXLlynjy5Alu3rypkMCSjSNVvXp1heSVjJ2dHUaPHo3Fixdrtc2AgABcuXIFpqamGDt2rNIyhoaG6NGjB54+fYpz584pTWCVLVtW6fAcTk5OqFu3Lq5fv47nz59rFRsp2bSfokuJefPmAUCera8IKWzr1q0r8m0eP34c/fv357s3kMK3efNm3LlzBwDQyMccHTpbFfo2y3uJMXRUKWxe/xGfP3/GjBkzsHnz5lxjFBBCigfqIlTyTJgwAdeuXUNGRgZi4y8oLEtOfYPElAcApF0OPTw8dBEi+b+goCCsWLGC/60GgBomVTHcfgjsDaSzjydlJyMsI1yj+oLTQ5Tez4uzoRPM9EwBABXFFbC87CLs/3wI5+MvIS0tDWvXrsWJEycwffp01KlTR+N6ibDevUnVdQj59ujRIwBA5cqVVfYsql+/PvT19ZGVlaWynvr16+e5rfPnz2P79u24e/cuIiIikJqa+30LD1f8Tj14IN0vqhvcvFmzZlonsG7evAlAejHf1dVVZTlZjLKLzjl5e3urTGY7OzsDkLbSIkRG0AQWIbrk7+/P70wBYKijPVyNhZ956ENaBrZHSPuxiyCddWTdunVKm/YS4T18+BA7duwAALh7GKF7Hxv4v1XfTVReSHC60vt5cXI2RING5vgQkIazp+Px9OlTbNu2TeV4A4QQQoTl5OSEXr16Yc+ePUhN91dYFhUrHfdENug70Y309HRs374du3bt4k/WrfWsMNCuD+qbfcufqCZlJ2N80BSkMs1/v2W2Rf+lcVkxZ4x1br/zSSyxSIyh9gPR2Lw+tkXtRlD6BwQGBmLMmDFo06YNJk+eDFtbYQeUJ3lbMi9M1yHkm2xsKycnJ5VlDA0NYWdnp3JGPgCwt1c/FtyPP/6ocKFeX18fNjY2fOvBmJgYZGZm8sOo5IxPlgxSRt0yVSIiIgBIe0XIWliqk5KSovR5c3PVPSiMjaXj2mZmZmodHym5irzpQEJCArKysmjsKyK4tWvXKlxxdzU2hJepsAO451TH3BR3EpNx9epVPHz4ELVq1SrU7X3t0tPTsWjRIjDGYCzmMHiEPWZODkZaav5aWvy1TfMuo8ZiDr+vc0PPfnZ4+yYNge+lB+ktWrRAuXLl8rV9Qggh2hk4cCAOHjyI9PT/LkBkZkUhKeUJAGnrK5odWDdev36NuXPnIjAwEACgBz20tWqF7jbfwUSkeDwWlhGer+SVtlJZGsIywuElLq/wfHnjcljqMg/n4y/hnxhfJEtScPbsWdy+fRuzZs1CixYtCj02QuTp6empXHbmzBk+eTVq1ChMnDgRFSpUgEj033xsjRs3xvXr14us9XF2djYAwMvLi5/dkJCiIEgCKysrC0+fPgUAuLq6Kr1ycenSJUyaNInvw+ri4oLZs2dj5MiRQoRAvnL37t1TaH1VVHysLfA0ORWpEgnWrFmDnTt30pgbhWj//v0ICZF2HejT3w6ZGSzfySttpaUyhIdloLyXGCPGOuDnn4KRlZWN33//HX/++WeRxEAIUS/nzMik5LG1tUXr1q356eoBIDFZ2oVHJBKhV69eugrtq3bmzBksXLiQbynhZVwew+0Ho4yRS57rDrUfBFfDMoLG8yEjBNuj1LfUEnEitLFqiXpmdbHn8wFcS7yJ+Ph4/PTTTxg4cCDGjx+vkCAghWf2Au1bAAlBiJZfspZTshZJymRkZODz58/53sbBgwcBAE2aNMHGjRuVllHVCsre3h5v3rzJ1bVQXliY9u+Dg4MDv252drbaBBwhQhIkgXX06FH06tULHMfhxYsXuRJYd+/eRbt27ZCVlcUfUIaEhGDMmDGIiYnBjBkzhAiDfKUYY9iwYQMAwIjjkF6EJy2meiJ8Z2+FAx9j8OLFC/j5+aFZs2ZFtv2vSUpKCv76S3ow6u5phCbNLfD+3X9XbwcNtUcZV+G7jIZ8yMBf2xWnPnZyNkSbDlY4dSwO9+7do9Z3hBQT8uOLpKUVfusOohsdOnRQSGAlp0qv/nt7e9Oscjpw4cIF/Pzzz2CMQR/66GfXC20tW0LEaZb8cTUsk6uFVFGy1LfAOIeRaGBWDxs/bUV8dgJ2794NQDruGil85b0Kt8dEYfrmm28AAC9evEBsbKzSFqC3bt0qUDe40NBQAFA5TltoaCj8/f2VLqtduzauX7+OK1euqKzfz89P65gaNGgAQDoL45UrV9C8eXOt6ygIjuPAGKOLVV8hQS4ryKbmrFGjhtKB3KdMmYLMzEwwxmBvb4+aNWtCJBKBMYb58+fj/fv3QoRBvlI3b97kW/Y1sjIr8u23s7WClb70qsOWLVtoR1pIzp49i4SEBABA1542EIkUW7qVcTVEeS+x4DdVSbH2naxhbCyNQXZljBCiW/IDvT5+/Fh3gZBCVbNmTX5sFADIypa2bGjYsKGuQvpqJSUlYcmSJWCMwUxkinkuM9HeqrXGyavi5BvT6vilzAKU/X9rsN27d9PsZyRPrVu3hpmZGTIzM1WOh/vrr78WaBuWlpYAoLKr3ty5c1Wef/Ts2ROA9DfxzJkzuZbHxMSobNWljpeXF5/Emj59utIB5WUYY4iPj9d6G+pYWFgAAOLi4gStlxR/gvy6PH36FBzHKW158vbtW9y4cQMcx6FXr14ICwvDw4cPceXKFRgYGCAzMxPbtm0TIgzylZJdJTPTE6GeheqBAAuLkUiETnbSqy1v375VmHGHCOfCBemMU/al9FGthomOowFMzfRQr6H083b16lVq7UGIjj19+lThgtjBgweRlJSkw4hIYdHX11eYJl6mevXqRR/MV+727dtITEwEAIxzGIXyxp5a17E4/FcMej9S0Nvi8PwlDGz0rTHDaTIMOOnA2LJjD0JUMTMzw5QpUwAAS5cuxa+//sr/9nz8+BHDhg3DhQsXYGKS/2PXVq1aAQBOnTqF5cuX88ec4eHhGDlyJHbt2qVy7L+GDRuibdu2AIB+/frh4MGD/PhVjx8/RuvWrZGRkZGvuNavXw+xWIwHDx6gcePGuHDhgkJL6Pfv32P9+vWoXr26QqtZIVStWhWAdHgROgb/ugiSwJLNblCpUqVcy2StsziOw2+//cZPOd+wYUN07twZjLF8NVskBJB2Rb1//z4AoJWNJQxFuhl/qoW1BUz+P06Cr6+vTmIoybKzs/HkiXSA3m9qmxabcca+8ZbOapSeno5Xr17pOBpCvl5paWn4+eefFZ77/PkzzQ5bgsnGX5FXtmxZHUTydZPvFmWhl7+LiJksCxksQ9BbJsvKe8MqmIjEMOCk5yv5PbEnX5fZs2ejffv2kEgkmDFjBqysrGBjYwNHR0fs2LEDq1atgp2dHQAotB7V1JAhQ1CvXj0AwE8//QRTU1NYW1vD2dkZW7ZswYIFC9Qm8Hfu3ImKFSsiLi4OvXr1gpmZGSwtLfHNN9/gzZs3+R7L9ZtvvsGJEydga2uLBw8eoFWrVjAxMYGdnR2MjY1Rrlw5jB8/Hs+fPxf82H3EiBEApBerLC0tUaZMGbi5uaFPnz6CbocUP4IksGSD0inL/F67dg0AUKtWLbi4KA7k6OPjAwB49+6dEGGQr9DFixf5+82sLXQWh7GeCA3+333xxo0bdCVAYB8/fuTfU1d3Ix1H8x/5WD58+KDDSAj5uu3YsYMfI0Te8ePH8ejRIx1ERApbzqnXRSIR36WEFB1vb28YGEhbK63/uAmfs2J0HFHBZEgysCbyT6RIpN2hZF2kCFHHwMAAx48fx9q1a1GjRg0YGkqHn2jRogXOnDmDcePG8V3orKystK7f0NAQFy5cwIwZM+Dh4QE9PT3o6+ujVatWOHHiBObOnat2fQcHB9y9exczZsyAp6cnJBIJTExM0LdvX9y9exf169fXOiaZFi1a4N27d1i8eDHq1asHMzMzxMXFwdjYGLVq1cLYsWNx9uxZ9O3bN9/bUGbw4MHYsWMH6tevD2NjY4SFheHDhw+IjIwUdDuk+BFkEHfZVMbJycm5lt28eRMcx/HJKnmyq2eycW0I0daDBw8AAK7GhihlaIDYzPxfcSsob3NTXIhJQHp6Op4/fw5vb2+dxVLSyO8jLCyLzywnFhb/xSJ0335CiGYYY/jnn39ULj948CA/yC4pOXLOeKWnp1dsWud+Tezt7TFq1CisX78eEZmRmBUyH2MdRqKGSVVdh6a1sIxwrPu4CUHp0gtSzZo1o3HViMb09PQwfvx4jB8/Ptcyf39//jixcuXK/PNubm4aj51ramqKX375Bb/88ovS5Xn1aDI3N1e7vqo4hgwZgiFDhqit29raGrNnz8bs2bPVlpO3c+dO7Ny5s0BlNImNlDyCJLCsra0RFRWVawrON2/eICIiAhzHKc3syprlyroVFqb4+HgcOnQId+/exefPn2FkZARPT0+0b9+eb5KpjezsbDx//hz+/v7w9/fH+/fv+Yxvnz590K9fP43qCQgIwJEjR/Ds2TMkJCTA0tISVatWRbdu3eDu7q51XF+bgIAAAICnOHdz3MVB4SiMQ1lVPzPyMQQGBlICS0Dy+4j/d9svFiSS/+7T9MGE6EZ6ejo/Bo8CjgMYUzt1OPly5ezalZmZiaysrCI5piSKBg8ejOTkZOzYsQPx2Qn4Jfw3NLNogv62vWCml/fkOgacPjhhOoXwGCQadyPMYlk4GfsvDsceQyaTdols3LgxFi1aRElRIohly5YBACpWrEhdnQkpIEF+5StXrgw/Pz8cOXIEM2fO5J/fv38/f79x48a51pMlvOzt7YUIQ6Xg4GDMnj2bz3yLxWIkJyfj8ePHePz4MTp16sT3o9VUdHR0ns0183LlyhWsWbOGH+zO1NQUnz9/xpUrV3Djxg1MmjRJ6ftG/iObeUI2C6C8zCKeDdBMTwQ9DshmNCOG0OS7J8fFKD8g/XVxOApjCDSJmo9RrFwsNjY2wm+cEJInY2NjODk5qUxUeXpqP6g0Kf6Utd6Pi4vjx5khRYfjOIwbNw5eXl5YsmQJEhMTcTnhKu4nPUI/u57wMW+kdlbCOU4/wUtcXtCY3qS+w7ywJXmWe5HyCjuidyM0Q7r/0NPTw/DhwzF06FC6MEW00qNHDwwePBiNGjXij1v9/f2xfPlyfsKyadOm6TJEQkoEQRJYHTp0gJ+fHx48eIDp06dj6NChePDgAX7//XdwHIcGDRooTVI9fPgQAFChQgUhwlAqMzMTixcvRnx8PFxdXTF58mS4u7sjPT0dx44dw969e3HixAm4u7ujZcuWWtUtFovh4eGBcuXKwdPTE/v370dERIRG6wYHB/PJq0aNGmH48OGwsbFBTEwMtmzZghs3bmD16tVwd3fPNXYY+Y/s4CK7aHNVSjEAspyZSPTlTR9dnNnY2MDMzAxJSUkICVE+oGpWZtF/CEKD/4vF1dW1yLdPCJEaMGAAli9fDgAwLFMWkvQMZH2KhEgkogFdS6iYmNxjLUVGRlICS4datmyJGjVqYPny5bh8+TISJYnY9Gk7LidcxXD7wShrVEbXIfLisuKxJ/oArifd4p+rWLEi5syZg4oVK+owsq/TkD7+ug6hwI4ePYrDhw8DkHbXY4wpzIQ7cuRIDB06VFfhEVJiCHKWPXLkSH48q99//x1VqlTBoEGD+DGxZsyYkWudzMxMnD17FhzHFWpXq7NnzyIyMhJGRkb4+eef+W55RkZG6NWrF9q1awcA2LNnj8K0n3mxt7fHgQMH8Msvv2DYsGFo2rSpVrNK7N27F1lZWXB3d8eUKVP41hs2NjaYOnUq3N3dkZmZib1792rxar8+tra2AIDPOhz7SiYuKxuyHmWyuIgwOI7jxwwIeFd8Bsj3fycd5FVfXx/lypXTcTSEfL26d+/Oz8CUERKMrE/SLv2DBw9G+fLCtuwgxYOygXqDgoKKPhCiwN7eHitWrMDq1avh7OwMAHib5o+ZIfPx9+fDyCrA7IBCYIzhasINTAmexSevzMzMMG3aNOzatYuSVyTfNm7ciO7du6N8+fLgOA7p6elwcnJCly5dcPLkSWzatEnXIRJSIgiSwDI3N8fJkyfh5OQExhh/4zgOc+bMQYcOHXKtc+zYMb5LX7NmzYQIQynZgHZNmjRR2gqse/fu4DgOMTExePbsmcb1ikSifPeLT05Oxr179wAAXbp0UToQaZcuXQAAd+/eRUpKSr628zXw8PAAAAQomfXPgONgWAg3AxX/94DU/2KgLivCq1GjBgAgKDAdKSnFYyCsNy+l//PKlSvDyKj4zI5IyNdGT08Pc+fOVfg9dXFx0Xp4APJlSExMRGxsrNwz0lnw3r9/r5uASC6NGjXCP//8gxEjRsDAwADZyMaR2BP4OXQxIjM/6SSmFEkq1nz8E3982oJkifQie7t27XD48GH07t2bugwWsZ0His+FPyFiGT58OA4dOoS3b98iPj4eGRkZCAsLw5EjR5SeCxNC8kewkS5r166Nt2/f4vTp0/D394epqSlatmyp8kpGREQEBg8erHKGQiGkpqbi3bt3AIBatWopLWNvbw8XFxeEhITgyZMnRTJT0cuXL/nWXqrikj2fmZmJV69eoXbt2oUe15eoZs2auHLlCsLTMxGdkamwbI6bE7xMxYJv801yKuYFhuV6/mmStDWOkZERvLy8BN/u187b2xtbtmwBY8DbV2moWdtUYbm+AVdoY2Ap656YliZBYEAaHxshRLfc3d1Rrlw5vHnzBgDQs2dPfipzUrK8fftW4bGhQSlkZIblep7olpGREUaNGoU2bdpgwYIFePbsGQLSgzA7ZAF6Wncp0lg+ZUbh1/BVCMuUjnXl4OCAuXPn5msiJyKcgiSO3r1JxZJ50uPx2QucUd5L+GN+QkjxI+hULWKxGN27d9eorLIpRoUWGhrKTwmqbnwaV1dXhISEICQkpNBjAsBvx8rKCpaWlkrLWFpawtLSEvHx8QgODqYElgoNGzbEmjVrAAD3E5PhbqybVjASxnA/QXo1r27dunTSVAiqVq0KQ0NDZGRk4M3r1FwJrJ/mOBXKwYv8AZI8/7dp/IyI9P0kpHiwsLDg71epUkWHkZDCJEtSyhgZOCIjMwxv3rzhewCQ4sPNzQ1btmzBtm3bsHXrViRLkrH78wF++YcM4Y+/5euMyYrFmsg/EJMtbbXXokULzJkzB+bm5oJvlxBCSOEq0XMNyw/wqW6GMNkyxebohUe2nbxmLbOxsUF8fHyRxfUlcnd3h5ubG4KCgnAzPklnCaw3KWmI+X+ruhYtWugkhpLOyMgIlStXxuPHj/G+GIyDJYtBJBKhWrVqOo6GEAJAoQuQvn6JPsT5qsla18sYGpYGUqSzEEZFRaFUqVI6ioyooq+vj1GjRqFChQqYPXs2MjL+mwRle9Rfhbrt3dH7+eTViBEjMHLkSEpyEkLIF6pQp0rLyMhAZGQkgoODC3MzKqXJjYukbnwa2bLU1NRCj0l+O3mNmVPUcX2JOI5DmzZtAABv5ZJIRe16XCIAwNDQEE2bNtVJDF+DSpUqAQCCP6TzrSt1JTgoHYD0yrKJiYlOYyGESMmflNIJasmVM4FlZFCav+/v/+XPZlaSNWvWDL/99luRzdasBxGfvBozZgxGjRpF+wZCCPmCCX558u3bt1izZg3Onj2LwMBAANKDyJwz/B04cAABAQEoXbo0TSlKCqRdu3b8zB5PE4t+wPtMCcPteOk0uU2aNIGZmVmRx/C1kM30l5bKEPNZtzMZhYVJrx7T7IOEEFJ0JBIJf3wpY2DwX4urgIAANGjQoKjDIlpo0KABJk6ciJUrVwIAmpk3QVOLxmrXCU4PwbZoaUutYXaDUNaoTJ7b8U8LwO7P+wEArVu3pvONEqa8l7hYDQRPCCkagiawfv31V8ydOxfZ2dl5to5ITk7GnDlzoK+vj44dOxZKc29jY2P+fnp6uspWEunp0pYUYnHRDP4n245su6poEteePXuwb98+pcuio6PzGeGXxcXFBdWrV8fTp0/xJKnoE1gPE5ORLJEAANq3b1/k2/+ayI9l9zEiEwaGurmKmp3NEPUxM1dMhBBCCtenT59yHT+JOCPo69kgKzsGHz580FFkRBt9+vTB+fPn8ezZM9xOvoeBdn1goqdZa+ayRmXgJS6fZ7k90dJxtiwtLTF9+nRqeVVMhHzIyLuQjhTn2AghUoIlsJYtW4bZs2eDMQY9PT3UrVsXenp6uH79utLyffv2xfjx45Geno7jx49j+PDhQoXCkx9jKiYmRmUCSzZWlrW1teAxqItLfowuZTSJKzk5GZ8+KZ+OWPL/pMrXoH379nj69ClisrKLfNvX/t990MrKiq76FrKyZcvy9yMjM1GmrG4Gy/8clcUP4C4fEyFEt3TdtZgUvtDQUP6+u/MCmIqls/4aGjggKzsGYWG5J90gxY9IJMLYsWMxZswYpEpScS3xJtpYtRSs/oC0ILxLfw8A6N+/P6ysrASrmxTMX9ujdB0CIeQLJkgC6927d5g7dy4A6UxhBw8ehJeXF44dO6YygWViYoLmzZvjzJkz8PPzK5QElouLCziOA2MMwcHBcHFxUVpONkZXmTJ5N0cWgmw7cXFxSEhIUJg1SSY+Ph7x8fEA1J8gm5qaqmy9VlTjCxQHrVq1wm+//abQVfVDWuFcRZGvNyVbgkdJ0tkHW7duTYMGFzJra2uYm5sjMTER4WEZOktghYX+9xlwc3PTSQyEEPI1ioyM5O8bGtjJ3bdHStorheWkePP29v5vIp6kO4ImsG4k3QYgndiha9eugtVLCCFEtwQ5216/fj2ys7NhZWWFs2fPwtHRUaP1vL29cfr0aTx79kyIMHIRi8UoX7483r59i4cPHyptHRMdHY2QEOlUuzVq1CiUOHKqXLky9PX1kZWVhYcPHyod9PvRo0cAAAMDA37gamUGDBiAAQMGKF3m4uLy1VyJtLS0ROPGjXH58mX+ue0RhX+F52lyCrL/f8Gfug8WPo7j4OXlhfv37+P9uzR8W183442995dOEKGnpwd3d3edxEAIyU2+5fHX1Ar5a/Jfq3MO+npW/PMG+jY5lpPijuM4tGzZElu3bsXbNH8kZyfDVM9UkLqfpDwFID3XKKoeFkS9rVu36joEQkgJIEgC69KlS+A4DoMGDdI4eQWAP/GTJZAKQ9OmTfH27VtcvXoVvXv3hr29vcJyX19fMMZgY2ODatWqFVoc8kxMTFCnTh3cunULx44dQ+PGjRWm/s7OzsaxY8cAAHXr1qUZzjTUqVMnhQRWYROLODz7/5hbHh4eqFKlSpFt+2tWq1Yt3L9/H0EB6UhM/K/LaGGNW6Cs3icPpa3uqlatqjDWHiFEt+Rn7Q0NDS2y33VSdGTDK+iJzBGbcBlZ2fEwN6nJJ7PS0tKQkpJCx05fiLp162Lr1q1gYHiX9h41TasXuM6k7GSEZoTz9ZPioWbNmroOgRBSAgiSwJIloLy9vbVaz9zcHACQlJQkRBhKtWnTBsePH0dkZCQWLVqESZMmwd3dHenp6Thx4gROnToFQNqSKWf3r+HDh+PTp09o3rw5Jk6cmKvu5ORkZGf/dwItu9qbnp6OhIQE/nkjIyMYGRkprNu/f3/cu3cP79+/x8qVKzF8+HBYW1sjNjYWW7duxfv372FgYID+/fsL9VaUeA0aNIC9vT2ioqJQxsgQw53s814JQHBaOrZFSAe8H+Zoh7LGRnmsIZWcLcHy4AgAQJcuXWhw0CLSvHlzbN68GYwBjx8k888X1ZgK/u/SEBIsTWo1a9asSLZJCMlbUlISAgIC+McnTpxAu3btdBgRKQyxsbEAAAlLRXiUtEXHp5hDsLFsq1CGElhfhooVK/LDfXzICBEkgRWc8d+Fcbq4SAghJYsgCSzZbDDatkSQJa5MTYVpLqyMgYEB5syZg9mzZyMoKAgTJkyAiYkJ0tLS+IRTx44d0bKl9v3ulyxZgufPn+d6/siRIzhy5Aj/uE+fPujXr59CmbJly2LChAlYs2YNrl27huvXr8PExATJydITcn19fUyYMEHluF0kN319fXTv3h0bN25ESHoGwAFeJtrNLFnW2Aheppqts+KD9OqeWCxGp06dtI6X5E+5cuVQo0YNPHnyBPfuJMHYmENaWuEP3Gws5uDoZIANqz8CkCamO3bsWOjbJYRoZsOGDfxvKADcvXsXFy9eRIsWLXQYFRGa7AIhY5lyzzIkJt9VKOPs7FzEkZH8MDExgaOjI8LDwxGeESFInfL1UDd/QggpWQRJYNnb2yMsLEzr8ZZevnwJAHBwcBAiDJXKli2LdevW4fDhw7h79y6io6NhamoKDw8PdOjQAfXq1SvU7avi4+ODMmXKwNfXF8+fP0dCQgLflbFbt270o5sPPXr0wK5du5CamopDH2Mw271wDmADUtPwIFHafbBLly58a0JSNEaNGoWxY8ciNYXB+1tTtGlvpfG6IcHp+GubtMXdoGF2KFNWsxZ3Ts6GeHg/Ga9eSLso9e3bl2Y1IqSYePDgAQ4ePJjr+V9++QXe3t6wtLTUQVSkMMi3cJcnkaTlWYYUT66urtIEVqYwA/CHZ0jrMTMzU5iRnBBCyJdPkARWjRo1EBoa+j/27ju8yeoL4Pj3bbpb2lI6aemAQmVvEGTLkL0EZYogKoqAPxwgynAAogxBVBRZArJkizJkyN4bgZbRSffeK78/amJLB21JG0rP53n6EPLe++akKTQ577nncuDAASZOnFikOWq1mm3btqEoCi1bttRFGIWysbFhzJgxjBkzpshzHtVscPbs2Y8bFtWrV+e999577POIbDY2NgwePJjVq1dzNTGZy/FJNKyk22UEarWadSGRQHYVzsiRI3V6fvFoLVq0oEuXLuzfv59zpxNp0MiCdh3z7ub5KNXcTKjpXbSKu6DANNauzF6m6OzszKuvvlrsxxNClI4FCxbke39MTAwbNmzgjTfeKOOIRGmJj4//95YB8F+jfkvzxsQmHHtojCgPPDw8OHnyJIGpgWSpszBQHm8Xbc0SwurVq0t7ByGEeMroJIHVu3dvfv/9d/7880/Onj1L8+bNHzlnyZIl+Pj4oCgKffv21UUYQgDwyiuvsG3bNuLi4lgdEs48CzcMDXT3BuZ0XCLXE7OrcIYOHZpnYwBRNj788EOuXLlCaGgoa34Ow7mqUZGTUcWVEJ/J4q8fkJqqRqVS8emnn5bq0mchRNGlpaVx69atAo+fPXtWElhPEc0yUSuLZqRnRpOZGUcl8yZUsemlTWCVZm9VoXuaPlXJ6hT8Uv3xNPUo8bnS1en4pNwBKHQXb1H2itsrWd/OnTun7xCEEPl4vEsc/3rllVeoWrUqWVlZ9OnThxMnThQ4Nj09nS+//JLJkyejKAre3t4MGDBAF2EIAYCVlRXjxo0DIDg1nZ0R0To7d2JmJqsfZFfh2NnZMWrUKJ2dWxSPjY0NX375JcbGxmRkwOKvHxAWkv7oicWUlpbF4vkPCP333O+88w6NGzfW+eMIIUpGpVJhbGyc98C/G7OYmZVOYlvohyY5ZWTogLVFC6wsWmBl2RxDw/+qcHP2QhNPvubNm2srpU4knHnE6MJdTLxCqjq7N6++WoQIIYQoPTqpwDIxMWHdunV07dqVsLAw2rZtS6tWrahcubJ2zPvvv09AQACHDh0iIiICtVqNqakpa9eu1UUIQuQyYMAAdu3axY0bN9gaHkVzKwuqFXF3wcKsC4kkOiN758n33ntPqnD0rF69esyYMYNp06YRH5/F/LnBfPypK5WsVDo5f1aWmp9/COP2zezeKn379pWdQYV4wqhUKjp16sSff/75333WNmTGxgBIE/enSGZmpnbjoJiEv8nMzO51FRGzCxeHt1BQoSaTpKQkfYYpiqlKlSq0bNmSU6dOcTDuCP0r98JcVfz2D2q1mt0xfwDZF7nKokWJKD770c4Yuxdv46+ykuaXQvgK3WwmIIQoHTpJYEF2Q/Lt27czYsQIoqKiOHnyJID2ioqmP4Vanb1bmI2NDZs2baJJkya6CkEILZVKxSeffMLw4cPJyMzkh6AwPq3uiuoxeiFcjk/iYHT2m+X27dvLh6InRLdu3QgODmbp0qWEhqSzZP4D3v/YBSOjx182um1zFKdPZF/tf/bZZ5k6dar00xDiCfT222/z999/axMXmuRV7dq1ZbfQp0hycrL2tiZ5pREW9RuKgSnqrMRc40T5MHz4cE6dOkViViKbo7bziv3QR096yMmEM9xO8QWydwDPtzJT6J2xuylm3nIBWAhRMjpZQqjRvXt3rl27xqRJk7C1tUWtVuf5sra25q233uLatWt07txZlw8vRC41a9bktddeA+BOciq7HmMpYVJmJsuCwoDsJYqSyHiyjBo1iv79+wNw+1YKv/zbbP1xnD4Rz65t2T8zNWvWZO7cuRga6iznL4TQIWdnZyZMmJDrPpVKxYwZM+Tf7VNEU32Vn8zMWAwU40eOE0+mli1b0qpVKwD+jN3PzeTbxZofkxHLqojsVR329vYMHVr8BJgoX5JvJeL78jV8X75G8i1ZNixERaHTBBaAk5MTCxYsIDw8nGvXrrF7927Wrl3L9u3bOXfuHJGRkXz77bdUrVpV1w8tRB6vvvoq3t7eAGwJiyIoNa1E51kfEklURgaQvRzWzs5OZzGKx6coCh9++KF2A4m/D8Zx/O+Sb6MeEpzGimXZCUtbW1sWLlyIpaWlTmIVQpSO/v374+joqP1779698fLy0mNEQtfS0wvrc6igKKoijBNPIs3vcTMzM9So+TZ0GQmZRWvGn6XO4rvQn4jLzN59csqUKZib63YHaiGEEE8GnSewcqpTpw49evRg6NCh9OnThyZNmmBgUKoPKUQuhoaGzJgxA5VKRYYalgeFaZexFtWtxGQO/Lt0sG3btrzwwgulEap4TIaGhsyZM0f7AfaXFeFEhBf/Q0xmppofl4aSmqrGwMCAOXPm4OTkpOtwhRA6plKpcl0ca9++vR6jEaUhKyurwGMGBqbaBFZh48STy9XVlffffx+AiIxIvg9dXqT3bDuid3Ml+RqQnciWf/tCCPH0kmySeOrVqlWLkSNHAvBPUgrHY4u+vXaWWs2Kf3cdNDc3Z8qUKbJ08AlmY2PDZ599hqIopKSoS7SU8OC+WO7eyV5+MmbMGJo2barrMIUQpSRnz5ucG8mIp4+BkrsJtK11Fz1FInSpd+/e9OjRA4DzSZfYE7O30PH/JN9iU9Q2IHu5/+TJk0s9RiGEEPpTpgmsixcvsnjxYhYsWMDBgwfL8qFFBTdmzBhtFc2voZGkFfHq7JGYePxSspcdvv7667mWp4gnU5MmTXjxxRcBuHwhiWtXir4bVWJCJtu2RAFQvXp1Ro8eXSoxCiFKR84qb7nY8PTJ+fraWHXAUGWLgYEZlcwbY2fTB7U6M884Ub4oisKUKVPw8PAAYH3kZvxS/fMdm5SZxNLQH1GjxszMjDlz5mBq+mTubieEEEI3dPIbPigoiAkTJjBhwgQuX76c57harWbMmDE0a9aMd999l/fff58uXbrQpk0bIiMjdRGCEIUyNTVl/PjxAESmZ2h3EyxMhlrNb2HZyQxXV1deeumlUo1R6M64ceOwsrICYOumyCIvG/3z9xiSErOTm++99x5GRkalFqMQQojiyVlhFx33FxmZUWRlJROfdJGwqA3aBJbsPle+mZubM3v2bIyMjMgkk+/Dfibz39c2p3WRm4jIyP4c8eGHH2qTXkIIIZ5eOtmaZ8OGDXz77bdYWFgwe/bsPMcXL17MypUr89x/8uRJBg0aJNVYokx07dqVlStXcufOHXZHxNDF1hpVIVfoT8YmEJGe3bh97NixkswoR6ysrBgxYgRLly7lrm8qN28kU7tu4Q1dk5OzOLA3FoBmzZrRokWLsghVCCFEEeWsrlGrc/c4jIk/RpY6Lc84UT7VqlWL119/naVLl3I/1Y9VEeu0x84nXuR4wkn+ijsMZPe769mzp54iFY/D9+VrOjlP0Ix7jzXfa0M9ncRR1mbOnMmsWbNo3749hw8fLvZ8Dw8P/Pz8WLlyJaNGjdJ5fAU5fPgwHTt2BCh2b+KngaZC/NChQ3To0KHCPf7j0kkF1tGjRwHo2LFjnp26MjMzmTt3LgBGRkZMnDiRRYsW0aRJE9RqNUeOHOH333/XRRhCFMrAwEDbCysiPYOL8YVvubsvMgYAR0dHunXrVtrhCR0bNGgQFhYWAOzbE/vI8ceOxJGclF19VZa/xIUQpUOWED59TE1NC3xdDQxMycpKBsDMzKwswxKlZMSIEXh6egLgnxagvX9nzB72xWZf/DYxMeH999+Xf+/lkK6SV7rwJMUiRElt376dmTNnsn37dn2HUqp0ksC6e/cuiqLkW7Fw6NAhQkNDURSFpUuXsnDhQiZMmMCRI0e0uwVt2LBBF2EI8UhdunTB2toagCPR8QWOC05Nwyc5u5H3gAEDMDTUSbGiKEOWlpb06dMHgEsXEgkPK3hHQrVazV/7spNc1atXp2XLlmUSoxBCiKIzMDDA3Dy7mlZlkPuCaRWbnkD2lfyHL6aK8snQ0JAPP/wQExOTfI8risK4ceNkp2BRYdnZ2eHt7Y2bm5u+QxFPgO3btzNr1qxHJrC8vb3x9vbW/j4tb3TyqTwiIgJAe5UkJ83yQEtLS231C4CFhQVDhgxh/vz5nDt3ThdhCPFIxsbGdO3alc2bN3MpIYnkzPybuZ/MsVOhlKWXX4MGDeLXX39FrYbDf8UyaIhdvuP+uZZMSHB2gmvw4MFyJVcIIZ5QVlZWJCYmYmZWh8yMSDIyE7CyaIalWaNcY8TToVmzZhw8eJDk5OQ8x4yNjcvtBzCRm76W8JX3yqvx48dre/wKUVQ3b97UdwiPRScVWFFR2Y2u8+s5cOLECRRFoUOHDnmaaj7zzDNAdhN4IcrK888/D0C6Ws2VhPx3qDv/7/LCevXqyZW9cszNzU1bTfX3wTjS0/NfZ//X/uzqKwsLC7p3715m8QkhhCgeTRV1YtJFklPvkJ4RSmTs70TG/teOQhJYTxcTExNsbGzyfEnySgghKh6dJLA0y6se3lEwPT2ds2fPAtCmTZs882xsbABISUnRRRhCFEmjRo20ywsu55PAisvI5O6/ywfz+7kV5cugQYMAiI/P4tdfIgj0T9UeC/RP5cypBM6fyU5Y9ujRQ9s3SwghxJNH897x4SbusQkntLcrV65cliEJIQRZWVksXbqUJk2aYGFhQZUqVXj++ee1vZ49PDxQFIVVq1Zp5xw+fBhFUQqt/C9szMyZM7WFIvlRq9UsW7aMZs2aaWPq3Lkzf/75Z5Gf12+//Ubv3r1xcnLC2NgYe3t7unfvzrZt2wqdFxYWxttvv42bmxumpqa4ubnxxhtvlFrhSnJyMgsXLuS5557D1tYWExMT3NzcGDFiBBcvXswzvkePHiiKwhtvvFHoeZcsWYKiKFSrVo2srNwrd9LT0/nuu+9o06YNlStXxtTUFE9PT8aMGVOiKqdVq1ahKEqhO6rmN0bzM7J69WoAVq9erf2Z0Xzdv39fO15zX0GN/yMjI/noo4+oX78+lpaWWFpaUr9+faZNm6YtXHrYwz+n//zzD8OHD8fZ2RkTExO8vLyYMmUKCQkJ+c4vDp0ksJydnQG4fv16rvsPHz6sLflt1apVnnlxcXEA8oFRlClDQ0OaN28OwLV8Elg3Ev8rU3/22WfLLC5ROtq0aaOtoju4L5bVP0doj63+OYLvFoVo/65JdgkhhHgyFZicyrGTlSSwhBBlKT09nX79+jF+/HguXrxIamoqarWaQ4cO0atXLxYvXlzmMWVmZvLSSy/x5ptvcv78eVJTU8nKyuLgwYP06NGDJUuWFDo/MTGR3r178+KLL7J7925CQ0MxMzMjIiKCP//8kwEDBvDqq6/mu4vgrVu3aNiwId999x0BAQEYGBgQFRXFjz/+SJMmTbhz545On6uvry8NGzbkf//7HydOnCAuLg5jY2MCAgJYu3YtzZs356effso1Z9iwYQBs2bKF9PSC++SuW5e9A+qQIUMwMPgvdRIVFUW7du14++23OX78OImJiZiamnL//n1WrFhBgwYNWL9+vU6fZ0GMjY1xdHTUroYzNTXF0dEx15dKpSrSuS5dukTdunWZM2cO165dQ61Wo1aruXbtGrNnz6Zu3bpcuXKl0HMcOHCAZs2asW7dOpKTk8nIyODOnTt8+eWXdOnSpdDvd1HoJIHVvHlz1Go1Gzdu1CalAL799lsgO0GVX1PkW7duAeDq6qqLMIQosqZNmwIQlp5BbEZmrmOaBJaFhYV2masovwwNDXP13ytI+/btqV69ehlEJIQQoqRsbW3/vZW7GsHctGY+Y4QQovTNnTuXXbt2oSgKs2fPJjo6mqioKB48eMCoUaN47733CA8PL9OYvvrqKzZv3oyiKMyaNYuoqCiio6MJCgri5ZdfZvLkyYXGNHr0aHbv3k29evXYuXMniYmJxMbGEhcXx9KlS6lUqRKrVq1i/vz5uealp6czaNAgQkJCcHV1Ze/evSQmJpKQkMChQ4ewsLBg8uTJOnue8fHxdO/eHR8fH/r06cO5c+dISUkhPj6eoKAgJk6cSGZmJuPGjeP06dPaef369cPCwoKoqCj++OOPfM99584d7RxNwktj1KhRnDp1CktLS1atWkVCQgIxMTH4+PjQtWtX0tPTGTVqFOfPn9fZcy1I69atCQkJ4aWXXgLgpZdeIiQkJNdXtWrVHnme2NhY+vTpQ2hoKDVr1uTIkSMkJiaSmJjIoUOHqF69OiEhIfTp0ydXzudhgwcPplevXty7d4+YmBji4uKYM2cOiqJw6tQpfv7558d6vjpp4j5s2DA2bNhAeHg4zZo1Y8CAAVy4cIEDBw6gKAqDBw/GyMgozzxNf6y6devqIgwhiqxx48ba234pqbmO3UzKTmA1aNBAdh98SgwaNIgmTZoQH5//zpOGhoaSrBTiKZPfVWFR/tnZaTbjUKNghJp0TI3dMVRVAbI3DSpo1zohhNC1hIQE5s2bB8DUqVOZOnWq9pijoyMrVqzgwYMH7N27t8xiSkpKYs6cOQBMnjyZ6dOna485Ozuzdu1aQkNDtZutPezw4cNs2rQJT09PDh8+TJUqVbTHKlWqxFtvvYWtrS1Dhgxhzpw5TJw4UftZf+PGjVy9ehWVSsXu3btp2LChdm6HDh34448/ct33uObPn4+vry/9+vVj69atuZZaVq1alUWLFpGSksKyZcv44osv2LlzJ5BdqNC3b1/Wr1/PunXrtDuX56SpoKpXr16umE+cOMGuXbuA7OV6AwYM0B7z8vJi586dNG/enKtXr/Lxxx8XmCB70ixdupSAgAAsLS3Zv38/7u7u2mMdOnRg37591K9fHz8/P77//ns+/PDDfM/TrFkzNmzYoH0tLCwsmDJlCsePH2f37t1s2rSJN998s8Rx6qQCq2fPnvTq1Qu1Ws2dO3f46quv+Ouvv4DsZpszZszIMyckJIQTJ7L7FeS3vFCI0uTl5aVduuqfkqa9PyUri4B//67L/1yFfimKgpeXF40bN873q379+vkm2YUQQjxZ/ktggZrsZQgpaX4kJF8AwN7eXi9xCSEqpn379pGQkICRkVG+lUWKouRKapVVTHFxcRgaGvLBBx/kOW5gYMBHH31U4PwVK1YA2VVYOZNXOb344ouYmJgQFRWVq8poy5YtQHZ+IL/PUt7e3jpt2aGJdfLkyQX2EtNUTx08eJDMzMw89+/atSvfi9yaBNbD1VebNm0CoG7durmSVxomJiba7+/evXuJiYkpzlPSG83zeuWVV3IlrzRq1KihXdWycePGAs8zZcqUfF+Lfv36AXDt2uPt/qmz8pJNmzbx0UcfsXLlSmJjs3f0evbZZ1m6dGm+JWs//vgjWVlZKIpCly5ddBWGEEWiUqlo0KABJ0+exD/1vwqsgJQ0NNfsGzVqpJfYhBBClEzOqiupwHo6FZSgSs+IKfS4EOLJlXwrUd8hlJimQXidOnUKXL7cqlUrDA0NycjIKJOYNAmlOnXqFPh/Yps2bQqMSVNkMn/+fG1LoPxoehn5+/tr+wZrHrugxvIAHTt2ZO3atY9+Io8QGBhIQEAAAAMHDiwwgaVJWiUmJhIZGYmDgwMAXbt2xd7envDwcLZu3corr7yinXPhwgVu3ryJoigMHTo01/k0z7FTp04Fxta5c2cg+73IxYsX6dixYwmfZdlIS0vTJpYe9byWLVvGlStXSE9Pz7cAQNNr+mEuLi4AREdHP1asOktgmZqasmDBAr7++mvCw8MxNzenUqVKBY7v06cP7du3R1EU6tSpo6swhCiyhg0bcvLkSULT/vuPe21o9k6aKpWKevXq6Ss0IYQQJZBzhyBJYD2dHB0d871fQUFdyHEhxJMraMY9fYdQYpo+UlWrVi1wjLGxMXZ2doSEhBQ4pjRi0iQM8mNiYlJgTA8ePAAocuVQUtJ/m2IV5bELO1Ycmjghe9fDosgZq6GhIYMHD2bp0qWsW7cuVwJL07y9bdu2uLm55TpHUZ6jnZ0dJiYmpKamFjk2fYqKitIm+gp7Xpre5ZmZmURFReX7O7egHJCmyfzjJnJ1soQw1wkNDHB0dCw0eQXZ1S3t27enXbt2ug5BiCIprMKqdu3a2n9kQgghyoeUlBTt7dLaqlvol+bKeU4Gignqf+unJYElhBCPR5PI+PXXX7W70BX2NWrUKL3GCdnJrKLE6uHhkescw4cPB7KXF2qSeVlZWWzYsAHIu3xQ6J90qBYVVtOmTRk6dGiedbimpqaMHTtWT1EJIYQoibi4uFxbc+/YsYNu3boVuKRAlE8mJiZUqVKFyMhIKlk0xdqyNSZGVbkTmN1jxsnJSc8RCiGKy2WWp14eVxeVX5olejmrgR6WlpZGZGRknvtzbhaVkpKS78VzTWueksQUHBxcaEwRERH5HnN0dMTf3x9/f/8SPXZgYGChj62rC0w5L1j4+/uX6P//Z599lho1anDnzh02bNjApEmTOHz4MMHBwRgbG+fbr8ve3p5bt24V+jwiIiJI/bdNTX4XXvKj+XnIeTHuYSX5eSgKW1tbVCoVmZmZhT6vwMBAIHu1kr52/C21BJafnx+nTp3iwYMHxMfHU6lSJapWrUrLli3zbQomRFlTFIX//e9/+g5DCCHEY8rMzOTTTz8lMfG/Pipnz55lw4YNDBkyRI+RidJQtWpVIiMjUaszsan0HEnJt7THdLU0RQhRdsy8LfQdQolpdja/fv060dHRVK5cOc+YkydPavtF5ZRzbGBgIF5eXnnGnD17ttgxNW3aVBtTRERErs0vNI4dO1bgUq7WrVvj7+/P7t27820C/6jHDgwM5MiRI0yaNCnfMYcPHy7WOQvi6emJk5MTISEh7N69mxYtWpToPEOHDuWzzz5j3bp1TJo0Sdu8vUePHvm+ns2aNePYsWMF7uIIcODAASD786bmZ+RRNI8VFhZGWloaxsbGecYU9vNgYJC9uK4kLRSMjY2pX78+ly5d4q+//sq3OT3897waNGigtw2wdL6EcMuWLTRr1ozq1aszdOhQJk+ezMyZM5k8eTJDhgyhevXqNGvWjK1bt+r6oYUQQghRwajVaubNm5f7DfG/VVcLFiwo063LRdnQJKmSUnwJDltObMLpPMeEEKIsdO3aFUtLS9LT01mwYEG+Y7788st8769Zs6a26mrHjh15jkdGRrJ8+fISxWRtbU1GRgZfffVVnuNqtZo5c+YUOH/06NEAHD16lM2bNxf6WA835NZULO3evZurV6/mGe/j4/PIcxaHJtbFixfj6+tb6NiCmodrlgmeO3eOq1ev8ttvvwH/LS982ODBg4HsBGF+OY3U1FRmz54NwAsvvICNjc2jnwhQv359IPv12bVrV57jvr6+2tjyY2VlBRS9d9nDNM9rzZo1+Vbf3blzhzVr1gDw8ssvl+gxdEFnCaysrCxeeeUVXnrpJS5evFjo2tOLFy8yaNAgRo0aJU1WhRBC6FRGRgbfffcd06ZNy/dr6dKlZbYTkCh9P//8c943dGo1KApqtZrp06dz7tw5/QQnSoVmeUxWVgJRcQeIjN0DZC+/kB5YQoiyZGlpyeTJkwGYPXs2X375JQkJCQCEhoYyZswYDhw4gLm5eZ65xsbG9OvXD4DPP/+cnTt3at+fnDp1is6dO5OWllbsmMzNzZkyZQoAX331FZ9//jnx8fFA9lLHkSNHcuTIkXxjAujSpQsvvfQSkJ3cmTlzZq4lgQkJCRw8eJDXXnuNtm3b5po7ePBg6tevT0ZGBj179mT//v3az/t///03L7zwAiYmJsV+TgX58MMPqVWrFrGxsbRp04bVq1drnytkVzNt2rSJ7t27F1hN5u3tra1aGzVqFDExMVhbW9OrV698x7dq1Yo+ffoA8Morr7BmzRrt6+Tr60ufPn24evUqRkZGfPbZZ0V+Lm5ubtrdHN99912OHTtGVlYWWVlZ7Nu3jy5dumBmZlbgfM0GZMeOHcPHx6fIj6vx1ltvUa1aNRISEujSpQt///239tiRI0fo1q0bycnJuLu7M27cuGKfX1d0lsCaMGECv/zyizZJVaNGDcaNG8fChQv56aefWLhwIePGjcPLy0s75pdffmHChAm6CkEIIYRgy5YtrFixgr179+b7tXLlSp1e/RP6c/36dZYtW5b/QbUajIzJzMzk448/zrXzkCjfCuoB4uLigkqlKuNohBAV3bRp0+jRowdZWVlMmTIFGxsbbG1tcXZ2ZuXKlSxcuFC7jO/hPldz5szB3t6emJgY+vbti6WlJZaWlrRq1YrY2FiWLFlSopjef/99XnzxRdRqNZ988gmVK1fG1tYWFxcX1q1bx/z587UXA/KzcuVKhgwZQnp6OrNmzcLFxQUbGxtsbGywsrLi+eef5+eff9b2edIwMjJi8+bNODk5ERAQoK1Qs7S0pH379iQkJDB//vwSPaf8WFlZsW/fPho2bEhoaCijRo3CxsaGKlWqYGlpiaOjIy+99BJ//vlnoefRVGFduHABgBdffLHQRNvKlStp2bIlCQkJvPLKK1SqVInKlStTs2ZN9u3bh6GhIStXrtQmxopq8eLFmJubExAQQNu2balUqRIWFhZ069aNKlWqMGvWrALn9u/fnypVqhAVFYW3tzcODg54eHjg4eGh7V1VGGtra3bs2IGDgwO3b9+mffv2WFpaYmFhQYcOHbhz5w5OTk7s3LnzkRv2lSadJLAuXLjA999/j6IoVK5cmQ0bNuDj48PSpUuZOHEiY8aMYeLEiSxdupTbt2+zceNGbG1tUavVfP/999ofFCGEEOJxZGVlsXHjRu3fDR2N8729ceNGsrKyyjQ2oXubNm3KvrJrZKxdNqihqmyLw+jXgexmqoX1qhDlS0HLMTw99dMIWghRsRkZGbFz504WL15Mw4YNtb2Lnn/+ef744w/efvttbeL94f+/PDw8OH36NCNGjMDR0RG1Wo29vT3vvvsu58+fL/GyaJVKxaZNm/jhhx9o0qSJNqZOnTrx+++/88477xQ638zMjPXr13PgwAGGDBmCm5sbKSkppKSkUK1aNXr27MmCBQs4cuRInrne3t5cunSJcePG4erqSkZGBra2trz++utcuHCBGjVqlOg5FcTd3Z2zZ8+yYsUKXnjhBezs7IiLi9PGMnToUH755RcWLVpU4DlefvnlXBdAHrX7oK2tLUePHuXbb7+ldevWmJmZkZSUhJubG6+++ipXrlwp0Q6GzZs358SJE/Tr1w9bW1syMzNxc3NjxowZHDt2rNDEUZUqVThy5AiDBg3CycmJ6Oho/Pz88PPzK/LKg8aNG3P9+nWmTJlCnTp1tNVzdevWZerUqVy7do0GDRoU+3npkqLWwRq+cePGsWzZMoyNjTl58mSRGpVdvHiRVq1akZ6ezuuvv87333//uGGIh7i6uhIUFISLi0uRsq5CCFHenTx5UvumzH5sVYxdTbS7DLnM8iQ9KJWwH7PL4BcvXkzr1q31Fqt4fGPHjuXixYuYVPci9W7u3heqSla4L/yOu2+8ApmZjB07ljfeeENPkQpdCg0NpV+/frmaIjs6OvLll19ql1AIIZ4szZo1A7J/F5t5W+D78n+7gHtt0M+/24djSL6VqH3PoMul576+vtSsWRPI3ujMzc1NZ+cWoqLRSQXWkSNHUBSF4cOHF7nLfuPGjRkxYgRqtVpnOxEIIYSo2DRNUA3MDKj0nE2e45bP2WBgnv2rb/v27WUYmSgN1atXByD1/t08xzLj44j5czdkZgLo/Iqv0B9HR0fWrFnD888/T+PGjZkwYQI7d+6U5JUQ4ok0d+5cAJ555hlJXgnxmHSSwAoKCgKgXbt2xZqnafqWsymcEEIIURIJCQnahpOWz1ljYJr3V5yBiQGW/ya2jh49mqvRpyh/hgwZkr0sIp/loKrKtkT9lr2c1N3dnfbt25d1eKIU1axZky+//JKffvqJkSNHSu8rIYRevfjii+zatSvXTne+vr68/vrr/Pzzz0B2XyohxOMx1MVJNGsqNWtri0ozXnaDEkII8bgOHz6s3QWmUlubAsdVamND3P4o0tPTOXTokHYnGVH+eHh48OGHH/63y4+igFqNyqYymXFxoFZjYWHB3LlzMTIy0m+wQggh8pVzKV95tX37du2OuJUqVUKtVmt3IwR4/fXXGT16tL7CE+KpoZMKLAcHBwAuX75crHlXrlwBKHQHBCGEEKIo/vrrLwBUtoaY1sx/a2gA05pmGNoa5pojyq++ffvy9ttvZ/9FrcbI0YmsjHTIzMDY2Jj58+dre48IIYQQpeGHH35g4MCB1KxZE0VRSE1NpWrVqvTr14/du3cXvGOuAMDJyalYXxMnTtR3yEJPdFKB1bJlS/z8/Fi5ciUffPABlStXfuScqKgofv75ZxRF4dlnn9VFGEIIISqouLg4Tp06BYBlC2sUA6XAsYqBgkVLa2L/iOT06dPExcVhZWVVVqGKUjBq1ChCQ0PZsmUL6aEh2vs//fRTbeNgIYQQTw6vDfWemMorXTSRf+2113jttdd0EE3FFBoaWqzxml0dRcWjkwTWSy+9xKZNmwgPD+eFF17gt99+w9XVtcDxAQEBvPjii4SHh6MoCi+//LIuwhBCCFFB7d+/X7sjmWUr60eOr9Q6O4GVkZHBvn37ePHFF0s7RFGKFEVh0qRJHDhwgJiYGCB7q/DOnTvrNzAhhBAFepzEUc4dAzU7G4ryS61W6zsEUU7oJIHVv39/2rRpw7Fjxzh37hy1a9fmpZdeomvXrtSqVQsLCwsSExPx8fFh3759bNiwgaSkJBRFoU2bNvTr108XYQghhKiA1Go1W7ZsAcDIyRjTWmaPnGPiZYaRszHpD9LYsmULAwcORFEKrtoSTz5TU1Pc3d21Cazu3bvrNyAhhBBCCKFTOklgAWzdupW2bdty69YtEhMTWblyJStXrsx3rCbD+swzz7B161ZdhSCEEKICOnr0KD4+PgBYd7UtUiJKURSsu1YhYvUDfH19OXLkCB06dCjlSEVpMzU11d6W/ppCCCGEEE8XnTRxB7Czs+PcuXOMGzcOU1NT1Gp1gV+mpqa8/fbbnD17lipVqugqBCGEEBVMeno6ixcvBkBlpcKqk22R51p1rIzKWgXAkiVLtEsQRfllYPDf2xqpqBNCCCGEeLrorAILwMLCgqVLlzJr1iz27NnD6dOnefDgAfHx8VSqVAlnZ2datmxJz549JXElhBDisa1evZr79+8DYPuiAwamRb8uY2BqgO2LjoT/HIyfnx+rVq1i7NixpRSpEEIIIYQQ4nHoNIGlYWdnx8iRIxk5cmRpnF4IIYTg1q1bLF++HACT6mZYdS569ZWG1fOViTscTeqdZH7++Wfatm3LM888o+tQhRBCCKFDZt4WOtk9UAhRvpRKAksIIYQoTSkpKXz88cdkZGSAoYLDOBcUg+IvGVMMFBzedCHwoztkpGfw8ccfs3bt2ly9lIQQQgihG2l+KfoOoUBPcmxCiGySwBJCCFHuzJ8/n3v3srfPrjLEEZNqJU84mVQzpcoQRyLWhHD//n2++uorPvnkE12FKoQQQoh/ha94oO8QhBDlmM6auAshhBBlYe/evWzbtg0A84aW2HR//J6K1i9UwbyRJQA7duzgzz//fOxzirKn2eVYCCGEEEI8fYpVgdWpU6dSCUJRFP76669SObcQQoinx/379/niiy8AUNkY4vCWa4mWDj5MMVBwfMsV/w99yYzO4IsvvuCZZ57Bw8Pjsc8tyk7OBJYks4QQ4slx7tw5fYcghHgKFCuBdfjwYZ1vS61Wq2WrayGEEI+UkJDA+++/T1JSEijg+I4rhta6WwmvsjLE6Z1qBH12j+TkZN577z1WrVqFpaWlzh5DlK7k5GTt7bCwMD1GIoQQQgghdK3YSwjVarVOv4QQQohHycjIYNq0af/1vXrZEfO6uk8smdWxoMoQRyC72uujjz7KbhQvnnihoaH4+Pho/75u3Tp57YQQQgghniLFSmBlZWWVyldmZmZpPT8hhBDlXFZWFl988QXHjx8HwLKVNTZ97Ert8Wx622HZ2hqAEydO8MUXX5CVlVVqjycen5+fH+PGjctVgXX58mU++OADEhMT9RiZEEIIIYTQFWniLoQQ4omVlZXF3Llz2bVrFwCmtcxxGOdSqkvPFUXB4U0XTL3NAdi1axdz5syRJNYT6s8//2TEiBH4+/sDYOjggKGjMwB///03I0aM4ObNm/oMUQghhBBC6ICilnV8Ty1XV1eCgoJwcXEhMDBQ3+EIIUSxZGRk8Omnn7Jnzx4AjN1NcfqfG5kx6UU+R6p/ChE/Z2/ZbTfGGRM30yLNM3bJHhf0+T3S7qcA0L17d2bMmIGhoe76bomSU6vVLF68mF9++SXf46rKtmRGRwFgbGzMF198QceOHcsyRCGEEEIIoUOSwHqKSQJLCFFeJSYmMnXqVE6cOAGAiYcpjhOrEfDRHdTJpV8JpZgZ4LHEG9RqgmffJ/VedhKrVatWzJ07FwsLi1KPQRRu9+7dzJw5EwDFzBx1clKeMbYvDSfqtw2QkYGRkRGbNm2iWrVqZRypEEKIZs2a6TuEYpFdE4V4MulsCeHVq1e5cuVKkXf9CQsL48qVK1y7dk1XIQghhHgKhIeH8/rrr2uTV6bPmFP1E08y4zLKJHkFoE7OIi0oBVUlQ6p+4olp7ezlhCdPnmTs2LGEh4eXSRyiYAcOHABAVckKqzbt8x1j1aoNVd/9EID09HSOHDlSZvEJIYQQQgjd0sk6iOPHj9O2bVsUReH48eM4ODg8cs69e/do1aoVBgYGnDp1qtxl5YUQQujevXv3eOeddwgJCQHA8lkrHN5yxcA49/UW+9HOGLsXbTlgcaT5pRC+4kGu+1TmKqpO9SDsu0ASTsVx+/ZtRo0axZIlS6hevbrOYxBF4+iYvVtkZnwcWfnsNmhgbo5iZEjM3t+19zk5OZVZfEIIIfKyHzka42ru+g4jX2kBfoSvWaHvMIQQhdBJAuu3334DoHbt2jz77LNFmtOyZUvq1avH9evX2bRpkySwhBCigvvnn38YP348sbGxANj0rEKVYU4oBnkbthu7m2LmXXbL+AyMDXCcUA1D+1BidkUQGhrK2LFjWbJkCXXq1CmzOMR/xowZw99//014eDjxh/Zj5FSVjKgI1GnpqKytqTJ4OAHTp5ARGQFAixYtpAeWEELomXE1d8xqeus7DCFEOaWTJYQnTpxAURReeOGFYs3r3r07arWaY8eO6SIMIYQQ5ZSPjw9vvfVWdvJKAbtXnLEb4Zxv8kpfFAMFu2FO2I1yBgViY2N56623uH37tr5Dq5AcHBz4+eef8fbO/iCUHhKMgYUlbrO/xn7YKMJWfK9NXnXv3p0FCxagUqn0GbIQQggdSfa5he+ol/Ed9TLJPrf0HY4QoozopALLx8cHgHr16hVrXu3atQHw9fXVRRiFio2NZcuWLZw5c4bIyEhMTEyoUaMGPXr0KHLVWH4yMjLYvXs3R44cITg4GAAXFxfat29Pz549C9ytatGiRRw8eLDQc7u5ufHtt9+WODYhhCgPoqOjmTRpEvHx8aCAwzgXrNpV1ndYBbJ5oQoqCxWh3wWSkJDApEmTWLt2Lba2tvoOrcKpWrUqK1euZNGiRWzatInM6Cj8P5qsPW5iYsIHH3xAnz59UJQnJxkqhBBCCCGKTycJrPj4eAAqVapUrHma8ZrlIqXF39+fadOmaR/HzMyMxMRELl26xKVLl+jduzdjx44t9nmTk5P55JNPtFffjY2NgeyEnK+vL8ePH+fTTz/F1LTgPi3GxsaYm5vne8zKyqrYMQkhRHkzb948QkNDAbAfXbVIyavgz+9DaeQjirgvb6W2NmSlZhG+PJiwsDDmzZvH3LlzSyEg8SjGxsZ88MEHuLq6smDBAu39pqamLF26lIYNG+oxOiGEEEIIoSs6SWBVqlSJmJgYoqOjizVPM97MzEwXYeQrPT2dzz//nNjYWNzd3fnf//6Hp6cnqamp7Nixg3Xr1rFr1y48PT3p3Llzsc793Xffcfv2bSwsLJgwYYK2kuvUqVMsXryYmzdv8v333/Puu+8WeI42bdowadKkx3mKQghRbvn6+rJ//34AKrWzwbpL0aqY1OlFzDSVIuvOtqT4JBF/JIYDBw7g6+uLl5eXvsOqsIYOHcqWLVvw9/cHYNSoUZK8EkIIIYR4iuikB5aLiwuQvb14cWjGOzs76yKMfO3du5eQkBBMTEyYPn06np6eQPaygsGDB9O9e3cA1q5dS0Y+uxgV5N69e/z9998AvPPOO7Rq1QpFUVAUhVatWjF+/HgADh8+jJ+fn46flRBCPB2OHDmSfUOBKi876jeYEqjykqO2Euzw4cN6jUWQaxdk2RxGCCGEEOLpopMEVtu2bVGr1WzatImwsLAizQkJCWHjxo0oikKbNm10EUa+NB8o2rVrh729fZ7jAwcORFEUoqKiuHr1apHPe+TIEdRqNc7OzrRq1SrP8datW+Ps7Ixarf7vA5oQQohcQkJCADCsYoShrZGeoyk+Q1sjDO2z49Y8F6E/OftOFtSDUgghhKgoZs6ciaIodOjQQd+hlMjhw4e1RSIlMWrUKBRFYdSoUU9UXKLkdPLubtiwYXz//fckJSUxYMAAfv/9d6ytrQscHxsby8CBA0lKSkJRFIYNG6aLMPJITk7WNphv0qRJvmPs7e1xdXUlICCAy5cv07hx4yKd+8qVKwA0btw43x9cRVFo3LgxDx480I4VQgiRm42NDQCZsRlkpWRiYFq0XeIUI6XUemAVZ3liVkommdHZ1bua5yL0J+fvY3lTKYQQTzbfUS/r5DxBX8x4rPleqzboJI6yFBMTw6JFiwCYNGmSvAcRFYZOElitW7emZ8+e/P7775w8eZIGDRrw4Ycf0qdPH1xdXbXjAgMD2bFjB/PmzSMwMBBFUejWrVupZYQDAwNRq7M/iLi7uxc4zt3dnYCAAAICAop0XrVaTWBg4CPP6+bmBlDoea9cucIbb7xBeHg4xsbGODs707RpU3r27Enlyk/uLlxCCKELLVu2ZOXKlajT1cT8EYltf4dHTwKqfuyBmbeFzuNJvpVI0Ix7RR4f82eUNuHVsmVLnccjhBBCPI10lbzSBd9RL5e7JFZMTAyzZs0CsquMCkpg2dnZ4e3trf1cWtE4Ozvj7e1dqi2LRNnSWX39mjVrePbZZ/Hx8SEwMJB33nmHd955BwsLCywtLUlISCAxMVE7Xq1WU6tWLdatW6erEPKIiorS3i5se3PNsaI2oU9OTiYlJaXI501OTiY5OTnfZvURERGoVCrMzMxISkrizp073Llzhz/++IMPPvhAGtAKIZ5qTZs2pU6dOty4cYOo38Ixb2CJaY38d2Z90qTcSSZqS/ay+dq1a0vPpSeMVGAJIYSo6MaPH6/tzVwRzZkzhzlz5ug7DKFDOktgVa5cmVOnTvHKK6+we/du7f2axJWmEkqjb9++rFixolSrjDRJJshu2l4QzbHk5OQinTfnuKKcVzMnZwKrRo0a1KpVi+bNm1OlShUMDAxISkrizJkzrFq1iqioKGbPns2CBQu0TfKFEOJpoygK06ZNY9SoUaSnp/Ngnj8uMz0xdi74/9YnQVpIKg/m+UGGGiMjI6ZNmyYJEyGEEKIE9FX99CRVgQkhikYnTdw1KleuzM6dOzl16hRvv/02DRo0wNbWFpVKha2tLQ0aNGD8+PGcPn2abdu2Veglcr1796ZHjx7Y29tjYJD9Mpibm9OhQwfmzZuHpaUlycnJ/Prrr3qOVAghSpe3tzfTpk0DsnthBX92j7SQVD1HVbC0kFSCP71HZmx276uPPvqIZ555Rs9RCSGEEEIfOnTogKIozJw5k6ysLL799luaNGmChYUFNjY2dOnShUOHDuU79+rVq3zyySe0b98eDw8PTE1NqVy5Mq1bt2bhwoW5CjJyPp6np6f2756entqG4g83LM+vifuDBw9QqVQoisLJkycLfW5NmzZFURQ++uijPMeSk5NZuHAhzz33HLa2tpiYmODm5saIESO4ePHiI75rJfPPP/8wfPhwnJ2dMTExwcvLiylTppCQkJDv+Ec1cU9JSeHzzz+nTp06mJqa4uDgQN++fbXfF8339FE7TRc3LlFypbJFT4sWLWjRokVpnLpYTE1NtbdTU1MxN89/WUpqavYHpfyW+OUn5zjN3MLOW5xzQ/Y24D179mTjxo2cO3eOrKwsbZLrYWvXrmX9+vX5HouIiCjyYwohhD716tVL25A0IyqDoFn3qPqRBybVTB89uQylBaYQ9MV9beP2CRMm0Lt3bz1HJYQQQgh9y8jIoE+fPvz+++8YGRlhYmJCbGwsBw4c4NChQ/z222/07ds315zevXvj5+cHZBczmJubEx0dzcmTJzl58iTr16/n4MGDVKpUSTvH1tYWOzs77Wc9Ozs7VKr/NsEpbDM1yO4L1alTJw4cOMD69etp1apVvuNu3rzJhQsXABg+fHiuY76+vvTo0UO7YZqmJU5AQABr167l119/5fvvv2fs2LFF+dYVyYEDB+jbty9JSUlYW1uTkZHBnTt3+PLLLzly5Ah///03RkZF39E6Pj6ezp07c+bMGQCMjIxIS0tj586d7Nmzh40bN+olLlE4nVZgPWly9qfK2Q/rYZpjRa0IMzMz0yakinLenOOLqlatWgAkJSURHx9f4LjExETCwsLy/crKyirWYwohhD4NHz6ciRMnApAZnUHQp/dIuZP/0u40vxSSbyXq/CvNL++VTo2Uu8kEzrqnTV698847jBw5UvffCCGEEEKUO9999x0nT55k48aNJCQkEB8fz+XLl6lXrx6ZmZm8/fbbZGZm5prToUMHfvnlF4KCgkhMTCQqKorExETWrVuHs7Mz586dY8qUKbnmbN26lbNnz2r/fvbsWUJCQrRf33zzzSNjHTZsGAAbN24kIyMj3zGaXtWNGjWiTp062vvj4+Pp3r07Pj4+9OnTh3PnzpGSkkJ8fDxBQUFMnDiRzMxMxo0bx+nTp4v2zSuCwYMH06tXL+7du0dMTAxxcXHMmTMHRVE4deoUP//8c7HON2nSJM6cOYOJiQk//vgj8fHxxMTEcPfuXbp27cqYMWP0EpcoXKlUYD0pXF1dURQFtVqNv79/rh0Rc/L39wegWrVqRTqvoii4urri4+OjnauL85aEhYUFDg7579pVUNWWEEI8qUaMGIGpqSlffvklWfGZBH1+j6ofuGNWO/eOg+ErHpRpXMk3E3nwpR9ZydkXBj744AMGDx5cpjEIIYQQ4skVHR3N0aNHadOmjfa+Bg0asGrVKpo1a0ZQUBDHjx+nXbt22uOrVq3Kcx5zc3OGDh2Ku7s7bdq0YdWqVXz11VcFriYqiQEDBjBu3DjCw8PZv38/3bt3zzNG08rm4eqr+fPn4+vrS79+/di6dWuuHqBVq1Zl0aJFpKSksGzZMr744gt27typk5ibNWvGhg0btI9nYWHBlClTOH78OLt372bTpk28+eabRTrXvXv3WLlyJQBLlizJVSnm6enJtm3baNasGTExMWUal3i0pzrDYWZmRs2aNQG05Y8Pi4iIICAgAKBYO/41aNAAoND1vZcuXco1tjhu374NZD+HnCWjDxs+fDh79uzJ98vOzq7YjyuEEPo2aNAgZs2ahUqlQp2cRfCc+yRdTcDYxRTFrGx+bSlmBhi7ZC9fTLqaQPCc+2QlZy/nnjlzpiSvhBBCCJFL27ZtcyWvNJo2baotpLh27VqRz/fcc89hY2NDUlKS9nOlrlhZWWlbIGgqrXI6deoUd+7cwcDAgCFDhuQ6tmLFCgAmT55c4AY2mgqvgwcP5qk6K6kpU6bk+3j9+vUDive93bZtG2q1GgcHB0aPHp3nuLGxMZMnTy7zuMSjPdUVWJBdlnn79m3+/vtvXnrpJezt7XMd37p1K2q1GltbW+rXr1/k87Zr146tW7cSHBzMyZMn86wdPnHiBMHBwXma5gGo1epCd6sKDw9nz549QHZGVyqphBAVTc+ePTE3N2fq1KlkpGXwYJ4fTpPd8FjiTVpQwcv8Hpbqn0LEz9nVWnZjnDFxK1pPLWMXU1SWKhIvxRMy3x91uhpDQ0O++OILnn/++RI9JyGEEEI8vZo3b17gMRcXFwIDA4mOjs5zbPPmzaxbt44LFy4QHh6eb+P24OBgncYK2UmmzZs3s337dhITE7Gw+K/aXdNjuWPHjlStWlV7f2BgoLb4Y+DAgQV+ptUkrRITE4mMjCxwxVBxFPT9dXFxAcj3e1sQTRFKq1atcvUPyylnpVxZxSUe7alPYHXr1o2dO3cSEhLCZ599xrvvvounpyepqans2rWL33//HciuZDI0zP3teO211wgLC6NTp05MmjQp1zFPT0/atWvHkSNHWLJkCYqi0LJlSwBOnz7Nt99+C2Qn0Nzc3HLNPXz4MKdOnaJjx47UqVMHKysrIHsnhzNnzrB69Wri4+MxMzPLk/EWQoiKomPHjnz99dd88MEHpKWl8eBrf5z/54ZFk4KrUgtj4maKmbfFowf+K/FiPA/m+0OGGmNjY+bNm5fvlVUhhBBClFyyzy19h6ATha2a0Wwulp6err0vIyODwYMHs23bNu19xsbGVKlSRfu5NDw8nKysLBITE3Ueb/fu3bG1tSUqKoodO3YwdOhQIDv5pGlgrqmk0njw4L8WDmFhYUV6nKSkJJ3EW9D3V/O9LaiXV37Cw8MBciXnHlbYsdKKSzzaU5/AMjIy4uOPP2batGncv3+fiRMnYm5uTkpKirbJea9evejcuXOxz/3WW2/x4MEDbt++zezZszE2NgYgLS0NgGeeeYZx48blmZeVlaXdWQKylwkaGhqSmJiojcna2pr333+/wL5dQghREbRp04YFCxYwefJkUlNTeTDfH+f/VcOiqVWpPm7i+TgeLAyADDUmJibMnz+fZ599tlQfUwghhKiIgr6Yoe8Q9OKnn37SJq+mT5/OqFGj8PDwyFXVVK1aNQIDA1Gr1Tp/fGNjYwYNGsSyZctYt26dNoF14MABwsLCMDU1ZeDAgbnm5FwO+ODBA5ycnHQelxCFqRBr09zc3FiyZAl9+/bF2dmZ9PR0LCwsaNiwIR999BGvv/56ic5rZmbG3LlzGT16NDVq1EClUqFSqahRowZjxoxh9uzZ2sxrTvXr12f48OE0bdoUJycnFEUhKSkJCwsL6tSpw8iRI/nuu+9K1DtLCCGeNs8++yyLFi3CxMQEMtU8WBBA4rm4Unu8xPNxPFjwX/Jq4cKFkrwSQgghhE5t3rwZgJEjRzJr1iw8PT1zJa8yMzOJiIgo1Rg0FVb79u3TViVpemL17t1bu1JIw9HRUXu7sM3MnnSatkI5K8oeVtgxoT9PfQWWho2NDWPGjCnydpgAy5cvf+QYQ0ND+vXrp23SVhQODg7SAFgIIYqhefPmfPPNN0yaNImUlBQeLAzA+d1qWDTTbSWWNnmVmZ28WrRoUaE9LYQQQgjxeFymzdLL4+q78iswMBAouIfSqVOn8u2HBbl3m3+c6qw2bdrg5uaGv78/mzZtYvTo0Wzfvh3Iu3wQstvoODk5ERISwu7du2nRokWJH1ufGjduzNq1azlx4gSZmZn59sE6cuSIHiITj1JhElhCCCHKt2bNmrFo0aLcSazJJe+J9bDEi/G5klfffPMNzZo108m5hRBCCJE/s5re+g5BL6ytrQG4efNmnmNZWVlMnz69wLk5K6NiYmJKHIOiKAwdOpS5c+eyfv167OzsiI+Px9bWlh49euQ7Z/To0cyePZvFixczcuRIvLy8Cjx/dHQ0lStXLnF8paV///689957hIWFsWrVqjxFLunp6SxYsEBP0YnCVIglhEIIIZ4OmiSWqakpZKoJWehP0rWExz5v0vUEQhb4S/JKCCGEEGWiS5cuAPz444+sWbNG2+Dd19eXAQMGcPz48Vw7A+ZkY2Oj3eVuzZo1uXpTFZem0urEiRPMmzcPgEGDBmFkZJTv+A8//JBatWoRGxtLmzZttBuQaYSFhbFp0ya6d+/OBx98UOK4SpOnpycjR44EYPz48fz888+kpqYCcP/+fQYMGFCul0g+zSSBJYQQolxp1qwZCxcuxMTEBHW6mgdf+5NyL7nE50u9l8yDr/xRp2fvNrhgwQJJXgkhhBCiVL333nvUqFGD9PR0XnnlFczNzbGxsaFmzZrs3r2bH374ATs7uwLnjx07FoBFixZhaWmJu7s7Hh4evPfee8WKo169etreyxcuXABg+PDhBY63srJi3759NGzYkNDQUEaNGoWNjQ1VqlTB0tISR0dHXnrpJf78889ixVHWNBcrU1JSeO2116hUqRKVK1fG09OTvXv3smLFCu3Y/PpaC/2QBJYQQohyp3nz5sydOxeVSoU6JYsH8/zIiEp/9MSHZESlEzzPD3VKFiqVirlz59KyZctSiFgIIYQQ4j+2tracOnWKcePG4erqiqIomJqa0q9fP44cOcKoUaMKnf/JJ58wf/58GjdujEqlwt/fHz8/vxI1fs/Z78rd3Z3nnnuu0PHu7u6cPXuWFStW8MILL2BnZ0dcXPYGO97e3gwdOpRffvmFRYsWFTuWsmJtbc3Ro0f59NNPeeaZZzAwMMDIyIi+ffty7NgxOnTooB1rY2OjtzhFboq6FPbk3LVrF1u3buXUqVM8ePCAhIQELC0tqVq1Ki1btmTgwIH06tVL1w8rHuLq6kpQUBAuLi7aJoFCCPE02bFjB5999hkAprXMcZnhiaL6bwef5FuJBM24B4DLLE/MvP8rxVdnqgn69B4pt5IA+Pjjj4u1IYd48rzzzjucPHkSyF5SUadOHT1HJIQQAtBWNrtMm4VZTW98R72sPea1aoNeYno4hmSfW9rG7ufOndNLTOLJceDAAbp06YKJiQnx8fEFLqkUZUunTdyvXbvGsGHDuHbtmvY+TX4sLi6O+Ph4bt26xZo1a6hfvz7r1q2jbt26ugxBCCFEBdK3b1/u3LnD+vXrSbmdRPT2cGwHOhRpbvT2cG3yasiQIZK8EkIIIYQQqNVqbT+wDh06SPLqCaKzJYTnz5+ndevWXLt2DbVarf2ytrbGxcUFa2vrXPdfuXKFVq1aadfZCiGEECUxYcIEbaVN1NZw0oJTHzknLTiVqG3hANSuXZsJEyaUaoxCCCGEEOLJERoayogRIzh48GCuJvRXrlxhwIAB7N+/H4D3339fXyGKfOgkgZWSksKAAQNISEhArVZTv3591qxZQ2hoKNHR0QQEBBAdHU1oaCirV6/WNolLSEhgwIAB2o7/QgghRHEZGhoyffp0VCoVZKqJ/DXkkXMifw2FDDUqlYoZM2bIlTUhhBBCiAokPT2dtWvX8vzzz2NlZYWNjQ3m5uY0bNiQ7du3A/D555/z/PPP6zdQkYtOlhAuX76cgIAAFEVh9OjR/PDDD9kfJB5ib2/PiBEjGDp0KOPGjdPOW758OW+//bYuQhFCCFEBeXl5MWDAADZv3kzi2XhS7ydj4mGW79hUv2QSz2Y3Gh0wYABeXl5lGaoQQgghcsjZi0o8nZo3b05AQECRx7du3ZqtW7eWYkTZuYlFixaxf/9+bty4QVhYGFlZWbi5ufHcc88xfvx4WrduXaoxiOLTSQJrx44dANStW5dly5ZhYFB4YZdKpeL777/n1KlTXL9+ne3bt0sCSwghxGMZPXo027dvJz09nZjfI3F82zXfcTG/RwJgZGTEq6++WpYhCiGEEEJUOOHh4YSGhhZ5fFRUVClGk83ExISJEycyceLEUn8soTs6WUJ4/fp1FEVhxIgRj0xeaahUKkaOHIlareb69eu6CEMIIUQFZm9vzwsvvABA/MlYMuMz8ozJTMgg4WQsAF27dsXBoWgN34UQQgihO/raeTA/T1IsT6v79+/n6of9qK/Dhw/rO2TxhNJJBZYmQ+rh4VGsee7u7rnmCyGEEI9j4MCB7Nq1CzLUxB+LxaS6aa7j8cdiUadn74774osv6iNEIYQQQvB4iaNkn1sEfTEDAJdpszCr6a2rsIQQTzCdVGBVqlQJgMjIyGLN04zXzBdCCCEeR926dalevToA8Uej8xyPPxoDQPXq1alXr15ZhiaEEEIIIYR4DDpJYGk+LGh6YRWVZrxmvhBCCPE4FEWhR48eAKTeTUFlZYjXhnp4baiHobUhqXeSAejevTuKougzVCGEEEIIIUQx6CSB1bVrV9RqNfv27WP16tVFmrNmzRr27t2Loih069ZNF2EIIYQQdO3aVXs78Uyc9nZCjttdunQp05iEEEIIIYQQj0cnCay33noLc3NzAMaMGcOECRMK3CYzICCACRMmMGbMGADMzc156623dBGGEEIIQdWqValVqxYAiRfjtfdrbteqVQtX1/x3KBRCCCHEk8+spjdeqzbgtWqD9L8SogLRSRN3Z2dnFi9ezGuvvQbA0qVL+e6776hVqxa1atXCwsKCxMREfHx8uHXrlnZ3AUVRWLx4MU5OTroIQwghhACgdevW3L59mxSfZLJSs0CBlNvZywdbtWql5+iEEEKIiiktwE/fIRToSY5NCJFNJwksgNGjR6NWq5k4cSJJSUmo1Wpu3brFrVu3co1Tq7N3fzI3N2fx4sW8+uqrugpBCCGEAKBRo0bZNzLVpN5PQTHIvg3QuHFjvcUlhBBCVGTha1boOwQhRDmmkyWEGmPGjOHGjRu8++67eHh4aCutcn55eHgwefJkbty4wejRo3X58EIIIQQA3t7/LSdIC0whLSBF+3fN8kIhhBBCCCFE+aGzCiwNNzc35s+fz/z58wkPD+fBgwfEx8dTqVIlnJ2dsbe31/VDCiGEELnY2dlhYmJCamoqGeHp8O+GgyYmJvJ7SAghhChjy5cv13cIQoingM4TWDnZ29vLBwUhhBBlTlEU7OzsCAoKIjM2Q5vAqlKlCoqi6Dc4IYQQooLRLu0XQojHoJME1po1awDo1KlTsXZ2Cg4O5sCBAwCMHDlSF6EIIYQQAFhbWxMUFERGXEZ2I3fAyspKz1EJIYQQQgghSkInCaxRo0ahKArbtm0rVgLr6tWrjBo1CgMDA0lgCSGE0CkLCwsAks7Ha+9LT0/XVzhCCCGEEEKIx6DTJu4lpdmZUAghhNAVU1PTPPfdu3ePxMREPUQjhBBCCCGEeBx6TWBpElfSj0QIIYSuubm55bkvKyuL4OBgPUQjhBBCCCGEeByl2sT9UcLDwwGwtLTUZxhCCCGeQq+99hpbtmwhNTVVe5+ZmRlVq1bVY1RCCCFExdOsWTN9h1As586d03cIQoh86K0CKzU1Vdv83dPTU19hCCGEeEpVqlSJzz//HDMzMyA7efXpp59qe2MJIYQQQgghyo9iV2CtXr2a1atX53vs448/ZtGiRYXOV6vVJCYmcvPmTRITE1EUhc6dOxc3DCGEEOKROnbsyJ9//klwcDBVq1aV5JUQQgihR872ozE1dtd3GPlKSfPjQfgKfYchhChEsRNY9+/f5/Dhw3n6VqnVaq5fv17k82j6Xzk5OTF58uTihiGEEEIUiYWFBTVr1tR3GEIIIUSFZ2rsjoWZt77DEEKUUyXugZXfzoFF2U1QURQsLS3x9PSkc+fOTJ48GScnp5KGIYQQQgghhBBCCCGecsVOYM2YMYMZM2bkus/AwABFUdi2bRt9+vTRWXBCCCGEECVRlItqQgghyqfE5FvcC8r+TOrpMkuquoSoIHTWxF3eKAohhBBCCCGEEEKI0lDiJYQ5ZWVl6eI0QgghhBAlJhfThBBCCCGeXjqrwBJCCCGE0KecCSxJZgkhhBBCPF0kgSWEEEKIp0JSUpL2dnh4uB4jEUIIIYQQuqaTJYRCCCGEEPp08eJFbty4of37999/T926dXFwcNBjVEIIIQpyzfdlnZxH08y9pOp5bdBJHE+imTNnMmvWLNq3b8/hw4f1HU6xHT58mI4dOwJSWS2ySQWWEEIIIcoltVrNlStX+OSTT3j99dfJzMzUHrt79y6DBg1i6dKlBAYG6jFKIYQQD9NV8koXnqRYiiomJoaZM2cyc+ZMYmJi9B2OEGVGKrCEEEIIUW5ERERw6dIlzpw5w/HjxwkNDdUeU4xNcHjtTVLv+hLz5+8kJiaycuVKVq5cibe3N61bt6ZZs2bUr18fc3NzPT4LIYQQouRiYmKYNWsWAKNGjcLGxibfcXZ2dnh7e+Pm5laG0QlReiSBJYQQQognjlqtJjIyEl9fX27evMmtW7e4ceMGQUFBecYqhkZYtnoO274DMbKzp1KLVlg0aU7Ujt9Ivn4VgFu3bnHr1i1WrlyJgYEBXl5e1K5dm2eeeYaaNWvi5eWFpaVlWT9NIYSo8PS1hK88Vl4V1/jx4xk/fry+wxBCZySBJYQQQgi9ycrKIiwsjPv373P//n3u3bvHvXv3uHPnDrGxsQXOU0zNMK9dF4tGTbBo1gKVRe7kk1mtZ3B5fxrpYaEknDlF4pULpNzxhcxMsrKyuH37Nrdv32bHjh3aOU5OTlSvXp3q1avj4eGh/SroyrYQQgghhCg7ksASQgghRKlSq9VEREQQEBBAYGAgAQEB+Pn5ERAQgL+/P6mpqY88h5GjEyYe1TGt7oVpTW9M3D1QVCrt8WSfWwR9kd3I12XaLMxqemfPc3Ckcq++VO7Vl6yUFFLu+JDie5uUu76k3r9HZmyM9hwhISGEhIRw4sSJXI9tZWWFu7s71apVw83NjWrVquHq6kq1atWwsrLSwXdICCFEedWhQweOHDnCjBkzmD59Ot999x0rVqzg1q1bGBkZ0bx5cz766CNtM/Kcrl69yqZNm/j777/x8/MjJCQEMzMzateuzaBBgxg3bhympqb5Pp6Gp6dnruOvvPIKq1atAvJv4v7gwQNcXV3JysrixIkTtGrVqsDn1rRpUy5cuMDUqVOZPXt2rmPJycn88MMPbNmyhX/++YfExEQcHR1p3749//vf/2jcuHFxvo0lduPGDb7++msOHjyo/f7VrVuX4cOH89prr2FomDvl8eabb7Js2TLeeOMNfvjhh1zHzp07R/PmzQEYNmwYa9euzXX85s2b1K5dG0NDQ6Kjo6VyWw8kgSWEEEKIx5aamsqDBw8IDAwkKCiIoKAgAgMDtX8vSpIKQGVljXFVF4xdXDG0s0cxMcXYwQHF5L838OrMDFLu+uZ+/AD/fG8/TDE2xqxOPczq1AMgMz4edWYGGRHhpAUFZn89CEKdkqKdExcXx9WrV7l69Wqe81lZWeHq6oqLi0uuP6tWrYqDg0OeN85CCCGeThkZGfTp04fff/8dIyMjTExMiI2N5cCBAxw6dIjffvuNvn375prTu3dv/Pz8ADA3N8fc3Jzo6GhOnjzJyZMnWb9+PQcPHqRSpUraOba2ttjZ2REREQFk97lS5bigY21tXWiczs7OdOrUiQMHDrB+/foCE1g3b97kwoULAAwfPjzXMV9fX3r06IGPjw8AKpUKMzMzAgICWLt2Lb/++ivff/89Y8eOLcq3rsTWrFnDmDFjyMjIALKfe2JiIsePH+f48eP88ssv/P7777kqqdu3b8+yZcvy3ZUx5305k4QPH2/atKkkr/RE3lUJIYQQ4pGysrKIiIjQJqSCg4O1iarg4GDCw8OLfC7F2BgjByeMHJ0wcnLG2MkZI+eqGDtVRfXvG8LMxATuT34HdUpysWONWPNzscYrpmZ4zF+iXYaoVqvJjI4iLSSYtOBg0kNDSA/598+IcMjK0s6Ni4vjxo0b3LhxI895VSoVTk5OuLi4aL+qVq2qvW1tbY2iKMV+fkIIIZ483333HYqisHHjRvr164exsTFXrlxh2LBhXLt2jbfffptevXrlSjZ16NCBzp0706lTJ6pWrQpAUlIS27dv57333uPcuXNMmTKFpUuXauds3bqV+/fvayuvzp49i4eHR7FiHTZsGAcOHGDjxo0sXLgw34st69atA6BRo0bUqVNHe398fDzdu3fH19eXPn36MH36dBo2bIihoSHBwcHMmzePb775hnHjxtGgQQNatmxZrNiK6syZM9rkVffu3VmyZAk1atQgLS2NdevWMX78eE6cOMHo0aPZunWrdl6HDh2A7N6YISEhODk5aY9pElRWVlYEBgbi6+uLl5dXnuOac4iyJwksIYQQQgDZiZvw8HDu37+Pn58f/v7+2iV/wcHBpKWlFflcBhYWGDk4YmTv8O+fjhg6OGLs5IzK2gbFwKDQ+WnBQSVKXpWEOiWZtOAg7bJDRVEwtK2CoW0VzOvUzz02I4P0iHDSw0JJDwv5988wMsJCSY8IQ53je5SZmalN8uXHwsKCatWqaZckurm54e7ujoeHhyxNFEKIciY6OpqjR4/Spk0b7X0NGjRg1apVNGvWjKCgII4fP067du20xzVL/XIyNzdn6NChuLu706ZNG1atWsVXX32l091zBwwYwLhx4wgPD2f//v107949z5hff/0VyFt9NX/+fHx9fenXrx9bt27NdSGmatWqLFq0iJSUFJYtW8YXX3zBzp07dRZ3Th9//DEZGRk0adKEHTt2YGRkBICxsTGvvvoqpqamDB06lG3btnH69GltIs3Z2ZlatWpx+/ZtDh8+zMsvZzfzz8rK4tixY1hYWDBmzBgWLlzI4cOHcyWwNFVZksDSn1JJYJ09e5a9e/dy48YNoqKiSE9P56+//so1JiIigrS0NExNTbG1tS2NMIQQQghRALVaTVBQEJcuXeL69evcvn0bX19fEhMTi3YCQ0OMqthhaO+QnaSyz05WZf/dPk9T9ceiUqEohSe8SkKtzoLMzGLNUQwNMf63aizv+dRkxsaQHh5GelgoGZpEV0Q4GeFhZERHgVqtHZ+YmMjNmze5efNmnnPZ2dlRs2ZNvL29qVu3Lo0bN5Zm8kII8QRr27ZtruSVRtOmTXF1dSUwMJBr167lSmAV5rnnnsPGxoaYmBguXbpE69atdRarlZUVvXv3ZvPmzaxbty5PAuvUqVPcuXMHAwMDhgwZkuvYihUrAJg8eXKBVcTDhg1j2bJlHDx4kMzMzFxVZ7oQHR3NgQMHAJg6dao2eZXTkCFDmDVrFrdu3WLjxo25KsHat2+fJ4F18eJFYmNj6dq1K507d9YmsF577TXgv4otQ0NDnnvuOZ0+H1F0Ok1g+fr6Mnr0aI4fP669T61W5/uDPWfOHBYtWoS9vT1BQUE6/6EWQgghRF4pKSmsX7+eXbt2ERAQUOhYA3OL7GV+jtkVVEYO2V+GdvYYVrZ9ZBWVzmRmoqZ4iSZ9UBQFQ5vKGNpU1lZz5aROTyc9Mpz08PDsii3NV3go6aEhqNPTtWMjIiKIiIjg5MmT2nPXr1+fwYMH061bN1l6KIR4aiQm39J3CDqhaf6dHxcXFwIDA4mOjs5zTJNEunDhAuHh4aTk6MGoERwcrNNYITvJtHnzZrZv305iYiIWFhbaY+vXrwegY8eO2qWNgLYqG2DgwIEF/i7K/PfiUGJiIpGRkTg4OOg09gsXLqD+94JQp06dChzXuXNnbt26xfnz53Pd36FDB3766adcPa9yLg9s27YtKpUqVx8szfEmTZrk6kkmypbOElgXLlygU6dOxMfHa3+YCjNu3DgWLlxIeHg4+/bty7dsUQghhBC6o1armTBhgrYpq4aBuQUm7h4YV3PD2KUaxv/2ozKoVEkSJTqkGBlh7JT9vX2YOiuLjOgo0h8EkRYcRFpgIKkBfqQF+KPOSEetVnPlyhWuXLmCv78/r7/+uh6egRBC6N69oBn6DkEnCktqaHYSTM9xoSIjI4PBgwezbds27X3GxsZUqVJF25MqPDycrKysoldHF0P37t2xtbUlKiqKHTt2MHToUCA7+bRx40YgO8mV04MHD7S3w8LCivQ4SUlJOor4P5q+m49azeXq6grkjTW/Plg5E1iVKlWiSZMmnD17VtsHS/pfPRl0cuk0OTmZfv36ERcXh0ql4qOPPuLWrVts2rSpwDleXl40atQIgP379+siDCGEEEIUIjExMVfyyqxufap9/hWeS5fj8uEn2A99Bev2nTCr9QwqKytJXpUhxcAAoyp2mNdriE3XHjiMfp1qM76g+g8rqfreVAxyfDDKb2ckIYQQ5ctPP/2kTV5Nnz6du3fvkpKSQkREBCEhIYSEhGirn4pSIFJcxsbGDBo0CPivYTvAgQMHCAsLw9TUlIEDB+aak5lj2f2DBw9Qq9WP/Cpug/myULVqVWrWrAlkV1bl7H+lqaTTJKo0iSvN79727duXebziPzqpwPrpp58IDAzU7rrQv39/gHx35Mmpbdu2XLp0iXPnzukiDCGEEEIUwtLSkrZt23L06FEAkq9fJfjLz7Bo1gKLxs0we6YOBsbGeo4yL8XQCAxKIZmWpUadkf7ocXqQGR9H0tXLJJw/S9KVi7mWF/bs2VOPkQkhhG55uszSy+Pqu/Jr8+bNAIwcOZJZs/J+DzIzM4mIiCjVGDS9qvbt20d4eDj29vbaZFbv3r3zbCji6Oiove3v759rB7+yZG9vD2S3RYiKiiqwCiswMBAg3yWM7du3x8fHh8OHD1OrVi1iYmLo1q2btvqtY8eOfPXVVxw+fJh27drx4MEDVCoVbdu2LaVnJYpCJwmsHTt2oCgK3bt31yaviqJ27dpAdu8sIYQQQpS+efPmsW7dOtauXUtMTAyZ8XHEHTpA3KEDKEZGmNZ6BjPvOph5P4OJR3UMTEz0HTJ2Q0dgXM1d5+dNC/AjfM0KnZ+3JDLj40jxvU3yrZsk37xBqt+9XA3fAapXr86bb75ZaL8PIYQobyzM8vYMrAg0yZWCemedOnUq335YAAY5elA+TnVWmzZtcHNzw9/fn02bNjF69Gi2b98O5F0+CODp6YmTkxMhISHs3r2bFi1alPixH0eTJk1QFAW1Ws1ff/2lrSR7mGYjuaZNm+Y51qFDB5YvX65NYGnu02jTpg2GhoYcOXJE+l89QXSSwLp+/TpQ/CuCmkxpTEyMLsIQQgghxCMYGRkxatQohgwZwtGjR9m7dy8nT54kJSUFdXo6ydevknz9avZgAwOMXd0w9fDE2M0dk2ruGLu6ocrR6LUsPClJJl1Qq9VkxkSTGuBPmr8fqf73SLl3l4zw/HuJVKlShfbt29O9e3caNWokyzqFEOIpYW1tDZDvTrRZWVlMnz69wLk5K6Me57O0oigMHTqUuXPnsn79euzs7IiPj8fW1pYePXrkO2f06NHMnj2bxYsXM3LkSLy8vAo8f3R0NJUrVy5xfAWpXLkyXbp0Yd++fcydO5d+/frl2Ynw119/1X5vNTsN5pSzD9aGDRty3Qdo+2CdOXOGn3/+Oc9xoR86SWBpdlMo7u4CpbGWVwghhBCPZmJiQufOnencuTMpKSlcuHCBkydPcv78eXx8fLJ/R2dlkeZ/nzT/+7nmqmwqY1zVBWNnF4ycq2Ls5IyRoxOGVex0tjOhcVUXFFMz1CnJOjlfYRRTM4yruuj0nOr0dNLDQkkLDSE95AFpD4L+bdAeTFZSwc14jY2NqVevHi1atODZZ5+lTp06ua60CyGEeDp06dKFc+fO8eOPP9KiRQuGDBmCkZERvr6+vPfeexw/fhwLC4t8G7jb2Njg4uJCUFAQa9asoUGDBqhUqhLFMWzYMObOncuJEye0FV+DBg3KkxDS+PDDD9myZQu3b9+mTZs2fPnllwwYMEBbmRQWFsbhw4dZuXIlrq6u/PTTTyWK61E+++wzDh48yIULF+jXrx+LFy+mRo0apKWlsW7dOsaPHw/AgAED8q0Uc3FxoUaNGty5c4ezZ89iaWlJs2bNco3p0KEDZ86c4cyZM4D0v3oS6CSBZW1tTWRkJHFxccWapymbrFKlii7CEEIIIUQJmJqa0rp1a1q3bg1AfHw8V65c4dq1a/zzzz/cvHkzVx+OzJhokmOiSb5xLfeJDA0xsnfAyMERI3tHjBwcMLJ3xNDBASM7h2ItR1RZWOIxfwlpwUFFGp8a4E/EmuwrpHYjx2BSza3Ij2Vc1QWVhWWRx2tkJiaQHh5GRlgY6WGhpIeHZv8ZFkpGVGSeJYAPUxSFatWq8cwzz1CnTh3q169P7dq1MX4C+5AJIYTQrffee49NmzZx584dXnnlFcaMGYOFhQWxsbGoVCqWL1/OzJkzC9yBcOzYscycOZNFixbxww8/4ODggKIovPjii3z99ddFjqNevXo0aNCAK1euaDd6GT58eIHjrays2LdvH3379uXy5cuMGjWK0aNHY2NjQ2pqaq54X3vttSLHUVwtWrTg559/ZsyYMezZs4c9e/ZgY2NDYmKidrfH1q1ba6un8tOhQwfu3LkDwHPPPaftf5Xz+Lx58wCk/9UTQicJLA8PDyIjIzl//jyvvvpqkedp1qTWqVNHF2EIIYQQQgcqVarEc889x3PPPae9LzIyEl9fX+7cucO9e/e4e/cufn5+uZcuZGSQ/iCY9AfB+Z5XZW2Dkb0DhvYO2YkuTbLLwRGVtU2e6i2VhSVmNYvfG8WkmluJ5j1MnZFBemQEGdrEVBjpEWFkhIeRHhZGVnLRtwZ3dHTE09MTT09PqlevTo0aNfDy8sLc3Pyx4xRCCFH+2NracurUKaZPn86uXbsIDQ3F1NSUjh078t577/Hcc88xc+bMAud/8sknVKpUibVr13L79m38/f0BStT4fdiwYVy5cgUAd3f3XL//8+Pu7s7Zs2dZu3YtmzZt4sKFC0RFRWFiYoK3tzdNmzYtdn/skhg5ciRNmzbl66+/5uDBg4SEhGBubk7dunUZPnw4r732WoGVZJCdoCpseWDbtm0xNDQkIyODxo0b52lqL8qeotbBOr6pU6fy5ZdfUqVKFe7cuaN9YXfs2EH//v1RFCXXlpsAly5d0jZTmzt3Lu+///7jhlEuxcbGsmXLFs6cOUNkZCQmJibUqFGDHj168Oyzzz7WuV1dXQkKCsLFxUVb7SaEEELoUkxMDAEBAfj5+REYGEhAQACBgYEEBgYSGxtb5PMoxsbZySxHJ4wcnTF2rpq9TLGqKwZmZo+cn+xzi6AvsneUcpk2q1gJrIzYGNKCg0gPDiLtQTDpoQ9IDw0hPSIcsrKKFr+i4ODggIuLC66urlSrVo1q1arh5uaGm5sbpqamRY5HCCGeNpqlWZ4us7Aw8+aa7389iep5bdBLTA/HkJh8S7sz4blz5/QSkxCicDqpwBo7dizz588nKiqKV155hc2bN+cpv8vp7t27vPjii6jVaiwsLBg9erQuwih3/P39mTZtmvYNvpmZGYmJiVy6dIlLly7Ru3dvxo4dq+cohRBCiILZ2NhgY2ND/fr18xxLSEggODiYwMBAgoKCCA4OJigoSHtbU+IPoE5LIy0wgLTAgDznMbR3wMTdE9PqNTCt6Y2pZw2UQt5nFCYrOZnk2zdJ8b1N6r27pPrfJzOuaIk2CwsLXFxctF9Vq1bNdVuW/gkhhBBClB6dJLCqV6/Oe++9x9y5c9m5cyeNGjVi0qRJxMfHa8fcuHEDf39//vjjD1asWEFiYiKKojBjxowK2QMrPT2dzz//nNjYWNzd3fnf//6Hp6cnqamp7Nixg3Xr1rFr1y48PT3p3LmzvsMVQgghis3S0pJatWppt6fOKSsri7CwMIKCgggICCAoKAh/f3/tV2pqqnZsRnj2sr3Ec6cBMDAzw6JJc6y7vICpR/VHxqFWq0k8f5bYwwdI/uc6PFQVnpOVlRUeHh7aCipXV1ftl7W1tewCKIQQQgihJzpJYAF88cUXBAQEsG7dOv755x/eeOMNAO0bvZxXZjWrFkePHs17772nqxDKlb179xISEoKJiQnTp0/H3t4eyN4VavDgwURFRbFnzx7Wrl1Lhw4dCq1oE0IIIcobAwMDnJyccHJy0rYU0MjKyiI0NJS7d+/i6+uLj4+P9kIYZFdRxR//m/jjf1Nl0BAq9+xb4OOoMzJ4sGQBSZcv5Lrf0NCQWrVq4e3tTa1atahRowaenp6lst23EEKIguVcyieEEIXRWVZEURR++eUX2rRpw6effsqDBw8KHGtvb8/MmTMZN26crh6+3Dl8+DAA7dq10yavcho4cCB//PEHUVFRXL16lcaNG5dxhEIIIYR+GBgY4OzsjLOzc65GsjExMZw/f54jR47w119/kZqaSuSWDVRqXfCuQAnnTmuTV1WqVKF79+60adOGevXqSV8qIYQQogw0b96cgIC8LQIK0rp1a7Zu3VqKEYnySudlPW+88Qavvvoq+/bt4++//+b+/fvExMRgaWmJq6sr7du3p3v37hV6153k5GR8fHwAaNKkSb5j7O3tcXV1JSAggMuXL0sCSwghRIVnY2PD888/z/PPP0/16tX59ttvQa0mKyWlwDlZSf/tFLhgwQLq