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@jmduarte
Last active September 8, 2023 03:03
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{
"cells": [
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import h5py\n",
"import numpy as np\n",
"\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.metrics import roc_curve, auc\n",
"import matplotlib.pyplot as plt\n",
"import mplhep as hep\n",
"plt.style.use(hep.style.CMS)\n",
"\n",
"def find_nearest(array, value):\n",
" array = np.asarray(array)\n",
" idx = (np.abs(array - value)).argmin()\n",
" return idx"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"background_file = \"background_for_training.h5\"\n",
"test_size = 0.2\n",
"val_size = 0.2\n",
"with h5py.File(background_file, 'r') as f:\n",
" background_data = f['Particles'][:,:,:-1]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"X_train_val, X_test = train_test_split(background_data.reshape(background_data.shape[0], -1), test_size=test_size, shuffle=True)\n",
"X_train, X_val = train_test_split(X_train_val, test_size=val_size, shuffle=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>StandardScaler()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">StandardScaler</label><div class=\"sk-toggleable__content\"><pre>StandardScaler()</pre></div></div></div></div></div>"
],
"text/plain": [
"StandardScaler()"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scaler = StandardScaler()\n",
"scaler.fit(X_train)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/75/5drbyjls2klg498kdn74p5_r0000gn/T/ipykernel_17869/338613760.py:23: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
" plt.savefig(f\"roc_curve.png\")\n",
"/opt/miniconda3/envs/hbb_interaction_network/lib/python3.9/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": {
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",
"text/plain": [
"<Figure size 1000x1000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"signal_files = [\"leptoquark_LOWMASS_lepFilter_13TeV_filtered.h5\", \"Ato4l_lepFilter_13TeV_filtered.h5\", \"hChToTauNu_13TeV_PU20_filtered.h5\", \"hToTauTau_13TeV_PU20_filtered.h5\"]\n",
"signal_labels = [\"$LQ \\\\to b\\\\tau$\", \"$A \\\\to 4\\\\ell$\", \"$h^{{\\pm}} \\\\to \\\\tau\\\\nu$\", \"$h^{{0}} \\\\to \\\\tau\\\\tau$\"]\n",
"plt.figure()\n",
"for signal_file, signal_label in zip(signal_files, signal_labels):\n",
" with h5py.File(signal_file, 'r') as f:\n",
" signal_data = f['Particles'][:,:,:-1]\n",
"\n",
" signal_data = signal_data.reshape(signal_data.shape[0], -1)\n",
" merged_data = np.concatenate([X_test, signal_data], axis=0)\n",
" merged_labels = np.concatenate([np.zeros(X_test.shape[0]), np.ones(signal_data.shape[0])], axis=0)\n",
" merged_data_trans = scaler.transform(merged_data)\n",
" merged_loss = np.sum(merged_data_trans ** 2, axis=-1)\n",
" fpr, tpr, thresholds = roc_curve(merged_labels, merged_loss)\n",
"\n",
" tpr_1em5 = find_nearest(fpr, 1e-5)\n",
" plt.plot(fpr, tpr, label=f\"{signal_label}, AUC={auc(fpr, tpr)*100:.2f}%, TPR@FPR $10^{{-5}}$={tpr[tpr_1em5]*100:.3f}%\")\n",
"plt.legend(title = \"Gaussian baseline\")\n",
"plt.plot([1e-6, 1], [1e-6, 1], 'k--')\n",
"plt.plot([1e-5, 1e-5], [1e-6, 1], 'r-.')\n",
"plt.xlim([1e-6, 1])\n",
"plt.ylim([1e-6, 1])\n",
"plt.loglog()\n",
"plt.savefig(f\"roc_curve.png\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "hbb_interaction_network",
"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": "3.9.13"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
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