{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Reconstruct eta->e+e-g events via machine learning based PID\n", "\n", "Analyze eta->e+e-g data, including a dominating eta->pi+pi-g background. The networks used here are located in the folder \"Trained_Classifier\". Execute each cell one after the other. Many functions, like setting up the neural networks or calucalting the confusion matrix are defined in: \"analysis_utils.py\".\n", "\n", "## Load libraries and settings" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from joblib import load\n", "import tensorflow as tf\n", "\n", "#MAKE CHANGES HERE\n", "#These are the individual thresholds, determined by the threshold scan\n", "#within the ROC curve. Change these values and see how the performance changes...\n", "#*******************************************************************\n", "scikit_plus_thresh = 0.48\n", "scikit_minus_thresh = 0.47\n", "keras_plus_thresh = 0.42\n", "keras_minus_thresh = 0.43\n", "\n", "ana_add_name = 'demo' #--> Change this to customize the name of the produced plots and trained networks\n", "#(However, it should be consistent with the name you used in 'inspect_single_tracks.py')\n", "#*******************************************************************" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the eta->pi+pi-g and eta->e+e-g data" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "dataDir = 'http://hadron.physics.fsu.edu/~dlersch/Intro_To_ML_2021/data/'\n", "dataName = 'eta_epemg_data.csv'\n", "\n", "data_df = pd.read_csv(dataDir + dataName)\n", "ep_features = ['ep_p','ep_theta','ep_dedx_cdc','ep_ebcal','ep_dedx_fdc','ep_efcal']\n", "em_features = ['em_p','em_theta','em_dedx_cdc','em_ebcal','em_dedx_fdc','em_efcal']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load previously classifiers" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "classifierDir = 'Trained_Classifier/' #--> If you wish to use your own trained models, just change this to the folder name where you store your models\n", "#e.g. use: classifierDir = '' if your models are stored in the same direcrtory as this script\n", "\n", "scikit_plus = load(classifierDir + 'scikit_mlp_pos_particles_' + ana_add_name + '.joblib')\n", "scikit_minus = load(classifierDir + 'scikit_mlp_neg_particles_' + ana_add_name + '.joblib')\n", "\n", "keras_plus = tf.keras.models.load_model(classifierDir + 'keras_mlp_pos_particles_' + ana_add_name + '.h5')\n", "keras_minus = tf.keras.models.load_model(classifierDir + 'keras_mlp_neg_particles_' + ana_add_name + '.h5')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get classifier predictions\n", "\n", "Add them to the DataFrame and define event selection condition" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "data_df['scikit_plus_prob'] = scikit_plus.predict_proba(data_df[ep_features])[:,1]\n", "data_df['scikit_minus_prob'] = scikit_minus.predict_proba(data_df[em_features])[:,1]\n", "data_df['keras_plus_prob'] = keras_plus.predict(data_df[ep_features])\n", "data_df['keras_minus_prob'] = keras_minus.predict(data_df[em_features])\n", "\n", "scikit_accepted = (data_df['scikit_plus_prob'] >= scikit_plus_thresh) & (data_df['scikit_minus_prob'] >= scikit_minus_thresh)\n", "keras_accepted = (data_df['keras_plus_prob'] >= keras_plus_thresh) & (data_df['keras_minus_prob'] >= keras_minus_thresh)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get (e+ e- g) invariant mass prior to PID\n", "\n", "This is the distribution shown at the beginning of the lecture." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams.update({'font.size': 30})\n", "fig,ax = plt.subplots(figsize=(15,10))\n", "ax.hist(data_df['im_eeg'],bins=100,range=(0.0,1.0),histtype='step',fill=False,linewidth=3.0,color='k')\n", "ax.grid(True)\n", "ax.set_xlabel(r'$M(e^{+},e^{-},\\gamma)[GeV/c^{2}]$')\n", "ax.set_ylabel('Entries [a.u.]')\n", "\n", "fig.savefig('eta_epemg_noPID_' + ana_add_name + '.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get (e+ e- g) invariant mass after PID" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig_scikit,ax_scikit = plt.subplots(figsize=(15,10))\n", "\n", "fig_scikit.suptitle('PID with Scikit MLP')\n", "ax_scikit.hist(data_df['im_eeg'],bins=100,range=(0.0,1.0),histtype='step',fill=False,linewidth=3.0,color='k',label='No PID')\n", "ax_scikit.hist(data_df[~scikit_accepted]['im_eeg'],bins=100,range=(0.0,1.0),histtype='step',fill=False,linewidth=3.0,color='r',label='Scikit: is pion')\n", "ax_scikit.hist(data_df[scikit_accepted]['im_eeg'],bins=100,range=(0.0,1.0),histtype='step',fill=False,linewidth=3.0,color='g',label='Scikit: is lepton')\n", "ax_scikit.legend()\n", "ax_scikit.grid(True)\n", "ax_scikit.set_xlabel(r'$M(e^{+},e^{-},\\gamma)[GeV/c^{2}]$')\n", "ax_scikit.set_ylabel('Entries [a.u.]')\n", "\n", "fig_scikit.savefig('eta_epemg_scikitPID_' + ana_add_name + '.png')\n", "\n", "fig_keras,ax_keras = plt.subplots(figsize=(15,10))\n", "fig_keras.suptitle('PID with TF/Keras MLP')\n", "ax_keras.hist(data_df['im_eeg'],bins=100,range=(0.0,1.0),histtype='step',fill=False,linewidth=3.0,color='k',label='No PID')\n", "ax_keras.hist(data_df[~keras_accepted]['im_eeg'],bins=100,range=(0.0,1.0),histtype='step',fill=False,linewidth=3.0,color='r',label='TF/Keras: is pion')\n", "ax_keras.hist(data_df[keras_accepted]['im_eeg'],bins=100,range=(0.0,1.0),histtype='step',fill=False,linewidth=3.0,color='g',label='TF/Keras: is lepton')\n", "ax_keras.legend()\n", "ax_keras.grid(True)\n", "ax_keras.set_xlabel(r'$M(e^{+},e^{-},\\gamma)[GeV/c^{2}]$')\n", "ax_keras.set_ylabel('Entries [a.u.]')\n", "\n", "fig_keras.savefig('eta_epemg_kerasPID_' + ana_add_name + '.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compare (e+ e- g) invariant masses between scikit and keras based PID" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig_comp,ax_comp = plt.subplots(figsize=(15,10))\n", "ax_comp.hist(data_df[data_df['label']==1.0]['im_eeg'],bins=100,range=(0.0,1.0),histtype='step',fill=False,linewidth=3.0,color='b',label='True Distribution')\n", "ax_comp.hist(data_df[scikit_accepted]['im_eeg'],bins=100,range=(0.0,1.0),histtype='step',fill=False,linewidth=3.0,color='r',label='PID via Scikit')\n", "ax_comp.hist(data_df[keras_accepted]['im_eeg'],bins=100,range=(0.0,1.0),histtype='step',fill=False,linewidth=3.0,color='k',label='PID via TF/Keras')\n", "ax_comp.legend()\n", "ax_comp.grid(True)\n", "ax_comp.set_xlabel(r'$M(e^{+},e^{-},\\gamma)[GeV/c^{2}]$')\n", "ax_comp.set_ylabel('Entries [a.u.]')\n", "\n", "fig_comp.savefig('compare_eta_epemg_PID_' + ana_add_name + '.png')" ] } ], "metadata": { "interpreter": { "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49" }, "kernelspec": { "display_name": "Python 3.8.6 64-bit", "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": "3.8.6" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }