diff --git a/OFR_Analysis/20260910_SET02_EXP16/analysis.ipynb b/OFR_Analysis/20260910_SET02_EXP16/analysis.ipynb new file mode 100644 index 0000000..ee04694 --- /dev/null +++ b/OFR_Analysis/20260910_SET02_EXP16/analysis.ipynb @@ -0,0 +1,168 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "1cc3c304", + "metadata": {}, + "outputs": [], + "source": [ + "# Importing custom code\n", + "from defs.SMPS import OFRAnalyser\n", + "from defs.Helper import DATFile\n", + "from defs.OzoneMonitor import OzoneAnalyser\n", + "\n", + "# Importing required libraries\n", + "import numpy as np\n", + "from pathlib import Path\n", + "import pandas as pd\n", + "\n", + "# Importing libraries required for plotting and exporting\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.dates import DateFormatter, HourLocator\n", + "\n", + "# Setting style of figures and backend\n", + "import matplotlib\n", + "matplotlib.use('pgf')\n", + "plt.style.use(r'C:\\Users\\tschan_d\\Documents\\code\\.mplstyle')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a67c15f2", + "metadata": {}, + "outputs": [], + "source": [ + "# Configuring backend\n", + "\n", + "matplotlib.rcParams.update({'text.usetex': True,\n", + " 'pgf.rcfonts': False,\n", + " 'font.family': 'serif',\n", + " 'font.serif': [],\n", + " 'font.sans-serif': [],\n", + " 'font.size': 8,\n", + " 'legend.fontsize': 8,\n", + " 'xtick.labelsize': 8,\n", + " 'ytick.labelsize': 8,\n", + " 'pgf.texsystem': r'lualatex',\n", + " 'pgf.preamble': r'\\usepackage{unicode-math}' + \n", + " r'\\usepackage{accents}' + \n", + " r'\\usepackage{fontspec}' + \n", + " r'\\usepackage[T1]{fontenc}' +\n", + " r'\\usepackage{unicode-math}' +\n", + " r'\\setmainfont{STIX Two Text}' +\n", + " r'\\setmathfont{STIX Two Math}' + \n", + " r'\\usepackage{siunitx}' + \n", + " r'\\usepackage{mhchem}' + \n", + " r'\\newcommand{\\der}[1]{\\ensuremath{\\textnormal{d}\\,{#1}}}'})" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "429e1aed", + "metadata": {}, + "outputs": [], + "source": [ + "# Linking to the data\n", + "\n", + "# Specify the source file paths to for SMPS data\n", + "smps_analyser = OFRAnalyser(data_source_file = Path(r\"Z:\\Data\\SMPS\\processed\\2026\\09_September\\20260910\\20260910_aPinene_SOA.txt\"),\n", + " flow_source_file = Path(r\"Z:\\People\\David_Tschan\\OFR_SMPS\\flow_files\\20260910_SET02_EXP16_flow_file.txt\"),\n", + " smpl_number_list = range(1, 60),\n", + " on_time_interval=[pd.Timestamp('2026-09-10 15:42:00'), pd.Timestamp('2026-09-10 16:42:00')])\n", + "\n", + "# Specify the source file paths to the API O3 monitor data\n", + "ozon_analyser = OzoneAnalyser(file = DATFile(file = Path(r\"Z:\\Data\\API_O3\\2026\\09_September\\2026-09-10_14.43.47_PC14750_API_O3.dat\"), data_name = 'ozone'),\n", + " on_time_interval = [pd.Timestamp('2026-09-10 15:00:00'), pd.Timestamp('2026-09-04 17:12:00')])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "26333625", + "metadata": {}, + "outputs": [], + "source": [ + "# Reading in SMPS data and writing it to disk as a csv\n", + "smps_analyser.GetData()\n", + "smps_analyser.data.to_csv(path_or_buf = 'smps_data.csv', index = False)\n", + "\n", + "# Reading in the O3 data and writing it to disk as a csv\n", + "ozon_analyser.GetData()\n", + "ozon_analyser.file.data.to_csv(path_or_buf = 'ozone_data.csv', index = False)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "99c569ff", + "metadata": {}, + "outputs": [], + "source": [ + "# Creating figure\n", + "\n", + "fig = plt.figure(figsize=(8.8 / 2.54, 5 / 2.54))\n", + "ax_1 = plt.axes([0.2, 0.2, 0.6, 0.6], frameon=True)\n", + "ax_2 = plt.twinx(ax=ax_1)\n", + "\n", + "ax_1.plot(ozon_analyser.file.data['timestamp'], ozon_analyser.file.data['ozone'], color = 'red', linestyle = '-.',label=r'$\\chi_{\\ce{O3}}$')\n", + "ax_1.set_ylabel(r'Ozone mole fraction $\\chi_{\\ce{O3}}$ $(\\text{ppb})$')\n", + "\n", + "ax_2.step(smps_analyser.data['Starting Time (-)'], smps_analyser.data['Mass Production Rate (kg/s)'], color='blue', linestyle='-', label=r'$\\accentset{*}{m}$')\n", + "ax_2.set_ylabel(r'Mass flux $\\accentset{*}{m}$ $(\\unit{\\kilo\\gram\\per\\second})$')\n", + "\n", + "ax_1.vlines(ozon_analyser.on_time_interval, ymin=0, ymax=70000, colors='k', linestyles='--', linewidth=0.5)\n", + "ax_2.vlines(smps_analyser.on_time_interval, ymin=0, ymax=2E-07, colors='k', linestyles='-.', linewidth=0.5)\n", + "\n", + "ax_1.set_xlabel(r'Time $(-)$')\n", + "ax_1.xaxis.set_major_formatter(DateFormatter(r'%H:%M'))\n", + "ax_1.xaxis.set_major_locator(HourLocator())\n", + "ax_1.set_xlim([pd.Timestamp('2026-09-10 14:45:00'), pd.Timestamp('2026-09-10 18:15:00')])\n", + "\n", + "lines_1, labels_1 = ax_1.get_legend_handles_labels()\n", + "lines_2, labels_2 = ax_2.get_legend_handles_labels()\n", + "\n", + "ax_1.set_ylim([0, 70000])\n", + "#ax_2.set_ylim([0, 5E-09])\n", + "ax_2.set_yscale('log')\n", + "\n", + "ax_1.legend(lines_1 + lines_2, labels_1 + labels_2, loc='upper right')\n", + "\n", + "#plt.show()\n", + "plt.savefig(\"figure.pgf\", format='pgf', dpi=400)\n", + "plt.close()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "89951350", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "MA", + "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": "3.12.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/OFR_Analysis/20260910_SET02_EXP16/figure.pgf b/OFR_Analysis/20260910_SET02_EXP16/figure.pgf new file mode 100644 index 0000000..5f9a2c9 --- /dev/null +++ b/OFR_Analysis/20260910_SET02_EXP16/figure.pgf @@ -0,0 +1,1944 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Also ensure that all the required font packages are loaded; for instance, +%% the lmodern package is sometimes necessary when using math font. +%% \usepackage{lmodern} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. 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