{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Comparing SSA Instruments\n", "\n", "**Goal**: Find colocated SSA measurements with more than one instrument and compare by plotting, this is replicating the plot found in the \n", "meta.pdf that came with the data\n", "\n", "**Approach**:\n", "\n", "1. Find all sites with SSA data \n", "2. Isolate the sites with multiple SSA instruments \n", "3. Plot each site with all its instruments we found\n", "\n", "\n", "## Process\n", "\n", "### Step 1: Find all the Sites that have SSA Data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from snowexsql.db import get_db\n", "from snowexsql.data import LayerData, PointData\n", "from snowexsql.conversions import points_to_geopandas, query_to_geopandas\n", "\n", "import geoalchemy2.functions as gfunc\n", "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "# Connect to the database\n", "db_name = 'db.snowexdata.org/snowex'\n", "\n", "engine, session = get_db(db_name, credentials='./credentials.json')\n", "\n", "# Grab all the equivalent diameter profiles\n", "qry = session.query(LayerData).filter(LayerData.type == 'specific_surface_area')\n", "\n", "df = query_to_geopandas(qry, engine)\n", "\n", "# End our database session to avoid hanging transactions\n", "session.close()\n", "\n", "# Grab all the sites with equivalent diameter data (set reduces a list to only its unique entries)\n", "sites = df['site_id'].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Step 2: Isolate all the Sites with Multiple SSA Instruments" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Store all site names that have mulitple SSA instruments\n", "multi_instr_sites = []\n", "instruments = []\n", "\n", "for site in sites:\n", "\n", " # Grab all the layers associated to this site\n", " site_data = df.loc[df['site_id'] == site]\n", "\n", " # Do a set on all the instruments used here\n", " instruments_used = site_data['instrument'].unique()\n", "\n", " if len(instruments_used) > 1:\n", " multi_instr_sites.append(site)\n", "\n", "# Get a unqique list of SSA instruments that were colocated\n", "instruments = df['instrument'].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Step 3: Plot all SSA profiles at all Multi-Instrumented Sites" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [ "nbsphinx-thumbnail", "nbsphinx-gallery" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Setup the subplot for each site for each instrument\n", "fig, axes = plt.subplots(1, len(multi_instr_sites), figsize=(4*len(multi_instr_sites), 8))\n", "\n", "# Establish plot colors unique to the instrument\n", "c = ['k', 'm', 'c']\n", "colors = {inst:c[i] for i,inst in enumerate(instruments)}\n", "\n", "# Loop over all the multi-instrument sites \n", "for i, site in enumerate(multi_instr_sites):\n", " \n", " # Grab the plot for this site\n", " ax = axes[i]\n", " \n", " # Loop over all the instruments at this site\n", " for instr in instruments:\n", "\n", " # Grab our profile by site and instrument\n", " ind = df['site_id'] == site \n", " ind2 = df['instrument'] == instr\n", " profile = df.loc[ind & ind2].copy()\n", "\n", " # Don't plot it unless there is data\n", " if len(profile.index) > 0:\n", " \n", " # Sort by depth so samples that are take out of order won't mess up the plot\n", " profile = profile.sort_values(by='depth')\n", " \n", " # Layer profiles are always stored as strings. \n", " profile['value'] = profile['value'].astype(float)\n", " \n", " # Plot our profile\n", " ax.plot(profile['value'], profile['depth'], colors[instr], label=instr)\n", " \n", " # Labeling and plot style choices\n", " ax.legend()\n", " ax.set_xlabel('SSA [kg/m^2]')\n", " ax.set_ylabel('Depth [cm]')\n", " ax.set_title('Site {}'.format(site.upper()))\n", " \n", " # Set the x limits to show more detail\n", " ax.set_xlim((8, 75))\n", " \n", "plt.tight_layout()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 4 }