{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Incorrect Experimental Campaigns\n", "\n", "As we know, EXFOR is an experimental database, and incorrectly reported cross sections or wrongly performed experimental campaigns exist. We intend to mark these and provide filtering operations that allow any researcher applying ML methods to neutron (or other projectiles) induce cross sections. These rules can be helpful and save computational resources wasted on fitting models on incorrect data. The outlier fraction is high enough to warrant these investigations rather than training robust models. \n", "\n", "For now, this notebook will be updated with cross sections that merit further investigation and potential elimination from the training dataset used in ML algorithms." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2021-05-06T20:48:10.587905Z", "start_time": "2021-05-06T20:48:10.583408Z" } }, "outputs": [], "source": [ "# # Protoype\n", "# import sys\n", "\n", "# sys.path.append(\"../..\")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2021-05-06T20:56:48.469427Z", "start_time": "2021-05-06T20:56:48.465433Z" } }, "outputs": [], "source": [ "import seaborn as sns\n", "\n", "import nucml.exfor.data_utilities as exfor_utils\n", "import nucml.datasets as nuc_data" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2021-05-06T20:56:49.036340Z", "start_time": "2021-05-06T20:56:49.032839Z" } }, "outputs": [], "source": [ "# sns.set(font_scale=1.3)\n", "sns.set(font_scale=2.5)\n", "sns.set_style(\"white\")" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2021-05-06T20:56:49.820351Z", "start_time": "2021-05-06T20:56:49.816851Z" } }, "outputs": [], "source": [ "# Setting up the path where our figures will be stored\n", "figure_dir = \"./Figures/\"" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2021-05-06T20:49:45.907216Z", "start_time": "2021-05-06T20:48:22.990715Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root: MODE: neutrons\n", "INFO:root: LOW ENERGY: False\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: (4255409, 104)\n", "INFO:root:Finished. Resulting dataset has shape (4255409, 104)\n" ] } ], "source": [ "df = nuc_data.load_exfor()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2021-05-06T20:56:52.358884Z", "start_time": "2021-05-06T20:56:52.335884Z" } }, "outputs": [], "source": [ "df.MT = df.MT.astype(int)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Beryllium-9(N,TOT) Cross Section" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "ExecuteTime": { "end_time": "2021-04-09T19:31:04.170579Z", "start_time": "2021-04-09T19:31:01.104580Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:EVALUATION: Extracting data from C:/Users/Pedro/Desktop/ML_Nuclear_Data/Evaluated_Data\\neutrons/Be009/endfb8.0/tables/xs/n-Be009-MT001.endfb8.0\n", "INFO:root:EVALUATION: Converting MeV to eV...\n", "INFO:root:EVALUATION: Converting mb to b...\n", "INFO:root:EVALUATION: Finished. ENDF data contains 444 datapoints.\n", "INFO:root:Extracting samples from dataframe.\n", "INFO:root:EXFOR extracted DataFrame has shape: (36367, 104)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kwargs = {\"nat_iso\":\"I\", \"one_hot\":False, \"alpha\":0.7, \"legend\":False, \"interpolate\":False, \n", " \"log_plot\":True, \"ref\":True}\n", "\n", "be_exfor_endf = exfor_utils.plot_exfor_w_references(df, 4, 9, 1, \n", " get_endf=True, \n", " error=True, \n", " save=True, \n", " path=figure_dir, \n", " figure_size=(18,8),\n", " **kwargs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Carbon-12(N,TOT) Cross Section" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "ExecuteTime": { "end_time": "2021-04-09T20:54:53.444533Z", "start_time": "2021-04-09T20:54:50.110891Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:EVALUATION: Extracting data from C:/Users/Pedro/Desktop/ML_Nuclear_Data/Evaluated_Data\\neutrons/C012/endfb8.0/tables/xs/n-C012-MT001.endfb8.0\n", "INFO:root:EVALUATION: Converting MeV to eV...\n", "INFO:root:EVALUATION: Converting mb to b...\n", "INFO:root:EVALUATION: Finished. ENDF data contains 1338 datapoints.\n", "INFO:root:Extracting samples from dataframe.\n", "INFO:root:EXFOR extracted DataFrame has shape: (23562, 104)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kwargs = {\"nat_iso\":\"I\", \"one_hot\":False, \"alpha\":0.7, \"legend\":False, \"interpolate\":False, \n", " \"log_plot\":True, \"ref\":True}\n", "\n", "c_exfor_endf = exfor_utils.plot_exfor_w_references(df, 6, 12, 1, \n", " get_endf=True, \n", " error=True, \n", " save=True, \n", " path=figure_dir, \n", " figure_size=(18,8),\n", " **kwargs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tungsten-184(N,G) Cross Section" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "ExecuteTime": { "end_time": "2021-04-10T04:32:55.424374Z", "start_time": "2021-04-10T04:32:52.695581Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:EVALUATION: Extracting data from C:/Users/Pedro/Desktop/ML_Nuclear_Data/Evaluated_Data\\neutrons/W184/endfb8.0/tables/xs/n-W184-MT102.endfb8.0\n", "INFO:root:EVALUATION: Converting MeV to eV...\n", "INFO:root:EVALUATION: Converting mb to b...\n", "INFO:root:EVALUATION: Finished. ENDF data contains 34673 datapoints.\n", "INFO:root:Extracting samples from dataframe.\n", "INFO:root:EXFOR extracted DataFrame has shape: (202, 104)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kwargs = {\"nat_iso\":\"I\", \"one_hot\":False, \"alpha\":0.7, \"legend\":False, \"interpolate\":False, \n", " \"log_plot\":True, \"ref\":True}\n", "\n", "c_exfor_endf = exfor_utils.plot_exfor_w_references(df, 74, 184, 102, \n", " get_endf=True, \n", " error=True, \n", " save=True, \n", " path=figure_dir, \n", " figure_size=(18,8),\n", " **kwargs)" ] } ], "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 }