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Created April 15, 2026 13:10
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Dataset Similarity Comparison for the OpenADMET PXR Challenge Training and Test Sets¶
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{
"cells": [
{
"cell_type": "markdown",
"id": "e336b257-9a17-4d1f-9bcc-a3f965704d71",
"metadata": {},
"source": [
"### Dataset Similarity Comparison for the OpenADMET PXR Challenge Training and Test Sets"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "f6b4dbdf-79c3-47b0-85fe-a40fe4ee5ccd",
"metadata": {},
"outputs": [],
"source": [
"from datasets import load_dataset\n",
"import useful_rdkit_utils as uru\n",
"import seaborn as sns\n",
"import pandas as pd\n",
"from rdkit import DataStructs\n",
"from tqdm.auto import tqdm\n",
"import heapq"
]
},
{
"cell_type": "markdown",
"id": "fe41bc42-92f9-4925-ac28-9fb6e5bb0525",
"metadata": {},
"source": [
"An efficient function for comparing two sets of fingerprints"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "bcbcb83a-0648-4eb7-bf12-cd471443b55e",
"metadata": {},
"outputs": [],
"source": [
"def compare_datasets(train_fp: list, test_fp: list, skip_self=False) -> list:\n",
" \"\"\"\n",
" Compare two datasets of fingerprints and return the maximum Tanimoto similarity for each test fingerprint.\n",
"\n",
" :param train_fp: Training set fingerprints.\n",
" :param test_fp: Test set fingerprints.\n",
" :param skip_self: Skip self similarity\n",
" :return: List of maximum similarity values for each test fingerprint.\n",
" \"\"\"\n",
" nbr_sim_list = []\n",
" if isinstance(train_fp, pd.Series):\n",
" train_fp = train_fp.values\n",
" for fp in tqdm(test_fp):\n",
" sim_list = DataStructs.BulkTanimotoSimilarity(fp, train_fp)\n",
" if skip_self:\n",
" # Find the second largest similarity in O(N)\n",
" nbr_sim_list.append(heapq.nlargest(2, sim_list)[1])\n",
" else:\n",
" # Find the maximum similarity in O(N)\n",
" nbr_sim_list.append(max(sim_list))\n",
" return nbr_sim_list"
]
},
{
"cell_type": "markdown",
"id": "be2d8fd9-7863-4077-b389-501c1b6a8b37",
"metadata": {},
"source": [
"Read the PXR challenge datasets."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "58c0e3e3-7193-4cf0-88e3-97794e79b1ad",
"metadata": {},
"outputs": [],
"source": [
"ds = load_dataset(\"openadmet/pxr-challenge-train-test\")\n",
"train = ds[\"train\"]\n",
"test = ds[\"test\"]"
]
},
{
"cell_type": "markdown",
"id": "81bd345e-dc58-4204-838f-c4a2b4c4483c",
"metadata": {},
"source": [
"Extract the datasets as Pandas dataframes"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "9cea92e6-10e0-46dc-90b6-71c5961c2394",
"metadata": {},
"outputs": [],
"source": [
"train = train.to_pandas()\n",
"test = test.to_pandas()"
]
},
{
"cell_type": "markdown",
"id": "4df89d07-569c-48fe-9099-7228f38fe276",
"metadata": {},
"source": [
"Add fingeprints to the dataframes"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "b53a4732-25ed-451b-a462-6b7c460943e3",
"metadata": {},
"outputs": [],
"source": [
"smi2fp = uru.Smi2Fp()\n",
"train['fp'] = train.SMILES.apply(smi2fp.get_fp)\n",
"test['fp'] = test.SMILES.apply(smi2fp.get_fp)"
]
},
{
"cell_type": "markdown",
"id": "c2ff8c24-e2e2-42c3-8fc4-8343d12ec43f",
"metadata": {},
"source": [
"Caculate similarities\n",
"- train/test\n",
"- train/train\n",
"- test/test\n",
"Skip self-similarity for train/train and test/test"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "364b375e-4908-4f06-888f-a26e55b63d86",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b5df9bad42ca4b328f77261d34745f99",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/513 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "658b4dc24dbc495a9e1c7d75a7e94651",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/4139 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "42a61a0f5f3942189ebd4c273a2543c8",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/513 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"train_test_sims = compare_datasets(train.fp,test.fp)\n",
"train_train_sims = compare_datasets(train.fp,train.fp,skip_self=True)\n",
