{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Examining SMP Profiles with Graupel\n", "\n", "**Goal**: See if we can see graupel in SMP profiles at a pit with known graupel layer\n", "\n", "**Approach**:\n", "\n", "1. Using a site location, retrieve all SMP profiles\n", "2. Grab the graupel layer information from the hand_hardness profile\n", "3. Plot all SMP locations with the Pit location as well.\n", "4. Plot the SMP profiles and high light where graupel was mentioned in the hand hardness profiles comments\n", "\n", "\n", "## Process\n", "\n", "### Step 1. Grab the SMP profiles and convert to a dataframe" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from snowexsql.data import LayerData, SiteData\n", "from snowexsql.conversions import query_to_geopandas\n", "from snowexsql.db import get_db\n", "import geopandas as gpd\n", "import matplotlib.pyplot as plt \n", "import numpy as np\n", "\n", "# Site ID we know had graupel\n", "site = '5S21'\n", "\n", "# Connect to the database we made.\n", "db_name = 'db.snowexdata.org/snowex'\n", "engine, session = get_db(db_name, credentials='./credentials.json')\n", "\n", "# Query the database looking at SMP profiles at our site\n", "qry = session.query(LayerData).filter(LayerData.type == 'force').filter(LayerData.site_id.contains(site))\n", "\n", "# Convert SMP profiles to geopandas dataframe\n", "df = query_to_geopandas(qry, engine)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Step 2. Grab the hand hardness profile to highlight the graupel layer" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Graupel Layer is between -28.0 - -30.0 cm below surface a site 5S21\n", "Notes on the Graupel Layer: \"Graupel layer, 6mm graupel\"\n", "\n" ] } ], "source": [ "# Grab hand hardness profiles at our site only\n", "qry = session.query(LayerData).filter(LayerData.type == 'hand_hardness')\n", "qry = qry.filter(LayerData.site_id == site)\n", "\n", "# Convert the results to a dataframe\n", "hh = query_to_geopandas(qry, engine)\n", "\n", "# Find the word graupel in the comments\n", "qry = qry.filter(LayerData.comments.contains('graupel'))\n", "graupel = query_to_geopandas(qry, engine).iloc[0]\n", "\n", "# Get the distance below surface to use with SMP data \n", "graupel['depth'] = graupel['depth'] - (hh['depth'].max())\n", "graupel['bottom_depth'] = graupel['bottom_depth'] - hh['depth'].max()\n", "\n", "print(\"Graupel Layer is between {} - {} cm below surface a site {}\".format(graupel['depth'], graupel['bottom_depth'], site))\n", "print('Notes on the Graupel Layer: \"{}\"'.format(graupel['comments']))\n", "print('')\n", "\n", "# Close the geoalchemy2 session\n", "session.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "### Step 3. Plot all the profile locations to see if the data looks like 2 cardinally aligned transects tyring to show acquisition order\n", "SMP profiles were taken in transects aligned with cardinal directions. Lets see if thats what we have.\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot SMP profile locations with colored by the time they were taken using upside down triangles\n", "ax = df.plot(column='time', cmap='jet', marker='v', label='SMP', figsize=(5,5), markersize=100, edgecolor='black')\n", "\n", "# Plot pit location as a magenta square\n", "ax.plot(graupel.easting, graupel.northing, markeredgecolor='black', color='magenta', marker='s', markersize=15, label='Pit ({})'.format(site))\n", "\n", "# Add important labels\n", "ax.set_xlabel('Easting [m]')\n", "ax.set_ylabel('Northing [m]')\n", "plt.suptitle('SMP Locations at Site {} Showing Acquisition Order'.format(site), fontsize=16)\n", "\n", "# Avoid using Scientific notation for coords.\n", "ax.ticklabel_format(style='plain', useOffset=False)\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Step 4. Plot the SMP profiles highlighting the Graupel layer" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [ "nbsphinx-gallery", "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# No profile is taken at the same time, so we grab all the unique times and sort them\n", "times = sorted(df['time'].unique())\n", "\n", "\n", "# Create a grid of plots thats 4 wide and nrows\n", "xlims = (0,2)\n", "ylims = (-50, 0)\n", "\n", "cols = 4\n", "rows = int(np.ceil(len(times) / cols))\n", "\n", "fig, axes = plt.subplots(rows, cols, figsize=(2 * cols, 2 * rows))\n", "\n", "\n", "# Loop through all the positions in the plot and plot smp data\n", "for ii in range(rows):\n", " for jj in range(cols):\n", " ax = axes[ii][jj]\n", " \n", " # Build an index for the times which is 1 x rows*cols\n", " z = ii * cols + jj\n", " \n", " # We may not have an even match between the grid and the times so make sure we don't over index\n", " if z < len(times):\n", " \n", " # Subset all our data to the current time \n", " t = times[z]\n", " ind = df['time'] == t\n", " data = df.loc[ind].copy()\n", "\n", " # The data returned from the database is not always in order so sort the data according to the depth\n", " data = data.sort_values(by='depth')\n", "\n", " # All values in the Layer Data are stored as strings, so convert the data to float\n", " data['value'] = data['value'].astype(float)\n", "\n", " # Highlight the graupel layer boundaries as defined by the layer in hand hardness\n", " ax.axhline(graupel['depth'], color='orange')\n", " ax.axhline(graupel['bottom_depth'], color='orange')\n", " \n", " ax.fill_between(xlims, graupel['bottom_depth'], graupel['depth'], color='orange', alpha=0.1)\n", "\n", " # Plot the profile vertically with a black border and blue fill\n", " ax.plot(data['value'], data['depth'], color='dimgrey', linewidth=1)\n", " ax.fill_betweenx(data['depth'], data['value'], color='lightsteelblue')\n", "\n", " ##### Plot Labeling ######\n", " \n", " # Only give the first column a y axis\n", " if jj != 0:\n", " ax.yaxis.set_visible(False)\n", " else:\n", " ax.set_ylabel('Depth (cm)')\n", " \n", " # Only give the bottom row a axis label\n", " if ii == cols:\n", " ax.set_xlabel('Force (N)')\n", " \n", " # Set our plot limits\n", " ax.set_xlim(xlims)\n", " ax.set_ylim(ylims)\n", " \n", " else:\n", " # if the index is over the times, then we have no data, turn off the plot\n", " ax.axis('off')\n", "\n", "# Add a title over all the figures\n", "fig.suptitle('SMP Profiles higlighting a graupel layer at Site {}\\n{}'.format(site, df['date'].max()).title(), fontsize=16)\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 }