{ "cells": [ { "cell_type": "markdown", "id": "24700c23", "metadata": {}, "source": [ "# Correlation between instruments\n", "\n", "This example illustrates how to:\n", "\n", "- Load data from two different instruments (NanoScan)\n", "- Generate a correlation plot for the two instruments" ] }, { "cell_type": "code", "execution_count": 1, "id": "38f8fc1a", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import aerosoltools as at" ] }, { "cell_type": "markdown", "id": "4638579d", "metadata": {}, "source": [ "## Load the two NS datasets" ] }, { "cell_type": "code", "execution_count": 2, "id": "49d55e32", "metadata": {}, "outputs": [], "source": [ "ns_file1 = r\"..\\..\\tests\\data\\Combine_example_NS.csv\"\n", "ns_file2 = r\"..\\..\\tests\\data\\Correlation_example_NS2.csv\"\n", "\n", "ns1 = at.Load_NS_file(ns_file1, extra_data =True)\n", "ns2 = at.Load_NS_file(ns_file2, extra_data =True)" ] }, { "cell_type": "markdown", "id": "4f7ed6a7", "metadata": {}, "source": [ "## Generate a correlation plot\n", "\n", "It is often relevant to consider offsets between two instruments, which is usually done by measuring particle concentrations in parallel for a specific time before experiments. The total concentrations reported by the two instruments are then compared on a time by time basis, to assess their differences in reported particle levels." ] }, { "cell_type": "code", "execution_count": 3, "id": "ac7e9006", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
, )" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Parallel_measurement_start = \"2023-10-23 13:27:00\"\n", "Parallel_measurement_end = \"2023-10-24 7:00:00\"\n", "\n", "at.Plot_correlation(ns1,ns2,start_time = Parallel_measurement_start,end_time = Parallel_measurement_end,match=\"nearest\",tolerance=\"45s\")" ] }, { "cell_type": "markdown", "id": "3a32e416", "metadata": {}, "source": [ "## Correlating different metrics and with different settings\n", "\n", "The `Plot_correlation` function can be used to compare any columns appearing in both datasets for instance a specific size bin, such as \"36.5\" - as can be found via list(ns1.data), listing all column names in the main data. In addition the fitting procedure can be set to minimize influence from outliers.\n", "\n", "In the plot below, the two instruments are matched not only within the parallel measurement period, which is why a less clear correlation is observed." ] }, { "cell_type": "code", "execution_count": 6, "id": "a9d90f63", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
, )" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "at.Plot_correlation(ns1,ns2,column=\"36.5\",match=\"nearest\",tolerance=\"45s\",intercept=False, outlier_influence=False)" ] }, { "cell_type": "markdown", "id": "c99b60dd", "metadata": {}, "source": [ "Correlation may also be performed for parameters in the extra_data. The correlation plot will look for column names both in the main DataFrame and in the extra_data Dataframe." ] }, { "cell_type": "code", "execution_count": 13, "id": "5d1af740", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Median (nm)',\n", " 'Mean (nm)',\n", " 'Geo Mean (nm)',\n", " 'Mode (nm)',\n", " 'GSD',\n", " 'Particle Density (g/cc)',\n", " 'Firmware Version',\n", " 'Status']" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(ns1.extra_data) # column names in the extra_data" ] }, { "cell_type": "code", "execution_count": 12, "id": "e569359a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
, )" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "at.Plot_correlation(ns1,ns2,column=\"Median (nm)\",match=\"nearest\",tolerance=\"45s\",intercept=False, outlier_influence=False)" ] } ], "metadata": { "kernelspec": { "display_name": "aerosoltools-dev", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }