diff --git a/notebooks/introduction_to_explainable_ai.ipynb b/notebooks/introduction_to_explainable_ai.ipynb index 66799371..f78ca6cb 100644 --- a/notebooks/introduction_to_explainable_ai.ipynb +++ b/notebooks/introduction_to_explainable_ai.ipynb @@ -9,11 +9,9 @@ "\n", "MolPipeline supports explainability methods for machine learning models, also called explainable AI (XAI). Explainability methods provide explanations for predictions, which can help to interprete why a model made a prediction. This can be helpful to user for decision making and for developers to improve machine learning models. \n", "\n", - "This notebook gives an introduction to XAI methods in MolPipeline. We borrow a real-world drug design data set from [Harren et al. 2022](https://pubs.acs.org/doi/10.1021/acs.jcim.1c01263), a great study on interpreting structure–activity relationships (SARs) in lead optimization with XAI from Sanofi and the University Hamburg.\n", + "MolPipeline provides easy and fast generation of XAI explanations with standard approaches like Random Forest with Morgan fingerprints. In this notebook, we borrow a real-world drug design data set from [Harren et al. 2022](https://pubs.acs.org/doi/10.1021/acs.jcim.1c01263) and illustrate how explanations generated with MolPipeline can be used in real-world scenarios. The study by Harren et al. is a comprehensive analysis of methods for interpreting structure–activity relationships (SARs) in lead optimization with XAI from Sanofi and the University Hamburg and worth checking out.\n", "\n", - "The XAI method implemented in MolPipeline and presented here was introduced by [Feldmann et al. 2022](https://doi.org/10.3390/biom12040557) and uses Shapley Values from [SHAP](https://github.com/shap/shap) to explain important atoms and substructures with a heatmap on the 2D depcition of the molecular structure. For the implementation see MolPipelines `explainability` module.\n", - "\n", - "Harren et al und unseres sind aehnliche Ansaetze -> beides shap, beides FP" + "The XAI method implemented in MolPipeline and presented here was introduced by [Feldmann et al. 2022](https://doi.org/10.3390/biom12040557) and uses Shapley Values from [SHAP](https://github.com/shap/shap) to explain important atoms and substructures with a heatmap on the 2D depcition of the molecular structure. For the implementation see MolPipelines `explainability` module." ] }, { @@ -64,7 +62,7 @@ "source": [ "The data set contains bioactivity measurements describing the binding of small molecules (the ligands) and the protein target.\n", "\n", - "The bioactivity is provided as pIC50 values against the aspartic protease renin for molecular series of indole-3-carboxamides and azaindoles. The structure−activity relationship (SAR) is relatively well understood for these molecules. For example, for the indole-3-carboxamides, a PDB structure of the protein-ligand complex is available [3oot](https://www.rcsb.org/structure/3OOT) illustrating the interactions of the highly potent ligand \"5k\" (IC50=2 nM). See the paper of [Harren et al.](https://pubs.acs.org/doi/10.1021/acs.jcim.1c01263) for useful details and references." + "The bioactivity is provided as pIC50 values against the aspartic protease renin for molecular series of indole-3-carboxamides and azaindoles. The structure−activity relationship (SAR) is relatively well understood for these molecules. For example, for the indole-3-carboxamides, a PDB structure of the protein-ligand complex is available [3oot](https://www.rcsb.org/structure/3OOT), illustrating the interactions of the potent ligand \"5k\" (IC50=2 nM), that can be used to evaluate XAI explanations. See the paper of [Harren et al.](https://pubs.acs.org/doi/10.1021/acs.jcim.1c01263) for useful details and references." ] }, { @@ -302,7 +300,7 @@ "pIC508.699" ], "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -353,7 +351,7 @@ "id": "04ddb98e-9eba-45fd-be5f-5fc96eed9d86", "metadata": {}, "source": [ - "### Explaining predictions with MolPipeline" + "## Explaining predictions with MolPipeline" ] }, { @@ -361,7 +359,7 @@ "id": "38c88eb2-2a3f-494b-8f05-2036c9f0a815", "metadata": {}, "source": [ - "We start by setting up and fitting a standard Random Forest model with Morgan fingerprints on the data set" + "We start by setting up and fitting a standard Random Forest model with Morgan fingerprints on the data set with a pipeline." ] }, { @@ -778,16 +776,16 @@ " background-color: var(--sklearn-color-fitted-level-3);\n", "}\n", "
Pipeline(n_jobs=-1,\n",
-       "         steps=[('auto2mol', AutoToMol()), ('morgan', MolToMorganFP()),\n",
+       "         steps=[('auto2mol', AutoToMol()), ('morgan', MolToMorganFP(radius=3)),\n",
        "                ('rf',\n",
        "                 RandomForestRegressor(n_estimators=500, random_state=123456))])
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + " RandomForestRegressor(n_estimators=500, random_state=123456))]) 
AutoToMol()
MolToMorganFP(radius=3)
RandomForestRegressor(n_estimators=500, random_state=123456)
" ], "text/plain": [ "Pipeline(n_jobs=-1,\n", - " steps=[('auto2mol', AutoToMol()), ('morgan', MolToMorganFP()),\n", + " steps=[('auto2mol', AutoToMol()), ('morgan', MolToMorganFP(radius=3)),\n", " ('rf',\n", " RandomForestRegressor(n_estimators=500, random_state=123456))])" ] @@ -801,7 +799,7 @@ "pipeline = Pipeline(\n", " [\n", " (\"auto2mol\", AutoToMol()),\n", - " (\"morgan\", MolToMorganFP(n_bits=2048, radius=2)),\n", + " (\"morgan\", MolToMorganFP(n_bits=2048, radius=3)),\n", " (\"rf\", RandomForestRegressor(n_estimators=500, random_state=RANDOM_STATE)),\n", " ],\n", " n_jobs=-1,\n", @@ -864,7 +862,7 @@ { "data": { "text/plain": [ - "array([0. , 0.00107952, 0.00228033, ..., 0. , 0.00203279,\n", + "array([0. , 0.00033001, 0.00010306, ..., 0. , 0.00025244,\n", " 0. ])" ] }, @@ -887,13 +885,13 @@ { "data": { "text/plain": [ - "array([0.10709252, 0.1681309 , 0.08668313, 0.16441428, 0.12145487,\n", - " 0.07626993, 0.07847628, 0.08840573, 0.1299341 , 0.06097025,\n", - " 0.03320983, 0.01206373, 0.01444756, 0.01949642, 0.01681818,\n", - " 0.00290023, 0.00405506, 0.00244116, 0.00217213, 0.00244116,\n", - " 0.00405506, 0.01249509, 0.00179475, 0.00254281, 0.00118365,\n", - " 0.00459823, 0.00244727, 0.00375401, 0.00456337, 0.0075409 ,\n", - " 0.00579607, 