{ "cells": [ { "cell_type": "markdown", "id": "a4c01de0-6483-4190-9ce9-63b6d750c3d6", "metadata": {}, "source": [ "# Load, plot, and metadata storage\n", "\n", "This example demonstrates how to:\n", "\n", "- Load size-resolved ELPI data (`Aerosol2D`)\n", "- Plot the data quickly with `plot_timeseries`\n", "- Inspect metadata stored from the loaded data" ] }, { "cell_type": "code", "execution_count": 1, "id": "b1fb6cb2-fa34-47bb-a938-fcbebed5e234", "metadata": {}, "outputs": [], "source": [ "import aerosoltools as at;" ] }, { "cell_type": "markdown", "id": "d43e7e26-498b-40e0-b02b-f3cc86c49acc", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "Next we import the ELPI data via the Load function. The filename variable should give the path and filename of the relevant dataset." ] }, { "cell_type": "code", "execution_count": 2, "id": "f0523ddf-e666-4b3f-b3cf-e2ce8d1635db", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "################# Warning! #################\n", " Density ≠ 1.0 assumed \n", " Bin edges estimated via geometric means \n", "###########################################\n" ] } ], "source": [ "filename = r\"..\\..\\tests\\data\\Sample_ELPI.txt\"\n", "ELPI_data = at.Load_ELPI_file(filename);" ] }, { "cell_type": "markdown", "id": "555e6d8a-4ae0-4809-8bf9-7673415a7705", "metadata": {}, "source": [ "The data is now loaded and can be treated or plotted directly. \n", "\n", "A quick way to visualize the data is via a timeseries plot, which can be done with a single line of code, as seen below.\n", "Here it is important to note, that the keyword y_3d is used to give a lower bound of 1 for the logarithmic colorbar. This was needed as some concentrations were reported as 0, which cannot be shown on a log scale. " ] }, { "cell_type": "code", "execution_count": 3, "id": "c55ffb5c-0179-4bd5-b87d-e6e395583a52", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ELPI_data.plot_timeseries(y_3d=(1,0));" ] }, { "cell_type": "markdown", "id": "4048b82f-d7cf-4225-a106-78f93824a4c1", "metadata": {}, "source": [ "## Check Various metadata" ] }, { "cell_type": "markdown", "id": "03729a74-82f3-46bd-8795-5135e34189f9", "metadata": {}, "source": [ "We can also check various metadata loaded directly from the elpi data file" ] }, { "cell_type": "code", "execution_count": 4, "id": "b1c814be-44c7-4dfe-bffa-c8f1bbec8790", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cm⁻³\n" ] } ], "source": [ "# We can check the unit of the data. \n", "# All load functions return number concentration data also if the original data file was in a different mode\n", "print(ELPI_data.unit)" ] }, { "cell_type": "code", "execution_count": 5, "id": "0e8ca87f-52fb-4a54-bb70-940d3e6df7fe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dN\n" ] } ], "source": [ "# We can check the data type\n", "print(ELPI_data.dtype)" ] }, { "cell_type": "code", "execution_count": 6, "id": "446fc074-bf57-4913-a923-61d7c2365b9d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ELPI\n" ] } ], "source": [ "# We can ensure that the correct instrument was stored\n", "print(ELPI_data.instrument)" ] }, { "cell_type": "code", "execution_count": null, "id": "554aff54-34b9-4cdd-8c99-7d272ae0e9ac", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.14\n" ] } ], "source": [ "# We can check the density of the datafile, which should always be given in g/cm3\n", "print(ELPI_data.density)" ] }, { "cell_type": "markdown", "id": "07f4efa2", "metadata": {}, "source": [ "A lot of data can be stored in the metadata. Metadata is stored in a dictionary, where all values can be accesseed via their respective keys. The available keys within the current metadata of an object can be shown as:" ] }, { "cell_type": "code", "execution_count": 9, "id": "62cbfc79", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Date',\n", " 'Time',\n", " 'Location',\n", " 'Description',\n", " 'Operator/run',\n", " 'Cleaned',\n", " 'Sampled',\n", " 'UnitNo',\n", " 'FlowRate',\n", " 'D50values(um)',\n", " 'Pressure(kPa)',\n", " 'ResTime',\n", " 'DiffLossFit',\n", " 'FilterLow(um)',\n", " 'FilterCal',\n", " 'ChargerSetup',\n", " 'ChargerI(uA)',\n", " 'ChargerU(kV)',\n", " 'TrapU(V)',\n", " 'Efficiency(Dp/mult/exp)',\n", " 'VersionNo',\n", " 'DelimiterChar',\n", " 'RawData',\n", " 'StokesDp',\n", " 'density',\n", " 'bin_edges',\n", " 'bin_mids',\n", " 'instrument',\n", " 'serial_number',\n", " 'dtype',\n", " 'unit']" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(ELPI_data.metadata)" ] } ], "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }