VDS_PCA_Cluster_Filtering/cluster.ipynb

298 lines
682 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 182,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"plt.rcParams['figure.figsize'] = [6, 6]\n",
"\n",
"def plot_distribution(df: pd.DataFrame, title, radial=False):\n",
" ax0, ax1, ax2 = 'pPCA dimension 0', 'pPCA dimension 1', 'pPCA dimension 2'\n",
" if radial:\n",
" ax0, ax1, ax2 = 'r', 'theta', 'phi' \n",
" fig = plt.figure()\n",
" ax = fig.add_subplot(111, projection='3d')\n",
" sources = df['Source'].unique()\n",
" for source in sources:\n",
" source_df = df[df['Source'] == source]\n",
" ax.scatter(source_df[ax0], source_df[ax1], source_df[ax2], label=source)\n",
" ax.set_xlabel(ax0)\n",
" ax.set_ylabel(ax1)\n",
" ax.set_zlabel(ax2)\n",
" ax.legend()\n",
" plt.title(title)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 183,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv('inputs/HTS_libraries_all_v6_PCA_no_structure.csv')\n",
"df = df[['Source', 'pPCA dimension 0', 'pPCA dimension 1', 'pPCA dimension 2']]"
]
},
{
"cell_type": "code",
"execution_count": 184,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Source pPCA dimension 0 pPCA dimension 1 pPCA dimension 2\n",
"0 PivotPark -172.835460 -18.125663 32.488649\n",
"1 PivotPark -115.213576 -41.695057 23.938011\n",
"2 PivotPark -77.049848 -22.182548 -2.276637\n",
"3 PivotPark -135.373025 -10.372744 8.261887\n",
"4 PivotPark -61.269999 -38.476629 -5.472835\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/data/projects/discovery.science/miniconda3/envs/dataviz38/lib/python3.8/site-packages/IPython/core/pylabtools.py:152: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
" fig.canvas.print_figure(bytes_io, **kw)\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# sample = df.sample(100_000, random_state=42)\n",
"sample = df\n",
"print(sample.head())\n",
"plot_distribution(sample[sample['pPCA dimension 0'] < 2000], 'PCA')"
]
},
{
"cell_type": "code",
"execution_count": 185,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot source distribution on a pie chart\n",
"source_distribution = sample['Source'].value_counts()\n",
"source_distribution.plot.pie(autopct='%1.1f%%')\n",
"plt.title('Source distribution')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 186,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Just plot VIB_Screening_Core_Library\n",
"vib_df = sample[sample['Source'] == 'VIB_Screening_Core_Library']\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"ax.scatter(vib_df['pPCA dimension 0'], vib_df['pPCA dimension 1'], vib_df['pPCA dimension 2'])\n",
"ax.set_xlabel('pPCA dimension 0')\n",
"ax.set_ylabel('pPCA dimension 1')\n",
"ax.set_zlabel('pPCA dimension 2')\n",
"plt.title('VIB_Screening_Core_Library')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 187,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def euclidean_to_polar(x, y, z):\n",
" r = np.sqrt(x**2 + y**2 + z**2) # Compute the radius\n",
" theta = np.arccos(z/r)\n",
" phi = np.arccos(x/np.sqrt(x**2 + y**2)) * np.sign(y)\n",
" return r, theta, phi\n",
"\n",
"def polar_filtering(df: pd.DataFrame, n_std):\n",
" # Hypothesis : PCA tends to create ellipsoid-like clusters\n",
"\n",
" # Step 0 : Transform the coordinates from euclidian to polar\n",
" df['r'], df['theta'], df['phi'] = euclidean_to_polar(df['pPCA dimension 0'], df['pPCA dimension 1'], df['pPCA dimension 2'])\n",
"\n",
" # Optional : plot the polar coordinates\n",
" plot_distribution(df, title='Polar coordinates', radial=True)\n",
"\n",
" # Step 1 : Compute mean and standard deviation of VIB points in polar coordinates\n",
" mean = df[df['Source'] == 'VIB_Screening_Core_Library']['r'].mean()\n",
" std = df[df['Source'] == 'VIB_Screening_Core_Library']['r'].std()\n",
"\n",
" # Step 2 : Remove VIB points\n",
" filtered_df = df[df['Source'] != 'VIB_Screening_Core_Library']\n",
"\n",
" # Step 3 : Remove points within the circle\n",
" # TODO : Upgrade filtering to ellipsoid shape\n",
" filtered_df = filtered_df[(filtered_df['r'] > mean + n_std*std)]\n",
" return filtered_df\n",
"\n",
"def ellipsoid_fitering(df: pd.DataFrame, n_std):\n",
" ax0, ax1, ax2 = 'pPCA dimension 0', 'pPCA dimension 1', 'pPCA dimension 2'\n",
" means = df[df['Source'] == 'VIB_Screening_Core_Library'][[ax0, ax1, ax2]].mean()\n",
" stds = df[df['Source'] == 'VIB_Screening_Core_Library'][[ax0, ax1, ax2]].std()\n",
"\n",
" ellipsoid_filter = ((df[ax0]**2 / (means[ax0]**2 + n_std*stds[ax0])) + \\\n",
" (df[ax1]**2 / (means[ax1]**2 + n_std*stds[ax1])) + \\\n",
" (df[ax2]**2 / (means[ax2]**2 + n_std*stds[ax2])) > 1)\n",
" return df[df['Source'] != 'VIB_Screening_Core_Library'][ellipsoid_filter]\n",
"\n",
"n_std = 2\n",
"filtered_df = polar_filtering(sample, n_std)\n",
"plot_distribution(filtered_df, title='Final distribution', radial=False)"
]
},
{
"cell_type": "code",
"execution_count": 188,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot repartition of percentage of dropped points for each source\n",
"source_count = sample['Source'].value_counts()\n",
"kept_count = filtered_df['Source'].value_counts()\n",
"kept_count['VIB_Screening_Core_Library'] = 0\n",
"dropped_count = source_count[kept_count.index] - kept_count\n",
"\n",
"# Calculate the percentage of dropped points\n",
"kept_percentage = kept_count / sample['Source'].value_counts()\n",
"kept_percentage = kept_percentage.sort_values(ascending=True)\n",
"\n",
"# Order by points kept and keep same order for dropped points\n",
"kept_count = kept_count[kept_percentage.index]\n",
"dropped_count = dropped_count[kept_percentage.index]\n",
"sources = kept_percentage.index\n",
"\n",
"fig, ax = plt.subplots()\n",
"p = ax.bar(sources, kept_count, align='center', alpha=0.5)\n",
"ax.bar_label(p, label_type='center', fmt='{:,.0f}')\n",
"p = ax.bar(sources, dropped_count, align='center', alpha=0.5, bottom=kept_count)\n",
"ax.bar_label(p, labels=dropped_count, label_type='edge', fmt='{:,.0f}')\n",
"plt.xticks(rotation=90)\n",
"ax.set_title(f'Distribution of filtered compounds\\n(ordered by similarity with VIB library, with {n_std} std)')\n",
"ax.legend(['Compounds kept', 'Compounds dropped'])\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 189,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the percentage of dropped points\n",
"dropped_percentage = (dropped_count / source_count[dropped_count.index]).drop('VIB_Screening_Core_Library')\n",
"plt.bar(dropped_percentage.index, dropped_percentage)\n",
"plt.xticks(rotation=90)\n",
"plt.title('Percentage of dropped compounds for each source')\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "dataviz38",
"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": "3.8.19"
}
},
"nbformat": 4,
"nbformat_minor": 2
}