"test_test_sims = compare_datasets(test.fp,test.fp,skip_self=True)"
]
},
{
"cell_type": "markdown",
"id": "fbf0b753-aeec-40e8-8494-371c845efcd1",
"metadata": {},
"source": [
"Put the results into dataframes for comparisons. "
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "a2c02940-8ddd-491f-9ebe-6fabbc9e2441",
"metadata": {},
"outputs": [],
"source": [
"train_test_df = pd.DataFrame(train_test_sims,columns=[\"Tanimoto MorganFp(3,1024)\"])\n",
"train_test_df[\"Comparison\"] = \"Train/Test\"\n",
"train_train_df = pd.DataFrame(train_train_sims,columns=[\"Tanimoto MorganFp(3,1024)\"])\n",
"train_train_df[\"Comparison\"] = \"Train/Train\"\n",
"test_test_df = pd.DataFrame(test_test_sims,columns=[\"Tanimoto MorganFp(3,1024)\"])\n",
"test_test_df[\"Comparison\"] = \"Test/Test\"\n",
"combo_df = pd.concat([train_train_df,train_test_df,test_test_df])"
]
},
{
"cell_type": "markdown",
"id": "stats-markdown",
"metadata": {},
"source": [
"Calculate summary statistics for each comparison."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "stats-code",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>25%</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Comparison</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Test/Test</th>\n",
" <td>513.0</td>\n",
" <td>0.576715</td>\n",
" <td>0.122988</td>\n",
" <td>0.185185</td>\n",
" <td>0.510417</td>\n",
" <td>0.578313</td>\n",
" <td>0.657534</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Train/Test</th>\n",
" <td>513.0</td>\n",
" <td>0.478815</td>\n",
" <td>0.069574</td>\n",
" <td>0.229008</td>\n",
" <td>0.428571</td>\n",
" <td>0.475410</td>\n",
" <td>0.515625</td>\n",
" <td>0.733333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Train/Train</th>\n",
" <td>4139.0</td>\n",
" <td>0.342264</td>\n",
" <td>0.105090</td>\n",
" <td>0.117647</td>\n",
" <td>0.265487</td>\n",
" <td>0.321101</td>\n",
" <td>0.400000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" count mean std min 25% 50% \\\n",
"Comparison \n",
"Test/Test 513.0 0.576715 0.122988 0.185185 0.510417 0.578313 \n",
"Train/Test 513.0 0.478815 0.069574 0.229008 0.428571 0.475410 \n",
"Train/Train 4139.0 0.342264 0.105090 0.117647 0.265487 0.321101 \n",
"\n",
" 75% max \n",
"Comparison \n",
"Test/Test 0.657534 1.000000 \n",
"Train/Test 0.515625 0.733333 \n",
"Train/Train 0.400000 1.000000 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"combo_df.groupby(\"Comparison\")[\"Tanimoto MorganFp(3,1024)\"].describe()"
]
},
{
"cell_type": "markdown",
"id": "bc2f470f-0748-4247-a8df-fbabe114a434",
"metadata": {},
"source": [
"Plot similarity comparisons using a boxplot and a violin plot to show density."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "30b08d35-df1a-4ce1-8dea-aacfbae24db2",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1600x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"sns.set_context(\"talk\")\n",
"fig, ax = plt.subplots(1, 2, figsize=(16, 6))\n",
"sns.boxplot(y=\"Tanimoto MorganFp(3,1024)\", x=\"Comparison\", data=combo_df, ax=ax[0])\n",
"ax[0].set_title(\"Similarity Boxplot\")\n",
"sns.violinplot(y=\"Tanimoto MorganFp(3,1024)\", x=\"Comparison\", data=combo_df, ax=ax[1])\n",
"ax[1].set_title(\"Similarity Violin Plot\")\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "histogram-markdown",
"metadata": {},
"source": [
"Plot overlapping histograms for a more detailed view of the similarity distributions."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "histogram-code",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 6))\n",
"sns.histplot(combo_df, x=\"Tanimoto MorganFp(3,1024)\", hue=\"Comparison\", kde=True, element=\"step\", palette=\"viridis\")\n",
"plt.title(\"Distribution of Maximum Tanimoto Similarities\")\n",
"plt.xlabel(\"Tanimoto Similarity MorganFp(3,1024)\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1f23f2a0-5bcf-49ff-a524-34f6948ef71e",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.11.14"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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