1q1bFqEKIYQoRD2vDU9M5ZW+mshXJOHh4YSGhhZ5fFRUVClGI8qzUlmXZmxsTK9evejVq1dpnL7cCwwM1C6jdHd3L3Ccu7s7AQEBxcpWCyGEEBXBkSNHtLeD5n6KOkdfqwfffK1t8p4ZE629//Dhw5LAEkKIJ8TjJI5y7hio2dlQPLnu37+v7xDEU0IaK+lBzoyyra1tgeM0x6KjowscI4QQQlREOZupZ8bG5DqWlRBPfqQBuxBCCCFE+SUJLD1IybHUwcTEpMBxmmPJycmlHpMQQghRnnz88cfs3r2b9PT0Io23trZm0KBBpRyVEEIIIYQoLTpJYEVHR/Paa6+hVqsZP348nTp1euScgwcP8u2336JSqVi5ciWWlpa6CEUIIYQQFUD16tWZMGGCvsMQQgghhBBlRCcJrI0bN7Jt2zYsLCxYs2ZNkea0aNGCAwcOkJiYyAsvvMCYMWN0EUq5kHPXo9TU1AIb2qempgJgZmZW4LnWrl3L+vXr8z0WERHxGFEKIYQQQgghhBBCPBkMdHGSffv2AdCtW7ciV1JZWlrSvXt31Go1f/75py7CKDdy9r0qbIcFzbHKlSsXOCYxMZGwsLB8v7KysnQXtBBCCCGEEEI8ASzMvKnntYF6XhukgbsQFYhOKrAuX76Moii0bt26WPOeffZZNm/ezOXLl3URRrnh6uqKoiio1Wr8/f1xdXXNd5y/vz8A1apVK/BcFhYWODg45HvMwEAn+UkhhBBCCCGEeGwpaX76DqFAT3JsQohsOklgPXjwAKDARExBqlatCkBwcLAuwig3zMzMqFmzJrdv3+bChQv5Jv4iIiIICAgAoGHDhgWea/jw4QwfPjzfY66urgQFBekmaCGEEEIIIYR4DA/CV+g7BCFEOaaTEh21Wg1Q7CVrmvEZGRm6CKNc6dChAwB///034eHheY5v3boVtVqNra0t9evXL+PohBBCCCGEEEIIIZ4cOqnAsrOzIzg4mDt37hRr3t27d4HcPaEqim7durFz505CQkL47LPPePfdd/H09CQ1NZVdu3bx+++/A9kVVoaGOnmZhBBCCCGEEKLMnTt3Tt8hCCGeAjqpwKpfvz5qtZpt27YVa962bdtQFIXatWvrIoxyxcjIiI8//hhra2vu37/PxIkTefnll3nppZdYs2YNarWaXr160blzZ32HKoQQQgghhBBCCKFXOint6datG3/++ScXL15kxYoVjB49+pFzli9fzoULF1AUhe7du+sijHLHzc2NJUuW8Ntvv3HmzBkiIiKwsLCgevXq9OzZk2efffaxzh8WFgZk9ygrbn8yIYQQQgghRPnk5OQkVU9CiKeOotY0sHoMCQkJeHh4EB0djaGhIXPmzGHixImoVKo8YzMzM1m0aBEfffQR6enp2NjYcO/ePaytrR83DPEQlUpV7L5kQgghhBBCiPLNxcWFwMBAfYchhBA6pZMEFsCGDRsYOnQoiqIA2Vn/7t27U6dOHSwtLUlISODGjRv88ccfhISEoFarURSFX375haFDh+oiBPEQCwsLUlJSUKlUODg46DucJ1pERARZWVkYGBhgZ2en73BEKZPXu2KR17vikNe6YpHXu2KR17t4pAJLCPE00lkCC+Dbb7/lf//7HxkZGdpEVn7UajWGhoYsXLiQt99+W1cPL0SJ9ejRg7CwMBwcHNizZ4++wxGlTF7vikVe74pDXuuKRV7vikVebyGEEDrd3m78+PG0aNGCGTNmsG/fPvLLjSmKQo8ePZg5cybNmjXT5cMLIYQQQgghhHjClLfPfVK9JsSTSacJLIAWLVrwxx9/EBERwbFjxwgMDCQuLg4rKytcXV1p27YtVapU0fXDCiGEEEIIIYQQQoinlM4TWBp2dnb069evtE4vhBBCCCGEEKIcGW0/EnfjavoOI19+aQGsCF+j7zCEEIUotQSWEEIIIYQQQgih4W5cDW+zmvoOQwhRThnoOwAhhBBCCCGEEKKobiX78LLvKF72HcWtZB99hyOEKCOlUoGVlZXFnTt3iI6OJiUlpUhz2rVrVxqhCFEkQ4cOJTExEQsLC32HIsqAvN4Vi7zeFYe81hWLvN4Vi7zeQgghdJrAOnHiBPPmzWP//v1FTlxB9s6EGRkZugxFiGIZPny4vkMQZUhe74pFXu+KQ17rikVe74pFXm8hhBA6S2DNnz+fDz/8ELVajVqt1tVphRBCCCGEEEIIIUQFp5ME1tGjR3n//fdRFAW1Wo2LiwsdO3bE1dUVExMTXTyEEEIIIYQQQgghhKigdJLA+uabb7S3P/vsM6ZOnYqBgfSHF0IIIYQQQgghhBCPTycJrJMnT6IoCv369WPatGm6OKUQQgghhBBCiKfUy76jdHKeGUFfPNb8DV6rdBJHeXX//n08PT0BuHfvHh4eHvoNSIhC6KRMKjIyEoDevXvr4nRCCCGEEEIIIZ5Sukpe6cKTFIsQonA6SWDZ2dkByLa2QgghhBBCCCGEEELndLKEsFGjRjx48IA7d+7o4nRCCJGvadOmUalSJaZMmVKk8V999RWxsbF8/vnnpRyZEEIIIYQoCX0t4ZPKKyHKH51UYI0ZMwa1Ws2GDRt0cTohhMjXtWvXuHnzZpHH37p1i2vXrpViREIIIYorNTVV3yEIIYQQohzSSQVW//79GThwIL/99hsffPAB8+bN08VphSiyhIQEzp49i7+/PwkJCWRkZBQ4VlEUJkyYUIbRCX3JysrSdwjiMWRmZrJ//36OHz+On58fCQkJj3xNt2/fXjbBCSFKbMiQIXh5eVGvXj3q169P7dq1MTU11XdYogylpqaSmJhIZmZmoePs7e3LKCIhSq5Dhw4cOXKEGTNmMHXqVL7++ms2btzIvXv3SEhIIDo6GmNjY7Zt28aePXu4evUqgYGBJCUl4eTkRNu2bXn33Xdp0qRJvucfNWoUq1ev5pVXXmHVqlWsX7+epUuXcvXqVdRqNfXr1+d///sfL774YoExxsfHM3v2bDZv3kxgYCC2trZ07NiRTz75pEj///r7+/PVV1+xd+9eAgICMDIyolatWgwaNIh33nkHc3PzPHNWrVrFq6++iru7O/fv3+evv/7iq6++4uzZs6Snp9OwYUOmT59Oly5dAEhPT+ebb75hzZo13LlzBzMzM1544QW+/PJLXFxcivhqiKedThJYAGvXrsXExIT58+dz/vx5Jk2aRKtWrbT9sYQoLXv27GHVqlWkpaVp71Or1XnGKYqCWq2WBFYFkZ6eTmxsLGZmZvoORZRASkoK06dP5/bt2/n+e86PoiilHJUobZK0rBgyMzO5desWt2/fZuvWrRgYGFCjRg3q1atHvXr1qFu3riS0nkKJiYn89ttvHD9+nNDQ0CLNkX/fojxJSUmhXbt2nDlzBiMjo1xJnU2bNvHqq68CYGBggLW1NWq1Gj8/P/z8/NiwYQMrVqxgxIgRhT7Gm2++ybJly1CpVFhYWBAfH8/JkycZNGgQS5YsYfz48XnmhIaG0qFDB+0qBhMTExISEli/fj07d+7kp59+KvQx9+/fz4ABA0hISACgUqVKpKWlcf78ec6fP8+qVavYt28f1apVK/Acy5YtY9y4cSiKgqWlJfHx8Rw7dozu3buzZcsWunXrRs+ePTl06BCmpqYoikJkZCTr1q3j+PHjXLhwgcqVKxcap6gYdJLAUqlU2ttqtZrDhw9z+PDhIs9XFKXQihkhCnLixAmWLVsGgKGhITVr1qRKlSoYGxvrOTKhC+Hh4Xne5Kanp3P9+vVCkxoJCQkcPXqUjIwMvLy8SjtMUQo2btzIrVu3UBSF5s2b07JlS/m3/ZSTpGXFsXTpUq5du8bVq1e5fv060dHR3L59Gx8fH7Zt24aBgQHVq1enfv361KtXjzp16sjFiHIuMjKSqVOnEhYWVuR/30KUN0uXLsXQ0JANGzbQv39/jI2N8fPzw8LCgsqVK/PBBx8wYMAAGjVqhImJCWq1Gh8fHz7//HN++eUXXn/9ddq3b4+bm1u+59+5cyfJycl8//33jBw5EnNzc+7du8eoUaP4+++/+eCDDxg6dCi2tra55o0aNYqbN29ibW3NsmXLGDhwIIaGhly8eJExY8bwAfe/pQAAXtFJREFU5ptvFvic7t+/z8CBA0lISKBFixYsW7aMRo0akZmZya5du3j99de5efMmAwcO5MSJExga5k0vhIeHM2HCBKZOncr777+PjY0N9+/fZ+jQoZw8eZKJEyfSq1cv/vnnH3bv3s0LL7wAwO+//87w4cO5f/8+X375JXPnzn2MV0c8LXSSwHr4F5H8YhJlRXNlrl69ekyePDnPf9iifDtw4AAbN27MdV9iYiLTpk175FzN/0PdunUrldhE6Tpx4gSKojBixAgGDhyo73BEGZCkZcXh6uqKq6ur9kNKUFAQV69e5dq1a1y7do3o6Gh8fHzw9fXNldD6+uuv9Ry5KKnVq1cTGhqKmZkZ/fv3p2HDhtjY2GBgoJN2vEI8ERISEti7dy9du3bV3ufu7g5A37596du3b67xiqJQq1YtVq9eTUhICPv372flypXMmDEj3/NHR0ezdu1ahg0bpr3P09OTX3/9FU9PT5KTk9m9ezcjR47UHj927Bh//vknAOvWraNnz57aY40bN2bfvn3Url27wOc0e/Zs4uPjcXFxYd++fVhbWwPZBSz9+vXD3t6etm3bcvbsWX777TdeeumlPOdISkpi1KhRfPHFF9r7PDw82LBhAx4eHvj7+/Pdd99x5MgR2rVrpx3Tp08f3n//faZPn87mzZslgSUAHSWw2rVrJ1dBhV74+fmhKAoTJ06U5NVTKmdCXLMMtDCKomBmZoa7uztdu3alU6dOpR2iKAUREREoikKvXr30HYooI5K0rLhcXFxwcXHRJrSCg4O5evUq+/fvx8fHh8zMTHx9ffUcpXgcFy5cQFEUJk+eTPPmzfUdjhClokGDBrmSV0WlKAo9evTQLqEviJubG0OHDs1zf9WqVWnRogXHjh3Ls3nRli1btLHlTF5p2NnZ8eabb+a7Y7dardbOnzRpkjZ5ldNzzz1H165d2bt3Lxs3bsw3gQUwderUfJ9PzZo1uX37Nq1bt86VvNJ4/vnnmT59Onfv3iUxMRELC4t8zy8qDp0ksIqzXFAIXdIkKxwcHPQdiigFQ4YMYciQIdq/9+3bl8qVK7Nq1Sr9BSXKhKa/gomJib5DEWVEkpYiJCQkVyVWZGSk9phU6pRvaWlpGBsb06xZM32HIp5At5J99B2CTrRq1arQ44GBgSxZsoQDBw5w584d4uPj8/R5DA4OLnB+s2bNCiwa0TQ5j46OznX/+fPngexG8wXp2LFjvgmsu3fvas9X2AXhzp07s3fvXu1jPczU1JSaNWvme8zBwYHbt29Tr169fI87Ojpqb8fExEgCS+iuibsQ+uDm5oavr6/2jZF4unXs2FF+cVUQ9evX5+jRo4SHh8suVBWEJC0rnoISVmq1GpVKhZeXl7YPVt26dfUcrXgcjo6OhISE6DsM8YSaEfTFoweVA4W9Xzly5Ai9evXSNkIHsLKy0jYsT05OJi4ujsTExALPUalSpQKPaTa+SE9Pz3V/eHg4QKG7+BV0TDP3UfNdXV0BCAsLy/e4o6NjgYk3TS9tZ2fnQo9D3ucmKiZJYIlyrWfPnixYsIBDhw5Jr6MKYNKkSfoOQZSRwYMHc/r0aVavXs17772n73BEGZCkZcWxcOHCPAkrAwMDvLy8qFevHvXr15fG7U+ZTp06sXr1ai5cuEDTpk31HY4QpSJnsiWn9PR0hg8fTkJCAnXr1mXRokW0bt061y6FP//8M6+99pr0khbiESSBJcq19u3bc/36dZYvX46ZmVm+a6eFEOVPtWrVmDZtGvPmzWPmzJkMHDiQmjVraq8wiqePJC0rjsOHD2tbAHTp0oWGDRtKwuop16dPH86dO8eSJUv44IMPqFOnjr5DEk+QWS6P3pynNJRV5dfJkycJDAwEYNeuXXh6euYZ8/Cu27pib2/PrVu3Cl2aGBQUVODcnGNyLufLSfPcpKWLKAuSwBLl2jfffAOAsbExCxYsYM2aNXh5eRX6JlhRFCZMmFBWIYpSkJCQwNmzZ/H39ychIYGMjIwCx8rrXT7169dPe/vSpUtcunSpSPM0O5OK8keSlhWLWq0mKSmJvXv34u/vz/3796lfvz5eXl7S7+oppFKpmDFjBitWrOCjjz7imWeewc3N7ZEb8Lz88stlFKHQJ2+z/PsjPS00CZ4qVarkm7wCOHToUKk8dtOmTTl27BhHjhwpcExB/ayrV69O5cqViY6O5q+//qJJkyb5jjtw4ID2sYQobTpPYCUlJbFjxw5OnTpFYGAgcXFxZGZmFjpHURT++usvXYciKoCDBw/m2pkuPDw813rtnDTjJKFRvu3Zs4dVq1aRlpamvS+/cmt5vcu3kpTQy2645UfOBGV+JGn5dJs/f76299WNGze4ePEiFy9eRFEUTExMqFOnjnYpoSS0nh4XL17k3LlzqNVqbt68yc2bNx85RxJY4mmg2b0vKioq32Xyhw4dKrXPwoMGDeKbb77h0qVL/PHHH3Tv3j3X8aioKH744Yd85yqKwqBBg/jxxx9ZvHgxb7zxBlZWVrnGHD9+nH379gHy71WUDZ0msH744Qc++ugjYmNjizxH8wFTiJLo2LGj/PxUICdOnGDZsmUAGBoaUrNmTapUqSIN/J9CX3zxdDR0FfnTVY8P+f+/fPLy8sLLy4v+/fujVqu5e/cuV69e5erVq/zzzz9cuHCBCxcuoCgKpqam1K5dm/r16zNgwAB9hy5K6NKlS8ydO1f7vt/Z2Rlra+sCewYJ8TR57rnnMDc3JykpiZdffpnly5fj6elJamoqmzdvZvz48dja2ubaeVWXj/3CCy/w559/MnToUH788UcGDBiASqXi0qVLvPbaa7kuCj/so48+4tdffyUwMJCuXbuybNkyGjZsSGZmJrt372bs2LGo1WqaN2/OwIEDdR6/EA/TWQLr888/Z8aMGUV6U6p5wylN6sTjkqbeFYum0qJevXpMnjz5kUsPRPlV0HbK4ukgCUqhoSgKNWrUoEaNGvTr10+b0Lp27RpHjx7Fx8eHCxcucPHiRUlglWMbNmwgKyuLZ555hvfee082ahAVio2NDXPmzGHixIkcPHiQ6tWrY2VlRXJyMunp6TRq1IjRo0eX2oqBVatW0aFDB27evMngwYMxNTXF2NiYuLg4LC0t+fHHHxk6dGi+c93d3dmyZQsDBgzg9OnTNGrUCCsrK9LS0khJSQHA29ub3377TRLSokzoJIF18+ZNZsyYAUCtWrX4/vvvad26NWZmZiiKwrZt2+jcuTP37t1jz549fPPNNzx48IBXX32V77//XqonhBBF4ufnh6IoTJw4UZJXQpRjkqAU+YmJieHatWva5YVBQUG52gSI8uv+/fsoiiLJK1FhTZgwgWrVqjF//nwuXrxIZmYm3t7eDBo0iPfff5+NGzeW2mM7Ojpy5swZZs+ezebNmwkICMDc3JyePXvyySefPHIDja5du3Ljxg3mzZvH3r17CQgIwMjIiCZNmjBo0CAmTJiQa0dFIUqTotbBu4JJkyaxePFizM3NuXHjBm5ubgAYGBhoE1h9+vTRjo+JiaFv374cO3aMQYMGsWHDhscNQQhRAbz88ssoisKvv/6q71CEHmRmZpKQkACApaWlXOkTopzLL2GloXl76uTkRP369alXrx4dOnTQU6TicQ0bNoysrCz5/V2BNWvWDMjecdDbrCYv+47SHtvgtUovMT0cw61kH+3OhOfOndNLTEKIwumkAuvIkSPaJm+a5FVhbGxs2L59O7Vq1WLz5s0MHTo0V4JLiJKIiorixIkT3LlzR9uHzdramho1atC6dWup2HkKuLm54evrS1pamlRuVhDJycn88ccfHDt2jPv375OVlQVkXyDx8PCgbdu2dO/eXXaqE6Ic+f7773MlrHJeS61atSp169bVJq2qVKmirzCFDnl5eXHlyhWSkpKkUkMIIUSJ6SSB5e/vD8Czzz6b7/H8GsNVrlyZV155hQULFvDLL79IAkuUWEZGBmvWrGH37t3aD7eaN8OKonDo0CFWrFhB7969GTFiBIaGOt98U5SRnj17smDBAg4dOkS3bt30HY4oZX5+fnz++eeEh4fnWUKUmZnJnTt3uHv3Ln/88Qcff/xxkS6giCfXtWvXijXe2NgYCwsLnJycpBqvnPnzzz+1t6tWrUq9evW0uw7Kxaan04ABA7h8+TLbtm1j2LBh+g5HCCFEOaWTT/Lx8fEAeda0m5mZkZKSoj3+sMaNGwNSoikez1dffcXp06dRq9WYm5tTp04d7RXbyMhI/vnnHxITE9mxYwehoaFMmTJFzxGLkmrfvj3Xr19n+fLlmJmZ0a5dO32HJEpJQkICM2bMIDo6GmNjYzp27EijRo1y/du+dOkShw4dIjQ0lBkzZrBkyRIsLS31HLkoqWnTppVoV0FDQ0MaNGhA//79qV+/filEJnStW7du2oRV5cqV9R2OKAMNGzbkzTffZPny5URFRTFw4ECqVq2q77DEEyLnUj4hhCiMThJYFhYWxMXF5am0sra2JiUlRVuh9bCMjAwAQkNDdRGGqID+/vtvTp06hYGBAcOHD6dv374YGRnlGpOens727dtZt24dp06d4ujRo7Rt21ZPEYvH8c033wDZlRcLFixgzZo1eHl5Fdp8UlGUUtvVRZSe7du3Ex0djZOTE7NmzcLJySnPmNatW9O/f39mzJhBWFgY27dvZ/jw4XqIVuhKSdpypqenc/78eS5cuMDw4cN58cUXSyEyoUtvvfWWvkMQZWzs2LFA9vLvv/76i7/++gsjIyNsbGwKnKMoCj/++GMZRSiEEKI80EkCy8PDgytXruRJRHl7exMSEsLx48fznXf58mUA6WUjSuzAgQMoisLIkSPp379/vmOMjIwYNGgQKpWK1atXs3//fklglVMHDx7MtSNVeHg44eHh+Y7VjJMEVvl0+vRpFEXhnXfeyTd5peHs7MyECROYNm0ap0+flgRWObZjxw5OnjzJkiVLsLOzo1+/ftStW1e7pCw6Oppr166xY8cOIiIieOedd6hXrx6+vr5s3bqVy5cvs3btWurVq8czzzyj52cjhMgpLCwsz31paWn53q9RkopMUX5s8Fr1xFRe6auJvBCi+HSSwGrYsCGXL1/m6tWrue5v164dR44c4dChQ5w/f56mTZtqj929e5fly5ejKAq1a9fWRRiiArp79y4GBgb06NHjkWN79uzJL7/8wt27d8sgMlEaOnbsKG9oK4iwsDBMTEyoV6/eI8fWq1cPExOTQj8IiSffzZs3+eqrr2jcuDFTp07N06/QwcGBTp060b59e2bPns1XX33Fl19+SaNGjWjUqBGzZ8/m9OnT7NmzRxJY5YiPjw9Hjx7lzp07xMTEANmb/dSoUYO2bdtSs2ZN/QYodEIuJIn8PE7iKOeOgZqdDYUQTz+dJLA6dOjAmjVrOHjwYK77R44cyZw5c8jMzKRTp0688cYbeHl54evry/Lly0lISEBRFF5++WVdhCEqoOTkZMzMzDAxMXnkWBMTE8zNzUlOTi6DyERpmDRpkr5DEE8oSWyWf7/99htZWVm88cYbhW62oVKpeP3113n99dfZvHkzU6dOBWDIkCGcPn2aGzdulFXI4jEkJSWxePFiTp06BeRePhoYGMj169fZuXMnrVq14p133pGd68q5559/Xt8hCCGEeAroJIHVu3dvVCoVfn5+nDhxgtatWwNQo0YNPvroIz799FMSEhKYP39+nrlNmjRh3LhxughDVEBWVlZER0cTHR39yEaw0dHRJCYmSsNYIcoBBwcHAgICuHHjBnXq1Cl07PXr10lJSZFdCMu5mzdvYm5ujoODwyPHOjo6YmFhwT///KO9z9PTE2NjY20Vj3hyZWZmMmvWLG7duoVarcbFxYWGDRtiZ2cHQEREBFeuXCEwMJCTJ08SHR3NF198IbtNCiGEEBWcThJYVapU4fbt26SlpeV54zlz5kwsLCz47LPPSEhI0N6vKAqDBw/mhx9+kB5YosRq167NiRMn+OWXXx5Znr5mzRqAR34YFkLoX/PmzfH39+fbb7/l008/1X6wfVhERATffvstiqLQokWLMo5S6FJycjJqtZqMjIxCK7Agu3F7SkoKBgYGue43NDQkKyurNMMUOrB//35u3ryJqakpb7/9doE7yh45coSlS5dy8+ZN9u/fzwsvvFDGkQohhBDiSaKTBBZkX/ksyPvvv8+ECRM4efIkISEhWFhY0KxZM5ydnXX18KKC6tOnD8ePH+fgwYMkJCTw0ksvUaNGjVxjfH192bhxI2fOnEFRFHr37q2naIWuJCcns2/fPi5dukR4eDhpaWm5dipKSkri7NmzALRv315fYYrH0L9/fw4cOEBwcDDjx4/n+eefp379+lSpUgWAyMhILl++zKFDh0hOTsbGxoZ+/frpN2jxWBwdHQkKCuLQoUN06dKl0LGHDx8mMzMz1/uI5ORkkpKScHR0LO1QxWM6fPgwiqLw+uuvF5i8guz/v9PT01myZAmHDx+WBNZTICsrixMnTnDs2DF8fX2JjY0Fsncu9/Lyol27drRq1UqWhYtH8jarKc3XhaiAdJbAehQTExM6dOhQVg8nKohnnnmGYcOGsW7dOs6cOcOZM2cwMzPT7loVFRWVq+fV0KFDpblvOefj48Ps2bOJjo7W9kx5+I2uubk5W7ZsISAgAGtraxo1aqSHSMXjqFSpEjNnzuTzzz8nMjKS33//nd9//z3POLVajZ2dHdOmTaNSpUp6iFToSrt27Vi/fj3Lli0DoHPnznn+bavVav766y+WLVuGoii5EtQ+Pj4AspS0HPD390elUhXpfWGHDh347rvv8Pf3L/3ARKmKjIxkzpw5+Pr6Arn7nml2FT516hQ1a9ZkypQp2gsW4unilxag7xAK9CTHJoTIVmYJLCFKy+DBg3F1deWXX34hODiYpKQkkpKSco1xcXFhxIgRtGrVSk9RCl2Ijo7m008/JS4uDg8PD1q3bs327dvzbczfrVs3fvrpJ06fPi0JrHKqevXqfPvtt+zevZvjx4/j7++vXR5mYGCAu7s7bdq0oUePHtLg+SkwYMAAzp49i4+PD0uXLmXt2rV4e3trL0hER0dz8+ZNYmNjUavV1KxZk/79+2vn//XXXwDy770cSEtLw8TEpEg9rQwNDTE1NSUtLa0MIhOlJTU1lenTpxMYGIiiKDRq1ChP37PLly9z6dIlfHx8mD59OgsXLpQ2I0+hFeFr9B2CEKIc00kCy8DAAAMDA7Zu3UqfPn2KPG/v3r306NEDRVHIyMjQRSiigmrdujWtW7fm3r17+Pr6EhcXB2Q3effy8ip0iasoP7Zv305cXByNGzfmk08+QaVSsWfPnnwTWM2aNeOnn37i1q1beohU6Iq5uTmDBw9m8ODBZGRkEB8fD2RXaD2qT5IoX4yMjPjss8/46aefOHjwIDExMZw+fVpbhZWz4rJTp06MHTsWIyMj7fxXX32VkSNHYmVlpZf4RdHZ2NgQERFBaGjoI5d8hoSEkJiYiL29fRlFJ0rD7t27CQwMxNramqlTp1K7du08Y/r378+NGzeYM2cOQUFB7N69m/+3d9/hUZX5//9fJ3VSSCGAEIKhKl0wgihIIqDsLn4MAjZWRUBcXRXcdRcLFqygu6uggi7riiyINAUVsaCRHnozapQmRVoK6ckkmTm/P/hlvsSENKbC83FdXNfkPvc588oVJpl5n7sMGzbMA2kBAN7Kae/+zxwG7I7zgOq0adOGYtV5bOvWrTIMQ6NHj671zn3z5s0VGBio48ePuykdXC0gIIBdRM9zISEhGj9+vG699VZt3LhR+/fvr7RGTtu2bdWnT59qix5RUVFuTouG6tatm1JSUjRr1iw98cQTZ/19brPZNGvWLBmGoe7du7s5JZxp/fr1MgxDDzzwQLXFqwqdO3fWAw88oClTpmjdunUUsM4j77zzjqcjADgPcPsagM84efKkAgMDFR8fX6f+FoulynRSAN7voosuUnJysqdjwEWGDRum1atXa9u2bZo4caJGjBihbt26KTw8XJJUUFCg3bt3a8mSJdq3b5/8/f0rTReF7zl69KgCAgLqtFts7969FRgYqKNHj7ohGdyF6d0AnMGjBayKD5YWi8WTMQD4CD8/P9lstjr1tdlsKioqUkhIiItT4VylpaVJOr3ZR4cOHSq11VfXrl2dlguAa7Rq1UoPPvig3nzzTe3du1cvv/yyJDmmhJaVlUk6PUrf399fDz30kFq1auWxvDh35eXlCgwMrNPugn5+fgoMDHT8PwAAoIJHC1gbN26UJDVr1syTMeAjxo0bJ0lq0aKFnnvuuUpt9WEYhmbNmuXUbHCPZs2a6fDhw8rIyKh1PZS0tDTZbDa1bNnSTenQUJMmTZJhGGrZsqVmzJhRqa2+li1b5uR0AFxhwIABiouL07x587R7926ZpllpofaKhb7vuOMOR2Ebvqtp06Y6duyYfvnlF7Vu3brGvgcOHFBRUZFiY2PdEw4A4DPqXcDavXu3du7cWe2xikVXa2KapgoLC7V9+3bNmzdPhmGoV69e9Y2BC9DJkyclqdKONBVt9dGQD8XwDpdffrkOHz6sFStWaNSoUWftV1ZWpjlz5vD7xYeYplllTUTWSDx/TZ8+XZLUuHFj3XnnnZXa6sMwDI0fP96p2eA+l1xyiZ577jkVFBRo3759lTZgadeunWNKIXxfjx49dPToUc2cOVOTJ08+686xxcXFmjlzpgzDUM+ePd2cEgDg7Qyznp8Qnn32Wcfolwpn7gxUH6ZpyjAMrVy5UgMGDKjXubjwVGyRHhYWpj59+lRqq6+BAwc6LRfc59SpU7rvvvtUWlqqMWPG6Pe//73Gjh2r3NxcLVu2TKZpKi0tTe+995727t2riIgIvf322woLC/N0dABnSE5OrjLqrqKtLm9LKvoZhsGoO8AHZGRk6MEHH5TValXjxo2VnJysbt26KSYmRpKUlZWlXbt2afny5crMzJTFYtGMGTPUpEkTDycHAHiTBhWwnn32Wac8+UUXXaQXX3xRY8aMccr1AJz/tmzZopdfflnl5eUKDg5WWVmZ7Ha7WrZsqaysLJWUlMg0TQUFBempp55i5yrAC02bNk2GYSg6Olp33XVXpbb6mjBhgrPjAXCBHTt26OWXX1ZxcfFZX+umaSokJESPPvooI7AAAFXUu4C1a9euKlMIR48eLcMw9OCDD+ryyy+v8Xw/Pz+Fh4erTZs26tat21m3TgaAs9m/f7/eeecdff/999Ue79ixo/70pz+pbdu2bk4GZ8nIyJCfn5/j7nxtsrKyZLfba10bDQDgOSdPntSiRYuUmpqqgoKCSsfCw8PVt29f3XzzzfwuBwBUq94FrOr4+fnJMAwtXbpUN954ozNyAXUyadIkNWrUSI899lid+v/jH/9Qbm6uXnjhBRcngzscP35c6enpOnXqlOx2u6KiotSxY0cWbj8PJCcnKzo6Wu+9916d+t9zzz3KzMxkOhngZYYOHeq0a/H6Pr8cP35cubm5kqTIyEg1b97cw4kAAN7OKbsQzp49W5JqHX0FOFtaWpqio6Pr3P+nn35SZmamCxPBnZo3b84bXgDwYs7ajIENWM4//A0HANSXUwpYNe0GBngTu93u6QgAXMBqtcrPz8/TMQD8xosvvujpCAAA4DzhlAJWXdlsNn3//fcqLy/XpZdeys5gcKuysjLl5uYqJCTE01EAONHRo0eVn59fr9GY8E42m00rV67U+vXrdfDgQRUUFNR644FpZd6ta9euno4AN8vIyHDatVgLCwBwJqcUsAoLC/Xll19Kkq644gpdfPHFVfr873//0yOPPKLs7GxJksVi0YQJE/Tiiy8yLBx1lpGRoRMnTlRqKysr0/fff1/jNIWCggKtXbtW5eXlat++vatjwgnGjRsnSWrRooWee+65Sm31YRiGZs2a5dRscL6NGzdq06ZNldoKCws1ffr0Gs8rLCzUDz/8IEnq3Lmzy/LB9UpKSvT000/r559/rvO0M94/XNimTJmiwsJC1rX0Mg35W302FKgBAGdySgFryZIlGj16tPz9/bV///4qx7/44gvdfffdMgzD8aa0uLhYL7/8cp0+oAAVvv76ay1cuLBSW2FhoSZNmlTruRX/9wYPHuySbHCukydPSpKCgoKqtNUHH3B9w4EDB5SSklLp70RpaalSUlLqdH6jRo102223uTIiXGzhwoX66aefZBiGevXqpSuvvFIxMTGVfgcAZ0pPT3csAg7v4ax1zwAA+C2nFLC+/vprSVLv3r3VqlWrKscfffRRSaf/oF122WVq06aNvvnmG+Xn52vGjBkaM2aMLrvsMmdEwQXgzDdGZ37YPRvDMBQSEqL4+Hhdf/31GjBggKsjwgnGjx8vSZWmGle04fzTpk2bSq/NlJQUBQUFqV+/fmc9xzAMhYaG6uKLL9ZVV12lRo0auSMqXGTDhg0yDEN33nmnhg8f7uk4ABroP//5T7XtP/30k2bOnKmAgAD97ne/U7du3RQTEyNJysrKUlpamj7//HPZbDbdf//9uvTSS90ZGwDgAwzTCbdJEhIStHPnTk2cOFFTpkypdGznzp26/PLLZRiGHnzwQcdoq59//lkJCQkqKiqq1A7UR3JysqKjo/Xee+95OgoAJ+K1feEZPny47Ha7FixYoODgYE/HgQ8YNWqUcnNzmWbmA44cOaK//e1vio2N1eTJkxUREVFtv/z8fD3zzDM6duyY/vnPf6ply5ZuTgoA8GZO2bIpMzNTkqq9U/LVV19JkgICAvT000872i+55BKNGDFCpmlq/fr1zoiBC9C1116rvn37ejoGACd78cUX9dhjj3k6BtyoUaNGCgkJoXgFnIcWLlyokpISPfTQQ2ctXkmnfw88+OCDKioqqrJkBAAATi1gVfcHad26dZKkPn36OIYJV+jdu7ckVbtuFlAXDz/8sFMXCwXgHbp27aqOHTt6OgbcqFu3bioqKnLqDmYAvMN3332nkJAQtWnTpta+bdu2VWhoqHbv3u2GZAAAX+KUNbAqtriubiHN1NRUGYaha665psqxiq1xCwoKnBEDwHmEbbiBC8stt9yiTZs2ac6cOfrb3/7m6TgAnKjivb7dbpefX833z+12u8rKylRWVuaOaAAAH+KUAlZMTIyOHTumgwcPVmrfuXOnsrKyZBiGrrrqqirnFRcXSxI7DKHBFixY0KDz2K3M+7EN94WtIT9/wzA0a9YsF6SBO7Rq1UqTJk3SK6+8osmTJ2v48OHq0KGDLBaLp6MBOEcxMTE6ceKEUlNTa136ITU1VWVlZWrRooWb0gEAfIVTCljdu3fX0aNHtXjxYk2ePNnRPmfOHEmSn59ftTtJHTp0SJL4A4UG++CDD2QYRp37m6YpwzAoYPkAtuG+sJ08ebJO/c7cibQ+vwvgWUOHDq3x+M6dO7Vz5846XYsCNeD9rr76an300UeaMWOGLBaLEhISqu23fft2zZgxQ4ZhsMYpAKAKpxSwkpOT9cUXXyg9PV233367Ro0apW3btjn+AA0aNEiRkZFVztuyZYuk6hd/B+qiS5cuNX5oLSws1JEjR1RWVqbw8HC1bt3afeFwTtiG+8I2fvz4Go8XFRVpz5492rBhg4KDgzVy5EhG6vgQZxWoKVoCvqFiivCvv/6q559/XvHx8ZX+fmdnZystLU0HDhyQaZqKi4vTzTff7OHUAABvY5hOeBdZWlqqbt26ac+ePZXeTJqmKX9/f61evVpXX311pXOKiorUrFkzFRcX65lnnqm0QyHgTFarVcuWLdOCBQv0xz/+USNGjPB0JDQQ23Djt44ePapnnnlGkZGRmjJligIDAz0dCXWQlpbmtGt17drVadeCbxk1apRyc3MZhecjcnJyNG3aNO3YsUNS1QJ0xUeSyy+/XBMmTFBUVJS7IwIAvJxTRmAFBQXpyy+/1PDhwx1/lCQpNDRU06dPr1K8kk6vXVRUVCTDMDRgwABnxACqFRwcrFtvvVWGYWjevHlq06bNWYeuw7vVdxvuv/zlL1q4cKH++te/ujEl3Ck2NlZ//vOfNXnyZH344YdMD/YRFJ2AC09UVJQmT56sH374QRs2bNDevXuVl5cn6fRO5u3bt1ffvn3VqVMnDycFAHgrpxSwJKl169batm2btm3bpr179yosLEx9+/ZVdHR0tf0tFoueeeYZGYZRbYELcLYbbrhB8+fP17Jlyyhg+Si24UZ1evToocDAQK1Zs4YCFjRlyhQVFhbqhRde8HQUuFhMTAyjLn1Q586d1blzZ0/HAAD4IKcVsCokJCTUqTgwcuRIZz81UKPQ0FCFhoZq3759no6CBmIbbpyNn59fnRd+x/ktPT1dubm5no6BejBNU/n5+bJarWratGmdz3v11VddmAoAAHgbpxewAG+Vm5urwsJCBQUFeToKGohtuFGdH3/8UVarVY0aNfJ0FAD1sGfPHi1atEi7d++W1WqVVHlXyYKCAs2ZM0eGYWjs2LEKDg72UFIAAOANKGDhglBWVqZ///vfkqRWrVp5OA0aim24cSabzabNmzfrv//9rwzDUJcuXTwdCUAdffXVV3r77bdls9kcbb9d1Ds8PFyZmZnasWOHunTposTERHfHhJMVFBRoy5YtOnTokAoKClReXn7WvoZh1LojLQDgwkIBCz5twYIFNR4vLS1VVlaWduzYoby8PBmGod/97nduSgdnYxvuC8e4ceNqPF5WVqacnBxJp6cfWSwW3X777W5IBuBc7d+/X2+99ZbsdrsGDx6spKQkTZkyRfn5+VX6Dhw4UNu3b9e2bdsoYPm4FStW6L333lNpaamjrbrN0A3DkGmaFLAAAFXUq4Dl7+8v6fQfljPvmFS0N9RvrwfU1QcffFDljm11Kt4IDR06VNdff70bksEVQkJC9NJLLzm24f7ll1908ODBSn1+uw23xWLxRFSco/qsZ3XppZdq3Lhxat26tesCAXCajz/+WHa7XTfeeKPGjh0rSWdd17Bbt26SxPqVPm7Dhg2OkfABAQHq0KGDYmJiWNYBAFAv9SpgVXeXpKZ2wNW6dOlSYwHLz89P4eHhio+PV79+/RQXF+fGdHAFtuG+MNR2193f39/x2q7Pos8APC8tLU2GYWjYsGG19o2MjJTFYlFmZqYbksFVKtY269q1qx555BE1btzYs4EAAD6pXgWs/v37V1ssOFs74GovvfSSpyPAQ9iG+/w2cOBAT0cA4CI5OTmyWCyKjo6uU/+AgAAVFxe7OBVc6eDBgzIMQxMmTKB4BQBosHoVsFatWlWvdgAAAOBMFotFxcXFstvtZ506WKG4uFiFhYWKjIx0Uzq4gmEYCgkJUbNmzTwdBQDgw2p+1wAAAAA4UVxcnOx2uw4cOFBr39TUVJmmqXbt2rkhGVzl4osvltVqrbSAOwAA9cUuhAB8UkZGhn788UdlZ2erpKSkxr633Xabm1KhIdLS0px2ra5duzrtWgBc4+qrr1Z6eroWLlyoJ5544qz9jh8/rjlz5sgwDPXt29eNCeFsQ4YM0auvvqpvv/1WgwcP9nQcAICPooAFnzFu3DinXMcwDM2aNcsp14L7ZWVlaebMmdq2bVutfSt2n6SA5d0mTZrktHUUKxYKBuC9fv/73+vzzz/X5s2bNXXqVCUnJzs2BMrNzdXJkye1ZcsWLV++XIWFhWrTpo2SkpI8GxrnJDExUd9//73eeecdhYSEqH///p6OBADwQU4rYNlsNm3ZskVbtmxRRkaGsrKyZBiGYmJi1LRpU1155ZVKSEioda0D4GxOnjzplOuw4YDvKiws1BNPPKETJ07Iz89PrVq10i+//OLYkjs3N1fHjh2TaZoKDw9X69atPR0ZdcRutnCWmJgYBQYGejoGahAUFKSnn35azz77rFJTU7Vx40bHsVGjRjkem6ap2NhYTZo0Sf7+/p6ICieZPn26pNM/+1dffVX/+9//1L59e4WEhJz1HMMwat2RFgBwYTHMc/zU8Ouvv+qll17S3LlzVVhYWGPf8PBwjR49Wo8++qhatGhxLk+LC9A333zjtGuxw5lvWrBggT744APFxcVp8uTJatq0qZKTkxUdHa333ntP0ukRWvPmzdO3336rkSNH6pZbbvFsaAANYpqm8vPzZbVa1bRpU0/HgQsUFxdr6dKl+uabb5SZmVnpWHR0tAYNGqRhw4YpNDTUQwnhLMnJyTIMo043Kyr6GYbBqFoAQCXnNAJr0aJFGj16tEpKSur0Byk/P19vvPGG3nnnHf3vf//TsGHDzuXpcYGh6IRNmzbJMAyNGTPmrB9oY2JiNGHCBPn7+2v+/Plq166dEhIS3JwUQEPt2bNHixYt0u7du2W1WiVVnhpaUFDgWBdp7NixCg4O9lBSnKuQkBCNHDlSI0eOVFZWlrKzs2W32xUVFaWLLrrI0/HgRNdeey0j4AEA56zBBazZs2dr3LhxMk3TUbyKiorSlVdeqfj4eEVHR8s0TZ06dUq//PKLNm3apLy8PJmmqaKiIt1yyy167733dMcddzjtmwFwfjt27Jgk6bLLLqvUXl5eXqXvyJEjtXLlSn366acUsAAf8dVXX+ntt9+WzWZztP32Q294eLgyMzO1Y8cOdenSRYmJie6OCReIiYlRTEyMp2PARR5++GFPRwAAnAcaVMA6cOCAxo8fL7vdLknq1auXnnrqKd1www1nPcc0TX3yySd68cUXtXXrVtntdj3wwAO65pprFB8f37D0AC4o5eXlCg8PV0DA//vVFRQUpKKioip9GzdurLCwMO3bt8+dEeEiRUVF2r9/v3JyciSdvmHStm1bphadR/bv36+33npLdrtdgwcPVlJSkqZMmaL8/PwqfQcOHKjt27dr27ZtFLB80Lx585SUlKS4uDhPRwEAAD6kQQWsJ598UoWFhTIMQ+PGjdObb75Z6QNldQzDUHJysoYMGaIHHnhA//nPf1RQUKAnn3xSc+fObVB4oILdbteGDRu0bt067d27V7m5uZKkyMhItW/fXv3799dVV13F8HUf17hxY506dapSW3R0tE6ePKlff/1VLVu2dLSXlZWpqKiIhX993L59+/T+++9r+/bt1R5PSEjQH//4R7Vt29bNyeBsH3/8sex2u2688UaNHTtWks668Uu3bt0kiQK1j1q8eLGWLFni2F2wf//+io6O9nQsAADg5eq9JeCpU6f00UcfyTAMJSYm6q233qq1eHWmgIAAvfXWW+rfv79M09RHH33kKDYADZGVlaWJEyfqn//8pzZu3KiMjAyVlpaqtLRUGRkZSk1N1SuvvKKJEycqKyvL03FxDpo3b66ysjJlZGQ42i655BJJ0qefflqp76effirTNNWkSRO3ZoTzrF69WhMnTtT27dsd09UDAgIUEBDg+Hrr1q36+9//rjVr1ng6Ls5RWlqaDMOo0/qYkZGRslgsVRb+hm9o27atTNPU/v37NXv2bI0ZM0bPPPOMUlJSVFxc7Ol4AADAS9V7BNann34qq9UqwzA0derUBo1o8fPz0yuvvKI+ffqopKREn3zyie688856XwewWq16+umndeTIERmGoR49euiyyy5zFC0yMzO1a9cu7dy5U3v27NHTTz+t1157TUFBQR5Ojobo1q2bdu3apR07duj666+XJA0aNEhr167VF198ocOHD6t9+/b69ddftXXrVhmGoX79+nk4NRriyJEjmj59umw2m+Lj43XzzTfrsssuU0REhCQpLy9PO3fu1JIlS3Tw4EFNmzZNbdu2ZUqSD8vJyZHFYqnzSJyAgACKHT7qtdde05EjR7Rq1SqtXbtWx48f186dO7Vr1y699dZb6t27txITE5WQkMAo2vNMZmamvv76a/3444/Kzs6W1Wo960ZQhmFo1qxZbk4IAPBm9S5gbdu2TZLUpUsX9e7du8FP3Lt3b3Xt2lXff/+9tm7dSgELDbJ8+XIdOXJEkZGRevzxx9WpU6cqfW666Sb98MMPmjJlin799VctX76cHTB91DXXXKOdO3fqyJEjjrYePXpoyJAh+uyzz5SWlqbvv//e8Wb40ksv1S233OKpuDgHS5culc1mU8+ePTVp0iQFBgZWOh4REeGYGvzCCy9o586dWrZsmR588EEPJca5slgsKi4ult1uP+vUwQrFxcUqLCxUZGSkm9LB2eLi4nTHHXfojjvu0E8//aTVq1dr3bp1ys3N1bp167R+/XqFh4erX79+SkxMrPbvO3zLqlWrNGPGDJWVldVYtKo4xrIPAIDfqncBa8eOHTIMQ1dfffU5P3nfvn2VlpamHTt2nPO1cGFav369DMPQAw88UOOb286dO+uBBx7QlClTtG7dOgpYPqp58+Z68cUXq7Tfe++9SkhI0Pr165WVlaXQ0FD16NFDAwcOrNcUZ3iP3bt3yzAM3XfffVWKV2cKDAzUn/70J91///3auXOn+wLC6eLi4vTTTz/pwIEDateuXY19U1NTZZpmrf3gGy699FJdeumluueee7Rr1y6tWrVKmzZtUn5+vr744gt98cUXatasGaNxfNi+ffv0+uuvy2azqUePHkpISNB///tfhYaGasyYMcrJydF3332n3bt3KyIiQrfddpssFounYwMAvEy9P9n9+uuvkqSuXbue85N36dJFkiqNpgDq4+jRowoICKjTaMDevXsrMDBQR48edUMyuFtCQoISEhI8HQNOcurUKYWGhqp58+a19o2NjVVYWJhjh0L4pquvvlrp6elauHChnnjiibP2O378uObMmSPDMNS3b183JoSr+fn5qWfPnurZs6dKS0u1efNmffTRR9q3b59Onjzp6Xg4B5988olsNpuuvfZaPfzww5Kk//73vwoODtZ1110nSbr55pu1e/duTZkyRd98841efvllDyYGAHijei/inpeXJ+n0FubnquIaFdcE6qu8vFyBgYF1Gmbu5+enwMBAlZeXuyEZXOGll17SlClTdPz4cU9HgYsFBQXJarXKZrPV2re8vFxWq5W17Xzc73//e7Vo0UKbN2/W1KlT9eOPPzqmEuXm5mrPnj2aP3++/vrXvyonJ0etW7dWUlKSZ0PDJfLy8vT1119r+fLl2r9/v6fjwAm+//57GYZRZVr/b6cSdu/eXffee6/27dunpUuXujMiAMAH1HsEVkWxqVGjRuf85BXXyM/PP+dr4cLUtGlTHTt2TL/88otat25dY98DBw6oqKhIsbGx7gkHp9u6dav8/f31+OOPezoKXOziiy9Wenq61qxZo2uvvbbGvmvXrlV5ebk6dOjgpnRwhaCgID399NN69tlnlZqaqo0bNzqOjRo1yvHYNE3FxsZq0qRJLPB9HrFardq0aZNWr16tHTt2yG63O4obrVu3VmJioocT4lzk5OQoICCg0nswwzBUWlpapW+/fv30xhtvaN26daxjCQCopN4FrLKyMhmG4dSFFRkRg4bq0aOHjh49qpkzZ2ry5MkKDQ2ttl9xcbFmzpwpwzDUs2dPN6eEs0RFRbHr2AWif//++vHHH/Xvf/9bISEh6tOnT7X9Nm7cqLfffluGYah///5uTglni42N1bRp07R06VJ98803yszMrHQ8OjpagwYN0rBhw876+x6+w263a+fOnVq9erU2btxYaUe6pk2bqn///kpKStLFF1/s4aQ4V8HBwVXaQkJCVFxcrNLS0kojaAMDAxUcHKwTJ064MyIAwAewujF82rBhw5SSkqKff/5ZDz74oJKTk9WtWzfFxMRIkrKysrRr1y4tX75cmZmZslgsLODuw7p166bVq1fr8OHDatWqlafjwIUGDx6sb7/9Vj///LOmTp2qVq1aqXv37pVe27t379bhw4dlmqYuvfRSDR482MOp4QwhISEaOXKkRo4cqaysLGVnZ8tutysqKkoXXXSRp+PBCX766SetWbNGa9eudYzsN01T4eHh6tu3r5KSktS5c2cPp4QzxcTE6PDhwyovL3dsrtKiRQvt379f6enp6t69u6PviRMnVFRUxCLuAIAqGlzAYmtbeIOmTZvqscce08svv6ysrCzNnj272n6maSokJESPPvqomjRp4uaUcJYRI0YoNTVV//73v/XMM8/UuDsdfJu/v7+eeeYZTZs2TVu2bNGhQ4d0+PDhSn0qRmr07t1bEyZMYDrZeSgmJsZRtMT5Y+LEiTIMQ6ZpKjAwUL1791ZiYqISEhLYOfY8FR8fr0OHDunAgQOO6d7du3fXvn379M477+ipp55S06ZNlZeXpzfffFOGYahNmzYeTg0A8DaG+dvVE2vh5+fn1OKVaZoyDKNOC/UCZ3Py5EktWrRIqampKigoqHSs4o7uzTffrKZNm3ooIZwhIyNDaWlpevvttxUVFaUhQ4aoY8eOioiIqLF4wc/dt6Wnp2vdunXau3evY7RGRESEOnTooL59+6pjx44eTghnmDdvnpKSkhQXF+fpKHCxoUOHqnv37kpMTNRVV13FdNALwKpVq/Taa69p2LBhjjXtsrKy9Oc//1lWq1XS6bVxz1wX97HHHjvr9HEAwIXpnApY9Ty16pP//3ffKGDBmY4fP67c3FxJUmRkpJo3b+7hRHCWoUOHNui8ZcuWOTUHAOdLTk52jLpISkpS//79FR0d7elYcIFTp07xs73AWK1WrVu3TuHh4bryyisd7WlpaXr11VeVlZXlaAsODtZdd92lG264wRNRAQBerEEFLKeHoIAFoA6Sk5MbdN7HH3/s5CQAnO0vf/mL9u/fL0mOzWLOHKUTEhLi4YQAGqqoqEjS6eLUb0dM22w2paenKzMzU2FhYerUqZPCwsI8ERMA4OXqXcACvAlTTi4sJ0+ebNB5zZo1c3ISuNrYsWPVv39/JSYmqnXr1p6OAzc5cuSIVq1apbVr1+r48eOSThezfrtOEuudAb6lYoTlf/7zH6b1AwAajAIWfBpTToDzU8VrW5Iuvvhix+ubTRguHD/99JNWr16tdevWOaaFG4ah8PBw9evXT4mJierUqZOHU6I2kyZNknT6RsKECRMqtdWHYRh64YUXnJoN7nPrrbfK399f8+fP93QUAIAPo4AFn8aUE+D8tHz5cq1evVo///yzpP+3822XLl2UmJiovn37MsXkAmG327Vr1y6tWrVKmzZtUnFxseP/Q7NmzTRr1iwPJ0RNKqZ+x8XFacaMGZXa6sMwDNYz9GHjx4/Xr7/+qkWLFjGCEgDQYBSw4POYcnLhSElJqVf/oKAghYWFqVWrVozc8VHHjx93vL6PHDki6fTrOyAgQFdccYUSExPVq1cvBQQEeDgp3KG0tFSbN2/WRx99pH379lHU8AEffPCBpNM7hw4ZMqRSW33dfvvtTssF91q0aJHmz5+vv//97+rbt6+n4wAAfBQFLJxXmHJyfjtzWll9xcXF6aabbtLAgQOdnArusm/fPq1atUrr1q1Tdna2pNOv79DQUPXt21eJiYnq2rWrh1PCVfLy8rRu3TqtWbNG6enpjl2MKWAB3q+srEyPP/64jh07pokTJ+qyyy7zdCQAgA+igIXzElNOzk/33HOPpNMfZK1WqyTJ399fERERjvaKHU0tFosaNWqkwsJCx+5HhmFo8ODBuv/++z2QHs5imqa+++47rV69WqmpqSosLJTEFKPzkdVq1aZNm7R69Wrt2LFDdrtdFW9bWrdurcTERA0bNszDKQHUZsGCBbJarVqxYoWsVqvi4+PVsWNHRUZG1rjD+W233ebGlAAAb0cBC+c9ppycX5YvX653331X3bt314gRI9SxY0fH9LHy8nKlp6frww8/1O7duzV27Fj94Q9/0LFjx7RkyRJ9/fXXMgxDTz31lBISEjz8ncAZDh48qOnTp/PaPo/Y7Xbt3LlTq1ev1saNG2W1Wh1Fq6ZNm6p///5KSkrSxRdf7OGkaKjp06crPDxcY8eOrVP/2bNnKz8/X+PHj3dxMrhKxQjqMz921GVENb/TAQBnYtEQnNfOnHJSsdg7fNfWrVv1zjvvaMCAAdV+kAkICFDXrl3VtWtXvf7665o1a5ZiY2PVo0cPPfTQQzIMQytXrtRXX31FAcuH5eTkaO3atVq9erX27t3raK/pLj68308//aQ1a9Zo7dq1ysvLk3R6tF14eLj69u2rpKQkde7c2cMp4QwpKSmKjo6ucwFr/fr1yszMpIDlw7p06dLgJQAAAKhAAQvnnbpMOYFv+vjjjyVJo0aNqrXvXXfdpZSUFC1dulQ9evSQJA0fPlwrV67Unj17XBkTLlBSUqLU1FStWrVK3333XaXXdbt27ZSYmKj+/ft7OCXOxcSJEx0jNH67CQeL9AO+7aWXXvJ0BADAeYB3hDgvMOXkwrB//36FhYUpMjKy1r5RUVEKCwurNEKnRYsWslgsjgX+4d1sNpu2b9+uVatWacuWLSotLXW8rps3b67ExEQlJiaqZcuWHk4KZzAMQ927d1diYqKuuuoqhYaGejoSvIDdbldOTo6Cg4M9HQUAAHgYBSz4NKacXFjKyspUXl6ukpISWSyWGvuWlJSoqKhIgYGBldoNw1BQUJArY8IJZs6cqQ0bNqigoMBRtIqIiFC/fv2UlJSkSy+91MMJ4WyzZ89WdHS0p2PABYqKihybLVSw2WzKyMg46zmmaaqwsFApKSkqKyvjBhQAAKCABd/GlJMLS8uWLXXgwAF99tlnGj58eI19P/vsM9ntdsXGxjraCgoKVFxcXKkN3unLL7+UdHo3yd69eyspKUk9evSQv7+/h5PBVShenb8+/vhjLVy4sFJbfn6+xo0bV6fzDcNg+j8AAKCABd/GlJMLy6BBgzRr1izNnTtXJSUlSk5OVnh4eKU+hYWF+vjjj7V48WIZhqHrrrvOcezHH3+UdHotNHi3hIQEJSYmqk+fPkwdAs4Dv919rq6bYMfExOj6669XcnKyq6IBAAAfYZh1fQcBeKFTp05x1/4CYpqmXnzxRW3ZskWGYcjf31+tWrVS48aNJZ3+/3Do0CHZbDaZpqkrrrhCTz75pGPno6lTp2rTpk3685//XKmwBcC9Jk2aJElq1qyZJkyYUKmtPgzD0AsvvODUbHC+wsJCxxRC0zR17733KiIiQv/617/Oeo5hGAoNDVVYWJi7YgIAAC/HCCz4tDOLVxs3btSOHTuUkZGh0tLSSh9qSkpKdODAARmGoY4dO3oiKpzAMAw9/vjjWrx4sZYuXer4uR44cKBSP4vFoqFDh+qWW26ptG33Y4895u7IcBLTNJWfny+r1aqmTZt6Og7OUVpamiQpLi6uSlt9nPn6hvcKCwurVIjq0qWLIiIi1KxZMw+mAgAAvoYRWPB5x48f15QpU3Tw4EFJpz/oGoahZcuWOfrYbDbdd999ysjI0NSpUylinQdKSkq0Y8cO7d+/37GrYGRkpNq2bauePXvWusg7fMOePXu0aNEi7d69W1arVZIqvbYLCgo0Z84cGYahsWPHMt3QR3zwwQeSTi/MP2TIkEpt9XX77bc7LRcAAAC8FyOw4NOKior09NNP68SJE4qOjlZCQoLWrVvn+KBbwd/fX4MHD9bcuXOVmppKAes8YLFYdNVVV+mqq67ydBS4yFdffaW3335bNpvN0fbbETfh4eHKzMzUjh071KVLFxZ69hHVFZ0oRAEAAKAmFLDg0z755BOdOHFCHTp00OTJkxUeHq6tW7dWKWBJ0pVXXqm5c+c6FvIG4L3279+vt956S3a7XYMHD1ZSUpKmTJmi/Pz8Kn0HDhyo7du3a9u2bRSwAB9TWlqq/fv3Kzs7W1artcbF3QcMGODGZAAAwNtQwIJPS01NlWEYuueee6rsRvdbcXFx8vf319GjR92UDkBDffzxx7Lb7brxxhs1duxYSZKfn1+1fbt16yZJ2rdvn9vywfmmT5+u8PBwx8+7NrNnz1Z+fr7Gjx/v4mRwhZKSEs2ZM0cpKSnV3nSqDgUsAAAubNV/GgB8xPHjx+Xv769LLrmk1r4VOxoVFRW5IRmAc5GWlibDMDRs2LBa+0ZGRspisSgzM9MNyeAqKSkpWrt2bZ37r1+/XikpKS5MBFcpKyvTk08+qc8//1wlJSUKDQ11jLxq3LixAgICZJqmTNNUcHCwmjRpoiZNmng4NQAA8DRGYMGn2e12BQQEnHVkxplM01RJSQmLPAM+ICcnRxaLpdJOozUJCAhQcXGxi1MBcIYVK1Zoz549aty4sR599FF17NhRycnJioqK0rvvviu73a709HTNnz9f6enpGjlyJKOvAAAAI7Dg25o0aSKr1aqcnJxa+/78888qKytT8+bNXR8MwDmxWCwqLS2V3W6vtW9xcbEKCwvVqFEjNySDN7Db7crJyeGGhI9av369DMPQ6NGjq91Uxc/PT507d9bzzz+vnj176s0331R6eroHkgIAAG9CAQs+rWLtm5UrV9bYzzRNvf/++zIMQ5dffrk7ogE4B3FxcbLb7Tpw4ECtfVNTU2Waptq1a+eGZHCWoqIiZWRkOP5Jks1mq9T2238nT57UgQMHNHv2bJWVlally5Ye/i7QEEeOHJEk9enTp1L7mTuOSnIUuWw2m5YtW+aueAAAwEsxhRA+bejQofr666+1ZMkSXXzxxbryyiur9Dl+/Lj++9//ateuXQoODtaQIUM8kBRAfVx99dVKT0/XwoUL9cQTT5y13/HjxzVnzhwZhqG+ffu6MSHO1ccff6yFCxdWasvPz9e4cePqdL5hGOw66aNKS0sVFhamoKAgR1tgYGC104BjY2MVGhrKCCwAAEABC74tNjZW9913n2bOnKkpU6aoefPmKiwslCQ9++yzysjIcNzpNQxDDz30kBo3buzJyADq4Pe//70+//xzbd68WVOnTlVycrJjkefc3FydPHlSW7Zs0fLly1VYWKg2bdooKSnJs6FRbxU/U+n07+gzv65JTEyMrr/+eiUnJ7sqGlwoKipK+fn5ldoiIyOVlZWlkydPqlmzZo52m80mq9Wq0tJSd8cEAABehgIWfN7111+vxo0ba9asWTp27Jijffv27Y7HTZs21f3336+EhARPRARQT0FBQXr66af17LPPKjU1VRs3bnQcGzVqlOOxaZqKjY3VpEmT5O/v74moaKAbb7xRAwcOlHT653jvvfcqIiJC//rXv856TsVusmFhYe6KCRdo1qyZMjMzderUKcdGDe3atVNWVpZSUlJ02223OfquWbNGNpuNXQgBAAAFLJwfrrjiCl1++eVKS0tTenq6srOzZbfbFRUVpU6dOql79+58uAV8TGxsrKZNm6alS5fqm2++UWZmZqXj0dHRGjRokIYNG6bQ0FAPpURDhYWFVSpEdenSRREREZVG3+D81LlzZ/3www/avXu3Yxpo//79tWnTJi1YsEAnTpxQhw4ddOTIEX355ZcyDEO9evXycGoAAOBphlnX8foAAHhQVlZWpeL0RRdd5OlIABrg4MGDev7559WtWzdNmDDB0f7SSy9p06ZNMgzD0Waaplq0aKF//OMf7DQKAMAFjgIWAOC89c4776ioqEjjx4/3dBQAtbDZbPryyy+1YcMGZWVlKTQ0VD169NBNN92k8PBwT8cDAAAeRgELAHDeGjVqlHJzc7Vs2TJPR0E9lJaWav/+/crOzpbVaq1xcfcBAwa4MRkAAAA8hTWwAACAVygpKdGcOXOUkpIiq9Vap3MoYAEAAFwYKGABAACPKysr05NPPqm9e/fKNE2FhYWpsLBQhmGocePGysvLU1lZmSTJYrGwHtJ5wDRN/fjjjzp48KAKCgpks9lq7H/m7oQAAODCQwELAAB43IoVK7Rnzx41btxYjz76qDp27Kjk5GRFRUXp3Xffld1uV3p6uubPn6/09HSNHDmS0Vc+bPPmzXr77beVnZ1d53MoYAEAcGGjgAUAADxu/fr1MgxDo0ePVseOHasc9/PzU+fOnfX888/rpZde0ptvvqnY2Nhq+8K7fffdd5oyZYrsdrskKSYmRjExMQoKCvJwMgAA4M0oYAEAAI87cuSIJKlPnz6V2n87rayiyLV582YtW7ZMjz32mNsywjkWL14su92u+Ph4TZgwQe3atfN0JAAA4AMoYAEAAI8rLS1VWFhYpVE4gYGBKi4urtI3NjZWoaGhSk9Pd2dEOMmePXtkGIYeeeQRxcfHezoOAADwEX6eDgAAABAVFaXy8vJKbZGRkSovL9fJkycrtdtsNlmtVuXn57szIpzEZrPJYrFQvAIAAPVCAQsAAHhcs2bNZLVaderUKUdbxdSylJSUSn3XrFkjm82mqKgod0aEk8TGxqqsrKzWXQcBAADORAELAAB4XOfOnSVJu3fvdrT1799fpmlqwYIFmj59ulasWKFZs2bpzTfflGEY6tWrl6fi4hwMGjRI5eXl2rRpk6ejAAAAH0IBCwAAeNw111yjJk2aaOfOnY62fv366corr5Rpmvr22281a9YsrVixQuXl5WrevLn++Mc/ei4wGmzIkCFKSEjQzJkzWccMAADUmWGapunpEAAAuMJdd92lvLw8LVu2zNNR0EA2m01ffvmlNmzYoKysLIWGhqpHjx666aabFB4e7ul4aIAFCxbIZrNpxYoVKiwsVOfOndWhQweFhITUeN5tt93mpoQAAMAbUcACAACA2yQnJ8swDElSxdvQiq9rQiEaAIALW4CnAwAAAODC0aVLlzoVrAAAAM7ECCwAgEcNHTrUaddihIbvM01TP/74ow4ePKiCgoJad6pjWhkAAMCFgRFYAACPctZ9FEZ0+L7Nmzfr7bffVnZ2dp3PoYAFAABwYaCABQDwqBdffLHa9mPHjundd99VWVmZ+vbtq27duikmJkaSlJWVpe+++07r169XUFCQxowZo+bNm7szNpzsu+++05QpU2S32yVJMTExiomJUVBQkIeTAQAAwBswhRAA4HWysrL0l7/8RRaLRc8884xatmxZbb+jR49q8uTJKi0t1auvvqrGjRu7OSmc5emnn9auXbsUHx+vCRMmqF27dp6OBAAAAC/i5+kAAAD81sKFC5WXl6fx48eftXglSbGxsRo/frxOnTqlhQsXujEhnG3Pnj0yDEOPPPIIxSsAAABUQQELAOB1tm3bpuDgYHXt2rXWvl27dpXFYtG2bdvckAyuYrPZZLFYFB8f7+koAAAA8EIUsAAAXic3N7dei7ubpqmcnBzXBYLLxcbGqqysrNZdBwEAAHBhooAFAPA6kZGRKi0t1a5du2rtu3PnTlmtVkVGRrohGVxl0KBBKi8v16ZNmzwdBQAAAF6IAhYAwOv06tVLpmnq9ddf18GDB8/a79ChQ3rjjTdkGIZ69erlxoRwtiFDhighIUEzZ85Uenq6p+MAAADAy7ALIQDA6+Tm5mr8+PHKycmRv7+/rrjiCnXt2lUxMTGSpOzsbKWlpWnLli2y2WyKjo7W9OnTGYXlwxYsWCCbzaYVK1aosLBQnTt3VocOHRQSElLjebfddpubEgIAAMCTKGABALzSkSNH9PLLL+vQoUOSJMMwKh2v+PMVHx+vRx99tMbdCuH9kpOTHT/jip/tb3/m1Vm2bJkrYwEAAMBLBHg6AAAA1YmLi9O0adO0du1abdiwQXv37lVeXp4kKSIiQu3bt1ffvn3Vr18/+fv7ezgtzlWXLl3qVLACAADAhYkRWAAAAAAAAPBqLOIOAAAAAAAAr8YUQgCAV7PZbNq3b58yMjJktVo1YMAAT0cCAAAA4GYUsAAAXmvZsmVasmSJCgoKHG1nFrAKCgr0+OOPq7y8XC+99JKio6M9ERMAAACAizGFEADglV5//XW99957ys/PV0BA9fdbwsPDdckll+jYsWNat26dmxMCAAAAcBcKWAAAr7Nx40Z98803CgkJ0d///nctXLhQkZGR1fZNTEyUaZratWuXm1MCAAAAcBemEAIAvM6XX34pwzB01113qV+/fjX2veSSS2QYhn755Rf3hAMAAADgdozAAgB4nb1790qSrr322lr7WiwWhYSEKCcnx8WpAAAAAHgKBSwAgNcpLCxUSEiILBaLp6MAAAAA8AIUsAAAXqdRo0YqLi5WaWlprX2zs7NVVFSkqKgo1wcDAAAA4BEUsAAAXqd9+/aSpN27d9fa98svv5QkderUyaWZAAAAAHgOBSwAgNcZOHCgTNPU3LlzVVBQcNZ+GzZs0OLFi2UYhq677jo3JgQAAADgTuxCCADwOldffbWuuOIKbd26VY888ogGDhyosrIySdK6deuUkZGhLVu26IcffpBpmurfv7+6d+/u4dQAAAAAXMUwTdP0dAgAAH7LarVq+vTpWr9+vQzDqHK84s9Xv3799PDDDyswMNDdEQEAAAC4CQUsAIBXS0tL08qVK5Wenq5Tp07JbrcrKipKHTt21KBBg9SjRw9PRwQAAADgYhSwAAAAAAAA4NVYxB0AAAAAAABejQIWAAAAAAAAvBq7EAIAPColJcVp1xowYIDTrgUAAADAe7AGFgDAo5KTk6vdZbAhli1b5pTrAAAAAPAujMACAHhU06ZNz3osLy9PVqtVkuTv76+IiAhHu81mkyRZLBY1atTI9UEBAAAAeAwjsAAAXmn58uV699131aVLF40YMUKdO3dWYGCgJKm8vFw//PCDFi9erB9++EFjxozRkCFDPJwYAAAAgKtQwAIAeJ3t27frueee0zXXXKO//vWvNU4xfPXVV7VmzRo988wz6tmzpxtTAgAAAHAXdiEEAHidpUuXSpLGjBlT6/pYd999tyTWvwIAAADOZxSwAABeZ//+/QoLC1N0dHStfRs3bqywsDDt3bvXDckAAAAAeAIFLACA1ykrK1NxcbGKi4tr7VtcXKyioiKVlZW5IRkAAAAAT6CABQDwOnFxcbLb7fr0009r7fvpp5/KbrcrLi7ODckAAAAAeAIFLACA17n++utlmqbmz5+vOXPmKC8vr0qf/Px8zZkzR/Pnz5dhGBo8eLAHkgIAAABwB3YhBAB4pZdfflkbNmyQYRjy8/NTq1atFBMTI0nKzs7WoUOHZLfbZZqm+vbtq4kTJ3o4MQAAAABXoYAFAPBKdrtdH330kT788EMVFRVV2yc0NFQjRozQTTfdJD8/BhUDAAAA5ysKWAAAr2a1WrVjxw7t27dPubm5kqTIyEi1a9dOPXv2VHBwsIcTAgAAAHA1ClgAAAAAAADwasy3AAAAAAAAgFejgAUAAAAAAACvFuDpAACAC9ukSZMkSc2aNdOECRMqtdWHYRh64YUXnJoNAAAAgHeggAUA8Ki0tDRJUlxcXJW2+jAMw2mZAAAAAHgXClgAAI+67bbbJEkRERFV2gAAAABAYhdCAAAAAAAAeDkWcQcAAAAAAIBXo4AFAAAAAAAAr0YBCwAAAAAAAF6NRdwBAF5n6NChDTpv2bJlTs0BAAAAwDtQwAIAeJ2G7C9iGIYLkgAAAADwBuxCCADwOmlpaTUeLyws1J49e7Ry5UqVl5fr3nvvVUxMjLp27eqmhAAAAADciQIWAMBn5eXl6amnnlJJSYleffVVhYW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 evolutiongradientguided_evolutionnative_highnative_lowrandomevolutiongradientguided_evolutionnative_highnative_lowrandom
evolution1.0000000.8015770.0000000.0000000.0001260.556406
gradient0.8015771.0000000.0000000.0000000.0000480.427392
guided_evolution0.0000000.0000001.0000000.0843780.0000000.000000
native_high0.0000000.0000000.0843781.0000000.0000000.000000
native_low0.0001260.0000480.0000000.0000001.0000000.001377
random0.5564060.4273920.0000000.0000000.0013771.000000evolution1.0000000.8015770.0000000.0000000.0001260.556406
gradient0.8015771.0000000.0000000.0000000.0000480.427392
guided_evolution0.0000000.0000001.0000000.0843780.0000000.000000
native_high0.0000000.0000000.0843781.0000000.0000000.000000
native_low0.0001260.0000480.0000000.0000001.0000000.001377
random0.5564060.4273920.0000000.0000000.0013771.000000
\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 40, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1547,7 +1545,7 @@ "id": "239676ce-3715-4667-a08c-3a8a816d99ce", "metadata": {}, "source": [ - "### 1.4.8 K-Nearest Neighbor distance (diversity metric)" + "### 1.4.8 Diversity (K-Nearest Neighbor distance)" ] }, { @@ -1560,16 +1558,13 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 28, "id": "4dca03fa-ded7-4863-921d-9f81b9bb2838", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 43, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1715,24 +1707,24 @@ }, { "cell_type": "markdown", - "id": "580c974f-03bd-4d13-83ce-b6334081979f", + "id": "31a9262e-c2f8-4402-88ff-2e25be9abd6b", "metadata": {}, "source": [ - "### 1.4.9 Groupwise classifiers" + "## 1.4.9 Distribution shift" ] }, { "cell_type": "markdown", - "id": "b440f88c-0c4f-4f26-8e21-660494cc7e8b", + "id": "89aa108f-f846-40f5-a48c-a2a7978e0e57", "metadata": {}, "source": [ - "For each group of synthetic sequences, we train a separate Support Vector Machine (SVM) classifer to distinguish them from the reference (\"native_high\") sequences based on their k-mer embedding. High performance of the classifier indicates that the sequences are easy to discriminate:" + "Instead of comparing individual sequences to the reference group, we can compare the overall distribution of each group in the embedding space to that of the reference group. This uses Hotelling's T2 test to compute a p-value for each group separately." ] }, { "cell_type": "code", - "execution_count": 44, - "id": "f4198668-d40a-41f7-924d-a1a58f81dd6f", + "execution_count": 31, + "id": "147c5f0d-78a9-4f5e-8c3e-7a19d20186bc", "metadata": {}, "outputs": [ { @@ -1756,125 +1748,235 @@ " \n", " \n", " \n", - " Accuracy\n", - " AUROC\n", + " t2_stat\n", + " fval\n", + " pval\n", + " padj\n", " \n", " \n", " Group\n", " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", + " native_high\n", + " 0.00\n", + " 0.00\n", + " 1.00e+00\n", + " 1.00e+00\n", + " \n", + " \n", " native_low\n", - " 0.99\n", - " 0.99\n", + " 31914.30\n", + " 319.14\n", + " 8.43e-48\n", + " 5.06e-47\n", " \n", " \n", " random\n", - " 0.99\n", - " 0.99\n", + " 3026.84\n", + " 30.27\n", + " 7.98e-24\n", + " 1.60e-23\n", " \n", " \n", " evolution\n", - " 0.97\n", - " 0.97\n", + " 1517.00\n", + " 15.17\n", + " 3.07e-17\n", + " 4.61e-17\n", " \n", " \n", " gradient\n", - " 0.99\n", - " 0.99\n", + " 3615.98\n", + " 36.16\n", + " 1.41e-25\n", + " 4.24e-25\n", " \n", " \n", " guided_evolution\n", - " 0.88\n", - " 0.88\n", + " 858.16\n", + " 8.58\n", + " 3.28e-12\n", + " 3.93e-12\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Accuracy AUROC\n", - "Group \n", - "native_low 0.99 0.99\n", - "random 0.99 0.99\n", - "evolution 0.97 0.97\n", - "gradient 0.99 0.99\n", - "guided_evolution 0.88 0.88" + " t2_stat fval pval padj\n", + "Group \n", + "native_high 0.00 0.00 1.00e+00 1.00e+00\n", + "native_low 31914.30 319.14 8.43e-48 5.06e-47\n", + "random 3026.84 30.27 7.98e-24 1.60e-23\n", + "evolution 1517.00 15.17 3.07e-17 4.61e-17\n", + "gradient 3615.98 36.16 1.41e-25 4.24e-25\n", + "guided_evolution 858.16 8.58 3.28e-12 3.93e-12" ] }, - "execution_count": 44, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "emb.uns['svm_performance']" - ] - }, - { - "cell_type": "markdown", - "id": "b6f68553-3bc6-48df-835d-4317b020d427", - "metadata": {}, - "source": [ - "## 1.5 All-to-all comparisons" + "kmer_emb.uns['dist_shift_test']" ] }, { "cell_type": "markdown", - "id": "874aa13b-f2a4-437c-a84e-c7e7a4fc40ab", + "id": "580c974f-03bd-4d13-83ce-b6334081979f", "metadata": {}, "source": [ - "Some of the above analyses compare each group of synthetic sequences to the reference group (native_high) one at a time. We may also want to understand how similar these groups are to each other. Below are some all-to-all comparisons." + "### 1.4.10 Groupwise classifiers" ] }, { "cell_type": "markdown", - "id": "914cc585-6c47-42b4-bf51-001aa1f11db0", + "id": "b440f88c-0c4f-4f26-8e21-660494cc7e8b", "metadata": {}, "source": [ - "### 1.5.1 Mean edit distance between all sequences in all groups" + "For each group of synthetic sequences, we train a separate Support Vector Machine (SVM) classifer to distinguish them from the reference (\"native_high\") sequences based on their k-mer embedding. High performance of the classifier indicates that the sequences are easy to discriminate:" ] }, { "cell_type": "code", - "execution_count": 45, - "id": "39e2ae7e-59e1-42da-9bc6-8a42ea8eadd3", + "execution_count": 32, + "id": "f4198668-d40a-41f7-924d-a1a58f81dd6f", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.8/site-packages/seaborn/matrix.py:530: ClusterWarning: scipy.cluster: The symmetric non-negative hollow observation matrix looks suspiciously like an uncondensed distance matrix\n", - "/opt/conda/lib/python3.8/site-packages/seaborn/matrix.py:530: ClusterWarning: scipy.cluster: The symmetric non-negative hollow observation matrix looks suspiciously like an uncondensed distance matrix\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { - "image/png": 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evolution0.970.97
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guided_evolution0.880.88
\n", + "
" + ], + "text/plain": [ + " Accuracy AUROC\n", + "Group \n", + "native_low 0.99 0.99\n", + "random 0.99 0.99\n", + "evolution 0.97 0.97\n", + "gradient 0.99 0.99\n", + "guided_evolution 0.88 0.88" ] }, - "metadata": { - "image/png": { - "height": 500, - "width": 500 - } + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "kmer_emb.uns['svm_performance']" + ] + }, + { + "cell_type": "markdown", + "id": "b6f68553-3bc6-48df-835d-4317b020d427", + "metadata": {}, + "source": [ + "## 1.5 All-to-all comparisons" + ] + }, + { + "cell_type": "markdown", + "id": "874aa13b-f2a4-437c-a84e-c7e7a4fc40ab", + "metadata": {}, + "source": [ + "Some of the above analyses compare each group of synthetic sequences to the reference group (native_high) one at a time. We may also want to understand how similar these groups are to each other. Below are some all-to-all comparisons." + ] + }, + { + "cell_type": "markdown", + "id": "914cc585-6c47-42b4-bf51-001aa1f11db0", + "metadata": {}, + "source": [ + "### 1.5.1 Mean edit distance between all sequences in all groups" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "39e2ae7e-59e1-42da-9bc6-8a42ea8eadd3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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random0.9600000.1000000.0000000.0000000.0000000.000000
\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 47, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "emb.uns['1NN_group_probs'].T.style.background_gradient(\"Blues\")" + "kmer_emb.uns['1NN_group_probs'].T.style.background_gradient(\"Blues\")" ] }, { @@ -2069,22 +2172,10 @@ }, { "cell_type": "code", - "execution_count": 48, - "id": "50afb8d4-94ff-4f3c-a0c0-878eebcbce85", + "execution_count": null, + "id": "ebc13c3d-9726-4bd4-841a-f66923d4681b", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Length of shortest train sequence: 80\n", - "Length of shortest test sequence: 80\n", - "Dictionary size = 4 (+1 for unknown char).\n", - "g = 5, k = 3, 45600 features\n", - "Initializing kernel function\n" - ] - } - ], + "outputs": [], "source": [ "# Count k-mers of length 5 with 2 mismatches\n", "gkm = polygraph.sequence.fastsk(seqs, k=5, m=2)" @@ -2124,7 +2215,7 @@ ], "source": [ "%%time\n", - "emb = polygraph.embedding.embedding_analysis(\n", + "gkm_emb = polygraph.embedding.embedding_analysis(\n", " gkm, seqs, reference_group='native_high', use_pca=True, max_iter=10000)" ] }, @@ -2169,7 +2260,7 @@ } ], "source": [ - "polygraph.visualize.pca_plot(emb, show_ellipse=True) + p9.theme(figure_size=(4,3))" + "polygraph.visualize.pca_plot(gkm_emb, show_ellipse=True) + p9.theme(figure_size=(4,3))" ] }, { @@ -2205,7 +2296,7 @@ } ], "source": [ - "polygraph.visualize.umap_plot(emb, show_ellipse=True) + p9.theme(figure_size=(4,3))" + "polygraph.visualize.umap_plot(gkm_emb, show_ellipse=True) + p9.theme(figure_size=(4,3))" ] }, { @@ -2292,7 +2383,7 @@ "source": [ "# Performance of a classifier trained to separate each group from the reference\n", "# It is even easier to distinguish sequences in this embedding!\n", - "emb.uns['svm_performance']" + "gkm_emb.uns['svm_performance']" ] }, { @@ -2313,28 +2404,10 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 34, "id": "171048d3-9cd1-4b69-b742-8fcc49c5e2fe", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "--2024-03-01 18:27:09-- https://zenodo.org/records/10214625/files/yeast-model.pth\n", - "Resolving zenodo.org (zenodo.org)... 188.184.98.238, 188.185.79.172, 188.184.103.159, ...\n", - "Connecting to zenodo.org (zenodo.org)|188.184.98.238|:443... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 9968513 (9.5M) [application/octet-stream]\n", - "Saving to: ‘yeast-model.pth.1’\n", - "\n", - "yeast-model.pth.1 100%[===================>] 9.51M 6.17MB/s in 1.5s \n", - "\n", - "2024-03-01 18:27:12 (6.17 MB/s) - ‘yeast-model.pth.1’ saved [9968513/9968513]\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "# Download yeast sequence-to-promoter activity model\n", "# This was trained on yeast GPRA data from Vaishnav et al. 2022\n", @@ -2343,10 +2416,18 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 37, "id": "4fd5dc36-43b1-41de-bf75-caf9b1c20410", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_535662/3652003791.py:2: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n" + ] + } + ], "source": [ "import torch\n", "model = torch.load('yeast-model.pth')" @@ -2370,7 +2451,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 38, "id": "334037fb-5059-4d32-af67-423775cb6c05", "metadata": {}, "outputs": [ @@ -2398,6 +2479,7 @@ " Sequence\n", " Group\n", " GC Content\n", + " Sequence Length\n", " edit\n", " complex_pred\n", " defined_pred\n", @@ -2410,6 +2492,7 @@ " \n", " \n", " \n", + " \n", " \n", " \n", " \n", @@ -2418,6 +2501,7 @@ " GATGAGTGAAAAATCGTAATGAGTCAGCAAATCACTCTGTACGTTA...\n", " native_high\n", " 0.34\n", + " 80\n", " 0\n", " 2.78\n", " 2.69\n", @@ -2427,6 +2511,7 @@ " CATCGACTTATTTTTTTTTTTTGATGAAATTTTTCAGATTTTACAA...\n", " native_high\n", " 0.26\n", + " 80\n", " 0\n", " 2.79\n", " 2.69\n", @@ -2436,6 +2521,7 @@ " GCCTCTTATTTTTTTTTTTTTCGATTTTTGGCCCACAGGTCATATT...\n", " native_high\n", " 0.46\n", + " 80\n", " 0\n", " 2.72\n", " 2.64\n", @@ -2445,6 +2531,7 @@ " GATGAGTGAAAAATCGTAATGAGTCAGCAAATCACTGTGTACGTTA...\n", " native_high\n", " 0.35\n", + " 80\n", " 0\n", " 2.76\n", " 2.69\n", @@ -2454,6 +2541,7 @@ " AGAGCGACGCAAACAGCGCGCAGACTCTACGGGTAATAGACTCACA...\n", " native_high\n", " 0.50\n", + " 80\n", " 0\n", " 2.74\n", " 2.65\n", @@ -2471,16 +2559,16 @@ "seq_3 GATGAGTGAAAAATCGTAATGAGTCAGCAAATCACTGTGTACGTTA... native_high \n", "seq_4 AGAGCGACGCAAACAGCGCGCAGACTCTACGGGTAATAGACTCACA... native_high \n", "\n", - " GC Content edit complex_pred defined_pred \n", - "SeqID \n", - "seq_0 0.34 0 2.78 2.69 \n", - "seq_1 0.26 0 2.79 2.69 \n", - "seq_2 0.46 0 2.72 2.64 \n", - "seq_3 0.35 0 2.76 2.69 \n", - "seq_4 0.50 0 2.74 2.65 " + " GC Content Sequence Length edit complex_pred defined_pred \n", + "SeqID \n", + "seq_0 0.34 80 0 2.78 2.69 \n", + "seq_1 0.26 80 0 2.79 2.69 \n", + "seq_2 0.46 80 0 2.72 2.64 \n", + "seq_3 0.35 80 0 2.76 2.69 \n", + "seq_4 0.50 80 0 2.74 2.65 " ] }, - "execution_count": 55, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -2492,16 +2580,13 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 39, "id": "c819b611-2a61-46a5-9bfa-7762491f756d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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}, "metadata": { "image/png": { @@ -2510,16 +2595,6 @@ } }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ @@ -2544,7 +2619,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 40, "id": "d8786ede-284f-4421-95c8-53391f7c795e", "metadata": {}, "outputs": [], @@ -2564,16 +2639,13 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 41, "id": "f6405abf-e2a1-4143-a036-ee5dcd4fb8c9", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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}, "metadata": { "image/png": { @@ -2582,16 +2654,6 @@ } }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ @@ -2624,7 +2686,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 42, "id": "28d9312b-a345-45c1-ace3-1853bc5de033", "metadata": {}, "outputs": [ @@ -2634,14 +2696,14 @@ "(300, 512)" ] }, - "execution_count": 62, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "emb = polygraph.models.get_embeddings(seqs, model, batch_size=512, drop_last_layers=4, device=0)\n", - "emb.shape" + "model_emb = polygraph.models.get_embeddings(seqs, model, batch_size=512, drop_last_layers=4, device=0)\n", + "model_emb.shape" ] }, { @@ -2654,9 +2716,11 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 43, "id": "90a2cb9e-b3d2-442f-a10b-a58c96476572", - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", @@ -2664,7 +2728,7 @@ "text": [ "Creating AnnData object\n", "PCA\n", - "Fraction of total variance explained by PCA components: 0.9946266\n", + "Fraction of total variance explained by PCA components: 0.9946264\n", "UMAP\n" ] }, @@ -2672,7 +2736,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "/opt/conda/lib/python3.8/site-packages/anndata/_core/anndata.py:121: ImplicitModificationWarning: Transforming to str index.\n" + "/opt/conda/lib/python3.11/site-packages/anndata/_core/aligned_df.py:68: ImplicitModificationWarning: Transforming to str index.\n", + "/opt/conda/lib/python3.11/site-packages/scanpy/preprocessing/_pca.py:317: ImplicitModificationWarning: Setting element `.obsm['X_pca']` of view, initializing view as actual.\n" ] }, { @@ -2683,13 +2748,24 @@ "1-NN statistics\n", "Within-group KNN diversity\n", "Euclidean distance to nearest reference\n", + "Distribution shift\n", "Train groupwise classifiers\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.11/site-packages/scikit_posthocs/_posthocs.py:368: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + "/opt/conda/lib/python3.11/site-packages/scikit_posthocs/_posthocs.py:371: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + "/opt/conda/lib/python3.11/site-packages/scikit_posthocs/_posthocs.py:368: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + "/opt/conda/lib/python3.11/site-packages/scikit_posthocs/_posthocs.py:371: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n" + ] } ], "source": [ - "emb = polygraph.embedding.embedding_analysis(\n", - " emb, seqs=seqs, reference_group='native_high', max_iter=10000, use_pca=True)" + "model_emb = polygraph.embedding.embedding_analysis(\n", + " model_emb, seqs=seqs, reference_group='native_high', max_iter=10000, use_pca=True)" ] }, { @@ -2702,16 +2778,13 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 44, "id": "976445bf-326e-47cb-9a97-75fcbd10aee3", "metadata": {}, "outputs": [ { "data": { - "image/png": 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mOr/39/evdf/LLrsMRVGq/Tp16lS1x95xxx14e3tXu/1///sfZrNjgYXx48cTFxdX7b7jxo2jffv2APz++++cPHmy1tgby4MPPoiXl1e125988knn0sXffvutq8ISwiUkARFCiGbOpqr8lJXLo3+e5qvUTGfzwC5eHvyzXTSPx0YQ5eY6j/qaEBZElNEx9WpRaiaJZkstR4jW4sorr6xx+y+//OL8fsiQITXuqyhKhX127NhxbsHVw7XXXlvj9qioKC688EIAEhISSElJcUVYQrjE+X8rTAghRLX+yC9kfnIGyZZS52PtTEYmhAdxibenGyM7NwaNhoeiw3jheCKlqsoHianMbB+NTlbFOi8FBQU5v8/Jyal1/9dff52srKwKj91zzz2kp6fXemx0dHSN25OTk53fd+rUqdbznb3P2cc2tY4dO9ZpnwMHDgBw5swZwsPDmzosIVxCEhAhhGiGim12FqRksD47z/lYhEHP+LAgLvX1ahHL17b1MDEmNJDFaVmcMJewLC2LsWFBtR8oXC48PByNRoPdbsdsNnPmzJka60CuuuqqSo899thjdbqWh4dHjdvz8/Od39c0xanc2dO5zj62qdUltrP3cWVsQjQ1mYIlhBDNzMHCYp45Fu9MPry1Gu6KDOFfHWO5zM+7RSQf5W4MCaCDh2Np1R+zcrFJQfp5ycvLix49ejh/3r59u9ti8fHxcX5fWFhY6/4FBX8tT332sfVls9lq3+ksdYnt7H3OJTYhzjeSgAghRDNhsdv5Ijmdl08mkV5qBaCHjydvdIjl2kA/tC0o8SinVRRGBgcAUGizc7iw2M0RieqcXUuxcOFCt8URERHh/P7o0aO17v/nn386v//7qE15XxHA2WSxOhkZGXUNEYBjx47Va5+mXFlMCFeTBEQIIZqBY0Vmph5L4H+ZuaiAh0bh3qhQnomNIKAZrGx1Lrp6e6Iry6125dd+11i4xwMPPIDB4FjsYOXKlezatcstcVx66aXO789ujlidtWvXVnksQEBAgPP7pKSkGs+zbdu2uoZY6bpVOXPmDAcPHgQgNjZW6j9EiyIJiBBCnMesdpVvUjN56UQiZ8oKzS/28uC1DrFcHeDboqZbVcdDq+FiL0dB/a78IlSZhnVeio6O5qGHHgIc05HGjx/PmTNnXB7H8OHDnb01vv76a06fPl3tvkuWLHGOMvTo0aNSs7/27ds7R0E2bNjg7HXyd6qqMnfu3HrF+cEHH1BUVFTt9jlz5jivd/PNN9fr3EKc7yQBEUKI89RpcwnPn0hgWXo2dsCgKEyJCOb5NpGEtrLu4L19HcW4qZZSEktkSd7z1ezZs+nfvz8Ax48fp0+fPixdurTWpHHfvn3k5eXVuE9dBQcHc+eddwJQVFTEzTffXKFPSbnff/+d++67z/nzc889V2kfvV7vXC43ISGBN998s9I+drudJ598kp9//rleccbHxzN58mRKSkoqbVu8eDFz5swBHEX35YmdEC1Fyx63F0KIZsimqqzKyGFxWia2ss9tHT2M3B8dRmQz6+fRWHr6ePEpjiVad+UXEmMy1nKEcAe9Xs+KFSu45ZZbWLt2LWfOnOHmm2+mbdu2DB48mK5duxIYGIhOpyM3N5djx46xceNGdu7c6UxSAgIC8PQ8tyWkZ8+ezU8//cThw4f57bffuPDCC7nzzjvp2rUrFouFzZs3s2DBAmddx6RJkxg7dmyV53r66af53//+h6qqPPPMM/zyyy8MHz4cLy8vjh8/zldffcX+/fuZOHEiX375ZZ1jHDNmDN9++y179uxhypQpdOjQgZycHP773/+yYsUK536vvfZapZEZIZo7RZWx7BYlOjqapKQkoqKiSExMdHc4Qoh6OlNi4cPEVI4WO+6KahUYFxrEiGD/FllkXh/TjiVwwlxCRw8jL7ePcXc4ogZ2u505c+bwxhtvkJqaWqdj/P39ueOOO3j++ecJDAyssG3KlCnMnz8fgJMnT9KmTZtaz5eens5NN93Eli1bqt1HURTuu+8+3n33XbRabbX7zZ49u8oRknJjxozhyy+/dE79GjBgABs3bqy038CBA9m0aRMAubm5jB49mvXr11d5To1Gw8yZM3n++eerva4QzZWMgAghxHnArqqsycrlq5RMLGX3heJMBh6IDiNO7vYD0MvXixPmEo4Vl5BTasW/hRffN2cajYYnn3ySBx98kGXLlrF+/Xp27txJWloaWVlZ6HQ6/P39iYuLo3fv3gwYMIARI0ZUWHXqXIWEhLB582a+++47vv76a3bs2EF6ejo6nY7IyEgGDhzI3XffTe/evWs919SpU+nXrx9vv/0227ZtIzMzk8DAQLp3785dd93VoBoNX19f1q5dy7x581iwYAEHDx4kJyeHsLAwBg4cyKOPPkqvXr0a8tSFOO/JCEgLIyMgQjQ/uVYr7yaksr9siVkNjv4XY0IC0Wla96jH2U4Xl/Ds8QQA7okMYVCgn5sjEqJ+zh4BkY9fojWT20dCCOFGJ4vN/Cs+hcyyvh6RBj0PRIfRwdPk5sjOP7EmA8F6HRmlVnblF0oCIoQQzZQkIEII4SZbc/L5KCmN0rI7odcG+nJ7eDAGjSxQWBVFUejp48WarFwOSkNCIYRotiQBEUIIF7OrKotSM1mZkQM4Cs3viAjhGrmjX6vwsuWHi+0qJXY7RknWhBCi2ZEERAghXKjAZuPdhFT2FDgakPnptDwRE05nLw83R9Y8+Or+Wqkoz2ojxCAJiBBCNDeSgAghhIskmS28EZ9MSllH83YeRp6MjSBIVnOqswoJiM1GCK2rIaMQQrQE8ldPCCFcYFdeIe8lplBsd9R7XOHnwz1RIVLvUU++2oojIEI0J1X1BhGiNZIERAghmpCqqixPz2ZxWhYqoACTwoMYFuSP0sobCzbE2SMg+ZKACCFEsyQJiBBCNBGzzc6HSan8klcIgJdWw6Mx4XT19nRzZM2Xj7biFCwhhBDNjyQgQgjRBNIspfwrPpl4swWAaKOBp2LDCTca3BxZ86bXKHhoNBTb7TIFSwghmilJQIQQopHtLyji7YQU8m12APr4ePFAdBgeWqn3aAw+WkcCUv76CiGEaF4kARFCiEaiqiqrs3L5IjmD8o/GY0ICGBMaiEbqPRqNr05LWqlVRkCEEKKZkgRECCEaQald5dMzaWzMyQfAqFF4MDqMvr7ebo6s5SkvRJcERAghmidJQIQQ4hwV2ez8Kz6Zg4XFAITqdTwdF0GMyejmyFqm8qV486UIXQghmiVJQIQQ4hzkWW3MPnWGE+YSALp4efBYTDjeZy0XKxqXj4yACCFEsyYJiBBCNFCGpZRZp85wpqyzeT8/bx6ICkOnkXqPpmRVHc0cvaSoXwghmiX57S2EEA1wpsTC/51MciYfQwL9eChakg9XKH+FS8q6ygvR2s2bNw9FUWjTpk2rvL5ofmQERAgh6ulksZlXTyU7G+GNDglgXGigdDZ3kcKy5XdlBESIpjd9+nQApkyZIgmGaDSSgAghRD0cLCzmjdNnKC67+357eDDDgv3dG1QrU1CWgHhLAiJEk5sxYwYAAwcOrDYB8fPzo3PnzkRFRbkwMtGcSQIihBB1tCuvkLkJKZSqKhrg3qhQBgT4ujusVqegbOTJWyuF/kKcD0aPHs3o0aPdHYZoRiQBEUKIOtick8+HianYAb2i8GhMGL2lx4dbyBQsIYRo3uS3txBC1OKHzBzeL0s+TBqFqXERkny4UaGMgAgXOnr0KPfffz+dOnXC09MTHx8funfvzowZM8jNzXXul5ycjFarRVEUtm/fXuM5e/XqhaIoTJs2rdK2+Ph4Hn74YTp16oSHhwe+vr707t2b1157jaKionrHP3DgQBRFcdZy1HWfKVOmVKhru/rqq1EUxfk1cOBA57a6FKFv376d8ePHExUVhdFoJDg4mMGDB7No0SJUteoFJcpjmDJlCgBfffUV/fv3x9fXFx8fH/r168e3335bl5dBnGckARFCiGqoqsqS1EzmJ2cA4KPV8GLbKC729nRzZK1bgYyACBf59NNPufjii/noo484evQoiqJQUlLCnj17mD59Oj169OD48eMAREREMGjQIMDxQbk6hw8fZvfu3QBMmjSpwra1a9dy8cUX895773H06FH0ej0Wi4Vdu3YxdepUevXqRUJCQhM924r8/PwICwtz/hwQEEBYWJjzKzAwsM7nmjVrFv369WPx4sWcOXMGT09PcnJyWLduHbfeeitjxoyhpKSkxnPcd999TJw4kV9++QVFUSgoKGD79u2MHTuW9957r8HPU7iH/PYWQogq2FWV+ckZLE3PBiBQp2N622jae5jcHFnrZrHbKXX2AZERENF0/ve//3H33Xej1+t5+eWXSU5OprCwkKKiIrZu3Urv3r05efIkN910E3a7IymeOHEiAN988w1Wq7XK83755ZcAdO/enYsuusj5+KlTpxgzZgwFBQX07duX33//nby8PAoLC1m2bBkhISEcPnyYMWPGVHvuxvT222+TkpLi/Pm7774jJSXF+fXdd9/V6Tzfffcdzz//PACTJ0/mzJkzZGdnk5OTw+uvv45Go2HZsmU899xz1Z5jxYoVzJ8/nw8//JC8vDxyc3M5ceIEV111FQDPPPMMWVlZ5/BshatJAiKEEH9jVVU+SEzjxyzH9IoIg56Z7aKIMhncHJkoH/0AWQVLNB2bzcbDDz+MqqosXLiQF154gfDwcAB0Oh39+vVj9erVREREsHfvXpYvXw7ATTfdhMlkIj09nbVr11Z57kWLFgGVRz9mzZpFfn4+UVFRrFmzhu7duwOg1WoZNWoUy5YtQ1EUfv31V5YuXdo0T7yRqarqnGY2cuRI5s2bR0REBADe3t48/fTTvPLKKwC8++67JCUlVXme7OxsPvnkE+677z48PR0j0G3btmXRokUYDAaKi4tZtWqVC56RaCzy21sIIc5isdt5Kz6ZLbn5ALQxGZneLopgg97NkQn4q/4DwFsnIyAtkb24iJL409iL61/v0Fg2bdrEiRMnaN++fbWrOwUGBnL99dcDsGbNGgB8fX0ZOXIk8NdIx9l27NjB8ePH0Wg0TJgwwfm4qqrOWobHHnsMPz+/Ssf279+fIUOGAI4RluZgz549HDlyBICXXnqpyn0ef/xx/Pz8sFqt1SZWsbGx3HrrrZUej4yMpG/fvgDs37+/kaIWriCrYAkhRJkim403TidzqMgMwIWeJp6Oi8BTpvqcN84eAZEaEPc7NuUWd4dQLx3mfV2n/bZt2wZAYmKic+SjKgUFBYCjcLzcxIkTWbJkCcuXL6ewsBAvLy/ntvLakKuvvprIyEjn4ydOnCA72zHds7yOpCrXXnstq1evZteuXXV6Hu5WHqevry+9evWqch+TycQVV1zBf//732qfV+/evatt9Free6T89RPNgyQgQggB5FqtvHoqmVNmRyFkTx9PHosJx6CRD7nnk4KzR0AkMRRNJDk5GYCSkhJSU1Nr3f/s1amuv/56AgMDycrK4vvvv3feubfZbM6Ri/JakXLp6enO72tq5hcdHQ1AWlpaHZ+Je5U/r8jIyGoTCKj9efn4+FR7rMnkqMsrLS1taJjCDeQvqxCi1cuz2nj55Bln8nGFnw9PxEZI8nEeKpQaEOECtrJEd+jQoaiqWuvXxo0bnccaDAbGjh0LVJyGtW7dOtLS0jCZTIwZM8alz0eI84389hZCtGqFNhuzTp0hscQCwJBAPx6IDkVXw9064T5nj4DIKliiqZQvP3v21Kr6KB/hWLNmjXMUoDwZGTlyJL6+vhX2DwkJcX5fXSE2OKaEAYSGhtY5Fp3OMdnFbDZXu8/Z/UwaU/nzOnPmTLW9PqBhz0s0bzIFSwjRahXb7Mw+9dfIx7WBvvwjIrjGqQKNJc9qY0tOPjZV5VI/b0KlyL1OsksdCYiHRiNJ4nmgrjUVdVWwayepH7+PWlKCYjQSds+DePfq26jXqIt+/foBjp4dx48fp3379vU6/oorriA2Npb4+HgWL17MHXfc4Vwp6+/TrwDatWtHQEAA2dnZ/PTTT/Ts2bPK865btw6g2nqKqgQEBAB/fcj/u8LCQg4dOlTt8YqiOEd66qt3794A5OXl8dtvv9GnT59K+5jNZrZu3QrU73mJ5k1GQIQQrVKJ3c7rp89wtNiRfAzw9+GOiBCXJB+ZpVaePRbPFykZfJmaybPH4jlZXHMTLuEQX5YsRhtlSeSWyLtXX9rO/YiYl1+j7dyP3JJ8gKMQPC4uDlVVefzxx519PqpSWlrqLEYvpyiKs/bjq6++YsWKFeTn5xMYGMiwYcMqnUNRFOe0rXfeeYe8vLxK+2zdutW52tYtt9S9+P+SSy4BHKMxVY2CzJkzp8YmgOWjNTk5OXW+ZrmuXbvSuXNnAF5++eUq95kzZw45OTnodDqZmtaKSAIihGh1LHY7/zprtat+ft7cGxWKxkV31Fdn5pBt/WsqUbFd5ft0WcGlLuLLpsrFSU+WFkvj4YExJg6Nh4fbYtDr9XzwwQdoNBpWrlzJ0KFD2bFjhzMRsdvtHDx4kNmzZ9OpUyf++OOPSucoH+nYtm0br7/+OgBjx45Fr696tHPatGn4+PiQmJjIkCFD2LNnD+CoR/n+++8ZPXo0qqrSp0+fen1QHzt2LIqikJ6ezu233+4s9M7NzeWf//wn06dPx9/fv9rju3TpAjj6l9Q0jasqiqIwa9YsAFauXMk//vEPZ4F/YWEhb7zxBi+88AIAjzzySI0F+KJlkQRECNGqWO0qcxJS2FdYDEAfXy8eiA5zWfIBFZeSLZd/Vm2DqFqO1UpuWeIWazK6ORrR0g0bNoyFCxfi4eHBunXruPzyy/H09CQ4OBiTycTFF1/Mc889x6lTp6ocOe3SpQtdu3YFYPfu3UDl5oNni4uL49tvv8XLy4tffvmF7t274+fnh7e3N6NGjSI9PZ3OnTuzdOlStPWof7rwwgt56qmnAFiyZAlhYWEEBAQQGBjICy+8wMyZM+nWrVu1x999993OY/38/IiJiaFNmzZ1HoW56aabnM0G582bR1RUFIGBgfj5+fHMM89gt9sZNWqUM1ERrYMkIEKIVsOmqryTmMLv+Y4lM7t7e/JIdLjLawn6+nrV6TFRUYLZ4vw+VkZAhAtMmDCBo0ePMnXqVLp3747RaCQnJwcfHx8uu+wynnjiCbZs2UL//v2rPP7seo+4uLhq9ys3ZMgQDh48yIMPPkiHDh0oKSlBp9PRs2dPXn31VXbv3k1MTEy9n8frr7/Oxx9/TM+ePTGZTKiqylVXXcXKlSudncqrM3nyZD7//HMuv/xyTCYTSUlJnD59mpSUlDpf//nnn2fr1q2MHTuW8PBwCgoK8PPz45prruHLL7/ku+++w2iUmwqtiaI2pKpInLeio6NJSkoiKiqq2oIzIVoju6ryQWIqW3Idc7Uv9vLg2Tj3LbW7MTuPVRk5WFWVqwN8uSHY3yX1J83ZfzOyWZCSCcBnF7aVBpFCCNFMySpYQogWz66q/OdMujP56FzW4dydfT4GBvgyMMC39h2F0+myEZBgvU6SDyGEaMZkCpYQokVTVZV5yRlsyHasKtPew8izcZGYpMlgsxNvlgJ0IYRoCeQvsBCixVJVlS9TM1mT5WiyFWcy8FxcJJ7SQbvZsaoqiWVLhUoBuhBCNG/yV1gI0WJ9m5bFqowcAKKMep5vE4W3TqbuNEfJJRasZRWLUoAuhBDNmyQgQogW6fv0bJaW9dYIN+h5oU0UvpJ8NFvxFVbAkhEQIYRoziQBEUK0OP/LyGFRqmO1pGC9jhfaRBKglzU3mrPyDuh6RSHcUHUjNyGEEM3DOf1Ftlgs/PHHH+zdu5dTp06RlZVFcXExHh4eBAYG0qZNG7p160a3bt0wGGTIXAjR9NZl5fJFSgYAgTotL7aNIlg+sDZ75SMgMUYDWlmuWAghmrV6JyD5+fl88803fPfdd2zcuJGSsqLAmphMJgYMGMDo0aMZP348vr6y9KQQovH9nJ3Hp2fSAfDTaXmhbRRhkny0COVL8Er9hxBCNH91noJ15MgR7r33XsLDw7n33ntZvXo1ZrMZVVVr/SouLmb16tXcd999REREcO+993L48OGmfF5CiFZmW24+HyaloQI+Wg0vtIkk0igfVluCAquNLKsVkPoPIYRoCWodAYmPj+fFF1/kq6++wm63U944XVEUOnXqxOWXX86FF15IYGAgQUFB+Pr6kpubS2ZmJllZWRw8eJAdO3Zw9OhRAIqLi/nkk0/47LPPuPXWW5k5cyZxcXFN+yyFEC3a3oIi3k9IRQU8NRqmtYkkRj6othjxJWcXoEtSKYQQzV2NCcjMmTN57bXXnCMdXl5ejBo1ijFjxjBgwAACAgLqfKHs7Gx+/vlnli5dyrJlyygsLGThwoV8++23TJ06lRdffPGcn4wQovU5bS5hTnwyNsCoUXiuTSRtPUzuDks0ovICdJARECGEaAkUtXxIowqask7Bbdu25cknn+S2227Dx8fnnC+an5/PggULeOuttzhx4gSKomCz2c75vAKio6NJSkoiKiqKxMREd4cjRJPKLLXy4vEEsqw2FOCZuAh6+Hi5OyzRyD5ITOXnnHwCdFo+vKCtu8MRQghxjmqsAYmJiWH+/PkcPXqUBx54oFGSDwAfHx8eeOAB/vzzT+bNm0dMTEyjnFcI0XoU2ey8dvoMWVbHzYs7I0Mk+WiBVFVlf0ExAJ08ZWRLCCFaghqnYP35558YjU033K3RaLj99tsZP358k11DCNHyWFWVOfHJzqVZbwz259pAPzdHJZpCsqXUWYB+ibenm6MRQgjRGGocAWnK5MMd1xFCNH+qqvJJUhr7Ch13xfv5eTM+LMjNUYmmsregyPl9V0lAhBCiRZBO6EKIZuW79Gw25uQDcKGnifujwtBIY7oWq3z6VaheR6j0dBFCiBZBEhAhRLOxKTuPJWlZAEQZ9TwZF4FeI8lHS2VTVQ6UjXTJ6IcQQrQc9e6EXhuLxcKSJUv4+eefnaswRUVFcdVVVzF27FiZbiWEaJB9BUV8nJQGOLqcPxsXibdW6+aoRFM6Vmym2G4HoIskIEII0WI0agKyZcsWbr31VpKSkgAqNC389NNPmTZtGl9++SVXXnllY15WCNHCxZtLeCs+xdHrQ1F4Ji5CpuO0AuXTrxSgi5eHe4MRQgjRaBotATl06BDXXXcdRUVFaLVa+vbtS0xMDAUFBRw6dIiTJ0+SmJjIsGHD2LlzJxdeeGFjXVoI0YJllVqZfSqZYrsdBXgkJpz20miwVSgvQG/rYcRbJ6NdQgjRUjRaDcjMmTMpKiri2muv5fjx42zdupWvv/6aVatWcfz4cZYuXYqPjw9FRUW8/PLLjXVZIUQL9levD8cyrHdEhtDLV3p9tAbFNjvHiswAXOIl06+EEKIlabQEZMOGDeh0OhYtWkRsbGyl7aNHj+bpp59GVVXWr1/fWJcVQrRQVlVlbkIyp8t6fYwM9mew9PpoNQ4WFmMr+76rt0y/EkKIlqTWBKRfv34cPHiw1hPl5OQQEBBAUFD16/F37tzZua8QQlRHVVU+PZPO3rIagMv9vJkgvT5alf2FjulXBkWhk6ckIEII0ZLUmoDs2LGDnj178tJLL2GxWKrdLzo6moyMDA4cOFDtPj/99BPgWBVLCCGqsyw9mw3ZeQBc4Gni/qhQ6fXRyuwrSz4v9PKQpZaFEKKFqTUBufvuuyktLeWf//wn3bp14+eff65yv1GjRqGqKsOHD2fx4sWUlpY6tyUkJPDEE0/wn//8B0VRGDVqVKM9ASFEy/Jzdh6Ly3p9RBr0PBUbgUEjLYtak6xSK4kljhteXWT6lRBCtDiKWr5Wbg02b97MPffcw5EjR1AUhTvuuIM33ngDf39/5z7Z2dn07duX48ePoygKiqIQEhJCYWEhhYWFgGNaRdu2bfn1118JDAxssifVmkVHR5OUlERUVJSzD4sQzcW+giJmnzqDDfDTanm5fbQst9sK/ZydxwdlPV9eax9DnIf0jxJCiJakTrcVr7zySvbu3ctLL72EXq/ns88+46KLLuKbb75x7hMQEMCWLVu48cYbAbDb7aSmplJQUODsBzJixAg2b94syYcQopIE6fUhyuwr637uq9USYzK4ORohhBCNrU4jIGc7fPgw99xzD1u2bEFRFK6//no++OCDCitfnT59ms2bNzsbEkZFRXHFFVfQpk2bRg1eVCYjIKI5yiq18uKJRDJLrSjAk7ER9JbldlslVVV54Mgpsq02+vl580hMuLtDEkII0cjqnYCU+/e//81zzz1HTk4O3t7ezJw5k0cffRRFCkXdShIQ0dxY7Hamn0ziRHEJAP+ICGZokL97gxJuk2Au4eljCQDcFxXKwABfN0ckhBCisTW4svPee+/l0KFDjBkzhoKCAp588kkuvfRS9u7d25jxCSFaMFVV+eRMujP5GB7kL8lHK1e++hVAFy8pQBeioU6dOuWsyT116lSFbfPmzUNRFJmZItzmnJaWCQsLY8mSJaxYsYKoqCh+++03evfuzdSpUzGbzY0VoxCihVqdlcvPOfmAo9ncxHDp9dHa7Slw9P+INOgJlhogIVqV6dOnM3369EoJk2h5GmVtyxEjRnDo0CEefvhh7HY7b7zxBpdccgnr1q1rjNMLIVqgQ4XFLEjOACBUr+OR6HDp9dHK5Vtt7C9LQHr4SA2QEE3Fz8+Pzp070759e3eHUsGMGTOYMWOGJCCtQL0SkJycHNatW8fXX3/NypUrOX78uHObl5cXb7/9Ntu2baNLly4cP36coUOHMnnyZDIzMxs9cCFE85VhKWXOWStePRUXgbdO6+6whJvtzCvAVvb95X7ebo1FiJZs9OjRHD582NkgWghXq1MCkpubyx133EFYWBhDhw5l4sSJjBo1ik6dOtG3b19+/fVX5759+/Zl9+7dzJo1C5PJxMKFC7nwwgtZsGBBkz0JIUTzYbHbeSshhTyb46PmfdGhxJqkz4OA7bkFgGNErL30/hBCiBar1gSkoKCAAQMGMH/+fEpLS1FVtcLXb7/9xlVXXcW2bducx2i1WqZOncrevXsZNGgQGRkZTJkyhaFDh3Ly5MkmfUJCiPPX34vORwb7c7mfj5ujEueDHKuVA2X9Py7385YVFcV5wW638/7779OzZ0+8vLwICgrimmuu4b///S8Abdq0QVEU5s2b5zzm78Xfhw4dYvLkycTExKDX6xk1apRz3xMnTvDqq68yePBg2rdvj4eHB76+vvTs2ZMZM2aQk5NTY3z5+fk899xzdOjQAZPJRGRkJBMnTuTw4cM1HleXIvTk5GSefvppunTpgo+PD56enlx00UU89dRTpKSkVHnMlClTUBSFKVOmAPDVV1/Rv39/fH198fHxoV+/fnz77bfVHlfu6quvdr6GiqIwcODAGp+PaIbUWrz44ouqoiiqRqNR77jjDnX//v1qcXGxmpCQoL733nuqv7+/qiiK2qVLl2rPMW/ePDU4OFhVFEX19PRUX3vttdouKxooKipKBdSoqCh3hyJEJT9kZKvj9x1Vx+87qv7zZKJqs9vdHZI4T/x41nvjZJHZ3eEIoVosFnXkyJEqoAKqVqtVAwICVEVRVEB9++231bi4OBVQP//8c+dxJ0+edB7zxRdfqJ6eniqg+vj4qCaTSb3xxhud+w4YMMC5r8lkUgMDA53nB9T27durCQkJVcaXkpKiXnDBBc59jUaj6uPjowKqt7e3umjRIue2kydPVjj2888/VwE1Li6uynOvWrVK9fb2rnBuk8nk/Dk4OFj95ZdfKh03efJkFVAnT56s3nvvvc7XzdfX13ksoL777rsVjnvkkUfUsLAw5/aAgAA1LCzM+TV69Og6/T8TzUetCcgFF1ygajQadezYsVVuX7RokTNBOXToULXnycjIUCdNmuTcVzQNSUDE+epgQZF6a9kHzIcPn1TzS63uDkmcR/7veII6ft9R9fEjp1S7JKbiPDBz5kwVUBVFUWfNmqXm5eWpqur44D9lyhRVr9c7k4vqEhBvb291wIAB6r59+1RVVVW73a4eO3bMue/jjz+u/vvf/1ZPnjzpfN+bzWZ11apVaufOnVVAHTZsWJXxXXfddSqg+vn5qV9//bVaWlqqqqqq7t69W+3Ro4fq5+fXoATk999/V41Go6rRaNSnnnrKGZvNZlP37NmjDhkyRAXUiIgINTc3t8Kx5QlIQECAajKZ1A8//FAtLCxUVVVVT5w4oV511VUqoHp4eKiZmZmVrl0e74YNG6r/HyNahFoTEJPJpGo0GnX+/PlVbs/NzXUmFT/++GOtF1yzZo3avn37+kcq6kQSEHE+Si+xqHcfPKGO33dUvX3/MfVUsdzhFn/JtJSqt5Qlp4tTMtwdjhBqfn6+cwRg2rRplbbb7XZ16NChzg/M1SUg7dq1U4uKihoUw8mTJ1W9Xq8qilIpgdi8ebPzGqtWrap0bHp6uhocHNygBKR8VOatt96qMq6SkhK1a9euKqC++eabFbaVJyCAunDhwkrHJiUlqQaDQQWq/FwpCUjrUWsNiKenJwBpaWlVbj/78fJ9azJ48GD2799f635CiJahqqLzOCk6F2fZkVuAWva91AQJm72I4pLT2OxFbothzZo1FBQUoNfrefLJJyttVxSF5557rtbzPPTQQ3h4NKyhZps2bbjoootQVbVCnS3grKPo2rUrw4cPr3RscHAw9913X72veeLECTZt2oSXlxcPPPBAlfsYDAZuvvlmwPE6VSU2NpZbb7210uORkZH07dsXQD4LtnK62nbo27cvq1evZs6cOYwfP56YmBjnNqvVytSpUx0n0uno3r17nS5qMpkaFq0QollRVZVPpehc1GJbrqMZZYzRQLTJ4OZoRH3sP3aLu0Ooly4dvq7Tfr///jsAF110EYGBgVXuc/nll6PT6bBardWe5/LLL6/1WmvXruWzzz5j586dJCcnU1xcXGmfM2fOVPh5165dADUWZ1999dW88sortV7/bOWJTklJCXFxcdXuVx5jfHx8ldt79+5d7UISUVFRAGRnZ9crNtGy1JqAPPXUU6xZs4aUlBQuuOACRo4cSdu2bcnKymLNmjXEx8ejKAp33303Pj7ywUII8ZfVWblsOqvT+YQw6XQuKkqzlHKsLEHtJ70/xHkiPT0dcNyxr47BYCA4OLjaFaEAQkJCarzOI488wrvvvuv8WafTERgYiF6vByArK4vS0lIKCwurjK/8w3xVatpWneTkZMBxgzk1NbXW/YuKqh6lqunzYPlN6NLS0nrHJ1qOWhOQa665hrfffpsnnniC4uJilixZ4tymqo5B8+HDh/PWW281XZRCiGZHOp03TIndjgIYNPXqE9ts7Sjr/QHSfFC0PFpt9Q1Wf/jhB2fyce+99/LYY4/RqVMnNGf927/yyivZsmWL8/NWU7OVTZXt3LlzrUv5CnEuak1AwDGH8dprr+Xjjz9mx44dZGRk4OXlxYUXXsgtt9zCDTfc0NRxCiGakQxLKXPP6nT+pHQ6r1WpXeXjM2lsyclHAwwO9OP2iOAWn7RtK0tA2pqMhBtl+pU4P5SPXJSPCFTFYrGQmZnZ4GuU39C96qqr+Oijj6rcp7pRiJCQEI4cOVJpatbZkpKS6h1TWFiY81ibzVZjAiXEuahTAgJwwQUXyCiHEKJWFrudOQkp5ErReb2syMhmc9l0NRvwY1Yu4UY9sSYjHhoNbUyGFtecL7nEwimzY/qVjH40T3WtqairvIKdJKa+j10tQaMYiQ57EF/vvo16jbro0aMHAAcOHCA7O5uAgIBK+2zfvv2cphElJiYC0KdPn2q3Hzt2rMptvXr1YsuWLWzatKna82/cuLHeMfXr1w9wNKHetGkTgwYNqvc5zoWiKM5G16Jlax1j/EIIlygvOj8uRef1driwcuHpopRMZp5M4rnjCbwZn4Kthf1R3n7W9KvLJAERgK93Xzq3/YgOMa/Rue1Hbkk+AIYMGYK3tzelpaXV3nx97bXXzukafn5+ANVOdXrxxRer/SA+duxYAP744w9++OGHStuzsrKqHVWpSefOnZ1JyDPPPFNlQXw5VVXJzc2t9zVq4uvrC1BrB3jR/EkCIoRoNGuk6LzBwgz6So+VnPXh47f8Qn4ue21bivLpVx09jIRW8fxF66TVeGAyxqHVNGz52sbg7e3tXH531qxZvPbaaxQUON6vqamp3Hnnnaxbt65O7QeqM3jwYAD++9//8vrrr2M2mwHHilf33HMP8+fPr3LkBaB///5cd911ANx6660sWbLEWb/xxx9/MGTIECwWS4Pieu+99/Dw8GDXrl1ceeWVrFu3rsJKX8ePH+e9996ja9eurFy5skHXqE6XLl0AWLRokfP1EC2TJCBCiEZxqLCYL6TovMFuCg0k4qwP4foqXrvkkoZ9oDgfJZhLSCx7PjJKJs5Hzz//PMOGDcNutzN16lT8/f0JDAwkIiKCzz//nDlz5hAcHAw0rL3AlClTuOyyywB49tln8fLyIiAggKioKP7zn/8wY8YMunbtWu3x8+bN44ILLiAnJ4dx48bh7e2Nn58fPXr04MiRI3z44YcNet49evRg5cqVBAUFsWvXLgYPHoynpyfBwcGYTCY6dOjAww8/zP79+xt9Wujdd98NOOpj/Pz8iImJoU2bNtxyS/Na7lnUrt4JSHx8PKtWrWLJkiXs3LmzXvP0jhw5wsyZM5k5c2Z9LyuEOI9J0fm5C9TreK1DDM/FRfJCm0gu9/WqtE8Hz5bTQ6l8+pWCTL8S5ye9Xs+KFSt455136NatGwaDY5GEa665hh9++IEHH3zQOQXJ39+/3uc3GAysW7eOqVOn0q5dO7RaLTqdjsGDB7Ny5UpefPHFGo8PCwtj586dTJ06lfbt22O32/H09GTChAns3LmzTj1IqnPNNddw9OhRXnnlFS677DK8vb3JycnBZDLRs2dPHnjgAVavXs2ECRMafI2qTJ48mc8//5zLL78ck8lEUlISp0+frnGpY9E8KWodM4ijR49y//33s2HDhgqPh4SEMG3aNB588MFaV0v4/vvvGT16NIqiOIcKReOKjo4mKSmJqKgoZ4GbEE2p1K4y/WSis+7j0ZgwuaPdCAqsNuYkpHCgrDbEpFG41NebyRHBeDbzlWlUVeWJo/EkW0q50NPE/7WLdndIQtTbsWPH6NixIwCnT58mNjbWzREJ0XzUaQRk//799O/fnw0bNjhXJyj/SktL4/HHH+fKK6+stiOmEKLl+io1Q4rOm4C3TsuD0WEYNY4pDma7yqacfP6dlObmyM7dKbOFZItj9SB5v4jmavbs2YBjlVBJPoSon1oTEKvVysSJE8nIyEBVVTw8PBg6dChjx47lwgsvBBx3s3bs2EGfPn3Ys2dPkwcthDg//JZXyA+ZjikIF3qauEWKzuulyGYnz1r9aPD+giJK7BUHqX/LK2z2S1Ruz3UU0ytAX7/KU82EOF/cfPPNrFy5kuzsbOdjx44d45577uHTTz8F4Omnn3ZXeEI0W7X2AVm+fDn79u1DURT69evHkiVLCA8Pd27fuHEjDz74IIcOHSI9PZ1BgwaxZs0aevXq1aSBCyHcK8NSykdJjiZZPloND8eEo5Wi8zqxqyoLUjJYnZmLHejh7cnDMeF4aiveE/Kpoo7GR6dt1v1AbKrKlhxH/cfFXh746+rcjkoIl1u+fDlLly4FwMfHB1VVnathAdxzzz3ccccd7gpPiGar1hGQ8k6dwcHBrFixokLyATBw4EB2797N+PHjAcjOzmbw4MH89ttvTRCuEOJ8YFNV3ktMpcBmB+D+6DAC9fJBsq625hbwQ1nyAfB7QRGLUyt3VO7q7UkXr7+WIlWg2Y8y/Z5fRFbZkp4DA3zdHI0QNfvoo48YM2YMHTt2RFEUSkpKiIyMZNSoUaxatYp///vf7g5RiGap1k8Mv/32G4qicPvtt1e7HrXRaGTRokW0bduW2bNnk5OTw+DBg1m9ejV9+7qniZAQoul8l5bF4SLHGu3Dg/zp6SPTaOrjaFHl9e2PFld+TKsoTI2LZEdeAZmlVi728mj2K2Gty3JM2fPRarjUV1a/Eue3u+66i7vuusvdYQjR4tSagKSlOQoee/ToUevJZs2ahaenJy+99BK5ubkMGTKE1atXc+mll557pC6Snp7O9u3b2bt3L6dOnSIrKwudTkdISAjdu3dn5MiRlUaB6iI1NdW5vnVNnn32Wfr379+Q0IVwiQMFRXyX7pgP3c5klGaDDRBhrNx0L6Jsic+/02kUrvBv3ELtHKuV3/OLMGoUevl4YdS4piVUmqWUPQVFAAwI8EWvab5TyYQQQjRcrQlIeSdNXR3n6b7wwgvodDqmTZtGXl4eQ4cO5ccff3Q22zmfpaenc9ddd1Uo8PT09MRisZCQkEBCQgKrV6/mscce44orrmjwdXx9fdFU8wffUM2HECHOB3lWG+8lpqICHhqFR2LC0MmHyHq7JsCX3XmF7CtbYjfcoOeWsECXXPu0uYQZJxIpKitujzLomdk+Gi8XLO27PjuP8t+u18j0KyGEaLVqzSoCAwNJS0sjOTm5ziedOnUqQIUkZPXq1Q2P0kXsdseM7J49ezJo0CC6d++Or68vNpuNQ4cO8fHHH3Pq1CneeustoqOjadOmTYOu8+abbxIWFtaIkQvR9OyqygeJqWSXrdp0V2Qo4cbmkTAX2ewcLirGU6Ohk6fJ7R3aDRoN09pEcqK4BIuq0sHD5LLRgEUpmc7kAyDJUsqK9GwmhAc36XWtqsqG7DwAunh5ENFM3jtCCCEaX63j7p07dwZg586d9Trx1KlTmTVrFgD5+fkMHTqUrVu3NiBE1/H29mbOnDlMnz6dq666Cl9fxx06rVZLly5dmDFjBn5+flitVr7//ns3RyuEa/2QmcMfZdNnrg7wpX8jTwtqKolmC48fPc3rp5OZfjKJ104nY7W7fxlbRVFo72niQi8Pl05FOm0uqfTYrvzCJr/ub3mF5JYlr9cG+jX59YQQQpy/ak1A+vTpg6qqrFu3rt7dy89OQgoKCnjzzTcbFqWLeHl50a5du2q3BwQEOJcXPn78uKvCEsLtjheZ+apslaYoo57JEU17t7wxLUjJcH7wBdhTUMTmsj4UrZFPFVOtXLF8cnnxub9OS29fWbRACCFas1oTkEGDBgGQkZHBqlWr6n2BqVOnMnv27GbfOKtc+ahIfZMxIZqrIpuNtxNSsKmgVxQejQnH5KKi5caQVtZxu7bHWoshVYw+9G7iVcySSyzsL6t3GRjgi64Z9zERQghx7mqtARk0aBA+Pj7k5+fz2muvceONN9b7Is888wwajYZnnnmmQUGeT/bv3w9AXFxcg8/x+uuvc+bMGUpKSvDz86NTp05ce+219OnTp7HCFKJRqKrKf86kk1bq6NswOSKYWJPRzVHVzwVeHiT/LeG4oJkvZdsQqqqyr/gAqi6dqwJC2Jpjwq7Clf4+jApp2gL4n8pqPxRgkBSfCyFEq1drAmI0Gp3F1wC5ubn4+dV//u5TTz1FQEAAW7Zsqfex54sdO3Zw7NgxAK655poGn+fo0aN4enqi0WjIzMxk+/btbN++nf79+/PEE0+g11deolMId9iQnc/2XEfX30t9vZrlykWTwoOcy84aFIUxoYF0a2V9S1RV5f20j9mSvx0ABYV7o++in8/lGJp4NMtit7OpLAHp7u1JqEF+vwkhRGtXp7V1y7ucn6s777yTO++8s1HO5Wrp6em8//77AFx66aXOWpC6MhgMDBs2jCuvvJK2bdvi6ekJQHx8PEuXLmXDhg1s3boVLy8vHnrooUaPX4j6SjRbmJecDkCwXsc9UaEozXDqjJdWy7NxkZjtdnSK0iqn/xw1H3cmHwAqKl9mLmKAb78mv/bOvELybY4VBq+R4nMhhBDUoQZEOAroX375ZXJzcwkPD+eRRx6p9zkCAgK47777uPjii53JB0BsbCyPP/64c2rb2rVrSUxMbLTYhWgIi93O2wkpWFQVLfBoTLhL+kQ0JZNG0yqTD4BsW3alx/LtBZSqTV8LU158HqjT0cPHs5a9hRBCtAZ16y7YihUXFzNjxgxOnTpFYGAgM2fOxMen8ZcfnThxIj/88AMWi4Vff/2V6OjoavdduHAhX331VZXbMjIyGj020fp8kZxBQomjCen4sCA6tsKaiZaks6kjRsVIifrXErwXmjpj0DRtL45Es4XDRWYABgX6umS1LSGEEOc/SUBqUFJSwsyZMzly5Ah+fn68/PLLhIeHN8m1TCYTsbGxHDt2jNTU1Br3LSwsJC0trcpt5c0UhWioHbkFrCubs9/V24MRwf7uDUicM3+dP89EPMZn6QtIs6ZzkUdn7g1t+umw67Idox8apPhcCCHEX1yagJjNZucH59jYWFdeut5KSkp4+eWXOXDgAN7e3sycOZOYmBh3hwU4+pWEhoZWuU3TjJZHFeefNEspHyc5/o366bQ8EB3m9q7honFc7Hkhb8bNctn1Sux2fs529Fvp5eNFoF7udwkhhHCo11+EhQsX8tlnn7F3716Ki4uJi4tjxIgRPP7440RERNR6/OrVqxk9ejQajQar1drgoJtaaWkps2bNYu/evXh6ejJ9+nTatm3bpNc0m83Ex8cDEBYWVuO+kyZNYtKkSVVui46OJikpqdHjEy2fVVV5JyGFIrsdBXgoOgx/nXxoFA2zPbeAInt58XnzGf1QVZX/5a7hh5w12FU71/gNZHTASDSK3NwRQojGUqdPFxaLhbFjxzobEZY3FTxy5AhHjhzhgw8+YPbs2XVevel8bkpotVqZPXs2v//+OyaTiZdeeolOnTqd83lVVa1xBaFFixZhsVhQFEX6gQi3+CY1k2PFjhqBG0MCuMRbCoZFw5UXn4fodXRtRu+l7QW/sCBjkfPnJVnL8NH6MMRvkBujEkKIlqVOt3QeeeQRVq5cCVRMHlRVRVVVioqKePTRRxk3bhylpc23w7DNZuNf//oXv/76KwaDgRdeeIGLLrqozsffdddd3HDDDcydO7fStmnTprF48WJOnjxZoYt6fHw8b7/9NsuWLQNg8ODBNRagC9EU9uQXsjIjB4BOniZuDm3axnSiZTtVXOJMZq8N9GtW0/h2F+6p9NjvhX+4PhAhhGjBah0B2bdvHx9//DGKouDh4cGsWbMYP348vr6+7Nu3jw8++IAFCxagqipLly4lPz+f5cuXYzQ2r27JAIcOHWLbtm2AI7n617/+VeP+X3zxRZ3PnZ6ezsKFC1m4cCFarRZPT08sFgslJX+tSjNgwADuvffehgUvRAPlWK28n+io+/DSaHg4OqzVLlcrGkd58bkWGBDQ+KsGNiVfbeXpYlU9JoQQouFqTUA+++wzwFHcvHLlSq6++mrntr59+9K3b1+mTJnCLbfcQlpaGmvWrGHkyJGsWLECk6l5Ld159uhOaWkpOTk5jXbuKVOmsGfPHo4ePUp2djb5+flotVoiIiK44IILuOaaa+jatWujXU+IulBVlU+T0skrG5W7NzqUEOlULc5Bsc3OlhxH8XkfX+9mV0c0PGAoOwp/JcuaBYCPxocbA4a7OSohhGhZFLWWgow+ffqwe/duRo8ezbffflvtfqdPn2b48OEcPHgQRVEYNGgQK1eurJCEfP/994wePRpFUSpMQxKNp7wIPSoqShoailr9nJ3HB2WrXg309+G+6JoXQBCiNuuycvnkTDoAL7aJ5OJmVP9RrsBWwC8Fv2HDTl+vXvjrpIO7EEI0plprQE6cOAE4ahNqEhcXx+bNm+nZsyeqqrJ+/XqGDx9OcXFx40QqhGhUWaVW5iU7GlcG63XcHhHi5ohEc2dXVX7MdEy/ijDoucjLw80RNYy31ptr/AYyxG+QJB9CCNEEak1A8vMdQ+nBwcG1niwgIID169fTp08fVFVl48aNDBs2jKKionOPVAjRaFRV5d9Jac5lUu+NCsVTK8uMinPze34RiSUWAK4P8q9x5T8hhBCtV62fOLy8vADqXA/h6+vL2rVr6du3L6qq8vPPPzN8+HBJQoQ4j6zPzmNPgePf5JBAP1lyVzSKFRnZAPhqtQxsZsXnQgghXKfWBCQuLg6A/fv31/mkvr6+rFmzplISUlhY2PBIhRCNIs1SyoIUx9SrUL2OW8OC3ByRaAmOFBVzpMgMwNAgPwwaGVETQghRtVr/QnTr1s05nao+qkpCHnnkkYbGKYRoBPayqVdmu4oC3B8dhkmmXolGsDI9BwCjojA0UOomhBBCVK/WTx4DBgwAYO/evRw4cKBeJ/97EpKdnd2wKIUQjWJNVi4HCh0LQwwL8ufCZlokLM4vSWYLv+U7RrgHBfrirdO6OSIhmq/p06ejKAoDBw5s0PFt2rRBURTmzZvXqHHVZuPGjSiK0mprv8qfe31v2LeU69dXrQnI0KFDnW+m999/v94XKK8Jueyyy6hlxV8hRBNKLrHwVUomAJFGPePDpNu5aBwry2o/NMDwIH+3xiKEEC3J8uXLmT59OsuXL3d3KI2q1gQkKiqK0aNH06lTJ7Zv396g5nw+Pj6sWbOGfv36NSRGIcQ5sqsqHyalYVEdU68eiAqTOfqiUWSVWtmc61gtsZ+fD8HSyFKIcxIcHEznzp2JjY11dyjiPLB8+XJmzJhRawLSuXNnOnfujKdn81hUpk4tamtqQFhX3t7ebNmy5ZzPI4Sov/9m5vBnWYHwjSEBdPA01XKEEHXzQ2YOtrLB7RtC/N0aixAtwUMPPcRDDz3k7jBEM3P48GF3h1AvcgtUiBYu0WxhcWoWALFGA2NCZOqVaBxFNhvrshyNB7t7exJrMro5IiGEEM2BJCBCtGA2VeWDpFRKVRUt8EB0GHpN6ywQFI1vbVYexXbH8MfIYH/3BiNEE7Db7bz//vv07NkTLy8vgoKCuOaaa/jvf/8LVF3wXZdi7Jr2qa0IXVVV/v3vf9O7d29nTNdeey0//vhjnZ/X0qVLGTlyJOHh4RgMBkJCQrj++utZtmxZjcelpaXx4IMPEhsbi8lkIjY2lnvvvZekpKQ6X7s+iouLmTNnDv379ycwMBCj0UhsbCy33XYbv//+e6X9hw0bhqIo3HvvvTWe991330VRFGJiYrCXNeQtV1paygcffMAVV1xBQEAAJpOJtm3bcueddzZolGHevHkoikKbNm3qtU/5e2T+/PkAzJ8/3/meKf86deqUc//aitAzMzOZNm0al1xyCd7e3nh7e3PJJZfw/PPPk5WVVeUxf3+fHjp0iEmTJhEREYHRaKRDhw5MnTqVgoKCer0mAKiiRYmKilIBNSoqyt2hiPPA0tRMdfy+o+r4fUfVb1Mz3R2OaEEsNrt676ET6vh9R9Vpx+JVu93u7pCEaFQWi0UdOXKkCqiAqtVq1YCAAFVRFBVQ3377bTUuLk4F1M8//9x53IYNG5zHVKemff7v//5PBdQBAwZU2ma1WtWxY8dWiMnf319VFEVVFEV95513qoypXEFBgTpixAjn8YDq6+tb4ecpU6ZU+e/58OHDanh4uHM/Dw8P1cvLSwXU0NBQ9ZNPPqn1edfH0aNH1Y4dO1Z4rt7e3hV+/vjjjyscs3DhQhVQAwMDVYvFUu25L730UhVQn3766QqPZ2ZmqpdddpnzGnq9XvXz86vw85dfflnlOcv32bBhQ4XHP//8cxVQ4+Liqo2nqn22bt2qhoWFqSaTSQVUk8mkhoWFVfiKj4+v9fqqqqq///67GhYW5tzH09NT9fT0dP4cHh6u7tmzp9JxZ79P165d6zzGz89P1Wg0zm2XXXZZja93VWQERIgW6lRxCUvTHHc12pmM3BgS4OaIREuyOSePHKsNgBuCA1rt0pui5Zo9ezYrV65EURRmzZpFdnY2WVlZJCcnM2XKFJ566inS09NdGtMbb7zBkiVLUBSFGTNmkJWVRXZ2NklJSdxyyy08+eSTNcZ0xx13sGrVKrp06cKKFSsoLCwkNzeXvLw83n//fXx8fJg3bx5vvvlmheNKS0sZO3YsKSkpREdHs3r1agoLCykoKGDDhg14eXnx5JNPNtrzzM/P5/rrr+fo0aPccMMN/Pbbb5jNZvLz80lKSuLRRx/FZrNx//3388svvziPGzVqFF5eXmRlZfHDDz9Uee7jx487j5k4cWKFbVOmTGHHjh14e3szb948CgoKyMnJ4ejRowwZMoTS0lKmTJnCrl27Gu25Vqdfv36kpKQwfvx4AMaPH09KSkqFr5iYmFrPk5ubyw033EBqaiodO3Zk06ZNFBYWUlhYyIYNG2jXrh0pKSnccMMN5OXlVXuecePGMWLECE6ePElOTg55eXm8+uqrKIrCjh07+PTTT+v3BOuVrpyDGTNmVPgSTUNGQISqqmqpza4+ffS0On7fUXXi/qNqfLHZ3SHVy9acPPWl4wnqC8cS1E1Zuc7HS2w2df6ZNPXRI6fUF48nqPvzC90YZetls9vVx46cUsfvO6o+euSUapPRD9HC5OfnO++2T5s2rdJ2u92uDh061HkH2BUjIIWFhc7RiqeeeqrScTabTR00aFCVMZ19zbZt26oZGRlVxrVo0aIqRxAWLFjgHHX4448/Kh13+PBh1Wg0NtoISPlrMGrUqGpHV++9914VUEeOHFnh8VtvvVUF1HHjxlV53MyZM1VA7dKlS4XHt27d6ox/6dKllY4zm83qJZdcogLqddddV2l7+bGNNQJSbvLkySqgTp48udrja7r+P//5TxVQvb291VOnTlU67tixY6qHh4cKqLNnz66w7ez36eDBg6v8f1E+onb11VfXGN/fuWwEZPr06cyYMcP5JYRoOkvTs4g3WwAYHxpETDMqDt6dX8g7CakcKTJztNjMB0lp/JLrmF+6MCWT/2XmkmIp5c8iM6+eOkNKicXNEbc+v+UXkmwpBWBEsD8aGf0QLcyaNWsoKChAr9dXeWdfURSee+45l8eUl5eHTqfjmWeeqbRdo9Ewbdq0ao//7LPPAMcoSFBQUJX73HzzzRiNRrKysirc5S9fDXX48OF069at0nGdO3dm7Nix9Xo+NSmP9cknn6x2dLV89GL9+vXYbLZKj69cuZL8/PxKx3311VcV9iu3ePFiAC6++GJuuummSscZjUbn67t69eoGtaVwh/LnNXnyZOLi4iptb9++PbfffjsA33zzTbXnmTp1apX/L0aNGgXA/v376xWXS6dgqaoqzQiFaGLHisx8n+5oDNfJ08TwZlYcvDm78h+MZemOqWRbcipuswK/5RW6IixRRlVVVpS9v/x0Wq7y93FzRKKlKbIXc7okniJ7sdtiKC9wvuiiiwgMrHrlwMsvvxydrk7dDBpFeUJw0UUXERISUuU+V1xxRbUxbdu2DYA333yT8PDwKr+io6MpLXXcXIiPj6907Zq6s1999dX1fk5VSUxMJCEhAYAxY8ZUG2t5klBYWEhmZqbz+CFDhhASEkJxcTHfffddhXPv3r2bw4cPoygKt956a4Vt5c9x0KBB1cZ27bXXAo7fg1UVwZ9vLBaLMzGoy/Pau3ev8///3/Xp06fKx6OiogDIzs6uV2wu+5czefJkV11KiFbLYrfzQVIqdsCgKNwfFdrs7k7nn3Unq1y82YKqqpSo9krbskqtrghLlDlcZOZYcQkA1wf5SUPLVu6WY1PcHUK9fN1hXp32K6+jiIyMrHYfg8FAcHAwKSkpjRFanWMq/8BXFaPRWG1MycnJAHW+c19UVFSva9e0rT7K4wTHqlt1cXasOp2OcePG8f777/Pll19W+Pz55ZdfAnDllVdWavRYl+cYHByM0WikpKSkzrG5U1ZWlnN0qKbnFR0dDYDNZiMrK4uwsLBK+/j4VH2zyWRy9BWzWuv3t9hlCcjnn3/uqksJ0Wp9k5rFmRLH3Ytbw4OIMBrcHFH9XeDpwf7Cinc+7cDW3AI0KNioOIoaapTO2660IsNxl8ukURgc6OfmaIQQdVX+QXTRokXccsstbo6memdPp0pOTiY8PLze55g0aRLvv/8+69evJyUlhfDwcOx2O19//TVQefqVcD25dSVEC3G4sJj/ZeYAcLGXB0Oa6YfDQYG+VT7+e34hPXw8KzymBbp6e1a5f0uTb7XxTkIK9x8+yYvHEzlW1tnelRLMJfye77jTeE2AH15arctjEMIVyqc4nX03/u8sFkuFqT/lzp4CZTZX/e80Nze3wTGdOXOmxpgyMjKq3FZ+V/vsqVWNee3G6gVy9t33hsQKcNlll9G+fXtsNpsz6di4cSNnzpzBYDBUWa9S/hxreh4ZGRmUlDhGgENDQ+sUS/n7obr3AjTs/VAXgYGBaMt+T9f0vBITEwHQarXVTjlsbJKACNECmO12PkxKQ8VxZ/reZjj1qlygXkcXL49Kj/+WV8iEsCD6+nphUBTCDHoejw0nshmO8jTE+4mpbMstINtq42ixowA/z1p5ulpTWpmRA4BWgWHNrLZIiPro0aMHAAcOHKh2bvv27durnC8fEPDXkuflH+z+7tdff613TL169XLGVF2SsWXLlmqnwvTr1w+AVatWNfjamzZtqnaf6hrg1Vfbtm2dox4NibVceY1H+bSr8uLzYcOGVfh/VK53796Ao6i9OuvWrQMcixCUv0dqU36ttLQ0LJaqF02p6f2gKZvm2pAaaoPBwCWXXALATz/9VO1+5c+ra9eu6PUumlVQrzWzxHlPluFtnT4/k+ZsOLg2M8fd4ZwTu92uTitbQvjvX2cvyduaWGz2Kl+PHTn5LoshvcSi3lp23Q8SUlx2XdG6/JL/m3r7sXvU8Ucnq7cfu0f9Jf83t8Rx9jK8L7zwQpX7XH/99VUueVtSUuJsHvevf/2r0nEZGRkVmsL9XU3L8JY3xXvmmWcqHWe329Vrr7222mV416xZ49y2ePHiGp9/VlZWhZ/LG/zpdDp17969lfb/888/nc+5MT5aTps2zdnw7ujRo/WKtdzhw4ed8ezdu1f19/dXAfXbb7+tcv9t27bVeRne66+/vtL28mP/vgzu6dOnnduquvbRo0edr11Vy/A++uijKqDecMMNVcZd2/VnzZrlXIb39OnTlY47exne1157rcK2c11SuiaNPgJSWFjIwYMH2bFjB4cOHapxyEkIce6OF5tZnekYvu3q7cE1AVVPYTof2VSVLTn5LEnNZE++YzWrpJJSjpurvkuk0zTPUZ1zpVXAs4pib1+d66ZA/S8zh/LxlpHB0tRSNI2+3r34qO1cXot5mY/azqWvdy+3xOHt7e1cfnfWrFm89tprFBQ4lgNPTU3lzjvvZN26dXh6Vp4CajAYnEuTvvLKK6xYscI5KrFjxw6uvfbaau+E18TT05OpU6cCjoaEr7zyinOZ2eTkZG6//XY2bdpUZUwAgwcPdja1mzhxItOnT68wpaqgoID169dz1113ceWVV1Y4dty4cVxyySVYrVaGDx/O2rVrnXfkf/75Z6677jqMxsZb7v3ZZ5+lU6dO5ObmcsUVVzB//vwKS+qmpaWxePFirr/++iqXJAbH0sDlIzdTpkwhJycHPz8/RowYUeX+l19+OTfccAPgWDjpiy++cP5/OnbsGDfccAP79u1Dr9fz8ssv1/m5xMbGctlllwHw+OOPs2XLFux2O3a7nTVr1jB48GA8PCqP+pfr0qUL4BjdOnr0aJ2vW+6BBx4gJiaGgoICBg8ezM8//+zctmnTJoYOHUpxcTFxcXHcf//99T5/g9UrXanBN998o/br10/V6/WqRqNxfplMJnXo0KHq+vXrG+tSogYyAtK6WO12derReHX8vqPqbfuPqaklltoPOk/Y7Xb1zdNnKtzR/zY1U000l1R5t/+RIyfVYpvN3WG7zZrMnAqvx+unklzWADC/1KrefuCY87pCtAYWi0UdNmyY8+6uVqtVAwICVEVRVEVR1Pfee0+NjY1VAXXRokUVjj158qQaEhLiPNZoNKpeXl7ORoDlIwpVfQyrbgREVVXVarWqN998c7UxvfPOO2pcXFyVIyCqqqpFRUXqhAkTnMdTNsrg5+enKorifKxDhw6Vjj18+LAaHh7u3MfT09P5nEJDQ9VPPvmk0UZAVFVVT506pXbr1s15To1GowYGBjqvWf511113VXuOt956q8K+d955Z43XzMzMVC+99FLn/gaDwTlyQtkI0MKFC6s8tnyfv49AqKqq7ty5U/X09Kzw2pWPevTq1Ut95513qh0BycjIUIOCglRAVRRFDQkJUePi4tS4uDg1ISGhTtffvXu3Ghoa6tzHy8urQjzh4eHqnj17Kh3n1hGQrVu30rNnT3r16lVlAUtxcTGjR49mwoQJ7NixA6vV6uz3oaoqJSUlrF27lmuvvZZHH3201oRICFF3qzNzOWl2FMSNCQ0k1NB8VoQ6aS5h5996eHyXlsXm7Dwi//Y8Ig16XmkXg6kVL/k6ONCPme2imBAWxCMxYTwRG+GyOp+VGTmU2B13O2X0Q7QWer2eFStW8M4779CtWzcMBke92TXXXMMPP/zAgw8+6Cwe9vf3r3BsmzZt+OWXX7jtttsICwtDVVVCQkJ4/PHH2bVrV4OXrNVqtSxevJiPPvqInj17OmMaNGgQ//3vf3n44YdrPN7Dw4OvvvqKdevWMWHCBGJjYzGbzZjNZmJiYhg+fDhvvfVWlbUenTt35o8//uD+++8nOjoaq9VKYGAg99xzD7t376Z9+/YNek7ViYuL49dff+Wzzz7juuuuIzg4mLy8PGcst956KwsWLGDu3LnVnuOWW25xFmFD7atfBQYGsnnzZt577z369euHh4cHRUVFxMbG8o9//IO9e/c2aAWtPn36sG3bNkaNGkVgYCA2m43Y2Fj+7//+jy1btlS7xC1AUFAQmzZtYuzYsYSHh5Odnc3p06c5ffp0nZe+7dGjBwcOHGDq1KlcdNFFztGriy++mOeee479+/fTtWvXej+vc6Goas1VLS+++CL//Oc/ad++fZVDP+PHj2fJkiUoioKqquj1ejp37oyfnx+5ubkcOXLEWaSlKArPPvsss2bNappnI4iOjiYpKYmoqKhqi99Ey5BZauXJo6cx21VijAZe7RCDrhkVnu8rKOKfp6pfUcVPp6WTh4n2nkaGBflLvwk3ybVaeeTIaUpUlS5eHrzQtnHW+heiuTt27BgdO3YE4PTp05X6SgghqlfrX/Sff/4ZRVG4/vrrK21bv369M/nw8vLi7bffJisri71797J582b27t1LVlYWc+fOxdvbG1VVeeONNzh06FCTPBkhWpN5yemYy+5K3xUV0qySD4COniYCaqhhyLXa6OXrxaiQQEk+3Oj79GxKyu5TjQ8LcnM0Qpw/Zs+eDcAFF1wgyYcQ9VTrX/XyNZjLi2DOVt5cUKfTsWbNGh5++GG8vLwq7OPl5cUjjzzC6tWr0el02O12Pvzww8aIXYhW67e8Qn4tm750TYAvnT2rL2A7X5k0Gl5oG0U3b09C9ToMVSRQhbbKnc/PVZqllB25BZwslgUyapNZamVtlmPKQ08fTzp6mtwckRCudfPNN7Ny5coKS/EeO3aMe+65h08//RSAp59+2l3hCdFs1doJvbzVfFBQ5TtfW7duRVEUJk6c6Kzwr87ll1/OpEmTmDdvXo1rLAshama22fk8OR0AP62WCeHN9650lNHAc20iAceIzo+ZfzVj0isKvXwat8ng9tx83ktMxVY28XREsD+TwoMb9RotybL0LErLRj/GhTbf95kQDbV8+XKWLl0KgI+PD6qqOlfDArjnnnu444473BWeEM1WrQmIXq/HbDZTXFxcaVtqaioAAwcOrNPFBg4cyLx580hISKhflEIIpyVpWWSWOgrPbosIxruFdKOeGBaMTlHYlVeIr07LuNBAwhupyWBOqZX12XksS89yJh8AqzJyGODvQ4yp8ZaPbCnSLKVsKBv9uMzXmzYe8hqJ1uejjz7ixx9/ZO/evaSmpmI2m4mMjKRv377cddddDB8+3N0hntfKGwrW1fjx43n77bebKBpxPqk1AYmIiCA/P5/jx49X2mY0GjGbzXVe+7l8v7pW7QshKjpVXMIPmTkAXOLlQX8/b/cG1Ij0GoVJ4cGNPiKRXWpl2vEEsqvpGp5msUoCUoVv07KwAQowNjTQ3eEI4RZ33XUXd911l7vDaLbKb1TXVfmqYqLlq7UG5PLLL0dVVVasWFFpW+fOnQHYv39/nS5Wvl99M2IhBNhVlf+cScOOY3rSnZEhKM2s8NwdNmTnVZt8GBSF9p6SfPxdUomFzTmOpl9X+PsQZWqckSghROtydluGunzNmzfP3SELF6k1Abn55psB+OOPP1i0aFGFbbfccguqqvLJJ5+Qk5NT43mys7P5z3/+g6IoXHrppQ2PWIhWal1WHseLHT0/RocENNr0pJau2F51IXugTssTseH462odCG51vk3LQgW0wJgQGf0QQgjRuGpNQIYNG0a/fv1QVZW77rqLb7/91rnt/vvv56KLLiI1NZUhQ4Zw4sSJKs9x/PhxhgwZ4ixov+222xopfCFah6xSK4tSMwGINOqlGVw9XObrXekX3YSwQN7v3IbuPl5VHtOanS4uYXuuo8h2YIAv4cbm09xSCCFE81BrI0KAw4cPc+WVV5KZmYmiKFx11VXcdtttXHrppdjtdsaNG8eRI0fQ6XQMGjSIXr16ORsR7tq1i/Xr12OzOaZAjBgxgu+//77Jn1hrJY0IW6a58SnsyHN8KHypbRQXeTW/ZXfd6ff8Qr5Pz8ZsV+nv782IIH+ZvlaNN04nsyu/EJ0CczvGEWyQBEQIIUTjqlMCArB7925GjBhBSkpKlX+4y09T07arrrqKVatW4e3dcgpnzzeSgLQ8v+cX8trpZAAG+vtwX3SYmyMSLdWxIjMvnHD83rguyI8pESFujkgIIURLVOf2wj179uTAgQPcfvvtaLXaCkVD4Eg8zk4+zt7u4+PDrFmzWLNmjSQfQtRDid3OZ2ccPT98tBpulZ4Vogl9UzbNz6gojJJpfkIIIZpIvaovAwICmDdvHrNmzWLevHls2rSJ3377rUKHUHD0DunUqRPdunVj2LBh3HDDDZJ4CNEA36VlkV7W82NieDC+upbR80Ocfw4WFrOv0NHvaWiQH/56Kc4XQgjRNOo8BasmFouF7Oxs7HY7Pj4+kmy4kUzBajkSzCVMPZaADbjQ08RLbaOkbkE0CVVVmXEyicNFZjw0Gt7pFIePJLtCCCGaSKPc4jIYDISFybx0IRqLo+dHOjZAq8BdUaGSfIgms7egiMNFZgCGB/tL8iGEEKJJ1bkGRAjhOhuy8/iz7APhjcEBREnPD9FEVFXlm7QsALy1GoYF+bk5IiGEEC2dJCBCnGdyrFa+SnEUA4cb9IwKkWJg0XR25RdyoqzB5cjgADy1MvohhBCiadWYgJQ3DmxqKSkpLrmOEM3BwuQMCsu6d98ZGYJBI/cJRNOwqyqLUx2jH346LUNl9EMIIYQL1PjJpkOHDrz88svk5eU1ycUzMjJ48skn6dChQ5OcX4jmZl9BEVvKulBf4efNJd6ebo5ItGQ7cguIL7EAMCokAJMku0IIIVygxr82BQUFTJ8+nbi4OKZOncrJkycb5aIHDhzgqaeeol27dsydO5fi4uJGOa8QzZnFbufTsp4fXloNt0VIzw/RdGyqypKy2o9AnY5rAnzdHJEQQojWosYEZP78+YSFhZGbm8sbb7xBx44dGTBgAO+88w579uzBXjZNpDZ2u509e/YwZ84cevbsSdeuXZkzZw4FBQWEhYUxf/78Rnky4vyy+7cCpj5+mgfuPMG/30uluLhu75fW6ofMXFIspQDcGhaEn076MIimszknn+Sy99uY0ACZ6ieEEMJlau0Dkp+fzxtvvMHcuXMpKCiosBSop6cnvXr14oILLiAwMJCgoCB8fHzIy8sjKyuLrKwsDh06xK5duyqMcpR3R3/sscd46qmn8PHxabpn2MqcL31AkhItvPRsPDbbX4/1v8qHux+Q5ZqrkmO18vifpym2q7QzGXmlfTQaWXZXNBGrXeXxo6dJL7USqtfxVqc4dPJ+E0II4SK13mL18fFh5syZPPbYY3zwwQf8+9//JikpCYDCwkI2b97M5s2bazzH2TlOdHQ0999/P/fffz/+/v7nFr04bx3YW1Qh+QDY83uhe4JpBhanZlFsd/w7uT0iWJIP0aTWZOWSXmoF4ObQQEk+hBBCuFSd53gEBgbywgsvMG3aNNatW8d3333H6tWrOX36dK3HtmvXjuuuu46bbrqJq6++WhqqtQJ+/pWX8vT3b5wpRWaznV07Cygxq3Tv5UVgUPOeqnSquIQN2Y6FHi7z9eYCLw83RyRasnyrjaVltR+xRgNX+MsItBBCCNeq9yc3jUbDkCFDGDJkCOBYqnffvn2cOnWKrKwsSkpKMBqNBAUF0bZtWy655BKCg6WYtjVQVZWkRAvWUpUevb3ofKGJI4cczfR0Ohh3a9A5X6OwwMY//y+RM0mOuetLFmXy7IuRtGlnOudzu4OqqnyRkoEK6BWFW8PP/TUSoibfpmU5l3m+TUbbhBBCuME53zoODQ3lmmuuaYxYRDNWWqry7lvJ7P29CICYOANPPBvJsaNm8nJtXHyJB+ER597Ne9P6PGfyAVBcbGfZkiwefzbynM/tDr/lF3Kw0FEfNTzYn1CD3s0RiZYs0WxhbVYuAL18vGSZZyGEEG7RvOeuiPPG+jW5zuQDIOG0he+XZjHl7tBGvU5ujrXyY7m2KvY8/5XaVRaWdTz312m5MVg6noumtSAlAzugVWCSjLYJIYRwE1l3UTSKpCRLpcfOJFZ+7Fx16+Hl/D4CO/+ghAkJeZyZfQprVmkNR55/VmflkFq2DOr4sCA8tPLPUTSd3/ML2VPguElwXaA/EcZzH5EUQgghGkI+8YhG0aatsdJjsW2N1LLKc71ddIkn/7gnhMggLbcqFqJQ0ZaqFP1RQPJb8Y1+vaaSZ7WxNC0bgDYmIwOkEFg0IauqsjAlAwAfrYabQmW0TQghhPtIAiIaxYBBvlwx4K8P0RoNrPsxl39MOM6s6Y3bj2TAID9euCcYj7/lGiXHirEXNI/pWIvTMikuKwSWZXdFU1uXlUtSiWO0bWxoEF7ayqvUCSGEEK4iCYhoFPl5NkJC9bTvYESjAftZTc//PGzmmy/TG/V62iqW9FWMChrT+f+WjjeX8FOWY9ndvr5eXCTL7oomVGC18W3ZsrvRRgPXBPq6OSIhhBCt3fn/aU2c11S7yt412Xz12AksS1K58lgeU+wl3EkJd5V93U0Jkf9LJ/WDRLKWpVHwSy4lCWbUUnvtF6iGIdaEz0D/Co8FTQhH0Z/fb2lVVVmQ7Fh2V6fAxHBZolo0raXpWRTYypbdDQ9GK6NtQjR706dPR1EUBg4c6O5QGmTjxo0oitLgvnBTpkxBURSmTJlyXsUl6k5WwRINUrSvgJxVGRQdLsKzxM6Q2g6wqeT/nFPxMQV0IXo8Onni2c0Hj67e6Pzq9pZUFIXQe6PwvtSP0hQLpo4emDqc/0uK7s4vYl/ZsrvXB/kTJsvuiiZ0psTCmkzHsrs9fDzp5nP+/xsRojXLyclh7ty5ADz22GP4+/u7NR4hmookIKJeSk4Wk7EoleK9BZW22T01eHf0JDGtlJTkUs4u0TACQaj4o+K8r6CCNa2U/LRc8rc4PiQZ25jw6OaNZ1dvPDp7ouiqH9FQFAWvHg0r3rYX27BmW9GH6F02amK1/1UI7KfVMjok0CXXFa3XwpQMbIAWmCSjbUKc93JycpgxYwbguMtfXQISHBxM586diY2NdWF054+IiAg6d+5MRESEu0MRDSQJiKgTu9lO+qdnyN+c89djRg27ShQS0XDZuGCuGB2IoihEqCrTnoonOanysrhaVKaM9qdHGwOWMyVYEkoo3l+ALc9RPF5yykzJKTM532egmDR4dvPGd2AAnl29UbSNMySatymb9E/PoFpUtP46wp+IxaNT098ZXpOVS3LZsrvjwgLxlGV3RRPak1/E7nzHsrtDgvyIkmV3hWgxHnroIR566CF3h+E2r776Kq+++qq7wxDnQBIQUSvVqpIyN56iPxyjHopewe+6ID78vYTjiaWEhevpPyrQOWcy+UxplckHgA2FT5flMuXuEAaOdjQpVO0qJafNFP2RT9HeAsx/FoENVLOdwl/yKPwlD22ADp+r/PEdEIAhsvKSv3VVmmEh7eMkKFssy5ZjJfWdBOLe6YSiabo5n45ldx2FwLEmA1cHSCGwaDo2VWVB2Wibt1bDGBltE0IIcR6RW7CiRqpdJe2jRGfy4dndm9g5HdFcF8zxREeSMfAaXzRnfXiv7nP8tUN98fF1LP/5xafpHNznuDuraBRMbT0IHB1K9P+1o91/LiT8qVh8rwlA4+l4i9qyreR8n0H8E0dJ/L8T5G3Ixl5c/yV3LQklzuSjnDWjtMmX7/02LYvCsqXBJofLsruiaf2UlUdiiaMR6M2hgXjrZNldIepr4MCBKIrC9OnTsdvtvPfee/Ts2RMvLy/8/f0ZPHgwGzZsqPLYffv28eKLLzJgwADatGmDyWQiICCAfv36MWfOHMxmc5XXa9u2rfPntm3bOgui/15wXVURenJyMlqtFkVR2L59e43PrVevXiiKwrRp0yptKy4uZs6cOfTv35/AwECMRiOxsbHcdttt/P7777W8ag1z6NAhJk2aREREBEajkQ4dOjB16lQKCipP94bai9DNZjOvvPIKF110ESaTidDQUG688Ubn61L+mm7cuLFR4xJ1JwmIqFHmolRnfYbpQk/Cn4hFH2zgQFnyAHBJ94rTl8Ii9FzSreJjXbt7MukfoTz9fCRGo4LdDu/PTSEluXK3dI2nFu/evoTeHUWbjy4g7OFoPC7xorx4xHykiLR/J3HyviOkfXKG0pSSOj8fQ5QR/vbZXxugQ+PddB/QEs0W1mU5XsM+Pl5c7C2FwKLpFNpsLEnLBCDKqOfaQD83RyRE82a1Wrnhhht4+OGH2b9/PxqNhtzcXNatW8fgwYP5/vvvKx0zcuRIXnnlFX7++WfS09Px9PQkJyeH7du388QTT3DllVeSn59f4ZjAwECCg/+q1QoODiYsLMz55edX87/liIgIBg0aBMBXX31V7X6HDx9m9+7dAEyaNKnCtmPHjtGtWzeeeOIJtm3bRl5eHgaDgYSEBBYuXEifPn34z3/+U/MLVk/r1q2jd+/efPnllxQXF2O1Wjl+/DivvfYagwcPprS06hkV1cnPz2fAgAG8+OKLHDp0CLvdjsViYcWKFVx11VV89913bolLVCQJiKhWSYKZnJWOaRyGWBMRT8WhMTjeMvGnHR/6Pb00REVXnFuuKAoPPxnOmPGBXNrPm7ETgnjoiXAAYuOM3PtwGIoChYV23p+TQmlp1d3LVVWl+FAhpWkW/IcGEft2RwLHhqILdawcpZbYyVuXxenHj5LyTgIlp4trfU76UAPBkyOc73yNp4awB6ObdPrVgpQM7IBWgYnhQU12HSEAvkvLJv+sZXd1MtomxDn54IMP2L59O9988w0FBQXk5+ezZ88eunTpgs1m48EHH8RmqziKPnDgQBYsWEBSUhKFhYVkZWVRWFjIl19+SUREBL/99htTp06tcMx3333Hr7/+6vz5119/JSUlxfn19ttv1xrrxIkTAfjmm2+wWq1V7vPll18C0L17dy666CLn4/n5+Vx//fUcPXqUG264gd9++w2z2Ux+fj5JSUk8+uij2Gw27r//fn755Ze6vXh1MG7cOEaMGMHJkyfJyckhLy+PV199FUVR2LFjB59++mm9zvfYY4+xc+dOjEYjH3/8Mfn5+eTk5HDixAmGDBnCnXfe6Za4REUuTUDMZjPx8fHEx8e78rKigXLXOGoW0EDE07Fovf4aJUhLdWT+4eH6KtfLNhg0jBwdyP2PhDP8xgAMhr/eaj17ezPqZsec9IR4C99+nVnl9bO+TiX51dNkfZNG8r/iyVmRSeCYUOLmdiLyxTZ4X+brGM1QoWBbLgnPHufMa6coPlRY4/Pyvy6INh9cQPQr7Wjzfmc8u3jX52Wpl9/zC9lT4Bgtui7Qn3ApBBZNKLnEwo9ZOQB08/aku4+XewMSogXIzs7m+++/Z9y4cRgMjt/hXbt2Zd68eQAkJSWxdevWCsfMmzePSZMmERkZ6XzM09OTW2+9lSVLljj3KSoqojHddNNNmEwm0tPTWbt2bZX7LFq0CKg8+vHmm29y7NgxRo0axfLly+nVqxc6naNUODIykrlz53Lvvfdis9n45z//2Wgx9+7dm6+//po2bdoA4OXlxdSpUxk+fDgAixcvrvO5Tp48yeeffw7Au+++y913343R6Kgbbdu2LcuWLSMmJsblcYnK6pWALFy4kEGDBhEcHIyXlxcXXXQRzzzzDMnJyXU6fvXq1bRp04Z27do1KFjhOrYim7Nvh3dfX/QhFT84p6c57qyEhDWsj8XI0QF0vtAEwOr/5lSY0gVgy7OSvSKjwmN567IoTbOgaBQ8L/Ym/LFYYt/qiO+gAEdXP6Do9wKSZpwk8f9OULgrD1WtenRF56/D1METjUfTTb2ynlUI7KPVcFNoQJNdSwiAL1MysamOX+y3ybK7opkqstk5XVxCka3hzWob05VXXskVV1xR6fFevXoRHR0NwP79++t8vv79++Pv709RURF//PFHY4UJgK+vLyNHjgT+Guk4244dOzh+/DgajYYJEyZU2PbZZ58B8OSTT1bbiK98hGX9+vWVRn0aaurUqVVeb9SoUUD9Xttly5ahqiqhoaHccccdlbYbDAaefPJJl8clKqvTKlgWi4WxY8eyatUqAOeHuiNHjnDkyBE++OADZs+eXecl4ar7UCjOH/mbclBLHL/8/YZWnjZkLnJs825g7YRGo3DPg2G88EwCxUV25v0njX/+K9Y5UmIrskEVbxNbvhV96F/JkCHCSOg9UQTeHErO/zLJXZeFarZjPlJE8hvxGOJMBN0ahle3hvULORfrsnI5U1K+7G4QXlopBBZNZ19BEb/lO0b/Bgf6EW2S0TbR9G7Zf8zdIdTL11061PuYPn36VLstKiqKxMREsrOzK21bsmQJX375Jbt37yY9Pb3KwvMzZ87UO57aTJw4kSVLlrB8+XIKCwvx8vprJLS8NuTqq6+uMDqTmJhIQkICAGPGjKk2ASlPOgoLC8nMzCQ0NPSc463u9Y2KigKo8rWtTnmR/OWXX462mr+5V111lcvjEpXVaQTkkUceYeXKlUDF5EFVVVRVpaioiEcffZRx48ZJUU4LUbDTUTRtiDFiuqBy0XRJWXJiNDZ8fnlQsJ5bb3fcpU1Ps7Jy2V//mPWhBgyxpgr760L1GOMqPubcFqgneFI4bd7rTOC4UDQ+jl88ltNmkl89TdI/T9apRqSxFFhtfFu27G6M0cAgWXZXNCG7qrIg2THa5qXRcHOoLLsrRGPx8an+BpbJ5PibdPZnH6vVyk033cS4ceP4/vvvSUhIwG63ExQU5Cwo12gcH78KC2ueMtwQ119/PYGBgRQWFlYokLfZbHzzzTfAXyMZ5c6eyZKWlkZqamqVXxkZf81MaKzpY9W9vuWvbXW1LFVJT08HqJBc/V1N25oqLlFZrQnIvn37+Pjjj1EUBQ8PD+bOnUtycjKFhYXs2LGD22+/HUVRUFWVpUuXcsMNN1BSUvdVicT5yZru+GVq6uhZ5Z0Qi8WRiOoN51bgevkV3oRHOKZx/ff7bE6dcNwhUjQKEc/E4tnLB22gDo+u3kQ+16bGzugAWm8tgTeF0ua9zgTfFu5c3ap4XyEJU4+T+mEi1symT5KXpWdTUF4IHBGMVgqBRRNan51HfNmyu2NCA/GRZXeFcJv//Oc/LFu2DICXXnqJEydOYDabycjIcBaUl38IbooZIQaDgbFjxwIVp2GtW7eOtLQ0TCYTY8aMqXDM2dOpkpOTnTeYa/oqr40QoiFqTUDK5wRqNBpWrlzJI488QlhYGB4eHvTt25d58+bx008/ERoaiqqqrFmzhpEjR1Y51CiaB9WmYs1yfEjXBVdd46Etm7xX3ymgdrtKWmopBWV9N5YsyiIlubRsG7zxzzPY7WXJTbCByKfjaPvBBURNa4Mhou4NCDVGDf7Dg4l7uxP+I4NR9Aqojqllpx//k8xvUrEXNU3vj6xSK2vKlt3t4e1JV1l2VzShIpuNxamO0bZIg54hQbLsrhDuVF5kfvvttzNjxgxnP49yNputwkhCUygf4VizZo1zVKA8GRk5ciS+vhVH5cPCwpzfN+eFgkJCQgBqrE2ua92yaFq11oBs2bIFRVG48cYbufrqq6vcZ+DAgfzyyy8MHz6cgwcP8tNPPzFy5EhWrlzpHKoSzYc1uxTKav+qS0AMBg3mYhuWkroXCWZmlDL3jWQSTlvQaOD6Ef6s+zGnwj6FhXZ+Wp3L4Ov9Gxh9RVovLcETw/EbEkjmN6kUbMlFtahkL0sn76csAm8OxXdQIIqu8UYolqVnUVp2V2t8mCy7K5rWd+nZ5JXdCZgUIcvuCtdqSE1FTXbmFfB+YioldhWjRuHB6DD6+jbdSoVNITExEai+hmDHjh3V3qQtn5oF5zY6csUVVxAbG0t8fDyLFy/mjjvuYPny5UDl6VfgWCEqPDyclJQUVq1aRd++fRt8bXfq0aMHCxcuZNu2bdhstirrQDZt2uSGyMTf1ToCcuLECQAGDx5c435xcXFs3ryZnj17oqoq69evZ/jw4RQXu27evWgcZ09R0gVVl4A4PuSUT8Wqiy8+SyfhtGOaiN0O/12RU+UIyk9rcxt9WFofYiD8oRii/9kej4scBXm2PBvpnyWT8Nwxiv9snLmsaZZS1mflAXCZrzdtPOo+aiNEfcWbS/ghIweAS7w86CGjbaKZ6+vrzUed2/Jahxg+6ty22SUfgLNh4OHDhytts9vtvPTSS9Uee/bIRE5OToNjUBSFW2+9FXAUnq9YsYL8/HwCAwMZNmxYlceUrxr1zjvvcOxYzYsLnK8F2KNHj0ZRFNLS0pzLJJ+ttLSUt956y/WBiUpqTUDKO3We3Z2zOgEBAaxfv54+ffqgqiobN25k2LBhjb7OtWha9sK/RjW03lUPknmXFXnn59V9GtPpk5Vrg6JiKic4KWdK+X1X4xfmAZjaexD5Yhsino5FH+lIDiwJJST93wnSPzvjWH3rHCxNy8KGoz3JWCkEFk3Irqr8JykNG45VqP8RGVLtyjVCNCceWg1xJiMe2ubZK7n8hu3HH3/MF1984SxQP3bsGDfddBNbt26tsDLV2fz9/Z2rLH3xxRfntNRt+UjHtm3beP311wEYO3Ysen3VNxafffZZOnXqRG5uLldccQXz58+v0K09LS2NxYsXc/311/PMM880OK6m1LZtW26//XYAHnroIT799FNnXfKpU6e46aabmvUUs5ak1n/d5f9I6pqJ+/r6snbtWvr27Yuqqvz8888MHz5ckpBmROv315ClLa/qVR4CAhyJSXZW3VeB+HvHdIAbbwpk2Eh/OnY2cVl/b7x9HG/JVcuym2y5ZkVR8OrlS+wbHQi+LRzFqAHV0Xgx/smjFPzSsBGYMyUWfs5x/LK+wt+HKFkGVTSh9dl5HC12/GEdFRJIpDS5FOK88NRTT9G+fXtKS0uZPHkynp6e+Pv707FjR1atWsVHH31U403du+++G4C5c+fi7e1NXFwcbdq04amnnqpXHF26dKFr164A7N69G6jcfPBsvr6+rFmzhm7dupGamsqUKVPw9/cnKCgIb29vwsLCGD9+PD/++GO94nC1t99+m969e2M2m7nrrrvw8fEhICCAtm3bsnr1amdtMyBlAm5UawISFxcH1K/hSvmb+O9JSFMsNycan87/r7sj1uyqV4zyD3AkKTnZNgoKbPy8IY9N6/MoyK/+bs2kf4QQFPzXiMrAa33pc5k34yYG8/yMaO57OJzrRzia9Z04XsLB/X9N31NVFbu5cZtSKVoF/+HBxP6rA549Hcvt2bKtpMxJIPlf8ZRmWOp1viVpWaiAFhgTIqMfounklFpZlJIJQIRBz43B0uRSiPNFYGAgO3bs4P777yc6OhpFUTCZTIwaNYpNmzYxZcqUGo9/8cUXefPNN+nRowdarZb4+HhOnz7doML1s+s94uLi6N+/f437x8XF8euvv/LZZ59x3XXXERwcTF6eY1px586dufXWW1mwYAFz586tdyyu4ufnx+bNm5k5cyYXXHABGo0GvV7PjTfeyJYtWxg4cKBzX39/f7fF2dopai23eidPnsyCBQvo1q2bs8FLXeXl5TFkyBB27tyJoigEBASQlZWFoiiN1kFTVBQdHU1SUpKzOVJDqFaV47cdABWCJoQRcGNIpX1WLsti6TdZKAr4+WvIyXYkB/4BWp6fEU1IaNVDvKWlKvGnSvDx0RIaXnmf4iI7Tz58iqJCOxde7MGzL0ZRuCeftI+SsGVbMcQaCX80BkNU4961UFWVwl/ySJ+fjC3bMaqjGDUEjQ/F77ogFE3NU1tOm0t49pijidM1Ab7cHXXuzZmEqM47CSlsyy0A4MU2kVwstR9CCFEn69atY/DgwRiNRvLz86udkiaaVq0jIAMGDABg7969HDhwoF4n//tIyPlatCQqUnQKWl/HCIc1u+opVhFRjukeqooz+QDHiMj/VlT//1mvV2jf0VQp+VDtKplLUkmbdow+Osf5Dh0o5tTBIlLeincmBZb4EpLfTGj06VmKouB9mR+xb3bEd3AgKKCW2Mn4IoXEF47X2sRwSdkyqDoFRofI3WjRdPbkFzmTj6v8fST5EEKIOlJV1VkPM3DgQEk+3KjWBGTo0KHOwsb333+/3hcorwm57LLLmmxOv2h82gDHP8ryfiB/FxlV/XzznJzKo1u5OVb+/V4qzz8Vz0fvpDhrR/JyrWRmlJL9fTrZS9MpTbHQPdeMBsd7Ze2KbNSSiu+b0jMl2OpR/F4fWk8toXdGEjWjHYYYR5F6yQkzCc+fIHtlBqq98nv4WJGZ3/Id0wsHB/oRbJBfaKJpWOx2Pkt2rOnvrdUwKbz2xUGEEKI1SU1N5bbbbmP9+vUViuj37t3LTTfdxNq1awF4+umn3RWioA59QKKiohg9ejQHDhxg+/bt5OTk1HvOnI+PD2vWrOG6665j27ZtDY1VuJAh0ojllBnz0SJUVa20uk5omB6ttupGhN17Vrwja7erzHk9mVMnHAWzSYkWEhMstG1vZPNGxy+HB02llI8b+AAXYOcgWnYeMHMZ4HHW+TSeGrReTdvp2aOTJzGvdiB7VQZZ36aBVSXzyxSK/sgn9P4o9MF/JWCL0xxz8Y2KInPxRZNalp5NqsVxU2BieDC+0vFcCCEqKC0tZeHChSxcuBBw1IRYLJYKbSFeeeUVrrnmGneFKKhDAgLw7bffnvOFvL292bJlyzmfR7iGZxcvCrblYsu2UppUgiG6Ys2FTqcQGWUgId5CeISegnwbRUV27Hb4eX0eF17k6ZxmlZpS6kw+yiUmOJKQctlmlbM/uvfBykG0lJaqHLvEj0v2OTqLo4WQuyIbtXFgdRSdQuCoELx6eJP6biKWxBKKDxSS8OwxQu6MxKefP4cKi9lb4PilNjTID399nf5J1YmqqhSrZnKtueTZ8ilVS7GpNqzYsKllX1ixOr+3/fV92c8GRY9JY3J8Kcazvjdh0pT/bESvyKjN+S7JbGFFhmN64wWeJgb6+7g5IiFEa9enTx8SEhLqvH+/fv347rvvmjAiRzf0uXPnsnbtWg4ePEhaWhp2u53Y2Fj69+/PQw89RL9+/Zo0BlG7xvu0JFoUj0v+av5UtL+wUgIC0K6DiYR4CwX5Nqw2FXtZKcjxYyW8+1YyM1+LKVv9o/a13DejI1axoCub4dQmWEe0SU9iYim781SGvdaB0tQSjG090Ie4drlRY5wH0bPak/l1Krn/y8ReaCf1nUQKd+Xz3SBHwB4aDTfUcfSjyF5MZmkWebY8cm255NjyyLXlOX625pJb9nOuLY9SteopcI1Ni9aZjPhp/QjWBRKkC3L8Vx9EkC6QYF0QflpfNErzXJu/ObOrKv85k4ZNBa0Cd0WGSs8PIYTbpaenk5qaWuf9s7KymjAaB6PRyKOPPsqjjz7a5NcSDScJiKiSPsSAPtxAaYqF4n0F+F8XVGmf9h1NjqV3Cyovj5sQb+HYn2ZsNvjzSDEXXuzBoQN/DX+2bW/k5PG/RkUS0LC7TwDXtzegGDX4XOHHFZvy+XpBJgmnLaz7o4hN6/MpLMikV19vJk4Jxmis+wdha66VrG9SKUkwY2rrQeC4MLTedZ++ojFoCLk9Aq8ePqR+kIgt20rB1lyG7oP8Gw307hOI99+mwxTYCki0nCHRcoYkSxJJlmQSS8+QZW36X8AKCho02KhbrYwNG4X2QgrthWRaszhRcrLK/bRoCdIFOr70fyUpkfoI4oyxeGurbq4lzs2mnHwOF5kBuCE4gGjpMSOEOA+cOnXK3SGIZqrWZXjLla8DrSgKPj71G/rPz893FqD7+vrWM0RRH42xDG+5tE/OkLcuC8VDQ7tPLkTRVrzjmpRo4fmn6t5R1MdXQ88+XnTq7EGfy7z54O0U/tjlaFAZFWPg8WfCCT5rdCMnx8oTD5xyjqycbdBgX26/s25L3ap2lYRpx7GcMjsfM13oSdRLbRt0F9lWYCXtP2co/MXxb0IFLNcpJI5IJkk940g0LEnk2vLqfE6jYsRP64ufzg9/rS++Wl/Hz2WP+Wl9MSgGdIoWraJFi+O/OkXn/F6raNDieKx8lMKu2jGrJZjt5rKvEortxZjVEkrsZort5rO2O7Zl23LItGaRWZpJvr2gXq9NkC6QOEMMccZYx5chhjB9qIyanIM8q40njp6mwGYnzKDnjQ4xGDTyegohhGi+6jQCsnz5csaMGQPAPffcw4cfflivizz77LP8+9//RlEUvv/+e4YPH17/SIXLeV7iRd66LNRiO+ZjxXh0rlhcHhGpx8dHQ36+HR8/Lfm5Nd9tz8+zs2tnIWPGB2MwaHj0qQgSEyys+C6L334p5OlH4ul/lQ9T7g5Fp1Pw99fRpZsne38vqnSuPVU8Vh1LvLlC8gFgPlSENb0UfWj97yTnmvJZNyGDpDAvRvxYiskCxh9VDPvt/HLLr+T651c6xlPjQbQhiihDJNH6SML0ofjpfPHT+uGr9cWkMdY7jrrQKBo8lf9n77zjo6j2PvzMbK9JNr0Suoig0kSKomJB7IoVu9dy7b1cC/bey7X33hCxongtNKmiqHTSe9ned+b9Y5JNlt2QAAHFdx4++ZA9c+bMmclmc77n10yYRVP3nVMQkkKKGIm20BRt7vg+0v59MyG5I5an/fhy/8p4m0EwUGIobhMmxfTRl1BiKMIo/v+uQOuOefjJPZ+AHGQfyyiKDUUp+71Z14Q3pqjwc/KzVfGhoqKiorLL0yMBctNNNyHLMkOGDOHxxx/f6os89thj/PDDD/z555/cfPPNqgDZRTANtShlvWPgXeBMEiCiKDBkDzOLF3oJ+ntWpdzrkfjy01ZOmp6FIAisWx1kySJf/Pi8Hzzk5uk48lilkvjYcbaUAqS9EntPEHSpF2yCvmfWj4ZII6sDa/kjsJo/g2uoDzdA+F8w3E55cYATZjfQp6KA4qoCLv7vGSyY/gvaoXqK9AUU6gsp0heQrknbJX32DaKBAn0+Bfr8lMdlWcYjeakMVVEerqA8VEl5qIKqcA1RlFTLITnEuuB61gXXx88TEOhnKGWoaQhDzbuzm3Eghh0kwv6OuGNubqq8naaokkFtZstsbiy4mj3Muyf0+93r50enImjHpVnZ06bW/FBRUVFR2fXpVoAsWLCA1atXIwgCt912G3r91u8Y6/V6br/9dk488UR+/fVXlixZwujRo7dpwio7D41Vi2WkHd9iN56fnGSemoe4WdzF0GEmFi/0Eon0vMbLl5852WuEmcG7m1m7uiMuZBAxJhLFPrOO5mAYx4m57Lm3GVEDUifjil4vcMLJyTEpXaEr0GMZZcO3tMMyYdsvHW166sxPLdFWfvH/yp+BNfwZWBNfJMaRdgc5FwBLYRn+6wzEPhfQfClj9pmY/Py+OE7MIePo7G4rqO/qCIKAXWNjqHkIQ81D4u1ROUpNuJayUAXl4UoqQpWUhSrwSMrPQEZmQ2gTG0Kb+NT5BRo0DDIOYKh5CHuYdmeAsR9a4Z8bovY/948J76sYMWa2zk4QIBFJ5sUapeaHWRQ5Q635oaKioqLyD6Hbv/CffPIJAHl5eZx44onbfKETTjiBwsJCampq+Oijj1QBsotgPygD32I3kl/Cu8iFff/ETE9Dh3XsyDoyNbQ09yzo+b47azjhZAcWqyJo8olxAhGlMmZYpnVWE4gCmSflMmR3E7//FsCepuHo4zIYvreF7Jyep40VBIG8K4pxfdtKuCqEoa8R+wEZ+KUAv/lXoRW0lOiKWe7/hUXeJawOrkUmWVDZRCuDjbux1n0gbiBTp+He0qPRiQKcCd4hLur/W40ckGh5r4HQ+gA5/y5C0Ak0vlyDd6Eb0SySOS0H+4GOHs9/V0QraCkxFFNiKI63ybJMa8xJeaiS9cEN/BFYzdrgemJt//4MruHP4Bo+5BMMgp7dTIPYw7Q7Q027U2ooSYgjickxRMRd0qoE4IslW/V8UmLbp02t1LbV/DglL7NXUzyrqKioqKj8lXT7F23x4sUIgsCUKVO2+2KHHXYYL730EosXL97usVR2DuZhVrTZOqKNEdzftiQJkKxsHYVFeqqrwmRl6/j35XlIkkx6hpYVy3y883pzynFlGT54pwW9HvLytRxUG2JzRynvYheZJ+UycrSV338L4HbF2G2oeavERzuCVkzI5NUQaeTWqrtxxpxdnpOuSWOIabDyZdyNQn0+Pzq9LG1pAOC4bIciPtqwjklDX2Sk7pEKwlUhfMs8VN20AUN/E94FSh2TWEii4fkadPkGTEP+f2WMEgQBhzYDhzaDvS3DAQhKIdYE1/G7/w9WBf5kU6gMGZmQHGalfxUr/asAsIgW9rYMZ4R5L35yz+eXwG9YRDOnZE7joLRJ8WvIsszGUBmN0UYGGPqTpeu5pWxnso91FLOdXyYI3X2tHZsyNaEwMxuVbGkDTQYOylCTd6ioqKio/HPoVoCsW7cOgOHDh2/3xdrHWLt27XaPpbJzEEQB+4EZtLzXQHBdgFBFEENJYvDwiNEWqqvCrFsTJDtHR1q68rY69HA9GRlannm86xzh4TC4W6P0EWXYPIykbXE/fO8OK8sfv/kpLNr2FKTemI8lvmW83/xxSvGRr8tjX+sY9rWOoUhfmLDDHpVkPmpQFoW5eh37p1gU6gsMFN3Vn4YXqvHOdxGpDxOpDyf18//q/X8nQFJhFA3sad6DPc17AMrPZ3VgDasCiiCpClcD4JN8zPMsZJ5nYfxcr+TjhcZXKTEUMdA4AIDXmt7mK9c3AGjRclneRYyxjtzJd9U9/Y39uCb/Mma2zCYgBRlvG8uR6YcDioh6qaaRqAwicF5hDuIuaulRUVFRUVFJRbcCpLVVqbybl5e33RfLyVHSpu6MQjQqvYd9UgYtHzSABO7vWsg+qyDh+MgxFmbPbEWWYcUyH5MOSosfG7OvjZeeayAU7DpGJByUSbW8so1TxsnK1pGbp6O+LsKq3/wcPCV9q+YvyzKrAn/wlfMbfvH/1mVtjFHmvbk6/7Iu3Xq+a3XTGFECq0/IcaBt69eeYrr9PNEokntJEcaBZpreqCXV5bQOtfJ4KqwaC6OsIxhlHQGAM+rkj8BqfvH/xhLfcgJSIOmc1xrf5pTMaRgFQ1x8AESJ8mLjq4y2jPhbumqNtOzNSMveSe3zXF5+9yn3OTUrnT7G/z/B+SoqKioq/z/oVoC0/+GORLa/InM0qizeRDWN5C6FNkOnBKMvceP50UnmybmIxo4sVH1KDWRmaWluirJ4oTdBgACUlBhYtza4+bBxogj8iciQTiYQjV2T4DI1dLiZ+joXa/4IEI3KaLXdLyijcpSF3sV81vol5eHKhGNm0YR/s8XsPrbRXS5Uw5IUd4kpNOgYn2ZFlmU+bXLyaWMrYVlmYrqNc/Kz0YoCgiCQflgmhn4m6h4qJ+buUCH6UiO2/dK7nb8KpGvTGWcbyzjbWMJSmOsrbqU2WpfQZ31oI3fW3I9FTM4Q5Y55CMlhjMKusYj3RmO8UdsEQJZOy/E5/+xYIRUVFRWV/590qwSyspTMKw0NDdt9sfYxMjP/nn7ZKl2TNlmJ/ZD8Eq6vEy1YgiCw73ilOOWfvwdobkoUqyeckom+m5S3n6JjCRpcRg2W0TYKZ/RDNHWInKF7KHUsgkGZTRu6FjMA/pif2a1fclnZtTxd/3xcfJhFE4elHcwdhTfzbOnjTLZPQosWg2DguIyjmGDdt8sxv2lx0xpVRMS0nExEQWCJ28c79c34JImILPNdq5uPGxOfjWmQmeIHB2Ic2FGHQw5IRJu3X9D/f0Mv6vl33nmYOtU0SdPY0QmKNWnzIG6APvqSHVZjZUfwdn0z7pjyPjunIBtjL2/WBKUgXzm/5b3mj1gTWNerY6uoqKioqPSUbi0gxcXFVFVVsWDBAq688srtutiCBQsApVq3yq6FabgVwwATofUBWj9twn6wA425QyCM28/GZ7MUN6yF870ccXRHsPrgISbuerCElSt86PUCrzzfmDR+BIGv0bGu0MCtVxcnHS/t17GIvO+Oag4/KoPjTnQkWCyaIs186ZrDd64fCMgdIiVLm8nh6YdygH1iwuL1vJyzOCf7DIAtVuqOSDKfNSmuiKVGPWPsSuzGKl+yO9Bv3gAn5na8jsoyXjPk39qX5pdrcf+vlUh9mKpbN5J/VQmm3dU4kK1hoHEAj5Xcz++BP7FrbOxu2o2QHGKZbwULPD/zi/83pE6WtNpIHS83vsFhaQdToN9+N9IdyWpfgO9a3QCMsVsYYevd90ZICjGj6h7KwhUAzGydzcW55zPRNq5Xr6OioqKiotId3QqQ/fbbjwULFvDNN9/gcrlIS0vr7pSUuFwuvvnmGwRBYL/99tumMVT+OgRBIPPEXGruKUPyxXB+3kTmtI6VdkGhnr79DWzaEGL+D26mHpWeIA5ycnXsf6Cdrz93bvE6LS1Rfv/Vx2eznDQ1Rhiyh5lTpmfx/Vx3vE8sBrNntlJQqGffCTYqQpXMav2chd7FCYvPfoZSjkifwj7WUWiE1IULtyQ82pnn8sStH8dkO+IBwQ5d8piZnVKlLnP7eLa6Hk9MIkun5YrpuWQW6Gl+qx7JG6P67jJyzi9IyiymsmXStHbG2faJvzYJJibYxjHBNg5vzMdi71K+dn1LebiSsBxmjmsuc1xz2ds8nMPSD2G4aejfLiYk2qnmh0kUOCs/u9evscS3PC4+2vmgeaYqQFRUVFRUdjrdCpDDDz+c++67D4/Hw913380DDzywTRe6++67cbvdCILA4Ycfvk1jqPy1mIZZMO5mJrjaj+uLZtIPy0Rj63gLjd/PxqYNIWprIqxdHWTwkE5uR7LMkw/X8dvKZDeZzjhbYzz6QC1t4UI0fufG74vhdiZGcseGrOFN7Qe8W9ZKQ7QxIZ3pCPOeHJExhSHGwdu90JRkmdlt1o9cvS5u/QA4xJHGQpeX8qCS5SpNq+HEXMVn3xON8URlHaG2APWmSJTby2o4f2I2e+cWU/9UFXJYpuG/1UTqwjim5fzjixbuDKwaCwem7c8B9v1YHVzLl845LPEtR0Zmhf9XVvh/pVBXwJT0g5loG/e3qb7+cWMLVSHlfXRSbiaOHVDzY/OYJyBlUL+KioqKisqOptvt3wkTJjB27FhkWebhhx/m9ddf3+qLvPrqqzz00EMIgsA+++zDxIkTt2myKn8tgqAUBgSQAhKtnzUlHB830YbBoCyiv/3alXCspircrfgAEJAZHY1yFiFOJEw+EssW+3BkJS7IIsfPojlrDfXRBmRkNGg40L4/D5fcw3UFV7K7abde2eVe7vFRE1LiNY7ISk9Ih2rWaLizXxFXl+RxWVEuDw8oocCgpAiuCIbi4iM+Z1nm6aoGlg8UKLytL5q2dMWtMxupf7IKKbx5HmKVbUUQBIaYBnNV/qU83ucBpqYfhrnN/a46UsOLja/x77KreLvpfVqirX/pXDf4g3zSqMxhoMnAIY5tszJ3x97m4Rg2C8bf1zZmh1xLRUVFRUVlS/QowvGBBx5Aq1UWS2effTYXXXQRtbW13Z5XV1fHRRddxLnnnguARqPZZguKyt8D0xALpmGKFcD1VTNRZzR+zGzWMH4/JRh92WIvrS0dx6JResR+RDmIKEXIDELidMLkGeG4Ex1YbR1vV6ExK+G8fa1jOD/nbAr1SorgSFOY1tmNtM5u2q6A70+bnACkaTTsn25LOq4XRUbbrYxLt2HVdrhk5ep1KVMLA8xtdWPsb6born7oS5QFoXehi+o7NxF19fBBqfSYHF02p2edzDOlj3J21nTydUosiE/y8anzC64ov573mj/6S6wBYUnimep6JEAvCFxUlLvDan5k67K4qeAahpqGUKgrYGr6YZyedcoOuZaKioqKisqWEGRZ7rpAQyeefPJJLr/88viuslarZfLkyYwfP54BAwaQnp4OgNPpZP369cyfP59vv/2WaDQar5Pw6KOPcvnll++YO1EBlAD/6upqCgsLqaqq2iHXCK7zU3XLRgDSpmSSfWZ+/Fh1ZYj/XKtknTrimAxOOFnJeCZJMnfcXEXZxtAWx75CG8IaTXxLtoxJZ8jl6byyZjbL71CqRUeOnU1s5Mp4n8NskzkrdzoA4eoQlbesR/Yr44hWDUV39kOfv3XuNmt8AW7bpBTCOynHwbFbmRL18yYnb9Q1JbXvbjFxa99CACR/jLonKvH/4gVAm6Oj4KZS9Hl/D9egfyKSLLHS/xtfOr/h18CqeLtdY+MExzEcaN8frdD7LlCpeKuuidltIveMvCwOz0rfKddVUVFRUVH5K+mxAAF47rnnuPzyywmHFV/l7lxc2ofW6XQ89thjXHTRRdsxVZWesDMECEDNA+X4l3tAI1DywAD0hR0L5gfuquaPVQFMZpGHn+qDuS1bltcTY+YHLVRXhXFkaqmuClG+KbFK+IWEyOoUzyEjs+aKCj7J+QJvzIfhzmsRwgai4xcSnTIXAF1Yy63C9QwcMhCAyps3EFqfuJttn+wg57zEAord8WB5Dcs8fgyiwNODShMsHD3ld6+fB8prE9yxrinJZ1SnWBI5JtP0Wi2uOUoKX026loKbSpMqzqv0PusCG3ir+X1WB9fE2/J1eZySOW2HFzBc4wswY1M1MjDEbOSWvoVqxXMVFRUVlf8XbFWS+QsuuIBFixYxdepUQBEYW/oCmDp1KosWLVLFxz+MzFNyQQPEZBpfqqGzjm1PwRvwS3z3TUf2KqtNw+nnZHPDrYWcf3EuJlPygn5+p7wIIX2Y98/8nDezPsAr+UAAY6ZiQem/Yg9GLNuDMT/vyQXPnUYfu5K6N1QWSBIfAJJ361ybqoJhlnmUmJWDMuzbJD4AhlrN3DugmMMcaUxKt3FzaUGC+AAQNALZ5xQozxSIOaNU376J4LruY2ZUto2QFOKp+ue4vfpeqkJVHGSbRIFOseTVRup4pO5JZlTfw9rA+h1y/aAk8d/qBmTAIO5Y1ysVFRUVFZW/G1vtZ7DXXnsxe/Zs1q9fz9dff828efOorq6mubkZWZbJzMyksLCQiRMncsghhzBw4MAdMW+VvxhDsZH0w7Nwzm4i8IcP7zwXtonpAAzZw0S//gY2bgjx9edODj4sDYMhWetmZSe//X5DQ9+9LAwubeHFoe9Ra6oHIFeXw9lZ05mbk8VvtX4kv4XjZh4GgG3/dPSFirUguCG1H791bOrAXlmSiTmjaOwaBG3HHNszX2mAwzPTe/RMuqLAoOesgu7TqmYcnY1o0dD4Ug2SL0b1XWXkX1OCeZh1u67fziqvn1mNrQQlifHpNg51pP3t0tHuLN5p/pB5noUAeOUocz3fc2P+NTRGm/ig5WNcMTdrguu4tfou9rGM4uTME8jvxToi79Y1UxdWYpNOz8siR6/rtbFVVFRUVFT+7myzo/OAAQMYMGAAF198cW/OR2UXwnF8Dt6FLqJNEZreqMW8tw2NVYMgCBx5rIPHH6rF447xzVeuhMKE7Rw7zcGvK3y43R3Zn0QR9MfV8JD2lXhQ8GjLCC7K/Rdm0cSyDEWQBNJ1ZE7JQFdgwDKyIzhcX5AcO6FxaFMKkOB6P3WPVhJtjiBaNeReVIhlpJ3mSJR5Lg8A49NtZO3ExWHaZAeiWaT+6SrkkETN/eXkXVaMdYx9u8YtC4S4t6yG9mTG6wIhZGDKdoqrXZVVgT+S2v4IruaUzBOYYBvLZ86vmN36JSE5xM++pSz1reAExzEclXF4lzVlenxtr5+vWpQsccOtJg7K2L6frYqKioqKyq7GVrlgqah0RjSKZJ+tuK3E3DGa362PH9trpJm+bdXLP5/VitcTSzo/M0vHg0+UcvRxGQwYaGTEaBOjb13Om+IzBKQAAgInOY7nyrxL4ilU09pS13qDEhlHZ2MdbU+on2HczUz61MyOOdo05F9VknRtOSZT90hFPEOW5I1R93glMXeUL5qcxNo8yo7cCUHBNaEwb9U18UZtExXBELZx6eRf0wdBJ0BUpu7RCtzfb1+q2IUuD5v/BH5q9WzXmLsymdpkQdzeZhSNnOA4hsf73M9k+yRERGLEeK/lI2ZU30tduD7p3J7ij0k8W90AgFkUOb8g5/+tFUpFRUVF5f8vWy1Aqqur+fLLL3n33Xf58ssvd2igs8rfH8tIO5ZRigXCPbclHrcgCAInnqYIgYBfYvYnqRfQBqPIsSdmcuWMDIKnvM8P2i+UcUUL1+dfybGOIxOqlbfXGQmFZFLlTxAEgazT8yl5bCCFt/al9IlBGAeYk/pFWyNEWxLjQuSwTGuFn7mtyu703jYzxcYdm42qMhjipg2VzG5y8nmzk/9sqGKdP4hlbxsFN5UimkSQoeHZapxfJGfU6ikGMflX3SAKVIfCLHP7aIn8/0r/e3LmNCxiRyzOQEN/9rdNSOiTrk3nvJyzuK/4dkr1iohdF1zP9ZW38q3rfynff93xZl0TTW3P+sz8rJ1qXVNRUVFRUfm70GMXrMWLF3PllVeyaNGipGNjx47l0UcfZcwYtajV/0eyzsrH/5sXOSTT8FINxXf3R9AIDBlqZvheZn79xc/cr51MOshOfoE+6fzGSBN31zxIXUTZWS7RF3N1/qXk6nKS+urbYklkGWIx0HbxDtbnGWALqWy1aVpEs4jk71T8T4AfrSGCXmVheVRW8i55b/N1i4ug1LGQjcgyXzQ7udych2mIhYJb+1JzTxmSJ0bT63XEfDEcJ2z9rvmkDDtft7hwRRU7iABk6bRcva4CAK0AlxTlMTat63iTsBTme89P1EcaGWIcxEjL3rvs7n1fQx8e7XMvv/pXYRLN7Gneo8vUuyWGYu4qvpUPWz5hVuvnhOQQLza+xjLfCi7IOYd0bXqPrvmLx8d3rUpShpE2M/ulqCujoqKioqLy/4EeWUDmzJnDpEmTWLRoUcpsVwsXLmT//ffn66+/3tHzVfkbosvS4zhByeAULgvi+qo5fuzE0zIRRaUQ4esvNSbtGruibu6peSguPsZZx3JH0c0pxQdAe4Zeo0kgEtn6Heh2BJ1IzoWFipsTgABpZ+TxdVCpxzHQZGA3845PgxuWku+hc5uxr4miGf3QOtqqpn/USPO79Vu9++7Qabm3fzHHZ2cwNTOdy4vz+MnljR+PyvBCdQPRLsaVZIn7ah/h5cY3+Nz5FQ/VPcHHrZ9u1Rz+btg1dibYxjHSsle3dT+0gpaTM09gRuFN5GiVhAIr/L9ybcXN/Oxd0u21vLEYz7W5Xlk1Iv9SXa9UVFS2gxkzZiAIApMmTfqrp7JNfP/99wiCoH4O/j+mWwHi8Xg488wzCQaD8UXPgAEDGDduHAMGDIj3C4VCnHnmmbjd7q6GUmnD5XLx0ksvccEFF3DCCSdw2mmnceutt6a0Lu0qpE/JjFf1bn63nlBlEICiYgOHTk0H4M/fAyyc17Ho9UsB7qt9mNpIHQDHZhzJpbkXYBS7d3sKBmR0uu374LKOSaPPU4Mp+E8pfZ4cxK/76OIWgiOzM3bKB+PEFLvgm++M6wsNFN7eD12eYj1yzmqi5cOGrb6WQ6dlWm4mp+dnYUrhkuWTJLyx5FgdgD8Da/gjsDqh7ZPWz4jK/79ctwabBvJAyZ0cZJ8EgEfy8mjd0zxd/zz+WNdpk1+rbaK17b11TkE26bqdU+hQRUVl18LpdDJjxgxmzJiB0+n8q6ejorLD6FaAvPHGG9TX1yMIAqNGjeL3339n7dq1zJs3j7Vr1/LHH3/EXa8aGxt54403dvikd2UqKiq45JJLmDVrFrW1tWg0Gnw+H7/88gv33HMPL7zwwl89xW1C0ArkXFgEGpAjMvVPViFHFPemY453kJmlLLjefr2R1pYoYSnMw7VPsClUDsAhaQdxouO4bhf9oZAypiiCZvuSEQGKK5Z5mBVNpi5ekTpfr2OUzbLlE3uJYVYz15TkMdRiYojZyCVFueyTwg1Kl62n8Na+6HIVEdL6USMtM7dOhGwKBJmxsYp/r97Ety0udJs9axGY1+JmqdtHeSCxYn1QTq5gH5EjSLKU1P5Pxyga+VfOWVyXfwVpGiWD1U+eBdxafRdNkeak/kvcXn5yKgH/Y+1WxqWprlcqKiqpcTqd3H777dx+++1bFCBZWVkMHjyYkpLkJCsqKrsC3QqQL7/8ElDe7F9//TVDhgxJOL7bbrvx5ZdfkpOTk9BfJZlIJMJdd92Fy+WiT58+PP7447z33nu89957TJ8+HUEQmD17Nt9+++1fPdVtwtjPROaJba5YFcF4ViyDUeT0cxS3Fa9H4sVn63mi9ll+D/wJKG5XZ2aeihyQkFO4JHXG3xazYTCKvWqhWOr2xesyHJmVvlOLwo2yW7mlbyG39StiwhbiArQOHQW3lKLNVgKXW95roHV2zwLTvbEYd5fVsNofpCUaY4nHR4FelxAEJgFvNrTwUEUt12+o5LXaxvix3U2DydCkJ4w52jISvZgc07OjkWWZFR4fsxpbWenxbVMweE+JSqmTHQCMsOzFgyV3M8YyEoCqcA23VN1Jeagy3scdjfFitfIc0zQazulBPRgVFRWV7rjkkktYvXo1r7/++l89FRWVbaJbAfLrr78iCAJnnHEGGRmpg3IzMjI444wzkGWZ3377rdcn+U/h66+/pq6uDoPBwK233krfvn0BMBgMnHjiiUyZMgWAN998k2h013RtST8yC+MQJeuU8/Nm/L8qLld7jbBw4MHKbvHvvwZY8a2y9N3TPIzzotOpvn4jG8/5k7KLVuNb1rUbX2ODIhJSFTHcVmRZZlZb4cF0rYYJ6TaiLRECf/iIef5ePwddlp7CW/rGY0Ka36rD+WXyrvvmrPYF8cYSrRXloTBbursvm11s8CuudBFJzwGWf1OsG0ahrohD0w7i37nnbfN9bA+v1TVxf3kt79Q3c295LW/Xd3//W4s7GuPeshqm/7GBf63exPetqd+Tdo2NK/Mu4biMowBojTmZUX0Pq/xKnZGXaxpxtbm1nVeYjV3bC2Y7FRUVFRWVXZxuBUhLSwugVEDfEnvuuScAzc29vxj4p/D9998DsN9++5GdnbwTevzxxyMIAi0tLbuskBNEgdyLixAtylur/r9V8UX8SdOzsOQqC1rt15MprhzPFbkX0/RYLeFKxcUn5opR91glUaciNGRJJrjeT2C1Dzkq01CntOfk9jx9acwXI+ZNXmpLskRUjvKnP8iGNpejiWsFWp6qpuzfa6i+YxNlF6/Bt7T7uKaYN4Z/lZdwXbKr0vayyuvnirXlnLpqPXdsqsaVLlBwa180GYoIaXqtFtecLf/e2bTJv+pGUaA7+0V9OEJTOML16yv4uEGk0nM0Tt85TLadiKmtNsvOpCkc4atmV0LbZ01OnL0s2F+saWClV4np8MYknqtuYFMgmLKvIAicmHkc52WfiYBAQApwb83DvFK3nEVuRYBPTLcx2t47Fe1VVFR2DpMmTUIQBGbMmIEkSTz11FOMGDECi8VCeno6Bx98MP/73/9Snvvbb79xyy23sP/++1NaWorRaCQjI4Nx48bx6KOPEgwmf55MmjQpvjEJ0Ldv33igtiAInHXWWfFjqYLQ2926BUFg4cKFW7y3kSNHIggCN910U9KxQCDAo48+yvjx43E4HBgMBkpKSjj99NNZsWJFN0+t9/jjjz8455xzEp7fhAkTePbZZ1Nu0l544YUIgsCFF16YdGzp0qXx5zh9+vSk46tXr0YQBHQ6HV6vN+m4Su/TrQDx+XwA2Gxb9lu2WpU/roFAoBem9c8jEAiwbt06AEaMGJGyT3Z2NkVFRQCsXLlyp82tt9Fl6ck+txCAWGuUhudrkGWZcmkjrdNeR9aHECQR35sH0lomE65KXLTLEZnQxiBSSKLmrjKqbt5I9YxNrLtuPdVVYQAKi7p3/ZGjMvX/rWLTuX+y6bzV1D1WgRRWrADfuL7jvE0XM33DeTyyYSkAhpDM8I+8eBd0LHDlsEz9f6uRo13HOvh/91J+6Rpq7iqj4op1CQUZtxdXNMqDFbXUhSNIwB++AI9V1qHPM1B4c180aYoIaXy5Fvd3LV2OM9BkTIprOSk3kylbKLSoEaC/2ciXza54ADUoweqzGp3bc1vbzOZWHFASo/lStG8Pf/gSP8dk4E9fagHSzuS0A7gm/zL0gp6YbOTrJuVnk6HVcGZ+Vq/OT0VFZecRjUY56qijuPTSS1m1ahWiKOJyufj22285+OCDmTVrVtI5Rx55JHfddRc//vgjjY2NmM1mnE4nCxcu5KqrrmLixIl4PInFYB0OB1lZHZ8VWVlZ5Obmxr/S0tK2OM/8/HwOPPBAAN5+++0u+61evZrly5cDJC3G169fz5577slVV13FggULcLvd6PV6KisrefPNNxk9evROiVV9/fXX2XPPPXnllVcoLy/HaDTi8/mYP38+F110Efvvv39SjMz+++8PdGz2dqZz2w8//NDl8ZEjR8bXsyo7FrUS+k6iqqoq7kvep0+fLvu1H6usrOyyz66AbVwatv3SAfAtceP8rpkXGl9FymuAEz9HEMDvk3n40XrclmS3FF2uDtdXzQT+8MXb1tVEkNrWmUOHJRcX3BzXnGY8Pzjjr72L3Dg/bWJtYD0vNb6OXwqAlI1XVKq5j14Ww5TCgCH5YsRcqbNDATQ8V40U6FgAt37SSHBT7wjxdf4Qoc3iYtYHQgRiEvpCAwU3lyLalOfX8EIN7h9TF3wUBYErS/K4rDiXk3MdzOhbyJTMdE7Jy+K0vExydFqydVqy2rIzWTUiFxflkqvX4UmRGStV286gyKgnd7PifYUGHfldFPSL+f20fDqThleex7NoQY/jRbJ1yeNl67t3+xtp2ZubC65DEz0aUN6j/ay/YxbVVJMqKrsqzzzzDAsXLuS9997D6/Xi8XhYuXIle+yxB7FYjIsvvpjYZp+JkyZN4o033qC6uhqfz0dLSws+n4+33nqL/Px8li5dyg033JBwzscff8ySJR1pvZcsWUJdXV386/HHH+92rqeddhoA7733Xpeu3G+99RageLbsvvvu8XaPx8OUKVNYt24dRx11FEuXLiUYDOLxeKiurubyyy8nFotx0UUX8fPPP/fs4W0Dixcv5txzzyUajTJlyhTWr1+P0+nE6/Xy8ssvYzabWbBgAeecc07Cee3WoDVr1lBXV5dwrF1g2O12qqqqWL9+fcrju2pa410RVYDsJNpd2UDZ5eiK9mOtrakXkrsS2Wflo81RFnKNr9UQqFZcWk4cP5wTT1WqpDc3RXlLY6BV07FAyzg2G32hkXBtohpYibLQNpoE+g/svkZHcH2yCAiu9/NncE1HQ3Rf5X85xrglqT+stQ4tmvTUi085KhNti0sBaHY42dCvAmdtz39+TZFm5nsW8WdgTdIC2aFLFmcWUcTQtqA1FBspvLkU0aJRKqb/txpvFy5jGkFgXJqNY7Id7GbpcJ86MiuDJwaX8uTgUp4c1IeXh/Tj+d36xrM1jbInZwQbnaJtZ6AVBG7sU8Bwq4kMrYa9rGau71OQMmmAHIlQc/8dtHz8Hu4fvqP+2Sdo+eTDHl3nzPwsTJ1Ew2i7hZE9zIxWG8whFuunvNCsYFnwQ55reHmHBsurqKjsOFpbW5k1axYnnngier1ifR8+fDivvvoqANXV1cyfPz/hnFdffZXp06dTUFAQbzObzZx66ql88MEH8T5+f9fpu7eF4447DqPRSGNjI998803KPu+88w6QbP14+OGHWb9+PccccwyffPIJI0eORNtW7begoIDHHnuMCy64gFgsxt13392r8+7MzTffTDQaZcSIEcyaNYv+/fsDoNfrOfvss3nxxRcBmDlzZoIQys/PZ9CgQUCixUOSJObNm4fFYuHcc89NOg4dVhFVgOw8eixA1GIx20dnf0+Does6F+3H/gmubKJZQ+7FxSCAGBY59e2jGST357D0g5lyZAbHTlPEVrNb4lWjidYT8ih+cACZJ+UiyzIrGzt2lGoRWNsmQPabZEer3fL7ccO6IMs3hZPadfkG0mrbzKuyHaShAFiCG7B3toa3rfs1Di15V5YgaFJfT9AKGPoqYuibyfN49KoXeeWc97kx5w7mexalTMvamV98v3JlxQ08Wf8st1ffy1P1zyWktu1rNHBghj3+WgTOKshOWHAb+pgo+E8pokkEGeofrySwdtv+qAmCgFkjJow/xm7l3IJs8vU6cnRaTsnN5KBOc9rZ5Bl03FRayH9368sNpQXkdGH98P/+G6HysoQ251efIUvdu2vtZjHx6KA+XFGcx219C7myOK9HmdGawhFerVUykzm0IqWWtQD84JnHJ62fdXu+iorK34+JEycyYcKEpPaRI0fG3aZXrVrV4/HGjx9Peno6fr+fX375pbemCSg7/EceeSTQYenozKJFi9iwYQOiKHLKKackHHv55ZcBuPrqq7tc87VbWL777rskq09v0NraGs8EeuONN6JLYY0+5ZRTGDx4MKBYejqTyg1rxYoVuFwuxo8fz+TJk5OOt1tMtFot48eP783bUdkCPU4ldMwxx/SonyzLaLop0CAIwi6b5Ull6zAOMvHr4WsY/vlgchozOWPmCYjXiCDA0cc70Gjgw3db8PkknvnIyQFumWNP0LFhfZB3fg9zGBr6E+MjlA8hrRYOOTx9i9esqwlz/53VEJY4FYGitvLpumID+mI9+XdlMPjUfqzpX0y70pj6pRkEMPQ3Yd7TSsbUTGJ+CW2Grkvx0U7uJUUsfW0xP0zqKCQZIMiT9c8CsI9lFJfmXZiy2varTW8RkTssKPO9i5hkn8gwsyKMBEHgXwXZTEi30RCOMNBspNCQHP9i7Gci75oSau4tR47I1D5YTtHt/dAXdF/UsScc7EjjYMeW/Y//bsiRSHLbVnzupGu1jE1Rk6XL68kyz9c0EGgTOBcX5VFquoJbqu6iJlLLey0fka/PZax1TI/HVFH5/0jAL9HYGCE7W4fJ/Nc7aowePbrLY4WFhVRVVaX0Wvjggw946623WL58OY2NjSkDz2tqanp1rqCIhA8++IBPPvkEn8+HxdJhvW2PDTnggAMSrDNVVVVx1+/2hDipaBcdPp+P5ubmeAmG3mL58uVxa3F7PEsqJk+ezJo1a1i2bFlC+6RJk3jhhRcSBEZn96qJEyei0WgS4kDaj48YMaLbeGeV3mOrcpluyYWgPbtAd/3+v2I0drgMhUIhzObUMQyhkOJ2ZDJ1nWHozTff7DLArKmpZ3UhdhYLvD/z/tjZCOUwbNVgWB6jdWYjjuOVD60jjnGQX6jnhWfqCQZkvpvjYt73brJztMgIfIkO5W2qvLdOPSObrOwtZ8Ba/LOXcFgGBF5DTwEyGgEqK+G8l+vJlUROfudYHrhcS8AMJVURRrkLcVydi3VUJ2tD92EmAOgLjUiX6KCLuoA/+5Yy0PkNR2RMSTrWGEn+eTVFE60mgiCwu8XE7pbk90RwU4DWjxuIuWNYRtnJubCQhqeqkDwxau4ro+iO/mi7cB/7p2PeYxiaDAex1g73R9u4iQgpqsD3Bt+0uPnVq1guD3WkMdSqvIGuK7iSWyrvwCN5ebr+BbK0WQww9tshc1BR2dmcdfL67jv9jXj13QFbfc6WFqXtf9sjnTY8otEoJ554IjNnzoy36fV6MjMz4y5NjY2NSJIUT/TTm0yZMgWHw0FLSwuzZs3i1FNPBRTx0G4xaLdktFNbWxv/vqGhZ0Vue9t9DJTnAspz3ZK7ervlafO5bh4HkpeXlyBAbDYbI0aMYMmSJaxfv54BAwao8R9/ET36SyzLXRfj2ryPKj5S0/kXqXM8yOa0H+uq5gooOw8NDQ0pv6QeuJfsLGJyjDeb3gUBvp/2M9piZee+5cOGhFofI0dbuePeEkaMVnZpwmGZ6qrOu9eK+MjO0XLAwd27/uh0HTs3MgLViFTIIjICQls2qzmTawiY2wr6FX2HfLchQXxsLf2NfRHo2lJSFq5I2T7UlFjYU4OGwcZBPbpmpDFM9R2b8C3xEFzjp/mtOiK1ITJPywMg2hCh9oEypOBfEzD+VyOazBTdeBvWfSdgHLQbGUcfT84Z5+6Qa1UGQ7xRp4jJPL2OU/Iy48fydDlclX8pGjRE5AgP1j7WrWueiorKrssLL7wQFx+33norGzduJBgM0tTUFA8ob7c+7Ig1k16vZ9q0aUCiG9a3335LQ0MDRqOR448/PuGczu5UtbW1CWu6rr5KS0t7fe7bS0FBAQMHDgQUy0bn+I92S1a70GgXHu3WkHb3LZWdQ7cCRJKkXv/aEX6Df3eKioriFqKKitSL0c7HiouLu+xjsVjIyclJ+SXuoN3dbeFX/ypaY04AphUcQ+HVfZT6IDLUP1VFuKYjyDwnT8dlV+fzn9sLmTTZjiNTS+dbyczUcN3NhT2KRRo3wYbZkvo5RBBwprlZOKZ9HC9ewzIeq3tmu/4Q5OvzuCDnHAxCapenYn1RyvaLcs9jD9PuCAika9K4NO8CCvR5Pbqmb4kbOZAoOD0/OEk/IpO0w5QFcGhjkLrHKpGjW39vkiyzMRCkMhjaZTcWdDm55F1wCUU3zSDz2GkIKfyJt5eQJPF4ZT0RWUYDXFKUi3Gz38MhpsFckKNkbHHF3DxQ+xgBadeP81JRUUmmPcj8jDPO4Pbbb4/X82gnFovtcG+FdgvHnDlz4laFdjFy5JFHYrcnbrjl5ubGv9/SGmVH014jLRgMbnGztqqqCiClC1jnOJBffvkFp9PJhAkT4tanAw44IH587dq18fopEydO7NV7Udky/z99M/4CTCYTAwcOZO3atSxfvpxx48Yl9Wlqaor7YLYXdkzF9OnTUxbSAUXoVFdX986kt5MfPUpWELNoYoxlFDqbntxLi6m9vxwpIFH7cAXFd/VDNHXEDA0cbGLg4A5XI6czis8rkV+gQ+xhKtO0dC1HHZvBu28m7zJrgLUDnCC3WRk0K0GQqI3UUfbcekLr/VAg0u+kgegLu8+01ZlJ9omMs+5DQ6SR5xpeZl1oAwB7mYczJe3glOdkaNO5ufA6YnIMEXGrkj0IumSRJegVV8isM/KItkTwLXbj/8VLw4vV5FzQMwEHSiXwe8qqKQsqgfx728xcVZyPbgekk/2uxc2HDc34JIl97VbOKchG/zcS0t3xWm0TVSHlOZ2cl8kAc+r3zX728dREavmk9TMqwpU8Ufcs1+ZfjijsOveqoqLSPe2L465iRxYtWpQyHgRI2ETcno2fCRMmUFJSQkVFBe+//z7nnHMOn3zyCZDsfgVK0cO8vDzq6ur47LPPGDPmr4lVGzFiBIIgIMsyc+fOjVtyNmfu3LmAkghgcyZNmsSLL77I999/H8+K1dm9ql2M/PDDD2r8x1+IKkB2IpMmTWLt2rX8+OOPnHTSSUnV0D/++GNkWcbhcDBs2LC/aJa9gz/mZ6lPqZg61joavai4X1n2spF5ci7N79QTqQ5R/0w1eVcWI3SxsE1P15KevvXXH7efnc9nteLxJFoI6hGpzsvvaNAoc7T7rXxq+pJF569AFmX6rSnhhoxrsZu37gNJL+opMhRyR9HNVIWrEQWRAl1+twt/qTFG/StVhCuDGEqNZJ2Vjy6r62KLkYYw/t+8oBWgk3Uj4yjlPSWIArmXFFFzdxnBNX483zvRZurInJbb1ZAJvFffHBcfYizG6oYmvg/62M+oQwr4kQKBTv8HkIJtu/mCQLvpShBF5XXblyAICFodosWCxmJBNFsoE7W80+whYDAR1en43unBpBE5Mz+7q6n9rVjg9PBdq+JOuKfVzNTM9C32P9FxHLXhOn72LWWFfyVzXHM5LD21OFVR2RXYlpiKLbFssZfnn64nFJIxGATOvziXkWN2rcJw7QUDV69enXRMkiRuvfXWLs/tbJnYvNDe1iAIAqeeeir33Xcfb7/9NllZWXg8HhwOB4cffnjKc8455xzuuecennjiCc444wwGDOj6Z9va2rpFV/FtJSMjg4MPPpg5c+Zw3333ccwxxyRlwnrnnXfiz/bkk09OGqNzHMi7776b0AbE40AWL17MSy+9lHRcZeegCpCdyKGHHsqnn35KXV0dd955J1deeSV9+/YlFAoxe/ZsPv/8c0CxcLSbCndVfvYtjWd3mmhLTGuXflQWwY0BfD+78S1xJwSl9xZ2u4Ybbivikw9bcLZG6dPXwMDBRgocIl942oLtxA0gOjEKBvb+eSg/HNCRT3xjSQVvVrzDv3c7f5uuLwgCxYbUblebI8dkau4pI1KnLPijTREiDWGK7xuQUph5gz6e+fm/rDlwI/ZRVg79en92cw8g+7wCLHt2CCZRL5J/bQlVt20iUh2i9aNGdLl67Psl/tGQwmGizU1EGhuINjUSaWqgb1kFF7Y0ke5yYg10BEn2dnlMHXB92/cRjZag0UjEaKY6JxttVja6rMT/tRmOHRZEvrXUhyO8UKMEQGZoNfy7KKfbVL2iIPLv3H9RXVVDVbiGD1pmsq91H9K0f11aYxWVvxMjx1h5bJiZpoYIWTk6TKa/x+/71nDwwQezdOlSnn/+ecaMGcMpp5yCTqdj/fr1XHPNNcyfPx+LxZIyAD09PZ3CwkKqq6t5/fXXGT58eLeZRbvitNNO47777mPBggVxi8u0adNSprYFuP766/nwww9Zu3YtEyZM4P777+e4446LWwYaGhr4/vvveeWVVygqKtphFdHvvPNOvvvuO5YvX84xxxzDE088Qf/+/QmHw7z11ltccsklgFLzJJWlprCwkP79+7NhwwaWLFmC1Wpl1KhRCX0mTZrE4sWLWbx4MaDGf/wV7Nqr3F0MnU7HzTffzH/+8x/Kysq4/PLLMZvNBIPBePD4EUccEc9TvSvzk2cBAFnaTAYbByYcEwSB3IsKqaoOEa4K0fJBA9psXdLCeHspLNJz8RWJ8RQLXB58bfHt59iGUph5PcVCEa8ZXks6f5N25/jBhiuDcfERb6sIEakLp0yj+0LZyywfouSc91n9vDl9Jpc9cRbFA5N3qzRWLQU39KHq1o3EWqM0Pl+NFChDCm4kuHEDoYqyhCxR7ZRuzQ0IAoLBEDebI8kgS8r3sgySpPzfDbpYFJ3PCz4vgeYusrBoNGgdmXFBos/NR19SgqG4D5r0jJ1WrygqyTxeWUdAkhGAi4tySevhpoFBNHBW1nTuqnkAn+Tn3ZYP4/EhKioqYDKJFPfpnRTifwXXXHMN77//Phs2bODMM8/k3HPPxWKx4HK50Gg0vPjii8yYMaPLDFj/+te/mDFjBo899hjPPvssOTk5CILACSecwEMPPdTjeeyxxx4MHz6cX3/9leXLlwPJxQc7Y7fbmTNnDkcffTQrV67krLPO4pxzziE9PZ1QKJQw3/POO6/H89haxowZw0svvcS5557LF198wRdffEF6ejo+ny+ebWzcuHFx60UqJk2axIYNihv0+PHjkzZ1J02axAMPPACgxn/8RagCZCdTUlLCk08+yUcffcTixYtpamrCYrHQr18/pk6dytixY//qKW43jZEm/ggo5tGJtnEpfdxFo4b8a0qUhbE7RsNz1WgzdJiH7VhT+7ctirtMhlbDQUWFaNoWrH2KS5jP0oS+hZb8pPN3BKIlxe6WoBRyTMUvmsSCV1FdlA0DKxilSYwrkqNRghvWEdywHn1JI4HWkchRDU2v+MHwOQipUygKBgOarBzKLDYqLXZctjSKHRkckJ+DxmxBNJnQmMyIJhOiyayIjy1YJSRZ5qtmFz+7PNjlGEeZDZTIUSSfj5DHw8zyKtweD6ZgAFsoyCgNmL1uIk2NRFuaoXPSiliMaGMD0cZkgSJabRiKS9CX9MFQ3Ef5vqBohwSev1PfzMaAkkThmOwM9rD2MGdzG3uYd2esdTSLvEv4n/tHDrJPUlPzqqj8Q3A4HCxatIhbb72V2bNnU19fj9Fo5IADDuCaa65h/PjxzJgxo8vzb7nlFmw2G2+++SZr166NB4VvS+D6aaedxq+//gpAnz59ui2016dPH5YsWcKbb77J+++/z/Lly2lpacFgMDB48GBGjhzJlClTOPbYY7d6LlvDGWecwciRI3nooYf47rvvqKurw2w2M3ToUKZPn855553XpSUHFIGxJfeqiRMnotVqiUaj7L333klB+So7HkHeVdPbqKSkPQi9vTjSX8Ec11xebnwDgEdK7qVA3/VCPrjBT/Udm5BDMoJJpOi2vhhKu66Bsj1Uh8JcvU75ID8+O4NpuR2pUqNylAfXPMZKrbK4z9XmcHPhdWTrsno09jLfL7zW+BbN0Rb2MO/ORTnnka7teeG+hhercX/bUcgq7fBMLKelsdz/C5IsM8KyF1aNkqb4srJraYg2Jpx//trTOfDwg4j5fPh/+wXfimX4f/0FKdBJZET3gugRyvdiObp+P2Ls2xd9fiG67A5XJ9Fqi1szmiNRtKJAeg929yPNTYQrytHlF6DvFGfzSWML79Z3WFkMgsD9A4rJayuoGJFkVnh8+CSJPa1mHLqOa8mSRLS1pc01rDHl/1u0rmg06PMLMPYbgHHwEEyDdkOblb1dlpIVHh/3lytufIPNRm7t2yFkt4amSDNXV9xISA7TV1/AHQU3otOqQZAqKioqKv98VAHyD+PvIEDeaHqXz51fYRZNvNzvv9329y33UPtQOUigydBSdEc/dNldB2BvK6/XNvJFswsBeHJQH7L0ibsnsixTEa4kKIXob+ybsnJ5KhoijVxVdiNRoaPK9p7mPbix4Joez02WZXxLPPEg9JohDTxU/wSumGKxcWgymFF0Ezm6bBZ5F/NE3bNIKG57Ixv6cI5nNMFfVhBYuzrRYtCGLjcPQ99+RGtHE1yjLHLTpmSSfWbvWHnc83+k4eXn4tfOPGk6pkMnUxaq4JlKPw3hRMvWybkOjsnuushUT5GCQcJVlYQqywlXVhCqLCdUWYEc7DrFrdaRqYiRwbthGjQEXX5BjwVJSyTK9esr8MQkLBqR+/sXJ72PtoZ361/gk7ZscUcgcUTuv0i3qa4AKioqKir/bFQXLJVep7mtkneWtmfWA8sIG9nnFdD4fA2x1ig195VTdHtfNNbee3uGJYkfnB4ARtjMKReNgiDQx1Cy1WMv/X4p0b7RhLZf/b8jy3KPF7aCIGAdY4cxdua4vuPlmtcTjrfEWvm09XPOyzmLsdYx5BXkULHoS7J+Wot+0xpaWZPQX2OzY95zb8x77Y15tz3QWBUBIEclqu8oI7jWj+vLZgx9jdsdeyOFgjS+9lKC8Pll3tu8NehLvLJPqTakHQfRA+PH9b2UelY0GjEOGIhxQEeckSxJRJsaCVVWEK4sJ1ReRmDdGiSv8vOPtjTjXTgP78J5gPKsjIN3wzR4dyx77o0uJ3WmMEmWebqqHk9MEX4XFeZsl/iQ5AhDvYv4AYlWRL5DYLf659jLNBztVljPVFRUVFRUdjVUAaLS67RXec7S9nyHO+1AB9HmCK0fNRKpDlH7UAUFN5Ui6rtfqEqBGIJWSFkXo51FLi++toXjZEfqxZ1vhYfWTxuRwzK2/dJJO8TRrYCItkbQ/M8PfRPbHeK2BUS7om5ea3wr5bGWaCtRtwv393ORv/uGAmdrwnF9QRHmvUdi2WtvWtMW0+SeA8wjw38g+ZazEAQNglYk78piKm/aoASlv1CDvsiIsd+2u73FXC7kcCihbeZUrSI+2tEugNggkItwaDVMSN9xrkaCKKLLyUWbnQNDzMhhG3bdEeicVvxr/qD+j98R1q1BdDmV+Xvc+JYuxrd0MU1vvYq+sAjL3qOw7D0SQ9/+8fiWmY2t/O5TLCuHOdIYZd++eKVotAVB9nEIIu+hx4/ACmSGRGpVAaKioqKi8o9GFSAqvU5TuwVEl9lNz0QcJ+QQbY7g+d5JcLWf+qeryLu86xohMX+M+ier8K/wIOgE0o/KwnFCTsqF/7dttRqydFr2TBEwHFjrp/aBcmhzSAxtCCAIkHZI1/cgSxKNb71M35r/scfvOlYNVYLGNVGRU40dxZMizUrgoC6ze4tQU7SJGMkuVHn1EpN/aaFsxcUQ7bC2aNIzSDvwYKz7jEOfq2T8anF9Q0vjF/E+Le5v0OtyyMo4EgBtho68K0uovn0TckSm7pEKiu/pj8be/ceB/1cvnnlORKNI2qEO9IVGtI5MtA4H0U5VaxuzksXgUJufwYYMDnakYdduW1rJraGu+U2anZ/HX2dlnMSLpaNZldMP9j8Ch6uVPlVllFaV0bdyEw6XIujC1VWEq6to/ewTNGnpWPYaQfXeY/hQqwiOUqOeU/O27r2dCq3WgUa0MVDykItEPSK/o8WgL9jusVVUVFR2BqNHj44XUO4J48aN4+OPP96BM1LZVVAFiEqvEpEjOGMuoOcuWO0IgkDOeYXEWqP4V3rx/eym6fU6ss7MSykqmt+uw79CcauRIzKtHzVi7GvCMioxm0V5MMRav5ID/aAMe8paDd6Frrj4aMcz37VFAeJdtADf0v8hAifOjDDqlxguSzH9XccwcsZYpHCY+mefxLd8CQDmPfcm799XIBq6Ti9ZoM/HLJrwS8pOu9kvc8h3UUaujCHI6+L9jAMHk3bwYVhHjEZoCxB3x9xsClUg+VawuWNQ45IlmLImYRmhWB5Mg8xkn51P44s1RJsi1D1eScF/SrsUewDexW7qHulITdzyQytpd5WSV2wh79KrqXvmcaKNDWjSMygljU3UJZx/Ru4w+hi2f+HeE8KRhgTxAdDY+gHrggMAEwgCLekOWtIdrNhjBACO1mZuctfDrysIrl0NskzM5aTu54X8d/BIZDvoo1HObWlGW5IH+u2LUxIFHcV5l1JR9zh7SEHqEalDoD7mpVCjZmRRUVH5+9PY2Eh9fX2P+7e0JKd9V/n/iSpAVHqV5miHW9DWuGC1I2gF8q4spvqOTYQ2BnF91YxoEsk8KdkvP7gmOY1sYI0/SYDMbUu9qwEmZaRe2InGVKmClTbJHyNSH0abo0fTKWVuqHxTR19gwCYJQRemeMYIBI1A6xefx8UHgH/lClq/+JTMYzusI5tjEk1cmXcpz9Q+y8ClLRzyvxjGYJsy0mqx7TOOtIMPw1iamLJ1ue8XHqt7hrCs1BPZHw0TO1tSGmzUvVFByaMD4xXW0yY7CG0K4J7bSuB3H87ZTWQc3XUFcueXiSkgNSGZr2dVcsi/+pHftz99Hngcye9DNJm5NFrPQ7WPUxOpQyfomJ55En0MxV2O3dtE20RwZwQkzIKfkJza3awlI5PY6L3oM/UoYl4P/l9/wbN8KW+WDMJtV1yijpzzCcIfv1BmtmAdOw77hP0VN61tzKplNQ9nt9KnSQusY27twwAs8PzMtMwdm+JSRUVFpTcoKyv7q6egsouiChCVXsUV7Vj4pWm2zY9dNGrIv66U6hkbidSFaZ3ZiKAVkqql63L1hCtDSW2dCcYkfnIqAmSk3UKGLvVb3n5QBu65LcTcbYt2jeLS5Vvmpu7JKuSghKAXyLmwCNs45b70hcmVzi0j+6EvVCwcnQVKO6Hysm7vf0CNlhvfMBMu76h1YRm1D1mnnJ7SjUuSJZ5reDkuPgB+QMfuSGQiIzRnoP1+AnJEJrg2EBcgAFln5hNc5ydcEaL5/QZMw6xdx4NI7d8EQWgGOYNYzMbXzS7OKlBS22osiptSgT6fh0ruoTnagk1jxSgau73vbSXm89L83tsEN61Hn19A5omnYXT0QavJIBrrEMSyJg+n3HXAfZFBT3FbamCN1YZt3ETmDR7G6lpFeI1prmdU1SZigOT34f7uG9zffYO+oAjbhP2xjZuANn3rA/pF0UihZRhDjIP5M7iG+d5FnOA4ZqcVVVRRUVFRUdnZqAJEpVdJ6+Q64o55tnkcbbqWwlv6UnX7RqINEVo+aEDQCgk79Jmn5hHcGCDWosREmIZZsO+fnjDOApeHgKRYEA7uIvgcQJelp/jeAbj/14oUlrCNS0OXb6DsotXIQWXlLYdlGv5bhXm4BY1Vi238fvhX/Yp38UJljIJCMqedSqQhjMaqQV9YjG/p4oTr6AuLaI06+dW/CrNoYm/LnvF0v7Is0zp7Ji0fv98xr7wCsqefhXmP4V3O3S/54+l6O+NZMIm8DdmIG0sRImEggjYz0TlL1IvkXlpM1U0bkCMy9U9VUnzvAERDskXIflAGwXUrQTcThDCyrCFkOgpZmpRyXqIg9riOyvZQ99SjBP78HUBJxVteRsndD1FacAPVDc8TCldjNPSlMOcCxtTJ/OxOrj5sEUVu6JOf4J63KRDkrTpFfOTpdfx7wr4YJozF/9tK3PN+wLdiKcRihGuqaH7/LZo/fAfzsD2xT5iEZcQoBM3WxbmMt43lz+Aa6iL1bAxtor9amFBFRUVF5R+KKkBUehWHtmMHuD0YfVvRZuoovKUv1bdvItoUofmdetAKZExVFrX6AgN9HhlIYLUf0SRiHGhOimFoDz7P1esYatlypidtpg7HCR1WlnB1CMkvJfSRIzKRujCaAVoEjYa8f19Oa98ptM6qIlKWRcXV9cjBWtAKOKaNwzRkdXxxbBy0G62H7MU9FTcSaIvxGGjoz82F16GPiTS8/ByettSwgsGA4+gTSD9kSjzGoyssooUCXR41kY6YCy1a9hwyhdDXVaB5HYx1IGgJbjoF0+CpCecbio1knppH02u1RGrCNL1RR855yYHQ1rEW6t6cjRhWLC2CEOOARZ8SmvrX1a2IOp3x59tOpL6O4KYNmAYOpn/x3QnHriyBF6obmNuaKNhEgYSUuoGYxOOV9URl0ApwRXEeRo0iyix7jcCy1whiXg+eRfPxzPuRUNlGkCT8K1fgX7kCTW4WtkMnYR49HEkTJiZ5icU8RGPK/zHJhyyHkeQoshxGliPkxoKIKIam2dX3cZioQZajCIIIaBAEEUHQdHyPJv5aFHWIogWNaEGjsaARzW3fWxO+12oz0exAa5SKioqKikpPUAWISq+iF/Wkaey4Yu54PZDtQZetj1tCYi1Rmt+oQ9AIpB+mBDOLRg2WvVKndN0QCLIxoLhoTe4i+HxLaLN1iBYRydchQgS9gC6vI4g8VBmk+Y0wspSN3xzAENKjRQtRmZZ3Wim8+2pEYzMxVxRNWj4PeB6Piw+AdaENzK+dy6BXfya4TqnlocsvoODK69Dl5CXMZ21gPeuC68nT57K3eU/EtloagiBwed7FPFr3FHWReiyimX/lnE3xgBKqhr5BcG2bMJGjNL/7BqYBgxLqZgCkHebA/4sH/0ov7m9bsOxlTYqliTlbEcOJcTdaKUYfnxvY9sxNK/2rmN36BWE5zETbOCbbD+h5/RSdDgQhqRq6aOh6kb1fhi1JgAwwJ/Z/ubaRunAEgOl5WZSaOn7msZifSLSJsNBIbLSIbq+hxNw2Qu5yorIL2SiDrgkfH0L9hz26DwAB6IeO9WhYJweZHAt3e862oBGt6HRZ6LRZ6LXK//HXuhy0PQyAj8bc+ANr0GrTMRkGqC5jKioqKio9RhUgKr1OljYTV8y93RaQdnS5igipvmMTsdYoTa/WImgF0iZvOci9PfhcK8D+XQSfp0IKxnB+3ky4OoRlTBrehU7koIxgEMm9qBCNtcO1JvCHj5Y0J++c8im1BQ3oQzqmfHkAo5cqLlPhTQHC1VpcX7lAXk/DNQ2Q3nGtzGaJ3Pc/ItisuAWZhg4j799XoLFYEub0hfNrXm96J/56om0c/875V3zR18dQzCMl9+KOebBqLHG3rnDlhqT7C25anyRABEEg56JCKq5dj+SJUf9cNSUDTGjTO6wCWkcmGpudmKdj8S7odOjzt118rA9u5P6aR+JV3dcG1yMgMDntgG7PlWSJH6JL+e38UuwrK9hnaQx9FCx7j0Rf3HVBycFmE6fnZfJufQsRWaa/ycC/CjosXz+0uvmprWjlnqYAe0qfU15TQzjaSCTahCQlJz8AoEdlQQQ0ohWNxoooGBAEHaKoQxCUr5JwI+sj9bjQkmE/AFHUgiwhI4EcQ0ZClmPIxJT29jYpREzyKV8x5f9OQTsJxCQvsZCXYKgs5XGtJgOjoQSjvgSjoQ9GfR8M+nwEoePPhT+whrLa+5DaxHSadRxFuZe0WWtUVFRUVFS2jCpAVHqdTG0mG0KbaIr2Xro9fb6BwptLFRHiitH4Yg2CRsB+QOqg30BMYr5LWUSOsVt7XHdClmRq7i8n+GfHItM61k7G8TnosnSIpsRxtJk6Pj7uK2oLlIDxsCHCp0fNobgyn7z6bGLuGK4vO4RY/z9LaNxXeW0Mypz+bgRDq7LTbZ80mezpZyW5XIWlMO82f5TQ9pNnAVPTD6XU0CfeJgoi6ZsVsNPl5xPamChCdLn5Ke9dm64j94JCah+qQPLEaPhvNfk39ImLHEGrJfeiy6h7+jEknxfBYCDn3AvR2LY9ZewCz89x8dHOj575PRIgrza9yRzXd5ANTNaxcUw2V7mPIH3CpG5346dmKfVI/FEfulgNocCP1LqqqQo4edE1GdBhx8lk6WmaXYEtjiUIWvTavDYrQiZajR2NaCVa00pw6a+E11RAAIQAEJKxjtgNx3EnYihMzgrWz/U93zW+ShQJW+bx2LcxHa8sy0hyiFjMiyT5iEl+ojE3kWgzkUgjkWgz4WgTkUgjMSkxVisaa8Xrb8XrX9lxj2gx6IswGvpgMQ2hyflZXHwAuLwLSLONx24ZuU3zVVFRUVH5/4UqQFR6nSyt4h7VHOkdC0g7+kIjBTcrlhDJE6Ph+WrQgH2/ZBGy1OMj1BZ8ftBWWD9C5cEE8QHgXeQm+5yCJPEBYBlho3J9bUKbLEJVUS39xwxkiW0F9fvW0X9DH3Ibsjhkzn6E06OsGrKak2eHyWpV5ug47iQyjkyd+SgkhxMyXLXj2izI3xmJ8npdExsDfrIMHqbn9CHvjPOoffjeuNXCPukgzMP27PL+LaPs2Cc7cH/bgn+lF9ecFtIP7ajdYd59D0offYZoUyNaRyaicfviCQxici0Ng9B1nZR2/FKAb1z/S2hbZ3fSvHs/MrqImZHlKMFQJf7QOgLBDQSC6wlFamgvABOVtbwZvoAIOgRiHKP/AJMQQBQMGPSF6HQ56LVZxKQgre5vE8bNyphKhn0z0ZQBDIVg2UacX36mJCuQZXzLluBbvhT7fgfgOPZEtOnp8VM6p65uirRsswARBAGNYGyL99hyIgBJCikuZdEmwuFaguEKgqFyguFK5Lb3nUyUYLiMYLgMp+eHlONEIg0p21VUVFRUVDZHFSAqvU57BXSP5KUp0rzVFdG3hKHYSOF/Sqm+swzJp+zSy0EpqWDgwjbrR4ZWw5Bugs8TkOSUzXIX7YIokG/IoypSndA++NTdeVZ+nTXBtdAXxJjIKe8cxZDVAzh9zQkYhBW0rHkXAOvYcV2KDwCraGGgcQDrguvjbTbRxkBj/475yTIPVNSyMVgJ+veoi7i4oUrklKwTOPLBJwhu2oDWnpYydfDmZJ2eR+APL5GaMM3v1mMdbUfr6HDFEvV69AWF3Y7TEw6yT+Jb1/d42nbhNWg4KuPwbs+LyTHkzStHohTCbCccaSQQXIc/uJ5AaD2B0CbkTsc355vYkdTLinVoqr2FiZknY9AXodNmJrgWVdU/k3Suy7soWYC0YSztR95FlxE54WScX32O6/tvIRbD/cN3eBbNJ+Pwo0g/bCqiwZjwu9IUbaYfpd0+i+1FFBWBZdAXgrlDnMqyRDhS10mQVOAPrieWosYKQJPzSyJRJ+m2CRh3Ys0XFRUVFZVdD1WAqPQ6e5r3iH+/0LuYIzOm9Or4hlITBTeVUnNvGZI3RuPLtcT8EhlHZyEIAt5YjJVexYqxT5p1q4LPDX1NGPqZCG3scC+xjLQlxEJszr9yzuKB2kfxtcUGHJJ2EAFDiDUNa+N9JI3EnEN+ZLh7dyzjWmh44T1AScubc/b5W3QZEgSBq/Iu4cXG11gbUILQz8majlnsEFaNkagScK//FIS2BaIg8U7z+wwvHkrfIUN7/AxEg0jO+YVUz9iEHJBoer2WvCtKkGQJV8yNVWNBJ3T9PLaGLF0m9xbP4Dv3D4TkMGMCfcl4dz51wW+w7jMO68gxKc+zaayMtOzNMt+KeFtfbQ650SaqG37A619FJNr1jrxWk4HJOACzcQBGfSmLAtksq1N+fkMtJk4tHtvl+0YjWnrUtjm67ByyTz+b9EOnUP/8MwTXr0UOhWiZ+QGu/31L5vEn4dh3dLx/b8VQbSuCIGLQF2DQF5BmHQsoQjcUrsLtW0qz84sE961ItIEm5yyanLMw6ItJt44nzTYOvS6nq0vgD6zB5VuMRjTjsB+EVpu+o29LRUVFReVvgCpAVHqdQn0BpYY+lIXKme9d1OsCBMDY30ThbX2puaeMWGuUlnfrkXwxMk/NZanbR6xtc3xcWo8ig+MIokDBTX1o+biRSHUIQz8TGcd0XR0cYLBpII/3eZANoU04NBkUGwr5yvltUj9/Toji+/tTedt1IMsIRhN5l161xYxN7WRo07k2//IujxtFEZBBqE86Vh6qoG+nWJGeYNrNgm1SOp7vnXgXuSlfuolHs5+lLlKPSTRxXvaZjLeN3aoxuyJLl8mJmccRaWyg8p7rcQcU8eddvIiccy/EPnFSQv+wFKY8XMlJGUczCJFIcC1FcghrtJKa+ieTLxAGoRasWXuR3v8AzMYBaDWOuOhb5w/yWn0VAA6tlnOzWqiu/xDQkJl2CGbToIThMtOn4PTOJ9ZWe0UUjGRlHNXj+5WCIYIb1ye0xZytNLz0LPo5X2A5w4hPCPZKFrneRhAEjIZijIZichzHEov5CUVq8Qf+xONfgS/wByATCldS3/Iu9S3vYjYOIt22P+m2iYidXO7c3sVU1D1Kuwtcq/s7+hff2+MsXCoqKioquy6qAFHZIYy3jqUsVE5ZqJzqcA2F+m3PlNQVhmIjRTP6UX33JqINEZyzm5B8MRZOVhY0WTotA01bH6OgsWrJPiN1oHZXWDWWBMvPcPMeaNESJRpvG2Xbm8CfvxGpUdy1Mk84CX3e1j0XWZbxSX7MoimehhfArtVwWGY6X3myQUjc+S/Wd+92lYqsU/PwLfUgeWM0vVJH0yXNoIOAFOCZ+hcYZBzQq4UGPQt+QgokBny75s5JECDl/jV8WvcIxZKHPkj0JxlRNKOpNSAvb0WsBKERBBn0I3Wk7blPQl9nJMojFbVEZdAJAhdmu2ipvzd+3O1dSN+i2zEbB8Tb9LocBhTfh9MzD1mOkW4bh16X2+P79K9aCdJmGapEESSJcGUFPsGIKAsYpN6xMu1INBozZk1/zMb+ZGUcQSTaQrPza1zehXELlD+4Fn9wLQ0tH5KVfgSOtIMQRSONrbOgkxtdJNqM0/0jWRlH/EV3o6KioqKys1BzJqrsEMbZ9kFA2WGe71m0w66jy9VTNKMf+iIlcNn9XSu7velGE5MZm2b9y2oTFOjzuDr/Mkr0RaRp7EyyTeTs7Ok453wBgGixJO3sd8emYBlXVtzAeZsu5uKyq/jN31GAT5ZlSsx/UKC3IqIsXAUEpjmOpb+xb7dje5cvpeaR+6l9/EH8v/8GgMauJes0pRZJWrON/X/oWLzHiFEWKt+q+W8r0aiLFte3bKq+C1fNbRwguRiARPvyXI6BpsFEjmMa/YruZEjfF8hYPxLtMhAbFPEBoLEm1ouJSjKPVtbRGo0BcJzlF8TWexP6yMRodX+XNCed1kF2xlHkOI7dKvEBpMwapi8qIeuUMxAMBkwBGUmQaVzwLcGNyWmU/854fMtocn4aFx8W01D0OuU9FI21Utf8BmvKLqWh5WNiUnJ2MUkO7dT5qqioqKj8NagCRGWHkKl1sJtRcV2Z712ELKcO4u4NtA4dhbf1xdBfiYkY9ofEae9H2Ndo3mHX7Al7W4Zzf+GdPNf3CS7MPRdqGgis+hUA+/4H9cj1qp2YHOPhuiepiyguVq0xJ4/UPokvptQP+cI1h+cbX6EmuhGJCAbBwO2F/2G4eQ/KQuVbfP6+FUupe+Ih/L+uwLdiGTUP3UNgzZ8A2PZPxzhYea4TfxpNVmNHxrE8XV7K8bYV274TEIzKtWQLREdAcFqQ1WUXUtP4Ir7AqvgHlhOBn9HwDjpWfi+iez5Apv5QzMaBCIKGjClHINo6BIdotZE+JXFn/bW6Rtb4g8q9mWoYGP2gV++nK6z7jMPQr5PtRqsl68RTSD/0cLLvuJOASRHNtmoPVXfdQvNH7yFHo12M9vchJgWobXqdzlYNX+B3+uTfRHHeFRgNpW39PDS0vE8k2phwviDosFsTLVQqKioqKv9MVBcslR3GBNu+/BlcQ32kgfWhjQlZm3objU1L4c2lLLhrHXkbogzaIGF4tI7YdX3QWHpWA6S3kGUZ5xfNtM5sRPLGiBTGmH3Bd+TNXcY4QBYF0icfulVjNkdbkoKSA3KQ1b98xbD8scyNJKakDckhHq57EldbxqJhpqFcm385+k4++JsCQT5vcrHn11+R4HAmy9Qumsv/MpZQFq5g92MHMOrBoWhjWo6cPZlXzv6AQ9OOpNjQO5mw2tFmZ5Nx06k01XxCOLMZBIhSEz+u0+bwBwI/RFupQ4A2C9uk6iiC3oBo6Ejfq8vJo+TOB/EuXgCAdcy+aNM7xNN3LW6+aStUOcRs5CDN50RTJMgS0JBhP6hX71PU6ym84TZ8SxcT87oxD98r7ornStdAW1x3hk8EKULr7Jn4fllO7vn/xlC8dbE8O5NYzJ0yy1gs1kqadSx2yz54/b/Q2DoTf3BtvK8omDDq+5CbdRLGbXQXVFFRUVHZtVAtICo7jH2so9CgLP4/af1sh1/PpZV5bpqGPwYrb+vgGj/Vd24i2tJ16tUdgfOzJprfqEPyKq49n+z7NcvFleQ0KH7/FQUC5Wb3loZIIk1jT6qPIcgy8msfUPGfa8CX7M7i6pQu9bfA78xxzY2/rg6GmbGxmnkuD82bpRiWgeeHreEb93esC65nlvUrfpuoZPTqv7EPe6y4lO8a9+J3bxcVwbeSaNRJY8snrC2/nJrwS4Szmtu1BXpdHlkZR9O/+F4G9Xmc8YU3o9EVAQJiTOag7yP0rZDJPP4kBF1izIQ2PZ30Qw4n/ZDDE8THOn+Ql2sVFyGHVssVJXmYUqSKNhn607doBuYdIJxFvR7buAmkH3J4QhxQU7Qp/v3gUy/D0F+pWB+uLKfqzlvxLlvc63PpLXTaLHTaxIxXGtGKwaBUpRcEAZtlb/oW3k5pwc3odYrsleQAwXA5oXDtDrWUqqioqKj8fVAFiMoOw6qxclDaJACW+VawwvfrDr3ez24vEa3Au8frEMcr7jfhsiBVN28gVL7lata9ifOLREvFhv5KrISjrehgs0Pgj8CfWzWmQTRwXs6ZcUEHcMjcKOluQJYZ821i1fnO/dpZ6luOJCsi6Eenm5Aso4uECen0CRU1WnL1lNkTixzO3O8rXHbl3IN+MBKLSbzfkFzp3rfMTcNz1TS9XbdF4SfLMl7/KirqHmN12cXUt7wbd8kRRQuZaVPoX3wfA0seJS/zFEyGvgiCQI4umwdL7uJh+43c/JKRA+YpIs+zaD5SoGtBFG1tIVRRTmswmBB0fnWfPNK0WnIzT0HTKfuS2TiYvoW3YTYO7HLMHUFnK1de/m4U/ed2MqedAhoNcjhE3ZOP0Pr5rL/lQl0QNPTJvxajXrHS6HV59Mm/Fo1o2qyfgNW8BwOK7yMzbQogIMkBahqfp6r+KYKhSspq7mdt+RVU1T9NdLOCmyoqKioquz6qC5bKDuVEx7Es9CzGI3l4rekt9jAP6bUaEpuz0OUFIN+kp/TfxbQ4GnDObiLaEqXqtk3kXVaMZYStm1F6gc3WhulOGwGzl3RXhwDZs1PF654y3jCW9Jkmyn0ryHJ/Q1ZLx4VGLY/Q57gzWa7biFW0EJRC/M/zY8L5q4PreHHdq5zOyQhtj+HkT99l8KaOeiWaDAdF/z4fIo8lnBvRR/jfxCjHfK4nu1lm+CqJhlGxhD6uuS00vtDhMuWd56T4vgFo7B0fM7Is4/Eto6HlQ4LhsoTzTYaBONIOIs26L6LYdTV0URDRffY9+oYOC09o0wac33yF46jjEvrKskzTu2/g+voLoqKGV0+7gNZcxeJwbkE2/duypBkNxQwqeQRvYBWiYMJqHoog7PyPx6aoIuoMgh6bqCRRyJh6NIZ+A6h76hEkn4/mD94hXFdLzpnnIXRR9f2vwmgoZkDJ/chytNvnJ4oG8rPPxG4dQ1X9f4lEG3B55+P2LYlXYA9H6ohEW+hbeMvOmL6KioqKyk5CtYCo7FCsGisnZx4PQF2kni+cX++Q6zSFI/GA4n3TbIgakazT8sj+VwGIIAclah8sx/nVjq+tkDY5UVwc9tUkcpq1iG16wZpbwhjrqIQ+MXcU71I3wXX+Lne3PT86MS3TsdvqvchqTtxV1joyGZs3iYtzz+fM7NM4I/sUBhkGJI3xP35iw91/MuYpJ8VNLQniAyDW2kK2LptxmwUD72EcwYrhNlrSFd+oA3+MMtqSGOTv/Lwp4XW0JYp3kSISZFnG7V3Khsobqah7qEN8hECzDBx/TMBmGYHTM5/aplcJRxLH8v+xioaXn6PxrVcJ19YQaUwuMhhpSK6B4v9tJa6vlcxjXx4whbI28XGoI41JGYrFoyZcy+1V93J++XU87voejy73LxEfABuCGwHI1mUnZHAzDxlK0S13octVAv89P31P9YN3E/P+Pa0DnZ+fLEsEw9VEoq0p+1pMQxhQch/mtqQV7eKjHV/gd6KxrXNZVFFRUVH5e/P32j5T+UdygH0/5rp/YGNoEx+3fMoE2zgyt8ECsCUWub3x7/ftVHww7SAHuhw9dY9WIPklml6tJVIbIuuMfATNjknRm3FcNhq7Bs8CZfG9z5SxDHfk4uZ+AI4tnIa20wItsMZH7X3lSAHFxck6IY3cfxchiInziza1uzTpIXwi6GaB2Iq+oIjcCy5J2A03iSZOyZrG7dWbpZUVZWKaGNKGIBf1NbFZNYo4F+eez26mwVSEKigxFHOgfX+W2YKsPLCOAz4O4nDKDPxThE5x6HI0WThJUQm3d2mSxUMIatH8FEWzAoQwuKbMI9bm0eULgNf/GwNKHkQjmvAuV7J0teOZ9yO28RMJ/Pl7wrVMg3ZLun64qgKAZXuM4Oe9lcKJfWsqOX2oEtcRlaPcV/MIDW3uX38EVnN/7SM8UnIvGkFDLOalsXUWoUgtZuNAMtOnIu4gcdISbeX3Nte8kea9ko7r8/IpuuUu6p5+lMCfvxNc8ydVd95C4fW3oHUkx7BsDVIoRHDDOjQWC/qS0l5LXx2ONFJecx+hSFvtm7Qp5GWdkTS+RjTTp+AGNlbdRihcmXBMQIsodG0RU1FRUVHZ9VAtICo7HFEQOTt7OgAhOcxbTe/1+jXa3a/6GPUUGvQJx8zDrBTd0Q9ttuL65fq6hdoHy5H8saRxegNBFEg7JJOiGf0omtEP2z7pZOZ2BDLHmhJ39xtfqY2LDwDvPBf+ld6EPr6YjzXDNlJZVIOMDHIRhC/GNv4BSu55CEOf0oT+NeE6/DE/+ZvVqNjtz/5Y/IrlwuxLxzx8r4TjpiFD0eUXoBE0HJJ2IOflnMUhaQehFbTsk2blvOP7oytQnq/r40akcMe87ZMyEsaibx3NQx5JsHhoNGnkZZ6O6WUz2p8V8SELEEucBpFoEz6/Uo/E+fXnCcekgB9Bb8C67wQQBNBoSDv0cGwT9mdzDCV9qMwr4tPJSqVyu9vFmauXo21bAFeHa+Pio536SAM14TpkWWJTzT00OWfj8S2lvvkdquufTbpGbzHPs1D52QIT7eNS9tFYrRRcfSP2/Q4AIFJfR83D9xLzelP27wnhmmrKr7+CmgfuovK2G6l/5nHkzQslbiO1ja/ExQdAs+tLPP7lKftqRDN9C2YgipaE9qyMo7fokqeioqKisuuhWkBUdgoDjf2ZZJvI956fWOD9mUn+iQzvVDl8e6gPR9gQUAqYdbZ+dEZfZKTorv7UPlROaF0A/y9eqmZsJP+6Puiy9CnP6U1Emw3BaEQOBuPuQ1JQItoaIVofTuofaeho2xQq557qB/EYvHAhDF09iJPeOQL76HSyT09Ohfthyyd82PIJADp0DDMNxd/oI321jQHrSmlNd5HhTMM40IT9oCtxfjmbUEU5+qJiMqYetcXdb0Ej4Dghh/onqoi2RHF/10r6Ycrue8Yx2YhmDd4VjQRHziXYbx7ElAW1RpNGdvpRONImI4oGQvm/EGhRBAYyIEFS3LzQ1pByMSyTd8ElSGefjyAISRmw2gkN2p33TjqHmFaLNhrhjPlz6H/mOfHjNo0VQVZEUPyystIeCK4jGNqYMJ7LO4+C2FloNKnfZ9uKLMv85FFSBvc19KFI33WKY0GrJfvs8xGtNpxffEq4uoraxx6g4Nr/JKQi7imNb79GzNnhHuVdsgjLyDHYxqYWQVtDYLM4H4BgqAK7ZWTK/lqthQHF97Ou/Apkohh0heQ4TtjueaioqKio/L1QLSAqO42TM0/A3JYR54m6/1IbruuVcRe6Ovzg903rOshcm6al8Ja+WPdNAyBcEaLq5o0EN/ROOtktIQgCumzFGhFpqMcz38mmC1ZTceU6pMhmrksCmAZ1xFe81vgWHqljh/v33dbS/N8geVeUIPkkah+poOyyNdQ+VE5ZXXlcfABEiFARrmRs3j4sH/kb750ym0evfJFfDvwT+8EORIMBxzEnkH/Z1WQed2KPiiNax6ahL1YWuq2fNCKFFIEgiALixDJ8pzxFsN9PgIwg6MhxnMTgPk+QlTE1vpOdc+a58XgGQRCwNCWmujXoi7GahgHEd/vjj0erw7bvREBJZ9uV+IhKMo9V1ePUKQLzbLuJ8Vdfjy6nwyqUoUlnv+WJ+zD7zY9iqk4dr9ATZFmiqXU2Gyr/Q1n1Pfh6kPGsPFxBZbgKgIm27hf+giCQOe0UbBMnARBcv5a6Zx7bpoKFkdqa5Lb62q0eJxXtGbES2trS8naFXpdFtuNYAEKRatzeRb0yFxUVFRWVvw+qBURlp5GuTePCnHN5pO4pvJKPB2of486im7Fu525yu/tVf5OBXP2WM2yJepHcS4vQ5etp/biRmFPJkJV9Tj5pB/ZuXMrm6HJyCVeWE66sov7namiPmYjKym9iFESTSObpeRj6dgSZ10eSA64bYg3IkkzN/WWEKxTrT7QhwjpdOUxN7OuKuXnb8358l1/SyHwy8WsmzhtP7gEFbC2CKOCYlkvdIxXEnFG8C12YJ2qoaXgJt+/neD+LaRgFOediaKuYLsdiBNauRo6EMQ3enZJ7HiZcU43GakWTnoHT8wO+wB/otJlKrIWoJxiT+HLQMKTjT2PQbyvIs1lxTDkCQ/GWF7EAr9c1xRMTHOpI46CC7KQ+ciTCwV966f+HSF2OQF6DTL9yicjQOiwlYzAZ+hHoZAVJs03o1vrR1Pop9S3vKuMDf1b/CRnHMtgygn7GUqVdlvD6fyEUqcNsHMhP3qUAiIiMs47t9t5AESE5Z/0LyevBt2IZ/pUraHjleXLOu2irYjiMAwbhbU50CzT2T05gsC0UZJ9NWU0d4YgiaBxph2Izj+j2vKz0qbS45hKNtdDs+oo02769Mh8VFRUVlb8HqgBR2amMsY7ilMwTeKf5Q2ojdTxa9zQ3FlydEJS9NVSHwpQHFXelrtyvNkcQBTJPzEWXp6fxhRrkiEzj8zUE1/rJPqcAUb9jDIPGgYPxLVtMpKEGYjXQuf54FEoeHYguV58UfD7YNIhF3sQCdIONg4jUhuPio53cVQ60U7VE6dgJz9Zm0RjdLEOVLkpDZQO5bL0AAbCMsqHN0RFtiOD8po7a0mfidTw0Gjv5WWeQZh0fXwhLwSDVD95NaMM6ALTZORTecGuCkMiwTyLDPin+WpZlHqyo5XdfAPoOgb5DGG41cWOf7uf8v1Y3c1qUJABDzEZOz89K2U/U69GXlNKvvIx+5W2NGg2G0n4IgkhpwX9obJ1FOFKLyTiQzPTDu7220zsv/v1ctCxCA62fQuunnJ51CoenHUJ1w7M429IkR4GfhHQA9jTvQbo2rdtrtCNoNORedDk1D91DcO1qPPN/RF9YTMbhR/Z4jKzTziTa2kJw7WrQanEceSzmPfbs8flbQq/LYWDJQ4TCVWg0VnTangXLi6KRNNu+NDs/JxgqR5YlBEE12KuoqKj8U1A/0VV2OkelT2WSTXGh+T3wJy81vr7NhdXarR8AY+1bZ0mx75dB4Yx+aLMUq4nneyfVt24kkiImozewj5sImra4Bu2KhGMauwY5IuP+rhXfMjdyp+rk52SfzlDTEAAMgoEzsk5hN9MgRHPyr6/dY2OsbnT8tYDA0elTMUUSXatsbgt56bmbn95jBFHA3mYxCm+IEa1UhEa6bSIDSx4h3TYhYRfe9e3XcfEBEG1soOXj97d4jdpwRBEfnfjVG6A+vGU3o/X+IC/VdFQ6v7wkLx50noq8iy5DX1QMgGixkHv+xeiylYreGo2FvKxTKcm/muyMo+IZsGIxP27vYjz+lchy4nzaMza1IrBosz2ed5o+oOyzJ+LiA2AeWtyyYqnZ3z5hi/eWClGvJ//ya9EXFAHQMvN9wnU1SFKYptbPqKp/lmbXHGQ5ddIFrT2Nwhtvo+8Tz9Pv6RdxHH38Vs9hSwiCBqOhT4/FRzvt7luSHCQcTbYCqqiobJmysjIlRk4QKCsr+6uno6KSgGoBUdnpCILAeTlnUh9p4M/gGv7n/pECXT5HZkzZqnFkWY7Hfww2G8nqxv0qFcb+Jorv7U/9U1X4V3oJlQWpvGk9uf8uwjLS3v0AW4HGbsc6cjTexYsQDH8gxyaDpEcwitgnO6i8cT20rRHNI2zkX1OiLPQ1Nm4pvJ6AFEAn6OLWIm2GjrTDMnF1qm0SODLKvMjC+GsZmVnOz7nC8W+ern0Bt9VDRksa038+nsx/bbsAkWWZ8J4Lkd/vgyBp0CwdQfbZeTjSDk3p/hNpTK7Rkapt82sM3rCagvoa6rLz+HPAECXr1RZwRqKJlc5L8kjvplifPr+A4jsfQPJ5EU1mBE1yFfnOhMI1bKq+g2jMCYDJOJC+BTfH41uyMo6msu5RUuWlihKlfu0irIqepBGBBW3R94MM/RhjGZXirO7RWCzknH8xVXf8BzkSoeGl54icacAX/BUAp+d7AsF1FOVenPJ8QRDQ2Hv3/b69GPWKKBTQEIk0xF35VFRUVFR2fVQBovKXoBW0XJV/KbdU3UldpJ63m98nT5fDaGvq7DipqAlFqA4ptTF66n6VCo1NS/71fWj5qIHWjxuVwO4HK8g4NhvHtJwkl6jtwb7/QXgXL0KOBsk8oxljv/HoiwxUXt8hPgD8yz34V3qx7N0RVG8STUnjZZ2Zh2mohVBZAEOJkVW7r4XN1vWN0SYGZw/mv45HaVnbgiXNguli8zbflyzL1Da+REvsW3RDjkfz+xB0v44kwzS0y9gDbVZy/IVxYHLdjs7oP36X0+d8GX/9855jqDz2ZPIMXQedP1pZR0tUeZDnFmTT39x9UD20LcCtXScwACVuw+n5gYbmD+PiAyAQXEeLey5Zbe5ZadYxaAtnYPUswOZZiKdTYb3sJpmMtTIRP8hm+AIdEgIa4LyccxC30s1IlmPEJB8a0YaxtC+Wg8fi+3oBwXVriMwDOukZp+cn8jJPQxD01DS+hMf/CzpNOnlZ07FZ9t6q6+4U2p6FRmNFELZ+c0FFRUVF5e+L6oKl8pdh01i5Lv8KLKIZGZkn6p9liXdZj89f6e3IXjXKZtlCz+4RRIHMabnkX9cH0aLsSLfObKTm3jJi7q3PLNQVpiFD0ba597i+mYWhRERj1hBzJl8j1hpJakuatyBgHW0nc1ou1n3SKDWUIJAoAvJ0uRgEPRqdluyhOZgHWxBEgbJQOY/VPc1d1Q8wxzW3x25wTc5PaXF/C4A4Vin0JwcEvAtdKfvH3G5aP5+V0KZJz9iiq0/U6cTVSXwA7LNyMZdZut4z2TzofFKGHVmScH79BdUP3k39c08Rrqnu8vzuqG9+j+qG54jEmpOORSKJtUQspsGU5pzNjYU3UWrog07Q0d+fyWnvhdGEQP8O/NKqobLtI3hq2mRKDEXx80PhGqrqn6W85kFa3f9L+bNxeRezetMFrN50Pusqrqax5ROa916A1ObppJ0LOBPPkeQoNY0v4vLOR5J8hCLVVNQ+TCjcO1mvepNwWPlZRWMuNJq/l3VGRUVFRWX7UAWIyl9KgT6fq/IuRYuWiBzhkbqnmOOa26Nzf/MpAiRfr9sm96tUWPa2UXxvfwx9lZ3zwG8+Km/cQGBt76TqFUQRxzFKXYNocxPNHyrZksx7JVpwBJ2AaejWW3Xy9Lmcm30mujY3LYcmg0tzL0yyTDREGrm96l4WeZewKvAHLze+wafOz1MNmYDLs4D65ncA0OvyKJ30r44Cj3NbUp7jWbYYORhMaIs5W7eYqUny+1K2awKBlO1fNTvjQee7dQo6b5n5AU3vvE7g99/wLJxH1b0ziLqcSefLskxw4wb8f/yGFAolHQ+EKmhyftrlfC2moSnb+xlLua/4dt7o/wKX/FhIVqsiJHxumGtUfka52mxOyDwxfk4k2sLGqttwer7H419GdcNzNDs/Sxg3Em2hqv5JYm3pmcORGhpaPgQtRI5Qsm8JEdD+1HmOw9DrsvD4EuOPZKKU1d7PhspbaHZ+gyz3ThHC7SXYVhFdEHSq+5WKiorKPwxVgKj85Qw1D+HGgqsxiyZkZF5ufIN3mj7Y4o58VJb5oy1AeZjV3GW/bUGXo6fw9n7YD1Aqe0ebI1TP2EjzB/XIsW0Llu+MbdxEzMOULEOuuV8TWLuanPMLsYyxIxhEdPl68q4qQZe7bQUSJ6dN4rnSJ3i45B6eKH2Q/sa+SX1+9i4lICeKgv+5f0rq1xlfYA1VDf8FQCPa6JN/AzqdPf6cQusCRFNYbSRf6irdkebGlO0Aurz8eGB4QlthUVLfpW4vr9UqWb6ydFqu6BR07v7hu8S5eJSUtZ2Ro1FqH3uAqjv+Q80Dd1N+w5W0fDaLumceo/Ht14i0NFJe8yCQ/LMX0JLjOAlbp8J6S30reLnxDT5p+QxfrENI6fOV4oKSAJ8fryNoUuZ4Xs7Z6MWOn3Wr6ztiUkdtG4Bm1zcJrwOhTchy4rOW2zKfycUgtekh7R8CJgaRmT6VkvyrlLYUWbYikToCoXXUNr1EffMHScd3NrIs4/WvBMCgK0QQthyXo6KyI5g0aRKCIDBjxgxCoRB33303w4cPx2azIQgCTqcTv9/PW2+9xWmnncbw4cNxOBwYjUZKS0s5/fTTWb58eZfjn3XWWQiCwFlnnQXA22+/zfjx47Hb7dhsNsaNG8eHH364xTl6PB5uvPFGBgwYgNFopKCggNNOO43Vq1f36B4rKiq49NJLGTRoECaTCbvdzqhRo7j//vvx+1NvvL366qsIgkBpaSkAc+fO5bDDDiMzMxO73c7EiRP55puOz6xIJMJDDz3E8OHDsVgsZGVlMX36dKqrt90irbLrowoQlb8FQ81DuL3wPzi0SmalWc7PeabhBaJyavendf4gobZMUcOsybER24uoF8m5oJCcCwoR9AJI0PpRI1W3bSRcm7xDvjUIgkD2Wf9CMBpBlml4+TkEg0T+VSX0f213+jw6KCH2Y1swa8wU6gu6TG+cql0rCdQ//zSbLj2filuux//7b/Fjkhyhqv5JZDmCIOjok38NBr2yK20Z0THXwKpky4VtbIrMThot2vSu664Iokj+lddj2Xsk2swszHuOoODqG5MCxNf5gzxRWY8MmEWRG/oUJASdC9rkhaug0SBLEjGfF1mW8cz/Ef/KDqtArLWFlg/fwbt4Ea45X1L55K1EY8liSatJZ3Df58lxHBu35nze+hUP1T7OHNdc3m35kNur7yUsKTEgGYcfhWHgIL4/X8OqEmVew4hRGOkoyBmNuWlyfZE8581iQ1JaBDolb4u2l9qIyGRVTCQ/63Q0bTFEeZnTSS4730GL68suj+0sPL5l8forag0Qlb+aYDDIfvvtx80338zq1avRdPocev/995k+fTpvv/02v//+O6AI6PLyct5880322Wcf3njjjW6vceGFF3Laaafx888/IwgCXq+XhQsXMm3aNJ566qmU59TX1zNmzBjuu+8+NmzYAIDX6+Xtt99m9OjRLFq05SKe33zzDUOHDuWpp55i3bp16HQ6wuEwy5Yt44YbbmDkyJFUVlZucYznnnuOgw8+mG+++YZoNIrH42HevHlMmTKFTz75hEAgwKGHHsq1117LunXrkGWZ5uZm3nrrLSZMmEBr67YXfVXZtVEFiMrfhmJDEXcW3UyxXtnl/smzgPtrHsUvJbvdrGqL/xCBoZbeFyDt2A/IoPi+ARj6KdcIrQ9QecMGXN+1bFXqYFmScX3bQv0zVbR81IDGlEHWtFMBiNTV0vzB2ztk/l0xzroPGZr0hLbRs6rwLPiJmMdNuLKc2sceIFRVgRTw0+qaS6Stlkh+9tmYTYPj5+lLjIg25Q+yf1WytUOXlUXWKad3ZLASRXLPuxDR2BEgHpP8NDm/oK7pbbx+5Y+4LjOL/MuvpfThpyi48rp4atx26kIRHiyvJSzLaAS4uiSPIqMeSQrT3PA1FQvvQxiUeI/arGwQNWy67AI2XXwelTdfS2DD2i0+q1h1K8jJH5XFeVej1SRa3z5pTXRjqwhXsbxtJ180mfjt/N34rs1lLR2Jg4lQ3/x2/L3k8i5CkpJ3HTPTDkt4bdAXkuM4oaMhAtqZoP0GhEow99sDba7ihub+IdGl0W4dxcCSB8jLOivl/copLD07E1mWqG95DwCtJo3MtEP/0vmoqDz99NOsXbuWd999F6/Xi9PppKysDIvFQkZGBtdddx2LFi3C7/fT0tJCMBhkzZo1nH766USjUc4//3wqKiq6HP/TTz/ltdde47///S9utxuXy8XGjRvZb7/9ALjuuutoaUl2cT3rrLNYvXo1aWlp8bm53W6WL1/OwIEDufDCC7u8ZllZGccffzxer5cxY8awYsUK3G43Pp+PmTNnkp2dzerVqzn++OOJRlNvBDY2NnLZZZdx44030tzcjMvlYtOmTey7777EYjEuv/xyrrnmGv78808+++wzvF4vHo+HWbNmYbPZKCsr4/7779/Kn4bKPwVVgKj8rcjUOphReCO7m5QMSb8FfueOqntpjToT+v3qVURJf5MRczdpU7cXfYGBojv6kXFcNggghyQan6+h7uGKHgeoN71WS+OLNXh+dNLyQQPVd5dh2+8gjIOVfKyub76i9cvPuhml90jT2rmz6BYO+N3KyBVRTn8nzMhfEu9FjkSovPk6Nlx+DnU1bwFg0BeTYZuU0E8QBcx7KPEqgd+8KYVZ+qFT6fPQkxRc+x9KH3ka69jxBDdtwPfLciKeZjZV3U5d0+s0OT+lrOZOWt3/2+L83dEY95XX4I4pGa8uKsxlqNWMJIXZWDmDWvcruLN/wXPgRmKDwbjbENKnHk3eJVfR8MpzSF7FxSlcXUXg91VbvJYQhgzPuIS27IzjsZgGJvUNy8k1ZNotID+1fsEbrjkAWJA5lQhmICZ5kdtToKWo1aER7ThSLMJzHCfQL/02dO+C4SnQrgPtz2B630SfwutIm6SIllB5GcGyjQnnGvSFZKUfhsU0LGncDNsBKZ7CzqPV/T2htviP7IxjEcWeZTJTUdlReL1e3nvvPU466ST0esVdsk+fPuh0Oo4++mjuv/9+9tlnHwwGJRW3IAgMGjSI1157jYMPPphgMMgrr7zS5fitra28+OKLXHjhhZjNyqZG3759eeedd9Dr9QQCAT77LPHvw7x58/jqq68AeOuttzjppJPQtll/9957b+bMmYNO13Vs5D333IPH46GwsJA5c+aw1157AaDRaDjmmGOYOXMmgiCwZMkSPvroo5Rj+P1+Tj31VO6++27SQoH2DwAAWJ9JREFU09MBKC0t5d1330UQBCoqKnjmmWd47733mDp1KhqNBo1Gw1FHHcW1114LwAcf/PUunyp/DaoAUfnbYdFYuLHgasZZ9wGgLFzBf6ruYJX/DwD8sRgbAkr8wo5wv0qFoFWqpxfO6Ic2R/lQ9y31UHHtenwrPFs8VwpLuL5J3L0KbQgQWhck78JL0WYqO9XN772Je/6PqYbYIWRqMjhoZhPHfB5l8IauA49jI0HWK/EGuY4TU1akNg1TspBFW6JEapUFtyzLbAqV87v/T8JSGF1mFuahw9DY02h44Rmqbv8PtY89wKaXryIYLk8Yr775faobXqCi7jFc3p8TjoUliYcraqkLK3M6KcfBhHTFDcztW0Iw0mmxLUL0AJC8PrKmnUK0uQk2282LNjeRPuWIeJHI9ixlHit8P17DN1OtBPtNZkDx/RTmXES/orvJzZyW8lntZxuf8Nom2tjLMpwlrV/ybPN7yIABmVMJ42izNFjNe8cLHNqt+6AREzO6ZaUf3mXAvjlrCLn7nIXgV44LWh0551yIqNdjn7Bf3OoUWPVbyvOL8y7FahoGaBAFI460KeRnn5my787AF1hNbePLAOi0WWSkHfSXzUXlr0PyxwiVB5D8qYtn7myGDx/OIYccstXnCYLA4Ycr6bnnz5/fZb+SkhJOPfXUpPaCggLGjBkDwKpViRsl7bEhw4cPZ+rUqUnnZmVldWkBkWU5fv4VV1xBWlpyXNj48ePj9/zee+91Ofcbb7wx5f0MHKhs0IwbNy5uyenMQQcpv9sbN27E50uddETln41aB0Tlb4lO0HFJ7gU4tBl85vyKlmgLd9U8wJS0QxikP5z25XJvB6B3h2mwmZL7BtD4ei2e753EXFFq7y8n7RAHmafmIRpTaHqp7Wsz5JiMNsNBwbU3UXX3bUgeDw0vPYvGasOy546vy+CV/bw93crqkggWLxw2N8KevydPNNZWNE/jMmPrn7pQXrsFBMD/mxdNvpbH655hsU8J+M7UOri54Dry9Xn4f1uJZ0FHwLtEckxNNNZKq1txHXJ7FxHLOR+H/UAkWeaZqoZ4ut0DM+wck53RcU/+X5PGkk0gBRWLmS4nufiixp5G5rRTcRwzDTkSQTSbqfxxNs/kzMKjl4AoPzXdxzU5/2KEff+U99/OmdmnYtfY+NW/igxtBidmHktjpJEnmz8ghoAWmZMIk4sM6LFbR5CXOR2vfxUajQWjvpS+RbfT2PoJsZgHu2UUGfbJW7xm+sGHYRkxikh9LfrCYrRp6cp92exoHZlEm5uINKQu+qjV2Ckt/M8Wx99ZhMK1VNQ+hEwUQdBRnHsZolr/42/P+pO3bEH8uzHg3T22+px9991yHFJVVRVPPvkk3377LRs2bMDj8SBJiZ+lNTU1XZ4/atSoLjcZCguV5BWbx0osW6Z8tk6aNKnLcQ844ADuuuuupPaNGzfGxzvwwAO7PH/y5Ml8/fXX8WttjtFojAuNzcnJyWHt2rXssUfq552b2/FZ7HQ6sVi2L5W+yq6HagFR+dsiCiLTs07m4tzz40X4vnTN4cU6xUpgEAUGmna+e4Zo1pB7YRF5VxYjWpVdc9ecFiquXYfvl2RriGgUsY5L3GHS5esx7aaIJ31eAQVX3aAEpUsSdU8/SmDdmh1+Hy81vsYfpVEkUcBjF/jwaB2eQ0Yj6DsyMskCyG01BI2Bgi7/SOpy9HHLUHCNn/meRXHxAdAcbeH1JiV97+aLYc16SKFBEmhxfg3A2/XNLHIrcSZ7Ws2cW5Adn1M05sbpSd5lFNeBbaximTAUl5BxxNHxY4JOR8455yOIIqLBgMZqRRBFFg31tokPBQn4sOn1LU8SJbh/Wuax3Fl8C1flX4Isw301jxBGQkDmeCKUtFk+dNo0ch3T2Fh1K2U1d7Gh8kYq6x7DoCugOPcSSgtuxJF28BbTFbejy8zCvPuwuPiIt7dZc7qrOv9XE425Ka+9P55WuCj3YsymQX/xrFRUFLKzkwuptvPDDz8wZMgQHnjgAZYvX47L5cJqtZKTk0Nubi52u1LDZku7/DZb10lHjG2xcpFIYta7xkYlMUa7QElFV8faz+3u/KIiJR6zoaEh5fHc3NwuP5/aA/Xz8/O3eByS703l/weqAFH52zPRNo4Hi+9iqEnZivdFlUWVQ+dGEP66mgXWfdIoeWAApuHK7n+0MULtfeXUPVFJdLPCgjkXFpJxfDamYRbskzMovLUvgq7j18/Ytz/5l14NGg3/1959h0lVnQ8c/97pbWd7YStlAUWaDSkixIgRLIgVBUNMgkbzizHW2KKJNZoYazRoorFiYgmKgAXEimIDROl1l+19d3b6Pb8/ZnfYZQsLW1nez/PMszP3nnvumWF2ue895VWBAAV/vRfPmraXb+wK3zUMaWukDBrFM0bjnrp32IuKBxpuQutbKsn7063UfvFZq/VZBkTGP4fKgxQ2WdmpUeM229DmF5ZaLbhXD8NpH4XVkonZlNRq/cvKq1hcVgXAQJuVq7PSMDb5z6/8szeAlnNyEp0/IWHW3iFTieddRPbdf2HA1deT88CjOMce2+KY2mDLC3af7kW1sSpba76s+5o/5N9JbcNF9VkEGdqkKywYKqWg9BlC4b3D82o8X1Bd1/rne6CUCkd7fNrqAekL/IECtuffTqDh+5GaeDGxrvG93Coh9jK2Mc8wGAwyd+5c6urqOOqoo3jvvffweDxUV1dTXFxMUVERDz74IMABLVoixOFAAhBxSEgyJ3JL+vWcGzcXVOQCtTC8ijvy76Eo0HsXV6YEM+k35ZDyq4xob0jdZ9XsvnYz1csrUA1LBRssBhLPTyXjlkGk/DIDU3zLoSWOo0aRdvlvwGBA+XwUPvwAVe8u6bb/uBJN8a1sSyDpgjkkzDof65BcTGP23h0LbyjHv30rxU88gue7tS2ONcZHRnSGq0Lk2oa02D+0YZtt4GCSf/qLSI8PYBs6nPSzr2ZQxi3YLNnR1baayrec1SzXxw05A7Ab9/758m7aQM3LS2GfIeNGg5Pk0+aiGY3oup/y6ncpLn+FYEINzrHHYmqYOLmv8a5j0fZZDWq0wYbWxrLGTelK55Xy1/hr0aN4lQ8NjbmxpzKqxTg8I4FWAp3OZiX3+raxZdc1fL9tDtWBLwHQrFaU3jcSDDZV61nLtvxbCQQj7zkh9lSS4s7s5VYJ0TGrVq0iPz8fgLfeeotTTjklOom8UXFx9/z/1Ngr097QrrbybDTt0WkvF0fje0tJSWmzjBAHS+aAiEOGQTOQbBwHNHQHG7azxV/GjXm3MTdpNj92T8XQygTp7qZpGu6p8TiPiaHs+SJqP65C9+iUPhVZ9SrlsnQsGR0bKuYaN550h52ixx9C93ope+k5AoUFJM/5GZqpa39dL0m6mAcKH4qu3HSMYwzHOMeiaUYSZp5LwsxzqfV8y67ChmUSm5y+7ovPcDYkU2zUGFSFKoMcbR/NOfFnsajybcKEGWE/gp8m7Z1kGXvyNNxTTkYF/Bjskf+ww3p9q3f/651z+Fd5GgqFw2DgxpwBJJibfxbejT+g1YN5MQRPb2irH5ybB2MYbEZXQXbsuROvfysApZVvkJ78S+LdP6ai+l0qqt9BAYmx00iIPY0RMSfxy7ovead+HQFgFHBOyhX7/Uzrwh4eLX6StfWRSd8ug5Or0q5glH0EO/xbqPdtiJZNjP0JoXA11XXNc4w4bK2Pqe4IXQ+wq/ABQuEqAMKGOkxAqKL8oOvsDkopyquXUFT2Ag1520lNvIikuDM7NORM9B0HM6eiPXWrayh+PB/l19GsBlJ/nYlrnLtLz9FVGi/QExMTGTSoZcJXgA8+aH9Fv4N17LHH8sknn/Dhhx+2WWblypWtbh88eDDx8fFUVlayfPlyjjnmmFbLvf/++9FzCdHVJAARh5R1Dfk/4kxGpiZMYFHVYvwqwD9Ln+ODmo+Yk3ghRzmO7JW2Gd0mUn+dScxJcZQ+XUCwOIBvUz27b9hG/NlJxM9MxmDZf4DkGDmGzFvvpOCh+wmVllDzwfsES4pJu/JqjF04UW+UYwQPZt/LD96NxJliGWkf0SKAs1mzo8/1VDA03Gwz2FuuPmZq6AFRAYXyKi5IPIcz435CVf33OA1GHPvUrRmNaPamdwsNgEbTjOOVejzPVx0RzfVxTXYaWTZry3MnRe7oGb+LzPlQcaBVQCD8A4HTK/B410WDj0YlFa9iNDgoLNu7PGZh2b8xGl3ExUzm5AHXMjGwk2CwHLttCOZ9eoyUUpQWvkpZ4WJUvZ/K3TG8cryDUkM1AAOtOVyT9n+kmCNtG5j+eyqq38MfLMKgWdE0Mw77cIKhcup9G9EwkZwwixjn2Bbvr6P8wT3R4ANAq4n8NLojc1v6glC4hsLSZ6PBpkGzk5X2G2KcrV8EicOLa5wbx6jhBEuCmFPMGOzdu8x6