0.0075409 , 0.00456337])" + "array([ 0.12741071, 0.13919019, 0.07593206, 0.13930674, 0.08594195,\n", + " 0.01826992, 0.07099029, 0.03481592, 0.13192108, 0.0763856 ,\n", + " 0.06904259, 0.06558726, 0.06548176, 0.0672983 , 0.0670064 ,\n", + " 0.05595265, 0.00196574, 0.00114999, 0.00072739, 0.00114999,\n", + " 0.00196574, 0.00710791, -0.00021892, 0.00095641, -0.00198274,\n", + " 0.06092596, 0.00555693, 0.00703136, 0.00723796, 0.00834429,\n", + " 0.00433498, 0.00834429, 0.00723796])" ] }, "execution_count": 10, @@ -911,7 +909,9 @@ "id": "cb21eef9-20fb-4e8d-910a-d1389f9ce09f", "metadata": {}, "source": [ - "Now that we generated explanations let's depict one to understand what they can provide for interpreting predictions. " + "## Visualizing explanations with MolPipeline\n", + "\n", + "Now that we generated explanations, let's depict one to understand how they can be used for interpreting predictions. " ] }, { @@ -929,19 +929,26 @@ "metadata": {}, "outputs": [ { - "ename": "NameError", - "evalue": "name 'explanations_dict' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[11], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mexplanations_dict\u001b[49m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb1i5k\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mmolecule\n", - "\u001b[0;31mNameError\u001b[0m: name 'explanations_dict' is not defined" - ] + "data": { + "image/png": "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", + "text/html": [ + "\n", + "\n", + "\n", + "
nameb3a6h
originBMCL2011B
pIC507.0969
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "explanations_dict[\"b1i5k\"].molecule" + "explanation = explanations[50]\n", + "explanation.molecule" ] }, { @@ -954,23 +961,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "c5545ea6-ca77-48c6-9871-f84f7fdbfe88", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "structure_heatmap_shap(\n", - " explanations_dict[\"b1i5k\"]\n", - ") # TODO als Einleitungs Beispiel vielleicht ein Random Mol mit red und blue nehmen" - ] - }, - { - "cell_type": "markdown", - "id": "f7fc7154-c29f-4bca-ad20-7b4f3e051e13", - "metadata": {}, - "source": [ - "**Heatmap of the molecular structure** \n", - "Substructures associated with positive contributions by the model are highlighted in red, while substructures with negative contributions would be illustrated in blue. No color indicates no contribution. Therefore, we can interprete that substructures highlighted in red are important for high activity while blue substructures are unfavorable for activity. " + " explanation\n", + ")" ] }, { @@ -978,8 +988,13 @@ "id": "9a3baa39-95c1-4b39-a591-32ae7a145024", "metadata": {}, "source": [ - "**Decomposition of the prediction** \n", - "In addition to the heatmap of the structure, MolPipelines also provides a breakdown of the predicted value on the bottom of the explanation image. The model predicts a pIC50 value of 8.32 for the compound. This value can be decomposed in contributions from the expected value of the model output (see [Lundberg et al.](https://doi.org/10.48550/arXiv.1705.07874) for details), the features present and features absent using the Shapley Value-based feature weights. Since we are using Morgan fingerprints, present features correspond to the substructures present in the molecule, that can be seen in the image. In contrast, absent features are features that are important for the prediction but are not in the depicted molecule. For example, some features/substructures in the training set can be important for the model and that they are missing in this particular molecule influences the prediction. \n", + "The image shows a depiction of the 2D molecular structure. In addition, the explanation results are illustrated as a heatmap and the contribution of substructure features present or absent in the molecule.\n", + "\n", + "**Heatmap of the molecular structure** \n", + "Substructures associated with positive contributions by the model are highlighted in red, while substructures with negative contributions would be illustrated in blue. No color indicates no contribution. Therefore, we can interprete that substructures highlighted in red are important for high activity while blue substructures are unfavorable for activity. \n", + "\n", + "**Contribution of present/absent substructure features** \n", + "In addition to the heatmap of the structure, MolPipelines also provides a breakdown of the predicted value on the bottom of the explanation image. The model predicts a pIC50 value of TODO=6.72 for the compound. This value can be decomposed in contributions from the expected value of the model output (see [Lundberg et al.](https://doi.org/10.48550/arXiv.1705.07874) for details), the features present and features absent using the Shapley Value-based feature weights. Since we are using Morgan fingerprints, present features correspond to the substructures present in the molecule, that can be seen in the image. In contrast, absent features are features that are important for the prediction but are not in the depicted molecule. For example, some features/substructures in the training set can be important for the model and that they are missing in this particular molecule influences the prediction. \n", "\n", "Note that this decomposition is currently only provided for binary fingerprints." ] @@ -989,9 +1004,11 @@ "id": "eb9cfe22-bd1e-4d40-9ff5-095a8bf646dd", "metadata": {}, "source": [ - "### Reproducing explanations from Harren et al.\n", + "## Comparison to explanations from Harren et al.