{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Testing ML-based Outlier Detectors\n", "\n", "There are various ways to deal with outliers in general. However, detection and removal of these in an automatic manner is a challenge. Especially since normal statistical techniques will not work due to the behaviour and variance of resonance characteristics of nuclear reaction data. In this small notebook, an example using four different outlier detectors is shown on the resonance region of the U-235(n,g) reaction. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# # Prototype\n", "# import sys\n", "# sys.path.append(\"..\")" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2021-05-06T21:14:36.232652Z", "start_time": "2021-05-06T21:14:32.469356Z" } }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import os\n", "\n", "pd.set_option('display.max_columns', 500)\n", "pd.set_option('display.max_rows', 50)\n", "pd.options.mode.chained_assignment = None # default='warn'\n", "\n", "import nucml.datasets as nuc_data\n", "import nucml.exfor.data_utilities as exfor_utils" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-05-06T21:14:44.176248Z", "start_time": "2021-05-06T21:14:44.172245Z" } }, "outputs": [], "source": [ "sns.set(font_scale=2.5)\n", "sns.set_style(\"white\")\n", "\n", "# Setting up the path where our figures will be stored\n", "figure_dir = \"Figures/\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us load the data using `NucML`:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2021-05-06T21:19:32.621950Z", "start_time": "2021-05-06T21:17:58.761451Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root: MODE: neutrons\n", "INFO:root: LOW ENERGY: True\n", "INFO:root: LOG: False\n", "INFO:root: BASIC: -1\n", "INFO:root:Reading data from C:/Users/Pedro/Desktop/ML_Nuclear_Data/EXFOR/CSV_Files\\EXFOR_neutrons/EXFOR_neutrons_MF3_AME_no_RawNaN.csv\n", "INFO:root:Data read into dataframe with shape: (4184115, 104)\n", "INFO:root:Finished. Resulting dataset has shape (4184115, 104)\n" ] } ], "source": [ "df = nuc_data.load_exfor(low_en=True, max_en=2E7, filters=True)\n", "df.MT = df.MT.astype(int)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the EXFOR data loaded, let us extract only the U-235(N,G) datapoints as an example and transform it by applying the logarithm." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2021-05-06T21:20:04.350051Z", "start_time": "2021-05-06T21:20:00.376052Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:Extracting samples from dataframe.\n", "INFO:root:EXFOR extracted DataFrame has shape: (10872, 104)\n" ] } ], "source": [ "u235_ng = exfor_utils.load_samples(df, 92, 235, 102)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2021-05-06T21:20:10.183151Z", "start_time": "2021-05-06T21:20:09.823652Z" } }, "outputs": [], "source": [ "u235_ng = np.log10(u235_ng[[\"Energy\", \"Data\"]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One shared drawback between statistical methods and these types of algorithms is the inability to handle the resonance behavior correctly. To make it easier for the model let us manually extract the resonance region." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2021-05-06T21:21:35.622163Z", "start_time": "2021-05-06T21:21:35.614666Z" } }, "outputs": [], "source": [ "u235_ng = u235_ng[u235_ng.Energy < 4]\n", "u235_ng = u235_ng[u235_ng.Energy > 0.5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, the main drawback comes from the fact that the outlier fraction needs to be specified. Since here we are only doing an example, we can set it manually but time is needed to think about how to approach this problem more efficiently and persistently." ] }, { "cell_type": "code", "execution_count": 115, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:31:26.637609Z", "start_time": "2021-02-07T20:31:26.635608Z" } }, "outputs": [], "source": [ "outliers_fraction = 0.003" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Isolation Forest" ] }, { "cell_type": "code", "execution_count": 114, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:31:26.413870Z", "start_time": "2021-02-07T20:31:26.410871Z" } }, "outputs": [], "source": [ "from sklearn.ensemble import IsolationForest" ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:31:30.605958Z", "start_time": "2021-02-07T20:31:30.602957Z" } }, "outputs": [], "source": [ "iso_forest_fraction = IsolationForest(n_estimators = 200, contamination=outliers_fraction)" ] }, { "cell_type": "code", "execution_count": 118, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:31:37.519859Z", "start_time": "2021-02-07T20:31:36.827386Z" } }, "outputs": [ { "data": { "text/plain": [ "IsolationForest(contamination=0.003, n_estimators=200)" ] }, "execution_count": 118, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iso_forest_fraction.fit(u235_ng[[\"Data\"]])" ] }, { "cell_type": "code", "execution_count": 119, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:31:39.155846Z", "start_time": "2021-02-07T20:31:38.762783Z" } }, "outputs": [], "source": [ "u235_ng[\"iso_fraction\"] = iso_forest_fraction.predict(u235_ng[[\"Data\"]])" ] }, { "cell_type": "code", "execution_count": 120, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:31:51.015798Z", "start_time": "2021-02-07T20:31:51.010798Z" } }, "outputs": [], "source": [ "iso_class1 = u235_ng[u235_ng.iso_fraction == 1]\n", "iso_class2 = u235_ng[u235_ng.iso_fraction == -1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## One Class SVM" ] }, { "cell_type": "code", "execution_count": 122, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:32:10.068963Z", "start_time": "2021-02-07T20:32:10.065967Z" } }, "outputs": [], "source": [ "from sklearn import svm" ] }, { "cell_type": "code", "execution_count": 123, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:32:10.735283Z", "start_time": "2021-02-07T20:32:10.731292Z" } }, "outputs": [], "source": [ "svm_outlier_detector = svm.OneClassSVM(nu=outliers_fraction, kernel=\"rbf\", gamma=0.1)" ] }, { "cell_type": "code", "execution_count": 124, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:32:11.636920Z", "start_time": "2021-02-07T20:32:11.618919Z" } }, "outputs": [ { "data": { "text/plain": [ "OneClassSVM(gamma=0.1, nu=0.003)" ] }, "execution_count": 124, "metadata": {}, "output_type": "execute_result" } ], "source": [ "svm_outlier_detector.fit(u235_ng[[\"Data\"]])" ] }, { "cell_type": "code", "execution_count": 125, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:32:13.195566Z", "start_time": "2021-02-07T20:32:13.185566Z" } }, "outputs": [], "source": [ "u235_ng[\"svm\"] = svm_outlier_detector.predict(u235_ng[[\"Data\"]])" ] }, { "cell_type": "code", "execution_count": 126, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:32:29.728307Z", "start_time": "2021-02-07T20:32:29.722294Z" } }, "outputs": [], "source": [ "svm_class1 = u235_ng[u235_ng.svm == 1]\n", "svm_class2 = u235_ng[u235_ng.svm == -1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Local Outlier Factor" ] }, { "cell_type": "code", "execution_count": 128, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:32:47.342431Z", "start_time": "2021-02-07T20:32:47.338430Z" } }, "outputs": [], "source": [ "from sklearn.neighbors import LocalOutlierFactor" ] }, { "cell_type": "code", "execution_count": 129, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:33:08.015170Z", "start_time": "2021-02-07T20:33:07.242157Z" } }, "outputs": [], "source": [ "local_outlier = LocalOutlierFactor(n_neighbors=500, contamination=0.005)\n", "\n", "u235_ng[\"local\"] = local_outlier.fit_predict(u235_ng[[\"Data\"]])\n", "\n", "local_class1 = u235_ng[u235_ng.local == 1]\n", "local_class2 = u235_ng[u235_ng.local == -1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Elliptic Envelope" ] }, { "cell_type": "code", "execution_count": 131, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:33:49.004034Z", "start_time": "2021-02-07T20:33:48.993034Z" } }, "outputs": [], "source": [ "from sklearn.covariance import EllipticEnvelope" ] }, { "cell_type": "code", "execution_count": 136, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:35:03.869462Z", "start_time": "2021-02-07T20:35:03.865461Z" } }, "outputs": [], "source": [ "robust = EllipticEnvelope(contamination=outliers_fraction)" ] }, { "cell_type": "code", "execution_count": 137, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:35:04.132313Z", "start_time": "2021-02-07T20:35:04.120324Z" } }, "outputs": [ { "data": { "text/plain": [ "EllipticEnvelope(contamination=0.003)" ] }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ "robust.fit(u235_ng[[\"Data\"]])" ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:35:04.414382Z", "start_time": "2021-02-07T20:35:04.407388Z" } }, "outputs": [], "source": [ "u235_ng[\"robust\"] = robust.predict(u235_ng[[\"Data\"]])" ] }, { "cell_type": "code", "execution_count": 139, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:35:04.798446Z", "start_time": "2021-02-07T20:35:04.791447Z" } }, "outputs": [], "source": [ "robust_class1 = u235_ng[u235_ng.svm == 1]\n", "robust_class2 = u235_ng[u235_ng.svm == -1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting Outliers" ] }, { "cell_type": "code", "execution_count": 175, "metadata": { "ExecuteTime": { "end_time": "2021-02-07T20:52:54.073398Z", "start_time": "2021-02-07T20:52:41.425835Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(25,14), gridspec_kw={'hspace': 0.15, 'wspace':0.05})\n", "\n", "ax1.scatter(10**(iso_class1.Energy), 10**(iso_class1.Data))\n", "ax1.scatter(10**(iso_class2.Energy), 10**(iso_class2.Data), color=\"red\", label=\"Outlier\")\n", "\n", "ax2.scatter(10**(svm_class1.Energy), 10**(svm_class1.Data))\n", "ax2.scatter(10**(svm_class2.Energy), 10**(svm_class2.Data), color=\"red\", label=\"Outlier\")\n", "\n", "ax3.scatter(10**(local_class1.Energy), 10**(local_class1.Data))\n", "ax3.scatter(10**(local_class2.Energy), 10**(local_class2.Data), color=\"red\", label=\"Outlier\")\n", "\n", "ax4.scatter(10**(robust_class1.Energy), 10**(robust_class1.Data))\n", "ax4.scatter(10**(robust_class2.Energy), 10**(robust_class2.Data), color=\"red\", label=\"Outlier\")\n", "\n", "for i, t in zip([ax1, ax2, ax3, ax4], [\"Isolation Forest\", \"One-class SVM\", \"Local Outlier Factor\", \"Robust Covariance\"]):\n", " i.set_xlabel('Energy (eV)')\n", " i.set_ylabel('Cross Section (b)')\n", " i.set_xscale('log')\n", " i.set_yscale('log')\n", " i.set_title(t)\n", " i.legend()\n", " \n", "for ax in fig.get_axes():\n", " ax.label_outer()\n", " \n", "plt.savefig(os.path.join(figure_dir, \"outlier_detection.png\"), bbox_inches='tight', dpi=600)" ] } ], "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 4 }