ZzSuHlVRUUFpaWmLuSIffPABy5cvb+3QTjv//PN5+OGHWbNmDUuXLmX69OnN9ldUVPDkk0+2eqymaZx//vksWLCARx55hMsvvzw6V6XRp59+yrvvRpYNnz17dre8B3F46xv/IwnRAbpSrG/I/zHK5WB20rn8MeMW0syRce7b/Tu5s+DP/Lngb+T52+5W7m6OUS6yHsgl/uzkSMLpsKLytVLybtyK55vaDg2psmRkknXbXdiGRhL+eb//jvy7bsO/a0eXtjXJnMhJ7kmMdoxstffIZEzAQCTYUA298Aank9hTIjkmlK7jz9tFYE8+xri99zPCVUF0PUBh4QOUFz/I7sIH2LLr2naHFxkNNuLde1dkqVN2Xgj9nJpw5I74rzJSGdnGqmcxJ0zEkj0QAM0HhiJAh+B5is27r2RPacv/iMN6PdWe1S2219RFtmmaht06CLfruBbBB0BFzXuU1L+GHutn/QAD/zghEA0+JsdM5E8Zt0SDDwCDwUpS/BmYjLGUV79NWdX/KCz9Fyajm+ED/8GRg58mJeHcNj+fjjAbE2j6Z12ratie2krm9B6mlKKyZiVbdl0TDT4s5lQGZ90pwYdoxmA3Ys2x9engAyJL1TocDpRSzJ49mx07In+f/X4/L7zwArNmzSIhIaHbzn3aaZG/wxdffDH//e9/CTfkRVqzZg2nnnoqgUDLvESNbr75ZmJiYsjPz+fUU09l7drIsNpwOMyiRYuYNWsWSimOP/54zj23c3+XhGiNBCDikJHnC0QTz41qyH4+zJ7L/Vl3cnHiBTgaVsr6tn4tN+Tdyj9K/kVFqLLN+rqTwWIgcXYqWfflYhsWuWgOFgYovH8XBXftxLejZXb3fRndbjJuuJWYCSc2HF9A3p9upWLRa6g2MtN2NU3TsNtzAVBHW4k792yy/vRnLKlphD0e9txzO3m33cjuW66j/I3/RdqdYEIzalTWLKfetzFaVyhcSXH5y+2eLz35FwxIuhSDYyJPBC+lWo9c+LssX3Kks+3/TDWTicxb/4Q5de+KK6GJEB7a9ryHWNcETAZXi+1GY9sr0jRVXbMKD/AWJt7AQhANg1JcVD+JOY7R7Mq/mY07rqSw9N/oDZPXdd1HWeX/mtVT41lNKFzRJQn3TKZYUhMvir7WGua3W1IzO113Z/gDBewsuJM9JU9GV7qKdU1icObd2Cy92zYhDlZcXBz33nsvACtWrGDw4MHExsYSExPDJZdcwqBBg7j99tu77fzPPvssRxxxBFVVVVxwwQW4XC5iY2M5+uij2bRpE0888USbx+bk5PDqq6/idDr54osvGDt2LLGxsbhcLs4++2xKS0sZPnw4r732WpuT8IXoDAlAxCHjO0999HnTO+EWg4Wz4mfwcM4DzIj9CUaMKBQf1HzE1btu5JXy1/Dq+7/g7w7WLBsZdwwi+ZfpGN2RP+Le7z3k37SN4sfyCJa1fVENDcvEXvZrEmdfgmYyQzhMxRv/Jf+uPxDYk98Tb4HEuMhdNt3kJzRBx5yYhAqFKH767/i2bomWC+ZFJluGK0IYHEYCwZZLNwZCrS/n2EjTDMTHnsoz9ZPw6+mRjcZvqdPe4apd1/FS2X/a7EEyWCxk3XEPiRfMIfbHP8EyoeWYbKPRjcU0gJj60Ti+y8QdGofRsDfgMBpcJMWd0f4HAoRVmC+UjyewsrZhJKsTxU/XB5jiGEp+8cP4A/mEwhWUVy+lpDySyEtXgb1Zz5vWF+66RFzJ8WeSm3U/aYEL0Rp+ZfzuolZzpHi8m9hT8hSFpc/iC3R9r2FY91JS8Spbd9+AxxtZdc1sSiFnwE1kpf0Gk7FlACjEoeSqq67i9ddfj/aGhMNhhg8fzh//+Ec+++yzdpfY7azU1FRWr17N73//e4YMGYKu6zgcDi666CJWr1693/wlp556Kj/88AO//vWvyc3Nxe/3YzKZOOaYY7j33nv55ptvyMrK6rb2i8ObpmRtuH4lMzOTPXv2kJGREZ0g11/cu7OAtXX1ZFot/GVodpvlioMlvFL+Gp81yaDtNsZwXsLZnOyegqkDKxl1B70+TOWbZVS9XYYKRn7tNLNG7PRE4s9Oxuho/y5TYE8+xU//Hf+OSKZvzWQm4ZwLiDvt9G4d36+UYmfB3Xi869EwkZtxP2UPP413Y/NlfAlOhfCJaBaNwf8eQa3nS3YXPdisSGIHMm2/WFTGWw3L7WLYBuZXoMlyy79K+QVT3ZP32+6ishcoq1rcbFuS+2yCT3yHf8c2IPIZJv/uCgIZlaAgNmYCZlP7QyY2ejfzTOnz7ArkRbeNIMw0T5CcteMwnp5FaeVrzY6xmAcwLOdvAGzP/2OzyegmUwLDsv+GwdBybktnFC14nLrPPkYZwf8bwAWpCbNJTjgbgNr6tewquI/GOTcGzcaQrHuwWtI7fe6w7qWi+l3KKhcT1htz4xhIijudlITzuvy9CiGEOLRID4g4JAR1xQZP4/yPlhOgm0o1p3BV2hXcnfkHjrRF5lDUhGv5V+nzXL3rRt6qXIqnC+84d5TBYSRxdirZfxtKzElxoIEKKqreLGPXbzdTtawcFWp7yJAlI5PMW/4UyWlhNKJCQcr/8yJ77rkDf35em8d1lqZppCVdAmgoQuzceTf1u35oWVBFJmSaksxomkaM83hSEs5H0yyAhts1ntTEC9s917vl1XuDD60IzK81Cz4ANnj3n6QxHK7HYh6A2bR3+UiHbTi2TQnR4ANAhYJUv/o2SXGnkxR/ervBR1WoiseLF3DHnnuiwUe6OYXLDEOY7U8k03oCSRfNw2RsuWJP023ZA35HbMyJWMxpuBxHMyj91i6/IA9VVVLXkK8lPBJo6GgoqXwNXUWSfpVXLaXphH9d+aio6dyE2bDupbRyEZt3XkVx+cvR4MNuG8qQrHtJS5ojwYcQQghZBUscGrZ4fQQaOutGtTEReV9DbIP5Q8bv+aZ+LS+V/Yc9wQLKQuW8WP4Kr1b8jynuSZwWO410S+uZWruLOclC6pWZxM1IpOzFIrzfedBrw5Q9W0jVkjLiz0wmZkpcqytmaSYTCTPPxTn2GIqfeoJA/m58WzeTd9sNuE/6EQmzzscU13LCdGfZrTkkxZ1BWdVbBM3laHPA8iJoTUa2GZxZ6LVgSowsx6tpGikJ55IcfzZKhTEYLG3UDrrfzwdvL+aZ3FFgMBCvhxmTsoeVdS2HqCWbW09U2CgQLGPHntsJhiJLz5qM8WSk/gqXfTRVa95sUT5cU91ufSEV4t3q5fy34n/RoXx2zcZ5CWcz0ZzEnqK/ErAqAhThyd/EwIzbsFqy8DcEKZpmJiVhbyJEk9FNVur/tXvOzqpe/i40zJcKj9u7XakgSg+C0dxqUsUDSbTYVDjsoaLm/X16PMBuHUJKwnm4HGNleV0hhBBREoCIQ8IOrz/6fLij45N1NU3jWOdYxjpG8Wnt5yytfpcd/l34lZ93q1fwbvUKxjpGMz3uVEbbj+rRiyTrQDvpNw+kfm0d5S8WEcjzEyoJUvrPAipeLSFuRiKx0xIwtDI0y5oziKzb76Zi0WtULlsMoRA1H66g9vNPiZ9xFnGnnY7B2vlJzU2lJl6ErnupqHkflQaBi8HyUiQIsY/6Ed6v4qLvqylNM6Jp7Q8v+/rN//Fs7iiUwYDV72Puy09x3G+u5qysk7i74AHKG7KFD7RkMz12Wrt1Fee/RDC8N+9FKFxJnWcNMY4xOEaNofz1V6BJUj7nmNZXYAroAT6s/YS3q96hqEnCwBNdE5iTdCHxpji25/+Rpr0IoXAVNXVfMDjzTmrqVhEOe4hxHtMlw5o6yp+3m6p33gZAH2REpe6dc+K0j8RojATw8e4f4fGub3KkkbiYkzp8HqUUXv82Kqrfp7ruM5TaGyxK4CGEEKI9Mgekn+mvc0CeyC/mw6pakswmHhs+8KDrUUqxybeFJVXv8qXna1STi8cMczqnxZ3C5JhJ2Hp4mIjSFbUfV1G5qIxgwd5gy+AwEHtqIrHTEzHFtn6/IFhSTPmrC6lbvSq6zRgXT+Ks84mZPLVL54copVNQ+jSVNSsiG2rBvXUE9rpLqX6nGjSIPS2BYEEAc6qF+HNSMMW1f58jz+fn9vWbqbfZMYZD/PTV5xiSt52E82aTcMbZ+HQ/670/YMLISMeIdufw1Hy8kvyaJ9GHN9/udo0nO+1qAOq+Wk35awsJ19XiOnYcSRfPw2DZ2ztTHarh3erlvFu9gtomd/OzLZlcmnwJR9r3Vr4172Z8/u3NzpUUN5O0pIvoDeH6evL/eDPB4iIwGkm+9ldUxH5EIFiMwz6MAUnzMDVZ5au69jMqaz9E08wkxc3AaR+x/3PoXqprP6Wi5n18/p3N9kngIYQQoiMkAOln+msActPWPHb4/BwT4+CGnK65m1waLOOd6vf5oOYjPPreFbacBicnu6cwxT2JTEtGl5yro5Su8HxVS+WiUvzb9o5v0swa7h/FE3dGEuaU1ocy+bZuoWzh8/i2bo5us2RmkzDrfJxHH9tlgUgkCPkXlTWRLLkEzNgeuBa8JozxJsKVe4fxmNOtZP95CJq59XMX+AP8cfseqsNhNKVz7pLXGLshsh59yi9+hXvy1I63KxRi+//NJ3iUl1DznFykJ88nIfbH7R5fECjk7ap3+Kj2U4IN8yQA0s1pnBE3nSnuEzHu05NTVrWEorLnmmwxMiTrLuzWlitwhSrK8W3biikpCevAwV1+ga50naJHH8Tz7VcAJF38U+JOndE1dSuF17+VqpoPqar9BF35ovs0zYzbdQIJ7mk4bMMk8BBCCLFfEoD0M/0xAAkrxc9+2E5QKc5Ojmd2amKX1u/T/XxU+ynLqt6lIFjUbF+WJZMJrnFMcI1jgKXnkrkppfB+76FyUSne75pMmNfAMcaFe2o8zmNjWlzYK6XwfLWa8v++RLBk77Ahc9oA4k47nZiJJzW729+Z9lUUfkyx598Y3huH6aNJAISz8jHkZaCx9yI0/ZaBOEa1XG61OBDkj9vzqQhFhgjNXP4Wx38bWbnMOmQoGTfedkBtDdfVsuP/5qOA0I8gfCygIM40kYwjftPqhbFSio2+zSyuWsbXnm+b7TvSNpwz4qdztGN0q0kao59D9TKqaj/FYLCTHH8WLseoFuU8335N0eMPoUKRwCb2xz8hae7PuvRivWLRa1S88V8AXCdMJPVXrb/njlJKx+vbSrXnC2rqviAYKmu232JOI8E9jTj3Sc16VYQQQoj9kQCkn+mPAcgeX4Brt+4G4LdZqUyI7Z6LHV3prKtfz9Lqd1lX/32z4VkAg6w5THCdwHjX8c0yXHc337Z6KheV4fmypul0AwwuIzEnxuGeGtdi3oUKhaj+4D0q33yDcG1NdLvRHUvsKacRe/I0jK6Dz8FQ+WYp5S8Xo8x+tEBkuJqeVkTgyqfRilIxfTgJww9HoCkD6bcNxHFU83OVBYLcsWMPZcFIb8lP05KYpvvxrFuDMSYG1zHHo5nNB9QmpRT5d9yEf9fO6DaD3U7OA4+2eK/VoRq+8HzFhzWfsK3JECoNGGlwcIr9SI5L/QVGQ8cWPNhfu3b+7krCVc2TYmb+4W5sg4d0vv5wmLKFz1P93jIALOmZZP7hLgy2A58DpJROvW8LNXWfU+35glCoYp8SRtyu40lwn4Kzh+dMCSGE6D8kAOln+mMA8ll1LY80JLn769BsMqydv4O/PxWhSj6vW82q2tVs8W9rsX+odQgTYsYx3jWOBFPXrzrVmkCBn5oVldR+XEm4unkyO+tAGzFT44mZFIsxZu8cCT0QoPbTj6hatjgyL6CBZrHiPulHxP1kBubkFA5EoNDP7t9tabZNWYKErn6esLtg7zlKE7FtmMKgn87CYNobTFQEQ/xpxx6KApHegItSE5mZ3DWfYbC0hOKn/o5v62ZMicmY4uMJlZdhycjCdvF5rLHns6puNeu9PzQLMK2alWM0I8folcQ3bHfZRzMw4+ZOt0kFg2ybf0mL7alX/paYce0nCtsf3VtP0ROPUL9uDQCmxCTSr78FS1rHV3YLh+uo8/6Ap34dNZ5vCIVbBh0ux0hiXeOJcR4nvR1CCCE6TQKQfqY/BiAvF5WzqKwSs6bx7IjBGHv4rmtJsJTP675kVd0X7PDvarZPQ2O4bSjHu45lpH0EWZaMNofrdBUVUtSvqaVmZSWeb2qhaZoMDay5dhyjXTjGxGDLtaMZNJSu4/n2K6qWvtUsezmahnPsscRMnopz9Fg00/4Xxqv5oIKSfxS02J6zYCBVoQ8pK3mTsGnv0rYmUwJxrhOJjZlEwJDBn3buYY8/EnycmxzP+V08pA4i8yHy7riZ6uKdbBhu5LsRBrYNMqLvsxhXmjmVH7knM8k6kKKCu1rUM3zg3/ebmLAj8v50K/7tW/duMJnI+fNDmBPbX1K4PcGyUgofup9AQw4Y6+BcBvz2Okyxce0ep6sg9d7NeLzrqatfh9e/Hfbp7dMw4nSMJtZ1Am7ncRglY7kQQoguJAFIP9MfA5A/7yrg29p6Btus3JOb1attKQwUsapuNavqVpMXaPn5xhhiOMpxBCPtIzjKfiRp5tRuHaYSqgpR+0kVtSsrCeT7W+w3OA3YR7pwjHHhGOnClGzGt3UzVUvewrPma2jy62+MceOaMAn35KlYs3JanqsySNWScqqWlkOo+Z8Nc5qF7L8NRdM0dBWkquZDSivfJBgqiZbxKjsvBi+nSI9cdJ+RFMec1MQu/3zqdS+rCz9k5doX2TLYQNjUvP5kU1J0Xs9Aaw6apuHz72Zr3g0t6jpi0IJWEwseqGBpCUVPPIx/+zaM7liS5v2c0FAfdfXfYTbFkxR3BiZTbIfqUrpOzccrKf/vy+h1kVW6XOMmkPLLK1qdM6OrID7/Luq9m6jzrsPj3YhSrXxXNDtOxwjczhNwO4/FaHR26j0LIYQQbZEApJ/pjwHIrzftpDwYYmpcDL/KTO3t5kTl+fewqu4Lvqj7ij3Blj0CAAmmBEbaj4wEJI4jSeyCu+mtUUrh3+7F800t9WvrIitotfKbrVkNWAZYMKdbMcYECJSsx7f9c5S3CqITxzXM6Zk4Rp6A0TWcwG4d39Z6QiXB5pUZgXAk83natdnYBu0zD0WFqa5bRWXNh5TXb+GlwM8oUJkAHGdcxdnOTbhdR+O0H4XdlouhneV12+MJe9jo28wG7yY2eDexw78LnebZ0901ilE/hJn2498yPO24FkGPUopdhfdRV782ui0uZiqZqb86qDa1RQ8E0MxmSipepbTyteh2izmNIVn3YTS0P2/Dt30bpc//q1k29/gzZ5Ew63w0gwGlFIFgMV7/Vup9W/H6tuDz70LRWoJBAw7bUFyOUTjto3DYhqAd5L+BEEIIcSAkAOln+lsAUhcO88sNO4DIROUZSXG926A2lIcq+L5+A997N7De+wPlLSbvRqSZUxlpH8ER9mEMtGYzwJzWYmnXrhCuC1H/nYf6tbXUr6sjXHFwGa5b4xjjIvGiVMzpVsI1IUwJZjRD270YvrDOPTt3s9kbacNY41ecblqEpu3906NpVpz2I3DaR+C0j8RuHYTWxlC2mnAtGxuCjQ3eTewK5LVYMADAHbQw4tt6Rv0QJitfEXfSj0j5+eVttlPXA1RUv4c/uAe7dTDx7pPbbENn/bD95+hNln4GyEq7mljX+FbLh2trKH91ITUffRDttTKlpRI3ZyaGwW68vh14/Vvx+rYR1uvaPK/VnBEJOByjcNqP7JJJ9kIIIcSBkttdok/L8+3Nrpxt6/7J5wcr0ZTASe5JnOSehFKK4mAJ6xuCke/rN0QT2hUFiykKFvN+zQcAmDUzWZYMcqzZ5Fiyoj8dxs5dGBpdJmImxBIzITZyVzzfj3+rl0CBn2Chn0BBgGCxH8L7rwutCrQ9YCzAOtiI49hcDE4HBosdQ1L7/yYBXeeB3YXR4OPEWBe/SJ1CbZ2FGs9X+Pw7AIVSfurq10Z7IAwGB3brEMyWTGqMcZRoRrYFy9jg20J+YE+r5zJrJnKtQxhhP4KRjhEMs+bi86/F79yB5ewsnMcc125bDQYLSfGnd+AD6QKq5QevWtkWLC+j+oN3qPr2fcIuL2oiqFQD2mA3fnsFdWoBFLZ+CoPBjt06BIctF7stF7s1F7MprovfiBBCCHHgpAekn+lvPSDLyqt4tjCSf2DBEYNwm7q+t6C76UonP7AnGoz84NuEV/e2e0yyKYkcaxY5luxIUGLNItmU1KUT3FVIESwJECwKoEI6oIEhMhBLAaHyIvy7v6D+u08I11S3ON6SmYXz6ONwHn1sJLHePokOg7rir7sLWVMXudM/zu3kt1lpzRYRCIfr8Hg3UlW/ll316ykIFVOKgTI0ytCoQEOn9d4Vi2Yi15LNCPuRHOUYzRDbICyGvhukNlVY9jzlVW9HXxsNcWSlXklY9xAIluIt24K3dAshrQqVQAduFRmwWbNxWBuCDVsuVnN6t/XgCCGEEJ0hAUg/098CkAV7SlhRWUO8ycgTR7TMLn0o0pVOYbCIXf48dvl3sysQ+VkZrmr3OCNG4k1xJJoSSTIlkGhKIMmcGPlpivx0GpzdkmHbv30bdd9+Rf23XxMoaPm9MsbGYR8xEvvwI7APOxItbQCP5BXzZW0kieLRLgfzM514wrVUhWuoDFWyJ1BAfrCAPYECioMlrQ6jasqCIgudHHSy0RmAojEcNWhWzOZkzKZEzKbIT4s5CaMhBqPRidHQ8DA6e2Seg65ChMO1hMN1hMI1hPW6va/1WkKhGry+zQTDlSgVpNUJO63SsJjTsFoysVkysFoysVoysJozMBwiwZcQQgghAUg/098CkFu35bHV62eMy8FNA9N7uzndqiZcEw1KdgZ2s9ufx55AIeEOjZOKsGrWvQGJOQGnwYHdYMemWbEabNgMVuwGGzYt8txmsGHVGrYZbM3mo+hKJ0yYsAoTUpGfYcJ4Swup+2EdtRu+w5u3g7BBUW/XqHOBx6FR6zTww9DzqHIdBYDJsIuweSFKC7bV7GaMGEm3DCDDMoBUjx3HJ18QX1dDUpwF27E5BG1VzVbXOlAGzYqhIRgxGpwYDFY0DKAZ0TCgaUbAiKY1f65UCKWC6CqI0oN7n6sgSgUI1lSgB+tRVgWWTv5ZrQOtRsNiScGZNhpH4pHYLBlYzAMk0BBCCHHIkzkgos/SlYrOAenL8z+6itvoZpTjKEY5jopuC6og+YEC8vz5lIbKKA+VUx6qoCxYQVmoHP8+y6n6lZ+CYCEFwUJof5RXq0wNfxLChNvvkchpeLDPv4sCgmeC3vAetN2EzAuhleDDollItwwg05xOhiXyyLSkk2pOwagZUbrOrhuvJlTaOPzLj/poF7l/fQwcZoLBUoKhMgKhUoLBcoKhsiaPCtrqVdCVHz3sbyXhXifZGh7t0jBgQ/MboSIEJT6oBq3Jw2xNJv5HpxFz4lSMTlkKVwghRP8jAYjos4oDQfwNHXTZNmsvt6Z3mDUzg6w5DLK2zMuhlMKj10cCkobApDzY8LPh4dW9+JSPoOrYKlihVpdr7SAFhKaDPgYAa2gPg3e/SGydH2e9wuUBV53C5Yk84sMm7FkmLFk2rFkxWLMTsKQnNfQ6QLi6ilBp854O5ffj370Lx4iRGK1Z2Kyt54VRKkQwVNUw9MmDrnsI6x7C4YafTZ5HejDCKMKgwiil732OHt2nYcJgsKBpZjTNhEGLPDdoZrzf/4Be7YEQ4AXNC44ho3GPPZFwYRWh3SUEtxfi37oLVdtylSpTcgrOY47DOfZY7MOPbDGfRgghhOhPJAARfdbuQ2QFrN6iaRouoxOX0UlOGxfijUIqhE/349N9+JRv7/N9Xnt1H5qmYcSISTNi1IwYMWLUTM1eN99nxKk5eL/CzIpKHwADbVZuG3Qi1pxReDdtxLt5A74dGwgU7GmS/LAO74bv8W74fm9DDQYsA9KxpGdiSkhAM5tRwea9J+bklA58NiYs5iTg4DONH4g9L9yN9/vvmm0LrdtC2UvrWj9A07ANycU5NjKJ35ye0a0JK4UQQoi+RAIQ0WeVNbnwHGAx92JLDn0mzYTLaMLVDdmtlVK8UlLBispKADKtFm4emI7TaIT4BGLGTyRm/EQAdL+PQH4e/rxdBHbvxp+3C3/ebpSvYbyYrhPYk09gT+vzlzSLlaK/P4QpMRlzUjLG2DiMTicGpxODw4nR6cLgjPzUrNZOXdQrXUf5fYTr69F9XvT6enSPh1B5GcHSEoJlpYTKSgmWlUYzkjele5uMgTMasWblYB00GNuQoThGjcEUG3fQbRNCCCEOZRKAiD6rLhzJZm01aFhkSEqfpCvF80VlLC2PzNMYYDFz68D0NpdLNlht2IYMxTZkaHSbUopQWSn+3bsINAQkwZIigqWlewOTxrIBP/4d2/Hv2L7/xhmNGB2R4EQzmUDTQDNEgpImD80Q2a50HeX1ovvq0b1edJ+vSW/NgTGnDcA2ZGgk4Bg0BEtWDgaL9OIJIYQQIAGI6MM8DQGI03Do5f44HISV4h97SvioKnL3P9Vi5tZBGcSZD+zPiqZpmJNTIkOrjj0+ul0phV7vifYytPazWS9DiwaGCdfWEK6tOaj31x6D3Y4pKQVzUjKm5EhvjDk5BVNSMubkVAy2/c5GF0IIIQ5bEoCIPqsuHFl+1mWS3o++JqDrPJJXzFcNeT6ybRZuzkk/4OCjPZqmYXS6MDpdWHNazwGjQiHCnjp0j4dwvQfd42l43nwb4TBKqUiPhtJRugIaXusKpRSaBgabHYPDgcFux2BzYHA0+Wl3YLA7MCUmYnB0fb4VIYQQ4nAhAYjos/b2gEgA0pfUh3X+uruQ7z2R3ofhDhs35AyIzPnoYZrJFJlLIfMphBBCiEOGBCCiz9rbAyJDsPqKmlCY+3YWsN0XyT8y1uXgd9lpWCVIFEIIIUQHSQAi+qzGSeiuXrizLloqCwS5Z1cBBf7I6mQTY11cmZGKySBDkYQQQgjRcRKAiD7L09AD4jTK3fXeVuAPcPfOAsqDkUSF0xLcXDogGYPMgxBCCCHEAZIARPRJulLROSAuCUB61Q6vj3t3FlLTEBDOSo7ngpQEmYQthBBCiIMiAYjok+p1ncYMDL0xuVlE/ODx8sCuArx65F/jkrQkTk+K691GCSGEEOKQJgGI6JMaez9AekB6y9c1Hh7KKyKoFBpweUYKU+Pdvd0sIYQQQhziJAARfVLjClggk9B7wydVtfw9vxgdMGnw26w0jne7ertZQgghhOgHJAARfVJdaG8PiExC71nLyqt4trAMAJtB47rsAYx0OXq5VUIIIYToLyQAEX2SR5cekJ6mlOK10kpeLakAIMZo4Pc56Qxx2Hq5ZUIIIYToTyQAEX2S9ID0LF0pnisqY1l5NQAJJiO3DMwgw2bp5ZYJIYQQor+RAET0SSGlos9Nstxrtwrqin/sKeGT6loA0ixmbhmYTrLF3MstE0IIIUR/JAGI6JNiTHuHXdWGwlgt0gvSHaqCIR7MK2JzvQ+AgTYLNw1MJ9YkfxqEEEII0T3kKkP0Se4mw65qw2GSkLvxXW2b18dfdxVSEYrMtznKaefa7DQcMudGCCGEEN1IAhDRJ7mb9IDUhMLtlBQH46PKGp4qKCXYMNTttMRY5qYlyXA3IYQQQnQ7CUBEnxTT5C58TZOkhKJzwkrxUlE5b5dXAZEcH79MlwSDQgghhOg5EoCIPkl6QLpeXSjMw3lFfOfxAhBvMnJN9gCGyjK7QgghhOhBEoCIPsliMGAzaPh0JQFIF8jz+XlgVyElwRAAuXYr12QPIMEsfwKEEEII0bPk6kP0WTFGIz49RG1YApDOWF1Tx+P5xfj1yHyPKXEx/CI9GYtBVhYTQgghRM+TAET0WW6TkdJgiFrpATkoulK83iSzuQG4ZEASpyXEoslkcyGEEEL0EglARJ/lbpiIXiM9IAfMG9b5e34xX9Z6AHAZDVydlcZIl6OXWyaEEEKIw50EIKLPakxGKHNADkyRP8hfdheS7w8AkG2zcF32AFIks7kQQggh+gAJQESf1bgSlvSAdNy6unoezivC07B08QluJ1dkpGIzynwPIYQQQvQNEoCIPqtxCJYnrBPSFSaDzFtoi1KKJeVVvFBUjmrYdmFKAmcnx8t8DyGEEEL0KRKAiD4r3bp3yNDGeq/MX2hDdSjE0wWlfFkTme9hN2j8OjON49zOXm6ZEEIIIURLEoCIPmuky4FZ0wgqxVe1HglAWrG6po6n95RGh6mlWcxcnz2ADJull1smhBBCCNE6GRgu+iybwcBIlx2Ar2s8KKX2c8ThwxMO81heMQ/uLooGH1PiYrhnSKYEH0IIIYTo06QHRPRpx8U4+ba2ntJgiDx/gGybtbeb1OvW1tbzjz3FVDSsDhZrMjI/PUWGXAkhhBDikCABiOjTjolxAqUAfFXjOawDEF9Y54XiMt6vqIluO8Ht5BfpKdEVw4QQQggh+joJQESfFm82McRuZZvXz9e1Hs5JSejtJvWKDR4vT+QXUxIMAeA0Gvj5gGQmxrpklSshhBBCHFIkABF93nExTrZ5/Wzz+qkIhkgwHz5f24Cu80pxBUvKq6LL6451ObgsI+Ww+hyEEEII0X/IJHTR5zWd2/BNracXW9Kztnl93LQtj7cbgg+bQeOy9GRuzBkgwYcQQgghDllyFSP6vEyrhRSziZJgiK9rPJySENvbTepWIV3xRmkFb5RWojdsO9Jh44rMVFIs5naPFUIIIYTo6yQAaSIQCPDVV1/xzTffsGXLFoqKiggGg7jdboYNG8Ypp5zCuHHjDrr+m2++mfXr17db5rjjjuMPf/jDQZ+jP9I0jWPdTpaWV7Pe46UmFO63k67zfH4ezy9hp88PgFnTuCg1kdMSYzHIXA8hhBBC9AMSgDRx5513snbt2uhrk8mE2WymoqKCzz//nM8//5zJkydzzTXXYDQe/AWwzWbDZrO1us/lch10vf3ZeLeLpeXVBJXinwUlXJ2V1q8mX1cEQ7xeUsGKyppor8cQu5UrM1PJsEpeDyGEEEL0HxKANBEOh0lLS2PatGmccMIJZGVloWkaZWVl/Oc//2HZsmV8/PHHpKSkMG/evIM+z9lnn83FF1/chS3v/4Y77UyOi+Hjqlq+qPHwSXUdk+NiertZnVYXDvNmaSXLyqsJNCRaNGpwXnICZyXHY+xHQZYQQgghBEgA0szcuXMZPnx4i96NpKQkrrzySvx+Px988AGLFy9m9uzZWK2Hb06K3vCzAUl8X+elIhTimYJSjnTYSDpE50T4dZ1l5dW8WVqJR9ej28e7XVyQmkC69HoIIYQQop+SVbCaGDFiRLtDq0455RQA/H4/+fn5PdUs0cBpNHJFZgoA9brOE3tK0JXaz1F9S0gp3q+o5urNu3i5uDwafIxy2rl7SCZXZ6dJ8CGEEEKIfk16QA6A2+2OPteb3LUWPWeUy8H0xFiWllfzvcfLsvJqZiTF9Xaz9ktXii9q6niluIKiQDC6fbDdykWpiYxyOXqxdUIIIYQQPUcCkAPQuIKVyWQiPT39oOv58MMPWb58OZWVldhsNjIzMznhhBOYPn06DodciO7PRamJrKurZ48/yMvF5YxxOciw9c1eA6UU6+q8LCwuZ0fDylYA6RYzF6YmMs7t7FeT6YUQQggh9keGYHWQ1+vltddeA2DChAk4nc79HNG2wsJCKisrsVqteDweNm7cyL///W9+85vfsGPHjq5qcr9lMRj4dWYqRiCoFI/lF1MXCvd2s1rYWu/jrp0F3LurIBp8JJiMXJaezANDszkh1iXBhxBCCCEOO5pSh9gg+l7ywAMP8PHHH+N0Onn44YdJSUk54Dpeeukl0tLSOProo4mLi0PTNGpra/noo494/vnnqa+vJyEhgUceeaTZcK8DkZmZyZ49e8jIyOj381ReK6ngvyUVAMQajVyanswJvdyjUBUM8Vl1HZ9W17LNu7fHw2k0cHZSPD9JjMVikLhfCCGEEIevQz4Aee+993j88ccP6tiUlBQWLFiw33IvvfQSCxcuRNM0brzxRiZOnHhQ52vP1q1bueGGGwiFQpx33nn89Kc/Pah6DqcAJKwUT+QX80l1XXTbcTFOfp6eTIK550YX1ofDrK7x8GlVLes9Xpr+Qlk0jRlJcZyZFIezE7ljhBBCCCH6i0N+DohS6qAnhHfkuDfeeIOFCxcCcPnll3dL8AGQm5vL5MmT+eCDD/jyyy/bDUBeeOEFXnrppVb3lZWVdUv7+iKjpvF/WWmMj63jnwWlVIbCfFXr4fstXuakJXJyvLvbsocHdcW3dR4+qarl29p6gvvE8ZlWCyfGuZgS5ya+B4MhIYQQQoi+7pC/Mjr11FM59dRTu6XuxYsX88wzzwBw6aWXMmPGjG45T6Nhw4bxwQcfUFRU1G45j8dDSUlJq/sOx9W5jnO7GOG082JROcsra/DqOk8XlPJpVS2/zEjpskziulL84PHyaXUdX1TXUb/PZ51oNjEp1sWkuBhybJIjRgghhBCiNYd8ANJdli1bFh2edfHFFzNr1qxebtFeTqezzTkohsN0foHDaGR+RgqT4mJYsKeEokCQDfU+rt2ym3iTkWyblWybhRyblRybhXSrpdUs40opqsNhSgMhSgNBSoMhSgJBSoNBdvsCVO0z2d1lNDA+1sWk2BiGO2zd1uMihBBCCNFfSADSivfff58nnngCgHPPPZfZs2f3yHk3b94MQGpqarvl5s6dy9y5c1vd1zgH5HA1wmnn/twsXi2pYHFZFTpQGQpTWVfP2rr6aDmzppFhtZBjs2AxaJQEQpQGg5QGQi2GU+3Lomkc53YyKTaGMS4HJoMEHUIIIYQQHSUByD5WrlzJY489hlKKM888k3nz5nVJvUqpdldn2rZtGx9//DEAxx9/fJec83BlMRi4OC2JKfFuvqurZ7cvwC6fnzxfgEBDcBFUip0+Pzub5OZojQbEm0wkW0ykWMyMdjk4LsaJ3Xh49jQJIYQQQnSWBCBNfPbZZzz00EPous706dOZP3/+AR3fuFoWwJtvvtls36uvvkpBQQGTJ09m+PDh0TwidXV1fPzxxzz33HOEQiHi4+P71HCvQ1mG1dJs/oeuFIWBILt9fnY1BCW7fQF0pUgym0mxmEi2mEk2R4KNZLOJJLNZejiEEEIIIbqQBCBNPPPMM9FJ3J999hmrVq1qs+z8+fOZPHlyh+sOBoMsX76c5cuXA+BwODAYDHg8HhpXQk5LS+Omm2466Bwgon2GhmFXGVYLE2J7uzVCCCGEEIcnCUCaaJoSpbq6ut2ygUDggOo+8cQT0XWdjRs3UlRURG1tLT6fj9jYWHJychg/fjw//vGPsdlsB9V2IYQQQgghDgWHfCJC0dzhlIhQCCGEEEIcemQmrRBCCCGEEKLHSAAihBBCCCGE6DESgAghhBBCCCF6jAQgQgghhBBCiB4jAYgQQgghhBCix0gAIoQQQgghhOgxEoAIIYQQQggheowEIEIIIYQQQogeIwGIEEIIIYQQosdIACKEEEIIIYToMRKACCGEEEIIIXqMBCBCCCGEEEKIHiMBiBBCCCGEEKLHSAAihBBCCCGE6DESgAghhBBCCCF6jAQgQgghhBBCiB4jAYgQQgghhBCix2hKKdXbjRBdx2KxEAwGMRgMDBgwoLebI4QQohelpaXx1Vdf9XYzhBCiGVNvN0B0rXA4DICu6+zZs6eXWyOEEEIIIURzEoD0MzabDZ/Ph9FoJCUlpbeb0y3KysrQdR2DwUBSUlJvN6dfk8+658hn3XMOp886LS2tt5sghBAtyBAscciZMWMGJSUlpKSksGTJkt5uTr8mn3XPkc+658hnLYQQvUsmoQshhBBCCCF6jAQgQgghhBBCiB4jAYgQQgghhBCix0gAIoQQQgghhOgxEoAIIYQQQggheowswysOORdffDEejwen09nbTen35LPuOfJZ9xz5rIUQonfJMrxCCCGEEEKIHiNDsIQQQgghhBA9RgIQIYQQQgghRI+RAEQIIYQQQgjRYyQAEUIIIYQQQvQYWQVL9AtnnXXWfstceumlzJo1qwdac+irrq7m1VdfZfXq1ZSXl2O1WhkyZAgzZsxg/Pjxvd28fmH58uU8/PDD+y33wgsv4Ha7e6BFh666ujrWr1/P1q1b2bZtG1u3bqW6uhqAu+++m1GjRu23jlWrVrF06VK2bduG3+8nKSmJ448/nvPPP18+fyGE6GISgIh+xeVyYTK1/rW2Wq093JpD0+7du7nllluiF3B2ux2Px8OaNWtYs2YNZ555JvPnz+/lVvYfBoOh3QtcTdN6sDWHpi+++KJDwVxbnnzySZYsWQJE/j2sVisFBQUsWrSIDz/8kLvvvpusrKyuaq4QQhz2JAAR/cpNN93UobudonXBYJC77rqL6upqcnJyuOaaaxg0aBB+v59Fixbx4osv8tZbbzFo0CBOOeWU3m5uv5CUlMTTTz/d28045MXHxzNkyBByc3NJT0/nwQcf7NBx77zzDkuWLEHTNObMmcPMmTOxWq3s2LGDBx98kF27dnHXXXfx2GOPYTabu/ldCCHE4UECECFE1DvvvENRURFWq5U//OEPJCcnA5HeowsuuICKigqWLFnCCy+8wNSpU9vsbRKiJ02dOpUf//jH0dd1dXUdOi4YDPLSSy8BMGPGDC644ILovkGDBnHbbbfx61//msLCQt577z1mzJjRtQ0XQojDlExCF0JErVy5EoCTTjopGnw0de6556JpGhUVFXz33Xc93DohWmc0Gg/quHXr1lFZWYmmaZxzzjkt9qekpHDSSScBe383hBBCdJ4EIEIIALxeL1u2bAHgmGOOabVMcnIymZmZAKxdu7bH2iZEd1i3bh0AWVlZrQbcAEcffTQAmzZtwufz9VjbhBCiP5PxE6JfefrppykvL6e+vh6Xy8WQIUOYOnUqJ5544kHfJT1c5Ofno5QCICcnp81yOTk55OXlkZeX11NN69eqq6u5+uqr2bNnDwCJiYmMHDmSM844g4EDB/Zu4/q5xu/w/r7vAEop8vPzyc3N7ZG2CSFEfyY9IKJf2bFjB8FgELPZTFVVFV9//TV//etfue222zo8LvxwVVFREX2ekJDQZrnGfZWVld3epsOB3+9nx44dmM1mwuEwBQUFvPvuu1x99dW88cYbvd28fq3xO9+R7zvId14IIbqK9ICIfuHkk09m8uTJDB8+HJfLBUBRURGLFy9m8eLFrF+/nvvvv58//elPvdzSvqvp8JL2lixu3Of1eru9Tf1ZQkICF110ERMnTiQ9PR2z2UwoFOKHH37gueeeY/PmzTzzzDMkJCQwZcqU3m5uv9T4ne/I9x2gvr6+29skhBCHAwlARK947733ePzxxw/q2JSUFBYsWNBs29VXX92iXFpaGr/85S9JS0tjwYIFrFmzhm+//TY6pluI3nT00Ue3+C6aTCZGjx7Nvffey80338ymTZv497//zeTJkzEYpMNaCCFE/yD/o4leoZRC1/WDfhyIGTNmkJKSAsDq1au74+30CzabLfrc7/e3Wa5xn91u7/Y2Ha7MZjNz584FoKysjO3bt/dyi/qnxu98R77vAA6Ho9vbJIQQhwPpARG94tRTT+XUU0/tkXMZDAZyc3MpKSmhuLi4R855KGo61r2ioqLNi63GcfPx8fE90q7D1fDhw6PPi4qKZPJzN0hISGD79u3N5j/tq+k++c4LIUTXkB4QIQQAmZmZaJoGwO7du9ss17gvKyurR9olRHdp/A535PuuaVp0CWohhBCdIwGI6Pd0XWfr1q0A0aFYoiW73c7QoUMB+Oabb1otU1ZWFl26dMyYMT3WtsPRpk2bos9TU1N7sSX91+jRo4FIkFFWVtZqmW+//RaI9Eg1HaYohBDi4EkAIg55jbkr2rJ06VJKSkoAGDduXE806ZA1depUAD766CNKS0tb7H/99ddRSpGQkMCoUaN6uHX9x/6+s6FQiBdffBGI5AUZMmRITzTrsDN69Gji4+NRSrW65HFpaSkfffQRsPd3QwghROdJACIOeX/+85+jy5YGg8Ho9uLiYp555hmeeuopAMaOHdtmhm8R8ZOf/IS0tDR8Ph933nknO3bsACITcV999VXefvttAObOnYvJJFPIDlZJSQnXXXcd77zzTrN5SeFwmPXr13PzzTezceNGAObNmycrYHVATU1N9NE054/H42m2LxQKRfeZzWYuvvhiABYvXsyrr74anXS+Y8cO7rzzTnw+HwMGDGDatGk9+4aEEKIf09T+bsUJ0cfdfPPNrF+/HohMOHc6nYRCoWZ5KsaMGcPvf/97nE5nbzXzkLF7925uueUWqqurgcjKPz6fL7r62BlnnMFll13Wm0085BUXFzN//vzoa4vFgs1mo76+PnqBbDKZmDdvHjNnzuytZh5SzjrrrA6Vu/vuu1v03j355JMsWbIEAKPRiNVqjeb8iIuL4+6775Y5T0II0YUkABGHvG+//ZavvvqKTZs2UVZWRm1tLZqmERcXR25uLlOnTuWEE06ITrAW+1dVVcVrr73G6tWrKSsrw2azMXjwYE4//XTGjx/f28075Pn9ft577z02bNjAjh07qK6upr6+HqvVSmpqKqNGjWL69OlkZGT0dlMPGZ0JQABWrVrFkiVL2L59Oz6fj6SkJMaNG8d5551HbGxsVzdXCCEOaxKACCGEEEIIIXqMDCwWQgghhBBC9BgJQIQQQgghhBA9RgIQIYQQQgghRI+RAEQIIYQQQgjRYyQAEUIIIYQQQvQYCUCEEEIIIYQQPUYCECGEEEIIIUSPkQBECCGEEEII0WMkABFCCCGEEEL0GAlAhBBCCCGEED1GAhAhhBBCCCFEj5EARAghhBBCCNFjJAARQnSr559/Hk3TcLlcFBUV9XZzRDf7+9//jqZpJCYmUl5e3tvNEUII0QdJACJEJ2ma1ubD5XKRnZ3NGWecweOPP05NTc0B1f3xxx9z0003MWnSJLKzs3E4HNjtdtLT05kyZQrXX389n376abt11NfXs2rVKh599FF+9rOfMXLkSEwmU7SNzz77bCfefftqamq44YYbALjuuutIS0trUWbq1KntfoZtPe644452z11SUsJ9993HySefTGpqKlarFYfDQXZ2NqeffjpPPvkkdXV1XfI+Q6EQK1as4NZbb2XatGlkZmZis9mi55s5cyb//Oc/qa+vP6i6Fy5cyIUXXkhubi4ulwuXy8WQIUOYNm0ad911F2vWrGnz+Orqam666SaGDRuGzWYjISGB008/nQ8//LBD59+2bRsOhwNN01iyZMl+y1922WXk5uZSUVHBLbfc0tG3KYQQ4nCihBCdAnT4kZqaqpYtW7bfOj/++GM1YcKEDtd7xBFHqNdff73VuhISEto99plnnuniT2Sv2267TQHK7XarysrKVstMmTLlgD7Dxse///3vNs/74osvKrfbvd860tPT1QcffNCp9/jhhx+qpKSkDrU5OztbrVy5ssN1r1q1So0cOXK/9c6cObPV40tLS9URRxzR6jEGg0EtWLBgv2045ZRTFKAuvPDCDrf7n//8pwKU0WhUGzdu7PBxQgghDg+aUkodbPAihIj0gDR64403mu2rra1lzZo1PPfcc5SVlQFgtVpZuXIl48ePb7W+Rx99lGuuuYZQKARATEwM06ZNY+LEiaSkpGA2mykqKmLdunUsXbq02bCmyspK4uLimtUXFxdHdXV19HV2djaBQCB63DPPPMPPfvazg37/bSkvL2fgwIHU1dVx3XXX8cADD7Ra7pNPPol+Nu354YcfonfU3W43hYWFOByOFuXeeustZs6cSeOftpEjRzJ79mxycnLw+Xxs3ryZZ555JnpOm83Gl19+yciRIw/qfS5cuJCLLroIiPxbnXLKKYwfP56MjAwMBgPff/89zz33HHl5edHzvfvuu0yePLndet955x1mzZqF1+sF4MQTT2T69OlkZ2djsVgoKSlhzZo1LFmyhHHjxvG///2vRR1z5szhpZdeAuCCCy5gxowZFBUV8eCDD1JSUoLZbGb9+vUMGzas1TY899xzzJs3j/j4eDZs2EBqamqHPpNgMMjAgQMpKChg9uzZvPzyyx06TgghxGGilwMgIQ55NLmr3JaysjJ13HHHRcuNHz++1XJPPvlks/quueYaVVFR0Wa94XBYvfzyy9G73K31Mvz0pz9Vd999t1q2bJkqLS1VSik1b968bu8BufPOOxWgNE1TW7du7XR9V111VbTNl112WZvlcnNzo+Vuu+02pet6izJ1dXXqxz/+cbTcrFmzDrpdL7/8sjryyCPVs88+qzweT6tlPB6POuecc6LnGzp0qAqFQm3WuWXLFuVwOBSg4uPj1TvvvNNmWV3XVV5eXovtZWVlymg0KkBdfvnlzfZt3rxZWSyW6HesNaWlpdGenaeffrrN87fl1ltvjfaC7Ny584CPF0II0X9JACJEJ3UkAFFKqe+//75Z2d27dzfb/+2330YvCgH1r3/9q8Nt8Hq96rLLLlNVVVUdKt/dAUgoFFIZGRkKUCeeeGKn6/P7/SoxMTHa5i+++KLVclu2bImWSUtLU+FwuM06169fHy2bmJh40G2rqqpq9zyN6uvrVXp6evSc7Q39ahyWZjQa1aeffnpQ7Vq2bFn0XN9//32L/eeee64C1IQJE1o9/pJLLlGAmjJlSqtB3P5s3rw5ev7f//73B3y8EEKI/ksmoQvRQ0aMGEFubm709bp165rtv+222wgEAgDMnz+fSy+9tMN122w2/vGPfxAbG9s1je2k999/nz179gBw7rnndrq+//3vf9EVlUaOHMm4ceNaLVdSUhJ9PnjwYAyGtv/EDR06NPq8M5PRY2Nj2z1PI7vdzplnnhl9ve+/f6PPP/88OkF8zpw5TJw48aDa1XRY26BBg1rsHzJkSItyjd5//32ef/55rFYrCxYsaDbMsKOGDh3K6NGjgchKaLquH3AdQggh+icJQIToQSkpKdHnTedlbNmyhcWLFwNgMpm4/fbbe7xtXen111+PPp8yZUqn6/vXv/4Vff6LX/yizXJNP99t27YRDofbLLt58+bo86OOOqqTLewYt9sdfd44t2Nf//znP6PPL7nkkoM+l9PpjD6vqKhosb8x8GharrFdl19+OQC33nprm/NDOmLq1KkA7Nmzh9WrVx90PUIIIfoXCUCE6EFN79A37a145513os9POeUUMjIyerRdXa3x/TgcDkaNGtWpuvLy8njvvfcAsFgszJ07t82yubm50cnkxcXF3HHHHdHJ6E15PB6uvvrq6OvrrruuU23sqO+++y76PCcnp9Uyjb0fmqYxbtw4qqurueuuuzj66KNxu924XC6GDRvG/Pnz+frrr9s815FHHhl9/tZbbzXb5/f7effdd4FIz1xTd9xxB9u3b+eoo47ixhtvPLA3uI+mCy0sW7asU3UJIYToP0y93QAhDhcbN25k69at0ddNL8w/+eST6PNJkyb1aLu6WnFxMbt27QLg2GOPxWTq3J+ZZ599Njp8Z+bMmSQlJbVb/sknn+S0006jrq6Ou+66i0WLFnHhhReSk5OD3+9n06ZNPPvss5SWlmIymXjggQeiq1h1p23btkUDKbPZzLRp01qUqa6uZsuWLUAkQN22bRszZ86MrqDVaMuWLWzZsoWnn36aq666igcffBCj0diszPDhwxk7dixr1qzhpptuIj4+ntNOO42SkhJuuOEG8vPzAZg9e3b0mLVr1/Lggw9iMBh46qmnMJvNnXrPEyZMiD7//PPPO1WXEEKI/kMCECF6QGVlZbOlbk844QSys7OjrxvnSwDN5okcipre5T/iiCM6VZdSqlmixPaGXzWaNGkSq1atYv78+Xz++ed89913zdoEkd6FK6+8kquuuorhw4d3qo0does6l19+eXRI2BVXXEFiYmKLck2XVNZ1Pbps7qBBg7j00ksZNmwYNTU1LFu2jDfeeAOlFI888kj0574ee+wxfvSjH1FVVdUs0Gg0c+bM6LwUXdeZP38+oVCIK6+8slnwcLAGDhyIzWbD5/O1OedFCCHEYah358ALceijycpWb7zxRrPH888/r6677jqVkpISLWOxWNRnn33WrI4jjzwyun/p0qXd3ubuXAXrqaeeitZ94403dqquFStWROvKysrq0GpTjb788stoEr3WHg6HQ/3sZz9TZWVlnWpjR9xwww3R8w4cOLDNpIyrVq1q0c7TTjtN1dfXtyj7xhtvRJfZBdSqVatarXPFihVq2LBhzeo0m83qN7/5jfL5fNFyDz30kAJURkaGqq6ujm5fsmSJOvnkk1VsbKyy2+1qzJgx6qGHHlLBYLBD771x5S9N05TX6+3QMUIIIfo3CUCE6KS2LnBbeyQnJ6u33367RR1Ns1Uf6gHIn//852jd999/f6fqmjNnTrOcHh3h8XjU7NmzFaDsdru644471IYNG5TP51O1tbXqs88+iy4xC6jc3Fy1ffv2TrWzPU1zu9hstjaXEFZKqU8//bTZ9yUuLk6Vl5e3Wf53v/tdtOzs2bPbbcf69evVkiVL1MqVK5sFGEoptXv3buVyuaJBdKO//OUvzdoeGxsbfT1z5swOBYSjRo2KHlNYWLjf8kIIIfo/mYQuRDey2+1kZmYyffp0HnnkETZv3syMGTNalGs6HKeqqqoHW9j1/H5/9HlMTMxB11NdXR1dTUvTtA4tS6zrOqeffjoLFy7EYrHw/vvvc/vtt3PEEUdgtVpxuVxMmDCB5557LpqZfevWrcyZM+eg29me5557jiuvvBKITKB//fXX21xCGFp+Xueffz4JCQltlm9crQpgxYoV7bblqKOOYvr06UyZMqXZalwAV155JXV1dcyaNYuzzz4bgG+++SY6Cf2GG26gqqqKyspKFi5ciNlsZtGiRTz++OPtnhM6tvKXEEKIw4sEIEJ0IRXpVYw+6uvrycvLY8mSJfzmN78hLi6u1eOarnrVdKL6ochqtUaf19TUHHQ9L7/8cvSC9eSTT241l8W+Xn/9dVauXAnAvHnz2s2hce2110aXmF21alWXLxP74osvcumll6LrOhaLhddee43p06e3e0x8fHyz18cee2y75YcPH47L5QIiK6wdTD6T//znPyxevBi3281jjz0W3f7oo48SDocZPnw49913H1arFU3TuPDCC5k3bx4ADz300H7rb7rctN1uP+D2CSGE6H8kABGiD5g8eXL0+aefftqLLem8pr05reWf6Kim+TA6MvkciOZSATj11FPbLatpGqecckr09RdffHGALWzbiy++yLx589B1HbPZzH//+1/OOOOM/R6XkZERDSiADiWWbFrmQAO+qqoqfvvb3wJw3333kZ6eHt330UcfAZFEkvsmIjz//PMB2L59e7MFFFrTmEBS07QWAZYQQojDkwQgQvQBTS+W33//fQoKCnqxNZ3TtKfiYAOQ9evX89VXXwGRXoFZs2Z16Limn1tHLt6b9kh1Jht6U43BRzgcxmw285///IezzjqrQ8dqmhbNHg7New/a0jTo6Mh7buqGG26gqKiIiRMn8qtf/arZvsbAIjMzs8VxWVlZ0eeNy/m2pbKyEoC0tLRmvWNCCCEOXxKACNEHDBs2jNNPPx2AUCjEH//4x15u0cFrmt9kw4YNB1VH096POXPmYLPZOnRc0zkU++bOaE1jvhKg1WVxD1TT4MNkMrFw4cLonIqOajpHqL1EgwCbNm2itrYWiPSe7JvVvD0ff/wxTz/9NBaLhaeeeqpFL0cjj8fTYltHg7Xt27fj8/kAGDNmTIfbJoQQon+TAESIPuJPf/pTNPHbggULeOaZZzp8rN/v54orrujQHfPulpyczODBg4HIBXQoFDqg4wOBAC+88EL0dUeHX0Hz4Oell15qt2xVVRVvv/129HV7k8M74uWXX24RfJxzzjkHXM/s2bOjSQX/+9//ttuL9I9//CP6fH/zS5ry+/1cdtllKKW48cYbW2RDh73zkr7//vsW+5puazp/aV9Nkw82zYouhBDi8CYBiBB9xDHHHNNsUu/Pf/5zrr/++nZXxVJK8eqrr3LMMcfw5JNPopTq/oZ2wGmnnQZEVj3aNwng/rz55puUlZUBkc9k7NixHT72wgsvxGCI/Flbvnw5d9xxR6vlamtrufDCC6Of7dixY1u9Q79z5040TYs+2vLKK69wySWXNAs+zj333A63u6khQ4ZEg66qqirmzp0b7UVo6n//+180+aDRaOTaa6/t8DnuueceNm7cyPDhw7nllltaLdM4L+mVV15pNrQtHA7z6KOPApHhdq0N0WrUNAD5yU9+0uH2CSGE6N801VeuWIQ4RDW9MO2KX6e//e1vXH/99dGs2W63m2nTpjFx4kRSUlIwmUyUlJSwbt06li1b1mwScGVlZYuVtlasWNFiida33normpn6zDPPbDbvACK9Dh1Zdaoty5cvj07w/stf/nJAF8czZsxg6dKlADz++OPRZWw76vrrr+cvf/lL9PXRRx/NhRdeyKBBgwgGg6xbt47nn3+ewsJCAGw2GytWrGg18/fOnTubfQ6t/fsuW7aMM888M9rTc8kll3So5yM7O5tjjjmm1X0VFRWceOKJ0SFsgwYN4he/+AVDhw6lpqaGpUuXRjOhAzzwwANcd911+z0nRIbFjR07lmAwyMqVKznppJNaLffll18yfvx4dF1nyJAhXHvttcTExPDss8+yfPlyILIKVuMk9taMHTuWtWvXkpGRwe7du6PBoRBCiMNc76QfEaL/oEniuK7y4YcfqhNOOKHDCQ5HjRqlFi1a1Gpdt99++wElSwTUBx980Kn2h8NhlZmZqQA1ZsyYDh+Xn5+vDAZDNPFdWxnD26Prurr55pubZQlv6zFgwAC1fPnyNuvasWPHfv99D+bzBdS8efPafR95eXlqwoQJ7dZhNpvV3/72twP6bE488UQFqF/+8pf7LX/XXXe1ee4zzjhDhUKhNo/dsmVLtOyNN97Y4TYKIYTo/+R2lBB90EknncTnn3/OypUrueGGGxg/fjyZmZnY7XasVisDBgxgypQpXH/99Xz++eesW7euwyst9QSDwcAVV1wBwNq1azs8DOvZZ59F13UAzjnnnDbzprRH0zTuvvtuNm7cyE033cSkSZNISkrCbDZjs9nIzMzkjDPO4IknnmDz5s2cfPLJB3yOnpCZmcknn3zCSy+9xFlnnUVWVhYWi4XY2FjGjBnDddddx5YtW7j66qs7XOeCBQv45JNPSE1NjSZibM8tt9zCokWLmDp1Km63G5vNxujRo/nb3/7GG2+8EZ2r0prnnnsOiAwP23eFLSGEEIc3GYIlhOgWlZWV5OTkUFtby+9+9zsefPDB3m6S6CHBYJCBAwdSUFDAhRdeyMKFC3u7SUIIIfoQ6QERQnSL+Pj46N35BQsWUFJS0rsNEj3mhRdeoKCgAKPR2OZCAEIIIQ5fEoAIIbrNddddR1paGh6Ph/vuu6+3myN6QCgU4t577wUiixkcccQRvdwiIYQQfY0EIEKIbuN2u7n//vsBeOKJJw7pDO+iYxYsWMCWLVtISEjgnnvu6e3mCCGE6INkDogQQgghhBCix0gPiBBCCCGEEKLHSAAihBBCCCGE6DESgAghhBBCCCF6jAQgQgghhBBCiB4jAYgQQgghhBCix0gAIoQQQgghhOgxEoAIIYQQQggheowEIEIIIYQQQogeIwGIEEIIIYQQosdIACKEEEIIIYToMRKACCGEEEIIIXqMBCBCCCGEEEKIHiMBiBBCCCGEEKLHSAAihBBCCCGE6DESgAghhBBCCCF6jAQgQgghhBBCiB4jAYgQQgghhBCix/w/ovYyXxdvVCYAAAAASUVORK5CYII=", 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" }, "metadata": { "image/png": { @@ -2720,20 +2793,10 @@ } }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "polygraph.visualize.pca_plot(emb) + p9.theme(figure_size=(4, 3))" + "polygraph.visualize.pca_plot(model_emb) + p9.theme(figure_size=(4, 3))" ] }, { @@ -2746,16 +2809,13 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 47, "id": "4a5d6851-5c13-4460-a8ce-c3ddce0db9d5", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" }, "metadata": { "image/png": { @@ -2764,25 +2824,15 @@ } }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "polygraph.visualize.one_nn_frac_plot(emb, reference_group=\"native_high\") + p9.theme(figure_size=(4,3))" + "polygraph.visualize.one_nn_frac_plot(model_emb, reference_group=\"native_high\") + p9.theme(figure_size=(4,3))" ] }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 48, "id": "bc20c511-eb7f-4a19-ae8b-3aef9424c073", "metadata": {}, "outputs": [ @@ -2801,7 +2851,7 @@ } ], "source": [ - "print(emb.uns[\"1NN_ref_prop_test\"])" + "print(model_emb.uns[\"1NN_ref_prop_test\"])" ] }, { @@ -2814,16 +2864,13 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 49, "id": "c626b908-f1b1-4a70-ab49-1960ff75b575", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" }, "metadata": { "image/png": { @@ -2832,25 +2879,15 @@ } }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "execution_count": 67, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "polygraph.visualize.boxplot(emb.obs, value_col='Distance to closest reference') + p9.theme(figure_size=(6, 3))" + "polygraph.visualize.boxplot(model_emb.obs, value_col='Distance to closest reference') + p9.theme(figure_size=(6, 3))" ] }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 50, "id": "4b729c44-0230-490f-9917-961acb9fd89a", "metadata": {}, "outputs": [ @@ -2858,26 +2895,26 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'Kruskal': 1.8801825377028785e-36, 'Dunn': evolution gradient guided_evolution native_high \\\n", - "evolution 1.00e+00 6.13e-05 7.64e-01 3.47e-06 \n", - "gradient 6.13e-05 1.00e+00 1.94e-04 4.34e-18 \n", - "guided_evolution 7.64e-01 1.94e-04 1.00e+00 8.58e-07 \n", - "native_high 3.47e-06 4.34e-18 8.58e-07 1.00e+00 \n", - "native_low 5.91e-14 4.49e-04 4.45e-13 1.32e-34 \n", - "random 6.22e-02 3.48e-02 1.11e-01 6.40e-11 \n", + "{'Kruskal': 1.8841914189330453e-36, 'Dunn': evolution gradient guided_evolution native_high \\\n", + "evolution 1.00e+00 6.07e-05 7.64e-01 3.51e-06 \n", + "gradient 6.07e-05 1.00e+00 1.93e-04 4.34e-18 \n", + "guided_evolution 7.64e-01 1.93e-04 1.00e+00 8.68e-07 \n", + "native_high 3.51e-06 4.34e-18 8.68e-07 1.00e+00 \n", + "native_low 5.86e-14 4.51e-04 4.42e-13 1.34e-34 \n", + "random 6.21e-02 3.47e-02 1.11e-01 6.45e-11 \n", "\n", " native_low random \n", - "evolution 5.91e-14 6.22e-02 \n", - "gradient 4.49e-04 3.48e-02 \n", - "guided_evolution 4.45e-13 1.11e-01 \n", - "native_high 1.32e-34 6.40e-11 \n", + "evolution 5.86e-14 6.21e-02 \n", + "gradient 4.51e-04 3.47e-02 \n", + "guided_evolution 4.42e-13 1.11e-01 \n", + "native_high 1.34e-34 6.45e-11 \n", "native_low 1.00e+00 1.76e-08 \n", "random 1.76e-08 1.00e+00 }\n" ] } ], "source": [ - "print(emb.uns['ref_dist_test'])" + "print(model_emb.uns['ref_dist_test'])" ] }, { @@ -2885,21 +2922,18 @@ "id": "11459328-72db-4fa3-8ef2-008a8e7b286a", "metadata": {}, "source": [ - "### 2.3.6 K-Nearest Neighbors distance (diversity)" + "### 2.3.6 Diversity (K-Nearest Neighbors distance)" ] }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 51, "id": "aeb6d1ee-27b0-438c-9bdb-0a3a5f32f00d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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}, "metadata": { "image/png": { @@ -2908,25 +2942,15 @@ } }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "polygraph.visualize.boxplot(emb.obs, value_col='KNN Distance') + p9.theme(figure_size=(6,3))" + "polygraph.visualize.boxplot(model_emb.obs, value_col='KNN Distance') + p9.theme(figure_size=(6,3))" ] }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 52, "id": "f8c6101f-1374-497c-8527-a4e51ac5a8d1", "metadata": {}, "outputs": [ @@ -2934,18 +2958,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'Kruskal': 6.69107587927871e-28, 'Dunn': evolution gradient guided_evolution native_high \\\n", - "evolution 1.00e+00 1.03e-01 2.63e-02 1.85e-04 \n", - "gradient 1.03e-01 1.00e+00 8.50e-05 6.30e-08 \n", - "guided_evolution 2.63e-02 8.50e-05 1.00e+00 1.47e-01 \n", - "native_high 1.85e-04 6.30e-08 1.47e-01 1.00e+00 \n", - "native_low 5.06e-11 1.01e-06 4.47e-19 2.11e-25 \n", - "random 6.58e-01 2.09e-01 8.08e-03 3.53e-05 \n", + "{'Kruskal': 6.7265754987415136e-28, 'Dunn': evolution gradient guided_evolution native_high \\\n", + "evolution 1.00e+00 1.02e-01 2.64e-02 1.86e-04 \n", + "gradient 1.02e-01 1.00e+00 8.54e-05 6.30e-08 \n", + "guided_evolution 2.64e-02 8.54e-05 1.00e+00 1.46e-01 \n", + "native_high 1.86e-04 6.30e-08 1.46e-01 1.00e+00 \n", + "native_low 5.02e-11 1.01e-06 4.52e-19 2.11e-25 \n", + "random 6.57e-01 2.09e-01 8.11e-03 3.53e-05 \n", "\n", " native_low random \n", - "evolution 5.06e-11 6.58e-01 \n", + "evolution 5.02e-11 6.57e-01 \n", "gradient 1.01e-06 2.09e-01 \n", - "guided_evolution 4.47e-19 8.08e-03 \n", + "guided_evolution 4.52e-19 8.11e-03 \n", "native_high 2.11e-25 3.53e-05 \n", "native_low 1.00e+00 7.46e-10 \n", "random 7.46e-10 1.00e+00 }\n" @@ -2953,7 +2977,122 @@ } ], "source": [ - "print(emb.uns['knn_dist_test'])" + "print(model_emb.uns['knn_dist_test'])" + ] + }, + { + "cell_type": "markdown", + "id": "f8298ee7-4a75-4f83-8076-308adeccbfc5", + "metadata": {}, + "source": [ + "### 2.3.7 Distribution shift" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "7fe71318-1432-4ccb-bb62-8d3fc1b6a0e9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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t2_statfvalpvalpadj
Group
native_high0.000.001.00e+001.00e+00
native_low48021.21480.214.87e-522.92e-51
random7540.4875.405.85e-331.75e-32
evolution1775.1717.751.06e-181.59e-18
gradient3713.4237.137.71e-261.54e-25
guided_evolution946.589.474.85e-135.82e-13
\n", + "
" + ], + "text/plain": [ + " t2_stat fval pval padj\n", + "Group \n", + "native_high 0.00 0.00 1.00e+00 1.00e+00\n", + "native_low 48021.21 480.21 4.87e-52 2.92e-51\n", + "random 7540.48 75.40 5.85e-33 1.75e-32\n", + "evolution 1775.17 17.75 1.06e-18 1.59e-18\n", + "gradient 3713.42 37.13 7.71e-26 1.54e-25\n", + "guided_evolution 946.58 9.47 4.85e-13 5.82e-13" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model_emb.uns['dist_shift_test']" ] }, { @@ -2961,12 +3100,12 @@ "id": "42973e6d-f367-4845-b5f3-2d3c91cc0071", "metadata": {}, "source": [ - "### 2.3.7 Classifier performance" + "### 2.3.8 Classifier performance" ] }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 54, "id": "f76f83f0-9205-4cd2-89f3-a763273e110c", "metadata": {}, "outputs": [ @@ -3040,13 +3179,13 @@ "guided_evolution 1.0 1.0" ] }, - "execution_count": 72, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "emb.uns['svm_performance']" + "model_emb.uns['svm_performance']" ] }, { @@ -3075,7 +3214,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 51, "id": "8a265a90-79d0-468f-bc0f-8261877b70b6", "metadata": { "scrolled": true @@ -3085,17 +3224,17 @@ "name": "stderr", "output_type": "stream", "text": [ - "--2024-02-29 23:44:45-- https://jaspar.elixir.no/download/data/2024/CORE/JASPAR2024_CORE_fungi_non-redundant_pfms_meme.txt\n", - "Resolving jaspar.elixir.no (jaspar.elixir.no)... 158.39.201.109\n", - "Connecting to jaspar.elixir.no (jaspar.elixir.no)|158.39.201.109|:443... connected.\n", + "--2024-11-18 00:29:04-- https://jaspar.elixir.no/download/data/2024/CORE/JASPAR2024_CORE_fungi_non-redundant_pfms_meme.txt\n", + "Resolving jaspar.elixir.no (jaspar.elixir.no)... 158.39.48.179\n", + "Connecting to jaspar.elixir.no (jaspar.elixir.no)|158.39.48.179|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 79182 (77K) [text/plain]\n", - "Saving to: ‘/opt/conda/lib/python3.8/site-packages/polygraph/resources/jaspar/JASPAR2024_CORE_fungi_non-redundant_pfms_meme.txt.3’\n", + "Saving to: ‘/opt/conda/lib/python3.11/site-packages/polygraph/resources/jaspar/JASPAR2024_CORE_fungi_non-redundant_pfms_meme.txt’\n", "\n", - " 0K .......... .......... .......... .......... .......... 64% 150K 0s\n", - " 50K .......... .......... ....... 100% 134M=0.3s\n", + " 0K .......... .......... .......... .......... .......... 64% 148K 0s\n", + " 50K .......... .......... ....... 100% 302M=0.3s\n", "\n", - "2024-02-29 23:44:46 (231 KB/s) - ‘/opt/conda/lib/python3.8/site-packages/polygraph/resources/jaspar/JASPAR2024_CORE_fungi_non-redundant_pfms_meme.txt.3’ saved [79182/79182]\n", + "2024-11-18 00:29:07 (229 KB/s) - ‘/opt/conda/lib/python3.11/site-packages/polygraph/resources/jaspar/JASPAR2024_CORE_fungi_non-redundant_pfms_meme.txt’ saved [79182/79182]\n", "\n" ] } @@ -3107,7 +3246,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 55, "id": "91c267c2-8a86-4f71-84d6-b139aab3812c", "metadata": {}, "outputs": [ @@ -3116,8 +3255,8 @@ "output_type": "stream", "text": [ "Read 178 motifs from file.\n", - "CPU times: user 2.55 s, sys: 4.57 ms, total: 2.55 s\n", - "Wall time: 2.55 s\n" + "CPU times: user 3.27 s, sys: 0 ns, total: 3.27 s\n", + "Wall time: 3.27 s\n" ] }, { @@ -3160,55 +3299,55 @@ " gradient\n", " \n", " \n", - " 93\n", - " ARR1\n", - " seq_242\n", - " 61\n", - " 68\n", + " 1\n", + " ARG80\n", + " seq_241\n", + " 6\n", + " 11\n", " +\n", " gradient\n", " \n", " \n", - " 199\n", - " ASH1\n", - " seq_242\n", - " 13\n", - " 4\n", - " -\n", - " gradient\n", + " 2\n", + " ARG80\n", + " seq_191\n", + " 16\n", + " 21\n", + " +\n", + " evolution\n", " \n", " \n", - " 571\n", - " DAL81\n", - " seq_242\n", - " 12\n", - " 30\n", + " 3\n", + " ARG80\n", + " seq_241\n", + " 16\n", + " 21\n", " +\n", " gradient\n", " \n", " \n", - " 628\n", - " DAL82\n", - " seq_242\n", - " 31\n", - " 23\n", - " -\n", - " gradient\n", + " 4\n", + " ARG80\n", + " seq_170\n", + " 19\n", + " 24\n", + " +\n", + " evolution\n", " \n", " \n", "\n", "" ], "text/plain": [ - " MotifID SeqID start end strand Group\n", - "0 ARG80 seq_242 6 11 + gradient\n", - "93 ARR1 seq_242 61 68 + gradient\n", - "199 ASH1 seq_242 13 4 - gradient\n", - "571 DAL81 seq_242 12 30 + gradient\n", - "628 DAL82 seq_242 31 23 - gradient" + " MotifID SeqID start end strand Group\n", + "0 ARG80 seq_242 6 11 + gradient\n", + "1 ARG80 seq_241 6 11 + gradient\n", + "2 ARG80 seq_191 16 21 + evolution\n", + "3 ARG80 seq_241 16 21 + gradient\n", + "4 ARG80 seq_170 19 24 + evolution" ] }, - "execution_count": 73, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -3216,7 +3355,7 @@ "source": [ "%%time\n", "# Scan\n", - "sites = polygraph.motifs.scan(seqs, '/opt/conda/lib/python3.8/site-packages/polygraph/resources/jaspar/JASPAR2024_CORE_fungi_non-redundant_pfms_meme.txt')\n", + "sites = polygraph.motifs.scan(seqs, '/opt/conda/lib/python3.11/site-packages/polygraph/resources/jaspar/JASPAR2024_CORE_fungi_non-redundant_pfms_meme.txt')\n", "sites.head()" ] }, @@ -3246,7 +3385,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 56, "id": "c010054e-e07b-423a-b401-719ad9eedca9", "metadata": {}, "outputs": [ @@ -3341,7 +3480,7 @@ "seq_4 0.00 0.0 0.0 0.00 0.0" ] }, - "execution_count": 74, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" } @@ -3361,9 +3500,11 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 57, "id": "aee4a40f-8afd-418e-b9ca-b33c7cee6f95", - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", @@ -3371,22 +3512,52 @@ "text": [ "Creating AnnData object\n", "PCA\n", - "Fraction of total variance explained by PCA components: 0.8876453606343615\n", - "UMAP\n", + "Fraction of total variance explained by PCA components: 0.887645360634361\n", + "UMAP\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.11/site-packages/scanpy/preprocessing/_pca.py:317: ImplicitModificationWarning: Setting element `.obsm['X_pca']` of view, initializing view as actual.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "Differential feature abundance\n", "1-NN statistics\n", "Within-group KNN diversity\n", "Euclidean distance to nearest reference\n", - "Train groupwise classifiers\n", - "CPU times: user 55.4 s, sys: 2.11 s, total: 57.5 s\n", - "Wall time: 1.34 s\n" + "Distribution shift\n", + "Train groupwise classifiers\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.11/site-packages/scikit_posthocs/_posthocs.py:368: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + "/opt/conda/lib/python3.11/site-packages/scikit_posthocs/_posthocs.py:371: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + "/opt/conda/lib/python3.11/site-packages/scikit_posthocs/_posthocs.py:368: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + "/opt/conda/lib/python3.11/site-packages/scikit_posthocs/_posthocs.py:371: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 31.5 s, sys: 11.1 s, total: 42.6 s\n", + "Wall time: 1.68 s\n" ] } ], "source": [ "%%time\n", - "emb = polygraph.embedding.embedding_analysis(\n", - " counts, seqs, reference_group='native_high')" + "motif_emb = polygraph.embedding.embedding_analysis(\n", + " counts, seqs, reference_group='native_high', use_pca=True)" ] }, { @@ -3399,16 +3570,13 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 58, "id": "20d8776e-c309-4159-a2bd-bd549eceb728", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" }, "metadata": { "image/png": { @@ -3417,34 +3585,21 @@ } }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "polygraph.visualize.pca_plot(emb) + p9.theme(figure_size=(4,3))" + "polygraph.visualize.pca_plot(motif_emb) + p9.theme(figure_size=(4,3))" ] }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 59, "id": "9e9b9189-118e-41d1-aec5-2ddce7f05c52", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" }, "metadata": { "image/png": { @@ -3453,20 +3608,10 @@ } }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "execution_count": 77, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "polygraph.visualize.umap_plot(emb) + p9.theme(figure_size=(4,3))" + "polygraph.visualize.umap_plot(motif_emb) + p9.theme(figure_size=(4,3))" ] }, { @@ -3479,38 +3624,63 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 60, "id": "b4bf25ef-2998-4b3d-bb54-ed22cc1df91f", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.11/site-packages/upsetplot/plotting.py:795: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n", + "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n", + "\n", + "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n", + "\n", + "\n", + "/opt/conda/lib/python3.11/site-packages/upsetplot/plotting.py:796: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n", + "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n", + "\n", + "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n", + "\n", + "\n", + "/opt/conda/lib/python3.11/site-packages/upsetplot/plotting.py:797: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n", + "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n", + "\n", + "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n", + "\n", + "\n", + "/opt/conda/lib/python3.11/site-packages/upsetplot/plotting.py:798: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n", + "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n", + "\n", + "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n", + "\n", + "\n" + ] + }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 78, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", "text/plain": [ "