\n", "\n", - "To demonstrate the usage of MolPipeline's XAI features we will reproduce some explanation results from [Harren et al.](https://pubs.acs.org/doi/10.1021/acs.jcim.1c01263) with our Random Forest model with Morgan fingeprints based on Shapley values. This includes the heatmap illustrations of molecular structure using the calculated `atom_weights`." + "To demonstrate the usage of MolPipeline's XAI features we will reproduce some of the explanation results from [Harren et al.](https://pubs.acs.org/doi/10.1021/acs.jcim.1c01263) with our standard Random Forest model with Morgan fingeprints based on Shapley values. In contrast, Harren et al. used simple multilayer perceptrons with Morgan/ECFP fingerprints and graph convolutional neural networks. \n", + "\n", + "In the lead optimization step in drug discovery, it is important that a machine learning model reflects the affinity trends induced by smaller structural changes. Especially, small structural changes causing large affinity changes are of interest and the interpretations obtained from an XAI method should adequately capture and visualize these trends. The goal of applying XAI in such a project is usually to identify further small structural modification to improve affinity. Again, see [Harren et al.](https://pubs.acs.org/doi/10.1021/acs.jcim.1c01263) for details. " ] }, { @@ -1004,83 +1021,614 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "f4332475-d5c1-416b-9394-f8d3d0c0b9da", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "138" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "explanations_dict = {exp.molecule.GetProp(\"name\"): exp for exp in explanations}\n", "len(explanations_dict)" ] }, + { + "cell_type": "markdown", + "id": "ef02cd6b-0c85-441f-ab57-967b550581b3", + "metadata": {}, + "source": [ + "We will compare our explanation with the explanations in Figure 6 in Harren et al. Therefore, we extract the 3 compounds of different affinities:\n", + "\n", + "- 5k (PDB 3oot), b1i5k, exp. IC50=0.002, exp. pIC50=8.70, predicted(ours)=TODO \n", + "- 2n, b1i2n, \n", + "- 5b, b1i5b" + ] + }, { "cell_type": "code", - "execution_count": null, - "id": "c5aadaed-f55a-4fa8-a471-a64bf0e9e994", + "execution_count": 14, + "id": "4b228841-da53-49a2-a113-ece4ab7ae039", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "origin\n", + "BMCL2011A 54\n", + "BMCL2010 45\n", + "BMCL2011B 39\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# most potent compound from series (Scheiper 2010)\n", - "explanations_dict[\"b1i5k\"].molecule" + "df[\"origin\"].value_counts()" ] }, { "cell_type": "code", - "execution_count": null, - "id": "d9048b03-6ce6-475d-b440-4f403b45cce4", + "execution_count": 15, + "id": "18eace54-8925-4aca-8ff4-a4f355a6c81f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([4., 4., 4., 4., 1., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n", + " 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 2., 4., 4., 4., 9., 0., 4.,\n", + " 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 9.,\n", + " 4., 4., 4., 9., 4., 4., 4., 9., 4., 4., 4., 4., 4., 9., 4., 4., 4.,\n", + " 4., 4., 4., 5., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n", + " 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n", + " 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 8., 4.,\n", + " 4., 4., 4., 4., 4., 6., 3., 4., 5., 4., 4., 8., 4., 4., 4., 4., 4.,\n", + " 4., 7.])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "structure_heatmap_shap(explanations_dict[\"b1i5k\"])" + "from molpipeline.estimators import MurckoScaffoldClustering\n", + "scaffold_clustering = MurckoScaffoldClustering(\n", + " make_generic=True, linear_molecules_strategy=\"own_cluster\", n_jobs=16\n", + ")\n", + "cluster_ids = scaffold_clustering.fit_predict(df[\"pubchem_smiles\"])\n", + "cluster_ids" ] }, { "cell_type": "code", - "execution_count": null, - "id": "00f75eca-e30c-49cf-aa9c-6011214a852d", + "execution_count": 16, + "id": "04b06ecd-987c-4803-9463-a89d76f366d1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{4.0: 0,\n", + " 1.0: 4,\n", + " 2.0: 27,\n", + " 9.0: 31,\n", + " 0.0: 32,\n", + " 5.0: 71,\n", + " 8.0: 117,\n", + " 6.0: 124,\n", + " 3.0: 125,\n", + " 7.0: 137}" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "seen_cids = {}\n", + "for i, cid in enumerate(cluster_ids):\n", + " if cid not in seen_cids:\n", + " seen_cids[cid] = i\n", + "seen_cids" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "5a9ad898-5c6c-4fb7-a1b9-d5ef78d84c00", "metadata": {}, "outputs": [], "source": [ - "# molecule depicted in Figure 5 of Harren et al. (mislabeled as \"5k\" in Figure caption)\n", - "explanations_dict[\"b1i2n\"].molecule" + "from molpipeline.mol2mol import MakeScaffoldGeneric\n", + "\n", + "repr_mols = [mols[i] for i in seen_cids.values()]\n", + "scaffold_mols = MakeScaffoldGeneric().transform(repr_mols)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "c14b27e1-63ae-4c97-a8af-4159e9e9f2bc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcIAAACWCAIAAADCEh9HAAAABmJLR0QA/wD/AP+gvaeTAAAf9ElEQVR4nO3de1hU1RYA8DUvBuQ5yoC85BEhKiDyUAREDDXNFyjaZ4VmFtdSKN+mKVZaVppUJreLmWhXRS/5uoICpiVPdRJMECRABkTej2FkmBlm5v5xblxSuylzzhlnzvr90YdwZq319eFyn7P32Zul0WgAIYTQQLF1XQBCCOk3bKMIIaQVbKMIIaQVbKMIIaQVbKMIIaQVrq4LQIgOTU1N+/fvV6vVr7/+uo2Nja7LQQaFhQuekMHr7u52cXFpbm4m/mhnZxcaGhoSEuLv7z927FgjIyPdlof0HbZRZOAUCsWcOXPOnTvH5/M9PDyqq6ulUmnfT83MzAICAkJCQoKCgoKCgqytrXVYKtJT2EaRIdNoNEuWLElJSREKhZcvXx4+fLhKpSorKxOJRLm5uTk5Obdu3er/V6D/QHXcuHE8Hk+HxSN9gW0UGbKVK1cmJiZaWFhcvHjRz8/v4Qs6OzuvXr2ak5MjEokuX77c2dnZ9yMzM7PRo0eHhob6+fn5+fm5u7vTWDjSJ9hGkcHaunXr+++/b2xsfP78+bCwsL+8nhioEqNUkUjUf6DKZrOTkpJiY2MpLhnpJWyjyDAlJSW99dZbHA4nNTV13rx5A4jQ0NBQUFCQl5d36NChhoYGOzu7+vp60utEBgDbKDJAR44ceeWVVzQaTXJy8tKlS7WM1tbW5ujoKJfL6+rq7OzsSKkQGRJcfo8MTXZ29pIlS9Rq9aeffqp9DwWAwYMHT5kyRa1WnzlzRvtoyPBgG0UGpbCwMCoqSi6Xb9iwYc2aNWSFnTNnDgCcPHmSrIDIkOBNPTIcJSUlYWFhbW1tixYtOnDgAIvFIitya2vr0KFDORxOU1OThYUFWWGRYcDRKDIQtbW1L7zwQltb2+zZs7/99lsSeygADBkyJCQkRC6XZ2RkkBgWGQZso8gQNDc3T5kyRSwWT5o0KTU1lcslf7MI4r7+1KlTpEdG+g5v6pHek0gkzz33nEgkGj169KVLl6ysrKjIcufOHVdXV0tLy6amJnwNH/WHo1Gk3xQKRXR0tEgkcnd3P3/+PEU9FABcXFxGjx7d2dl58eJFilIgPYVtFOkxpVI5cuTIrKwsR0fH7OxsW1tbStNFRkYCztejh2AbRXosNze3srKSzWafO3fO2dmZ6nREGz1x4oRaraY6F9Ij2EaRHiOeUfJ4vGeeeYaGdL6+vq6uro2NjVeuXKEhHdIX2EYZ4fbt27m5ufTnlcvllMYPDg4eM2aMXC6n7Xklztejh2EbNXy5ubleXl6LFy+muqk9QK1WT5w48bXXXmtvb6cuC83vFxHp0tLS6EmH9AK2UcMXFBTk6elZWVn51Vdf0Zl3//79hYWFWVlZlC4PioqKAoBTp07R87xywoQJ1tbWFRUVZWVlNKRDegHbqOHjcDi7d+8GgO3bt7e0tNCTtL29fePGjQCwa9cuU1NT6hL5+Pi4ubk1NjYWFBRQl6UPh8OZOXMmAJw4cYKGdEgvYBtlhIiIiGnTpnV0dGzdupWejAkJCc3NzRMmTJg/fz7VuYgJdNqeV9KcDj398C0mprh165aPj49GoykuLh41ahSluUpKSnx9fQFAJBL5+PhQmgsAfv7554kTJ7q7u1dUVFCdCwBkMplQKOzu7haLxY6OjjRkRE85HI0yxYgRI9544w2VSrV+/Xqqc61YsaK3t3fFihU09FAACAkJEQqFv/32W2lpKQ3pTExMQkNDNRrN9u3baUiHnn7YRhnk/ffft7S0PHv2bGZmJnVZjhw5cunSJRsbm4SEBOqy9MfhcGbNmgV0zddrNBpifqnv4HvEcNhGGUQoFL777rsAsHLlyt7eXipSdHd3b9iwAQB27NhB3evtD6PzNc1NmzbV1NRwOJyBHfGEDJAGMYlcLicOCv7HP/5BRXyihwYEBKhUKiri/5menh5zc3MWiyUWiylNRCwa4/F4Z8+epTQR0iPYRhknNTUVAGxsbDo7O8mNXFFRwefz2Wx2YWEhuZEfBzE23LNnD3UpDh06xGazWSzWgQMHqMuC9A7e1DPOggULQkNDm5qaPvnkE3Ijv/3223K5fOnSpWPHjiU38uOg+jXNM2fOECfl7dq1a/HixRRlQXpJ130c6UBhYSGLxTI2Nr5z5w5ZMYn+JRAImpqayIr5RNrb23k8Ho/Ha2trIz14Xl4e8RJBQkIC6cGRvsPRKBONHTt24cKFPT09xItG2pPL5cQxnB988IFQKCQl5pOysrIKCwtTKpVnz54lN/Kvv/46Y8aM+/fvL1u2jLb3F5A+0XUfR7pRW1s7aNAgFouVk5OjfbQPPvgAAEaNGqVUKrWPNmDE/E90dDSJMX/77Tc7OzsAiIqK6u3tJTEyMhjYRplr06ZNABAUFKRWq7WJIxaLiRveixcvklTaANXV1bFYLDMzM5lMRkrAxsZGDw8PAIiIiOjp6SElJjI8eFPPXBs2bLCzsysoKDh27Jg2cVatWnX//v2XXnopPDycpNIGyMHBwd/fXyqVkvJ+QWdn57Rp027fvj127NiTJ0/y+XztYyKDhO/UM1pycnJsbKyTk1NqaiqxnZ1AIHjgGlNT0wd2uuPxeGZmZsTXP/74Y0REhJmZWVlZmYODAz1l/x9vvPHGvn37+Hz+tm3bxo8f7+/vb2xsPIA4Mpns+eefv3z58siRI3/++echQ4aQXioyGNhGGU2lUrm6uvb09Gj5XuP27dvJmq3SUk5OztSpU2UyGfFHLpfr4eERGhoaEhLi7+//mHuyqFSq+fPnnzhxwtHRMTc3d9iwYVSWjPQetlFGu3PnzogRIxQKxciRI/l8vkaj6ejoeOAaqVSqVCr7f0epVEql0v7f2b179zvvvEN5uY+nqKjo9OnT9+7dy8vLKykpUalUfT9ydHQc/zs/P79H7iet0WiWLl363XffWVtbX7582dPTk8bakV7CNspoUVFRJ0+ejImJOXjw4MAinD59es6cOQKBoKKi4im885VKpUVFRbm5uTk5OQUFBf13reZyuaNHjyZGqWFhYS4uLsT3V69e/fnnn5ubm1+8eNHf3183dSO9gm2UubKzs6dMmWJubl5WVmZvbz/gOFOnTs3Kylq1atWuXbtILI90Go2mrKysoKAgLy8vPz//1q1b/c8dcXZ2Dg4O7urq+ve//21kZHTmzJmpU6fqsFqkR7CNMpRCoRg9enRZWdnOnTtXr16tTaji4mJ/f38Oh3Pz5s1nn32WrAqp1tXVVVxcTAxU8/Ly2traAMDa2rqjo+Pw4cM0bNqPDIfOllohnSJeqCcejGof7bXXXgOAuXPnah9KJ1Qq1a+//rp3715iWr+6ulrXFSF9gqNRJmpoaBg+fLhEIsnIyJg2bZr2ARsbG5999tmurq7s7OyIiAjtA+rKggULjh8//uWXX8bFxem6FqQ3cPk9E61Zs0YikcybN4+UHgoAtra2a9euBYC1a9fSc9AxRWg+9R4ZBhyNMk5ubu6ECROMjY1LS0v7pqe1J5PJPD09xWLxgQMH9Hcfuc7OThsbG5VK1dDQYG1tretykH7A0SizqFSqFStWaDSaDRs2kNhDAcDExGTbtm0AsGnTpvv375MYmU6Wlpbh4eEqlSo9PV3XtSC9gW2UWf7+978XFRUNGzaM2NeOXK+88kpgYODdu3d37txJenDaUL39MzI8eFPPIG1tbR4eHq2trSdPniSaBeny8/NDQkKMjY3Ly8udnJyoSEG1+vp6R0dHExOT5ubmQYMG6bocpAdwNMog7777bmtr65QpUyjqoQAwfvz4uXPnymSyLVu2UJSCavb29oGBgd3d3dnZ2bquBekHbKNM8csvv3z77bdGRkbE3sbU+eyzz/h8/sGDB69du0ZpIurgfD16IthGGUGj0axYsUKlUq1cuXL48OGU5nJ1dY2Li1Or1VQ8fqVHVFQUAJw+fbq3t1fXtSA9gM9GGeHAgQNLliwZOnRoeXm5hYUF1ek6OjqeffbZlpaWEydOREZGUp2OCp6enuXl5ZcuXZo4caKua0FPOxyNGj6JREJsBrpr1y4aeigAWFlZJSQkAMCaNWvkcjkNGUlHdH+cr0ePA0ejhi8oKKiwsHDChAk//fQTi8WiJ2lvb6+vr29JScmWLVse3orU3Nycy+XSU8nA5OfnBwcHu7i4VFdX67oW9LTD0ajhq6urA4DAwEDaeigAcLnc7du3s1isTz/9dPBDeDwe648GDRr0wDWWlpZCoTA5OZm2mvsbN26cnZ3dnTt3iouLdVIA0iPYRg0fMaeUn59P851HZWWlRqPh8/mCh3A4nAculslk7X8kkUhaWlri4uK6urroLJvAZrNnz54NACdOnKA/O9Iv2EYN36lTp+zs7PLz848fP05b0sbGRuLw+iNHjrQ95OED37u7ux+4pqqqytPTUy6Xf/zxx7SV3R8+HkWPi85d+ZCufPPNNwDg6upK1gHuf2nRokUAMGfOHG2CiEQiNpttbGyskw1AFQqFlZUVAFRVVdGfHekRHI0ywtKlS729vaurq7/88ksa0uXn5x86dIjP53/22WfaxPHz81u4cGFPT49Ojh3l8XjERoI4IEV/Qdd9HNHkwoULAGBubn7v3j1KE6lUqsDAQADYsmWL9tFqa2sHDRrEYrFycnK0j/akvv/+ewCwt7f/4osvrly5QspJAcjwYBtlkBkzZgDAm2++SWmWpKQkAHBycpJKpaQE3LRpEwAEBQWp1WpSAj4m4rR6Pp/fN+bg8Xj+/v7x8fEpKSk1NTV0FoOeZrhulEHKysp8fHzUanVRUZGXlxcVKdrb2z08PFpaWtLS0ubOnUtKTKlU6uHhce/evaNHj7744oukxHwcq1at2r17t7m5eXx8/N27dwsKCsrLy/v/fXFzcwsODg4KCgoODvb29n7KV8IiCum6jyNaLV++HACmT59OUfw333wTACIiIsgNS6wedXJyun//PrmR/8zWrVsBwMjIKDMzs++bnZ2dWVlZCQkJM2fOFAgE/f8emZqahoSExMfHHzt2rLGxkZ4i0VMC2yiztLa2Dh48GAAyMjJID/7LL79wOBwul/vrr7+SG1mlUvn5+QHAxx9/TG7kRyKeS3A4nOPHj//ZNb29vUVFRXv37l20aNHDx0p7eHgsWrQoKSmJrCcb6GmGbZRxiNnzESNGKJVKEsOq1eqwsDAAWLNmDYlh+/z4449AyxTZDz/8wOFwWCzWvn37Hv9THR0dfQNVYpkUAPB4vO7ubupKRU8JbKOMI5fLidFTUlISiWEPHjwIALa2th0dHSSG7W/mzJkAsGzZMoriazSa7OxsYk7p008/HXAQpVIpEom++uqrzZs3k1gbemphG2Ui4nUmoVBIVsuTSCT29vYAcPDgQVICPlJZWRmPx+NwODdu3KAifmFhoZmZGQCsW7eOivjIUGEbZSjiBnz9+vWkRCN2aA4ODqZ6TVJcXBwAPPfcc6RHLikpGTJkCADExMTQvLIK6Ttc8MRQ169fDwgI4HK5paWlzzzzjDahKioqvL29lUplQUEBsfCeOu3t7e7u7m1tbenp6dOnTycrbF1dXUhIiFgsnj17dlpaGi5dQk8EXwZlqDFjxrz88ssKhYJY3K6N+Ph4uVz+t7/9jeoeCgACgYB4MXT16tVknfDR0tIyZcoUsVgcHh6empqKPRQ9MV0Ph5HO1NXVmZqaAsDPP/884CBpaWkAMHjw4ObmZhJr+z/6psj27t2rfTSJROLv7w8APj4+7e3t2gdEDIQ39Yy2cePGjz/+mMvlTp8+3djY+IEl5fCobeqNjY1NTEyIr5VK5Z49exobG5OSkpYtW0ZT0QA//PDDvHnzhEJhRUWFpaXlgOMoFIpZs2ZlZma6u7tfvnx56NChJBaJmAPbKKM1Nja6u7tLpdIBR3BycuLxeLdv3354J2ZKjRs37vr163w+f9iwYfb29m5ubm5ubnZ2dsTXw4YN+8t7c5VKtXDhwuPHj9vb2+fm5rq4uNBSODJA+BiI0WxtbcVi8SeffOLl5cXn89vb2x+4oKur64FHkDKZrKenh/i6ra0tOTnZ2tqazuNJCAKBQK1WS6XS0tLS0tLSR17wQG8lvrazs2OxWBqN5s033zx+/LilpWV6ejr2UKQNHI0irbi5uVVXV4tEIuJlTXpUVVV5eHhwudzCwkKFQlFbW1tbW1tTU0N8IRaLGxoa/uwX29TU1NnZGQBKS0sHDRqUnZ09fvx42ipHBglHo0grkydPTk5OPn/+PJ1t9LPPPlOpVK+++uro0aMB4OEVAkqlsrm5+d69e1VVVVVVVfX19X1ft7e3l5aWsliswYMHf/XVV9hDkfZwNIq08q9//Wv+/Pnh4eEXL16kJ2Nzc7Ozs3NPT8/NmzdHjhz5pB+XSCRisTgmJqaoqOj06dOzZs2iokjEKLhuFGll8uTJXC43Ly9Pm3mqJ7Jnzx6ZTDZr1qwB9FAAsLCw8PLymjp1KgCIRCKyq0NMhG0UacXKyiowMFChUFy6dImGdN3d3Xv37gWAtWvXahOHWCuKbRSRAtsoemJ37txJS0t74YUXFixYkJ+fT4zsMjMzaUi9f//+lpaWwMDA0NBQbeIQbfTq1ask1YUYDZ+Nor9WX18v+t3Vq1cbGxv7fmRpaXn48OEZM2Z4eHiUl5dTWoZKpRo+fHhlZaX2J5RoNBpra+u2tra6ujoHBweyKkTMhDP16BHq6uqIpnnt2jWRSNTU1NT/p0KhMCAgwNbWNiMjo7GxccuWLQKB4Pbt29XV1a6urtRVlZaWVllZ6ebmNmfOHC1DsVgsPz+/7Ozsa9euYRtFWsI2igD+ON4UiUT37t3r/1NLS0svLy//340cOZJYb9/S0hIcHCwSiYjXKLOysmJjY6kr8vPPPweAtWvXkvLGVEBAQHZ2tkgk0r4pI4bDNspot2/ffv7557u7ux8YbwoEgoCAAKJpBgQE/NlLPtbW1hkZGcHBwQ0NDQCQmZlJXRu9ePFiYWGhjY3N4sWLSQmIs0yILNhGGS0oKIh4AdTCwsLb2/vh8eZfeuaZZ86cORMeHi6TydLT03t7eynaaI44QmrFihV9G6NoCWeZEFlwiom5xGKxi4sLl8vNyMh47rnntHkv/syZM7NnzwaA995778MPPySvxv+6efOmj4+PiYlJTU2NtbU1WWGFQmFLS4tYLHZyciIrJmIgXPDEXEePHtVoNNHR0REREVruLTJr1qxJkyYBwEcffZSVlUVSgf+zc+dOjUazdOlSEnsoABAvsF67do3EmIiBsI0yF3Gw3fz580mJtmrVKgBQq9XR0dHFxcWkxCTcvXv3yJEjHA7n7bffJjEsAAQEBAA+HkVawzbKUFVVVSKRyNzcfNq0aaQEDA8Pnz59ekBAgEQimTFjRm1tLSlhASAxMVGhUERHR2t5ZtTDcJYJkQLbKEOlpqZqNJrZs2eTNWNjZmaWnp6em5sbERFx9+7d6dOnd3R0aB9WIpEkJycDwMqVK7WP9gCijeJNPdIStlGGIu7oFyxYQG5YIyOjtLQ0b2/vkpKSqKgouVyuTTSJRPLuu+92dnZOmjRp3LhxZBXZx9nZ2cbGpqWlpaamhvTgiDmwjTJRZWXl9evXLSwsiNfhyUXsJ+/o6Hjp0qUlS5Y80VIQqVSak5PzxRdfLFq0aNSoUQKBYO/evWZmZtS9HIWzTEh7uG6UiY4ePQoAkZGRxsbGVMR3dHRMT0+fMGHCkSNH3Nzctm3b9mdXSqXSoqIi4pXTa9eu3b59W61W9/2Uz+e7uLhUVFTs379/6NCh27ZtI/20koCAgHPnzolEonnz5pEbGTEHtlEmOnbsGJA3R/9I3t7eP/zww/Tp07dv325nZ7d8+XLi+wqFoqKiQiQS5ebm5uTklJeXq1Sqvk9xuVxPT8++twACAgKMjY0PHz786quvfvTRR3fv3t23bx+5y/txlglpD5ffM055ebmnp6eVlVVDQwOfz6c01z//+c+YmBg2m/3aa68pFAqRSHTr1q3+fZPH4xFvTxHvnnp7exsZGT0c58KFC5GRkVKpdM6cOUePHiVxEC0Wi52dnS0tLRsbG6n+v4EMFtkH36On3fvvvw8AxFNLGmzatMnIyIjN/u9TeC6XO3LkyJiYmMTExMuXL3d3dz9mnMLCwiFDhgBAeHh4Z2cnKbVduXIlNDSUzWYLBAJ3d/ezZ8+SEhYxDbZRxvHy8gKA9PR0etIRDxDs7e2//vrrwsJCmUw24FAlJSWOjo4A4O/v39TUpE1V1dXVL774IvGkVSgUDhs2jOjykZGRVVVV2kRGDIRtlFlu3boFAAKBQC6X05ORWFNFvM2pverqag8PDwDw9PSsqakZQASpVJqQkEA8FjAxMVm/fn1nZ6dSqUxMTLS0tAQAIyOj+Pj4rq4uUgpGTIBtlFkSEhIAYOnSpfSku3//vqmpKYvFunPnDlkxGxoaxowZAwB2dnY3btx4/A+qVKqUlBRia1QWizV//vzq6ur+F9y7dy82NpZ4/uDo6JiSkkJWzciwYRtlFuI0zXPnztGTLjU1FQDGjx9Pbtiurq7JkycTw+q8vLzH+Uh2draPjw9x5z5u3Ljc3Nw/u/Lq1at9S/0nTZp08+ZN8gpHhgnbKIPcuHEDAKytrRUKBT0ZicWYu3fvJj1yT08PEdzU1DQjI+P/XFlWVta3tMvJySklJUWtVv//4MS4VSgUAgCPx4uPjydrUgsZJGyjDLJ582YAiI2NpSedVCol7ugH9hDzL/X29r7++uvE00xi078HtLa2xsfHE+tMzczMEhISnmiCq62tLT4+njiwxM7O7ptvvlGpVOSVjwwHtlEGIc5uy8rKoifd4cOHASA0NJS6FGq1et26dQDA4XCSkpL6vq9QKBITE62srIglVrGxsQ0NDQNLcf369b7DnAMDAwsLC0mqHRkObKNMQczRA0B9fT09GaOiogDgiy++oDpRYmIisXRp/fr1Go3m9OnTfVvqTZ48+YmmoR5JrVYfO3aM2CGfzWbHxMRoudwKGRhso0zR29s7aNAgAJgxY4ZSqaQ6nUQiMTExYbPZdXV1VOfSaDT79u0j7r6JhaUA4O3tff78eRJTECuliDedBAJBXFwcbYvG0FMO2yiDFBcX29jYAMDrr79Oda7vv/8eAMLCwqhO1OfUqVMmJiZCoVAgECQmJlL0T0VpaSmxSAAAli9fTkUKpHewjTLLlStXTE1NAWDbtm2UJiJOuNuzZw+lWR5A7Hr3448/Up0oOjoaAIYMGUJ1IqQXcL9RZgkMDDx69CiXy928efOBAwcoyiKRSDIzM9lsNvF4lDbEE1ILCwuqE7311lsA0LcQFTEctlHGmTlz5tdff63RaGJjYzMzM6lIcfLkyZ6enokTJ9rb21MR/88Qe0cRD0kNIxHSC9hGmSg2NnbdunVKpTI6OrqoqIj0+OSeOfr4iC2f+3aTog62UdQftlGG2rFjR0xMTFdX14wZM8g9iaijoyMrK4vD4cydO5fEsI+Dtu5GW79GegF/DxiKxWJ9++23kydPrq+vf+GFF9rb28mKfPLkSblcHh4ebmtrS1bMx4Q39UgnsI0yF4/HS0tL8/HxKS0t1f4Uzz7EBqOknzn6OIjuhjf1iGbYRhnNwsIiPT3dycnpp59+Wrx4cf/j5AamsbHxwoULXC43MjKSlAqfCFE/baNRvKlHBPw9YDoHB4f09HQrK6vU1NSNGzcOLEhLS8v58+e3b9/u6+urUCjc3d2Jdf40o/nZKI5GEQFPBkXg5eVFnOL5ySefODg4xMXF/eVHJBLJjRs3RL+7deuW5vezEdls9rJlyygu+dHw2SjSCWyjCABg0qRJ33333csvv/zOO+84ODg8PMne0dFBHCVP/Le6urr/T83MzMaMGePv7+/q6urr6xsWFkZj7f+DC56QTmAbRf+1cOHCysrKzZs3v/LKK6dPnx43blxxcXHfeLOsrKz/k1MjIyN3d3d/f//Q0NCQkBBPT8+noafggiekE9hG0f+89957YrE4OTl5ypQpLBar7z4dAExMTHx9ffsOlB8xYsTT0DcfgDf1SCewjaI/2LNnT3Z2dnV1NZvNHj58uP/vAgMDiT3inmZ4U490Atso+gMjI6OqqqrS0lIXFxdif1I9gjf1SCewjaJHIA4Q1Tt4U490Av85RYYDb+qRTmAbRYYDb+qRTuDvATIceFOPdALbKDIcSqUSANLS0qhOlJubCwCVlZVUJ0J6AdsoMhy+vr4A8NJLLy1evLihoYGKFO3t7Rs2bCA6dd8ppIjh/rDEGiG91tra+t5776WkpMhkMlNT0zVr1mzcuNHIyIiU4Eql8uuvv/7www/b2to4HM6IESMKCgqI8wER0+n0QD2EyFdbWxsTE0P8ent4eGRkZGgfMysra9SoUUTMiIiIoqIi7WMig4FtFBmmCxcu9DW+mTNnVldXDyyOSCQKDw/va8rHjh0jtUxkCLCNIoOlUCgSExOJ85ZNTEwSEhJkMtnjf/zu3buxsbHEdPzgwYN37Nghl8upqxbpL2yjyMDV19fHxMQQR9g7OTmlpKT85Ufu37+/Y8cOc3NzAODxePHx8e3t7TSUivQUtlHECIWFhWPHju17uFlSUvLIy9Rq9bFjx5ydnfueBvz22280l4r0DrZRxBQqlSolJcXa2rpvjNnZ2dn/gvz8/PHjxxMN1N/f/6efftJVqUi/YBtFzNLa2hofH0888bS3t09JSVGr1TU1NX03/g4ODt98841KpdJ1pUhv4LpRxETXrl2Li4srKCgAABMTE6VS2dvba2Zmtm7dutWrV+vdDoFIt7CNIobSaDSHDh1avny5VCoFgPnz5+/cuXPYsGG6rgvpH2yjiNFqa2vT09NtbW0jIyN1XQvSV9hGEUJIK7g1CUIIaQXbKEIIaQXbKEIIaQXbKEIIaQXbKEIIaeU/ewfnmZjP5eUAAAKgelRYdHJka2l0UEtMIHJka2l0IDIwMjQuMDMuNQAAeJx7v2/tPQYgEABiRgYIUARiVSBuYGRjSACJM0NoZkb8NBMTKg3TB6Nh4oTMIWQuuTQzDv8Q1s8NDBtGJgYmZgZmFgYWVgZWNgYWdgZmDgYmTgZOLgYubgZuHgYeXgZePgY+fgZ+AQYBQQZBIQYhYQZhEQZeUQZRMQYxcQZxCQZuSQZJKQZJaQZpGQYZWQZZOQY5eQZ5BQY2RgY+LgYJHgYRfgYFaQYnVqC1bIxsrCzMTGwCgkLCIvxsomLiEjy8bDKycvIK0qxc3Dy8fOJzGRGxxqAY/vDt/j03Nu4Hcf5P5j4wwTp+H4jtk751v2lkpz2I/fYi54HjARIOIHbvhcwDC0IkweziiN4DszJ6wWrmT8o+8P+vH1hvVnnPgbM/csBqNB5v3C/9MQvM9o9fadsc2A5Wz7400H7ztnqwesljwg67TW6A2R571RxKXT6B3WNutMy+yUHjAIjdz+5u19l+DiweErZ4/7PSL2D2JlXBA563PMDsUMf8A03RXWC2xce2AwGaCmC9L9P9DmzUzQCzu2c82N9sFgpmt2gtsZ8o3wJmT9uq4rCvfw6YfSiywmEWQyuYPSe20mEKkxaYff1QiINOhx7Y/WaWMx20S7bagdj/+C0cjO3YwX7czVPpcPWZL5j9KDLGof7gFDB7Rshfe0fr+WC29bYy+wdny8Hs8we22O8wlAGz7ZnAcSJUDiRYGfiBZHx8cn5uQWlJakpAUX5BMRss3tiBOK8017EoP5cFxEzMTWUARX+SUaJxLhuQkV+UmZ6Zx8AJZDr5OvsYGRgaOoIUFHg6mxowgFRY6FlYmBkiGQQ2W9jqPzMoeWCzHJZmRqVHpUelh7G0sBgAt2WCbrpRdxYAAALxelRYdE1PTCByZGtpdCAyMDI0LjAzLjUAAHicfZZdbtswDMffcwpdoIZIiiL52DbFMAxNga3bHfa++2OklEouRsyJGcX5m/7xQ2wvJY7v12+//5R14PVyKaX+521m5RfVWi+vJRbl6eXL11t5fn98+rjy/Pbz9v6jEBUSv8dfn7WP72+vH1egPJcHOJS1kcWK1Br6bUcdx74XQ4kHaLWq5aEe6MsKiZKmzwaCwAWOKlSJE2G7u2RqpAUPEjO//K+QQ0hHZyJuITQWy4Q9hC0eXZv4o8E/OHu03D1qVWwjmorQsmh0uvS8sEihQyp27YnQZtgulMYu7FKtZ0LwEsVlRfH8eX5YQDJIgCFUULtDNhPM4oaojuelajzSlQ0RJSsj0FD2yl6UUXpDgZYpozxwoGmrEnXqqEapTx6cYI06h88OxJAlE/pMEkqvgrGy6v41k8rsDuxiOGISbaypV53VFFLqI6jqXQqpV5vlROjWevjnioyYNXydXhG5Go5u8ZSqZdL7NhJu3dvNpUTQOPWKM6uK7GE7CaAqU6aclWIhVgqlV8r9Z8qoFB2q3u3TJ3fC1CdPpXXyHRc15R7VTZR9KAl9LkQcXUF61qQYdWpeHEWKNvId2moauY54VNik+wKAQLJyot0hIRx5AWKQZB0as85/b817tDtDb9rT7UEwkm7iLpsLzRk0yw/h6GRPj3j7OIN4U6czjobHBggUE8lj5nTGvdyunwbuHMFPb7frHsHxwj1n/UuhPUzBz7ZHJvjJezCCn32PP/BT9pCLX3VPsrjX9rwKz3AeSzAMnOYPDLPgIOjCLD4IwDALEYIxzKKMvwLDLFAI0jCLFQI2zMKF4A2ziCGQ3eB5j0IYXMwI8+m4Ezoyir6fTjsLwuBixmB2g4sZeUaKixmD2Q0uZpT7lcWMwewGFzMGsxs6dy2U0ZSn9oQwtJgpmN3Q7oNglt0m1O453V6COLD3PYMYTnmnIHZXmzj689yN8f3jnwlfX/4CyP6YhWncJ4wAAAFselRYdFNNSUxFUyByZGtpdCAyMDI0LjAzLjUAAHicNZFRjuNACESvsp9jyWlBAQ0on77WHH6KttZSnM4LVFfB8+jzPD/Pxc8DvuyZx67/hwMvvufBxfJ/vz8fX1YdddtKwe77+7G1wyxuLOvIIb5cU+LWpeIZb01J4f7IgkBdybC0pPUwnmSYropyv3ngNW4HUQxKMUkTEllUSlEbFKk1qLQafrS8E4OU/TtGaqvFq47ckoNauuKYwM62aczyKD1m08r2lAkd4iSC7qYYVggCpwoI6XuyIU9uXRm+9yAzderzxi6mZd8GAx1SCCr5UtR4oGQaJ0rCDPzra6tK/BCNbTikt/nRiT3j40HCxiOb8gCT6pwkDtDRdBnc+hZOX5Oz+DpTFozEwl0wbZXRxe2pmuZ7lTr3izN2/nZH9+1re21Mgs6pcH5PJ0dNb7MHtqa+IV3BBYG94/IsO4yLpcvsfvfKDedctFPo+/r9A8HXhD7SHzqEAAAAAElFTkSuQmCC", + "text/html": [ + "\n", + "\n", + "\n", + "
nameb2a3m
originBMCL2011A
pIC508.8861
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scaffold_mols[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "d2adb9e1-19c6-4ceb-b77f-807314bf1b8d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/html": [ + "\n", + "\n", + "\n", + "
nameb2a7d
originBMCL2011A
pIC508.5229
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scaffold_mols[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "477d2862-d70a-4301-91ca-d097f2382c48", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/html": [ + "\n", + "\n", + "\n", + "
nameb1i4f
originBMCL2010
pIC507.699
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scaffold_mols[2]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "fab4c399-80b5-4efe-8bb6-cab2dff0b13b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/html": [ + "\n", + "\n", + "\n", + "
nameb3a6d
originBMCL2011B
pIC507.6198
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scaffold_mols[3]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "cdaaf683-8cc2-4eb8-9524-dcdf98272e28", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/html": [ + "\n", + "\n", + "\n", + "
nameb1i5m
originBMCL2010
pIC507.6198
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scaffold_mols[4]" ] }, { "cell_type": "code", - "execution_count": null, - "id": "fe921a8b-3a80-4236-8360-115837ea36c3", + "execution_count": 23, + "id": "039a9079-dd9d-4ef2-8285-ddf222493273", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/html": [ + "\n", + "\n", + "\n", + "
nameb2a4n
originBMCL2011A
pIC506.8182
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scaffold_mols[5]" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "27091dbc-1328-4afb-954b-6eff56e7f08b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/html": [ + "\n", + "\n", + "\n", + "
nameb2a5i
originBMCL2011A
pIC505.7959
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scaffold_mols[6]" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "6438bb59-bb27-4996-8d2d-79072a954de6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcIAAACWCAIAAADCEh9HAAAABmJLR0QA/wD/AP+gvaeTAAAfA0lEQVR4nO3de1iUZfoH8HtOHGUElFMKAipHXQ8IGZgpigViqYmFiKIUtllcV27LdNq8disl3U1o23bVVkXFEhAQKw2Q1DyhYiAwHIQBQofDgAgMMAMz8/7+eH6/ufihIjHv+84M3p8/vFwY7vtxq6/P+z7P+z4ciqIAIYTQaHH1PQCEEDJuGKMIIaQTjFGEENIJxihCCOkEYxQhhHSCMYrGjry8vE8++aSurk7fA0FPFg5ueEJjAEVRH3/88aeffgoAAoFg5cqV0dHRYWFhPB5P30NDYx/GKDJ6crl806ZNGRkZHA7HyspKLpdrNBoAcHd337x5c0xMzKRJk/Q9RjSW4UU9Mm61tbWBgYEZGRlWVlaZmZmdnZ2NjY2JiYlubm4SieSjjz5ycXEJCQlJT08fGBjQ92DR2ISzUWTEfvrpp8jIyI6ODg8Pj+zsbG9vb+23NBpNQUHB4cOHMzIy+vr6AMDR0XHt2rWvv/76jBkz9DdkNAZhjCKjRFHUrl27PvzwQ7VavXz58tTU1PHjxz/0kx0dHenp6V9//XVJSQn5ip+fX1xcXFRUlKWlJYtDRmMWxigyPj09PZs2bUpPT+dwOAkJCTt27OByH397qqioaN++fceOHZPL5QAwfvz4V155JS4uzs/Pj/kho7EMYxQZmdra2lWrVpWWllpZWaWkpKxatep3/Xh3d3dWVtaRI0fy8/PJV3x8fNasWRMTE+Pm5sbAeNHYhzGKjMm5c+fWrl0rk8k8PDyysrJ8fHxGXaq0tPSbb745evTovXv3AMDMzOzatWszZ86kb7DoSYExiozGvn37tm7dqlKpli9ffvToUWtra91rKhSKrKys2NjYvr6+lStXZmVl6V4TPWlwwxMyAgqFYuPGjVu2bFGr1SKRKCcnh5YMBQAzM7PIyEiyb3/ChAm01ERPGr6+B4DQYzQ2Nq5ataqoqGh0N0NHYs6cOQBQWVlJe2X0JMAYRQbt/Pnza9eubW1tnT59enZ2ti43Q4fh6ekJAFVVVUwUR2MeXtQjw/XGG28sXry4tbV1xYoVN27cYChDAeCpp54SCoVtbW3t7e0MtUBjGMYoMlypqakURUVGRmZnZwuFQkZ7TZ8+HQCqq6sZ7YLGJIxRZLjIU0bx8fEj2V2vI7yuR6OGMYoMV2BgIAA0NDSw0AtjFI0axigyXGxGG8YoGjWMUWS42Iw2Ly8v1nqhMQZjFBkuNmPUw8ODy+XW1NSoVCoW2qGxBGMUGS5tjLLwyLK5ufnkyZP7+/vr6+uZ7oXGGIxRZLhsbW3t7OzkcrlUKmWhHd4eRaODMYoMGq4yIcOHMYoMGsYoMnwYo8igYYwiw4cxigwa7nlChg9jFBk0Em3svMJu8uTJ48aNa25uvn//Pgvt0JiBMYoMmru7u0Ag+O2338ghyYzicDjTpk0DfEEJ+p0wRpFB4/P57u7uGo2mpqaGhXYCgQAA0tPTWeiFxgyMUWToWLs9ev78+eLiYgCws7NjuhcaSzBGkaFjYeWHoqjdu3cvWbJkYGBgypQpb7zxBnO90NiDMYoMHdOzUYVCERMTk5CQoNFoRCKRRCJh+hXRaIzBs5iQoSMxytBi/eDz8g4dOrR69WomuqCxDc+pR4aura3Nzs5OKBR2dnbSW3nweXlZWVm+vr701kdPCLyoR4bu7t27lpaWHA4nODg4PT29v7+flrL79u1bunRpa2trWFjYtWvXMEPRqOFsFBm077777rXXXuvp6eHz+eRNoPb29hs2bIiNjSVLT6OgUCjeeOONlJQUDoeTkJCwY8cOFs56QmMZhZBBUqlUIpGIw+EAQFRUVFNT0969e2fPnq39V9fPz2/v3r3d3d2/q+xvv/02b948ABg3btyJEycYGjx6omCMIkPU3t6+bNkyAODz+YmJiYO/dePGjfj4eBsbGxKmQqEwOjo6Ly9vJGXPnz9vb28PANOnTy8rK2Nm7OiJgzGKDE5JSYm7uzsATJw48ezZsw/9TF9fX1pa2tKlS8l0FQC8vb0TExNlMtmjyu7du5c8pBQaGtrR0cHY8NETB2MUGZbjx4+T4+nnzJlTX1//2M9XVlaKRCIyxwQAU1PTiIiIvLw8jUaj/UxfX9/GjRsBgMPhiEQitVrN5J8APXEwRpGhGHIztLe3d+Q/q1Qqc3JyIiIi+Pz/3Qrt7OwsEonq6+vr6+v9/f3JzdCMjAzmxo+eWLhSjwzCvXv3IiMjc3Nz+Xz+p59+KhKJRlenoaHhwIEDBw8ebGxsBACyBK/RaDw8PLKysnx8fOgcNEIAgBuekCEoLS1duXKlRCKZOHHi8ePHg4ODdSyo0WgKCgr27dtHpp9ubm5FRUXaVSmE6IUxivQsJycnOjq6q6trzpw5mZmZrq6uNBYXi8VyuXzu3Lnai32EaIcxivSGoqhdu3a9//77FEWtW7du//79FhYW+h4UQr8b/hWN9KOrqys6OjonJ0fHm6EI6R3GKNKD7OzsN998s6mpyc7OLi0tbdGiRfoeEUKjhxf1SA9cXV0bGho8PT3PnDlD781QhNiHb2RAetDc3AwA+/bt02+GajSajz766JdfftHjGNAYgDGK9GDhwoUA0N3drd9hXL58+bPPPtu0aZN+h4GMHcYo0gPWTqkb3smTJwFg1apV+h0GMnYYo0gPDCRGc3JyAOCll17S7zCQscMYRXpgCDFaXl5eXV1tb2//zDPP6HEYaAzAGEV6YAgxmp2dDQArVqzg8Xh6HAYaAzBGkR44OzuPGzeuubn5/v37+hoDuTGKV/RIdxijRk+tVmdmZl66dEmtVut7LCPF4XCmTZsGANXV1XoZgFQqvXHjhoWFxZIlS/QyADSW4FNMxk2lUrm4uDQ1NQGAQCBwdnb28fHx9fUlv/r6+pqZmel7jA/n6elZXFxcVVUVEBDAfvfs7GyKokJDQ/EpfqQ7jFHj9u677zY1NXG53AkTJshkMolEIpFIvv/+e/JdgUAwffp0Hx8fb29vX19fLy8vLy8vU1NT/Y6Z0O/tUbyiRzTCGDViKSkpycnJAoHgp59+Wrx4sVKprKmpEYvF5eXl5NeqqiqxWCwWiwf/lJOTk3a6SoJVewIHm/QYo52dnefOnePxeKGhoex3R2MPPlNvrC5fvhwcHKxUKvfv3//aa6899DN9fX0VFRWVlZXl5eUVFRXl5eUSiYSc9j7Yu+++u3v3buaH/P8UFRXNmzdv5syZt27dYrn1t99+u27duuDg4LNnz7LcGo1JGKNGSSqV+vv7S6XSd95554svvhj5D/b391dVVVVUVJBZ6tWrVxsbG7lcbltbG8svh5fL5UKh0NTUVC6Xs7zl6NVXXz1+/HhycnJ8fDybfdFYhTFqfPr6+p577rnr16+HhIT8+OOPOr7Xff78+YWFhfv27Xv99dfpGuEITZo0SSqV1tXVsfmCEqVSaW9v39XVJZFI3NzcWOuLxjDc8GRkKIqKjY29fv26m5vbsWPHdD8b46233gKAQ4cO0TC438nLywsAKisr2WxaUFBADizBDEV0wRg1Mjt27Pj222+trKxOnTo1ceJE3Qu+/PLL1tbWly9fZjnOQE+rTLhGj2iHMWpMTp8+vX37di6Xe+zYMV9fX1pqmpubR0REAEBKSgotBUeO/RilKOqHH34AgJUrV7LWFI15GKNGo7KyMjIyUq1W79ixIzw8nMbK5IWbhw8fZvk5KPZjtLCw8M6dO1OmTJk1axZrTdGYhzFqHO7du7dixYrOzs6IiIiEhAR6iz/zzDNeXl5SqTQ3N5feysNjP0bxBaOICRijRkCtVkdFRdXU1MyZM+fQoUMcDof2Fhs3bgTWF5qcnZ1NTEykUqn2sStGyWSy1NRUAKB3Lo8QUMjgvf322wDg6OjY2NjIUIu7d+/yeDwTExOZTMZQiyHUajW5mWBiYgIAQUFBP//8M0O9ZDLZ9u3bhUKhubk5j8ebOXPmjRs3GOpFUdQ333zj6upqa2v7+eef37t3j7lGyEBgjBo6MkM0MTG5cOECo43Ik5FfffUVo10IlUpF5r8WFhavvfaara0t+Us9LCyM3oCTyWTvvffeuHHjAIDD4QQFBU2ePBkABALBxx9/rFQqaexFUdTdu3dfffXVwdMUU1PT8PDwtLS0/v5+enshw4ExatAuXbpE3iSyf/9+pnsdP34cAObNm8d0I5VKtWHDBgCwtLQsKCigKKq7uzsxMdHa2ppEz9KlS2/evKljl7a2tu3bt48fP15b89q1axRF9fT0iEQiLpcLAL6+voWFhTT8kShqYGAgKSlJKBSSvxs2b968a9eu8PBw7cZeW1vbuLi4oqIiWtohg4IxariuXLlCplHbtm1joZ1SqSQbUUtKSpjrolKpoqOjSYYOuYpvb28nl94AwOVyIyIiqqqqRtGC1BkcoA9m5aVLl8jmfz6fHx8fL5fLR/0noijq3LlzM2bMIO3Cw8Pr6uq037p7925SUtLgjQE+Pj6JiYktLS26dEQGBWPUcG3evBkAJk2apFKp2Om4detWRlNbpVKtX7+eZOi5c+ce+hmZTCYSiczNzbVhWlNTM8L6XV1dQ2a1V69efdSH+/r6RCIReZx/6tSpo7szK5VKo6OjyaLftGnTfvjhh0d9sqysTCQS2dnZkbHxeLylS5empaXRfmMBsQ9j1HCRfTmBgYGsdbx+/ToA2NvbM3EjT6VSRUVFAcD48eOvXLky/IcbGxvj4+PJDQ2BQBAXF3fnzp1hPj8kQIOCgh4V00P8+uuvs2fPJndO4+Liuru7R/jHGXwVb25uvn379r6+vsf+lEKhyMnJiYiIEAgEZKg2NjZxcXG//PLLCPsiA4QxarhaWloEAgGfz29qamKt6R/+8AcAOHnyJL1lVSpVZGQkydBhZohD1NfXx8XFkduLJiYmcXFxD/5f8WCA/t55ZX9/f2JiItkw4ObmlpeX99gfOX/+/MyZMx96FT9C7e3te/funTt37pCLfTb/WSO6YIwaNPLo9xdffMFax3/84x8AsHLlShpr9vf3k5m1tbX1KJZ0KioqoqOjydW3paWlSCQiu4hIgGrf7xcUFEQWrEanpKRk3rx5ZFoaHR39qI1KI7+KH6GioqL4+HjtxT6Xyw0ICBjJxBYZDoxRg0YOAZ4xYwZrHbVT4ObmZloKKpVK8gC7tbU1WSsfneLi4hdffJFkjbW1dVhYmDZAlyxZQstF8cDAQGJiIrmT4OTkRM5rGvzdUVzFj5BKpcrLyyMvNwCAmJgYuiojFmCMGrSBgQFHR0cAYHS7+BAkrfbs2aN7KaVSSSbUNjY2umSoVmFhIXkGycXFhcxAz549q3vZwcrKyrSn7EVERLS1tVF0XMWPEHmT9LJlyxiqj5iAMWro3nnnHQB46623WOuYlZUFAA4ODklJSbm5ucOv7QxDqVSSRLaxsbl+/TqNI1y0aBEAfPDBBzTWHEylUu3atYvsFnBwcFi0aBG5ip8+ffrp06cZakq0tbXx+XyBQNDe3s5oI0QjjFFDV1paSjZvKxQKdjoeP37cxMRk8MnMQqHQz88vIiJi+/btaWlpZWVlarV6+CIKhWLFihUAYGdnR/tGVPKSQKZn6LW1tYsXLyb3EGi/ih9GSEgIABw6dIiFXogWGKNGwM/PDwDS0tJY6HXz5k1ydPuaNWu2bNmycOHCCRMmwAMsLS3nzZu3YcOGnTt3njx58vbt24M3tyoUCnLpbW9vf+vWLXpHODAwYGpqyuVyddwzPxJqtZps4x/57gLd/ec//wGAFStWsNYR6QjPYjICX3311dtvvx0WFkZeOcyclpYWf3//xsbGmJiYgwcPar8uk8nKysq0J4yKxeLm5uYhP2tmZkaOa/bw8Dhz5sy1a9fs7e3Pnj2rfbyHLpWVld7e3m5ubhKJhN7KD5LL5VZWVmZmZj09PeT5URa0tbU5OTnxeLyWlhbts1jIoOk7x9Hjtbe3m5qa8ng85t7wRFFUf3//woULASAoKOixNxA6Ojpu3LiRkpIiEonCw8Pd3d0Hp8ykSZOEQmFZWRkT4zxx4gQALF++nIniQ5SUlACAt7c3C70GIzd/jx49ynJfNDr4vlEjYGtr++KLL6rVavK6TIZs3br1woULLi4umZmZZNPPMKytrf38/DZs2JCYmHjq1Kna2tqOjo7CwsIDBw6sW7fu7t27XC7X2dmZiXGKxWIA8PHxYaL4EGTC6+7uzkKvwV5++WUAIH9hIMOHMWocYmJiAODAgQMUMzdhkpKS9u/fb25ufuLECXt7+1FUEAqFAQEBmzZtSk1NXbRo0f3795OTk2kfJwBUVFQAgLe3NxPFh9BXjK5Zs4bL5Z45c0Yul7PcGo0CxqhxeP755ydPnlxdXV1YWEh78fz8/D//+c8cDufgwYPkSR4dffLJJwDwxRdf3L9/X/dqQ7A5G62rqwMA9o9idnR0DAwM7Ovr+/HHH1lujUYBY9Q48Hg88l6PwSs/tKirq4uMjFSpVH/5y19eeeUVWmouWLBg8eLF9+/f//LLL2kpqKXRaKqqqjgcDnnNHdP0NRsFvK43Lvq+OYtGisSHUCjs6emhq2ZXVxdZSV+5cuVjt4L+LhcvXgSA8ePH03uKxu3btwHA2dmZxprDIIfulZaWstNusMbGRg6HY2FhwcK+LqQjnI0aDQ8Pj/nz53d1dZGnjHSn0WiioqLKysq8vb1TUlLo3dATFBQUHBzc2dlJ7x1SNq/oNRpNQ0MDALi6urLQbojJkycHBAT09vayfFwrGgWMUWNCFproOr/zww8/PHXqlK2t7alTp8gbN+hF7pAmJSV1dHTQVZPNGL17965CoXB0dCRnELAPr+uNBcaoMXn11VctLCzOnj178+ZNHUtlZGR8/vnnfD4/IyNj6tSptAxviMDAwCVLlnR2diYlJdFV80lYpteKiIjgcDg5OTkKhUJfY0AjgTFqTIRCoZeXF0VRzzzzTEhIyJYtW5KTk/Pz81tbW39XnV9//XXjxo0URSUnJ5PHxhnyt7/9DQCSkpLu3btHS0EyG31CYtTV1XXOnDnd3d15eXn6GgMaCb6+B4B+n8TExNWrV8vl8vz8/MFft7Gx8fHx8fX1Jb/6+vo6OTk9tEJzc/NLL73U29u7adOmN998k9HRBgYGhoSE5OXlJSUlkUjVBUVRlZWVwO5uJz3GKAC8/PLLN2/ePHHiBHnPCzJM+Ey98VEqldXV1S0tLeXl5WKxuLy8vKSk5MF92jY2Nu7u7oOz1c3NTalULlu27JdffiHviicnZzDqypUrgYGBQqGwrq5Oex796NTX17u5uTk6OjY1NdE1vGGsX78+NTX14MGD5Ja0Xty+fdvDw8Pa2rqlpYWFf1holPS6TwDRQ61W19bWfv/9959//vmmTZsCAgKsrKwe/Gdta2tL/lN0cXFpbW1lbXjLli0DgI8++kjHOuTNLMHBwbSM6rHmz58PABcuXGCn3aOQ07EOHjyo32GgYeBF/VjA5XLd3d3d3d2XL1+u/WJHR4d2uioWi0tLS1taWgCAx+MlJSVpD/9hwV//+tfc3NykpKTBhw6NApvL9GAA90YJS0tLADhy5IgeJ8VoeBijY5aNjc2CBQsWLFig/UpDQ8MPP/wQERHBZoYCwPz581944YUzZ84kJSV99tlno67D5jK9XC5vbW01MzN71C1mdvT29pJbtNOmTdPjMNDw8N4oYsONGzcCAgIsLS0lEsnIQ1wqlYrFYolEQibUly9f7u3tTUtL0x79xpxbt27NmjXL29ubTIH1Zdu2bXv27PHx8SksLNTX9lX0WDgbRWyYN2/eCy+8cPr06T179uzYsePBD3R2dtbU1EgkEm1oVlZW9vT0DPkYl8vdtWvXihUrBp9xwgRDuKIvLCz88ssv+Xx+SkoKZqghw9koYklRUZG/v7+FhUV1dbVCoRicmBKJhJy1OeRHtLu4yJ3fyZMnR0dH19bWRkdHHz58mNHRrlq1Kjs7e9asWcXFxYw2ehSlUunn51deXv7BBx/ocicEsQBjFLHnhRde+Omnn/h8vkqlGvItS0tLDw8Pz0E8PDwenILdunUrMDCwp6fnn//851tvvcXcUL/++uutW7fy+fzz588HBgYy1+hRPvjgg507d3p6ehYXFzM99UY6whhF7ImPjz9w4EBPT8/gaSb5jaur6wjfjZKZmblmzRoej5eXl0cO22CCWq0OCQn5+eefhUJhfn6+v78/Q40eqri4OCAgQK1Wnz9/fvAiITJQetxshZ4oGo2GPLyfk5OjY6mEhAQAmDBhgkQioWVsD6VSqSIjIwHA2tr65s2bzDUaYmBgYO7cuQCwbds21poiXWCMIpaQB8OdnZ0HH8U8Omq1OjQ0FABmz55N49tXH6RSqciuADs7O7FYzFyjwbZv3w4Abm5u3d3d7HREOsJXkyCW/Pe//wWA2NhYHo+nYykul5uamjpt2rTi4uItW7bQMbqH4/F4R48eDQsLk8lkISEhLBzpXFpaunPnTg6Hs3//flydNxr6znH0RGhvbzczM+NyufX19XTVFIvF5DWpycnJdNV8qN7eXnIT1sXFhcbxP2hgYIDchN26dStzXRDtMEYRG8grR0NDQ+ktm5mZyeFw+Hx+QUEBvZWHkMvlzz77LABMnz5dKpUy1GXnzp0AMGXKlK6uLoZaICZgjCI2zJo1CwAyMjJor/zee+8B88tNFEXdv3+fHJs6Y8YMmUxGe/3Kykpzc3MAOHPmDO3FEaMwRhHjrl69CgATJ05UKBS0F1er1WFhYcD8chNFUTKZzNfXFwBmzZpF71F9arWabGyKjY2lsSxiBy4xIcaRxaWYmBhTU1Pai3O53KNHj5Llpri4ONrrDzZx4sSCggIvL6+SkpKwsLDu7m66KicnJ1+8eNHJyWn37t101UTs0XeOozFOLpeThaDy8nLmulRUVJAue/bsYa4L0djY6ObmBgBBQUG0nH4skUjIonxWVpbu1RD7MEYRs8hUdMGCBUw3ysrK4nA4PB6PhXuLDQ0NU6ZMAYCQkJC+vj5dSqnVarINYP369XQND7EMHwZFzAoKCrp8+TI7R3GQ59BtbW1zc3P9/PwY7XX79u2FCxeSg63S09MFAsHwn+/v729tbW1qamppaWltbZVKpa2trc3NzQUFBe3t7dbW1jU1NRMmTGB0zIghGKOIQZWVlT4+PpaWlk1NTSxsJtdoNM8//3x+fr6Tk5NUKmW6XWlp6eLFi9vb20NDQ7Oysnp7e6VSaUdHR1NTk1QqJb9q/2dLS4tGo3loHR6P9/7773/yySdMDxgxBN83ihi0f/9+iqKioqLYeSCHy+X+8Y9/zM/Pb29vZ6HdzJkzT58+HRwcfPr06ce+hInP5zs6Ojo4ODg5Odnb2zs5OTk4ONjb2wOAt7f37NmzWRgwYgjGKGJKf3//kSNHACA2Npa1pmRzVUhICDvt/P39d+/enZCQ0N3dbWNj4+TkZGNj89RTTw3+DfnVwcFB96dgkWHCi3rElPT09LVr186cOfPWrVvsdFSpVM7Ozs3NzVevXn366afZaQoAAwMDFEXhAchPLJyNIqaQNfrXX3+dtY4nT55sbm6eMWMGmxkKAI9dX0JjG26/R4xobGzMz883MzOLiopiran2JVKsdUQIMEYRQ2JjY9VqdXBwsK2tLTsd79y5k5uba2JiwmZwIwQYo4gh5LlPcsY6Ow4cOKBWq1evXj3yA5wRogXGKGLE+vXrBQJBRUXFv//9bxbaURRFzgrFK3rEPlypR0w5duxYVFSUQCDIy8t77rnnGO2Vm5v7/PPPu7q61tbWjvBoPITogv/CIaasW7du27ZtAwMDr7zyyp07dxjtRRaXNm/ejBmK2IezUcQgtVodHh5+5syZuXPnXrx4kbyWmHbt7e2TJk0aGBioq6tzcXFhogVCw8C/uhGDeDxeamrq1KlTb968ydzZc4cPH1YqlaGhoZihSC8wRhGzbG1tMzMzLS0tjxw58vXXXzPR4tChQ4CLS0h/8KIesSEzM3PNmjV8Pp/25aYrV64EBgY6ODg0Njbi00RIL3A2itiwevXqP/3pT0wsN5HFpY0bN2KGIn3B2ShiiUajCQ8PP3369Jw5cy5dukTLcpNcLn/qqae6u7vFYrG3t7fuBREaBZyNIpaQs+emTp3666+/0rXc9N1333V3dy9cuBAzFOkRxihiz+Dlpn/961+6F8R3kSBDgBf1iG06Ljf19/fX1NRUVVUdOHDg+++/t7CwkMlkFhYWTAwVoZHAGEV6kJCQsHv3bgcHh+vXrzs7Ow/zyY6ODolEUl5eLhaLyW+qq6tVKpX2A4sWLfr555+ZHzJCj4QxivRg8HLTxYsXyVxSoVBUV1dXV1dXDdLZ2TnkZ/l8vqurq6en58SJE21sbP7+97/j4RxIvzBGkX7cu3fP399fIpFYWVk9/fTTtbW1DQ0ND56daWtr6+Hh4e3t7eHh4enp6enpOW3aNDyuAxkUjFGkNxcuXFi8eLE2Ovl8vouLi7u7u4+Pj6+vr/v/0e8gEXosjFGkT6WlpUlJSc8++2xgYKCbmxtuoUfGCGMUIYR0gvtGEUJIJxijCCGkE4xRhBDSCcYoQgjpBGMUIYR08j8qCBRQZvLH/QAAAoN6VFh0cmRraXRQS0wgcmRraXQgMjAyNC4wMy41AAB4nHu/b+09BiAQAGJGBgiQB2JlIG5gZGNIANJMTMTRzIzY+YzMqHxcNLHmE6uekPtw09zAsGBkYmBiZmBmYWBhZWBlY2BlZ2DnYGDnZODkYuDiZuDmYeDhZeDlY+DjZ+AXYBAQZOAWYhASZhAWYRARZRAVYxATZ+CSYJCQZJCUYpCSZpCWYZCRZZCVY2BjYBDkZBDkYRAXYpCTZHBiBVrIDrSMmYWVjY2Xj19AkIdNWERUTFyITUpaRlZOkpWTi5tHULyVERFBDPLhSRkOUW8tDoA47n8XO0jJGoDZMRH7HDIP7d8PYu/OXO8gPGXKXhD7eX6Tg53qczsQm3+SkQOj0ZJ9ILbmE1WHl7HPweqD1xyxX7mfwR7Ennrqr33Zuu9g9hk5Tzs1QX2w+s/lE/evSWABi+//yXNAZSsnWG/LxsP7eZI/gNn9O1kOaC8KBLvnWObE/e3ufWD2jpaNdstZ28Hsia4p9itnmYDZHJds9nZHXwbrLdqWfWChw3SIXRfbDnw93Qu2y8dg24G4a2vA7DfTrxyIUnUC+8Vo4eEDReGzwXpvOE05cCdxF5hdUr9uv9fv/2D1cbqu+wKZbBxA7HnWs+xbFCXB7M1cEg4GaqFg9qc2ToerrLPAbPNIB3ubstUQNVuu7XtW3Atm2zOBw16oDEiwMvADyfj45PzcgtKS1JSAovyCYjZY/LADcV5prmNRfi4LiJmYm8oAiuckw0zjVGACYMgvykzPzGPgADKdfJ19jAwMDUDyBZ7OpgagFMJgqmdiZm6EZA7YaGGrg8ygVIDNbljSGJUelR6VHtTSwmIADn9tIZc93pwAAALPelRYdE1PTCByZGtpdCAyMDI0LjAzLjUAAHicfZVLbtswEIb3PgUvEGHeHC7jOCiKIg7Qpr1D97k/OkMllAIMKtsDUvpFfpyXLy2vn7cff9/buuh2ubQG//mOMdofBoDLS8tBuz5/+35vT2+P1887T6+/72+/GmNjjXfi81X7+Pb68nkH21PjzRgBqD3Q5j7Ee4MN5nW8SiHUDUnMegq7Yu9WCHkKYxVyaw+4yXAkKIQyheJoGsJ43knFC6GGUOKxoeU6oiha7WyhC7ABsWIuyAQ2pBD2KdRBoJiIDl2VC6GHEDdlUxjxWIEGaaEbUzecumgOWAGp0GEEJ27jMIGeiNghxpUyAxNoyCY90cLdCJUbMSMTASGI3TkXVe6j9DjyvqiSu+o8eXeg6uQo+6rQ2SnCwxuFj2qpLlQQaA+yiRhxeX6b52exHsNQEg6RErVPpQ80n/nmKS2VGaRMH7EojgQxRYrkL6QZpziKOUOEIl6ioYJVRCkjNQEZySOmCL3XhTEjpZsN5mGh5JkmlXJGyjYTVslN0YeOKpOJdyUiC/U8E6V3S6nsoMac5ZEFp4ZYHZ8+AsXGZDNPx/Cyksh2n2KkewgoMrqblGv2mfoEEoEMIQ+K2FZCn0XHXS1KjTdmqKuYxhSiuBtG3TsylcXEezFFI+IQavjd0asEZdxPIzhYeiwpBDyqTvN8v33pjnu/vL7eb0e/zA8dXTEmjY/eFz23ydHh4gBNjz4WmM2OdoXx60dTyqkfrQfjN44Ok1M8dxKcBk8dA6dZcJh0aRYfJmCahYjJmGZRYmKmWaCYpGkWKyZsmoWL/rHXIsZEDkPnmsI0tJhpOjO+h0OnRykq4FQLmIYWM8l+UlrMlMxhaDFTMoehxUzJHIYWc9Z1GlrMlMxh+Jxk2GYOnbIJM1hrPr18jg3zx50jL5I4sddOnMSMJ+LMvXOm5fzzXz3Gl391VIJJf7kjrAAAAVt6VFh0U01JTEVTIHJka2l0IDIwMjQuMDMuNQAAeJw1UUluBEEI+0qOiVSD2Bf1cb6Vx8dUkr40ZRkw9vv9+Zb3/eQLld5Sgf5VC/4x5OP7U2hayw/+FiznEQrLkMMUrKNxHqUaljwvJlPO8YVilOO8hJorQDJKk/NS6h6f8wSJetYiFVK9yHjrbI9Piy7iLXkHc2ngcR5HmVjG5CEeeR4mmXSupUkx6vNshydP146DXLUl9kj23dkqqxOKIWK1Oy2yrUJiyb6Qe24j+FzWdl5Gimv0skK7fy+sZr0s5bUKy8NqFsLVbXANkE64wIi7ycTgqHAVrHgF5dhabGspgKR0g2s4qCcmLyRibrsP7Sl3UJqtdhgWKfKv3WvDkfoFLE1z45vpvM4IUoNxikRrzcJEdrihZKOIBOlZRcYxMoONC4g3up1aTGV9Q2irIqC5pe9cF1xRIDnmna/vH33BfEQFlYWyAAAAAElFTkSuQmCC", + "text/html": [ + "\n", + "\n", + "\n", + "
nameb1i3e
originBMCL2010
pIC505.4672
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scaffold_mols[7]" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "d8ead2b9-292d-4c72-b64a-fe25eef9f284", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/html": [ + "\n", + "\n", + "\n", + "
nameb1i1
originBMCL2010
pIC505.4202
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scaffold_mols[8]" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "a86bf817-a2c3-430f-8719-02ad2da73dc8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/html": [ + "\n", + "\n", + "\n", + "
nameb1i4h
originBMCL2010
pIC505.0292
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scaffold_mols[9]" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "5ba496be-031b-41df-ba6a-c2faffa133e1", "metadata": {}, "outputs": [], "source": [ - "structure_heatmap_shap(explanations_dict[\"b1i2n\"])" + "# series_names = [\"b1i5k\", \"b1i2n\", \"b1i5b\"]\n", + "# series_dict = {k:explanations_dict[k] for k in series_names}\n", + "series_dict = explanations_dict" + ] + }, + { + "cell_type": "markdown", + "id": "2cc8a0fb-b4a4-47b6-ba99-4b4cea4f14ad", + "metadata": {}, + "source": [ + "Extract the min and max atom weight values for normalizing the coloring of the series" ] }, { "cell_type": "code", - "execution_count": null, - "id": "5e517213-e45b-43e4-96f8-6f5ae748ea42", + "execution_count": 48, + "id": "cf838915-2fb1-4507-9a6d-344366f88ca4", "metadata": {}, "outputs": [], "source": [ + "weight_min = min([exp.atom_weights.min() for exp in series_dict.values()])\n", + "weight_max = max([exp.atom_weights.max() for exp in series_dict.values()])\n", + "weight_abs_max = max(abs(weight_min), abs(weight_max))\n", + "# following Harren et al., we set the maximum color intensity to 70% of the maximal numerical value\n", + "# for better visual differentiations in low value regions.\n", + "weight_abs_max = weight_abs_max * 0.70" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "6f060729-2c99-4161-8480-34628a174810", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.5794024369353806" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "weight_abs_max" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "c5aadaed-f55a-4fa8-a471-a64bf0e9e994", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/html": [ + "\n", + "\n", + "\n", + "
nameb1i5k
originBMCL2010
pIC508.699
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# most potent compound from series (Scheiper 2010)\n", + "explanations_dict[\"b1i5k\"].molecule" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "d9048b03-6ce6-475d-b440-4f403b45cce4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "structure_heatmap_shap(explanations_dict[\"b1i5k\"], color_limits=(-weight_abs_max, weight_abs_max))" + ] + }, + { + "cell_type": "markdown", + "id": "20bc00de-d184-4cdf-be8e-2440ff183d06", + "metadata": {}, + "source": [ + "The heatmap explanation strongly highlights the indoles hydroxyl group decoration. " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "00f75eca-e30c-49cf-aa9c-6011214a852d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/html": [ + "\n", + "\n", + "\n", + "
nameb1i2n
originBMCL2010
pIC508.0458
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# molecule depicted in Figure 5 of Harren et al. (mislabeled as \"5k\" in Figure caption)\n", "explanations_dict[\"b1i2n\"].molecule" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "id": "5c8867a2-926a-4458-8194-6edce7c000d5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "structure_heatmap_shap(explanations_dict[\"b1i2n\"])" + "structure_heatmap_shap(explanations_dict[\"b1i2n\"], color_limits=(-weight_abs_max, weight_abs_max))" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "id": "d47913e5-ead0-47d1-910f-3f83662338da", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/html": [ + "\n", + "\n", + "\n", + "
nameb1i5b
originBMCL2010
pIC505.8697
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# compound \"5b\" in Figure 6 from Harren et al.\n", "explanations_dict[\"b1i5b\"].molecule" @@ -1088,12 +1636,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "id": "0b1e490d-2a80-4e1b-8041-d34ddabff5ed", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "structure_heatmap_shap(explanations_dict[\"b1i5b\"], color_limits=(-weight_abs_max, weight_abs_max))" + ] + }, + { + "cell_type": "markdown", + "id": "f07df91c-ebee-4120-80ac-9283ff8cc2c8", + "metadata": {}, "source": [ - "structure_heatmap_shap(explanations_dict[\"b1i5b\"])" + "**An important note:**\n", + "It is essential to inteprete all explanations in the context of the data set and models used. This is also a point nicely highlighted by Harren et al. in their paper. For example, for interpreting SAR results it is important to know which part of the molecules were exchanged and which were kept static during the exploration and therefore in the data set. Substituents that are the same in all molecules of the series will likely have neutral influence on the model predictions. However, exchanging them might have a large negative or positive effect on affinity, which is likely not captured by the data, the model and the explanations. " ] } ],