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@iwatobipen
Created December 20, 2019 22:08
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code for advent calendar 2019
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"RDKit WARNING: [22:40:20] Enabling RDKit 2019.09.2 jupyter extensions\n"
]
}
],
"source": [
"%matplotlib inline\n",
"import os\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from rdkit import Chem, DataStructs\n",
"from rdkit.Chem import AllChem, Draw\n",
"from rdkit import RDLogger\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.gaussian_process import GaussianProcessRegressor\n",
"from sklearn.ensemble import RandomForestRegressor\n",
"from sklearn.manifold import TSNE\n",
"from mlinsights.mlmodel import PredictableTSNE\n",
"from hdbscan import HDBSCAN\n",
"\n",
"sns.set_context('poster')\n",
"sns.set_style('white')\n",
"sns.set_color_codes()\n",
"plot_kwds = {'alpha' : 0.5, 's' : 80, 'linewidths':0}\n",
"RDLogger.DisableLog('rdApp.*')\n",
"seed = 794"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"oxrs = [(\"CHEMBL3098111\", \"Merck\" ), (\"CHEMBL3867477\", \"Merck\" ), (\"CHEMBL2380240\", \"Rottapharm\" ),\n",
" (\"CHEMBL3352684\", \"Merck\" ), (\"CHEMBL3769367\", \"Merck\" ), (\"CHEMBL3526050\", \"Actelion\" ),\n",
" (\"CHEMBL3112474\", \"Actelion\" ), (\"CHEMBL3739366\", \"Heptares\" ), (\"CHEMBL3739395\", \"Actelion\" ), \n",
" (\"CHEMBL3351489\", \"Eisai\" )]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"fps = []\n",
"docs = []\n",
"companies = []\n",
"mol_list = []\n",
"for cid, company in oxrs:\n",
" sdf_file = os.path.join(\"data\", cid + \".sdf\")\n",
" mols = Chem.SDMolSupplier(sdf_file)\n",
" for mol in mols:\n",
" if mol is not None:\n",
" mol_list.append(mol)\n",
" fp = AllChem.GetMorganFingerprintAsBitVect(mol, 2)\n",
" arr = np.zeros((1,))\n",
" DataStructs.ConvertToNumpyArray(fp, arr)\n",
" docs.append(cid)\n",
" companies.append(company)\n",
" fps.append(arr)\n",
"fps = np.array(fps)\n",
"companies = np.array(companies)\n",
"docs = np.array(docs)\n",
"\n",
"trainIDX, testIDX = train_test_split(range(len(fps)), random_state=seed)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"HDBSCAN(algorithm='best', allow_single_cluster=False, alpha=1.0,\n",
" approx_min_span_tree=True, cluster_selection_epsilon=0.0,\n",
" cluster_selection_method='eom', core_dist_n_jobs=4,\n",
" gen_min_span_tree=False, leaf_size=40,\n",
" match_reference_implementation=False, memory=Memory(location=None),\n",
" metric='pyfunc', min_cluster_size=5, min_samples=5, p=None,\n",
" prediction_data=False)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def tanimoto_dist(ar1, ar2):\n",
" a = np.dot(ar1, ar2)\n",
" b = ar1 + ar2 - ar1*ar2\n",
" return 1 - a/np.sum(b)\n",
"\n",
"clusterer = HDBSCAN(algorithm='best', min_samples=5, metric='pyfunc', func=tanimoto_dist)\n",
"clusterer.fit(fps)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"tsne = TSNE(random_state=seed)\n",
"res = tsne.fit_transform(fps)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f64bb59f828>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.clf()\n",
"plt.figure(figsize=(12, 6))\n",
"sns.scatterplot(res[:,0], res[:,1], hue=companies, **plot_kwds)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7f64ba2bc4e0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.clf()\n",
"plt.figure(figsize=(12, 6))\n",
"palette = sns.color_palette()\n",
"cluster_colors = [sns.desaturate(palette[col], sat)\n",
" if col >= 0 else (0.5, 0.5, 0.5) for col, sat in zip(clusterer.labels_, clusterer.probabilities_)]\n",
"plt.scatter(res[:,0], res[:,1], c=cluster_colors, **plot_kwds)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## random split"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"trainFP = [fps[i] for i in trainIDX]\n",
"train_mol = [mol_list[i] for i in trainIDX]\n",
"\n",
"testFP = [fps[i] for i in testIDX]\n",
"test_mol = [mol_list[i] for i in testIDX]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f64ba460c18>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"allFP = trainFP + testFP\n",
"tsne_ref = TSNE(random_state=seed)\n",
"res = tsne_ref.fit_transform(allFP)\n",
"plt.clf()\n",
"plt.figure(figsize=(12, 6))\n",
"sns.scatterplot(res[:,0], res[:,1], hue=['train' for i in range(len(trainFP))] + ['test' for i in range(len(testFP))])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/takayuki/anaconda3/envs/chemo37/lib/python3.7/site-packages/sklearn/ensemble/forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.\n",
" \"10 in version 0.20 to 100 in 0.22.\", FutureWarning)\n"
]
},
{
"data": {
"text/plain": [
"PredictableTSNE(estimator=RandomForestRegressor(bootstrap=True, criterion='mse',\n",
" max_depth=None,\n",
" max_features='auto',\n",
" max_leaf_nodes=None,\n",
" min_impurity_decrease=0.0,\n",
" min_impurity_split=None,\n",
" min_samples_leaf=1,\n",
" min_samples_split=2,\n",
" min_weight_fraction_leaf=0.0,\n",
" n_estimators='warn',\n",
" n_jobs=None, oob_score=False,\n",
" random_state=794, verbose=0,\n",
" warm_start=False),\n",
" keep_tsne_outputs=True, normalize=True, normalizer=None,\n",
" transformer=TSNE(angle=0.5, early_exaggeration=12.0,\n",
" init='random', learning_rate=200.0,\n",
" method='barnes_hut', metric='euclidean',\n",
" min_grad_norm=1e-07, n_components=2,\n",
" n_iter=1000, n_iter_without_progress=300,\n",
" perplexity=30.0, random_state=794, verbose=0))"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rfr = RandomForestRegressor(random_state=seed)\n",
"tsne1 = TSNE(random_state=seed)\n",
"pred_tsne_rfr = PredictableTSNE(transformer=tsne1, estimator=rfr, keep_tsne_outputs=True)\n",
"pred_tsne_rfr.fit(trainFP, list(range(len(trainFP))))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7f64ba3ad668>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pred1 = pred_tsne_rfr.transform(testFP)\n",
"plt.clf()\n",
"plt.figure(figsize=(12, 6))\n",
"plt.scatter(pred_tsne_rfr.tsne_outputs_[:,0], pred_tsne_rfr.tsne_outputs_[:,1], c='blue', alpha=0.5)\n",
"plt.scatter(pred1[:,0], pred1[:,1], c='red', alpha=0.5)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PredictableTSNE(estimator=GaussianProcessRegressor(alpha=1e-10,\n",
" copy_X_train=True,\n",
" kernel=None,\n",
" n_restarts_optimizer=0,\n",
" normalize_y=False,\n",
" optimizer='fmin_l_bfgs_b',\n",
" random_state=794),\n",
" keep_tsne_outputs=True, normalize=True, normalizer=None,\n",
" transformer=TSNE(angle=0.5, early_exaggeration=12.0,\n",
" init='random', learning_rate=200.0,\n",
" method='barnes_hut', metric='euclidean',\n",
" min_grad_norm=1e-07, n_components=2,\n",
" n_iter=1000, n_iter_without_progress=300,\n",
" perplexity=30.0, random_state=794, verbose=0))"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gbr = GaussianProcessRegressor(random_state=seed)\n",
"tsne2 = TSNE(random_state=seed)\n",
"pred_tsne_gbr = PredictableTSNE(transformer=tsne2, estimator=gbr, keep_tsne_outputs=True)\n",
"pred_tsne_gbr.fit(trainFP, list(range(len(trainFP))))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7f64b825acf8>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pred2 = pred_tsne_gbr.transform(testFP)\n",
"plt.clf()\n",
"plt.figure(figsize=(12, 6))\n",
"plt.scatter(pred_tsne_gbr.tsne_outputs_[:,0], pred_tsne_gbr.tsne_outputs_[:,1], c='blue', alpha=0.5)\n",
"plt.scatter(pred2[:,0], pred2[:,1], c='red', alpha=0.5)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"allmol = train_mol + test_mol\n",
"fps2 = []\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"clusterer2 = HDBSCAN(algorithm='best', min_samples=5, metric='pyfunc', func=tanimoto_dist)\n",
"for mol in allmol:\n",
" fp = AllChem.GetMorganFingerprintAsBitVect(mol, 2)\n",
" arr = np.zeros((1,))\n",
" DataStructs.ConvertToNumpyArray(fp, arr)\n",
" fps2.append(arr)\n",
"fps2 = np.array(fps2)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"HDBSCAN(algorithm='best', allow_single_cluster=False, alpha=1.0,\n",
" approx_min_span_tree=True, cluster_selection_epsilon=0.0,\n",
" cluster_selection_method='eom', core_dist_n_jobs=4,\n",
" gen_min_span_tree=False, leaf_size=40,\n",
" match_reference_implementation=False, memory=Memory(location=None),\n",
" metric='pyfunc', min_cluster_size=5, min_samples=5, p=None,\n",
" prediction_data=False)"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clusterer2.fit(fps2)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7f64b81c5ac8>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.clf()\n",
"plt.figure(figsize=(12, 6))\n",
"plt.scatter(pred_tsne_rfr.tsne_outputs_[:,0], pred_tsne_rfr.tsne_outputs_[:,1], c=clusterer2.labels_[:len(trainFP)], alpha=0.5, marker='x')\n",
"plt.scatter(pred1[:,0], pred1[:,1], c=clusterer2.labels_[len(trainFP):], alpha=0.5, marker='o')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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