" ] }, - "metadata": { - "image/png": { - "height": 533, - "width": 577 - } - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "polygraph.visualize.upset_plot(emb)" + "polygraph.visualize.upset_plot(motif_emb)" ] }, { @@ -3523,7 +3693,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 61, "id": "6a8b0dc2-a4ce-41e5-9522-d81a01277f13", "metadata": {}, "outputs": [ @@ -3609,19 +3779,19 @@ "4 evolution CHA4 3.79 5.24e-03 22.64" ] }, - "execution_count": 79, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "test_results = emb.uns[\"DE_test\"]\n", + "test_results = motif_emb.uns[\"DE_test\"]\n", "test_results.head()" ] }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 62, "id": "23640520-0008-4a45-8a3b-294eba4db91a", "metadata": {}, "outputs": [ @@ -3667,16 +3837,13 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 63, "id": "7688c951-b8c9-4c13-a907-f394cd9883f0", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" }, "metadata": { "image/png": { @@ -3685,25 +3852,15 @@ } }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "polygraph.visualize.one_nn_frac_plot(emb, reference_group=\"native_high\") + p9.theme(figure_size=(4,3))" + "polygraph.visualize.one_nn_frac_plot(motif_emb, reference_group=\"native_high\") + p9.theme(figure_size=(4,3))" ] }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 64, "id": "8189869f-6584-4794-ab3b-9658414d63b4", "metadata": {}, "outputs": [ @@ -3714,17 +3871,17 @@ "p-values for proportion of sequences with native nearest neighbor\n", " group_prop ref_prop pval padj\n", "Group \n", - "native_low 0.00 0.94 4.64e-25 2.32e-24\n", + "native_low 0.04 0.94 4.87e-22 2.43e-21\n", "random 0.04 0.92 6.07e-21 1.52e-20\n", - "evolution 0.32 0.96 6.22e-12 7.77e-12\n", - "gradient 0.20 0.98 5.13e-17 8.55e-17\n", - "guided_evolution 0.58 0.94 3.59e-05 3.59e-05\n" + "evolution 0.32 0.94 5.81e-11 7.26e-11\n", + "gradient 0.16 0.98 1.41e-18 2.36e-18\n", + "guided_evolution 0.38 0.90 6.96e-08 6.96e-08\n" ] } ], "source": [ "print(\"p-values for proportion of sequences with native nearest neighbor\")\n", - "print(emb.uns[\"1NN_ref_prop_test\"])" + "print(motif_emb.uns[\"1NN_ref_prop_test\"])" ] }, { @@ -3737,16 +3894,13 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 65, "id": "623666fd-806c-4bbe-baa6-412795774d01", "metadata": {}, "outputs": [ { "data": { - "image/png": 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sra0xcOBANGvWDMbGxoiKioK/vz+ePHkCALh48SIGDx6MM2fOlOtcYGZmxv/N3rx5w/+tbW1t5Q77kDWkdMaMGdi6dSt/W19fHz4+PmjTpg2MjIzw6tUrHDx4EDExMQCKh8N16tQJ9+/fh5WVVZnjL+nQoUMYNWoUioqK+Ptq1aqFfv36oU6dOjA2Nsb79+8RHByMf//9V7BJef/55x/4+vryq1UBgLe3N3r16gVra2vExcUhICCAfy6kp6ejT58+uHTpEtq2bSuzza1bt2Lnzp38bRsbGwwcOBCNGzeGhYUFcnNzkZiYiMePHyMwMBCJiYkKY2SMYeTIkTh8+DB/n4mJCQYMGIBWrVrBzMwMCQkJOHnyJG7dugUAePToEbp164a7d+9CX1+/VJvZ2dkYNGgQUlJS+Ps6deoEb29vODk5QVdXF+np6QgNDcW9e/dw9+5dmcPk3NzcoKOjg4yMDLx79w4AoKOjA1dXV5nHYmdnp/BY1ZGfn49hw4YhNDS01DkiKSkJFy5ckBpuJOTrVVdXV+qcKXlOKblqLSD7PBoQEIBhw4ZJnac7duyIbt26wdHREdnZ2bh79y6OHDmCnJwc5OXlYciQIbhw4QK8vLxUeozWr1+Pbdu2AQAaNGgAHx8fuLm5IS8vD8+ePSs1BGrz5s2YMWMGf1tLSws9evRAp06dYGdnh/T0dFy9ehXHjx9HUVERUlJS0L17d9y9exceHh4qxbRixQr88ccfAIBWrVqhT58+cHZ2RnZ2Nq5cuYKjR4/yz7X58+ejS5cuCoc5MsYwdOhQBAQESMXdqVMndO7cGQ4ODigsLERsbCxu376NK1eulFo9uKR58+Zh3bp1/G09PT307dsX7dq1g5WVFd6/f4+LFy/i/PnzAIqHXnt5eSE4OLjcwz3HjBmDxYsXAyhePe/48eMYMWKE0npFRUU4cOAAf1vWJOfff/89HzNQ/Jm0f//+qF+/PkxNTZGdnY2EhAQ8evQIly9flprbrTKdOXNG6vbEiRMrdf/qnltevXqFzp07S51PPTw8MHToULi5uSEtLQ2XLl3C2bNnIRKJIBKJ8M0330BXVxezZ8+u1GOTRSQSYcyYMQgJCQHHcejatSt69OgBKysrREdH4/Dhw3j27BkAIDMzE/3798ft27fRoEEDDUdOCCFEIc3mz0hlEqIHFmOM3bp1S6qdKVOmKN2fvB4j//77L1+G4zj2999/K9x3SkoK27BhA/vnn39kbpc3rEMVo0ePZtOnT2dPnz5VWG7nzp1MX1+f38fw4cMVlpf8RVD8y3etWrXYo0ePZJZfvny51DFs2LBBbtsikYj17t1bqvyQIUMUDoEJCQlhEydOZNevX5e5fc6cOVLtTZs2jWVkZMjc95o1a6TK/vrrrwofC3VI9oL566+/VK535swZqZg8PDzY8+fPS5XLzs5mvr6+UmXHjBkjWPyvX7+W6oWir6/Ptm7dKnf4VmFhITt+/DgbOnSozO2q9sCKi4uT6oFkbGwst4fL5s2bGcdxfNm6devK7RkhOTTHx8dHYY+7oqIiduHCBTZ37ly5ZTZs2CD12A8ePJglJibKLLtnzx6p3mTffvutzHLbt2/nyxgaGrKLFy/K3T9jjMXHx7OlS5fK7UlZlmGbZSF5jpDcn7yhgpIq8vWq7vtFVFSU1LBoBwcHdvXqVZllw8PDWaNGjfiytWrVkvucktUzjOM4tn79eqXDl+/fvy/13GnQoAF78uSJzLIPHz5kjo6OfNm2bdvKbb/ke42WlhYzNDRkBw8elFn+woULUkMXBw0apDDuVatWSbXfuHFj9vDhQ7nlExMT2YoVK+QO2z127JhUex06dJA7DP7ChQtSvUZHjBihMFZVSfY87t+/v0p1zp07JxV3yekDMjMzpR7X6dOns4KCArnt5eXlsSNHjrDly5eX61jKQnJ4v4WFBROJRBW+z7KeW4qKikr16l68eLHM18PVq1elhsfr6+sr/BxVls+hZemBJf68ZWJiws6cOVOqrEgkYitWrJCKp2PHjpXydyGEEFJ2lMD6iAiVwMrNzZUaitG6dWul+5P35e+HH35Q+QO9KsqTwFJnHiTJL8q6uroKE0YlP0Cam5srnT+rY8eOfPk2bdrILefv7y/V9qhRo8o1H9WzZ8+kEhozZsxQWue7777jy9vb2yv88qCOsiawJL8kKHusi4qKWK9evaQeQ1WSBqqQHNLFcRw7depUudpTNZkyY8YMqeMpOTyupJUrV0qVLzk8l7HiuYPE23V0dFhSUlK5jiUpKYkZGRnxbQ4YMEDpl4Y//viDL29gYCAzhs8++4wvM2fOnHLFyJjmElgGBgYsJCREab2Kfr2q+34xYsQIqS/oyoafxcfHMysrK77O5s2bZZaTlcBaunSp0ngYk06auLm5KX3uPnnyROr97eTJkzLLlXyvUeW1Jvl+p6enx9LT02WWi4+Pl/qRpEGDBirNWShPQUEBc3Jy4tvz9PRUOp9cycSRsh92VLFp0yap901VziPjxo3j69SvX7/UdskfwWxsbAR7/xFadna21Gu1a9eulbLfsp5bjhw5IlVv9uzZCstfu3ZNamiqoiGalZXAEl8CAgIUtj179myp8sqGNBNCCNGsqr38EqmS9PX1YW9vz99+//59mdtKSEjgr9etW7dccZWXOqsuff755/xQm4KCAly6dEnlugsWLJA7FEls0qRJ/PWgoCCZwyaB4qE0YnZ2dvj111/Ltaraxo0b+WFnTk5OWLt2rdI6P/74I2xsbAAA8fHxOHHiRJn3X143b97kh0kBwMKFCxU+1lpaWti8ebPUMMRff/213HG8fv1a6nGYMmUK+vTpU+52lcnOzsbu3bv523369IGPj4/COl9//bXUSqK//fZbqTKSr1MrK6syrTAoadu2bcjOzgZQvJrWn3/+qXTo6aRJk9C0aVMAQG5urtRxyopT0+eT8pgxY4ZKq7tWpddrTEwMjhw5wt9esWKF3CHcYjVr1sTChQv52+IheMo4Ojpi/vz5Ssvdvn0bd+7c4W9v2bJF6XO3cePGmDJlitox9erVS+lrTfK8np+fj+DgYJnltmzZgry8PP72jh07YGlpqVIcshw+fJgfLs1xHP766y+ZQ3Al9ejRA/379+dvq/o4KDJixAh+NdGCggIcOnRIYfmcnBwcPXqUvz1mzJhSZSRf8+7u7mVarbQyJCUlSQ3pVvYZoKKoem6RfB+wtbXFsmXLFJbv0KED/Pz8+NsnT57kn3Oa1LNnTwwcOFBhmaVLl0oNkd2+fXtFh0UIIaQcKIFFysTCwoK/npycXOZ2jIyM+OviuZ+qA47j0LlzZ/72gwcPVK7r6+urtEybNm3463l5eYiMjCxV5u3bt7h+/Tp/e/LkyXKXv1YFYwz//PMPf3vq1KlKv+QAxQnNYcOG8bf//fffMsdQXpLLk+vo6GD8+PFK69SuXRs9evTgb58+fbrccfj7+/NfVjiOw7x588rdpipu3LiBtLQ0/vbkyZOV1tHR0ZH6Yh0SEiI19xEg/Tp99+4dwsPDyxWn5Jw2o0eP5hMqyowdO5a/Lut5Vl3PJyV99tlnSstUtdfr4cOH+US7iYmJSq89QPpYHz9+jKSkJKV1RowYIXPuu5Ikn2d16tRROYksGVNgYKDMedJKkvzyLo+zszMcHBz42yEhITLLSc4L17FjR6n3g7KQfBy6du2Kxo0bq1RP8nEQ4nliY2Mjda7du3evwvInTpxARkYGf3v06NGlyki+5l+8eCF1/qtKSn5OKs97dXmocm7JycnB5cuX+dujR49WOA+n2LRp0/jrRUVFOHfuXNmCFJDke5s8pqamUvOxnT17Vul8coQQQjSnQhJY9+7dw/LlyzF69Gj06tULXbt2LVUmKSkJcXFx5Up+EM2R/DAj+QFTXc2bN+evX716FTNnzkRqamo5Iqs8khM3x8bGqlTH1dUVNWvWVFpO8ksOAJmPiWTyCoDSX/+Vef78udRkrb169VK5buvWrfnr9+7dK1cc5XH37l3+uqenp8o9hSS/2MbExEj9ql8Wkn+bxo0bK+2JIhTJ49fS0kL37t1Vqlfyi71kOwBQv359qR6KPj4+CAoKKlOMGRkZUr3khHyeSZ5Pdu/ejZUrVyInJ6dMcWqKqampSgmGqvZ6lZxE3tvbW+UerTY2NnBzc1MrHnkLDSiKSZ3Hp3nz5nyCLD09XW6iSdKnn36qUtuS53ZZ5/WkpCSp/ZX3vA4U90wVK+vz5MWLF8jMzCx3LJJJ6Bs3bkgt4FKSZIKrbdu2qFWrVqkykq/5jIwM+Pj4IDQ0tNxxCq3k5yRjY2OV6m3evBkcxym9yPqRqyRVzy0PHz6U6vWt6nPG09NT6seIku8jmqDqe6BkYjUvLw9Pnz6tqJAIIYSUk6AJrNDQUHTq1Alt2rTBokWLcPDgQZw/fx6BgYGlyv70009wdnZGw4YNpVboItWD5IcxMzOzMrczZMgQqSTDpk2b4ODggMGDB2Pr1q149uyZVLf7ypCamoo///wTo0aNQuPGjWFtbQ09Pb1SHxhXrFjB11H1V19VkldA6Q+3WVlZpcq8ePGCv66np4cmTZqo1LY8jx8/lrqtzko8ksk8TQ4beP36NX9dncdDPDRN7NWrV+WKQ/Jv07Jly3K1pQ7J469du7ZU7wRFPDw8oKenJ7MdoHh47bhx4/jbT548QYsWLdCyZUv8+OOPuHTpEj8kUJmnT59K9Wgp6/Ps3bt3pX4l9/PzkzqOhQsXwt7eHmPGjMGOHTuq5Bfbktzd3VVaybOqvV4l41F3FS9141E1ISyZKFUnJl1dXanVSFWJqSzndlnn9ZcvX0q955X3/BEfHy+1ImhZnycikQjx8fHligUABg4cyP8AxhjDvn37ZJZLTk6WWrVPMvElyc3NTSr5EBgYCA8PD3Tq1AkrV67EjRs3kJ+fX+64y6vkKrqy/vYVTdVzS8nzf1nfS0u2U9mcnZ1V/nxaMrFX3s8AhBBCKo5gCayHDx/C09MTN27cACueHF5h4mHatGlgjCExMVFq+WNSPUj+ciz5QV9dpqam2L9/v9QXbfG8F1988QUaN24MOzs7jBkzBidPnqzQZCdjDOvXr4ezszMmTZqEAwcO4NmzZ3j//r3S7uS5ubkq7UOdebZKxlaS5NxjVlZWKg2pUaTkXGbGxsYq/fLLcRx69+7N19NkDzrJHimqDkuTVVaynbKQfCxV/WIrhLIev7a2ttTrWNbxr127ttSX6YcPH2LZsmXo2rUrLC0t4eXlhV9++UXqC3NJJZ9njRo1Uvl5VvLLd8nnmpubG7Zt2yY1D05aWhr27duHCRMmoG7dunB2dsbEiRNl/rBSFZT8oitPVXu9Ssazdu1alWPhOE5qnipV4lHlMcrMzJSaR+qLL75QK6a3b9+qFVNZzu3KzutA+c8fJdvr27evyo+BoaGhVF0hnitGRkYYNGgQf1veMMJDhw7x77u6uroYPny43Db//PNPqd5ZIpEI165dw8KFC9GhQwdYWlqiV69e+PPPP8vVY7w8Sn5OUvVHLwsLC9SuXbvUpSxzoql6bil5/i/re2l530fLy9bWVuWyQn8GIIQQUnEESWDl5OTAx8cH6enp0NbWxnfffYeQkBCp+TlKqlOnDt/1+8KFC0KEQSpJXl6e1BAryckvy6J79+548OABBgwYIHMC8sTEROzbtw/9+/dHkyZNcPXq1XLtT54vvvgCc+fOLTVMguM4WFtbw9nZWe4HyMruJQZI94JTZX4KZYSaO0TVnjgVQfJXbVV7HwGle7yVd6iM0H8bVZX1+AHpx0DW8ZuZmeHatWtYtGiRzKR1fn4+rl69ijlz5sDd3R3Lli2TOXeQkHPUyHqujRs3DtevX4eXl5fMOjExMdi+fTs6d+6MNm3aVLmhIqpOQl3VXq+VGY8qj1FFP88qSskES3nPH1XxcZDsTfXs2TM8evSoVBnJnlk9e/ZU+DnD2dkZ9+/fx8yZM2UOzcvOzsa5c+cwadIkuLu74/fffy/nEajP2tpaqvdTVFSUSvXGjh2L0NDQUpeZM2eqHYOq5xbJ9xEdHR21fhxT9j5SmUomYBUp+X6p6dgJIYTIJ8hyLdu2bUNMTAw4jsPBgwf5X9eeP3+usF7Hjh0RHByM+/fvCxEGqSQPHjyQ6pLfokWLcrdZv359HDt2DDExMTh58iQuX76Ma9eulRqy8OLFC3Tt2hUBAQHo27dvufcrdurUKanV52rVqoVZs2ahW7duqFu3rswPcIsWLcLSpUsFi0Fdkr+mCvFhq+QHuMqat0lIJiYm/Bc2db5slRzOUd4vjaampnxvhcr8ICwZt7pfNiUfA3nHb2hoiMWLF2PBggU4f/48Lly4gGvXruHx48dSyaqsrCz8+OOPePHiRakhQiWfZ25ubtDW1lYrVjF5X8g+/fRTBAYG4tWrVzh9+jQuX76MGzdulOqNcufOHbRp0wZXrlyp1KGeQqhqr1cjIyOkp6cDKO5tUtZV88qz2l7JeCTZ2dmV+XWtas8VIZTcV3nPHyUfB0dHxzL3BC5rvZK6du2KmjVr8j+E7d27F82aNeO3R0VF4dq1a/xtWasPlmRpaYkNGzZg+fLlOHPmDC5evIhr167h5cuXUuXev3+PqVOnIjIyEj/99JMgx6MKQ0NDNG7cmB/Wqs7CL5VN8nVSWFiIgoIClZNYqryPVBZ15j8s+X6p6dgJIYTIJ0gC69ixY/ywBMmu4cqIh4NUh3lJyH9KDvmU19OhLJycnDB16lRMnToVQHHC6tixY/jzzz/5ldEKCwsxadIkhIeHC/aBeuPGjfz1xo0b48aNG0rnTtD0ZPOSc4clJyer9SFTWXtA8VwsVXVJcnksLS35BJaiYWwllSxb3i/RNWrU4J8f5Z0QXh2Scatz/EVFRVJDJpQdv76+Pvr374/+/fsDKB5uce7cOezZswenT5/meyTu378fI0aMkFrGvOTz7OLFixWWfKlXrx7q1auH2bNngzGGoKAgHD16FNu3b+eT41lZWZg0aRIePnxYITFUlKr2eq1RowafwJo+fTqWLVumsViA4qFX2tra/LDzFStWYMKECRqNSRUl/64JCQnw8PAQrL1du3bJXFinMmlra2PkyJH45ZdfABSfJ1avXs33UNq/fz9/DjE1NZU6fyhjamqK4cOH80MOExIScOrUKezatUsqKbZ69WqMGDFCahL4itaxY0c+gZWSkoJHjx5JJe6qipLn/8TExFILy8gj+b4jVDIaUC8ZJfbu3TuVywr9GYAQQkjFEWQI4bNnzwBA7R4x4mEomk4EENXl5+dLdb/X1dWFt7d3he2vQYMGmD9/Pl68eCG1hHZ8fLzUMs/lIRKJpObD+f7771Wa+DMiIkKQ/ZdVw4YN+ev5+flSExaXRckvSXFxceVqTxPq1KnDXy85ybUiJcvWrVu3XHFI/m0q85d2yeMPCwtTuRdWSEiI1HxB6h6/paUlRo4ciZMnT+LYsWNSQ4FL9sAq+TxTdQXP8uI4Di1atMCyZcvw+vVrqfNWUFCQ1MT71UFVe71KxlNZf1NFOI6Teh5XhZhU0aBBA6mhZuU9fzg4OEj1Jqkqj4PkMMKYmBhcuXKFvy05L9agQYPUGgpWUs2aNTFhwgRcvXoVW7Zs4e9njGH//v1lbrcsJOeeA4Dt27dX6v5VJfk+ApT9vVTe+4hkr0BV36Mk56RTVXR0NJ9UV6bkUPJ69eqpvT9CCCGVQ5AElviXe3UmTAQ0M28QKZ/Vq1dL9SgZN26c2n/3stDV1cWWLVukPtjL+sJZsgeSrDl4Snr//r3UkEhVfhHNz8+XWqJdEzp06CB1OyAgoFzttWzZUuqLjuQXCk2Q/Fuq8ncEpJeyf/DgQakhY/JIrnbl7OwMe3t7FaOUrWPHjvz1p0+f8r0HK5rk8YtEIpXnF5Q8/pLtqKt///4YMGAAf7vk69TOzk4q2aGJ55mxsTHf+0NM2flE1edgZalqr1fJnrgVNU+huiRj0vTjo6oaNWpILVZQ3vO6jo4O2rdvz9+uKo9Dy5YtUb9+ff62OGn19OlTqR9jVBk+qKrp06dL9biq7KR1nz59pBIju3btqjIJRUktWrSQ6s157tw5leo9ePBAqieTvPcRCwsL/rqqiffbt2+rVK4kVd8DJUcWGBgYlFqVkBBCSNUhSALL3NwcAFT+pUNMvDR1yS7upGo6duwYFi9ezN/W0dHBggULKm3/FhYWUivFFBYWlipTct4CVZ6TJROpqqwouH//fiQnJystV5FsbW2lvqBt27ZN7degJB0dHfj4+PC3JX+t1gTJv6WqxyXZC7SwsFClX7gjIiKkPqALMbfakCFD+F5IjDGsW7eu3G2qon379lJfDlSZrLiwsBB//vknf7t+/fpSK3qVheSXNFmv02HDhvHXt23bppFl7kv+wq7sfFKe11ZFqGqvV8nnfFhYWKmkqCZIPs8uX77M9xav6iTjvnbtmtQqjeVt7+DBg0hKSipXe0KRTE4dPnwYeXl5Ur2vatasKfhwR2XnpoqkpaWFb775hr+dnp6O8ePHV7nkuKGhIbp06cLf3rdvn0pzsf3222/8dW1tbfTs2VNmOcm/gSrP7Tt37iAkJERpOVlU+QyQmZkptehUz549y72qMymb3NxcHDhwAJMnT0bz5s3h4OAAfX19GBsbw8HBAR06dMCXX36JgIAAlVf/JoR8eARJYLm5uQFQv6v7v//+C0B6uA2pejIzM7Fw4UIMGjRI6oPWpk2byj13zZs3b1QuGx8fL9WjxtXVtVSZkvepssJYjRo1pLq0nzp1SmH5uLg4fP3110rbrQxfffUVfz0hIQHTpk0rV8/Gb7/9lu/ldufOHbUnuWWMSQ1FKw/Jv6WqK8W1bdsWTZs25W+vXLlS4XNMJBJhxowZ/HLtAPj518qjVq1aUvO2/Pbbb5Xyhd7Q0BCfffYZf/vMmTM4duyYwjrr16+XmuhY1vEnJCSolWSS7EEh63U6c+ZMflhQdHR0mVbUkvXhVZ3zSckht8rOJ2lpafyPLlVFVXq91q1bF4MHD+ZvT506Ve1hP0J/IenatSs8PT0BFB/ruHHjSi3YUNkxqWL69OlS8zt+/vnnUnPUqeuzzz6Do6MjgOI533x9ffm5wVRVEY+DZAIrNTUVp06dkhpyPHLkSKULPMTExKicAGKMSb2XyHrNA4Cfnx84juMvkZGRKrWvivHjx6NXr1787fPnz2PYsGFV7sv4lClT+Ovv3r3DDz/8oLD8rVu3sGPHDv52//79+edcSZI9s/z9/RWulFlQUIAZM2aoGnYpZ86cwcmTJxWWWbRokVTPseowV96HRiQSYf369XBzc8OoUaOwbds2PHr0CPHx8cjPz0d2djbi4+Nx48YNbNmyBYMGDYKtrS2+/fZbteb7JIR8IJgA5s+fzziOY9bW1iwtLY2/PyAggHEcx7S0tErVCQoKYlpaWkxLS4utWbNGiDCIEn/99RcDwF8uX74st2xCQgI7duwYmzVrFjM3N5eqB4B9/fXXau3P1dVVZhlvb2/WuXNnduTIEZabmyu3rZSUFNa1a1e+PX19fZacnCyzbL169fhyXbt2Ze/evVMaa9++ffk6xsbGLDAwUGa5oKAgVrt2bQaAaWlp8XW8vLzktr1o0SKVypWk6t+qX79+UmWHDh3KEhIS5JYPDQ1lU6ZMYTdu3JC5fe7cuVLtTZ8+nb1//15hrImJiey3335jDRs2VBirOlauXMnHYGJiwq5cuaJSvTNnzkjFX79+ffby5ctS5XJyctj48eOlyo4dO1aQ2BljLDw8nJmZmUk9Z3/99VdWVFQks3xRURE7deoUGz58uMztqryeGGMsLi6OWVpaSj2fT548KbPsr7/+KvU8rlu3LsvOzpa5bwcHB7Zq1SoWHR2t8Lg3b94s9Zhu3bpVZrlNmzZJlRsyZAiLiYlR2HZaWhrbs2cPa9OmDfvrr79KbXd3d2c+Pj7s7NmzrLCwUG47MTExrFmzZvy+7e3tZf5d8vLymImJCV9uzJgxUu9xQinrOYKxin29qnoOEouMjGRWVlZ8HRcXF3b+/HmFdYqKitiNGzfYhAkTWM+ePWWWiYiIkIolIiJCaSxi9+/fZ/r6+nzdJk2asLt37yqsU1BQwC5cuMCGDh3KJkyYILPM5cuXpWJSlZeXF19n0aJFcsv973//k2q/SZMmLCgoSG755ORktmrVKrZx40aZ248fP844jpN6noWEhCiMNScnhwUEBLAePXqwxYsXq3J4amvXrh0fk/i9VXy5f/++0vqLFi1i9erVY1u2bGGJiYlyyxUWFrJvv/1Wqv3Tp0/LLOvr61vm55sqkpKSmJubm9Q+PDw82IEDB+S+P4iJRCJ2/vx51qRJE5ViLOu5paioSOpvA4AtXbpUZnzXr19nNjY2Uu91T58+ldt2UFCQVLuDBg2S+fnv3bt3rFevXgxAqeeuPJLHK35vMzU1ZefOnStVViQSsVWrVknF0rFjRyYSiVR7kIgg3r9/z3r06CH1d3Bzc2MTJ05kGzduZHv37mX79u1jGzZsYNOmTWP169eXKjt37lxNHwIhpJIJsmTRpEmTsG7dOiQnJ8PX1xeHDh1SuBpSeHg4hg4dCsYYjI2NMX78eCHCIGoaM2aM1OSojDFkZGQgLS1Nbm8LMzMzrF27FpMnTxYkBsYYAgMDcfnyZZiZmaF9+/Zo2bIl7O3tYWxsjNTUVDx+/BhHjx6V+gV64cKFcleJ8fPzw3fffQeguJdfzZo14ebmJrU8uaenp9SwqW+++YbveZWVlYUuXbqgf//+8Pb2hoWFBRITE3H58mWcO3cOIpEIDg4OGDBggFSXeU3566+/0K5dO7x+/RpA8VCMM2fOoE+fPmjdujVq1KiB7OxshIeH4/r167h79y6A4l+3ZVm1ahWePHnCzwmxdetW7Ny5E7169UKrVq34YZypqakIDQ1FUFAQ7t+/r/Yv+sqMHj0aixcvRn5+PjIzM+Hl5QUbGxvY2dlJ/Sp/+vRpqRWSevXqhS+++IIfUvXy5Us0b94cgwYNQps2bWBoaIjXr1/jwIEDiI6O5uu5u7tLrUZZXu7u7tixYwdGjhyJwsJC5OXlYdq0aVi7di369++POnXqwNjYGO/fv8eTJ09w8eJFxMXFye0VoCp7e3v8+uuvGDVqFBhjyMrKQr9+/dC5c2f06tUL1tbWiIuLQ0BAgFSvWQMDA+zatUvuhMlxcXGYP38+FixYgBYtWqBNmzaoXbs2LC0tkZ+fj/DwcJw+fVqqZ1ODBg3knt+//PJLBAUF8b/aHzlyBMePH0e3bt3Qtm1b1KxZEzo6OkhNTUVkZCSCg4Nx+/Zt/twk2UNATCQSISAgAAEBAbC2tkb79u3RokUL2NrawtDQEO/fv8f9+/dx7NgxqcmDV69eLTXxvJienh5Gjx6NP/74A0DxPD3//PMP3NzcpHptDhgwAEuXLpX7N6lIVeX1ChT3aNm/fz8GDhyI3NxcREVFoUePHmjUqBG6d++O2rVrw8TEBFlZWXj37h0eP36MW7du8T21hFzRVqxly5b47bffMGHCBIhEIjx58gStW7dG69at4e3tDVdXVxgZGSEjIwPx8fF49OgRbt26xb/f+Pr6Ch6TKr766ivcvHkT/v7+AIp7DLZs2RJeXl7o3Lkz7O3tUVRUhNjYWNy7dw+XLl1Cfn4+Fi1aJLO9/v37Y/Hixfz2K1euoH79+vDy8kKHDh3g6OgIAwMDvqdhcHAwbt26xfdYa9u2bYUc59ixY3Hz5k0AkJorsH79+mjZsqVKbbx69QpffPEFZs2ahU8//RStW7eGq6srLCwskJOTg1evXuH48eNS7Xfp0qXUpOqVpUaNGrhx4wZ8fHxw7949AMULaYwcORLTp09H586d0aRJE1hbW8PExAQ5OTlITEzEy5cvcfnyZX4FVTFbW9tS0yeUl5aWFv766y+0adOGfy38+OOP2L9/P4YOHQpXV1ekpaXh8uXLOHPmjNT5ZNWqVWjUqJHctps3b47+/fvjxIkTAICjR4+iYcOGGD16NNzd3ZGVlYWHDx/C398f6enpcHBwQL9+/fjzsKrat28PbW1tBAYGolevXujevTu6d+8OS0tLxMTE4MiRI1LvV2ZmZvj999+l5lolFSs/Px8DBgzg55StWbMmNm7cKDUkXZbg4GD88ssv+PvvvysrVEJIVSJUJmzBggV8b6tGjRqxbdu2sfXr1/P3PXv2jJ05c4bNnDmTmZiY8PevXbtWqBCIEiV7YKlzsbOzYwsWLGBv374t0/7k9RiR/DVa1cv06dMV/kKWl5fHunTporANWb/gLVmyRKX929jYsNu3b6v8y2ZF98BirPiXyk8//VStx1FRm/n5+Wzy5Mlleq5cvXpV5WNU5rfffmPa2toK9yfrl2eRSMSmTZumcsz169dX2rOorE6ePMlMTU1VjkXea0XVHlhiu3btYrq6uirt09TUlF26dEluW2U5d9SrV4+9efNGaZyLFi2S6gWm6mX37t2l2nJ1dVWrDY7j2MqVKxXG9/79+1K9HUpefH19lR6nssegLOcIsYp6vapzDpJ069YtZm9vr3YsXbp0kdleeXpgiR0/flyqR6Sql/Hjx8tsr6J7YDFW3Gto0qRJasWrrM0//vhDqkeaqpelS5eqfIzqSEpKknmeWrZsmUr1JV87ql7atm0rtwc3YxXfA0ssOzubzZ49mxkYGJTptWtkZMS+/fZblp6eLncf5T23BAUFMTs7O5XPp6qOqIiNjWW1atVS2qadnR27d+9emT9vxcbGluqxI+uiqOc9qThz5szh/wa1atViUVFRatW/c+cO27FjRwVFRwipqgRLYIlEIjZ27Fg+MaXownEc4ziOTZw4UajdExUo+xKqpaXFDA0Nmb29PWvRogUbPnw4W7FiBbt+/brSbu3K9ifvC/fVq1fZtGnTVPog065dO3bq1CmV9l1YWMj27t3LfHx8mJubGzM2NlapC/qePXuYs7OzzP3r6+uzESNGsLi4OMaY6h8MKyOBxVhxl//t27dLDaGUdalTpw5bvHgxS01NVdrmrVu3WJ8+fZienp7SNmfMmKF0aE5ZBAcHs+nTp7PmzZszCwuLUgktRV8uzpw5w1q0aCE3bmtra7Z06VKWk5MjeNySEhIS2PTp0xV+gdbR0WFdu3ZlR44ckdmGugksxhh78eIFGzBgANPR0ZG5TwMDA+br68tiY2MVthMXF8dWrlzJ2rdvr/S54ODgwBYvXixzKKI8z549YyNGjGCGhoYK23ZycmITJkxgly5dkpnEPnnyJPP19WWOjo5Kz3U9e/Zkt27dUim+nJwc9ttvv7HevXszJyenUnFqOoElJvTrVd1zkKTMzEy2YsUKuedT8cXQ0JD16NGD/fHHH3KHZwqRwGKseOjk119/LTXcSdbFzMyMDRw4kO3bt0/uuaEyElhigYGBrFOnTgoTvTVq1GBTpkxhr169Utremzdv2OTJk2VOD1Dy/Dhq1Ch2/PhxVlBQoPIxqqt///6l9h0WFqZS3devX7Pvv/+etWjRQumPHbVr12YbNmxQOLyYscpLYInFxsayefPmqZRoMTIyYt7e3gpfL5KEOLckJyezmTNnyv0hRktLi3Xu3Fnt9/+4uDg2fPhwqc9mku+HQ4YMEeTzVnp6Ops4caLM9xeO41jPnj1Vfr4R4URHR/PvVVpaWoJ+fpR8DYtfv0ePHmWDBg1iLi4u/H5lvbb9/f3Z8OHDmaurKzM0NGSmpqasfv36bMqUKUqHNUu+L6hyflf2nJZ8v2Cs+HP+jh07WOfOnZmdnR3T19dnLi4uzNfXV6Uh14R8KDjGyjHjswy///47li5dWqqLsyQbGxssXrwY06ZNE3LXpJpLSEjAkydPEBERgZSUFBQWFsLU1BSurq7w9PSUOyGo0AoLC3H79m08evQIaWlpsLS0hKOjIzp16iS1wltVFhoainv37uHt27fIzMyEqakpXFxc0Lx5c7i7u6vdXmZmJm7cuIGoqCh+In0LCwu4u7ujcePGlfa3KavIyEjcunULCQkJyMvLg62tLerXr482bdoo7KYutIKCAty6dQuhoaFITEwEYwyWlpaoW7cuPD09YWZmViH7TU1NRWBgIGJjY5GWlgYrKyu4urrCy8tLaiicKnJzc/Ho0SOEhoYiISEBOTk5MDQ0hLW1NZo1a4YmTZoonXhZnry8PNy8eRMRERFISkpCUVERzMzM4OrqikaNGqn13H3z5g2eP3+OyMhIpKamgjEGMzMz1K5dG61atYK1tXWZYqwOqtrr9cWLFwgKCkJiYiIyMjJgbGwMOzs71K9fH40aNYK+vn6lxsMYQ3BwMJ4+fYqkpCRkZ2fDxMQE9vb2aNCgARo0aKBwGgRNSUpKwrVr1xAXF4eUlBQYGhqiZs2aaNSoEZo2bar2uaywsBD37t1DSEgIkpKSkJ+fD1NTUzg5OaFhw4aoV69etRpOlZmZyZ+bEhMTkZubyz/XPvnkEzRo0EDTISoVFxeHhw8fIikpCUlJSSgoKICFhQWsrKzg4eGBxo0ba+y5mZ+fj2vXriE8PBxJSUkwNjaGvb09vLy8YGtrW+Z24+PjcfnyZcTGxkJbWxvOzs7o2LEjatasqXZbixcvxpIlSwAUD0kODAzkt6WmpuLKlSuIiopCdnY2HB0d0bFjx3IP2ydls2DBAqxatQpA8TB8ZQvOqMPPzw+7du0CUDw897vvvsORI0dKlYuIiOAXIktMTMSQIUNw7do1ue1yHIdp06Zh48aNMj/nBAYGonPnzgCKFweQXLldXntA6eeqmLe3N65cuQKgeCEZHx8fXL58WWZb2traWLp0KT+FCiEfMsETWEDxm9z58+dx9epV/suDiYkJnJyc4OXlhd69e6v9pYkQQgghhBBCZFGUwCJVS8uWLfHw4UMAwKFDhzB06FDB2pZMYPXu3RtnzpyBq6srxo0bh/r16yM3Nxd3797FokWLYG9vj8zMTLRq1YpfkdnGxgaff/45mjVrhvz8fFy9ehV79uzhV6weO3aszPm3KjKBNXjwYPj7+6NOnTrw9fVF3bp1kZqaipMnT0qttLlx48ZyrdxJSHUgyM84UVFRAAB9fX3Y2dlBT08P/fr1Q79+/YRonhBCCCGEEEJINZeVlYXg4GD+drt27SpsX2fOnIGPjw/2798PAwMD/n7JBWa+/fZbPnnVsmVLnD17VqqXtp+fH7744gt0794dKSkp2LNnD/r374/hw4dXWNwl+fv7Y9CgQdi3b5/UcUyZMgX79+/HZ599hqKiInz77bfo169fmUZbEFJdCDJ2xs3NDe7u7vyvHoQQQgghhBBCiKSEhASIRCIAxSsgS64kLTRHR0f8/fffUkkfSYmJifxqyEZGRjhy5IjMKQZatmyJX3/9lb8tHv5YWZydneUex6hRozBz5kwAQE5ODjZt2lSpsRFS2QRJYOnp6QEAWrduLURzhBBCCCGEEEI+MOK5GQGoNLdsmzZtwHGc3EtkZKTcuuPHj4eJiYnc7adPn0Zubi4AYMSIEQrnRBs+fDhq164NAAgKCkJERITS2IXyxRdfwNjYWO72uXPn8vMgHj58uLLCIkQjBElgiSdalJfdJoQQQgghhBBCKkvHjh0Vbr9z5w5/vUePHgrLchwnVeb27dvlC04N3bp1U7jd0dGRX6giOjoaCQkJlREWIRohyBxYLVu2RHR0ND9+mBBCCCGEEEIIkVSjRg3+empqqtLya9asQXJystR9kydPRmJiotK6Tk5OCrfHx8fz1+vVq6e0PckyknUrWt26dVUq8+zZMwDFK5qWZSVPQqoDQXpgffbZZ2CM4e+//0Z+fr4QTRJCCCGEEEII+YDUrFmTH+6Wm5uLuLg4heU7deoEHx8fqYuqq9kbGhoq3J6RkcFfVzRET0xyOKJk3YqmSmySZSozNkIqmyAJLB8fHwwePBgREREYPXo0srOzhWiWEEIIIYQQQpRavHgxGGNgjCEwMFDT4RA5jI2N8cknn/C3b926pbFYTE1N+etZWVlKy2dmZsqsq66ioiK1yqsSm2SZ8sRGSFUnyBDCqKgo/PTTT8jJyYG/vz/u3r2L8ePHo2PHjnByclKa/QYAFxcXIUIhhBBCCCGEEFJF9ejRAw8ePAAA7NmzB0OGDNFIHPb29vz1169fo0WLFgrLv3r1ir9ecvVEfX19/rqyEUlJSUnqhInQ0FClsYWGhsqNjZAPiSAJLDc3N3AcB6B4gruYmBgsW7ZM5focx6GwsFCIUAghhBBCCCGEVFHTp0/HunXrkJ+fjxMnTuDBgwdo2bJlpcfx6aef4tdffwUAnD9/HiNGjFBY/sKFC1J1JVlaWvLXY2NjFbZz8+ZNteK8cOGCwgRWXFwcnj9/DqC4UwjNf0U+ZIIMIQTAd9lljJW6rcqFEEIIIYQQQsiHzcnJCV9++SWA4uF0I0aMUDoXVkXo27cvDAwMAAAHDhzAmzdv5JY9dOgQ38vpk08+gbu7u9T22rVr872wLl++DJFIJLMdxhh++eUXteLcunWrwil6fv75Z35/Q4cOVattQqobQXpg+fr6CtEMIYQQQgghhJAP3KpVq3Dnzh3cuHEDYWFhaNWqFTZu3IjBgwfzI3tkefLkCdLT0wWJwdraGhMmTMCWLVuQnZ2NoUOH4uzZs1IrJQJAUFAQpk6dyt9esGBBqbZ0dXXRrVs3nDp1CtHR0Vi3bh2+/vprqTIikQjz5s3D1atX1YozKioKvr6+2LNnj9RQRQD4559/8PPPPwMonrRenBgk5EMlSALrr7/+EqIZQgghhBBCCCEfOF1dXRw/fhwjR47EhQsXEBcXh6FDh8Ld3R3du3dH06ZNYWVlBR0dHaSlpSE0NBSBgYG4e/cuP3rH0tJS5RUJ5Vm1ahX+/fdfvHz5Evfv30eDBg0wYcIENG3aFPn5+bh27Rr+/vtvfl6rsWPHYtiwYTLb+vrrr3H69GkwxvDNN9/gzp076Nu3L4yNjREWFoZ9+/bh6dOnGDNmDPbu3atyjEOGDMHhw4fx6NEj+Pn5oU6dOkhNTcWpU6dw/Phxvtzq1atL9Qwj5EPDMRq/RwghhBBCCCGkkolEIvz8889Yu3Yt3r59q1IdCwsLjB8/HgsXLoSVlZXUNj8/P+zatQsAEBERATc3N6XtJSYmYvDgwbh+/brcMhzHYerUqdi0aRO0tbXlllu1apXMHlpiQ4YMwd69e/mhi15eXjJXzfT29saVK1cAAGlpaRg0aBAuXboks00tLS0sXboUCxculLtfQj4UgvTAIoQQQgghhBBC1KGlpYW5c+fiiy++wNGjR3Hp0iXcvXsX7969Q3JyMnR0dGBhYQFXV1d4enrCy8sL/fr1KzWUrjxsbGxw7do1+Pv748CBA7h9+zYSExOho6MDBwcHeHt7Y9KkSfD09FTa1vz589GuXTts2LABN2/exPv372FlZYXmzZtj4sSJZZqjyszMDBcuXMDOnTvx999/4/nz50hNTYWdnR28vb0xa9YsjUyCT4gmUA8sQgghhBBCCCGkipDsgUVf1wn5j+A9sFJTU7Ft2zacO3cOz58/R3JyMgoLC1FYWChV7tKlS0hISIC1tTV69OghdBiEEEIIIYQQQggh5AMhaALr4MGDmDJlCjIyMgD8ly2WtZLEo0ePMHfuXBgaGiI+Ph5mZmZChkIIIYQQQgghhBBCPhBaQjW0e/dujB49Gunp6WCMoWbNmqhXr57c8n5+ftDR0UFubi5OnDghVBiEEEIIIYQQQggh5AMjSAIrLi4OU6dOBWMMDg4OOH/+PGJjY7F69Wq5dSwtLdGpUycAkLuiAiGEEEIIIYQQQgghgiSwNm/ejNzcXBgaGuLff/9Ft27dVKrXunVrMMbw6NEjIcIghBBCCCGEEEIIIR8gQebAOn/+PDiOw+jRo+Hh4aFyvTp16gAAIiMjhQiDEEIIIYQQQgip1gIDAzUdAiFVkiA9sCIiIgAAHTp0UKueubk5APCTvhNCCCGEEEIIIYQQUpIgCaysrCwAgImJiVr1cnJyAAAGBgZChEEIIYQQQgghhBBCPkCCJLBq1KgBAHj79q1a9V6/fg0AsLGxESIMQgghhBBCCCGEEPIBEmQOrIYNGyIhIQFXr17F9OnTVa534sQJcByHli1bChEGIYQQQgghhJAqxtPTU9MhqOX+/fuaDoEQIoMgPbB69+4NxhiOHTvG96pS5sCBAwgODgYA9OnTR4gwCCGEEEIIIYQQQsgHSJAeWBMnTsTKlSuRkpKCAQMG4PTp03B3d5db/uDBg5g0aRI4joODgwNGjx4tRBiEEEIIIYQQQqqo8fY2cDXQ03QYMr3JzceO+ERNh0EIUUCQBJaZmRl+/fVXjBw5Eq9evULjxo0xaNAg6Ovr82W2bNmC6OhonD17Fk+ePAFjDNra2tixYwd0dXWFCIMQQgghhBBCSBXlaqAHD2NDTYdBCKmmBElgAcCwYcOQmpqKGTNmICcnB/v37wcAcBwHAJg5cyZfljEGPT09/P777+jevbtQIRBCCCGEEEII+cCFZOVgUUQsAGCJuyMlxQj5SAgyB5bYpEmTcO/ePfj4+IDjODDGSl2A4jmv7ty5A19fXyF3T0rw9PSEk5NTtZs0kRBCCCGEEEIIIUSSYD2wxJo0aQJ/f3+kpaXhxo0biIyMRGpqKkxMTODk5ISOHTvCxsZG6N0SGRISEhAbG6vpMAghhBBCCCGEEELKRa0E1tKlSwEAI0eORL169RSWNTc3p9UFCSGEEEIIIYQQQki5qZXAWrx4MTiOQ/PmzaUSWF26dAHHcVi2bBnatWsneJCEEEIIIYQQQggh5OMlyBDCwMBAcByHpKQkIZojhBBCCCGEEEIIIYSnVgJLT08PBQUFyM7Orqh4CCGEEEIIIYR84EY+DRWkHfFqhGV1oHEdQeKoDnbu3InPP/8crq6uiIyM/Oj2T6o/tVYhFE++/ujRowoJhhBCCCGEEELIh02o5JUQqlIs1dnixYuxePFiSkyRCqVWD6xWrVohICAAmzdvhoWFBT755BMYGBjw258+fQoLC4syBdKpU6cy1SOEEEIIIYQQQojmLFmyBADg7e0NNzc3mWXMzc3h4eEBR0fHSoyMfEjUSmBNnToVAQEByM7OxnfffSe1jTGGH374oUxBcByHwsLCMtUlhBBCCCGEEFI9aWoIH/W8qnyDBg3CoEGDNB0GqcbUGkLYo0cPrFmzBrq6umCM8RcxyfvUvRCiCQUFBdiyZQtGjBiBadOmITg4WNMhEUIIIYQQQgghpAS1VyGcN28ePvvsM1y8eBHR0dHIy8vDkiVLwHEchg8fjvr161dEnIRUiE2bNmHfvn0AgLCwMDx+/BgHDx6Ek5OThiMjhBBCCCGEVBevX7/G+vXr8e+//yImJgba2tqoXbs2Bg0ahNmzZ8Pc3BwAEB8fDycnJ4hEIty8eRNt27aV22bLli3x8OFDLFiwACtXrpTaFhUVhbVr1+LcuXOIjo6Grq4u6tWrh2HDhmHGjBkwMjJSK35vb29cuXIFixYtwuLFi1Uu4+fnh127dvFlOnfuLFXHy8sLgYGBAFSbxP3WrVv45ZdfcP36dSQlJcHU1BSffPIJxo8fj5EjR4LjuFJ1xDH4+vpi586d2LdvH7Zs2YInT56AMYYmTZrgq6++wtChQ9V6TEjVo3YCCwDs7OwwZswY/rZ4vOuoUaMwYMAAYSIjpBKcP39e6nZeXh7OnTuHCRMmaCgiQgghhBBCSHWyfft2TJs2DQUFBQAAIyMj5OXl4dGjR3j06BF27dqFCxcuoHbt2rC3t0eXLl1w8eJF7Nu3T24C6+XLl3j48CEAYOzYsVLbLly4gMGDByMzMxMAYGpqivz8fDx48AAPHjzAzp07cf78eTg7O1fgURczNzeHnZ0d3r59CwCwtLSEnp4ev93KykrltlauXImFCxfyty0sLJCamoqLFy/i4sWLOHToEPbv3w99fX25bUydOhW///47tLW1YWxsjIyMDNy6dQvDhg3Dpk2b8OWXX5bhKElVodYQQkVoGCCpjoyNjUvdFx0drYFICCGEEEIIIdXN6dOnMWnSJOjq6mLZsmWIj49HVlYWsrOzcePGDXh6eiIiIgKDBw+GSCQCAL4zyMGDB+XOBb13714AQPPmzdGwYUP+/sjISAwZMgSZmZlo3bo1goKCkJ6ejqysLBw9ehQ2NjZ4+fIlhgwZUinzTG/YsAEJCQn8bX9/fyQkJPAXf39/ldrx9/fnk1e+vr6Ii4tDSkoKUlNTsWbNGmhpaeHo0aNYsGCB3DaOHz+OXbt24ddff0V6ejrS0tIQHh7OLxj3zTffIDk5uRxHSzRNkARWREQEIiIi0L17dyGaI6TSTJo0qdR9devW1UAkhBBCCCGEkOqkqKgIM2bMAGMMe/bswffff4+aNWsCAHR0dNCuXTucO3cO9vb2ePz4MQICAgAAgwcPhoGBARITE3HhwgWZbe/fvx9A6d5XK1euREZGBhwdHXH+/Hk0b94cAKCtrQ0fHx8cPXoUHMfh3r17OHLkSMUcuMAYY/wicf3798fOnTthb28PADAxMcHXX3+N5cuXAyieAiY2NlZmOykpKfjzzz8xdepUfgilu7s79u/fDz09PeTk5ODkyZOVcESkogiSwHJ1dYWrqysMDQ2FaI6QStOrVy9YW1tL3afueHFCCCGEEELIx+fKlSsIDw/n57qSxcrKCr179wbw3/QlZmZm6N+/P4D/elpJun37NsLCwqClpYVRo0bx9zPGcPjwYQCQmldLUvv27dGjRw8AxT28qoNHjx4hJCQEAPDjjz/KLDNnzhyYm5ujsLBQbmLOxcUFo0ePLnW/g4MDWrduDQB4+vSpQFETTSjTHFjKFBQU4M6dO3j+/DmSk5ORn58v94lIiKaZmZkhKSmJvy05ZpsQQgghhBBScUKycjQdQpndvHkTABATE8P3vJJFPFdVVFQUf9+YMWNw6NAhBAQEICsrS2pqE/EiU507d4aDgwN/f3h4OFJSUgAAXbp0kbu/bt264dy5c3jw4EEZjqryieM0MzNDy5YtZZYxMDBAhw4dcOrUKbnH5enpKXOSdwBwdHQEAP7xI9WToAms/Px8LF++HJs3b0ZaWprUtpIJrK+//hrHjh2Ds7Mz/v33XyHDIEQtBgYGCm8TQgghhBBCKsaiCNnDwaqD+Ph4AMULQYknMVckOzubv967d29YWVkhOTkZx44d43sOFRUV8T2nJBdOA4DExET+ujghI4t4RfV3796peCSaJT4uBwcHuQkoQPlxmZqayq0r/o4nnmifVE+CTeL+/v17tGnTBitWrEBqaioYY/xFFh8fH4SGhiIwMBD3798XKgxC1FZyyKCsid0JIYQQQgghRFJRUREAoGfPnlLff+VdAgMD+bp6enoYNmwYAOlhhBcvXsS7d+9gYGCAIUOGVOrxEFLVCdYDa8iQIQgODgZQPO523LhxiI2NxdKlS2WWb9++PZycnBAbG4szZ87A09NTqFAIUUvJhBUlsAghhBBCCKkcS9zl9ySqSEL0/LKzswMgPTRQHWPGjMHvv/+O8+fPIzExETY2Nnwyq3///jAzM5Mqb2Njw1+PjY3l919STEwMAMDW1lblWHR0ilMDubm5csuUHGUlFPFxxcXFgTEmtxdWWY6LfFgESWD5+/vj6tWr4DgOc+fOxZo1awAAx44dU1ivW7du2LlzJz92mBBNKNnVVFHXU0IIIYQQQohwPIyr70Jg7dq1AwC8fPkSYWFhqF27tlr1O3ToABcXF0RFReGff/7B+PHj+ZUKSw4fBIBatWrB0tISKSkp+Pfff9GiRQuZ7V68eBEA5M4nJYulpSWA/5JEJWVlZeHFixdy63Mcp3AEliLizizp6em4f/8+WrVqVapMbm4ubty4AUC94yIfFkGGEIonmWvatCmfvFJF06ZNAYBfcYAQTSiZsDIxMdFQJIQQQgghhJDqokuXLnB1dQVjDHPmzIFIJJJbtqCggJ/MXYzjOH7uq3379uH48ePIyMiAlZUV+vTpU6oNjuP4YYcbN25Eenp6qTI3btzgVzscOXKkysfSpEkTAMUrJcrqhfXzzz8jLy9Pbn1xb7HU1FSV9ynWtGlTeHh4AACWLVsms8zPP/+M1NRU6Ojo0NDKj5ggCay7d++C4zipJT5VIe7yKDkZHSGVrWQCq2RXXUIIIYQQQggpSVdXF1u3boWWlhZOnDiBnj174vbt23wiSyQS4fnz51i1ahXq1avHT7kjSdzT6ubNm3xnkGHDhkFXV1fmPr/77juYmpoiJiYGPXr0wKNHjwAUz8d17NgxDBo0CIwxtGrVSq1Ez7Bhw8BxHBITEzFu3Dh+ovS0tDSsWLECixcvhoWFhdz6jRs3BgDs379f4TBEWTiOw8qVKwEAJ06cwOeff85PkJ+VlYW1a9fi+++/BwDMnDlT4QT25MMmSAJLnICqVauWWvXEL8r8/HwhwiCkTEomsPT09DQUCSGEEEIIIaQ66dOnD/bs2QNDQ0NcvHgRbdu2hZGREaytrWFgYIBGjRphwYIFiIyMlDm3U+PGjfmRSQ8fPgQAjB07Vu7+XF1dcfjwYRgbG+POnTto3rw5zM3NYWJiAh8fHyQmJsLDwwNHjhyBtra2ysfRoEEDzJs3DwBw6NAh2NnZwdLSElZWVvj++++xdOlSNGvWTG79SZMm8XXNzc3h7OwMNzc3lXuBDR48GMuXLwcA7Ny5E46OjrCysoK5uTm++eYbiEQi+Pj48Iku8nESZA4sAwMD5Ofnq52IEie+xONtK1JaWhoOHz6Mu3fv4v3799DX10ft2rXRp08ftGnTRu32srOzcefOHQQHByM0NBTv3r2DSCSCpaUl6tevj969e6NRo0ZK2wkPD8fRo0fx5MkTpKenw9zcHI0bN8bgwYPh7u5elkMlaqI5rwghhBBCCCFlNWrUKHTq1AmbN2/G2bNnER4ejtTUVJibm6NevXpo164dBg8ejPbt28usP2bMGDx+/BhAcYJKXjmxHj164Pnz51izZg3OnTuH6Oho6OrqokWLFhg2bBhmzpxZaqV1VaxZswZ169bFb7/9hufPn4Mxhk6dOmHu3Lno168fPzRRFl9fXzDG8Mcff+DZs2eIjY0FYwxubm4q73/hwoXo3LkzfvnlF1y/fh1JSUkwNzfHJ598gvHjx2PUqFFyJ3gnHweOlWWWtRIaNmyIkJAQfPfdd1JjVsVdGDmO45cYleTr64u///4bn376KW7dulXeMOSKiorCwoUL+VUTDA0NkZeXx3ft7N+/P58xVtWUKVP4bo1Aca8djuOkxgUPGjQIn3/+udw2rly5gg0bNqCwsBBA8ep3WVlZAIpXgZgzZw46duyoVlySxKs8Ojo6yp2MjwCBgYH8rw0AcP/+fQ1GQwghhBBCyIdFPEn3EndHeBgbYuTTUH7bgcZ1NBJTyRhCsnL4lQnp+wAhVZMgPbA6duyIly9f4tChQ1i6dKlKWdGkpCQcOXIEHMfBy8tLiDBkKigowPLly5GWlgZXV1d89dVXcHd3R15eHo4dO4a9e/fixIkTcHd3R7du3VRut6ioCG5ubujRowdatmwJe3t7MMYQFxeH3bt349atWzh69Chq1qyJ3r17l6ofFRXFJ686dOiAiRMnwsrKCsnJydi2bRtu3LiBX375Be7u7nBychLyISElGBsbazoEQgghhBBCCCGEKCDIHFjiMbqvX7/GihUrlJbPz8/H2LFjkZ2dDY7j4OfnJ0QYMp07dw4JCQnQ19fHjz/+yA/L09fXx/Dhw/nk0p49e/ieUKqYPXs2Nm7ciH79+sHe3h5A8eRzjo6O+Pbbb/lVHI4ePSqz/t69e1FYWAh3d3fMnTsXVlZWAAArKyvMmzcP7u7uKCgowN69e8t87EQ1hobVd+leQgghhBBCCCHkYyBYD6y+ffvi1KlTWLRoEaKjo/H111+XKpednY1z585h6dKlePz4MTiOw9ixY1G/fn0hwpApMDAQANCpUyfY2NiU2j5kyBCcOXMGycnJePLkCT755BOV2hWvsiCLlpYWunTpgidPniAhIQGZmZkwMTHht2dlZeHevXsAAB8fn1KT62lra8PHxwc///wz7t69i+zs7DKNYSaqoQQWIYQQQgghmiE5lI8QQhQRpAcWUNyDqUGDBmCM4c8//4SHhwdGjx7Nb7exsYG5uTmGDh2Kx48fgzGGZs2aYevWrUKFUEpOTg5ev34NAGjRooXMMjY2NvwQPfESpEIwMzPjr5ec/+v58+d8by95cYnvLygowIsXLwSLi5RmYGCg6RAIIYQQQgghhBCigGAJLHNzc9y+fRsjRowAYwyMMeTk5PDzYb1//x5FRUX8tmHDhuHq1asV2rMoJiYG4jnqXV1d5ZYTb4uOjhZs30+fPgUAWFhYSCWzJPdjYWEBc3NzmfXNzc35bVFRUYLFRUrT19fXdAiEEEIIIYR8NDQ1cbssVSkWQohiggwhFDM1NcX+/fvx3XffYdeuXbh69SoiIyORmpoKExMTODk5wcvLC+PGjUOrVq2E3LVMycnJ/HXxHFOyiLelpKQIst+kpCScPXsWANC1a9dSk9qL96MoJvH2tLQ0weIisunq6mo6BEIIIYQQQj4q5UkcSa4YKF7ZkBDy4RM0gSXWpEkT/O9//6uIptWSm5vLX1fUy0a8LScnp9z7LCwsxP/+9z/k5OTA1tYWQ4cOLVVGvB9lPX+EjIvIRwksQgghhBBCCCGkahMkgVWrVi0AQL9+/bBx40YhmqyWGGPYvHkznj9/Dj09PcybNw/GxsaaDosoUXISffJhCQ0NxVdffYX3798rLGdgYIBZs2ZhwIABlRQZIYQQQgghhBBVCZLAioqKAmMMjRo1EqI5wUhOzp2Xlyd3vq28vDwA5V+N7o8//sClS5egra2Nb775Ru7qiuL9iPcrjypx7dmzB/v27ZO5LSkpSZWwP3qUwPqwHTx4EHFxcUrL5eXlYfv27ZTAIoQQQgghhJAqSJAElq2tLd6+fat0TqfKJhlPcnKy3ASWeK4sS0vLMu9rx44dOHXqFLS0tPDVV1+hdevWSuOSnKOrrHFlZWXh3bt3MreJRCJlYRMAWlqCrWVAqqC7d+/y1wcOscT7pEJcv5IBAOjgZYoa1jq4fDEd6WlFiI2NRUxMDL8yKSGEEEIIIYSQqkGQBJaHhwfevn2LmJgYIZoTjJOTEziOA2MMUVFRcr+Uilf5c3Z2LtN+du/ejYCAAHAchxkzZqBjx44Ky4v3k5qaivT09FKrFAJAWloa0tLSAAAuLi5y2zI2Noatra3MbZSYUU3JSfbJhyMmJgaxscUTfH423gZde5jjdUgOn8Dy6mKGuh6GaNveFPO/Kj4P3LlzhxJYhBBCCCFVmIexIa0eSMhHSJAE1tChQ3HlyhUcOXIEc+bMEaJJQRgaGqJu3bp49eoVHj58iHbt2pUqk5SUhOjoaABAs2bN1N7Hvn37cPjwYQDA1KlT0bVrV6V1GjZsCB0dHRQWFuLhw4fw9vYuVSYoKAhA8QTjDRo0kNvW2LFjMXbsWJnbnJyc+C/vRD7JBBYlsz4s9+7d4683bCx/KK6dvS6saugg+X0h7t27hyFDhlRGeIQQQgghH5U3ufmaDkGuqhwbIaSYIAmsSZMm4bfffsOtW7fwv//9D/PmzROiWUF4e3vj1atXuHr1KkaMGAEbGxup7f7+/mCMwcrKCk2aNFGr7cOHD+PAgQMAgAkTJqB3794q1TMyMkKrVq1w69YtHDt2DB07dpSah6moqAjHjh0DALRu3Vru0EdCiGIPHjwAAFhYaqOmvfzVJjmOQ4NGhrhxNQMPHz4EY4ySmYQQQgghAtsRn6jpEAgh1ZggY8z09PRw8uRJNG/eHN9++y2GDBmCwMBA5OdrPovds2dP1KxZE7m5uVi2bBkiIiIAFE/YfPjwYZw6dQpAcU8mHR3pfN7EiRMxYMAA/PLLL6XaPX78OHbv3g0A8PX1xcCBA9WKa8yYMdDR0UFYWBjWr1+PlJQUAEBKSgrWr1+PsLAw6OrqYsyYMeoeMikHxpimQyACYYzh4cOHAID6DQyVJqTqNyzuoZWcnIw3b95UeHyEEEIIIYQQQlQnSA+sWrVqAShOCjHGEBAQgICAAGhra6NGjRpKV/fjOA5hYWFChFKKrq4uvv/+eyxcuBCRkZGYNWsWjIyMkJuby09y3q9fP3Tr1k2tdrdv3w6gOPZjx47xPaZkWbBgQalhgC4uLpg1axY2bNiAa9eu4fr16zAyMkJWVhYAQEdHB7NmzaK5eCoBJa0+TAkJCfwCB/XqK19htF79/1YtDQ4OhpubW0WFRgghhBDyUbl//76mQyCEfAAESWBFRkbyvRvE/zLGUFhYiLdv3yqtX9FDdVxcXLBp0yYcOXIEd+/eRVJSEoyNjVGrVi307dsXbdq0UbtNcdKDMYbU1FSFZQsLC2Xe7+XlBWdnZ/j7++Pp06dIT0/nhzIOHjwY7u7uasdF1FdUVKTpEEgFePLkCX+9joeBgpLFbO10YWqmjYz0Ijx58gQ+Pj4VGB0hhBBCCCGEEHUIksBycXGp8vPFWFhYYMKECZgwYYLKdf7880+5244fPy5EWKhVq1aVmjPsYyTuiUc+LC9evAAA6OlzcHTSU1qe4zjUqq2PR0HZfF1CCCGEEEIIIVWDYD2wCKmuqAfWhykkJAQA4OKiD21t1RLsbrWKE1hhYWEoKCiArq78id8JIYQQQgghhFQeQSZxJ6Q6kzfEk1RvoaGhAAAnV+W9r8ScXPQBFCc1aSJ3QgghhBBCCKk6KIFFPnpVYbVMIqz09HQkJycDgErDB8Uky4pXLCWEEEIIIYQQonmCDCEkpDqjBNaHJyoqir9uV1P1YYC2drrgOIAxIDo6uiJCI4QQQgj56Hh6emo6BLXQqomEVE3UA4t89PLy8jQdAhFYfHw8f93WVvUElo4OB6saOqXaIIQQQgghhBCiWdQDi3z0cnJyNB0CEdjbt2/561bW6p3mrGro4H1SoVQbhBBCCCGk/MaNt4GzGvOTVqboN/nYvSNR02EQQhSgBBb56GVnZ2s6BCKw9+/fAwAMjbSgp6deR1NzC20AQFJSkuBxEUIIIYR8zJxd9VDXw1DTYRBCqikaQkg+ellZWZoOgQgsNTUVAGBmpq12XXGdtLQ0IUMihBBCCCECeR2SA7+RofAbGYrXITSagpCPBSWwyEcvMzNT0yEQgaWnpwMAjI3VP8UZm2hLtUEIIYQQQgghRPMogUU+epSo+PCIe9UZGql/ihPXycnJQVFRkaBxEUIIIYQQQggpG0pgkY9eRkaG1O2CggINRUKEIp6YX99A/VOcvv5/dWiCf0IIIYQQQgipGiiBRT56JXtg0dxH1V9eXh4AQE+PU7uuZB1xO4QQQgghhBBCNIsSWOSjJ57wW4wSWNVffn4+AEBXV/0ElmQdcTuEEEIIIYQQQjRLR4hGatWqBY7j8Pvvv6Nbt24q17t69Sr8/PzAcRzCwsKECIUQtZVMWFECq/oTDwPV0VE/gaUtUYeGkxJCCCGEVAy/kaGCtLNiUWy56u88UEeQOKqryMhIuLu7AwAiIiLg5ubGb9u5cyc+//xzuLq6IjIyUjMBEiJBkARWZGQkOI5Ddna2WvVycnL4uoRoCiWwPjyFhYUApJNRqpJMeonbIYQQQgghwhEqeSUEv5GhH30Sq7pZvHgxAMDPz08q4UY+fIIksAipziiB9eHhE1jaZeiBJTGwmhJYhBBCCCHkY2Vubg4PDw84OjpqOhQpS5YsAQB4e3tTAusjo9EE1n8TLetpMgzykaME1oeHT2CVYZY/beqBRQghhBBSaTTV+6kq9QKrqgYNGoRBgwZpOgxCeBqdxP3Ro0cAAGtra02GQT5iYWFhyMjIkLqPEljVX3mGEEr22qIEFiGEEEIIIYRUDWonsKKionD16lWpi9jTp09LbSt5uXLlCk6fPo3ly5dj7dq14DgOzZs3F/KYCFHZypUrS90XGkq/xlR34sRTWSZx15Hol0oJLEIIIYQQooxIJMKWLVvQokULGBsbo0aNGujatStOnToFAHBzcwPHcdi5cydfRzwXNMdxiIyMxIsXL+Dr6wtnZ2fo6urCx8eHLxseHo6ffvoJ3bt3R+3atWFoaAgzMzO0aNECS5YsKbWqekkZGRlYsGAB6tSpAwMDAzg4OGDMmDF4+fKlwno7d+4Ex3EKh+nFx8fj66+/RuPGjWFqagojIyM0bNgQ8+bNQ0JCgsw64oXc/Pz8AAD79u1D+/btYWZmBlNTU7Rr1w6HDx+WW0+sc+fO/GPIcRy8vb0VHg+p/tQeQvjXX39h6dKlpe5njOGHH35Qqy3GGDiOw+eff65uGIQIIiIiotR9iYmJGoiECIUxxq8eWN5J3PPz8wWLixBCCCGEfHgKCgowZMgQnDhxAgCgra0NfX19XL58GZcuXcKGDRuUtnHt2jVMnToV2dnZMDU1hY6O9Nf08ePH48qVKwAAAwMDGBkZISUlBUFBQQgKCsLff/+NwMBAODk5lWr77du38Pb25pNV+vr6yMzMxL59+3D8+HFs27atzMd+6tQpjBw5EpmZmXzbHMfhxYsXePHiBXbt2oVTp06hdevWctuYOnUqfv/9d2hra8PY2BgZGRm4desWhg0bhk2bNuHLL7/ky5qbm8POzg5v374FAFhaWkpNR2RlZVXmYyHVQ5mGEDLGpC7y7ld20dPTw8KFCzF48GDBDogQdbi6upa6T1tbWwORkLJKT09HcHAwf3nw4AG/LTWlEK9DcqQu0VF5/PboqLxS22Nj/ktahYSE8O2mp6dX6nERQgghhJCqb9WqVThx4gQ4jsPKlSuRkpKC5ORkxMfHw8/PD/PmzVP6A/n06dPRqlUrPHnyBOnp6cjOzsa6dev47S1atMDvv/+OiIgIZGdn4/3798jJycHJkyfh4eGBsLAwTJkyRWbbfn5+ePnyJczNzXHgwAFkZmYiPT0dDx8+RN26dTF16tQyHXdwcDCGDBmC7OxszJs3DxEREcjJyUFWVhYePXqEHj16ICkpCT4+PnI/Rx8/fhy7du3Cr7/+ivT0dKSlpSE8PBydOnUCAHzzzTdITk7my2/YsEGqV5e/vz8SEhL4i7+/f5mOhVQfavfAktUtb8mSJeA4DsOHD0f9+vUV1tfS0oKJiQnc3d3RqVMnypISjRo6dCiePHkidZ9kt1RStaWnp6N///7IysqSuf3i2TRcPCt/TrPd25MUtr9p0yb+urGxMU6cOAEzM7OyBUsIIYQQQj4omZmZWLNmDQBgwYIFWLBgAb/Nzs4OO3bsQHx8PM6dO6ewHVtbW5w5cwaGhoYAir+P1K5dm9++fv36UnX09fXRt29fNGrUCPXq1cOZM2cQGRkpNdzv+vXrOHv2LABg79696Nu3L7/tk08+wfnz59GgQQP1DxzA7NmzkZeXh/Xr12POnDn8/RzHoWnTpjhx4gRatWqFx48f488//8RXX31Vqo2UlBTs2bMHY8aM4e9zd3fH/v374e7uzifpxo0bV6YYyYdH7QSWl5cXvLy8pO4TL2M5atQoDBgwQJjICKkEurq6/PUGRgZ4kZ1Lk7hXI+Hh4XKTV0LLyspCeHg4zdlHCCGEEEIAAOfPn0dmZiZ0dXUxd+7cUts5jsOCBQuUJrC+/PJLPnmlLjc3NzRs2BCPHj3CzZs3pRJY4nmkmjZtKpW8ErO2tsbUqVOxfPlytfYZHh6OK1euwNjYGNOnT5dZRk9PD0OHDsXjx49x/vx5mQksFxcXjB49utT9Dg4OaN26Na5fv46nT5+qFRv5sKmdwJJl0aJFAKC09xUhVY3khIfOBvp4kZ2rdBJEUjWNG28DZ1c95QXVFP0mH7t30LxohBBCCCEV4XVIjqZDKLOgoCAAQMOGDeWOLGrbti10dHQULg7Utm1bpfu6cOECduzYgbt37yI+Ph45OaUft7i4OKnb4qk1FE1u3rlzZ7UTWDdv3gQA5OXlyZySRUwcY1RUlMztnp6ecke/ODo6AijupUWImKAJLEKqG/GYal2OQ0294t5Y2dnZyM3NhYGBgSZDI2pydtVDXY+y/XJFCCGEEEI0Y8WiWE2HUGbiua0cHBzkltHT04O1tbXcFfkAwMbGRuF+Zs6cKTW1hY6ODqysrPjRJMnJySgoKCg1MkEcnzgZJIuibfLEx8cDKF6xWzyhuiLZ2dky7zc1NZVbR/xdTLw4EyFAGSdxL4/09HSpidgI0aSkpOI5kCx0tGGhq13qfkIIIYQQQgipSIoWkTpz5gyfvJoyZQpevHiBvLw8vH//np+8/NNPPwUAqQXWKlJRUREAwMPDQ6XF2yIjIyslLvLhE6QHVmFhIR4/fgygeFW3GjVqlCpz6dIlzJkzhx/D6uTkhIULF2Ly5MlChEBImYh/CbHS1UENieVqExISZC5DSwghhBBCCBHOwiXq9wASghA9v8Q9p8Q9kmTJz8/H+/fvy7yPQ4cOAQA6deqE3377TWYZeb2gbGxsEBISUmpooaTYWPUfBzs7O75uUVERreJOKo0gCayAgAAMHz4cHMfh2bNnpRJYd+/eRe/evVFYWMhnhaOjozFt2jQkJydj/vz5QoRBiNrEJ3MbXV3Y6P03oXtsbCw8PT01FRYhhBBCCCEfheo8BcQnn3wCAHj27BlSUlJgaWlZqsytW7fKNQwuJiYGANCqVSu520NDQ2Vua9myJa5fv44rV67IbT8wMFDtmNq1awegeBXGK1euoEuXLmq3UR4cx/G9u8jHRZAhhOKlOZs1ayZzIve5c+eioKAAjDHY2NigefPm0NLSAmMMixcvRlhYmBBhEKKWgoIC/hcHe31dWOpoQ///JxF88+aNJkMjhBBCCCGEVHE9evSAiYkJCgoKsH79epllVq9eXa59mJubAwBevnwpc/sPP/wgN5EzbNgwAEBwcDDOnDlTantycrLcXl2KeHh48Emsb775RuaE8mKMMcFXeTczMwMAWnzrIyRIAuvx48fgOA6dO3cute3Vq1e4ceMGOI7D8OHDERsbi4cPH+LKlSvQ1dVFQUEBtm/fLkQYCqWlpWH79u2YMmUKhg4dijFjxuDHH3/E7du3y9ReUVERHj16hCNHjmD16tWYPHkyBgwYgAEDBmDfvn1K6//yyy98eXmXL7/8skyxEdW8efOGH7/tqK8HjuPgqF+8ih0lVQkhhBBCCCGKmJiYYO7cuQCAlStXYvXq1cjMzARQPKxvwoQJuHjxIoyMjMq8j+7duwMATp06hTVr1iA3NxdA8UiSyZMnY9euXTJ7fgFA+/bt0atXLwDA6NGjcejQIf77T3BwMHr06IH8/PwyxbV582YYGhriwYMH6NixIy5evCi10mJYWBg2b96Mpk2b4sSJE2XahzyNGzcGAOzfv59/PMjHQZAElnh1gwYNGpTaJu6dxXEc/ve//0Hn/+cZat++PQYMGADGWJm6LaojKioKX375JY4dO4b4+Hhoa2sjKysLwcHBWLlyJbZt26Z2m0lJSfjhhx+wa9cu3LhxQ+GqEoro6enBwsJC5kWcWSYVQ/JXDBcDPal/Q0JCNBITIYQQQgghpPpYuHAh+vTpA5FIhPnz58PCwgJWVlawt7fHX3/9hZ9//hnW1tYAUKZVzv38/NCmTRsAwLfffgtjY2NYWlrC0dER27Ztw5IlS9C0aVO59Xfu3In69esjNTUVw4cPh4mJCczNzfHJJ58gJCQEv/76a5mO+5NPPsGJEydQo0YNPHjwAN27d4eRkRGsra1hYGCAOnXqYMaMGXj69Cm4/x/lIpRJkyYBKJ4fzNzcHM7OznBzc8PIkSMF3Q+pegSZA0s8KZ2szO+1a9cAAC1atCg1KbaXlxeOHDmC169fCxGGTAUFBVi+fDnS0tLg6uqKr776Cu7u7sjLy8OxY8ewd+9enDhxAu7u7ujWrZtabRsaGqJWrVqoU6cOateujf379yucwE+WDh06YPbs2WrVIcJ4/vw5AMBQSws1/3/+q1qGBghMzUBSUhLevXsHW1tbTYZICCGEEEIIqcJ0dXVx/PhxbN26Fdu3b8erV68AAF27dsW8efPQs2dPLFy4EABgYWGhdvt6enq4ePEili9fjn/++QfR0dHQ0dFB9+7dMXPmTPTr1w///vuv3Pp2dna4e/cuVq5ciUOHDiE6OhpGRkbo27cvfvjhBxgaln0Osq5du+L169fYunUrTp48iZCQEKSmpsLExASNGjVCmzZtMHDgQLW/Zyvj6+sLxhj++OMPPHv2DLGxsWCMwc3NTdD9kKpHkARWXl4eACArK6vUtps3b4LjOHh5eZXaJl69ID09XYgwZDp37hwSEhKgr6+PH3/8kV8pQl9fH8OHD0dycjJOnz6NPXv2wNvbm+8hpoyNjQ0OHDgglU0+evRohRwDqRiPHj0CANQx1IfW//8d6xrpS20Xd9klhBBCCCGEEFm0tbUxY8YMzJgxo9S20NBQfg6ohg0b8ve7ubmpPAm5sbExfvrpJ/z0008ytysb0WRqaqqwvrw4/Pz84Ofnp7BtS0tLLFy4kE/SqWLnzp3YuXNnucqoEhv58AgyhFDc86rkEpwhISF8j6S2bduWqiceb6tq0qgsxC/mTp068ckrSUOGDAHHcUhOTsaTJ09UbldLS0vwrpCk8mRkZPA9/+ob//erg4uBPgy1iv+uDx8+1EhshBBCCCGEkA/DqlWrAAD169eHi4uLhqMhpHoTJIHVsGFDMMZK9UDav38/f71jx46l6okTXrISS0LIycnhkxQtWrSQWcbGxoYf2ijukUM+fA8fPoRIJAIANJRIYGlzHDyMim/fv39fI7ERQgghhBBCqo+hQ4fixIkTSElJ4e8LDQ3F5MmT+QXLvv76a02FR8gHQ5CuT3379kVgYCAePHiAb775BuPHj8eDBw+wbt06cByHdu3ayUxSiXu41KtXT4gwSomJieG7Q7q6usot5+rqiujoaERHR1dIHIo8fvwYU6ZMQWJiIvT09GBvb4+WLVuib9++cleTIOV39+5dAIA+x6GuofRkio1NDBGcmY2IiAiaB4sQQgghhJAK5DcyVNMhlFtAQACOHDkCoHi4HmOMX40QACZPnozx48drKjxCPhiC9MCaPHkyP5/VunXr0KhRI4wbN46fE2v+/Pml6hQUFODcuXPgOA6enp5ChFFKcnIyf93KykpuOfE2yYx5ZRFPFm5gYIDc3FyEhYXhn3/+wZdffkk9wirQ7du3AQANjA0RlpOLkU9DMfJpKEKyctDE5L9lbu/cuaOpEAkhhBBCCCHVwG+//YYhQ4agbt264DgOeXl5cHBwgI+PD06ePInff/9d0yES8kEQpAeWqakpTp48CR8fH6l5sDiOw/fff4++ffuWqnPs2DGkpaWB4zh07txZiDBKyc3N5a/r6+vLLSfelpOTUyFxyFK7dm3Uq1cPrVq1Qo0aNaClpYXs7GzcvXsXO3fuRHJyMlauXIn169fD0dGx0uL6GCQkJODNmzcAIJWsEnPR14O5jjbSCotw584d9O/fv7JDJIQQQggh5IO180CdKtPzaueBOuVuY+LEiZg4caIA0RBCFBFs9vSWLVvi1atXOH36NEJDQ2FsbIxu3bqhfv36MsvHx8fD19dX7gqFHzpZSREjIyN4e3ujYcOGmD17NjIzM7F//37MmzdPAxF+uMTDBwGgqYkhsotEUts5jkMTY0NcT8vE3bt3wRijCfsJIYQQQggRUHkSR69DcrBiUXHHiYVLHFHXw1BJDULIh0DQ5f8MDQ0xZMgQlcrKWmJUaAYG/81tlJeXByOj0r1txNuA4virAltbW/Tt2xcHDx7E/fv3IRKJoKUle7Tnnj17sG/fPpnbkpKSKjLMauvevXsAAHMdbTjp6+FVdm6pMo1NjHA9LRPJyckIDw9H7dq1KztMQgghhBBCCCGE/D9BE1hVjeS8V8nJyXITWOK5sqrSpOniie2zs7ORkZEBc3NzmeWysrLw7t07mdvEq+wRaeLFAxoZG8rtWdVIYmXChw8fUgKLEEIIIYQQQgjRIEEmcZcnPz8fCQkJiIqKqsjdyOXk5MQnKBTFIN7m7OxcKXEJydjYGLa2tjIv8nptfczevn2Lt2/fAgA8jAzklrPR04WVTnF+9/Hjx5USGyGEEEIIIYQQQmQTvAfWq1evsGHDBpw7dw4REREAiucUKiwslCp34MABhIeHo2bNmhW2pKihoSHq1q2LV69e4eHDh2jXrl2pMklJSYiOjgYANGvWrELiKItXr14BKD4GU1NTueXGjh2LsWPHytzm5OQkNak+AV68eMFfr6MggVW8XR930wul6hBCCCGEEEI0q66HoSCTrxNCqhdBE1irV6/GDz/8gKKiIjDGFJbNysrC999/Dx0dHfTr1w+2trZChsLz9vbGq1evcPXqVYwYMQI2NjZS2/39/cEYg5WVFZo0aVIhMZSkbFLwxMREnD59GgDg6elJPakEFBpavNqJFgBnfT2FZd0M9HE3PQtRUVHIy8tTuJIlIYQQQgghRLHoN/maDkGuqhwbIaSYYAmsVatWYeHChWCMQVtbG61bt4a2tjauX78us/yoUaMwY8YM5OXl4fjx4xW27GjPnj1x/PhxJCQkYNmyZZgzZw7c3d2Rl5eHEydO4NSpUwCKezLp6Eg/HBMnTsS7d+/QpUsXzJ49u1TbWVlZKCoq4m+L55zKy8tDeno6f7++vr5U8iMwMBC3b99G586d0bBhQ5iZmQEAcnJycPfuXezatQsZGRkwNDTEqFGjBHssCPjedjZ6utBTkhh0/P8El0gkQlxcHNzd3Ss8PkIIIYQQQj5Uu3ckajoEQkg1JkgC6/Xr1/jhhx8AAI0bN8ahQ4fg4eGBY8eOyU1gGRkZoUuXLjhz5gwCAwMrLIGlq6uL77//HgsXLkRkZCRmzZoFIyMj5Obm8gmnfv36oVu3bmq3vWLFCjx9+rTU/UePHsXRo0f52yNHjsTo0aP52yKRCLdu3cKtW7cAFA8T1NHRQVZWFh+Tubk5vv76azg5OakdF5FPPP+Vja7yp7613n9l3r59SwksQgghhBBCCCFEQwRJYG3evBlFRUWwsLDAuXPnYG9vr1I9T09PnD59Gk+ePBEiDLlcXFywadMmHDlyBHfv3kVSUhKMjY1Rq1Yt9O3bF23atKnQ/ZfUpEkTjB07Fi9evEBsbCzS09ORnZ0NY2NjODs7w9PTEz179lQ49xUpm9TUVACAmY620rLm2v+VEdcjhBBCCCGEqOfPP//UdAiEkA+AIAmsS5cugeM4jBs3TuXkFQC+R4t4WFdFsrCwwIQJEzBhwgSV6yg70a5cubJMsdja2mL48OFlqkvKJycnBwBgoMK8YpJlxPUIIYQQQggh6mnevLmmQyCEfAAEmR1cnIDy9PRUq564h1FmZqYQYRCilHhxAVWe+JLz7IuHdhJCCCGEEEIIIaTyCZLAysvLAwAYGBioVU+cuDI2NhYiDEKU0tXVBQDkK1klEwAKRP+V0dNTvGIhIYQQQgghhBBCKo4gCSwbGxsAQGxsrFr1nj9/DgCws7MTIgxClDIxMQEAZBcp71GVJdHrSlyPEEIIIYQQQgghlU+QObCaNWuGmJgYXLx4EbNmzVKpDmMMR48eBcdx+PTTT4UIgxClLC0tAQBphYVKy6YVFpWqR6qu1cvjoMUpL6cukfLOeoQQQgghhBBCKpggCaz+/fvj1KlTOHv2LO7du4dWrVoprbNp0ya8fv0aHMdh4MCBQoRBiFK2trYAgPcFRUpKAskF/yW5xPVI1VVYQJkmQgghhJCqSN25kjXt/v37mg6BECKDIEMIfX194eDgAJFIhAEDBuDmzZtyyxYUFGD16tWYO3cuOI6Dh4cHBg8eLEQYhCglXiUzpbAQhUq61iTmFwAAtLS0KIFFCCGEEEIIIYRokCA9sPT19bF371706NED7969Q8eOHdG2bVupYVdff/01oqOjcfnyZSQlJYExBgMDA+zZs0eIEAhRiTiBxQAkFRSgpr78ydnf/X8PLFtbW+joCPJSIYQQQggh5KNlM94eeq7qLfxVWfLf5CJxR7ymwyCEKCDYt3IvLy8EBATgs88+Q3JyMm7dugUA4LjiSWnWr18PoHjuKwCwsLDAP//8gxYtWggVAiFKOTg48NeTCgoVJrCS/r8HlmQdUnXp6HIVNgcWDU8khBBCCCk/PVcDGHrQCvSEkLIRtFtJ79698fTpU6xZswZ///033r9/X6qMubk5xowZg++++44SA6TSSQ4FlJzjSpaU/5/EnYYPVg/ffu+Auh6Ggrf7OiQHKxapt8IqIYQQQgipODkhWYhdFAEAcFziTkkxQj4Sgo+LqlmzJtavX4/169fj+fPniIyMRGpqKkxMTODk5ITmzZtDS0uQqbcIUZvksNaMIpHCshn/n8CiFQgJIYQQQgghhBDNqtCJfRo2bIiGDRtW5C4IUYu+vj60tLQgEomQL1KcwMpjxdsNDKrmOH1CCCGEEEIIIeRjQV2hyEeFMcbPw8YpmS+JQwVMqEQIqTRv3rzBlClT0KVLF0yZMgVv3rzRdEiEEELKICAgAAMHDkTPnj2xYcMGFBYqngaCEELIh6lSl1YLCgrCtWvXUFhYiObNm6NLly6VuXtCkJmZySewjLS0FZY10tZCjkiEtLS0ygiNECKgwsJCzJo1CzExMQCABw8eYObMmThy5AitKkoIIdXI7du3sXz5cv7233//DWNjY0ycOFGDURFCCNEEQXpgxcbGYubMmZg5cyYePXpUajtjDBMmTICnpyfmzJmDr7/+Gt27d0eHDh1kTvROSEWJjo7mr9fQVfwl1vr/t4u/ABNCqo/IyMhSr93Y2FgsWLBAQxERQggpi3///bfUfX/++SeePHmigWgIIYRokiA/Qx84cACbN2+GsbExVq5cWWr7xo0b8ddff5W6/9atWxg2bBguXbokRBiEKCX5YcfVQE9hWVcDfYRk5+L58+coLCykXhuEVCP6+voy7798+TIyMzNhYmJSyRERQggpi/T09FL3FRYW4vTp02jSpIkGIiJCCR35VJB2xKsRllWdA40FiaOyLV68GEuWLIGXlxcCAwPVru/m5oY3b97gr7/+gp+fn+DxyRMYGIjOnTsDAD8y5mPC/f88NpcvX4a3t/dHt//yEqQH1rVr1wAAnTt3LvWloKioCKtWrQIA6OrqYtasWfjll1/QokULMMZw5coVnDp1SogwCFFK/Fy11dWBtZ6uwrINjQ0BFA87DA4OrujQCCECsrCwkLutqKio8gIhhBBSLvIWhMrMzKzkSIiQhEpeCaEqxUJIWQUEBGDx4sUICAjQdCgVSpAEVnh4ODiOQ+vWrUttu3z5Mt6+fQuO47Blyxb8/PPPmDlzJq5cuQIHBwcAxT24CKlo8fHxuHv3LgDgU3PlvS+amRhB7/8z1MeOHavQ2AghwtLT+6+HpbGnKcx6WPG35fXOIoQQUvVoa/83Z6mv9Wg46zkCAAoKCjQVEiFVgrW1NTw8PODi4qLpUEgVEBAQgCVLlihNYHl4eMDDwwNGRkaVE5jABBkTlZSUBABwd3cvtU08PNDExATjxo3j7zc2NsaoUaOwbt063L9/X4gwCFHo77//hkgkAgB0tjRTWt5QWwvtzE0QmJqB8+fPY9q0aXzSlRBStenp6UFbWxtFRUXQr2UI8aKiWlpalMAihJBqRPzZDQB6mnfDtYxbAKg37YdEU0P4qnvPqy+//BJffvmlpsMg1czLly81HUK5CNIDKzk5GQBgYGBQatvNmzfBcRy8vb2lfhEHgPr16wMonliXkIoUHR0Nf39/AEArM2M46Cue/0qsv7UlOBR/SNqyZUsFRkgIERLHcfx7EssTgeUVz7FgYGDAj/0nhBBSvXD//x8hhJCPkyAJLPHk1iVXFCwoKMC9e/cAAB06dChVTzxHSW5urhBhECITYwyrV69GYWEhtAAMt7VSWkfM0UAPnSxMAQDnzp3jn8+EkKpPnKhiTPw/UPLqA/bkyRN89tln6NKlC7766iu+dzghpHr7GCd5JtWPSCTCli1b0KJFCxgbG6NGjRro2rUrP9ezm5sbOI7Dzp07+TqBgYHgOE7hZxNFZRYvXsx3FJGFMYbff/8dnp6efEzdunXD2bNnVT6uI0eOoH///qhZsyb09PRgY2OD3r174+jRowrrvXv3Dl988QVcXFxgYGAAFxcXTJkypcI6ruTk5ODnn39G+/btYWVlBX19fbi4uOCzzz5DUFBQqfJ9+vQBx3GYMmWKwnY3bdoEjuPg7Ows1RsUKM51bN26FR06dIClpSUMDAzg7u6OCRMmlKmX086dO8FxHNzc3NQqI36O7Nq1CwCwa9cu/jkjvkRGRvLlxffJm/j//fv3+O6779CkSROYmJjAxMQETZo0wcKFC/mOSyWVfJ6+ePECY8eOhb29PfT19VGnTh3Mnz9fkLkLBUlg2dvbAwCePXsmdX9gYCBycnIAAG3bti1VT7yqiLGxsRBhECLTsWPHcPv2bQBAzxrmcDZQb/jQKLsaMNIqfqksW7aMJg0lpBpgjPHvP1r6WuD0i1/Dubm5pT6AkOovNTUVM2bMwIsXL5Ceno6rV6/iu+++03RYhBABSCawOO6//leU2CJVRUFBAXx8fPDll18iKCgIeXl5YIzh8uXL6NevHzZu3FjpMRUVFWHEiBGYOnUqHjx4gLy8PIhEIly6dAl9+vTBpk2bFNbPyspC//79MXToUJw8eRJv376FoaEhkpKScPbsWQwePBiff/65zNdhSEgImjVrhq1btyI6OhpaWlpITk7GH3/8gRYtWiAsLEzQYw0NDUWzZs3w1Vdf4ebNm0hPT4eenh6io6OxZ88etGrVCtu2bZOqM2bMGADA4cOHFc6nt3fvXgDAqFGjoKX1X+okOTkZnTp1whdffIEbN24gKysLBgYGiIyMxI4dO9C0aVPs27dP0OOUR09PD3Z2dvzIAwMDA9jZ2UldJOcSVCQ4OBiNGjXCTz/9hKdPn4IxBsYYnj59ipUrV6JRo0Z4/PixwjYuXrwIT09P7N27Fzk5OSgsLERYWBhWr16N7t27l3v+QkESWK1atQJjDAcPHpRa6nbz5s0AihNUn376aal6ISEhAAAnJychwiCklDdv3mDdunUAilceHGFbQ+02LHR1MM7eGgAQFxeHNWvWCBojIUR479+/5+dH0bbQgY5FcU/hoqIiub8ekerr8ePHpX5cePjwIU6ePKmhiAghQpH8gnwr4y5EKL5NP0aQqmLVqlU4ceIEOI7DypUrkZKSguTkZMTHx8PPzw/z5s1DYmJipca0du1aHDp0CBzHYcmSJUhOTkZKSgpiY2MxcuRIzJ07V2FM48ePx8mTJ9G4cWMcP34cWVlZSEtLQ3p6OrZs2QJTU1Ps3LmT/54lVlBQgGHDhiEhIQFOTk44d+4csrKykJmZicuXL8PY2Bhz584V7DgzMjLQu3dvvH79GgMGDMD9+/eRm5uLjIwMxMbGYtasWSgqKsK0adNw584dvp6Pjw+MjY2RnJyMM2fOyGw7LCyMryNOeIn5+fnh9u3bMDExwc6dO5GZmYnU1FS8fv0aPXr0QEFBAfz8/PDgwQPBjlWedu3aISEhASNGjAAAjBgxAgkJCVIXZ2dnpe2kpaVhwIABePv2LerWrYsrV64gKysLWVlZuHz5MmrVqoWEhAQMGDBAKudT0vDhw9GvXz9EREQgNTUV6enp+Omnn8BxHG7fvo3t27eX63gFSWCJ/6CJiYnw9PTE/Pnz0aNHD/6FPHz4cOjq6paqJ54fq1GjRkKEQQiA4p59wcHBuHfvHmbPns33wuhvbYE3uXkIycqRukTl5vF1o2RsD8nKQU09HXgYFme1T58+ja1btyp84RJCNEvy1730yynIfp7F3w4NDdVESKQCWVnJHhp+7ty5So6EECI0yalGNrzdijd5UQCoBxapGjIzM/kftxcsWIAFCxbA1LR4+hE7Ozvs2LEDXbp0QXZ2dqXFlJ2djZ9++gkAMHfuXPz4448wMytewMre3h579uxBx44d5cYUGBiIf/75B+7u7ggMDET//v35FetMTU0xffp0/PHHHwCAn376SapHzcGDB/HkyRNoa2vj5MmT6NGjBz+szNvbG2fOnBF0+qB169YhNDQUPj4+CAgIQMuWLfnpjRwcHPDLL79gypQpKCoqwooVK/h6xsbGGDhwIID/elmVJO5B1bhxYzRr1oy//+bNmzhx4gSA4uF6vr6+/FzfderUwfHjx9GkSRMUFBTg+++/F+xYK9qWLVsQHR0NExMTXLhwAZ06deK3eXt74/z58zA0NMSbN2/w66+/ym3H09MTBw4c4Ic5GhsbY/78+ejbty8A4J9//ilXnIIksPr27Yt+/fqBMYawsDCsXbsW//77LwDA3NwcixYtKlUnISEBN2/eBCB7eCEhZZGeno7+/ftj4sSJmDZtGqKjo/lt2+OTsCgittRle3yS0jKLI+IQkvPfyXbHjh3o27cvJbEIqaIkuzfnheYg83qazG3kw9CoUSP+A6skWYvLEEKql+fPn0vdLgKtPkiqjvPnzyMzMxO6uroyexZxHIcFCxZUekzp6enQ0dHBN998U2q7lpaWwmH2O3bsAFDcC6tGDdmjV4YOHQp9fX0kJydL9TI6fPgwgOL8gGTSR8zDwwPDhg1T63gUEcc6d+5cuXOJiTvbXLp0SWr1UvH9J06cQEZGRql64gRWyd5X4gRMo0aNMHjw4FL19PX1+cf33LlzSE1NVeeQNEZ8XL6+vnB1dS21vXbt2hg3bhyA4kSlPPPnz5f5t/Dx8QEAPH1avtU/S3/aK6N//vkH3333Hf766y+kpRV/UWjTpg22bNkis8vaH3/8AZFIBI7j0L17d6HCIB+58PBwZGVlKS8ogJycHDx//hxt2rSplP0RxaLf5FerdknFunr1qtxtd+7cweTJkysxGlLROI6Dk5MTIiMjoefqhsKkRIiysmBtba3p0Agh5URzj374ckIq57N7RRBPEN6wYUO5vYHbtm0LHR0dFBYWVkpM4oRSw4YNYWNjI7NMhw4d5MYk7mSybt06fkogWcQ9r6KiovjvQ+J9y5tYHgA6d+6MPXv2KD8QJWJiYvjOCkOGDJGbwBInrbKysvD+/XvY2toCAHr06AEbGxskJibC398fvr6+fJ2HDx/i5cuX4DgOo0ePlmpPfIxdunSRG1u3bt0AFPcUDQoKQufOnct4lJUjPz+fTywpO67ff/8djx8/RkFBgcxRdq1atZJZ19HREQCQkpJSrlgFS2AZGBhg/fr1+N///ofExEQYGRnx3SdlGTBgALy8vMBxHBo2bChUGITwxtvbwNVAT/B23+TmY0d88ZjxXbt24dNPP6WVzaqA3Tsqd24BUnWlpKQoXP3lyZMnSE5OlvtBk1RPbm5uiIyMRFF6OkT//0OGrF8QCSHVi7OzM548eVLqfskJlUn1FrsoQtMhlJl4HikHBwe5ZfT09GBtbY2EhIRKjUmcMJBFX19fbkzx8fEAoHLPIcmhiKrsW9E2dYjjBIpXPVSFZKw6OjoYPnw4tmzZgr1790olsMTDCjt27AgXFxepNlQ5Rmtra+jr6yMvL0/l2DQpOTmZT/QpOi7x3OXiOWXt7OxKlZGXAxL3ii9vIlewBJaYlpaWzAMpqXnz5kLvmhDk5//XW8bVQA8exoYVur979+7h2LFjfJdIUrlq1aoFY2PjSul1Z2xsjFq1alX4fkj5XbhwQebcKAb1jJD7KhsikQgXLlzgJ7skH4a6desiMDAQRSnJUvcRQqo3d3d3/ro2tGGkZYQMUenhPoQQYYgTGfv378fIkSM1HI18ksMB4+PjUbNmTbXbGDt2LLZs2YJLly4hISEBNWvWhEgkwoEDBwCUHj5INE/wBBYhmuTv71/p+1y3bh08PT1pNU0NMDMzw4kTJxAeHo7du3fj6tWrMDXTxsy58t/AoqPysHt78bxn4yZYw9lFX27ZEwHJeByUA2tra/zzzz/8BJik6mKM4dixYwAAHXs9mHWyQP6bXOi5GsC8Tw3EfBeOgtg8HDt2DMOHD6fekx+Q+vXrl7rPw8NDA5EQQoQk/rVeC1r4u/Y2LI1dhZe5GeVeip1UHY5L3JUXqgBC9PwSD9GT7A1UUn5+Pt6/f1/qfsm5G3Nzc2XO2yiemqcsMcXFxSmMKSkpSeY2Ozs7REVFISoqqkz7jomJUbjv2NhYtduVRbLTTFRUVJkSWG3atEHt2rURFhaGAwcOYPbs2QgMDERcXBz09PRkztdlY2ODkJAQhceRlJSEvLzihcLEQxaVET8fFE1yX5bngyqsrKygra2NoqIihccVExMDANDW1tbYSIYKS2C9efMGt2/fRnx8PDIyMmBqagoHBwd8+umn1KWfVIhHjx7h4sWLlb7fnJwcLFu2DL/99ht9GdYAMzMzNG/eHPfv38fVq1eRlVmEWnUMoK2t/G/h7KKPuh7ye+kV/X8PV2dnZ0peVROPHz9GSEgIAMC8qxUs+0nPgWTWxRLv/07Aq1ev8OjRI+oN/AEpmcBycXGBiYmJhqIhhAhF/IXNVNsEWpwWjLWNpe4n1Z+hh7GmQyizTz75BADw7NkzpKSkwNLSslSZW7duyUy4SpaNiYlBnTp1SpW5d++e2jG1bNmSjykpKUnmfJDXr1+XO5SrXbt2iIqKwsmTJ2VOAq9s3zExMbhy5Qpmz54ts0xgYKBabcrj7u6OmjVrIiEhASdPnkTr1q3L1M7o0aOxbNky7N27F7Nnz+Ynb+/Tp4/Mv6enpyeuX7+OS5cuyW1T/J2U4zj+OaKMeF/v3r1Dfn4+v7KhJEXPB/Gw6rKs0Kqnp4cmTZogODgY//77r8zJ6YH/jqtp06Yy57+qDIIPHj98+DA8PT1Rq1YtjB49GnPnzsXixYsxd+5cjBo1CrVq1YKnp6dGesqQD1dRURFWr15d6fttb1785ejBgwc4e/Zspe+f/Mfe3h4AIBIBye+FmSQz8V1xO4rmNSBVi3hSUE6fg5m3RantZl6W4PSLk5vylk0m1ZOtrS3Mzc3527K+CBBCqp+IiOJeMjY61lL/vnnzBiKRSGNxEQIUTwRuYmKCgoICrF+/XmYZed9R6taty/e6Evcel/T+/Xv8+eefZYrJ3NwchYWFWLt2bantjDH89NNPcuuPHz8eAHDt2jUcOnRI4b5KTsgt7rF08uRJmXPXvX79Wmmb6hDHunHjRoSGhiosK2/ycPEwwfv37+PJkyc4cuQIgOLhhbIMHz4cQHGCUFZOIy8vDytXrgQA9OrVCxYWFsoPBECTJk0AFP99Tpw4UWp7aGgoH5ss4h/by7rqofi4du/eLbP3XVhYGHbv3g0AGh1aKlgCSyQSwdfXFyNGjEBQUBAYY3IvQUFBGDZsGPz8/MqUISyLtLQ0bN++HVOmTMHQoUMxZswY/Pjjj7h9+3aZ2isqKsKjR49w5MgRrF69GpMnT8aAAQMwYMAAPmurivDwcKxbtw5+fn4YPHgwPv/8c6xbt45/syaqOXPmDF69elXp+/W2NIO1bnFHxi1btkjNwUUql+QEiwnx5f87FBYyJCUW/1omayVVUvVER0fzv+qZeVlC26R0J2NtE22YeRf/whUYGFim7vGkauI4Tuo84ObmprlgCCGCyM7ORnBwMACgjkEtqX8zMzPLvRw7IeVlYmKCuXPnAgBWrlyJ1atX8ytnvn37FhMmTMDFixdhZGRUqq6enh4/j+7y5ctx/PhxvlfU7du30a1btzJ9tzAyMsL8+fMBAGvXrsXy5cuRkVE8b1x8fDzGjRuHK1euyIwJALp3787PEzpmzBgsXrxYakhgZmYmLl26hIkTJ6Jjx45SdYcPH44mTZqgsLAQffv2lZqX9OrVq+jVqxf09eVP36Gub7/9FvXq1UNaWho6dOiAXbt28ccKFPdm+ueff9C7d2+5vck8PDz4Xmt+fn5ITU2Fubk5+vXrJ7N827ZtMWDAAACAr68vdu/ezf+dQkNDMWDAADx58gS6urpYtmyZysfi4uLCr+Y4Z84cXL9+HSKRCCKRCOfPn0f37t1haCh/5Ejjxo0BFPeue/36tcr7FZs+/f/Yu++4qur/geOvw2XvpaIgguLeu9ya5s6VZmrmqvSbZaWVaWn+2sOdqeXObe6RqaXmHuEeKCgyRAXZmwvn98eNm8QQ8MIFeT8fDx6P6z3nc877cgXOfZ/35/35H5UrVyY+Pp4uXbpkWdH78OHDdO3alaSkJKpUqcK4ceMKfHxDMVgC6+233+aXX37RJ6mqVavGuHHjmD17Nj///DOzZ89m3Lhx+Pj46Pf55ZdfePvttw0VQq6CgoIYP34827dvJywsDI1GQ0JCAufPn+fLL7/k559/LvAxIyIi+OSTT1i5ciXHjh0r1KoShw8fZtKkSRw+fJjIyEgsLCx4+PAhhw8fZuLEiRw5cqTAxyyLMjIyWLZsGQCOGk2xnttcURhcwQWAe/fusWfPnmI9v/jXox9W74Y8eV+Me2GpZN7YlQ/CpcP69et1F0kKOPZwyXU/xx6uoOjucGU26RRPh0cv7KRy8unm6+vLa6+9xoABA5gzZ47cQHpK7d69W99HpqlNEwAaWdfH9J8uKL/++qvRYhMi09SpU+nRowcZGRlMnjwZR0dHnJ2dqVixIsuXL2f27Nn6aXz/7XP11VdfUa5cOaKjo+nTpw+2trbY2try7LPPEhMTw/z58wsV0/vvv8+LL76Iqqp88sknODk54ezsjLu7O2vWrGHmzJn6Xlk5Wb58OS+//DJpaWnMmDEDd3d3HB0dcXR0xN7enueee46lS5fqfz4zmZmZsWnTJtzc3AgODtZXqNna2tK+fXvi4+OZOXNmoV5TTuzt7dm3bx8NGzbk/v37jBgxAkdHR1xcXLC1taVChQq89NJLj50pk1mF5evrC8CLL76YZ6Jt+fLltGzZkvj4eF599VXs7OxwcnKievXq7Nu3D1NTU5YvX65PjOXXvHnzsLa2Jjg4mLZt22JnZ4eNjQ1du3bFxcWFGTNm5Dq2X79+uLi4EBkZSc2aNSlfvjxeXl54eXnpe1flxcHBge3bt1O+fHlu3LhB+/btsbW1xcbGhg4dOhAQEICbmxs7duzIdaXB4mCQBJavry8LFy5EURScnJxYv349N2/eZMGCBUyYMIHRo0czYcIEFixYwI0bN9iwYQPOzs6oqsrChQv1/1GKQlpaGp9//jkxMTFUqVKFuXPnsmHDBjZs2MCwYcNQFIWdO3cWqneSlZUVdevWpU+fPrz33nv6KUz5ERQUxNy5c9FqtbRp04YVK1awbt06VqxYQevWrdFqtcyZMydf/9nKutOnT+urKNo4Fv8PUysHWyqY6+YAG7IkVhSMnZ2dvpljcFDKY/Z+vOA7/34YkqlIJV9SUhK7du0CwKaZHWZuuouOJL8E/Adfxn/wZZL8dKtVmlUwx6a5rsx69+7dJCUlGSdoYXCP9iHMqeeHeDqEhITw1ltvce7cOe7cucPq1auZO3euscMSBhYfH6+fPuVuVom6Vro+d7YaW1rb6aoU9u7dy/Xr140WoxCgS9rs2LGDefPm0bBhQ33voueee47ffvuNN998U9+z7b/Tyby8vDh16hSvvPIKFSpUQFVVypUrx7vvvsvff/+Nu7t7oWLSaDRs3LiRRYsW0aRJE31MnTp1Yvfu3bz11lt5jreysmLt2rUcOHCAl19+GU9PT5KTk0lOTqZy5cr07NmTWbNmcfjw4Wxja9asyfnz5xk3bhweHh5otVqcnZ15/fXX8fX1pVq1aoV6TbmpUqUKZ86cYdmyZXTr1g1XV1diY2P1sQwZMoRffvmFOXPm5HqMwYMHo3mkEOJxqw86Oztz5MgRfvjhB1q1aoWVlRWJiYl4enoycuRILl68WKgVDJs3b87x48fp27cvzs7OpKen4+npyfTp0zl69GieiSMXFxcOHz7MwIEDcXNzIyoqijt37nDnzp1c+539V+PGjbly5QqTJ0+mTp06+uq5unXr8tFHH3H58mUaNGhQ4NdlSIpqgDl848aNY/HixZibm3PixIl8NSo7d+4czz77LGlpabz++ussXLjwScPI0a5du/jpp5+wsLDgxx9/zJZpXrRoEXv27MHZ2ZklS5ZkWQ0iLxkZGSiKkuViecKECdy+fZvBgwczZMiQPMd/9dVXnDhxAm9vb2bNmpXlByY9PZ333nuP27dv07p1az788MMCvOJ/eXh4EBoairu7+1OdCPv000/ZtWsXViYK73lW5ItAXYnrDG93atrkXmZZWH4JSUy/HZrlHDsjolhzT7e6yK+//ioVO0by7rvvcuTIESp7mvPZt5457nPTL4kvpuvev6kz3HNt4r7+lwj27o7G0tKSw4cPZ/kZFSXPb7/9xieffAJApY+qYN1Q9wc+yS9Bv8qQ+wxvfaPYxIvx3P0yEIAZM2bQs2fP4g9aGNz48eP1rQGWLl1Kw4YNjRyRKApvvvkmp06dyvKcoijUqlWLL774IstUUlF6ZV7fAUx0e4vmtv9WMjxIC2di0EekqVqqV6/OihUrDDotSRhes2bNgH//FvsP/nf6p8/6ekaJ6b8xPHrNcPbsWcOdx9+f6tWrA7rebfI7SojCM0gF1uHDh1EUhWHDhuW7y37jxo155ZVXUFXVYCsR5CTz2O3atcuxTHLAgAEoikJkZGSOjeZyY2JiUugV5xISEvQrCPTt2zfbB2ONRqOfD3369GkSExMLdZ6yQFVVjh8/DkATOxvMjbQK4LP2/650dezYMaPEIKB27doAhIakkpL8ZI1dbwXolrCtVauWJK9KgX379gGgcTLFqv7jV56zqmeDxll3w2L//v1FGpswDvm5fTpptdpsySvQXQ9cu3ZN/7tAlG67du3SJ6+a2zSl2T/TBzOVNyvHQGfdKlk3b95k9uzZxR6jEPn19ddfA7prSkleCfFkDJLACg3VVTO0a9euQOMym7492hTOkJKSkvQNzJo0aZLjPuXKlcPDwwOACxcuFEkc/3X16lV9GV9ucWU+n5aWxrVr14olrtLo7t27REZGAlDXJudGhMXB1dwMt3+mEUpDUePJXL0jI+PfBFRhaLUqgbd00xAzGyKKkisxMVH/gda2hT2KyeMT2YqJgm0L3Yp1p06dIiEhoUhjFMWvsDeZRMmm0WjyrLTJq8GtKB1u3rypXyHNWePEa+VH5Pjz3MuxG3WtdDeufv31V+lDKozqxRdfZOfOnVlWuvP39+f1119n6dKlgK4vlRDiyeRvvtxjZCZjMufW5lfm/vmdk1lQISEh+nmbVapUyXW/KlWqEBwcTHBwcJHE8V+Z53F0dMyy5PejHBwccHBwICYmhqCgoAI3gCsrHl2tsYqVOdqMf2fEfh54l6L4+JLbnFtPS3PupaYRGBhYBGcV+VG/fn0URUFVVW76JVO7buGSmoG3U0hN1b3TMgWp5Dt69Ki+gbNNC/t8j7NtYU/M3oekpaVx5MgRunXrVlQhimIiSaunn6Io1KhRg0uXLmFu5oaDbWtMNXaERawA0E/TEaVTQkICH374ISkpKWjQMMHtf9hrcu75YqKY8FaFsXwUPJ2o9Gi+/PJLatWqRdWqVYs5avGkHp3KV1pt27aNzZs3A7q+rKqq6lcjBHj99dcZNWqUscIT4qlhkAqs8uXLAwWvYLp48SJAnisgPInMyhzQNVrLTea2RzPmRSnzPHnF9Oj24oqrNIqIiNA/djXLmo9NU1VSi+ArLZe2cZnnDw8PL7oXLPJka2ur//Did63wjbn9rv47tlGjRk8alihiu3fvBkDjoMGqlk2+x1nWskbjoPu5lTv3QpQemZWxWm0M5Z1fJEPVVcwqikLdunWNGZp4QjNnztQvzDPMdTA1rfJOSDqaOvCO25uYYEJycjIff/wxaWlPvhKxEAW1aNEiBgwYQPXq1VEUhZSUFCpVqkTfvn3ZtWsXixcvNnaIJZqbm1uBviZMmGDskIWRGCSB1bJlS1RVZfny5flOtkRGRrJ06VIUReGZZ54xRBjZJCf/O4Uor3LzzG3FtRJV5nke12yyuOMqjR59j61MDPLfudAyzy/vl3FlVive9EsmLa1wa1Rcu6LrO1e1alWcnJwMFpswvMDAQH0fPLs2jiia/FfgKCYKdm0dAThx4kSWik4hRMmVuSpXhppEhpqCVvvvjUEbm/wnsUXJcvbsWXbs2AFAU5vGdHPorN/ml3STwf4jGOw/Ar+km1nG1bSqzqB/+mHduHGDNWvWFF/QotCM1bg9J4aIZcyYMfz666/cuHGDmJgYUlNTCQ0NZevWrbJQTD7cv3+/QF+ZqzqKsscgUwhfeuklNm7cSHh4ON26dWPz5s36vlI5CQ4O5sUXXyQ8PBxFURg8eLAhwhBl3BMvp2mg88sUFuNq0aIF69atIzVVxf9GUoGnEaalqdy4nqw/lijZFixYoJsqbgIOXV0KPN7heWeif4tATVf58ccf+e6774ogSiGEIT1680pRTFEUXQ/KpKQkVFWVv8OlkKqq+iXurU2seK3cqwV6H19w6sHphLPcSglk2bJl9O3bF0dHx6IJVhjMkySOcltlWJROai4zXIT4L4MksPr160ebNm04evQoZ8+epXbt2rz00ks8//zz1KhRAxsbGxISErh58yb79u1j/fr1JCYmoigKbdq00a+4Z2iWlpb6xykpKVhb5/xBNiVFV3peXI0/M8+Ted7c5Ceu1atXs3bt2hy3PTq97mn16HualJ511TkzRSmyHlg5TSNMysjIFpMofk2aNEGj0ZCens6lC4kFTmDdvJ6k73/VsmXLoghRGMiRI0c4ePAgAPadnDArX7A+jABm5c2x7+RM7P5IDh48yF9//VXgBUmEEMXLz8/vn0cart8ajYW57qZpYmIiwcHBsspXKXTy5EmuX78OQD+n3jiaOhZovIliwiuuLzMj9CsSExPZuHEjr7/+ehFEKoQQwpgMksAC2LJlC23btsXPz4+EhASWL1/O8uXLc9w3M8Naq1YttmzZYqgQsnm0x1RkZGSuiYXMXlnFNVUoM65He3TlJD9xJSQk8ODBgxy3ZWRk5Pj80+TR9zhKm55l28delahpY/ikpF9CEtNvh2Z7PiotPVtMovjZ2NjQsGFDfH19uXQhkUFDCjb+4gXd9EFTU1NZPKEECw8P57PPPgPAxE6Dy6AKhT6Wy6DyJJyKIT02nc8++4y1a9cWWW9GIcST8/X1/edROhlqOkkpAfptFy9elARWKbRx40YAbEys6eLQqVDHqG1Vk1qWNbiefIMtW7YwatQoTE0N9lFHCCFECWCwpkGurq6cPXuWcePGYWlpiaqquX5ZWlry5ptvcubMGVxcCj7lI788PDz05ceZDSFzkrmtcuXKRRbLozLPEx0dTWxsbI77xMTE6Of25nUhZmNjQ/ny5XP8MjFyT6jiUKlSJf3j+6nGbdr54J/zV6xY0ahxCGjVqhUAwXdSiYos2Cqnl87rEliNGzeWaroSKjk5mQ8++ECf5C//mjsa+8J/SNHYmVLuNV1PnaioKN5///0sU5SEECVHcnIyDx8+zHX7nTt3ijEaYQj37t3j2LFjALSza4OlieVjRuTueYfnAN0shL/++ssg8QkhhCg5DHpbwsbGhgULFjBjxgz27NnDqVOnCAsLIy4uDjs7OypWrEjLli3p2bNnkSauMllZWVG9enVu3LiBr6+v/kPtoyIiIggODgagYcOGRR4TQJ06dTA1NUWr1eLr60uHDh2y7XPu3DkAzMzMqF27dq7HGjZsGMOGDctxm4eHB6Gh2SuFniYeHh766WKhKak4mRbPNND/ylBVQlNSAfDy8jJKDOJfrVu35ocffgDg4vkE2ndyyNe48AdphIak6o8hSh6tVsvHH3/MpUuXAHDo7oJtC/snPq5tc3scergQs+chly9fZsqUKXz77bdy916IEiY1NTWXLSZAhqxAVwqtWbNGP2ugs0OHJzpWC9umOETYE5Meyy+//ELHjh2lJ5oQQjxFiqREx9XVleHDh7NgwQK2bNnC/v372bJlCwsWLGD48OHFkrzKlJkc+uuvvwgPD8+2fcuWLaiqirOzM/Xr1y+WmKytrWnevDkA27dvJz0969S39PR0tm/fDuiaSEsVSO7Mzc2pUqUKALeT8u4pVpTCUtNI+WdqbPXqeS/5LIqej48PFSroppSd903M97gL5xL0j9u0aWPwuMSTSU5OZvLkyRw6dAgA68a2uA5zM9jxXYe6Yd3YDtD9zfjggw+kEkuIEsbW1hZz86z97nRN3HUJEFdXVyNEJQrL39+fTZs2AdDEuiHu5pUeMyJvpoqpfvXCS5cusWfPnieOUZRMVjVt8FlfD5/19aSBuxBlyFN/a7lr167s2LGDe/fu8dlnn/Huu+/i7e1NSkoKO3fuZPfu3YCukum/d9rHjBnDgwcP6NSpE++88062YyckJGRJPmXePUpJSckyNdDCwgILC4ssY4cOHcqZM2cICAhg1qxZjBkzBicnJ6KioliyZAkBAQGYmZkxdOhQQ30rnlp16tTh1q1b+CcloxppLUL/xH8/5NapU8coMYh/KYpC27Zt+fXXX7lyKZHU1AzMzR+fr89MdlWuXFkq6UqYe/fu8eGHH3LlyhUALGtb4zbBE0VjuDvrikbB7Z3K3P06kORrifz111+88cYbfPPNN7i5GS5RJoQoPBMTE2rVqsXFixcxN/PA1bE7imJG6IMfAV1/VVE6REVF8cEHH6DVatGg4WWXQQY5bnfH5zkQe4iH2ki+/vprqlWrJv8vSpDUOyX3xlBJjk0IofPUJ7DMzMz4+OOPmTp1KoGBgUyYMAFra2uSk5P1CadevXrRuXPnAh/7iy++4PLly9me37p1K1u3btX/e/DgwQwZkrWTtKenJxMmTGDu3LkcOXKEo0ePYm1tTUKCrgLE1NSUCRMm4OHhUeC4ypoGDRqwa9cuorXp2Rq5Fxe/fxJYDg4O0jy2hGjTpg2//vorqSkq168k0aBx3nfnkpMzuH4lUT9WlAyqqvL777/z7bff6m8MWDe2xW2CJyaWhi8iNrEwodJkL+7NDSbRN44rV64wZMgQ3n//fbp16yZTUUo4WYa7bMhMYKVnxOLs8BwR0XuybBMl3927d3nnnXf0fWgHu7xIZQt3gxzb0sSS/5V/jS/ufkdSUhLjxo3j+++/l4VZSojwZWHGDkEIUYo9/V2+0SWL5s+fT58+fahYsSJpaWn6lcqmTJlitGV227dvz/fff0+7du1wcnIiJSUFZ2dn2rdvz8yZM2Up93xq0qSJ/vHtRONMI7yakARAo0aNykTz/NKgefPmWFrqGsGe9014zN5w+WIi2n/6vcvPXsng7+/Pm2++yccff6xPXjn2cqXipCpFkrzKZGJhQsWJnjj21k1Fio2N5ZNPPuHNN9/E39+/yM4rDEuSWU8vMzMzAFT1n5tW6r83r6RvXcl38OBBXnnlFW7dugVAV4fn6OXYzaDnqGtdm7HlR6OgEBcXx//+9z9WrFiRrW2HEEKI0qVAf+U7dSrcsraPoygKf/zxR5EcO5OjoyOjR49m9OjR+R6zZMmSPLd/+eWXTxoWVatWZdKkSU98nLKsSpUquLq6EhERwa3k4k9ghaemce+fFQibNWtW7OcXObOwsKBly5YcPnyY876JvDJKzbN65sI/SS5bW1saN25cXGGKHAQFBbFkyRL27t2rr5Q1dTal3Bvu2DS0K5YYFI2C61A3rOrZEL44FG2kltOnT/Pyyy/TvXt3Ro8ere+/J0omrbZgK5CK0iEpKYk///wTAAszd1RVi4X5v6tI79mzh/79+xsrPJGH8PBwZs2axf79+/XPDXDqw4vOfYukurWdfWssTMz58f7PpKSn8sMPP3Dw4EE++ugjqdQzgrNnzxo7BCHEU6BACaxDhw4Z/A+Mqub9oVKIx1EUhRYtWrBnzx4Ckop/7vrF+H+bhLds2bLYzy9y17ZtWw4fPkzkQy1Bd1Kp4mWR434ZGSoXzunex2effVbu4BvJ9evXWblyJX/88Yc+cYVGwbG7C84DymFipSn2mGwa2mE1szqRW8KJ/u0hqlZlz5497N27l+eee45XX31VPgiVIPr/N0B0dLTxAhFFIiUlhSlTphAWppuClJIaxJWAYdhaNcDMtBxp2nBmzpyJp6en3FAqQZKTk1m3bh3Lly8nMVH3t9ZBY88b5UfRxKZRkZ67pW1zKplVYv79RQSlBnPlyhWGDx9Onz59GDt2bLEuLCWEEOLJFfhTmpTki5KoVatW7Nmzh6SMf/9/3knObantJ/Pf457/J4FVoUIFvL29i+SconAe7WV14VxCrgmswFspxMbophW0bdu2WGITOhkZGRw/fpw1a9Zw5syZfzcoYNfWEecXy2NW3jz3AxQDEysNrkPdcOjiTOTmB8QdiSYjI4P9+/ezf/9+mjVrxrBhw2jVqpVMITayR6cH3bt3z4iRCEMLCgpi6tSpXLt2Tf9chqq7aRWfdBFryzpotZGkpKQwfvx43n77bQYPHiw/k0ak1WrZvXs3P/30E/fv39c/386uNcNcB2OvKZ6K2soW7nxZeTrbo3azLWoXaRlpbN26lb179zJs2DCGDh2Kra1tscQihBDiyRQogfXonU0hSpJnnnkGExOTLP9Hl4WFF/l5taqqr8Bq3bq1VBOWMK6urtSuXZtr165x0TeRF/o557jfhXO66YMmJia0atWqOEMss1JTU9mzZw9r1qzh9u3b/24wVbBv54jTC66YuWVPOKbHp5Mamv9Ky5Sg5BwfP465uyUa26wVX2blzakwzgPnfuWI2hlB3F/RqGkqZ8+e5ezZs3h5eTFs2DB69OiBublxk25l1aNJK+lX9nRITk5m9erVLF++nJQUXZsAc7NKpKbdzbJfSmowlSu+S/C9eWi1qcyaNYsDBw7wwQcfSJVkMVNVlT///JOFCxcSGBiof76aRVWGu75MTavqAMSnJxCaejeXo2QVlBKc4+PHcTevhK3GBlPFlAHOfWhr14o1ERs4lXCWpKQkfv75ZzZt2sTIkSN58cUXs60aLoQQomSReTLiqeDo6Ej9+vW5cOECClAcdYJWJgpx2nRS/qn6ksqdkqlNmzZcu3aNAP9k4uNzbt568Z/pg/Xq1cPR0bEYoyt7UlJS2Lp1KytXriQ8/N8ks4mtBocuzjh0dcbU0SzHsenx6QS+5YeaVLibKRFL87/ykWJlgtf8mtmSWABmbhaUf80d54EViPn9ITEHIsmISycwMJDPP/+cxYsXM3z4cPr37y8fhorR/fv3CQ0N1f/b19fXiNGIJ5Wens5vv/3GwoULH6neMaGcU18szT0Jvj8ny/5mZuWwt2lGVY//I+TefFLSQrl48SKvvPIK3bt3Z+zYsVSqVKnYX0dZc/bsWebNm8fVq1f1z1UwK89LzgN41raF/kZffHoCbwVOJEkteOuHpRGr8r2vlWLJfK+Z2Gp0KxGXNyvHuxXHcyPJnzUPN+KXfIPo6Ghmz57N2rVrGTduHN27d0ejKf4p60IIIR5PEljiqdG2bVsuXLiACrxbuQKO+exjFJScwtKwCABGV3TF0zJ/HzjdLc3ZcP8hoGsY3rx580LFLYpWq1at+Pnnn1FV+O7zu1T1+ff9PX4kjr9PJ3D7Vop+X1E0VFXlwIEDzJ07N0uVjJmbOY49XLBr74SJRd5TfVJDkwudvCooNSmD1NBkrGra5LqPqaMpLi9VwKlvOeL+iiZ6dwRp91IJD9f14Vm9ejUTJkygS5cuUp1ZDA4ePJjl30FBQfj7++Pj42OkiERhnThxgjlz5hAQEKB/zsrCh0rlRmNl6Y2qZmAX34y4BF1TaBPFioquw//Zz4tqlb8iPGo7EdE7UNU09uzZw/79+xk0aBBjxozBzq54pq6VJXfu3GHOnDkcOXJE/5yTxpH+zi/Q0b4dpkrWa7LQ1LuFSl4VVJKaTGjqXX3VV6YaVj586v4R5xMvsv7hr9xJDeb+/ft8+umnrF27lvfee0/6qAkhRAkkCSzx1OjQoQM//PADAJHadFo6FPwC1dPSgpo2VvnaN0NVORurm3r2zDPPYGlpWeDziaJXp04d7O3tiY2N5U5gCncC/12p8uCB2Cz7PvPMM8UdXpkQHx/PjBkzsiQYzD0tcOpXHtuW9igmBU/ulBtVEfMqhv+ZS72TTPiy/FdqAZhYmODQxRn755xIOB1L5JZwUoOSuX//PlOmTGHfvn18+umn0mOlCGVkZLBlyxYATGxsyUhMAFVl8+bNfPjhh0aOTuRXVFQUX375ZZbfFWam5ang8hIOts+iKLokt6KY4On2HglJ10hPj8XGqjampo76MSYm5lRwGYiTfUceRG4kOu4IaWlprFmzhj179vDhhx/SuXPn4n55T6XU1FSWLVvGihUr9Ct/WptY0cepF90cOmNh8vibgqPKDafKIytJGsKd1GCWheddqaUoCo1tGtLQuj7H40+x8eEWHmjDuXHjBmPHjqVr165MnDgRZ+ec2w+IgiltCUFZNVGIkslgCaxLly6hqipubm6UL1/+sfs/ePCAe/fuYWJiQr169QwVhijDvLy88PLyIjAwkLOxCXR3cSzS8wUkpRCl1U1J69ixY5GeSxSeRqNhxIgRLFq0iNTU3Bv7t2/fnjp16hRjZGVDYmIiY8eO5fr16wBonE1xHeKGbSuHQiWuMplXscyzOsoYFBMF22ccsGlhT/zxGB6uvYc2UsuhQ4d44403+Omnn7CxKVkxPy0OHTrErVu3AHDuN5Cka1dI+Ps0O3bsYPTo0bi6uho5QvE4oaGhvPHGG/oKTY2JHeWd++Pk0AUTJfvlqqKYYGtdN89jmpu54lHhf7g69uLewzXEJ14gKiqKyZMnM3bsWMaMGVMkr6WsCAgIYMqUKfpKORNMeN6hEwOc+2KnyX/Cvop55WwVUsXJRDGhjd2ztLRtxr7oP9gctZ3EjCR+//13Tp06xfTp06VNhBBClBAGSWAdO3aMtm3boigKx44dy1cC6/bt2zz77LOYmJhw8uTJUpeVFyVTx44dWb58OVcTkojVpmNvWnQ9DM7ExgO6BMmjq92Jkmf48OEMHz7c2GGUSQsXLtQnr2yfsaf86+6YWD/5z+XdzwOhKGblGaCBnmKiYNfGEZsmdjxYcpf44zH4+fmxaNEiJk6c+OQnEFmkpaWxYMECADQOjti37YClT3US/j5NSkoKixYt4uOPPzZylOJxpk2bpk9eOdq1x831FUzzSIIkJPlxO3Q6AN7uM7CxqpnrvpYWnnhV+ojYhLPcffAz2vQYFi1aRKNGjeT6s5COHDnCRx99RHKybhpgDUsfXis3gsoWHkaOrPDMFDN6OnWjjV0rfnm4jqNxJ4iOjubdd9/lf//7HyNHjpTp4AZQbvgozCtXMXYYOUoNvkP4qmXGDkMIkQeDJLA2b94MQO3atfM9Badly5bUq1ePK1eusHHjRrmAEAaRmcBSgbOx8XRydiiS86iqyul/pg82bdpUGn8LkYsDBw4AYFXfhgpvV36iqqtHqWnFsVTDkzGx1lBhvAcZCekkXohn3759ksAqAuvXr+fOnTu6fygKt996HasatbBu1ITE875s376dfv36Ubdu3tU6wniioqK4cOECAC6OPano+kqRnMfephmWHl74B00kQ03h8OHDcv1ZCCdPnmTSpEmkp6djggkvu7xIT8dumCh59zEsLRxM7Rlf4Q2esW3BovtLiM9I4Mcff0RRFEaOHGns8Eo988pVsKqee8JZCCHyYpC/NMePH0dRFLp161agcd27d0dVVY4ePWqIMISgdu3aVKxYEYBT/ySYisKd5FTupaYB0KlTpyI7jxClnarqEk2KiVI0FVMlnYKB/tKKnDx48ICffvpJ9w9FIT06CjU1hcTLF0iPjkYxN0dVVb755hvS03NehVQYn6WlJab/LLySlvZA/3ujKGjTY8hQddPJpZl7wcXGxvLxxx+Tnp6OhWLBR5Um0dupx1OTvHpUM5vGfFF5OuVNywHw448/cvnyZSNHJTIl3fTDf8Rg/EcMJummn7HDEUIUE4NUYN28eROgwL2sateuDYC/v78hwhACRVHo3Lkzv/zyC5fiE4tsGuGJmDgATExMpP+VEHno3Lkz69evJ/FCPOE/36XcyIooZk/fB52cqGkZhC8PI/GcbrqxNI02vLlz55KUlKT7x3+SHimBt3B6oT9RO7Zw9epVdu7cSd++fYs/SPFYVlZW9OrVi23bthGbcIao2AM4O3Qx+HnS0xMIvjcXULGwsKB3794GP8fTbufOnURHRwMwvsLr1Ld+8t6Rn9/9BsXAmX4Vw6xYW8GsPFMqTeLD4E9IUVNZs2YNX331lUGOLYQQouAM8tciLk73Yb6gd7Iy94+JiTFEGEIA/35IzABO/dOnypBUVeV4jO64zZo1w8XFxeDnEOJpMXbsWKpVqwZA7J9RBH8UQNL1J6+OVMwUFPMi+DIzTJlYkl8CwVMCiP0zCoCqVasybtw4gxxb6Fy5coXff/8dAOuGjbNtVywscerZB7MKboCuH5s+2SVKnAkTJuDu7g5AWMQvpKZFGPwc9x+uI037AIB3331XX7Et8i+zp2EFs/I0t21qkGOmqVpS1VSDfqWpWoPEBuBmXoHmNrrXmvn6hRBCGIdBKrDs7OyIjo4mKiqqQOMy97eysjJEGEIAUKdOHTw9PQkKCuJIdBxdDNwH63piMuFpuguj559/3qDHFuJpY2try+LFi5k8eTJnz54lNSSF0E9vY9PCHpdB5TH3sCzUcSt97FUkqxAm+SUQOv12ocenhiTzcOMDEk7H6p9r2rQp33zzDba2+V+VSzzekiVLAFDMzXHqM4DEi+ezVGGZWFmhmJvjMmgo9+bP5OHDh2zZsoWhQ4caKWKRFzs7O7744gtGjBiBqqYSHXeY8s4DDHb8jIxkomIPAbpVZwcMMNyxyxJ7e3sAYrSxxKcnYKt5+ldWVVWVu2m6BQZk2qkQQhiXQSqwMu+YnThxokDjMveXO2DCkBRFoUePHgDcSEzmbkqqQY9/OEr3wdTCwkKmBAmRD46OjixYsID33nsPGxvdh52E07EEve/PvTlBpNxJNnKETy7lTjL35gYT9L6/PnllbW3Nu+++y48//igLPRjY3bt39f0z7Ts8R3p0dLYphOnRUajJSdg0aaZf8WrTpk1F2l9JPJl69epRpYruvUpJDTPosVO1D1HR3Xzq3r27rCZXSJltE5LVZBY+WEK6+vT3ltsatZNbKbobG9L3VAghjMsgCay2bduiqiobN27kwYMH+Rpz7949NmzYgKIotGnTxhBhCKHXq1cv/cXpn1Gxj9k7/xLT0znxz/TBTp06SUWFEPmk0WgYMmQImzdv5sUXX0Sj0YAK8SdjCf7Qn7vf3CHJL9HYYRZY0o1E7n57h+AP/Yk/EQOq7rUOGDBAX+2j0Ri+D19Z98cff+gTUQ6dnkexsMi+k4kJmFugKAoOz+n6KYWEhODnJ81+S6r79+8TEhICgJmZYafnm5k6kXnZe+7cOYMeuyxp1qwZXbrofp7+TjjHzLB5JGY82dRcM8UUc8XcoF9mypNPMslQM1gXsYmNkVsA8PLyYvDgwU98XCGK06effoqiKHTo0MHYoRTKoUOHUBSl0DcdRowYgaIojBgxokTFJQrPIFMIhw4dysKFC0lMTKR///7s3r0bB4fcp23FxMQwYMAAEhMTURRFyvmFwbm5ufHss89y/PhxDkXFMqi8M+YmT56vPRwdR8o/H5r69ev3xMcToqxxdXVl8uTJDB8+nOXLl7Nr1y7S0tJIPBdH4rk4rOra4DygPFZ1Sva0lKRrCUT++oCkK//28zI1NaV3796MHDmSSpUqGTG6p5+vry8A5pU8MHerSGpoSPadMjIgNQWsrLFp3IzwFboph3///Te1atUqznBFPs2fP1+/WqSjbWuDHltjYo2dTRPiEs6yZcsWBg4ciJeXl0HPUVZMmzaNiIgIzp07h2/iBaYGz+Btt3F4W1Qp1PE+rvQhNa2qGzRGv6SbTA/9otDjo7XRLLj/M5eSrgBQoUIF5syZg6Vl4aa9i5z5jzBMQjD0i+lPNN5nxXqDxFGcoqOjmTNnDgDvvPOOVHqLMsMgFVitWrWiZ8+eqKrKiRMnaNCgAT/++KP+LlqmkJAQFixYQIMGDTh58iSKotC1a9dSmxEWJdugQYMAiE/P4K/ouCc+XoaqsvehbsGBatWq0bhx9qbBQoj8qVSpElOnTmX79u0MHTpU3wsx6UoCof93m9AvbpNyu+Q13E65nUToF7cJnXFbn7yytLRkyJAh7Nixg6lTp0ryqhgEBgYCYOHlDYC5W/ZWBBoHRxQL3YdNUwdHTJ2ds4wVJcv27dvZu3cvAA52bbC08DT4OSo4DwJMSEtLY8qUKSQkPPmCEmWRlZUV8+fP17dRCEu7x8fB/8f2qF1kqIZZ/c+YTsf/zftBn+iTVzVr1mTp0qV4eHgYObKni6GSV4ZQkmLJr+joaGbMmMGMGTP0K4PmxNXVlZo1a+LpafjfqaVBxYoVqVmzprQseooYpAILYNWqVTzzzDPcvHmTkJAQ3nrrLd566y1sbGywtbUlPj4+y4WCqqrUqFGDNWvWGCoEIbJo1aqVvpn7rohoOjnZY/IEZZ6nYxO4n5oGwMsvvywlo0IYQPny5Xn33XcZOXIk69atY/369SQkJJB0SbeKn/1zzrgOqYCJddZpeKlF1Dcrt+NmJKYTse4+sQci4Z8WSjY2Nrz00ksMGTJE7nwWs9hY3dRwzT8Npc3dPbBr24G4I4d0OygKLi8NRXmk8lZjZ482MlK/crIoGTIyMli7di3z5s0DQGNih4NtKxKS8p7qmZwSlOPjx3G0a0903EFu3LjBuHHj+Oqrr/S9XEX+WVpa8tVXX9GoUSPmzp1LWloa6x7+yt8J5/lfhddxMytv7BALLDE9kRURa/gr7pj+uQEDBvDuu+9K5ZUotcaPH8/48eONHYbRfPXVV3z11VfGDkMYkMESWE5OTpw8eZJXX32VXbt26Z/PTFz9t2lqnz59WLZsGU5OToYKQYgsTExMeOWVV/jiiy+4l5rGydh4WjkUbvUYVVXZFh4J6O5kZDaJF0IYhqOjI+PGjWPIkCGsWrWK9evXk5KSQuyBSBIvxOH2btY7h+HLDNvgOS/Jt5O4NysIbbgugW1hYcFLL73Eq6++mud0eVF0zMzMAFD/WRE2PTaW+FPH/91BVYnZ/xv2rdr++9Q/+2aOFcaVlpbG4cOHWb58eZa+ZOkZcQSFfVugY4VFLC3g2TVAOlevXmXQoEG8+OKLDBo0SBJZBaQoCoMHD6ZZs2ZMmzaNGzducCPZn8lB0xhTfjht7FoZO8R8u5kcwLx7CwnXRgDg4uLC1KlTadeunZEjKxuMNYWvNFZeCVHWGWQKYSYnJyd27NjByZMnefPNN2nQoAHOzs5oNBqcnZ1p0KAB48eP59SpU2zdulWSV6LI9ezZk/LldXcBtzyIIqOQq0+djUsgMFm3muGwYcMwNzc3WIxCiH85ODjw1ltv8euvv9K2rS75oA1PI3TGLdLjtChWBv2zlSvFygRzd0uSriUQ+ultffKqbdu2bNq0ibfffluSV0aU+Xs9Lfw+AAlXLqKmZl1xNuX2LTKSdNNQ1YwM0iLCAShXrlwxRioelZiYyJEjR/jiiy/o3r07kydP1ievzDSuxRhJOg62bQCFlJQU1qxZQ58+fXjttddYu3YtgYGBslplAfj4+LBy5Up9s+RkNZkf7v/EivA1pWJK4cHYv/g05Et98qpjx45s2LBBklci3zp06ICiKHz66adkZGTwww8/0KRJE2xsbHB0dKRLly4cPHgwx7GXLl3ik08+oX379nh5eWFpaYmTkxOtWrVi9uzZJCdnrwzv0KED3t7e+n97e3vrG4r/t2F5Tk3cw8LC0Gg0KIrCiRMn8nxtTZs2RVEUpkyZkm1bUlISs2fPpnXr1jg7O2NhYYGnpyevvPJKkS2Wce3aNYYNG0bFihWxsLDAx8eHyZMnEx8fn+P+j2vinpyczOeff06dOnWwtLSkfPny9OnTR/99yfyeHjp0yKBxicIzWAXWo1q0aEGLFi2K4tBCFIi5uTkjR47km2++ISQllWMx8bR1LFgVVoaqsum+rvrKxcWFF198sShCFUI8omLFisyaNYutW7fyzTffkJ6SzoOFobjP8EZNyv8HopSgZCKW6qq1XEdXxMIzf9NAzN0tUVMyCPs+CDUlA41Gw/vvv8+AAQNk+nAJULNmTa5evUpywE3UjAzSY2Jy3C8zCZESFIiamgJAjRo1ii3Osu7BgwdcvXqVixcvcv78ea5cuaJv0p7JVOOIq2MvLC28Cbz7GQAVy43C0rxwDcHzkpx6h7DwZQA4O3TB1bEnDyI3Epeo+6B17tw5zp07x6xZsyhfvjyNGzemYcOG1KtXDx8fH7l5lQczMzPGjx/Ps88+y9SpU4mIiGBvzH4itVG87TYW0zxWBbyTGmzwePJ7zG2Ru1gf+Sugq66dNGkSffv2ld/zolC0Wi0vvPACu3fvxszMDAsLC2JiYjhw4AAHDx5k8+bN9OnTJ8uY3r17c+fOHQCsra2xtrYmKiqKEydOcOLECdauXcuff/6Jnd2/n1+cnZ1xdXUlIkKXdHV1dc2y4vHjbrBVrFiRTp06ceDAAdauXcuzzz6b437Xr1/XL5oybNiwLNv8/f3p0aMHN2/eBHQrMFtZWREcHMzq1atZt24dCxcu5LXXXsvPty5fDhw4QJ8+fUhMTMTBwQGtVktAQADffPMNhw8f5q+//ipQlXVcXBydO3fm9OnTgO73WGpqKjt27GDPnj1s2LDBKHGJvBVJAkuIkqRv376sWrWKsLAwNt5/yDP2tpiZ5P/C5Gh0HEEpujv7I0eOlD4IQhQTRVHo378/zs7OTJo0iYyEDGJ2PaTC/wrXSNfC0xKrmvlf3fD+L2FkJOg+bH/99dd07NixUOcVhteiRQu2bt1KRkICSdevYFHNJ/tOZmaYWFgAkHBWd3GqKArNmzcvzlDLBK1WS1BQEP7+/ty8eRM/Pz/8/Px4+PBhjvubKBbYWjfCwa41djZNMFFMs/S8sjSvgo1VzSKP28rSmyqVPiQl9R7RcX8RG3+KlLRQQJd8+/333/n9998B3SqjPj4+1KxZk+rVq1O9enWqVasm/e/+o2nTpqxevZpJkyZx+fJlTiec5ecHKxhbfnSuSaFl4auKOUqdAzEH9ckrV1dXZs+eTe3atY0Si3g6/PjjjyiKwoYNG+jbty/m5uZcvHiRoUOHcvnyZd5880169eqVJdnUoUMHOnfuTKdOnfSLwCQmJrJt2zYmTZrE2bNnmTx5MgsWLNCP2bJlC4GBgfoqrDNnzhR4VdWhQ4dy4MABNmzYwOzZszE1zZ4WyOxV3ahRI+rUqaN/Pi4uju7du+Pv788LL7zAtGnTaNiwIaampty9e5dvv/2WuXPnMm7cOBo0aEDLli0LFFtuBg0aRK9evfjmm2/w8vIiISGB+fPnM2XKFE6ePMnSpUsZO3Zsvo/3zjvvcPr0aSwsLJg/fz7Dhw/HwsKC27dvM378eEaPHm2UuETeJIElnnpmZma88cYbfPrpp4SnadkfGUMPV8d8jU3NyGDjA131VaVKlejfv38RRiqEyEmHDh3o0aMHe/bsIf5kDOVfq4RiVrRTCVVtBvEndVU93bt3l+RVCdO6dWusrKxISkoi9tAfVBg3AavGzUg6d1a/j+ugoSgaDapWS+zRw4Duw7WLi4uxwi710tLSCA4O5tatWwQGBhIQEMDt27cJDAxEq9XmOk5RzLCyqIq1VS1srephbVULE6Xk3I22MHejgssgKrgMIjXtAfGJF0lIukpish9pWl0STqvVcv36da5fv55lrIuLC9WqVaNq1ap4e3vj7e1N1apVy3Riy9XVlYULFzJhwgR8fX05HHeUula1aWffWr+Pu3klrBRLktSiWZAjk5Viibt59pVhg1KCWR6+GoAKFSrw008/SQ808cSioqI4cuQIbdq00T/XoEEDVqxYQbNmzQgNDeXYsWNZpqeuWLEi23Gsra0ZMmQIVapUoU2bNqxYsYLvvvsOa2trg8Xav39/xo0bR3h4OPv376d79+7Z9lm3bh2Qvfpq5syZ+Pv707dvX7Zs2ZIlOV2pUiXmzJlDcnIyixcv5osvvmDHjh0GiblZs2asX79efz4bGxsmT57MsWPH2LVrFxs3bsx3ouj27dssX74cgPnz52epFPP29mbr1q00a9YszxUeiyIu8XiSwBJlQvfu3Vm9ejX+/v5sDY+kg5Md1hrNY8ftj4wh4p/Gv2PHjpXpA0IYSbt27dizZw9qqkragzTM3S2K9HxpD9JQU1T9uUXJYm1tTffu3dmyZQvxZ0/jHP4AjVnWSxpFo0tyxp06Tnp0FIDchMin5ORkbt++ne0rJCQk2xTA/1IUMyzMPbCy8MLSwhsri2pYWlTBJI8pZCWJuVl5nB064+zQGYA0bSRJyQEkpdwiKeU2ySl30KZH6fd/+PAhDx8+1E9ByeTg4KBPaD36VaFChTIxPc3Kyorvv/+eoUOHEhYWxpqHG2hp2wwLE93vbluNDfO9ZhKaejdfxwtKCWZphK5Sa7TrcDwtKudrnLt5JWw12Stvf4lYTzrpmJmZMXPmTEleCYNo27ZtluRVpqZNm+Lh4UFISAiXL1/O93VF69atcXR0JDo6mvPnz9OqleEWRrC3t6d3795s2rSJNWvWZEtgnTx5koCAAExMTHj55ZezbFu2TDcVe+LEibn+Phs6dCiLFy/mzz//JD09PUvVWWFNnjw5x/P17duXXbt2cfny5Xwfa+vWraiqSvny5Rk1alS27ebm5kycODHX3llFFZd4vNJxNSHEE9JoNLz11ltMmDCBuPQMdkREM7hC3nfhE9LT2RKuu0itUaMG3bp1K45QhRA5sLKy0j9WtUXfFFjV/tvA+dFzi5JjyJAhugvQjAwi1v9Cou/ZLNsjNq7Drm1HonZuA3R3hTt16mSESEuujIwMgoKCuHnzJjdu3CAgIICAgADu3r2bjybmJpibVcDS3AMLcw8szStjYeGJhVlFFOXJP6iUFGamzpjZOmNv++/UU216LMkpwaSkBpGcGkLKP1/pGQn6fWJiYjh//jznz5/PcjwbGxuqVq2Kj48PPj4+VK9enRo1amBra1tcL6nY2NvbM3HiRCZNmkRMeizH4k7SyaG9frutxoaaVtULfFxPi8qFGpcpOCWES0lXAN3vkVq1ahX6WEI8Kq8p6u7u7oSEhBAVFZVtW2YSydfXl/Dw8Bwbt9+9m79kb0EMHTqUTZs2sW3bNhISErCx+TfZu3btWkC3qEHm1EaAkJAQgoN1Peby6guaebMjISGBhw8f6hdfeRK5fX8zE9A5fW9zk9lk/tlnn801uZbfRKMh4xKPJwksUWa0atWKZs2acfbsWbaFR+FoqsHJ1JTQlH9XrrqSkES0VvcLd3t4FAnpug/Kb7/9NiYmxbP6mRAiu8jISP1jjV3R/+nS2P57MZNbHx9hXF5eXnTu3Jn9+/eTeN4323Y1OYm4E0dIu6e76H/11Vdz7PFRliQmJuoblV+8eJHr16+TmJiY5xhFMcPCrBIW5pWwMPfAwtwdCzN3zM3dStQ0wOJkqrHH1routtZ19c+pqoo2PYaU1FBdQistlJTUu6Skhmap2EpISODSpUtcunQpyzE9PT2pW7cuDRs2pFmzZlSpUuWpqNRq164d7u7uuqlT8VkTWMZyLP4kQI6VJcI4km76PX6nUuDRRuv/ldlDNy0tTf+cVqtl0KBBbN26Vf+cubk5Li4u+r9X4eHhZGRkkJCQgKF1794dZ2dnIiMj2b59O0OGDAF0yafMBuZDhw7NMiYsLEz/+MGDB/k6z+P+zuRXbt/fzO9tXlPZ/ys8XLcy8aPJuf/Ka1tRxSUer2xfyYkyRVEUxo8fry8FXREWkW2fzH5Xj2revDnPPPNMUYcnhMiD/s6jRkHjWAwJLEdTFDMFNU3NcrEmSpYxY8Zw4MAB1IwMMDWFRy4SLWvVIeb3PYCux80LL7xgrDCNSlVV/vrrL7Zs2cLp06ezfHh6lIKpLkFl8U811T/JKnPT8ihK8d7ACbz7OVAUyZvHVZUVnqIomJk6YmbqmCWxBZCenkBKaijJaSGkpISQnBpMSmow2vRo/T5BQUEEBQXx22+/Abo79926dWPQoEGlum+biYkJzz33HKtWreJ60g0S0xOx1hiuj09h+CacB3SNqV1dXY0ai9AJ/WK6sUMwip9//lmfvJo2bRojRozAy8srS/K6cuXKhISE5KMqtuDMzc0ZOHAgixcvZs2aNfoE1oEDB3jw4AGWlpYMGDAgy5hHp5GHhYXh5uZm8LiEyIsksESZUq9ePXr37s3OnTvztb+FhQUTJkwo4qiEEI+TWQVl6mSKUoBVRAtLMdElyrThaVKBVYJVq1aNDh06cPDgQUDB3NMLbeRDrKrXxKZlKx4smgfoqq/K4hLWqqry0UcfceDAgSzPK5hiaemNtYUPVpZVsTT3wsK8IkoJ6VOlqjkn2UorjcYGa6saWFvVyPK8bipiIEkpt0lKvkVi8k206bobaaGhoSxdupQNGzbwww8/UK9ePWOEbhDt2rVj1apVpJPO2YRzWZq5F7ew1HsEpYYAun5FQhjTpk2bABg+fDgzZszItj09PZ2IiOw33A0ps1fVvn37CA8Pp1y5cvrVB3v37o29vX2W/StUqKB/HBQUVGoTWOXKlQPI8yal3MAsmUrGlYoQxWjatGm88cYb+SrndHR0fCr7UghR2mTe8VM0xTelJvNcUvpdsg0dOlSXwNKm4dDhORw6dQHg3oI5ANja2tK7d28jRmg8N27cyJK8crBtg5N9e6wta2JiIouSGJtuKmIDbK0bALqEY5r2AXGJFwgL1zVJjo+P55dffuGbb74xZqhPpH79+lSoUIH79++zN+YAbe1aGW165G8x+wFdxVznzp2NEoPIzn1q9uRNcTB25VdIiC6ZmlsPpZMnT+bYDwvI0trkSaqz2rRpg6enJ0FBQWzcuJFRo0axbds2IPv0QdCt0Ofm5sa9e/fYtWsXLVq0KPS5jalx48asXr2a48eP59pk/vDhw0aITDyOJLBEmaMoSqm9WyBEWZU5zSPtYRoZqRmYmBftlKaM1Ay0D3VVIJl36UTJ1LBhQypXrkxwcDDxvmdw6NQFNS2NhAu6Bq1dunQps434K1SogI2Njb53Skz8MdK04dha18fasjbWltUwMbE0cpRCVVVS0+6RmOxHQtJV4hMvZNletWpVI0VmGBqNhkGDBjF//nxupdxmf+yfPO/wXLHHcTM5gAMxBwHo0KEDFStWLPYYRM6sqtc0dghG4eDgAMD169ezbcvIyGDatGm5jn20Mio6OrrQMSiKwpAhQ/j6669Zu3Ytrq6uxMXF4ezsTI8ePXIcM2rUKL788kvmzZvH8OHD8fHxyfX4UVFRODk5FTq+otKvXz8mTZrEgwcPWLFiBaNHj86yPS0tjVmzZhkpOpGXMpPAiomJ4ddff+X06dM8fPgQCwsLqlWrRo8ePZ6ov5FWq2XXrl0cPnxY36PF3d2d9u3b07Nnz1wbxs6ZM4c///wzz2N7enryww8/FDo2IYR4WjRu3Fj3QKsSfywG+45FezEUfzwGNU3Nem5RIimKQps2bVi3bh3JN/1QMzJIuROImpoC6JYhL6scHR1ZuHAhX3/9NVevXgVUEpP9SEzObJisYGleGUuLqlhZeGNl4Y2FhScaIyS1LM3dMVGsyFCTivxcCqZYmrsX+XlyoqoZpGnDSUoJJDnl9j/TBwNIz4jPtq+1tTVDhgzJ9sGqNHrppZfYtm0bwcHBrAxfi4upC01tGhXb+e+mhvF92FwyyMDCwoLx48cX27mFyE2XLl04e/YsP/30Ey1atODll1/GzMwMf39/Jk2axLFjx7LchHiUo6OjfoGEVatW0aBBg1xX03ucoUOH8vXXX3P8+HF9xdfAgQNznXr/4Ycf8uuvv3Ljxg3atGnDN998Q//+/fXNzB88eMChQ4dYvnw5Hh4e/Pzzz4WKqyh5e3szfPhwVq5cqf99MGzYMCwsLAgMDOStt94iKCjIyFGKnJSJBFZQUBBTp04lJiYG0C2JnpCQoF/euHfv3rz22msFPm5SUhKffPIJN27cAHSN8AD8/f3x9/fn2LFj/N///Z9+BYKcmJubY22dczPL/845FkKIsqpZs2b6C7WH6+9h3cgWU6ei6WmkjU7j4bp7gO6GRF7LYouSoVatWgCoKSloH0aQejdEv6127drGCqtEqFOnDitXruT69ev8+eefnDx5Ej8/PzIyMgCV5NQgklODiI479M8IBXMzNywtqmBpXgVLC0+sLLww1TgX6bQvjcaWml7zSU4Nzdf+ySlBhEUsBaCi62gsLTzzfS5Lc3c0mqJvD5CRkUpyajDJKXdITr1DckogyalBZGTknqRzcnKiWbNmtG3blvbt22dZ1r40s7S05KuvvmLMmDEkJyczK2w+g11ezHcSK0IbkeWxXWr+37+g1GCWPviFuIw4AD766COqVKlSoPiFKAqTJk1i48aNBAQE8OqrrzJ69GhsbGyIiYlBo9GwZMkSPv3001xXIHzttdf49NNPmTNnDosWLaJ8+fIoisKLL77I999/n+846tWrR4MGDbh48SK+vrpVfYcNG5br/vb29uzbt48+ffpw4cIFRowYwahRo3B0dCQlJSVLvGPGjMl3HMVt7ty5XLlyhbNnzzJmzBjGjRuHjY0N0dHRmJmZsWHDBvr37w+Q5+d5Ubye+gRWWloan3/+OTExMVSpUoX33nsPb29vUlJS2L59O2vWrGHnzp14e3sXeC78jz/+yI0bN7CxseHtt9/WV3KdPHmSefPmcf36dRYuXMi7776b6zHatGnDO++88yQvUQghnnqmpqa89957TJw4kfSYdMK+vUOlj73R2BTubmNu0hN0x06P0fXcevfdd3OtpBUlx6NNZdNjYtDG6m5YmZiYyBRQdFVqtWvXpnbt2rz55pvEx8dz+fJlLl26xNWrV7l27dojjYJVUtPCSE0LI5aT+mNoTGx1SS0LL6wsvLC08MbCrJJBVyjUaGyxsSr4VCJLC89CjTMkbXrcPw3ZdZVVySl3SEm7S14rH5qZmeHj40Pt2rWpW7cuDRs2pEqVKkbrD1XUatWqxezZs3nvvfdISkpizcMNrHm4ocDHmX9/caFjmDhxIr169Sr0eCEMydnZmZMnTzJt2jR27tzJ/fv3sbS0pGPHjkyaNInWrVvz6aef5jr+k08+wc7OjtWrV3Pjxg19xVBhGr8PHTqUixcvAlClSpXHVi9XqVKFM2fOsHr1ajZu3Iivry+RkZFYWFhQs2ZNmjZtSvfu3enXr1+BYykuDg4OHDlyhO+++461a9dy+/ZtzMzM6NOnD1OmTKF69er6fR0dHY0XqMhCUYtgTc6dO3eyZcsWTp48SVhYGPHx8dja2lKpUiVatmzJgAEDiu2Px65du/jpp5+wsLDgxx9/zHYhu2jRIvbs2YOzszNLlizJ9weV27dv884776CqKpMnT6ZVq1ZZth87doxvvvkGRVGYN29etjs9mVMIO3XqVGQJLA8PD0JDQ3F3d9c3CRRCiNJs1qxZrF27FgBzL0sqfVglz0qsJL8EQqffBsB9hjdWNXOvZtBGpRH2zR1SAnXl8y+//DITJ040YPSiqFy+fJkRI0YAUOnDT0i6epmonVuxtLTk6NGjxg2ulIiIiMDPz48bN27ov4KDg/+p1MqZolhgZeGFlUVVrCyrYWVRDXMzt2JJwCQk+XE7VNeA2dt9RrEmsNIzkkhKvkVSSgBJyQEkpdwiTRue5xh7e3t8fHyoWbMmNWrUoEaNGlStWrVMro55/fp1Jk6cyP3794vtnJaWlkyfPp0uXboU2zlFVs2aNQN0DdutqtfEf8Rg/TafFeuNEtN/Y0i66adv7H727FmjxCRKjgMHDtClSxcsLCyIi4srk7+vSyKD3la+fPkyQ4cO5fLly/rnMvNjsbGxxMXF4efnx6pVq6hfvz5r1qyhbt26hgwhm0OHDgG6JXxzugs7YMAAfvvtNyIjI7l06VK+e50cPnwYVVWpWLEizz77bLbtrVq1omLFioSFhXH48GGGDx/+RK9DCCEEvPPOO8TFxbFz505SA5MJnhpAxYlVsKz2ZE26k28lce/7O2gjdSsO9urVS6pjS7N/EihFcI/uqeXq6oqrq2uWu+7Jycn4+/tz8+ZNbty4gZ+fHzdv3iQpSTcFTlVT/u2ppSt6Q2Nii5WlD9aW1bG2rImVpY9RemoZiq7BehiJyTf++bpJSmoIeVVWubu7Z0lU1ahRgwoVKjy1lVUFVatWLTZt2sS5c+dIS0sr8vMpikLdunX1i4EIIcTjqKrKt99+C+gWfZDkVclhsATW33//TceOHUlISMhywejg4ICtrS3x8fH6HlQAFy9e5Nlnn+XQoUM0adLEUGFkkZSUxM2bNwFyPUe5cuXw8PAgODiYCxcu5DuBlVli2bhx4xwvSBRFoXHjxoSFhen3FUII8WRMTEz45JNPcHBwYPXq1aRHagn99BYuQ9ywbZm9b2B6rDbLY21k9g9L8adjebjmnr5p+9ChQ5kwYUKWJapFyZaamqp/rJiaopjqLjS1Wm1uQ0Q+WFpaUq9ePerVq6d/LiMjg6CgIK5fv87169e5evUq169fJzExEYD0jHjiE88Tn3j+nxEmWFp4YWNZExur2lhb1cJUU3J7fKpqBskpgSQkXyMh6TqJyX6kp8fmur+npyd16tShVq1a1K5dm5o1a2JrW/T9tUo7a2vrMr3AghDC+O7fv8+kSZMYOXIkzZs31zehv3jxItOnT2f//v0AvP/++8YMU/yHQRJYycnJ9O/fn/h43Qoq9evX5/3336dr165Zqp7Cw8PZu3cvM2fO5OLFi8THx9O/f3/8/PywsLAwRChZhISE6JNpeTVrrFKlCsHBwQQHB+fruKqq6qfk5XVcT09dQ9G8jnvx4kXeeOMNwsPDMTc3p2LFijRt2pSePXuWyCVHhRDC2ExMTHjnnXfw9vbm66+/Ji0tjYiVYUSsDMtz3L2Zef+ONzMz48MPP6Rv374GjFYUhywJLDNzlH/ulKanp6PVaqWPmQGZmJjg5eWFl5cX3bp1A3RJrcDAQC5fvqzvrRUQEPDP9MMMklNukZxyi4cxvwFgYV4ZG6s62FrVw8aqdrE0VM+NqmaQnBpEQuJlEpKukJB8Pdcm6w4ODtSvX5/69etTr1496tSpo//AI4QQonRJS0tj9erVrF69GtD9jk9NTdVXGQN8/vnnPPfcc8YKUeTAIFd0S5YsITg4GEVRGDVqFIsWLcpxGc9y5crxyiuvMGTIEMaNG6cft2TJEt58801DhJJFZGSk/rGzs3Ou+2Vui4qKytdxk5KS9EuM5ue4SUlJJCUlYWWVfYpLREQEGo0GKysrEhMTCQgIICAggN9++40PPviAhg0b5ismIYQoa/r06YOPjw8ffvgh9+7de6JjVahQgW+++SZLpYkoPR5NYIV8+hEOz3fX/zstLU0SWEXMxMSEqlWrUrVqVV544QUAfaP4CxcucP78eS5duqS/dkpJDSYlNZjImN8BBSuLathaN8TOphFWFtUM2hg+J1ptDHGJ54lPvEB84iXS/1md7r88PT1p1KgRDRs2fOobrAthTI/2ohJPp+bNm+e7WAR07Xi2bNlShBHpchNz5sxh//79XL16lQcPHpCRkYGnpyetW7dm/Pjx2fpcC+MzyBXd9u3bAahbty6LFy9+7LQLjUbDwoULOXnyJFeuXGHbtm1FksDKvFAC8qzwytz2aLY1L4/ul5/jZo55NIFVrVo1atSoQfPmzXFxccHExITExEROnz7NihUriIyM5Msvv2TWrFm4u7vnKy4hhChr6taty/r16zl16lSWJEZBmJub07JlS5n2U4r9t4+O8shNtNTU1BxvIImiZWtryzPPPKNfoVmr1XL16lV8fX35+++/OX/+/D/XUypJKf4kpfgTHrUZjcYBe5um2Nu2xNaqHopimJVGU9MiiI0/SWzCaRKTb5JTDysvLy+aNWtGkyZNaNKkifRMEkIIAwkPDy/Qwg2PFqIUFQsLCyZMmMCECROK/FzCcAySwLpy5QqKovDKK6/ku2eIRqNh+PDhfPDBB1y5csUQYZQqvXv3zvactbU1HTp0oE6dOrzzzjvEx8ezbt06Jk2aZIQIhRCidLC1tZXy7jLu0RtWoJtGmCklJaW4wxE5MDU1pUGDBjRo0IARI0ag1Wq5fPkyp06d4tSpU1y+fJmMjAzS02OIiv2TqNg/MdU44mjXHmeHLpibFTyZpKrpxCacITLmAAlJl7Ntd3FxoWXLlrRs2ZIWLVrkuNiPEKJo+KxYX2Iqr4y1CmJZEhgYaOwQxFPCIAmszAypl5dXgcZl9o8qqgyrpeW/q96kpKRgbW2d436ZF7f5vUP76H55XRg/uq0gd3/Lly9Pz5492bBhA2fPniUjIyPXxODq1av1S8r/V0RERL7PKYQQQpRWjy4SA2BiaZFlW/ny5Ys7JPEYpqamNGrUiEaNGvHGG28QExPDiRMnOHToEMeOHSMpKQltejQR0duJiN6Jo107KrgMwsw099YNmVRVJSb+GPcfbiRN+yDLturVq9OhQwfatWtHzZo1ZbEGIYzoSRJHSTf9CP1iOgDuU2dgVb2mocISQpRgBklg2dnZERkZycOHDws0LnP/omqA+Wh/qsjIyFwTWJkJtPw2TbeyssLKyoqkpKQ8k2+Z2zL3L4gaNWoAkJiYSFxcHA4ODjnul5CQwIMHD3LcpmueKoQQQjzd/ttXQ2PvmGVb9erVizkiUVAODg5069aNbt26kZyczOHDh9mxYwenTp0CMoiOO0Rs/EnKOQ/AzroBqWn/TkVJTbuPxkR3naVNjyE8aisJSVf1211cXHjhhRfo2bNngW+2CiGEEKLkMEgCq2rVqkRGRrJ9+3bGjh2b73GZvbOqVq1qiDCy8fDwQFEUVFUlKCgIDw+PHPcLCgoCoHLlyvk6rqIoeHh4cPPmTf1YQxy3MGxsbHK9syx3FYUQQpQFFy5cyPJvUxdXFFMzVG0a586do1OnTkaKTBSGpaUlXbt2pWvXrty+fZulS5eyd+9eMtRk7j9cw/2Ha7LsH/rgxxyPU7FiRV577TW6d++O2T8rUwohhBCi9DJIhuP5559HVVX27dvHypUr8zVm1apV/P777yiKQteuXQ0RRjZWVlb6u66+vr457hMREaG/c1uQFf8aNGgAwLlz53Ld5/z581n2LYgbN24AuteQV4XasGHD2LNnT45f0nxUCCHE0y4gIED/NzOTYmqKVe06ABw4cACtVmuM0IQBeHt78/nnn7NkyRIqVqyY73Evv/wymzZt4oUXXpDklRBCCPGUMEgF1v/+9z9mz55NUlISo0eP5u+//+b999/PsfIoODiY7777joULFwK6xuX/+9//DBFGjjp06MCNGzf466+/eOmll7I16NyyZQuqquLs7Ez9+vXzfdx27dqxZcsW7t69y4kTJ3j22WezbD9+/Dh3795FURQ6dOiQZZuqqnkuwxweHs6ePXsAaNasmVRSCSGEELlYsWKF7oGigPrvynJ2rduTeOkC4eHh7N69mz59+hgnQGEQjRo1YtOmTZw/f/6xCUkPDw+ZKijEU86qek1pvi5EGWSQBFbFihWZN28eY8aMAWDBggX8+OOP1KhRgxo1amBjY0NCQgI3b97Ez88PVVX1SZx58+bh5uZmiDBy1LVrV3bs2MG9e/f47LPPePfdd/H29iYlJYWdO3eye/duQFfJZGqa9dsxZswYHjx4QKdOnXjnnXeybPP29qZdu3YcPnyY+fPnoygKLVu2BODUqVP88MMPgC6B5unpmWXsoUOHOHnyJB07dqROnTrY29sDkJSUxOnTp1m5ciVxcXFYWVnx8ssvF8W3RQghhCj1Lly4wG+//QaAVf1GJF38tyratlkLIstXIO3BfX788Uc6depUZD03RfGwtLTkmWeeMXYYQognkBp8x9gh5KokxyaE0DFIAgtg1KhRqKrKhAkTSExMRFVV/Pz88PPzy7Kf+s/dUWtra+bNm8fIkSMNFUKOzMzM+Pjjj5k6dSqBgYFMmDABa2trkpOT9U3Oe/XqRefOnQt87P/973+EhYVx48YNvvzyS8zNdct2p6amAlCrVi3GjRuXbVxGRgYnTpzgxIkTgG6aoKmpKQkJCfqYHBwceP/993Pt2yWEEEKUZcnJyXz22WcAKBYWOLTvmCWBpZia4vLSUO7Nn8XDhw+ZNWsW06dPN1a4QgghgPBVy4wdghCiFDNYAgtg9OjRdOnShblz57J161YCAwOz7ePl5cWAAQN46623slUmFRVPT0/mz5/P5s2bOX36NBEREdjY2FC1alV69uxZ6Lt5VlZWfP311+zatYvDhw9z9+5dAKpVq0aHDh3o2bNntqougPr16zNs2DCuXbtGaGgosbGxJCYmYmNjQ+XKlWnWrBldu3aVO8VCCCFELubNm6e/znB58WU09tlX67Vp0hybJs1J8D3Dzp07adu2rTR0F0IIIYQopRRVfaRhhIGFh4cTFhZGXFwcdnZ2VKxYMVsPKlF0PDw8CA0Nxd3dnZCQEGOHI4QQQhjEX3/9xXvvvQeAVZ16VJo0heSAm4R+oauwcp86A6vqNQHQxsYQ/PEHpMfGYG9vz9q1a4u0dYEQQojsMhe3Ki0aNWpk7BCEEDkwaAXWf5UrV04SVkIIIYQwmIiICP7v//4PABNbOyq89j+UPBY7MbV3oPyYsYTN+obY2FimTZvGwoUL0Wg0xRWyEEKUeZIQEkIYgkGWt1u1ahWrVq0qcJXP3bt39WOFEEIIIfKSkZHB9OnTiY6OBqDC6DcwdXJ+7DibBo1x6NoDAF9fX7nuEEIIIYQohQySwBoxYgQjR47E19e3QOMuXbrEiBEjGDVqlCHCEEIIIcRTbM2aNZw6dQoA+05dsGncLN9jXV98GfPKVQBYtGgRly9fLpIYhRBCCCFE0TBIAutJFWEbLiGEEEI8Bc6fP88PP/wAgHklD1xfGlag8YqZGW5j30IxMyM9PZ3JkycTFRVVFKEKIYQQQogiYNQEVmbiSlEUY4YhhBBCiBLs9u3bTJw4kfT0dBRzcyr8bwImFhYFPo65uwflho0E4N69e7z33nskJiYaOlwhhBBCCFEEirSJ++OEh4cDYGtra8wwhBBCCFECxcbG8ueffzJ37lzi4uIAcOzxAhlJiSTd9Muyb0pwUI6P/8u0YiWsGzcj8dxZLl26xMiRI/nuu+/w9PQsmhchhBCCZs3yP+W7JDh79qyxQxBC5MBoCayUlBR9E1Vvb29jhSGEEEKIEig6OpoePXqQmpqa5fmobb8Ste3XPMdGrFqa7/MEBAQwYMAAvv/+e9q3b1+oWIUQQgghRNErcAJr5cqVrFy5MsdtH3/8MXPmzMlzvKqqJCQkcP36dRISElAUhc6dOxc0DCGEEEI8pa5du8aMGTOyJa+KiqqqTJw4kd69e/Pmm2/i6upaLOcVQoiypmK5UViaVzF2GDlKTr1DWPgyY4chhMhDgRNYgYGBHDp0KFvfKlVVuXLlSr6Pk9n/ys3NjYkTJxY0DCGEEEI8Za5fv86yZcv4888/szxfbvgo/QqChpQafIfwVf9+WNm5cyf79u1j4MCBDBs2TBJZQghhYJbmVbCxqmnsMIQQpVShpxDmtHJgflYTVBQFW1tbvL296dy5MxMnTsTNza2wYQghhBCiFNNqtRw9epQNGzZw5syZfzdoNJCeDoB55SpYVS/aDzxWdeqRdPUyKSkprF69mvXr19OtWzcGDRpEnTp1ivTcQgghhBDi8QqcwJo+fTrTp0/P8pyJiQmKorB161ZeeOEFgwUnhBBCiKdTWFgYO3bsYMeOHdy/f1//vGJqhn27jljVrc+9+TOLLR7nfgNRXnyZyG2bSLx4Hq1Wy65du9i1axe1a9emb9++dO3aVRaeEUKIEiAhyY/bobrPpN7uM6SqS4gywmBN3PNTfSWEEEKIsis5OZmDBw+yc+dOzpw5k+XawcTODocOnXF4riumjo7ZVhksDpZVq1HpvcmkBN0h+vfdxJ06Dlot165d49q1a8yaNYvnnnuO3r1707RpU0xMTIo9RiGEEEKIssogCayMjAxDHEYIIYQQT5nMHpnbt29n3759JCQkZNluWbM2Du2fw7Z5SxQzMyNFmZWFZxUqvPY/XF8aRuzRQ8Qe/pO0+/dISUlhz5497Nmzh4oVK9KrVy969+5NpUqVjB2yEEIIIcRTz2AVWEIIIYQQmeLj49mzZw+bN28mICAgyzaNoxN2rdth37Y95m4lN/mjsbfHqccLOHbvTfKN68QeOUT8mZOoKSmEhYXx888/s2TJElq2bMmLL75ImzZtMDWVSyshhBBCiKIgV1lCCCGEMJiIiAhWr17N1q1bs1RbKaZm2DRpil2bDljXa4BSiqbfKYqCVc3aWNWsTblhI4k/c5LYo4dJ9ruGqqqcPHmSkydPUqlSJYYMGULfvn2xtLQ0dthCCCGEEE8VSWAJIYQQ4omlpKSwfPlyfvnlF1JSUvTPm1fywL7jc9g92xbNU9AA3cTSEvu2HbBv24HU+/eIPfwncUcOkR4Xy927d/n+++9ZtWoVb7/9Nl27dkVRFGOHLIQQJdJl/8EGOU5mM/fCquez3iBxlESffvopM2bMoH379hw6dMjY4RTYoUOH6NixIyA9t4WOJLCEEEII8UTu37/Pu+++y40bN/TPWTdojGP3XljVqvPUJnHMK7jhOmgILv0GEnf6BNG/7SI1JIgHDx7w8ccfc+zYMaZNm4ZZCentJYQQJYWhkleGcNl/cKlLYkVHRzNnzhwA3nnnHRwdHY0ajxDFRRJYQgghhCg0rVabJXllWb0mrkOGY+ldzciRFR/FzAz71u2we7YN8WdO8nDDGrSRD/ntt9+wt7fn/fffN3aIQgghniLR0dHMmDEDgBEjRuSawHJ1daVmzZp4enoWY3RCFB1JYAkhhBCi0M6ePatPXjl07YHrS8MM3t/q7jefg0kRVHFlGHY6gmJigl3LVljXa0jY3O9IvnGdzZs389Zbb0lPLCGEyIWxqp9KUhVYURk/fjzjx483dhhCGIwksIQQQghRaI/2uzIrV75ImrOr2jSDH7MomVhYYPrP3XCtVotWqzVuQEIIIYQQT4HSswSQEEIIIUqcFi1aUL58eQAiVq/g3o9zSQt/YOSojCfJ7xohn31C/OmTAHTs2BHbp6B5vRBCiJx16NABRVH49NNPycjI4IcffqBJkybY2Njg6OhIly5dOHjwYI5jL126xCeffEL79u3x8vLC0tISJycnWrVqxezZs0lOTs7xfN7e3vp/e3t7oyiK/mvEiBH6bZ9++imKotChQwf9c2FhYWg0GhRF4cSJE3m+tqZNm6IoClOmTMm2LSkpidmzZ9O6dWucnZ2xsLDA09OTV155hXPnzj3mu2Y4V69eZdSoUVm+f23atGHRokU53kAaO3YsiqIwduzYbNvOnj2r/z4OGzYs2/br16+jKApmZmbEx8cXyesReZMElhBCCCEKzcrKitmzZ+Pq6gpA/OkT3PnwHe4tmkfSTb8ysWqQqtUSd/oEIV9OJ/SrGaTcuQ1Aw4YN+eSTT4wcnRBCiOKg1Wp54YUXeOutt7h8+TImJibExMRw4MABunTpwvbt27ON6d27N59//jl//fUX4eHhWFtbEx0dzYkTJ3jvvfdo27YtcXFxWcY4Ozvr/+aCrs9VhQoV9F8ODg55xlmxYkU6deoEwNq1a3Pd7/r16/j6+gJkS+b4+/vTsGFD3nvvPY4fP05sbCzm5uYEBwezevVqmjdvzs8//5z3N8wAVq1aRcOGDVm+fDl37tzB0tKShIQEjh07xrhx42jfvj3R0dFZxrRv3x4gx1UZH33u8OHDuW5v2rSp3JwyEklgCSGEEOKJ1KxZk3Xr1tG7d2/dioMZGcSfPE7oF9MJmjKRyJ1bn6wqS6NBMTUz+BcaTaFDUlWV5Fv+hK9Zwe13x3H/x7kk3/ADwMbGhvHjx7N48WLs7e0L/7qFEEKUGj/++CMnTpxgw4YNxMfHExcXx4ULF6hXrx7p6em8+eabpKenZxnToUMHfvnlF0JDQ0lISCAyMpKEhATWrFlDxYoVOXv2LJMnT84yZsuWLZw5c0b/7zNnznDv3j3919y5cx8b69ChQwHYsGFDrtPc16xZA0CjRo2oU6eO/vm4uDi6d+/OzZs3eeGFFzh79izJycnExcURGhrKhAkTSE9PZ9y4cZw6dSp/37xCOH36NKNHj0ar1dK9e3f8/f2Jjo4mPj6eZcuWYW1tzfHjxxk1alSWcZnVaH5+fty7dy/LtswElb29PSEhIfj7++e4/dGKNlG8JIElhBBCiCfm5OTE9OnT2bRpE3379sXCwgKAtLC7RG7ewJ333yb4/z4mau9u0iLCC3bw9HRUbZrBv/jPB4nHUVWV5MBbRGxcy50PJhDyfx8Ts38vGf/cHXdxceGNN95g+/btjBgxAlNTaTUqhBBlRVRUFNu3b2fQoEGYm5sD0KBBA1asWAFAaGgox44dyzJmxYoVDBs2jEqVKumfs7a2ZsiQIWzatEm/T2JiokFj7d+/P5aWloSHh7N///4c91m3bh2Qvfpq5syZ+Pv707dvX7Zt20bTpk31f+8qVarEnDlzeOONN0hPT+eLL74waNyP+vjjj9FqtTRp0oTt27dTrZpu9WNzc3NGjhzJkiVLANi6dWuWRFrFihWpUaMGkLXiKiMjg6NHj2JjY8Po0aOzbYd/q7IkgWU8RZLAOnPmDJ9//jlDhgyhW7duPPfcc9n2iYiI4O7du0RGRhZFCEIIIYQwAi8vLz7++GP27t3Lhx9+SN26dfXbUm7583D9L9yZ9BbBM6YStWcHaQ/u53gc80ruKJZWxRKzYmmFeSX3HLepGRkk+98kYv1q7rz/NiGfTiF6zw60/1SUmZqa0q5dO7777jt2797Na6+9luty5kIIIZ5ebdu2pU2bNtmeb9q0KR4eHgBcvnw538dr3bo1jo6OJCYmcv78eUOFCegqjHr37g38W2n1qJMnTxIQEICJiQkvv/xylm3Lli0DYOLEibqq6xxkVnj9+eef2arODCEqKooDBw4A8NFHH2FmZpZtn5dffpmaNWsCukqzR+U0jfDcuXPExMTQunVrOnfunG17ZsWWqakprVu3NuTLEQVg0FuD/v7+jBo1KktmWVXVHP9jf/XVV8yZM4dy5coRGhqK5gnK+IUQQghRstjZ2TFw4EAGDhxIcHAwv//+OwcOHNCX46fcDiDldgAPN67Fooo3ti2ewbbFs5iV0zWE19jY4jVzPql3Q/N1vpTgICJWLQXAdfhoLCp75jtW80ruaGz+7WWhqioptwOIO3WchDOn0EY+zLK/iYkJzZo1o3PnznTq1EkSVkII8QQSkvyMHYJBNG/ePNdt7u7uhISEEBUVlW3bpk2bWLNmDb6+voSHh+fYuP3u3bsGjRV0SaZNmzaxbds2EhISsLGx0W/L7I3VsWPHLNVhISEhBAcHAzBgwIBcE1iZSauEhAQePnyoX+zFUHx9ffU9NjP7eeWkc+fO+Pn58ffff2d5vkOHDvz8889ZElSPTg9s27YtGo0mSx+szO1NmjTBzs7OMC9EFJjBEli+vr506tSJuLi4fDVsHTduHLNnzyY8PJx9+/bRvXt3Q4UihBBCiBKkcuXKjBkzhjFjxhAYGMgff/zBn3/+iZ+f7kNLyp3bpNy5zcNN67D0qYFd63bYtngWjY0tVtVrFvh8FpU9CzUuLfwBsUcPE3/iaLbKMI1GQ/PmzXnuuefo0KEDTk5OBT6+EEKI7G6HTjd2CAaRV1LD0tISgLS0NP1zWq2WQYMGsXXrVv1z5ubmuLi46KfkhYeHk5GRQUJCgsHj7d69O87OzkRGRrJ9+3aGDBkC6JJPmRVLmZVUmcLCwvSPHzzIX29LQ09/BN33BXTfV2dn51z3y6x8+2+s/+2D5ebmliWBZWdnR5MmTThz5gz+/v74+PhI/6sSwiBTCJOSkujbty+xsbFoNBqmTJmCn58fGzduzHWMj48PjRo1Ash13q0QQgghni5eXl6MHj2aNWvWsG3bNsaPH0/t2rX125P9bxC+cgmB74zl/pKFJAfeLtJ41IwMEs6dJfS7L7jz/ttEbd+sT15pNBpatWrFtGnT2LdvHz/88AP9+vWT5JUQQogn9vPPP+uTV9OmTePWrVskJycTERGhb8ieWf1UFCv6mpubM3DgQCDrNMIDBw7w4MEDLC0tGTBgQJYxj04HDAsLQ1XVx355eXkZPPYnValSJapXrw7oKqse7X+VWUmXmajKTFxlVmNlTj8UxmGQCqyff/6ZkJAQFEVhw4YN9OvXD4CrV6/mOa5t27acP3+es2fPGiIMIYQQQpQiHh4ejBgxghEjRhAcHMzevXv57bffCAoKQk1LI+7oYeKOHsaqbn2c+w3EyqeGwc6t/rNSYuSOLaTdyzo1o1GjRvTo0UOmBwohRDHwdp9hlPMau/Irs0n78OHDmTEj+/cgPT2diIiIIo1h6NChLF68mH379hEeHk65cuX0yazevXtnW0m3QoUK+sdBQUG4ubkVaXy5KVeuHADJyclERkbmWoUVEhICkOMUxvbt23Pz5k0OHTpEjRo1iI6OpmvXrvrqt44dO/Ldd99x6NAh2rVrR1hYGBqNhrZt2xbRqxL5YZAE1vbt21EUhe7du+uTV/mRecf1v8tTCiGEEKJsqVy5Mq+99hpjxozhwoULbNmyhf3795OWlkbSlUuEXrmEXau2uA59NUu/qsJICQ3mwdJFpNwK0D/n6OhI37596du3r37KgRBCiKJnY1XwKd9Pg8zkSm69s06ePJljPyzQ9WLM9CTVWW3atMHT05OgoCA2btzIqFGj2LZtG5B9+iCAt7c3bm5u3Lt3j127dtGiRYtCn/tJNGnSBEVRUFWVP/74Q19J9l9//PEHoGuk/18dOnRgyZIl+gRW5nOZ2rRpg6mpKYcPH5b+VyWIQaYQXrlyBYCePXsWaFxmpjQ6OtoQYZRKMTExLF26lDfeeIMXX3yRoUOHMm3aNE6ePGns0IQQQohipygKjRo14v/+7//YtWsXI0eOxMpKtxph3PEjhMyYSlp4/vpu5CThwjlCZnysT165ubnx0UcfsXv3bsaPHy/JKyGEEMXCwcEBgOvXr2fblpGRwbRp03Id+2hl1JN8llYURd/7au3atezYsYO4uDicnZ3p0aNHjmNGjRoFwLx58x5biJJT03pDcHJyokuXLgB8/fXXWXqLZVq3bp3+ezt48OBs2x/tg7V+/foszwH6PlghISEsXbo023ZhHAZJYGX+xyzo6gJFMZe3NAkKCmL8+PFs375dX5KYkJDA+fPn+fLLL/n555+NHaIQQghhNC4uLrz55pts3bpVv6R12oP7hM35FlWrLfDxUu/d5d6C2aipKWg0Gt544w02b97MgAEDsLCwMHT4QgghRK4yEzA//fQTq1at0idh/P396d+/P8eOHcuyMuCjHB0dcXd3B2DVqlVZelMVVGal1fHjx/n2228BGDhwIGZmZjnu/+GHH1KjRg1iYmJo06YNK1euJC4uTr/9wYMHbNy4ke7du/PBBx8UOq7H+eyzzzA1NcXX15e+ffsSEKC7MZWamsry5csZM2YMAP3798+xUszd3Z1q1aoBcObMGWxtbWnWrFmWfTITVqdPnwak/1VJYJAEVmb2ODY2tkDjMssmXVxcDBFGqZKWlsbnn39OTEwMVapUYe7cuWzYsIENGzYwbNgwFEVh586dHDhwwNihCiGEEEbl6urKV199pb8YTQ0NIcG34P0zo3/fg5qaikajYe7cubz22muSuBJCCGEUkyZNolq1aqSlpfHqq69ibW2No6Mj1atXZ9euXSxatAhXV9dcx7/22msAzJkzB1tbW6pUqYKXlxeTJk0qUBz16tWjQYMGAPj6+gIwbNiwXPe3t7dn3759NGzYkPv37zNixAgcHR1xcXHB1taWChUq8NJLL7F3794CxVFQLVq0YOnSpZiamrJnzx58fHxwcnLC1taWUaNGkZiYSKtWrfTVUzl5tKKqdevW+v5XOW2X/lclg0ESWJkrC/z9998FGpc5J7VOnTqGCKNU+f3337l37x4WFhZMmzYNb29vACwsLBg0aBDdu3cHYPXq1WgLcZdZCCGEeJooisKoUaNQFAWA1HthjxmRXdo/Y+rXr88zzzxj0PiEEEKIgnB2dubkyZOMGzcODw8PFEXB0tKSvn37cvjwYUaMGJHn+E8++YSZM2fSuHFjNBoNQUFB3Llzp1CN3x/td1WlShVat26d5/5VqlThzJkzLFu2jG7duuHq6qovZqlZsyZDhgzhl19+Yc6cOQWOpSCGDx/O+fPnGTFiBJ6eniQmJmJtbU2rVq348ccfOXToUJ6LsTyaoMppemDbtm31Sa3GjRtna2ovip+iGmAe30cffcQ333yDi4sLAQEB+jd2+/bt9OvXD0VRspU1nj9/Xt9M7euvv+b9999/0jBKlUmTJnHjxg26dOnCW2+9lW17eHg4Y8aMQVVVZsyYQePGjQt8Dg8PD0JDQ3F3d9dXuwkhhBCl1erVq/UXw27j38O22b9TApJu+hH6hW5FKfepM7Cqnr0pcPgvy4j5Yx8ajYalS5dSr169YolbCCHKusypWd7uM7Cxqsll/397EtXzWW+UmP4bQ0KSn35lwrNnC17lK4QoegapwHrttdcwNTUlMjKSV1999bEVQ7du3eLFF19EVVWsra31jeDKiqSkJG7evAnoVjLISbly5fSNZC9cuFBssQkhhBAl0e7du5k3bx4AZhUrYdMo57+feXHo0g3F1Iz09HTeffddbty4YegwhRBCCCFEETFIAqtq1apMmjQJVVXZsWMHjRo1YsmSJdy6dUu/z9WrV9m7dy8TJkygYcOG3Lp1C0VRmD59epnrgRUSEqJvYF+lSpVc98vcFhwcXCxxCSGEECWNqqqsXr2a6dOnk5GRgYmVNW5vvovynz4V+WHuVolyI3U9Q6KionjttdfkLrsQQgghRClR8Ku/XHzxxRcEBwezZs0arl27xhtvvAGg71VRv359/b6ZyZtRo0YVuMnc0yAyMlL/2NnZOdf9MrcV1fKjQgghREmmqio//PADK1euBMDE1o5KEydj4VG50Me0b90OVaslfMXPJCQk8NZbb/H111/LykJCCGEkj07lE0KIvBikAgt0iapffvmFhQsX4ubmhqqquX6VK1eOBQsW8PPPPxvq9KVKcnKy/nFeqx9lbktKSirymIQQQoiSZvXq1frklWm58nh8PANL72pPfFyH9p1we2siipkZaWlpTJ48mYsXLz7xcYUQQgiRXfPmzXFzc8v3V//+/Y0dsiihDFaBlemNN95g5MiR7Nu3j7/++ovAwECio6OxtbXFw8OD9u3b0717d6ytrQ19aiGEEEI8JUJCQliwYAEAZhXccJ88DVOn3KuWC8q2STNM3ptM2KyvSUtLY8aMGWzcuBGNRmOwcwghhMhZPZ/1JabyylhN5MuS8PBw7t+/n+/9H52xJMSjDJ7AAjA3N6dXr1706tWrKA5f6llaWuofp6Sk5JrMS0lJAcDKyirXY61evZq1a9fmuK0wS6gKIYQQJcEff/yhXxQm7f49gmdMzXN/9ZEFZMLmfp/vHllqWhoAd+7c4fr169StW7eQEQshhCiIJ0kcPbpiYObKhqLkCgwMNHYI4ilRJAkskbdH+15FRkbmmsDKzDw7OTnleqyEhAQePHiQ47aMjIwniFIIIYQwHhOTrF0O0qPz3w8yIz6uUOeU6ishhBBCiJJLElhG4OHhgaIoqKpKUFAQHh4eOe4XFBQEQOXKuTertbGxoXz58jlu++/FvxBCCFFa9O/fn/T0dB4+fFgs56tZsya1atUqlnMJIYQQQoiCM0gCKyoqijFjxqCqKuPHj6dTp06PHfPnn3/yww8/oNFoWL58Oba2toYIpVSwsrKievXq3LhxA19fX1q1apVtn4iICIKDgwFo2LBhrscaNmwYw4YNy3Gbh4cHoaGhhglaCCGEKEY2NjaMGDHC2GEIIYQQQogSwiAlOhs2bGDr1q3s37+fFi1a5GtMixYtOHDgAFu2bGHDhg2GCKNU6dChAwB//fUX4eHh2bZv2bIFVVVxdnamfv36xRydEEIIIYQQQgghRMlhkATWvn37AOjatWu+K6lsbW3p3r07qqqyd+9eQ4RRqnTt2hU3NzeSk5P57LPPuH37NqBr3P7rr7+ye/duQFdhZZrPRrRCCCGEEEII8bSzsapJPZ/11PNZLw3chShDDJIZuXDhAoqi5DgVLi/PPPMMzEjdDQAAaHtJREFUmzZt4sKFC4YIo1QxMzPj448/ZurUqQQGBjJhwgSsra1JTk7WN1/v1asXnTt3NnKkQgghhBBCCPHkklPvGDuEXJXk2IQQOgZJYIWFhQHk2ow8N5UqVQLg7t27hgij1PH09GT+/Pls3ryZ06dPExERgY2NDVWrVqVnz54888wzxg5RCCGEEEIIIQwiLHyZsUMQQpRiBklgqaoKoK8cyq/M/bVarSHCKJUcHR0ZPXo0o0ePNnYoQgghhBBCCCGEECWSQRJYrq6u3L17l4CAgAKNu3XrFgDOzs6GCEMIIYQQQgghRAlz9uxZY4cghHgKGKSJe/369VFVla1btxZo3NatW1EUhdq1axsiDCGEEEIIIYQQQgjxFDJIBVbXrl3Zu3cv586dY9myZYwaNeqxY5YsWYKvry+KotC9e3dDhCH+48GDB4CuR1lB+5MJIYQQQgghSic3NzepehJCPHUUNbOB1ROIj4/Hy8uLqKgoTE1N+eqrr5gwYQIajSbbvunp6cyZM4cpU6aQlpaGo6Mjt2/fxsHB4UnDEP+h0WgK3JdMCCGEEEIIUbq5u7sTEhJi7DCEEMKgDJLAAli/fj1DhgxBURRAl/Xv3r07derUwdbWlvj4eK5evcpvv/3GvXv3UFUVRVH45ZdfGDJkiCFCEP9hY2NDcnIyGo2G8uXLGzucEi0iIoKMjAxMTExwdXU1djiiiMn7XbbI+112yHtdtsj7XbbI+10wUoElhHgaGSyBBfDDDz/w3nvvodVq9YmsnKiqiqmpKbNnz+bNN9801OmFKLQePXrw4MEDypcvz549e4wdjihi8n6XLfJ+lx3yXpct8n6XLfJ+CyGEMEgPrEzjx4+nRYsWTJ8+nX379pFTbkxRFHr06MGnn35Ks2bNDHl6IYQQQgghhBAlTGn73CfVa0KUTAZNYAG0aNGC3377jYiICI4ePUpISAixsbHY29vj4eFB27ZtcXFxMfRphRBCCCGEEEIIIcRTyuAJrEyurq707du3qA4vhBBCCCGEEKIUGVVuOFXMKxs7jBzdSQ1mWfgqY4chhMhDkSWwhBBCCCGEEEKITFXMK1PTqrqxwxBClFImxg5ACCGEEEIIIYTIL7+kmwz2H8Fg/xH4Jd00djhCiGJSJBVYGRkZBAQEEBUVRXJycr7GtGvXrihCESJfhgwZQkJCAjY2NsYORRQDeb/LFnm/yw55r8sWeb/LFnm/hRBCGDSBdfz4cb799lv279+f78QV6FYm1Gq1hgxFiAIZNmyYsUMQxUje77JF3u+yQ97rskXe77JF3m8hhBAGS2DNnDmTDz/8EFVVUVXVUIcVQgghhBBCCCGEEGWcQRJYR44c4f3330dRFFRVxd3dnY4dO+Lh4YGFhYUhTiGEEEIIIYQQQgghyiiDJLDmzp2rf/zZZ5/x0UcfYWIi/eGFEEIIIYQQQgghxJMzSALrxIkTKIpC3759mTp1qiEOKYQQQgghhBDiKTXYf4RBjjM99IsnGr/eZ4VB4iitAgMD8fb2BuD27dt4eXkZNyAh8mCQMqmHDx8C0Lt3b0McTgghhBBCCCHEU8pQyStDKEmxCCHyZpAElqurK4AsayuEEEIIIYQQQgghDM4gUwgbNWpEWFgYAQEBhjicEELkaOrUqdjZ2TF58uR87f/dd98RExPD559/XsSRCSGEEEKIwjDWFD6pvBKi9DFIBdbo0aNRVZX169cb4nBCCJGjy5cvc/369Xzv7+fnx+XLl4swIiGEEAWVkpJi7BCEEEIIUQoZpAKrX79+DBgwgM2bN/PBBx/w7bffGuKwQuRbfHw8Z86cISgoiPj4eLRaba77KorC22+/XYzRCWPJyMgwdgjiCaSnp7N//36OHTvGnTt3iI+Pf+x7um3btuIJTghRaC+//DI+Pj7Uq1eP+vXrU7t2bSwtLY0dlihGKSkpJCQkkJ6enud+5cqVK6aIhCi8Dh06cPjwYaZPn85HH33E999/z4YNG7h9+zbx8fFERUVhbm7O1q1b2bNnD5cuXSIkJITExETc3Nxo27Yt7777Lk2aNMnx+CNGjGDlypW8+uqrrFixgrVr17JgwQIuXbqEqqrUr1+f9957jxdffDHXGOPi4vjyyy/ZtGkTISEhODs707FjRz755JN8/f4NCgriu+++4/fffyc4OBgzMzNq1KjBwIEDeeutt7C2ts42ZsWKFYwcOZIqVaoQGBjIH3/8wXfffceZM2dIS0ujYcOGTJs2jS5dugCQlpbG3LlzWbVqFQEBAVhZWdGtWze++eYb3N3d8/luiKedQRJYAKtXr8bCwoKZM2fy999/88477/Dss8/q+2MJUVT27NnDihUrSE1N1T+nqmq2/RRFQVVVSWCVEWlpacTExGBlZWXsUEQhJCcnM23aNG7cuJHjz3NOFEUp4qhEUZOkZdmQnp6On58fN27cYMuWLZiYmFCtWjXq1atHvXr1qFu3riS0nkIJCQls3ryZY8eOcf/+/XyNkZ9vUZokJyfTrl07Tp8+jZmZWZakzsaNGxk5ciQAJiYmODg4oKoqd+7c4c6dO6xfv55ly5bxyiuv5HmOsWPHsnjxYjQaDTY2NsTFxXHixAkGDhzI/PnzGT9+fLYx9+/fp0OHDvpZDBYWFsTHx7N27Vp27NjBzz//nOc59+/fT//+/YmPjwfAzs6O1NRU/v77b/7++29WrFjBvn37qFy5cq7HWLx4MePGjUNRFGxtbYmLi+Po0aN0796dX3/9la5du9KzZ08OHjyIpaUliqLw8OFD1qxZw7Fjx/D19cXJySnPOEXZYJAElkaj0T9WVZVDhw5x6NChfI9XFCXPihkhcnP8+HEWL14MgKmpKdWrV8fFxQVzc3MjRyYMITw8PNtFblpaGleuXMkzqREfH8+RI0fQarX4+PgUdZiiCGzYsAE/Pz8URaF58+a0bNlSfrafcpK0LDsWLFjA5cuXuXTpEleuXCEqKoobN25w8+ZNtm7diomJCVWrVqV+/frUq1ePOnXqyM2IUu7hw4d89NFHPHjwIN8/30KUNgsWLMDU1JT169fTr18/zM3NuXPnDjY2Njg5OfHBBx/Qv39/GjVqhIWFBaqqcvPmTT7//HN++eUXXn/9ddq3b4+np2eOx9+xYwdJSUksXLiQ4cOHY21tze3btxkxYgR//fUXH3zwAUOGDMHZ2TnLuBEjRnD9+nUcHBxYvHgxAwYMwNTUlHPnzjF69GjGjh2b62sKDAxkwIABxMfH06JFCxYvXkyjRo1IT09n586dvP7661y/fp0BAwZw/PhxTE2zpxfCw8N5++23+eijj3j//fdxdHQkMDCQIUOGcOLECSZMmECvXr24du0au3btolu3bgDs3r2bYcOGERgYyDfffMPXX3/9BO+OeFoYJIH13z9E8odJFJfMO3P16tVj4sSJ2X5hi9LtwIEDbNiwIctzCQkJTJ069bFjM38Pde3atUhiE0Xr+PHjKIrCK6+8woABA4wdjigGkrQsOzw8PPDw8NB/SAkNDeXSpUtcvnyZy5cvExUVxc2bN/H398+S0Pr++++NHLkorJUrV3L//n2srKzo168fDRs2xNHRERMTg7TjFaJEiI+P5/fff+f555/XP1elShUA+vTpQ58+fbLsrygKNWrUYOXKldy7d4/9+/ezfPlypk+fnuPxo6KiWL16NUOHDtU/5+3tzbp16/D29iYpKYldu3YxfPhw/fajR4+yd+9eANasWUPPnj312xo3bsy+ffuoXbt2rq/pyy+/JC4uDnd3d/bt24eDgwOgK2Dp27cv5cqVo23btpw5c4bNmzfz0ksvZTtGYmIiI0aM4IsvvtA/5+Xlxfr16/Hy8iIoKIgff/yRw4cP065dO/0+L7zwAu+//z7Tpk1j06ZNksASgIESWO3atZO7oMIo7ty5g6IoTJgwQZJXT6lHE+KZ00DzoigKVlZWVKlSheeff55OnToVdYiiCERERKAoCr169TJ2KKKYSNKy7HJ3d8fd3V2f0Lp79y6XLl1i//793Lx5k/T0dPz9/Y0cpXgSvr6+KIrCxIkTad68ubHDEaJINGjQIEvyKr8URaFHjx76KfS58fT0ZMiQIdmer1SpEi1atODo0aPZFi/69ddf9bE9mrzK5OrqytixY3NcsVtVVf34d955R5+8elTr1q15/vnn+f3339mwYUOOCSyAjz76KMfXU716dW7cuEGrVq2yJK8yPffcc0ybNo1bt26RkJCAjY1NjscXZYdBElgFmS4ohCFlJivKly9v7FBEEXj55Zd5+eWX9f/u06cPTk5OrFixwnhBiWKR2V/BwsLC2KGIYiJJS3Hv3r0slVgPHz7Ub5NKndItNTUVc3NzmjVrZuxQRAnkl3TT2CEYxLPPPpvn9pCQEObPn8+BAwcICAggLi4uW5/Hu3fv5jq+WbNmuRaNZDY5j4qKyvL833//DegazeemY8eOOSawbt26pT9eXjeEO3fuzO+//64/139ZWlpSvXr1HLeVL1+eGzduUK9evRy3V6hQQf84OjpaEljCcE3chTAGT09P/P399RdG4unWsWNH+cNVRtSvX58jR44QHh4uq1CVEZK0LHtyS1ipqopGo8HHx0ffB6tu3bpGjlY8iQoVKnDv3j1jhyFKqOmhXzx+p1Igr+uVw4cP06tXL30jdAB7e3t9w/KkpCRiY2NJSEjI9Rh2dna5bstc+CItLS3L8+Hh4QB5ruKX27bMsY8b7+HhAcCDBw9y3F6hQoVcE2+ZvbQrVqyY53bI/tpE2SQJLFGq9ezZk1mzZnHw4EHpdVQGvPPOO8YOQRSTQYMGcerUKVauXMmkSZOMHY4oBpK0LDtmz56dLWFlYmKCj48P9erVo379+tK4/SnTqVMnVq5cia+vL02bNjV2OEIUiUeTLY9KS0tj2LBhxMfHU7duXebMmUOrVq2yrFK4dOlSxowZI72khXgMSWCJUq19+/ZcuXKFJUuWYGVllePcaSFE6VO5cmWmTp3Kt99+y6effsqAAQOoXr26/g6jePpI0rLsOHTokL4FQJcuXWjYsKEkrJ5yL7zwAmfPnmX+/Pl88MEH1KlTx9ghiRJkhvvjF+cpCsVV+XXixAlCQkIA2LlzJ97e3tn2+e+q24ZSrlw5/Pz88pyaGBoamuvYR/d5dDrfozJfm7R0EcVBEliiVJs7dy4A5ubmzJo1i1WrVuHj45PnRbCiKLz99tvFFaIoAvHx8Zw5c4agoCDi4+PRarW57ivvd+nUt29f/ePz589z/vz5fI3LXJlUlD6StCxbVFUlMTGR33//naCgIAIDA6lfvz4+Pj7S7+oppNFomD59OsuWLWPKlCnUqlULT0/Pxy7AM3jw4GKKUBhTTauc+yM9LTITPC4uLjkmrwAOHjxYJOdu2rQpR48e5fDhw7nuk1s/66pVq+Lk5ERUVBR//PEHTZo0yXG/AwcO6M8lRFEzeAIrMTGR7du3c/LkSUJCQoiNjSU9PT3PMYqi8Mcffxg6FFEG/Pnnn1lWpgsPD88yX/tRmftJQqN027NnDytWrCA1NVX/XE7l1vJ+l26FKaGX1XBLj0cTlDmRpOXTbebMmfreV1evXuXcuXOcO3cORVGwsLCgTp06+qmEktB6epw7d46zZ8+iqirXr1/n+vXrjx0jCSzxNMhcvS8yMjLHafIHDx4sss/CAwcOZO7cuZw/f57ffvuN7t27Z9keGRnJokWLchyrKAoDBw7kp59+Yt68ebzxxhvY29tn2efYsWPs27cPkJ9XUTwMmsBatGgRU6ZMISYmJt9jMj9gClEYHTt2lP8/Zcjx48dZvHgxAKamplSvXh0XFxdp4P8U+uKLp6Ohq8iZoXp8yO//0snHxwcfHx/69euHqqrcunWLS5cucenSJa5du4avry++vr4oioKlpSW1a9emfv369O/f39ihi0I6f/48X3/9tf66v2LFijg4OOTaM0iIp0nr1q2xtrYmMTGRwYMHs2TJEry9vUlJSWHTpk2MHz8eZ2fnLCuvGvLc3bp1Y+/evQwZMoSffvqJ/v37o9FoOH/+PGPGjMlyU/i/pkyZwrp16wgJCeH5559n8eLFNGzYkPT0dHbt2sVrr72Gqqo0b96cAQMGGDx+If7LYAmszz//nOnTp+frojTzglOa1IknJU29y5bMSot69eoxceLEx049EKVXbsspi6eDJChFJkVRqFatGtWqVaNv3776hNbly5c5cuQIN2/exNfXl3PnzkkCqxRbv349GRkZ1KpVi0mTJslCDaJMcXR05KuvvmLChAn8+eefVK1aFXt7e5KSkkhLS6NRo0aMGjWqyGYMrFixgg4dOnD9+nUGDRqEpaUl5ubmxMbGYmtry08//cSQIUNyHFulShV+/fVX+vfvz6lTp2jUqBH29vakpqaSnJwMQM2aNdm8ebMkpEWxMEgC6/r160yfPh2AGjVqsHDhQlq1aoWVlRWKorB161Y6d+7M7du32bNnD3PnziUsLIyRI0eycOFCqZ4QQuTLnTt3UBSFCRMmSPJKiFJMEpQiJ9HR0Vy+fFk/vTA0NDRLmwBRegUGBqIoiiSvRJn19ttvU7lyZWbOnMm5c+dIT0+nZs2aDBw4kPfff58NGzYU2bkrVKjA6dOn+fLLL9m0aRPBwcFYW1vTs2dPPvnkk8cuoPH8889z9epVvv32W37//XeCg4MxMzOjSZMmDBw4kLfffjvLiopCFCVFNcBVwTvvvMO8efOwtrbm6tWreHp6AmBiYqJPYL3wwgv6/aOjo+nTpw9Hjx5l4MCBrF+//klDEEKUAYMHD0ZRFNatW2fsUIQRpKenEx8fD4Ctra3c6ROilMspYZUp8/LUzc2N+vXrU69ePTp06GCkSMWTGjp0KBkZGfL3uwxr1qwZoFtxsKZVdQb7j9BvW++zwigx/TcGv6Sb+pUJz549a5SYhBB5M0gF1uHDh/VN3jKTV3lxdHRk27Zt1KhRg02bNjFkyJAsCS4hCiMyMpLjx48TEBCg78Pm4OBAtWrVaNWqlVTsPAU8PT3x9/cnNTVVKjfLiKSkJH777TeOHj1KYGAgGRkZgO4GiZeXF23btqV79+6yUp0QpcjChQuzJKwevZdaqVIl6tatq09aubi4GCtMYUA+Pj5cvHiRxMREqdQQQghRaAZJYAUFBQHwzDPP5Lg9p8ZwTk5OvPrqq8yaNYtffvlFElii0LRaLatWrWLXrl36D7eZF8OKonDw4EGWLVtG7969eeWVVzA1Nfjim6KY9OzZk1mzZnHw4EG6du1q7HBEEbtz5w6ff/454eHh2aYQpaenExAQwK1bt/jtt9/4+OOP83UDRZRcly9fLtD+5ubm2NjY4ObmJtV4pczevXv1jytVqkS9evX0qw7KzaanU//+/blw4QJbt25l6NChxg5HCCFEKWWQT/JxcXEA2ea0W1lZkZycrN/+X40bNwakRFM8me+++45Tp06hqirW1tbUqVNHf8f24cOHXLt2jYSEBLZv3879+/eZPHmykSMWhdW+fXuuXLnCkiVLsLKyol27dsYOSRSR+Ph4pk+fTlRUFObm5nTs2JFGjRpl+dk+f/48Bw8e5P79+0yfPp358+dja2tr5MhFYU2dOrVQqwqamprSoEED+vXrR/369YsgMmFoXbt21SesnJycjB2OKAYNGzZk7NixLFmyhMjISAYMGEClSpWMHZYoIR6dyieEEHkxSALLxsaG2NjYbJVWDg4OJCcn6yu0/kur1QJw//59Q4QhyqC//vqLkydPYmJiwrBhw+jTpw9mZmZZ9klLS2Pbtm2sWbOGkydPcuTIEdq2bWukiMWTmDt3LqCrvJg1axarVq3Cx8cnz+aTiqIU2aououhs27aNqKgo3NzcmDFjBm5ubv/f3n1HR1nn7/+/7tRJIYUAQgjSpQUMBlABSQSUXXENTVRWQWBxreCuHysrYgPUXRUVdNFVEUSaFEUsSOiE0MGAUSBIkZaE9J6Z+f3BL/MlJqTAZAo8H+d4Tnjfr3ty5cQkM695lwo1PXv21ODBg/XCCy/ozJkzWrZsme69914npIW9XMy2nCUlJdqxY4d27type++9V8OGDauDZLCnhx9+2NkR4GDjxo2TdG759+rVq7V69Wp5e3srJCTkgvcYhqFZs2Y5KCEAwB3YpYHVokUL7d27t0Ijql27djp16pQ2bdpU6X179uyRJPaywUX78ccfZRiGRo4cqcGDB1da4+3trTvvvFOenp6aPXu2Vq1aRQPLTcXHx5c7kSo1NVWpqamV1pbV0cByT4mJiTIMQ4899lilzasyTZo00fjx4zVx4kQlJibSwHJjy5cvV0JCgt599101aNBAgwYNUqdOnWxLyjIyMpSUlKTly5crLS1Njz32mCIjI3Xw4EEtWbJEe/bs0dy5cxUZGan27ds7+asBcL4zZ85UGCsuLq50vMzFzMiE+5jf5lOXmXnlrE3kAdSeXRpY1157rfbs2aOffvqp3HifPn20bt06rVmzRjt27FB0dLTtWkpKij766CMZhqEOHTrYIwauQCkpKfLw8NBtt91Wbe3AgQM1Z84cpaSkOCAZ6sLNN9/ME9orxJkzZ+Tr66vIyMhqayMjI+Xr61vlCyG4vuTkZL3xxhvq2rWrnn322Qr7FTZq1Eh9+/ZVTEyMpkyZojfeeEOvvfaaoqKiFBUVpSlTpigxMVErV66kgeVGDhw4oA0bNujQoUPKzMyUdO6wn9atW+umm25S27ZtnRsQdsEbSajMpTSOzj8xsOxkQwCXP7s0sGJjY/XZZ58pPj6+3PjIkSM1depUmc1m9e3bV3//+9/Vpk0bHTx4UB999JFyc3NlGIbuvvtue8TAFaigoEB+fn7y9fWtttbX11f+/v4qKChwQDLUhccff9zZEeCiaGy6vy+//FIWi0V///vfqzxsw9PTUw888IAeeOABLVq0SM8++6wk6Z577lFiYqL279/vqMi4BPn5+XrnnXe0ZcsWSeWXjx4/flz79u3TV199pRtvvFGPPfYYJ9e5uX79+jk7AgDgMmCXBtZf/vIXeXp66siRI9q8ebN69uwpSWrdurWee+45vfTSS8rNzdV//vOfCvded911euihh+wRA1egoKAgZWRkKCMjo9qNYDMyMpSXl8eGsYAbaNSokY4dO6b9+/erY8eOVdbu27dPhYWFnELo5pKTk+Xv769GjRpVW3vVVVcpICBAP//8s22sZcuW8vHxsc3igesym8168cUX9csvv8hqtapp06a69tpr1aBBA0lSWlqa9u7dq+PHjyshIUEZGRl69dVXOW0SAIArnF0aWGFhYfr1119VXFxc4Ynn5MmTFRAQoJdfflm5ubm2ccMwNHz4cH3wwQfsgYWL1qFDB23evFlz5sypdnr6Z599JknVvhgG4Hzdu3fX0aNH9d577+mll16yvbD9o7S0NL333nsyDEM9evRwcErYU0FBgaxWq0pLS6ucgSWd27i9sLBQHh4e5ca9vLxksVjqMibsYNWqVUpOTpbJZNIjjzxywRNl161bpxkzZig5OVmrVq3Sn/70JwcnBQAArsQuDSzp3DufF/Lkk09q/PjxSkhI0KlTpxQQEKBu3bqpSZMm9vr0uELdcccd2rRpk+Lj45Wbm6u77rpLrVu3Lldz8OBBLViwQFu3bpVhGPrLX/7ipLSwl4KCAv3www/avXu3UlNTVVxcXO6kovz8fG3btk2SFBMT46yYuASDBw/Wjz/+qBMnTujRRx9Vv3791LlzZ4WFhUmS0tPTtWfPHq1Zs0YFBQUKCQnRoEGDnBsal+Sqq67S77//rjVr1uiWW26psnbt2rUym83lnkcUFBQoPz9fV111VV1HxSVau3atDMPQAw88cMHmlXTu93dJSYneffddrV27lgbWZcBisWjz5s3auHGjDh48qKysLEnnTi5v06aN+vTpoxtvvJFl4ahWO7+2bL4OXIHs1sCqjq+vr2JjYx316XCFaN++vf7617/q888/19atW7V161b5+fnZTq06e/ZsuT2vRowYwea+bu7AgQOaMmWKMjIybHum/PGJrr+/vxYvXqxjx44pODhYUVFRTkiKS1GvXj1NnjxZr7zyitLT0/XNN9/om2++qVBntVrVoEEDTZw4UfXq1XNCUthLnz59NG/ePP33v/+VJPXv37/Cz7bVatXq1av13//+V4ZhlGtQHzhwQJJYSuoGjh49Kk9Pzxo9L4yNjdXMmTN19OjRug+GOpWenq6pU6fq4MGDksrve1Z2qvCWLVvUtm1bPfPMM7Y3LHB5OVJ8zNkRLsiVswE4x2ENLKCuDB8+XBEREZozZ45OnDih/Px85efnl6tp2rSp7rvvPt14441OSgl7yMjI0EsvvaTs7Gy1aNFCPXv21LJlyyrdmH/AgAH68MMPlZiYSAPLTbVq1UrvvfeeVqxYoU2bNuno0aO25WEeHh5q3ry5evfurdtuu40Nni8DQ4YM0bZt23TgwAHNmDFDc+fOVbt27WxvSGRkZCg5OVlZWVmyWq1q27atBg8ebLt/9erVksTPuxsoLi6Wr69vjfa08vLykslkUnFxsQOSoa4UFRVp0qRJOn78uAzDUFRUVIV9z/bs2aPdu3frwIEDmjRpkt566y22GbkMfZz6mbMjAHBjdmlgeXh4yMPDQ0uWLNEdd9xR4/u+//573XbbbTIMQ6WlpfaIgitUz5491bNnTx0+fFgHDx5Udna2pHObvLdp06bKJa5wH8uWLVN2dra6du2q559/Xp6enlq5cmWlDaxu3brpww8/1C+//OKEpLAXf39/DR8+XMOHD1dpaalycnIknZuhVd0+SXAv3t7eevnll/Xhhx8qPj5emZmZSkxMtM3COn/GZd++fTVu3Dh5e3vb7h89erRGjhypoKAgp+RHzYWEhCgtLU2nT5+udsnnqVOnlJeXp4YNGzooHerCihUrdPz4cQUHB+vZZ59Vhw4dKtQMHjxY+/fv19SpU/X7779rxYoVGjJkiBPSAgBcld2e/Z8/DdgR9wGVadmyJc2qy9j27dtlGIZGjx5d7Tv3jRs3lre3t06dOuWgdKhrXl5enCJ6mfPz89P48eN11113acuWLUpJSSm3R06rVq10ww03VNr0CAkJcXBaXKzOnTsrPj5es2bN0nPPPXfB3+dms1mzZs2SYRjq0qWLg1PCnjZt2iTDMPTII49U2rwq07FjRz3yyCOaOnWqNm7cSAPrMvLRRx85OwKAywBvXwNwG2fOnJG3t7eaN29eo3qTyVRhOSkA13fVVVcpLi7O2TFQR4YMGaJ169Zpx44deuqppzRs2DB17txZgYGBkqTc3Fzt3btXixcv1qFDh+Tp6VluuSjcz4kTJ+Tl5VWj02J79Oghb29vnThxwgHJ4Cgs7wZgD05tYJW9sDSZTM6MAcBNeHh4yGw216jWbDYrPz9ffn5+dZwKlyopKUnSucM+2rZtW26stiIjI+2WC0DdaNasmR599FG99957OnjwoF577TVJsi0JLSkpkXRulr6np6cee+wxNWvWzGl5celKS0vl7e1do9MFPTw85O3tbfv/AACAMk5tYG3ZskWS1KhRI2fGgJsYN26cJKlJkyZ66aWXyo3VhmEYmjVrll2zwTEaNWqkY8eOKTU1tdr9UJKSkmQ2m9W0aVMHpcPFmjhxogzDUNOmTTVjxoxyY7W1bNkyO6cDUBf69u2riIgIzZ07V3v37pXVai23UXvZRt/33nuvrbEN99WwYUOdPHlSv/32m1q0aFFl7eHDh5Wfn6/w8HDHhAMAuI1aN7D27t2r3bt3V3qtbNPVqlitVuXl5Wnnzp2aO3euDMNQ9+7daxsDV6AzZ85IUrkTacrGauNiXhTDNVx33XU6duyYVq5cqVGjRl2wrqSkRLNnz+b3ixuxWq0V9kRkj8TL1/Tp0yVJ9evX13333VdurDYMw9D48ePtmg2Oc8011+ill15Sbm6uDh06VO4AltatW9uWFML9RUVF6cSJE5o5c6YmT558wZNjCwoKNHPmTBmGoa5duzo4JQDA1RnWWr5CePHFF22zX8qcfzJQbVitVhmGoVWrVqlv3761uhdXnrIj0gMCAnTDDTeUG6utfv362S0XHCcjI0MPPvigiouLNWbMGP35z3/W2LFjlZWVpWXLlslqtSopKUmffvqpDh48qKCgIH3wwQcKCAhwdnQA54mLi6sw665srCZPS8rqDMNg1h3gBlJTU/Xoo4+qqKhI9evXV1xcnDp37qywsDBJUnp6uvbs2aMVK1YoLS1NJpNJM2bMUIMGDZycHADgSi6qgfXiiy/a5ZNfddVVevXVVzVmzBi7PB6Ay9+2bdv02muvqbS0VL6+viopKZHFYlHTpk2Vnp6uwsJCWa1W+fj46Pnnn+fkKsAFvf322zIMQ6GhoRo5cmS5sdqaMGGCveMBqAO7du3Sa6+9poKCggv+rFutVvn5+enpp59mBhYAoIJaN7D27NlTYQnh6NGjZRiGHn30UV133XVV3u/h4aHAwEC1bNlSnTt3vuDRyQBwISkpKfroo4+0b9++Sq+3b99ef//739WqVSsHJ4O9pKamysPDw/bufHXS09NlsViq3RsNAOA8Z86c0cKFC5WQkKDc3Nxy1wIDA9WrVy/deeed/C4HAFSq1g2synh4eMgwDC1dulR33HGHPXIBNTJx4kTVq1dPzzzzTI3q33jjDWVlZemVV16p42RwhFOnTik5OVkZGRmyWCwKCQlR+/bt2bj9MhAXF6fQ0FB9+umnNar/29/+prS0NJaTAS5m0KBBdnssfr4vL6dOnVJWVpYkKTg4WI0bN3ZyIgCAq7PLKYSffPKJJFU7+wqwt6SkJIWGhta4/pdfflFaWlodJoIjNW7cmCe8AODC7HUYAwewXH74Gw4AqC27NLCqOg0McCUWi8XZEQDUgaKiInl4eDg7BoA/ePXVV50dAQAAXCbs0sCqKbPZrH379qm0tFTt2rXjZDA4VElJibKysuTn5+fsKADs6MSJE8rJyanVbEy4JrPZrFWrVmnTpk06cuSIcnNzq33jgWVlri0yMtLZEeBgqampdnss9sICAJzPLg2svLw8ff/995Kkbt266eqrr65Q89lnn+mJJ57Q2bNnJUkmk0kTJkzQq6++yrRw1FhqaqpOnz5dbqykpET79u2rcplCbm6uNmzYoNLSUrVp06auY8IOxo0bJ0lq0qSJXnrppXJjtWEYhmbNmmXXbLC/LVu2KDExsdxYXl6epk+fXuV9eXl52r9/vySpY8eOdZYPda+wsFCTJk3Sr7/+WuNlZzx/uLJNnTpVeXl57GvpYi7mb/WF0KAGAJzPLg2sxYsXa/To0fL09FRKSkqF6999953uv/9+GYZhe1JaUFCg1157rUYvUIAyP/74oxYsWFBuLC8vTxMnTqz23rL/9wYMGFAn2WBfZ86ckST5+PhUGKsNXuC6h8OHDys+Pr7c34ni4mLFx8fX6P569erp7rvvrsuIqGMLFizQL7/8IsMw1L17d11//fUKCwsr9zsAOF9ycrJtE3C4DnvtewYAwB/ZpYH1448/SpJ69OihZs2aVbj+9NNPSzr3B+3aa69Vy5YttXr1auXk5GjGjBkaM2aMrr32WntEwRXg/CdG57/YvRDDMOTn56fmzZvr1ltvVd++fes6Iuxg/PjxklRuqXHZGC4/LVu2LPezGR8fLx8fH/Xu3fuC9xiGIX9/f1199dW68cYbVa9ePUdERR3ZvHmzDMPQfffdp6FDhzo7DoCL9OGHH1Y6/ssvv2jmzJny8vLSn/70J3Xu3FlhYWGSpPT0dCUlJenbb7+V2WzWQw89pHbt2jkyNgDADRhWO7xNEh0drd27d+upp57S1KlTy13bvXu3rrvuOhmGoUcffdQ22+rXX39VdHS08vPzy40DtREXF6fQ0FB9+umnzo4CwI742b7yDB06VBaLRfPnz5evr6+z48ANjBo1SllZWSwzcwPHjx/X//3f/yk8PFyTJ09WUFBQpXU5OTl64YUXdPLkSf373/9W06ZNHZwUAODK7HJkU1pamiRV+k7JDz/8IEny8vLSpEmTbOPXXHONhg0bJqvVqk2bNtkjBq5AN998s3r16uXsGADs7NVXX9Uzzzzj7BhwoHr16snPz4/mFXAZWrBggQoLC/XYY49dsHklnfs98Oijjyo/P7/ClhEAANi1gVXZH6SNGzdKkm644QbbNOEyPXr0kKRK980CauLxxx+362ahAFxDZGSk2rdv7+wYcKDOnTsrPz/frieYAXANP/30k/z8/NSyZctqa1u1aiV/f3/t3bvXAckAAO7ELntglR1xXdlGmgkJCTIMQzfddFOFa2VH4+bm5tojBoDLCMdwA1eW4cOHKzExUbNnz9b//d//OTsOADsqe65vsVjk4VH1++cWi0UlJSUqKSlxRDQAgBuxSwMrLCxMJ0+e1JEjR8qN7969W+np6TIMQzfeeGOF+woKCiSJE4Zw0ebPn39R93FamevjGO4r28V8/w3D0KxZs+ogDRyhWbNmmjhxol5//XVNnjxZQ4cOVdu2bWUymZwdDcAlCgsL0+nTp5WQkFDt1g8JCQkqKSlRkyZNHJQOAOAu7NLA6tKli06cOKFFixZp8uTJtvHZs2dLkjw8PCo9Sero0aOSxB8oXLQvvvhChmHUuN5qtcowDBpYboBjuK9sZ86cqVHd+SeR1uZ3AZxr0KBBVV7fvXu3du/eXaPHokENuL6ePXtqyZIlmjFjhkwmk6Kjoyut27lzp2bMmCHDMNjjFABQgV0aWHFxcfruu++UnJyse+65R6NGjdKOHTtsf4D69++v4ODgCvdt27ZNUuWbvwM10alTpypftObl5en48eMqKSlRYGCgWrRo4bhwuCQcw31lGz9+fJXX8/PzdeDAAW3evFm+vr4aMWIEM3XciL0a1DQtAfdQtkT4999/18svv6zmzZuX+/t99uxZJSUl6fDhw7JarYqIiNCdd97p5NQAAFdjWO3wLLK4uFidO3fWgQMHyj2ZtFqt8vT01Lp169SzZ89y9+Tn56tRo0YqKCjQCy+8UO6EQsCeioqKtGzZMs2fP19//etfNWzYMGdHwkXiGG780YkTJ/TCCy8oODhYU6dOlbe3t7MjoQaSkpLs9liRkZF2eyy4l1GjRikrK4tZeG4iMzNTb7/9tnbt2iWpYgO67CXJddddpwkTJigkJMTREQEALs4uM7B8fHz0/fffa+jQobY/SpLk7++v6dOnV2heSef2LsrPz5dhGOrbt689YgCV8vX11V133SXDMDR37ly1bNnyglPX4dpqewz3P/7xDy1YsED//Oc/HZgSjhQeHq6HH35YkydP1pdffsnyYDdB0wm48oSEhGjy5Mnav3+/Nm/erIMHDyo7O1vSuZPM27Rpo169eqlDhw5OTgoAcFV2aWBJUosWLbRjxw7t2LFDBw8eVEBAgHr16qXQ0NBK600mk1544QUZhlFpgwuwt9tvv13z5s3TsmXLaGC5KY7hRmWioqLk7e2t9evX08CCpk6dqry8PL3yyivOjoI6FhYWxqxLN9SxY0d17NjR2TEAAG7Ibg2sMtHR0TVqDowYMcLenxqokr+/v/z9/XXo0CFnR8FF4hhuXIiHh0eNN37H5S05OVlZWVnOjoFasFqtysnJUVFRkRo2bFjj+9588806TAUAAFyN3RtYgKvKyspSXl6efHx8nB0FF4ljuFGZn3/+WUVFRapXr56zowCohQMHDmjhwoXau3evioqKJJU/VTI3N1ezZ8+WYRgaO3asfH19nZQUAAC4AhpYuCKUlJTov//9rySpWbNmTk6Di8Ux3Dif2WzW1q1b9b///U+GYahTp07OjgSghn744Qd98MEHMpvNtrE/buodGBiotLQ07dq1S506dVJMTIyjY8LOcnNztW3bNh09elS5ubkqLS29YK1hGNWeSAsAuLLQwIJbmz9/fpXXi4uLlZ6erl27dik7O1uGYehPf/qTg9LB3jiG+8oxbty4Kq+XlJQoMzNT0rnlRyaTSffcc48DkgG4VCkpKXr//fdlsVg0YMAAxcbGaurUqcrJyalQ269fP+3cuVM7duyggeXmVq5cqU8//VTFxcW2scoOQzcMQ1arlQYWAKCCWjWwPD09JZ37w3L+OyZl4xfrj48H1NQXX3xR4R3bypQ9ERo0aJBuvfVWByRDXfDz89OUKVNsx3D/9ttvOnLkSLmaPx7DbTKZnBEVl6g2+1m1a9dO48aNU4sWLeouEAC7Wb58uSwWi+644w6NHTtWki64r2Hnzp0lif0r3dzmzZttM+G9vLzUtm1bhYWFsa0DAKBWatXAquxdkqrGgbrWqVOnKhtYHh4eCgwMVPPmzdW7d29FREQ4MB3qAsdwXxmqe9fd09PT9rNdm02fAThfUlKSDMPQkCFDqq0NDg6WyWRSWlqaA5KhrpTtbRYZGaknnnhC9evXd24gAIBbqlUDq0+fPpU2Cy40DtS1KVOmODsCnIRjuC9v/fr1c3YEAHUkMzNTJpNJoaGhNar38vJSQUFBHadCXTpy5IgMw9CECRNoXgEALlqtGlhr166t1TgAAABwPpPJpIKCAlkslgsuHSxTUFCgvLw8BQcHOygd6oJhGPLz81OjRo2cHQUA4MaqftYAAAAA2FFERIQsFosOHz5cbW1CQoKsVqtat27tgGSoK1dffbWKiorKbeAOAEBtcQohALeUmpqqn3/+WWfPnlVhYWGVtXfffbeDUuFiJCUl2e2xIiMj7fZYAOpGz549lZycrAULFui55567YN2pU6c0e/ZsGYahXr16OTAh7G3gwIF68803tWbNGg0YMMDZcQAAbooGFtzGuHHj7PI4hmFo1qxZdnksOF56erpmzpypHTt2VFtbdvokDSzXNnHiRLvto1i2UTAA1/XnP/9Z3377rbZu3app06YpLi7OdiBQVlaWzpw5o23btmnFihXKy8tTy5YtFRsb69zQuCQxMTHat2+fPvroI/n5+alPnz7OjgQAcEN2a2CZzWZt27ZN27ZtU2pqqtLT02UYhsLCwtSwYUNdf/31io6OrnavA+BCzpw5Y5fH4cAB95WXl6fnnntOp0+floeHh5o1a6bffvvNdiR3VlaWTp48KavVqsDAQLVo0cLZkVFDnGYLewkLC5O3t7ezY6AKPj4+mjRpkl588UUlJCRoy5YttmujRo2yfWy1WhUeHq6JEyfK09PTGVFhJ9OnT5d07nv/5ptv6rPPPlObNm3k5+d3wXsMw6j2RFoAwJXFsF7iq4bff/9dU6ZM0Zw5c5SXl1dlbWBgoEaPHq2nn35aTZo0uZRPiyvQ6tWr7fZYnHDmnubPn68vvvhCERERmjx5sho2bKi4uDiFhobq008/lXRuhtbcuXO1Zs0ajRgxQsOHD3duaAAXxWq1KicnR0VFRWrYsKGz46AOFBQUaOnSpVq9erXS0tLKXQsNDVX//v01ZMgQ+fv7Oykh7CUuLk6GYdTozYqyOsMwmFULACjnkmZgLVy4UKNHj1ZhYWGN/iDl5OTo3Xff1UcffaTPPvtMQ4YMuZRPjysMTSckJibKMAyNGTPmgi9ow8LCNGHCBHl6emrevHlq3bq1oqOjHZwUwMU6cOCAFi5cqL1796qoqEhS+aWhubm5tn2Rxo4dK19fXyclxaXy8/PTiBEjNGLECKWnp+vs2bOyWCwKCQnRVVdd5ex4sKObb76ZGfAAgEt20Q2sTz75ROPGjZPVarU1r0JCQnT99derefPmCg0NldVqVUZGhn777TclJiYqOztbVqtV+fn5Gj58uD799FPde++9dvtiAFzeTp48KUm69tpry42XlpZWqB0xYoRWrVqlr7/+mgYW4CZ++OEHffDBBzKbzbaxP77oDQwMVFpamnbt2qVOnTopJibG0TFRB8LCwhQWFubsGKgjjz/+uLMjAAAuAxfVwDp8+LDGjx8vi8UiSerevbuef/553X777Re8x2q16quvvtKrr76q7du3y2Kx6JFHHtFNN92k5s2bX1x6AFeU0tJSBQYGysvr//3q8vHxUX5+foXa+vXrKyAgQIcOHXJkRNSR/Px8paSkKDMzU9K5N0xatWrF0qLLSEpKit5//31ZLBYNGDBAsbGxmjp1qnJycirU9uvXTzt37tSOHTtoYLmhuXPnKjY2VhEREc6OAgAA3MhFNbD+9a9/KS8vT4ZhaNy4cXrvvffKvaCsjGEYiouL08CBA/XII4/oww8/VG5urv71r39pzpw5FxUeKGOxWLR582Zt3LhRBw8eVFZWliQpODhYbdq0UZ8+fXTjjTcyfd3N1a9fXxkZGeXGQkNDdebMGf3+++9q2rSpbbykpET5+fls/OvmDh06pM8//1w7d+6s9Hp0dLT++te/qlWrVg5OBntbvny5LBaL7rjjDo0dO1aSLnjwS+fOnSWJBrWbWrRokRYvXmw7XbBPnz4KDQ11diwAAODian0kYEZGhpYsWSLDMBQTE6P333+/2ubV+by8vPT++++rT58+slqtWrJkia3ZAFyM9PR0PfXUU/r3v/+tLVu2KDU1VcXFxSouLlZqaqoSEhL0+uuv66mnnlJ6erqz4+ISNG7cWCUlJUpNTbWNXXPNNZKkr7/+ulzt119/LavVqgYNGjg0I+xn3bp1euqpp7Rz507bcnUvLy95eXnZ/r19+3Y9+eSTWr9+vbPj4hIlJSXJMIwa7Y8ZHBwsk8lUYeNvuIdWrVrJarUqJSVFn3zyicaMGaMXXnhB8fHxKigocHY8AADgomo9A+vrr79WUVGRDMPQtGnTLmpGi4eHh15//XXdcMMNKiws1FdffaX77ruv1o8DFBUVadKkSTp+/LgMw1BUVJSuvfZaW9MiLS1Ne/bs0e7du3XgwAFNmjRJb731lnx8fJycHBejc+fO2rNnj3bt2qVbb71VktS/f39t2LBB3333nY4dO6Y2bdro999/1/bt22UYhnr37u3k1LgYx48f1/Tp02U2m9W8eXPdeeeduvbaaxUUFCRJys7O1u7du7V48WIdOXJEb7/9tlq1asWSJDeWmZkpk8lU45k4Xl5eNDvc1FtvvaXjx49r7dq12rBhg06dOqXdu3drz549ev/999WjRw/FxMQoOjqaWbSXmbS0NP3444/6+eefdfbsWRUVFV3wICjDMDRr1iwHJwQAuLJaN7B27NghSerUqZN69Ohx0Z+4R48eioyM1L59+7R9+3YaWLgoK1as0PHjxxUcHKxnn31WHTp0qFAzePBg7d+/X1OnTtXvv/+uFStWcAKmm7rpppu0e/duHT9+3DYWFRWlgQMH6ptvvlFSUpL27dtnezLcrl07DR8+3FlxcQmWLl0qs9msrl27auLEifL29i53PSgoyLY0+JVXXtHu3bu1bNkyPfroo05KjEtlMplUUFAgi8VywaWDZQoKCpSXl6fg4GAHpYO9RURE6N5779W9996rX375RevWrdPGjRuVlZWljRs3atOmTQoMDFTv3r0VExNT6d93uJe1a9dqxowZKikpqbJpVXaNbR8AAH9U6wbWrl27ZBiGevbsecmfvFevXkpKStKuXbsu+bFwZdq0aZMMw9AjjzxS5ZPbjh076pFHHtHUqVO1ceNGGlhuqnHjxnr11VcrjD/wwAOKjo7Wpk2blJ6eLn9/f0VFRalfv361WuIM17F3714ZhqEHH3ywQvPqfN7e3vr73/+uhx56SLt373ZcQNhdRESEfvnlFx0+fFitW7eusjYhIUFWq7XaOriHdu3aqV27dvrb3/6mPXv2aO3atUpMTFROTo6+++47fffdd2rUqBGzcdzYoUOH9M4778hsNisqKkrR0dH63//+J39/f40ZM0aZmZn66aeftHfvXgUFBenuu++WyWRydmwAgIup9Su733//XZIUGRl5yZ+8U6dOklRuNgVQGydOnJCXl1eNZgP26NFD3t7eOnHihAOSwdGio6MVHR3t7Biwk4yMDPn7+6tx48bV1oaHhysgIMB2QiHcU8+ePZWcnKwFCxboueeeu2DdqVOnNHv2bBmGoV69ejkwIeqah4eHunbtqq5du6q4uFhbt27VkiVLdOjQIZ05c8bZ8XAJvvrqK5nNZt188816/PHHJUn/+9//5Ovrq1tuuUWSdOedd2rv3r2aOnWqVq9erddee82JiQEArqjWm7hnZ2dLOneE+aUqe4yyxwRqq7S0VN7e3jWaZu7h4SFvb2+VlpY6IBnqwpQpUzR16lSdOnXK2VFQx3x8fFRUVCSz2VxtbWlpqYqKitjbzs39+c9/VpMmTbR161ZNmzZNP//8s20pUVZWlg4cOKB58+bpn//8pzIzM9WiRQvFxsY6NzTqRHZ2tn788UetWLFCKSkpzo4DO9i3b58Mw6iwrP+PSwm7dOmiBx54QIcOHdLSpUsdGREA4AZqPQOrrNlUr169S/7kZY+Rk5NzyY+FK1PDhg118uRJ/fbbb2rRokWVtYcPH1Z+fr7Cw8MdEw52t337dnl6eurZZ591dhTUsauvvlrJyclav369br755iprN2zYoNLSUrVt29ZB6VAXfHx8NGnSJL344otKSEjQli1bbNdGjRpl+9hqtSo8PFwTJ05kg+/LSFFRkRITE7Vu3Trt2rVLFovF1txo0aKFYmJinJwQlyIzM1NeXl7lnoMZhqHi4uIKtb1799a7776rjRs3so8lAKCcWjewSkpKZBiGXTdWZEYMLlZUVJROnDihmTNnavLkyfL396+0rqCgQDNnzpRhGOratauDU8JeQkJCOHXsCtGnTx/9/PPP+u9//ys/Pz/dcMMNldZt2bJFH3zwgQzDUJ8+fRycEvYWHh6ut99+W0uXLtXq1auVlpZW7npoaKj69++vIUOGXPD3PdyHxWLR7t27tW7dOm3ZsqXciXQNGzZUnz59FBsbq6uvvtrJSXGpfH19K4z5+fmpoKBAxcXF5WbQent7y9fXV6dPn3ZkRACAG2B3Y7i1IUOGKD4+Xr/++qseffRRxcXFqXPnzgoLC5Mkpaena8+ePVqxYoXS0tJkMpnYwN2Nde7cWevWrdOxY8fUrFkzZ8dBHRowYIDWrFmjX3/9VdOmTVOzZs3UpUuXcj/be/fu1bFjx2S1WtWuXTsNGDDAyalhD35+fhoxYoRGjBih9PR0nT17VhaLRSEhIbrqqqucHQ928Msvv2j9+vXasGGDbWa/1WpVYGCgevXqpdjYWHXs2NHJKWFPYWFhOnbsmEpLS22HqzRp0kQpKSlKTk5Wly5dbLWnT59Wfn4+m7gDACq46AYWR9vCFTRs2FDPPPOMXnvtNaWnp+uTTz6ptM5qtcrPz09PP/20GjRo4OCUsJdhw4YpISFB//3vf/XCCy9UeTod3Junp6deeOEFvf3229q2bZuOHj2qY8eOlaspm6nRo0cPTZgwgeVkl6GwsDBb0xKXj6eeekqGYchqtcrb21s9evRQTEyMoqOjOTn2MtW8eXMdPXpUhw8fti337tKliw4dOqSPPvpIzz//vBo2bKjs7Gy99957MgxDLVu2dHJqAICrMax/3D2xGh4eHnZtXlmtVhmGUaONeoELOXPmjBYuXKiEhATl5uaWu1b2ju6dd96phg0bOikh7CE1NVVJSUn64IMPFBISooEDB6p9+/YKCgqqsnnB9929JScna+PGjTp48KBttkZQUJDatm2rXr16qX379k5OCHuYO3euYmNjFRER4ewoqGODBg1Sly5dFBMToxtvvJHloFeAtWvX6q233tKQIUNse9qlp6fr4YcfVlFRkaRze+Oevy/uM888c8Hl4wCAK9MlNbBqeWvFT/7/v/tGAwv2dOrUKWVlZUmSgoOD1bhxYycngr0MGjToou5btmyZXXMAsL+4uDjbrIvY2Fj16dNHoaGhzo6FOpCRkcH39gpTVFSkjRs3KjAwUNdff71tPCkpSW+++abS09NtY76+vho5cqRuv/12Z0QFALiwi2pg2T0EDSwANRAXF3dR9y1fvtzOSQDY2z/+8Q+lpKRIku2wmPNn6fj5+Tk5IYCLlZ+fL+lcc+qPM6bNZrOSk5OVlpamgIAAdejQQQEBAc6ICQBwcbVuYAGuhCUnV5YzZ85c1H2NGjWycxLUtbFjx6pPnz6KiYlRixYtnB0HDnL8+HGtXbtWGzZs0KlTpySda2b9cZ8k9jsD3EvZDMsPP/yQZf0AgItGAwtujSUnwOWp7Gdbkq6++mrbzzeHMFw5fvnlF61bt04bN260LQs3DEOBgYHq3bu3YmJi1KFDByenRHUmTpwo6dwbCRMmTCg3VhuGYeiVV16xazY4zl133SVPT0/NmzfP2VEAAG6MBhbcGktOgMvTihUrtG7dOv3666+S/t/Jt506dVJMTIx69erFEpMrhMVi0Z49e7R27VolJiaqoKDA9v9Do0aNNGvWLCcnRFXKln5HRERoxowZ5cZqwzAM9jN0Y+PHj9fvv/+uhQsXMoMSAHDRaGDB7bHk5MoRHx9fq3ofHx8FBASoWbNmzNxxU6dOnbL9fB8/flzSuZ9vLy8vdevWTTExMerevbu8vLycnBSOUFxcrK1bt2rJkiU6dOgQTQ038MUXX0g6d3LowIEDy43V1j333GO3XHCshQsXat68eXryySfVq1cvZ8cBALgpGli4rLDk5PJ2/rKy2oqIiNDgwYPVr18/O6eCoxw6dEhr167Vxo0bdfbsWUnnfr79/f3Vq1cvxcTEKDIy0skpUVeys7O1ceNGrV+/XsnJybZTjGlgAa6vpKREzz77rE6ePKmnnnpK1157rbMjAQDcEA0sXJZYcnJ5+tvf/ibp3AvZoqIiSZKnp6eCgoJs42UnmppMJtWrV095eXm2048Mw9CAAQP00EMPOSE97MVqteqnn37SunXrlJCQoLy8PEksMbocFRUVKTExUevWrdOuXbtksVhU9rSlRYsWiomJ0ZAhQ5ycEkB15s+fr6KiIq1cuVJFRUVq3ry52rdvr+Dg4CpPOL/77rsdmBIA4OpoYOGyx5KTy8uKFSv08ccfq0uXLho2bJjat29vWz5WWlqq5ORkffnll9q7d6/Gjh2r2267TSdPntTixYv1448/yjAMPf/884qOjnbyVwJ7OHLkiKZPn87P9mXEYrFo9+7dWrdunbZs2aKioiJb06phw4bq06ePYmNjdfXVVzs5KS7W9OnTFRgYqLFjx9ao/pNPPlFOTo7Gjx9fx8lQV8pmUJ//sqMmM6r5nQ4AOB+bhuCydv6Sk7LN3uG+tm/fro8++kh9+/at9IWMl5eXIiMjFRkZqXfeeUezZs1SeHi4oqKi9Nhjj8kwDK1atUo//PADDSw3lpmZqQ0bNmjdunU6ePCgbbyqd/Hh+n755RetX79eGzZsUHZ2tqRzs+0CAwPVq1cvxcbGqmPHjk5OCXuIj49XaGhojRtYmzZtUlpaGg0sN9apU6eL3gIAAIAyNLBw2anJkhO4p+XLl0uSRo0aVW3tyJEjFR8fr6VLlyoqKkqSNHToUK1atUoHDhyoy5ioA4WFhUpISNDatWv1008/lfu5bt26tWJiYtSnTx8np8SleOqpp2wzNP54CAeb9APubcqUKc6OAAC4DPCMEJcFlpxcGVJSUhQQEKDg4OBqa0NCQhQQEFBuhk6TJk1kMplsG/zDtZnNZu3cuVNr167Vtm3bVFxcbPu5bty4sWJiYhQTE6OmTZs6OSnswTAMdenSRTExMbrxxhvl7+/v7EhwARaLRZmZmfL19XV2FAAA4GQ0sODWWHJyZSkpKVFpaakKCwtlMpmqrC0sLFR+fr68vb3LjRuGIR8fn7qMCTuYOXOmNm/erNzcXFvTKigoSL1791ZsbKzatWvn5ISwt08++UShoaHOjoE6kJ+fbztsoYzZbFZqauoF77FarcrLy1N8fLxKSkp4AwoAANDAgntjycmVpWnTpjp8+LC++eYbDR06tMrab775RhaLReHh4bax3NxcFRQUlBuDa/r+++8lnTtNskePHoqNjVVUVJQ8PT2dnAx1hebV5Wv58uVasGBBubGcnByNGzeuRvcbhsHyfwAAQAML7o0lJ1eW/v37a9asWZozZ44KCwsVFxenwMDAcjV5eXlavny5Fi1aJMMwdMstt9iu/fzzz5LO7YUG1xYdHa2YmBjdcMMNLB0CLgN/PH2upodgh4WF6dZbb1VcXFxdRQMAAG7CsNb0GQTggjIyMnjX/gpitVr16quvatu2bTIMQ56enmrWrJnq168v6dz/D0ePHpXZbJbValW3bt30r3/9y3by0bRp05SYmKiHH364XGMLgGNNnDhRktSoUSNNmDCh3FhtGIahV155xa7ZYH95eXm2JYRWq1UPPPCAgoKC9J///OeC9xiGIX9/fwUEBDgqJgAAcHHMwIJbO795tWXLFu3atUupqakqLi4u96KmsLBQhw8flmEYat++vTOiwg4Mw9Czzz6rRYsWaenSpbbv6+HDh8vVmUwmDRo0SMOHDy93bPczzzzj6MiwE6vVqpycHBUVFalhw4bOjoNLlJSUJEmKiIioMFYb5/98w3UFBASUa0R16tRJQUFBatSokRNTAQAAd8MMLLi9U6dOaerUqTpy5Iikcy90DcPQsmXLbDVms1kPPvigUlNTNW3aNJpYl4HCwkLt2rVLKSkptlMFg4OD1apVK3Xt2rXaTd7hHg4cOKCFCxdq7969KioqkqRyP9u5ubmaPXu2DMPQ2LFjWW7oJr744gtJ5zbmHzhwYLmx2rrnnnvslgsAAACuixlYcGv5+fmaNGmSTp8+rdDQUEVHR2vjxo22F7plPD09NWDAAM2ZM0cJCQk0sC4DJpNJN954o2688UZnR0Ed+eGHH/TBBx/IbDbbxv444yYwMFBpaWnatWuXOnXqxEbPbqKyphONKAAAAFSFBhbc2ldffaXTp0+rbdu2mjx5sgIDA7V9+/YKDSxJuv766zVnzhzbRt4AXFdKSoref/99WSwWDRgwQLGxsZo6dapycnIq1Pbr1087d+7Ujh07aGABbqa4uFgpKSk6e/asioqKqtzcvW/fvg5MBgAAXA0NLLi1hIQEGYahv/3tbxVOo/ujiIgIeXp66sSJEw5KB+BiLV++XBaLRXfccYfGjh0rSfLw8Ki0tnPnzpKkQ4cOOSwf7G/69OkKDAy0fb+r88knnygnJ0fjx4+v42SoC4WFhZo9e7bi4+MrfdOpMjSwAAC4slX+agBwE6dOnZKnp6euueaaamvLTjTKz893QDIAlyIpKUmGYWjIkCHV1gYHB8tkMiktLc0ByVBX4uPjtWHDhhrXb9q0SfHx8XWYCHWlpKRE//rXv/Ttt9+qsLBQ/v7+tplX9evXl5eXl6xWq6xWq3x9fdWgQQM1aNDAyakBAICzMQMLbs1iscjLy+uCMzPOZ7VaVVhYyCbPgBvIzMyUyWQqd9JoVby8vFRQUFDHqQDYw8qVK3XgwAHVr19fTz/9tNq3b6+4uDiFhITo448/lsViUXJysubNm6fk5GSNGDGC2VcAAIAZWHBvDRo0UFFRkTIzM6ut/fXXX1VSUqLGjRvXfTAAl8RkMqm4uFgWi6Xa2oKCAuXl5alevXoOSAZXYLFYlJmZyRsSbmrTpk0yDEOjR4+u9FAVDw8PdezYUS+//LK6du2q9957T8nJyU5ICgAAXAkNLLi1sr1vVq1aVWWd1WrV559/LsMwdN111zkiGoBLEBERIYvFosOHD1dbm5CQIKvVqtatWzsgGewlPz9fqamptv8kyWw2lxv7439nzpzR4cOH9cknn6ikpERNmzZ18leBi3H8+HFJ0g033FBu/PwTRyXZmlxms1nLli1zVDwAAOCiWEIItzZo0CD9+OOPWrx4sa6++mpdf/31FWpOnTql//3vf9qzZ498fX01cOBAJyQFUBs9e/ZUcnKyFixYoOeee+6CdadOndLs2bNlGIZ69erlwIS4VMuXL9eCBQvKjeXk5GjcuHE1ut8wDE6ddFPFxcUKCAiQj4+Pbczb27vSZcDh4eHy9/dnBhYAAKCBBfcWHh6uBx98UDNnztTUqVPVuHFj5eXlSZJefPFFpaam2t7pNQxDjz32mOrXr+/MyABq4M9//rO+/fZbbd26VdOmTVNcXJxtk+esrCydOXNG27Zt04oVK5SXl6eWLVsqNjbWuaFRa2XfU+nc7+jz/12VsLAw3XrrrYqLi6uraKhDISEhysnJKTcWHBys9PR0nTlzRo0aNbKNm81mFRUVqbi42NExAQCAi6GBBbd36623qn79+po1a5ZOnjxpG9+5c6ft44YNG+qhhx5SdHS0MyICqCUfHx9NmjRJL774ohISErRlyxbbtVGjRtk+tlqtCg8P18SJE+Xp6emMqLhId9xxh/r16yfp3PfxgQceUFBQkP7zn/9c8J6y02QDAgIcFRN1oFGjRkpLS1NGRobtoIbWrVsrPT1d8fHxuvvuu22169evl9ls5hRCAABAAwuXh27duum6665TUlKSkpOTdfbsWVksFoWEhKhDhw7q0qULL24BNxMeHq63335bS5cu1erVq5WWllbuemhoqPr3768hQ4bI39/fSSlxsQICAso1ojp16qSgoKBys29weerYsaP279+vvXv32paB9unTR4mJiZo/f75Onz6ttm3b6vjx4/r+++9lGIa6d+/u5NQAAMDZDGtN5+sDAOBE6enp5ZrTV111lbMjAbgIR44c0csvv6zOnTtrwoQJtvEpU6YoMTFRhmHYxqxWq5o0aaI33niDk0YBALjC0cACAFy2PvroI+Xn52v8+PHOjgKgGmazWd9//702b96s9PR0+fv7KyoqSoMHD1ZgYKCz4wEAACejgQUAuGyNGjVKWVlZWrZsmbOjoBaKi4uVkpKis2fPqqioqMrN3fv27evAZAAAAHAW9sACAAAuobCwULNnz1Z8fLyKiopqdA8NLAAAgCsDDSwAAOB0JSUl+te//qWDBw/KarUqICBAeXl5MgxD9evXV3Z2tkpKSiRJJpOJ/ZAuA1arVT///LOOHDmi3Nxcmc3mKuvPP50QAABceWhgAQAAp1u5cqUOHDig+vXr6+mnn1b79u0VFxenkJAQffzxx7JYLEpOTta8efOUnJysESNGMPvKjW3dulUffPCBzp49W+N7aGABAHBlo4EFAACcbtOmTTIMQ6NHj1b79u0rXPfw8FDHjh318ssva8qUKXrvvfcUHh5eaS1c208//aSpU6fKYrFIksLCwhQWFiYfHx8nJwMAAK6MBhYAAHC648ePS5JuuOGGcuN/XFZW1uTaunWrli1bpmeeecZhGWEfixYtksViUfPmzTVhwgS1bt3a2ZEAAIAboIEFAACcrri4WAEBAeVm4Xh7e6ugoKBCbXh4uPz9/ZWcnOzIiLCTAwcOyDAMPfHEE2revLmz4wAAADfh4ewAAAAAISEhKi0tLTcWHBys0tJSnTlzpty42WxWUVGRcnJyHBkRdmI2m2UymWheAQCAWqGBBQAAnK5Ro0YqKipSRkaGbaxsaVl8fHy52vXr18tsNiskJMSREWEn4eHhKikpqfbUQQAAgPPRwAIAAE7XsWNHSdLevXttY3369JHVatX8+fM1ffp0rVy5UrNmzdJ7770nwzDUvXt3Z8XFJejfv79KS0uVmJjo7CgAAMCN0MACAABOd9NNN6lBgwbavXu3bax37966/vrrZbVatWbNGs2aNUsrV65UaWmpGjdurL/+9a/OC4yLNnDgQEVHR2vmzJnsYwYAAGrMsFqtVmeHAACgLowcOVLZ2dlatmyZs6PgIpnNZn3//ffavHmz0tPT5e/vr6ioKA0ePFiBgYHOjoeLMH/+fJnNZq1cuVJ5eXnq2LGj2rZtKz8/vyrvu/vuux2UEAAAuCIaWAAAAHCYuLg4GYYhSSp7Glr276rQiAYA4Mrm5ewAAAAAuHJ06tSpRg0rAACA8zEDCwDgVIMGDbLbYzFDw/1ZrVb9/PPPOnLkiHJzc6s9qY5lZQAAAFcGZmABAJzKXu+jMKPD/W3dulUffPCBzp49W+N7aGABAABcGWhgAQCc6tVXX610/OTJk/r4449VUlKiXr16qXPnzgoLC5Mkpaen66efftKmTZvk4+OjMWPGqHHjxo6MDTv76aefNHXqVFksFklSWFiYwsLC5OPj4+RkAAAAcAUsIQQAuJz09HT94x//kMlk0gsvvKCmTZtWWnfixAlNnjxZxcXFevPNN1W/fn0HJ4W9TJo0SXv27FHz5s01YcIEtW7d2tmRAAAA4EI8nB0AAIA/WrBggbKzszV+/PgLNq8kKTw8XOPHj1dGRoYWLFjgwISwtwMHDsgwDD3xxBM0rwAAAFABDSwAgMvZsWOHfH19FRkZWW1tZGSkTCaTduzY4YBkqCtms1kmk0nNmzd3dhQAAAC4IBpYAACXk5WVVavN3a1WqzIzM+suEOpceHi4SkpKqj11EAAAAFcmGlgAAJcTHBys4uJi7dmzp9ra3bt3q6ioSMHBwQ5IhrrSv39/lZaWKjEx0dlRAAAA4IJoYAEAXE737t1ltVr1zjvv6MiRIxesO3r0qN59910ZhqHu3bs7MCHsbeDAgYqOjtbMmTOVnJzs7DgAAABwMZxCCABwOVlZWRo/frwyMzPl6empbt26KTIyUmFhYZKks2fPKikpSdu2bZPZbFZoaKimT5/OLCw3Nn/+fJnNZq1cuVJ5eXnq2LGj2rZtKz8/vyrvu/vuux2UEAAAAM5EAwsA4JKOHz+u1157TUePHpUkGYZR7nrZn6/mzZvr6aefrvK0Qri+uLg42/e47Hv7x+95ZZYtW1aXsQAAAOAivJwdAACAykREROjtt9/Whg0btHnzZh08eFDZ2dmSpKCgILVp00a9evVS79695enp6eS0uFSdOnWqUcMKAAAAVyZmYAEAAAAAAMClsYk7AAAAAAAAXBpLCAEALs1sNuvQoUNKTU1VUVGR+vbt6+xIAAAAAByMBhYAwGUtW7ZMixcvVm5urm3s/AZWbm6unn32WZWWlmrKlCkKDQ11RkwAAAAAdYwlhAAAl/TOO+/o008/VU5Ojry8Kn+/JTAwUNdcc41OnjypjRs3OjghAAAAAEehgQUAcDlbtmzR6tWr5efnpyeffFILFixQcHBwpbUxMTGyWq3as2ePg1MCAAAAcBSWEAIAXM73338vwzA0cuRI9e7du8raa665RoZh6LfffnNMOAAAAAAOxwwsAIDLOXjwoCTp5ptvrrbWZDLJz89PmZmZdZwKAAAAgLPQwAIAuJy8vDz5+fnJZDI5OwoAAAAAF0ADCwDgcurVq6eCggIVFxdXW3v27Fnl5+crJCSk7oMBAAAAcAoaWAAAl9OmTRtJ0t69e6ut/f777yVJHTp0qNNMAAAAAJyHBhYAwOX069dPVqtVc+bMUW5u7gXrNm/erEWLFskwDN1yyy0OTAgAAADAkTiFEADgcnr27Klu3bpp+/bteuKJJ9SvXz+VlJRIkjZu3KjU1FRt27ZN+/fvl9VqVZ8+fdSlSxcnpwYAAABQVwyr1Wp1dggAAP6oqKhI06dP16ZNm2QYRoXrZX++evfurccff1ze3t6OjggAAADAQWhgAQBcWlJSklatWqXk5GRlZGTIYrEoJCRE7du3V//+/RUVFeXsiAAAAADqGA0sAAAAAAAAuDQ2cQcAAAAAAIBLo4EFAAAAAAAAl8YphAAAp4qPj7fbY/Xt29dujwUAAADAdbAHFgDAqeLi4io9ZfBiLFu2zC6PAwAAAMC1MAMLAOBUDRs2vOC17OxsFRUVSZI8PT0VFBRkGzebzZIkk8mkevXq1X1QAAAAAE7DDCwAgEtasWKFPv74Y3Xq1EnDhg1Tx44d5e3tLUkqLS3V/v37tWjRIu3fv19jxozRwIEDnZwYAAAAQF2hgQUAcDk7d+7USy+9pJtuukn//Oc/q1xi+Oabb2r9+vV64YUX1LVrVwemBAAAAOAonEIIAHA5S5culSSNGTOm2v2x7r//fknsfwUAAABczmhgAQBcTkpKigICAhQaGlptbf369RUQEKCDBw86IBkAAAAAZ6CBBQBwOSUlJSooKFBBQUG1tQUFBcrPz1dJSYkDkgEAAABwBhpYAACXExERIYvFoq+//rra2q+//loWi0UREREOSAYAAADAGWhgAQBczq233iqr1ap58+Zp9uzZys7OrlCTk5Oj2bNna968eTIMQwMGDHBCUgAAAACOwCmEAACX9Nprr2nz5s0yDEMeHh5q1qyZwsLCJElnz57V0aNHZbFYZLVa1atXLz311FNOTgwAAACgrtDAAgC4JIvFoiVLlujLL79Ufn5+pTX+/v4aNmyYBg8eLA8PJhUDAAAAlysaWAAAl1ZUVKRdu3bp0KFDysrKkiQFBwerdevW6tq1q3x9fZ2cEAAAAEBdo4EFAAAAAAAAl8Z6CwAAAAAAALg0GlgAAAAAAABwaV7ODgAAuLJNnDhRktSoUSNNmDCh3FhtGIahV155xa7ZAAAAALgGGlgAAKdKSkqSJEVERFQYqw3DMOyWCQAAAIBroYEFAHCqu+++W5IUFBRUYQwAAAAAJE4hBAAAAAAAgItjE3cAAAAAAAC4NBpYAAAAAAAAcGk0sAAAAAAAAODS2MQdAOByBg0adFH3LVu2zK45AAAAALgGGlgAAJdzMeeLGIZRB0kAAAAAuAJOIQQAuJykpKQqr+fl5enAgQNatWqVSktL9cADDygsLEyRkZEOSggAAADAkWhgAQDcVnZ2tp5//nkVFhbqzTffVEBAgLMjAQAAAKgDbOIOAHBbQUFBeuihh3Tq1CktXLjQ2XEAAAAA1BEaWAAAt9a+fXuZTCYlJCQ4OwoAAACAOkIDCwDg1sxms8xms86ePevsKAAAAADqCA0sAIBb27Fjh0pKShQYGOjsKAAAAADqiJezAwAAUFslJSVKT09XYmKiFi5cKMMwFBUV5exYAAAAAOoIDSwAgMsZNGhQjWutVquCg4M1YsSIugsEAAAAwKloYAEAXI7Vaq1Rnbe3t2644QaNHDlSjRo1quNUAAAAAJzFsNb0VQIAAA6SlJRU5XUPDw8FBgYqPDxcXl68FwMAAABc7mhgAQAAAAAAwKVxCiEAAAAAAABcGusuAAAuJz4+vlb1Pj4+CggIULNmzdSgQYM6SgUAAADAWVhCCABwOXFxcTIM46LujYiI0ODBg9WvXz87pwIAAADgLCwhBAC4nIYNG6pBgwby8fGR1WqV1WqVh4eHQkJCFBISIg8PD9u4r6+vGjRoID8/P1mtVh07dkzvvvuu3n//fWd/GQAAAADshBlYAACXtGLFCn388cfq0qWLhg0bpvbt29tOHCwtLVVycrK+/PJL7d27V2PHjtVtt92mkydPavHixfrxxx9lGIaef/55RUdHO/krAQAAAHCp2AMLAOBytm/fro8++kh9+/bV+PHjK1z38vJSZGSkIiMj9c4772jWrFkKDw9XVFSUHnvsMRmGoVWrVumHH36ggQUAAABcBlhCCABwOcuXL5ckjRo1qtrakSNHSpKWLl1qGxs6dKgk6cCBA3WQDgAAAICj0cACALiclJQUBQQEKDg4uNrakJAQBQQE6ODBg7axJk2ayGQyKSsrqy5jAgAAAHAQGlgAAJdTUlKigoICFRYWVltbWFio/Px8lZSUlBs3DEM+Pj51FREAAACAA9HAAgC4nKZNm8piseibb76ptvabb76RxWJReHi4bSw3N1cFBQUKCQmpw5QAAAAAHIUGFgDA5fTv319Wq1Vz5szR559/rtzc3Ao1eXl5mjdvnubOnSvDMHTLLbfYrv3888+SpBYtWjgqMgAAAIA6xCmEAACXc9ttt2nXrl3atm2bFi1apCVLlqhZs2aqX7++JCkjI0NHjx6V2WyW1WpVt27ddNttt9nuX716tTw8PHTdddc560sAAAAAYEeG1Wq1OjsEAAB/ZDabtWjRIi1duvSCe2GZTCYNGjRIw4cPl6enp4MTAgAAAHAUGlgAAJdWWFioXbt2KSUlxXaqYHBwsFq1aqWuXbvKZDI5OSEAAACAukYDCwAAAAAAAC6NTdwBAAAAAADg0mhgAQAAAAAAwKXRwAIAAAAAAIBLo4EFAAAAAAAAl0YDCwAAAAAAAC6NBhYAAAAAAABcGg0sAAAAAAAAuDQaWAAAAAAAAHBpNLAAAAAAAADg0mhgAQAAAAAAwKXRwAIAAAAAAIBL83J2AAAA3FlhYaGWLVum+Ph4bd26VWfOnFF6erq8vLwUHBysVq1aKSoqSv3799ef/vQnmUwmZ0cGAAAA3I5htVqtzg4BAIC7sVgsevvtt/X666/r9OnTNbqnXr16euihh/R///d/atiwYR0nBAAAAC4fNLAAAKils2fP6p577tEPP/xgG2vRooX69++vLl26KCwsTIZhKDU1VcnJyVqzZo2Sk5NttU888YT+/e9/OyM6AAAA4JZYQggAQC0UFxfrjjv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" }, "metadata": { "image/png": { @@ -3755,25 +3909,15 @@ } }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "execution_count": 83, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "polygraph.visualize.boxplot(emb.obs, value_col='Distance to closest reference') + p9.theme(figure_size=(6,3))" + "polygraph.visualize.boxplot(motif_emb.obs, value_col='Distance to closest reference') + p9.theme(figure_size=(6,3))" ] }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 66, "id": "22bf3b32-527f-4a86-8a53-d4c0a8b38d03", "metadata": {}, "outputs": [ @@ -3782,27 +3926,27 @@ "output_type": "stream", "text": [ "p-values for distance to closest reference\n", - "{'Kruskal': 1.1492403861288297e-43, 'Dunn': evolution gradient guided_evolution native_high \\\n", - "evolution 1.00e+00 3.88e-03 8.24e-04 1.64e-22 \n", - "gradient 3.88e-03 1.00e+00 3.61e-10 7.05e-37 \n", - "guided_evolution 8.24e-04 3.61e-10 1.00e+00 1.89e-10 \n", - "native_high 1.64e-22 7.05e-37 1.89e-10 1.00e+00 \n", - "native_low 8.09e-11 4.22e-21 1.68e-03 1.31e-03 \n", - "random 1.46e-04 2.68e-11 6.41e-01 2.86e-09 \n", + "{'Kruskal': 3.235816668753655e-43, 'Dunn': evolution gradient guided_evolution native_high \\\n", + "evolution 1.00e+00 3.79e-03 1.25e-03 2.23e-22 \n", + "gradient 3.79e-03 1.00e+00 8.51e-10 9.55e-37 \n", + "guided_evolution 1.25e-03 8.51e-10 1.00e+00 1.09e-10 \n", + "native_high 2.23e-22 9.55e-37 1.09e-10 1.00e+00 \n", + "native_low 2.67e-10 2.82e-20 2.10e-03 7.61e-04 \n", + "random 2.73e-05 1.58e-12 3.20e-01 3.49e-08 \n", "\n", " native_low random \n", - "evolution 8.09e-11 1.46e-04 \n", - "gradient 4.22e-21 2.68e-11 \n", - "guided_evolution 1.68e-03 6.41e-01 \n", - "native_high 1.31e-03 2.86e-09 \n", - "native_low 1.00e+00 6.59e-03 \n", - "random 6.59e-03 1.00e+00 }\n" + "evolution 2.67e-10 2.73e-05 \n", + "gradient 2.82e-20 1.58e-12 \n", + "guided_evolution 2.10e-03 3.20e-01 \n", + "native_high 7.61e-04 3.49e-08 \n", + "native_low 1.00e+00 3.40e-02 \n", + "random 3.40e-02 1.00e+00 }\n" ] } ], "source": [ "print(\"p-values for distance to closest reference\")\n", - "print(emb.uns[\"ref_dist_test\"])" + "print(motif_emb.uns[\"ref_dist_test\"])" ] }, { @@ -3810,21 +3954,18 @@ "id": "a645e437-8157-41f7-a717-22e3843e3f6c", "metadata": {}, "source": [ - "### 3.2.8 K-Nearest Neighbor distance (diversity metric)" + "### 3.2.8 Diversity (K-Nearest Neighbor distance)" ] }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 67, "id": "058b4d78-23e8-4c7d-9c11-9eaa799f5e62", "metadata": {}, "outputs": [ { "data": { - "image/png": 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}, "metadata": { "image/png": { @@ -3833,54 +3974,159 @@ } }, "output_type": "display_data" - }, + } + ], + "source": [ + "polygraph.visualize.boxplot(motif_emb.obs, value_col='KNN Distance') + p9.theme(figure_size=(6,3))" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "c75e7f0b-3ecc-43b2-bb33-67a027ea3107", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "p-values for KNN diversity\n", + "{'Kruskal': 2.2143151486239496e-46, 'Dunn': evolution gradient guided_evolution native_high \\\n", + "evolution 1.00e+00 1.21e-02 3.55e-03 1.54e-09 \n", + "gradient 1.21e-02 1.00e+00 7.41e-08 1.31e-17 \n", + "guided_evolution 3.55e-03 7.41e-08 1.00e+00 1.71e-03 \n", + "native_high 1.54e-09 1.31e-17 1.71e-03 1.00e+00 \n", + "native_low 6.47e-24 2.07e-36 7.43e-13 6.34e-05 \n", + "random 1.97e-11 3.52e-20 1.57e-04 4.97e-01 \n", + "\n", + " native_low random \n", + "evolution 6.47e-24 1.97e-11 \n", + "gradient 2.07e-36 3.52e-20 \n", + "guided_evolution 7.43e-13 1.57e-04 \n", + "native_high 6.34e-05 4.97e-01 \n", + "native_low 1.00e+00 7.94e-04 \n", + "random 7.94e-04 1.00e+00 }\n" + ] + } + ], + "source": [ + "print(\"p-values for KNN diversity\")\n", + "print(motif_emb.uns[\"knn_dist_test\"])" + ] + }, + { + "cell_type": "markdown", + "id": "ce6db562-7546-45d1-8137-8fea45a7c20b", + "metadata": {}, + "source": [ + "### 3.2.9 Distribution shift" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "12d2c0cd-8cf5-424c-bed3-8ccab6507d68", + "metadata": {}, + "outputs": [ { "data": { + "text/html": [ + "
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" + " t2_stat fval pval padj\n", + "Group \n", + "native_high 0.00 0.00 1.00e+00 1.00e+00\n", + "native_low 3875.74 38.76 2.90e-26 1.74e-25\n", + "random 1644.99 16.45 5.47e-18 1.35e-17\n", + "evolution 1207.63 12.08 3.60e-15 5.40e-15\n", + "gradient 1629.12 16.29 6.73e-18 1.35e-17\n", + "guided_evolution 446.23 4.46 3.39e-07 4.07e-07" ] }, - "execution_count": 85, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "polygraph.visualize.boxplot(emb.obs, value_col='KNN Distance') + p9.theme(figure_size=(6,3))" - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "id": "c75e7f0b-3ecc-43b2-bb33-67a027ea3107", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "p-values for KNN diversity\n", - "{'Kruskal': 9.231002304295897e-49, 'Dunn': evolution gradient guided_evolution native_high \\\n", - "evolution 1.00e+00 1.55e-02 6.96e-03 1.16e-12 \n", - "gradient 1.55e-02 1.00e+00 3.92e-07 1.81e-21 \n", - "guided_evolution 6.96e-03 3.92e-07 1.00e+00 1.19e-05 \n", - "native_high 1.16e-12 1.81e-21 1.19e-05 1.00e+00 \n", - "native_low 7.18e-25 4.26e-37 2.88e-14 1.42e-03 \n", - "random 3.13e-10 3.15e-18 3.39e-04 4.08e-01 \n", - "\n", - " native_low random \n", - "evolution 7.18e-25 3.13e-10 \n", - "gradient 4.26e-37 3.15e-18 \n", - "guided_evolution 2.88e-14 3.39e-04 \n", - "native_high 1.42e-03 4.08e-01 \n", - "native_low 1.00e+00 6.73e-05 \n", - "random 6.73e-05 1.00e+00 }\n" - ] - } - ], - "source": [ - "print(\"p-values for KNN diversity\")\n", - "print(emb.uns[\"knn_dist_test\"])" + "motif_emb.uns['dist_shift_test']" ] }, { @@ -3888,12 +4134,12 @@ "id": "60f8e328-021d-4559-8cc8-30f46c6f7cc7", "metadata": {}, "source": [ - "### 3.2.9 Classifier performance" + "### 3.2.10 Classifier performance" ] }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 71, "id": "29b7393b-957d-43a9-879d-bf014230783d", "metadata": {}, "outputs": [ @@ -3967,13 +4213,13 @@ "guided_evolution 0.83 0.83" ] }, - "execution_count": 87, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "emb.uns['svm_performance']" + "motif_emb.uns['svm_performance']" ] }, { @@ -3994,7 +4240,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 72, "id": "c7d6b33d-7aeb-483e-84b1-07a270b0d5ac", "metadata": {}, "outputs": [ @@ -4004,7 +4250,7 @@ "0.00642637465639194" ] }, - "execution_count": 89, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -4016,78 +4262,85 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 73, "id": "f2186c56-5886-4472-9c8f-d916be023bee", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_535662/4098636107.py:1: FutureWarning: Styler.applymap has been deprecated. Use Styler.map instead.\n" + ] + }, { "data": { "text/html": [ "\n", - "\n", + "
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 evolutiongradientguided_evolutionnative_highrandomevolutiongradientguided_evolutionnative_highrandom
evolution1.0000000.5790630.8877380.0054110.579063evolution1.0000000.5790630.8877380.0054110.579063
gradient0.5790631.0000000.5790630.0026650.579063gradient0.5790631.0000000.5790630.0026650.579063
guided_evolution0.8877380.5790631.0000000.0084210.579063guided_evolution0.8877380.5790631.0000000.0084210.579063
native_high0.0054110.0026650.0084211.0000000.007675native_high0.0054110.0026650.0084211.0000000.007675
random0.5790630.5790630.5790630.0076751.000000random0.5790630.5790630.5790630.0076751.000000
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", 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" }, "metadata": { "image/png": { @@ -4116,16 +4366,6 @@ } }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "execution_count": 91, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ @@ -4160,7 +4400,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 75, "id": "b1bb6a63-741a-4738-9e68-cc7c3e6c834c", "metadata": {}, "outputs": [ @@ -4241,7 +4481,7 @@ "seq_0 (ARG80, YAP7) opposite 0.5" ] }, - "execution_count": 92, + "execution_count": 75, "metadata": {}, "output_type": "execute_result" } @@ -4269,12 +4509,3894 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 76, "id": "b2364e73-2b86-4b22-b861-bdc0be919b16", "metadata": { "scrolled": true }, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Selected 1204 pairs based on in-group proportion\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + 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"/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero 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"/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value 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"/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value 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"/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value 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"/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value 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"/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value 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"/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n" + ] + }, { "data": { "text/html": [ @@ -4376,7 +8498,7 @@ "4 (ARG80, INO4) " ] }, - "execution_count": 95, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" } @@ -4390,7 +8512,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 77, "id": "b2a74254-952e-4229-aeb2-1bb1bf1dd011", "metadata": { "scrolled": true @@ -4454,12 +8576,212 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 78, "id": "d2682fab-1cef-4194-9960-7817a4796059", "metadata": { "scrolled": true }, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Selected 197 pairs based on in-group proportion\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in 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"/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:68: RuntimeWarning: divide by zero 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"output_type": "stream", + "text": [ + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:125: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:125: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:125: RuntimeWarning: divide by zero encountered in log2\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:125: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:125: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:125: RuntimeWarning: invalid value encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:125: RuntimeWarning: divide by zero encountered in scalar divide\n", + "/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:125: 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"/opt/conda/lib/python3.11/site-packages/polygraph/stats.py:125: RuntimeWarning: invalid value encountered in scalar divide\n" + ] + }, { "data": { "text/html": [ @@ -4725,7 +9076,7 @@ "4 (ARG80, INO4) " ] }, - "execution_count": 107, + "execution_count": 80, "metadata": {}, "output_type": "execute_result" } @@ -4739,7 +9090,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 81, "id": "7ea205a5-8749-418c-b8f3-8cf05abb59ed", "metadata": {}, "outputs": [ @@ -4804,7 +9155,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 83, "id": "e35539dc-5cf7-4580-b0b9-1756e056da7f", "metadata": {}, "outputs": [], @@ -4832,33 +9183,28 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 84, "id": "8cc5e8db-aba1-434c-ade5-86161f5231f5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 112, + "execution_count": 84, "metadata": {}, "output_type": "execute_result" }, { "data": { - 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}, "metadata": { "image/png": { @@ -4895,16 +9238,6 @@ } }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "execution_count": 113, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ @@ -4921,7 +9254,7 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": 86, "id": "23ef1d9c-7270-44ac-bc5b-78a89eafeb24", "metadata": {}, "outputs": [ @@ -5026,7 +9359,7 @@ "0 factor_0 " ] }, - "execution_count": 114, + "execution_count": 86, "metadata": {}, "output_type": "execute_result" } @@ -5037,7 +9370,7 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 87, "id": "43a90ab6-1aa4-4ceb-aa07-5d8307cdab1e", "metadata": {}, "outputs": [ @@ -5053,7 +9386,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 115, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" } @@ -5089,7 +9422,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 88, "id": "007b594f-1d94-499b-a1cc-edd0090f6a81", "metadata": {}, "outputs": [ @@ -5099,7 +9432,7 @@ "(300, 80)" ] }, - "execution_count": 116, + "execution_count": 88, "metadata": {}, "output_type": "execute_result" } @@ -5120,7 +9453,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 89, "id": "c9754752-ef55-41ca-8f8e-74b0d8a83ec8", "metadata": {}, "outputs": [ @@ -5168,63 +9501,63 @@ " 9.36e-03\n", " \n", " \n", - " 93\n", - " ARR1\n", - " seq_242\n", - " 61\n", - " 68\n", + " 1\n", + " ARG80\n", + " seq_241\n", + " 6\n", + " 11\n", " +\n", " gradient\n", - " 64.5\n", - " 3.89e-03\n", + " 8.5\n", + " 7.13e-03\n", " \n", " \n", - " 199\n", - " ASH1\n", - " seq_242\n", - " 13\n", - " 4\n", - " -\n", - " gradient\n", - " 8.5\n", - " 8.03e-03\n", + " 2\n", + " ARG80\n", + " seq_191\n", + " 16\n", + " 21\n", + " +\n", + " evolution\n", + " 18.5\n", + " 1.18e-02\n", " \n", " \n", - " 571\n", - " DAL81\n", - " seq_242\n", - " 12\n", - " 30\n", + " 3\n", + " ARG80\n", + " seq_241\n", + " 16\n", + " 21\n", " +\n", " gradient\n", - " 21.0\n", - " 6.68e-03\n", + " 18.5\n", + " 1.68e-02\n", " \n", " \n", - " 628\n", - " DAL82\n", - " seq_242\n", - " 31\n", - " 23\n", - " -\n", - " gradient\n", - " 27.0\n", - " 7.50e-03\n", + " 4\n", + " ARG80\n", + " seq_170\n", + " 19\n", + " 24\n", + " +\n", + " evolution\n", + " 21.5\n", + " 2.01e-02\n", " \n", " \n", "\n", "" ], "text/plain": [ - " MotifID SeqID start end strand Group mid score\n", - "0 ARG80 seq_242 6 11 + gradient 8.5 9.36e-03\n", - "93 ARR1 seq_242 61 68 + gradient 64.5 3.89e-03\n", - "199 ASH1 seq_242 13 4 - gradient 8.5 8.03e-03\n", - "571 DAL81 seq_242 12 30 + gradient 21.0 6.68e-03\n", - "628 DAL82 seq_242 31 23 - gradient 27.0 7.50e-03" + " MotifID SeqID start end strand Group mid score\n", + "0 ARG80 seq_242 6 11 + gradient 8.5 9.36e-03\n", + "1 ARG80 seq_241 6 11 + gradient 8.5 7.13e-03\n", + "2 ARG80 seq_191 16 21 + evolution 18.5 1.18e-02\n", + "3 ARG80 seq_241 16 21 + gradient 18.5 1.68e-02\n", + "4 ARG80 seq_170 19 24 + evolution 21.5 2.01e-02" ] }, - "execution_count": 117, + "execution_count": 89, "metadata": {}, "output_type": "execute_result" } @@ -5244,7 +9577,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 90, "id": "94acbcfa-290b-4a51-ae21-683d97e364b4", "metadata": {}, "outputs": [ @@ -5263,7 +9596,7 @@ " 'MIG1']" ] }, - "execution_count": 119, + "execution_count": 90, "metadata": {}, "output_type": "execute_result" } @@ -5283,7 +9616,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 91, "id": "6cd15620-2b5d-4059-8100-9833da83d1cc", "metadata": {}, "outputs": [], @@ -5293,7 +9626,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 92, "id": "554767a3-abda-456b-86c1-87a9d14281be", "metadata": {}, "outputs": [ @@ -5388,7 +9721,7 @@ "seq_4 0.00 0.0 0.00 0.0 0.0" ] }, - "execution_count": 121, + "execution_count": 92, "metadata": {}, "output_type": "execute_result" } @@ -5400,7 +9733,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 95, "id": "3e95475b-038e-4c1e-8e46-25dafa4a41f5", "metadata": {}, "outputs": [ @@ -5410,33 +9743,60 @@ "text": [ "Creating AnnData object\n", "PCA\n", - "Fraction of total variance explained by PCA components: 0.9999999999999994\n", - "UMAP\n", + "Fraction of total variance explained by PCA components: 0.9999999999999999\n", + "UMAP\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.11/site-packages/scanpy/preprocessing/_pca.py:317: ImplicitModificationWarning: Setting element `.obsm['X_pca']` of view, initializing view as actual.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "Differential feature abundance\n", "1-NN statistics\n", "Within-group KNN diversity\n", "Euclidean distance to nearest reference\n", + "Distribution shift\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.11/site-packages/scikit_posthocs/_posthocs.py:368: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + "/opt/conda/lib/python3.11/site-packages/scikit_posthocs/_posthocs.py:371: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + "/opt/conda/lib/python3.11/site-packages/scikit_posthocs/_posthocs.py:368: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + "/opt/conda/lib/python3.11/site-packages/scikit_posthocs/_posthocs.py:371: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "Train groupwise classifiers\n" ] } ], "source": [ - "emb = polygraph.embedding.embedding_analysis(\n", - " counts, seqs, reference_group='native_high')" + "motif_emb_2 = polygraph.embedding.embedding_analysis(\n", + " counts, seqs, reference_group='native_high', use_pca=True)" ] }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 96, "id": "aa725565-20b2-4be7-8ceb-7d30b9e9ffe9", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" }, "metadata": { "image/png": { @@ -5445,25 +9805,38 @@ } }, "output_type": "display_data" - }, + } + ], + "source": [ + "polygraph.visualize.pca_plot(motif_emb_2) + p9.theme(figure_size=(4,3))" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "fe4cdac1-0c8a-4b91-8790-ebd7135b9b77", + "metadata": {}, + "outputs": [ { "data": { - "text/plain": [ - "
" - ] + "image/png": 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" }, - "execution_count": 123, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "image/png": { + "height": 300, + "width": 400 + } + }, + "output_type": "display_data" } ], "source": [ - "polygraph.visualize.pca_plot(emb) + p9.theme(figure_size=(4,3))" + "polygraph.visualize.umap_plot(motif_emb_2) + p9.theme(figure_size=(4,3))" ] }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 97, "id": "177dcca7-3ae4-4c1b-8566-a0761b03afdf", "metadata": {}, "outputs": [ @@ -5472,29 +9845,26 @@ "output_type": "stream", "text": [ "p-values for distance to closest reference\n", - "{'Kruskal': 6.648561063248718e-47, 'Dunn': evolution gradient guided_evolution native_high \\\n", - "evolution 1.00e+00 2.75e-03 5.03e-03 2.70e-21 \n", - "gradient 2.75e-03 1.00e+00 7.22e-09 8.61e-36 \n", - "guided_evolution 5.03e-03 7.22e-09 1.00e+00 2.81e-11 \n", - "native_high 2.70e-21 8.61e-36 2.81e-11 1.00e+00 \n", - "native_low 8.73e-15 3.41e-27 6.57e-07 9.19e-02 \n", - "random 1.27e-04 9.49e-12 2.90e-01 1.86e-08 \n", + "{'Kruskal': 4.253811058390571e-47, 'Dunn': evolution gradient guided_evolution native_high \\\n", + "evolution 1.00e+00 2.76e-03 4.58e-03 1.20e-21 \n", + "gradient 2.76e-03 1.00e+00 6.06e-09 3.03e-36 \n", + "guided_evolution 4.58e-03 6.06e-09 1.00e+00 1.95e-11 \n", + "native_high 1.20e-21 3.03e-36 1.95e-11 1.00e+00 \n", + "native_low 1.37e-14 6.40e-27 1.03e-06 6.79e-02 \n", + "random 1.43e-04 1.18e-11 3.18e-01 9.56e-09 \n", "\n", " native_low random \n", - "evolution 8.73e-15 1.27e-04 \n", - "gradient 3.41e-27 9.49e-12 \n", - "guided_evolution 6.57e-07 2.90e-01 \n", - "native_high 9.19e-02 1.86e-08 \n", - "native_low 1.00e+00 8.95e-05 \n", - "random 8.95e-05 1.00e+00 }\n" + "evolution 1.37e-14 1.43e-04 \n", + "gradient 6.40e-27 1.18e-11 \n", + "guided_evolution 1.03e-06 3.18e-01 \n", + "native_high 6.79e-02 9.56e-09 \n", + "native_low 1.00e+00 1.00e-04 \n", + "random 1.00e-04 1.00e+00 }\n" ] }, { "data": { - "image/png": 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", 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}, "metadata": { "image/png": { @@ -5503,24 +9873,14 @@ } }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "execution_count": 124, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ "# Distance to reference\n", "print(\"p-values for distance to closest reference\")\n", - "print(emb.uns[\"ref_dist_test\"])\n", + "print(motif_emb_2.uns[\"ref_dist_test\"])\n", "\n", - "polygraph.visualize.boxplot(emb.obs, value_col='Distance to closest reference') + p9.theme(figure_size=(6,3))" + "polygraph.visualize.boxplot(motif_emb_2.obs, value_col='Distance to closest reference') + p9.theme(figure_size=(6,3))" ] }, { @@ -5548,7 +9908,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.17" + "version": "3.11.9" } }, "nbformat": 4,