{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# A Raster Union and More Example\n", "\n", "**Goal**: Plot all raster tiles within a radius of a site. \n", "**Bonus**: Plot all pit locations that fall in the same radius AND dem contours\n", "\n", "**Approach**: \n", "\n", "1. Get site location geometry\n", "2. Build a polygon of a circle of X meters radius centered on our pit\n", "3. Grab all raster tiles that intersect our circle, and union them as a tiff. \n", "4. Build a geopandas dataframe with the pits in the circle. \n", "5. Plot it!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Process\n", "### Step 1. Get our desired pit location from the SiteData table" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from snowexsql.db import get_db\n", "from snowexsql.data import ImageData, SiteData\n", "from rasterio.plot import show\n", "from sqlalchemy.sql import func\n", "import geoalchemy2.functions as gfunc\n", "from geoalchemy2.types import Raster\n", "from geoalchemy2.shape import to_shape\n", "import geopandas as gpd\n", "from snowexsql.conversions import raster_to_rasterio\n", "from snowexsql.conversions import points_to_geopandas, query_to_geopandas\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Pit Site Identifier of interest\n", "site_id = '5N19'\n", "\n", "# Distance around the pit to collect data in meters\n", "buffer_dist = 400\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", "datasets = []\n", "\n", "# Grab our sites details by site id\n", "q = session.query(SiteData).filter(SiteData.site_id==site_id)\n", "sites = q.all()\n", "\n", "# Grab the pit location from a single layer\n", "p = sites[0].geom\n", "\n", "# Convert the point to a pyshapely\n", "pit = to_shape(p)\n", "\n", "# Convert it to a geopandas dataframe for easy plotting \n", "df_pit = gpd.GeoSeries(pit)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Step 2. Create a circle with radius of 400m centered on our pit" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Create a polygon buffered by our distance centered on the pit\n", "q = session.query(gfunc.ST_Buffer(p, buffer_dist))\n", "buffered_pit = q.all()[0][0]\n", "\n", "# Convert to a shapely shapefile object \n", "circle = to_shape(buffered_pit)\n", "\n", "# Convert to a geopandas dataframe\n", "df_circle = gpd.GeoSeries(circle)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Step 3. Union all Bare Earth DEM tiles touching our buffer circle" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Grab the rasters, union them and convert them as tiff when done\n", "q = session.query(func.ST_AsTiff(func.ST_Union(ImageData.raster, type_=Raster)))\n", "\n", "# Only grab rasters that are the bare earth DEM from USGS\n", "q = q.filter(ImageData.type == 'DEM').filter(ImageData.observers=='USGS')\n", "\n", "# And grab rasters touching the circle\n", "q = q.filter(gfunc.ST_Intersects(ImageData.raster, buffered_pit))\n", "\n", "# Execute the query\n", "rasters = q.all()\n", "\n", "# Get the rasterio object of the raster\n", "dataset = raster_to_rasterio(session, rasters)[0]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Step 4. Grab all site locations in the circle" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Form a query for retrieving the sites that are within the circle\n", "q = session.query(SiteData.geom).filter(gfunc.ST_Within(SiteData.geom, buffered_pit))\n", "\n", "# Create a geopandas dataframe of SiteData geometry in the circle\n", "nearby_pits = query_to_geopandas(q, engine)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Step 5. Plot the dem, with the pits overlaid. " ] }, { "cell_type": "code", "execution_count": 8, "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": [ "# Create a single plot to add everything to\n", "fig, ax = plt.subplots(figsize=(8,8))\n", "\n", "# Plot the DEM \n", "img = show(dataset.read(1), ax=ax, transform=dataset.transform, cmap='terrain')\n", "\n", "# Plot the contours of the DEM (Just for kicks!) at 10m intervals\n", "show(dataset.read(1), contour=True, levels=[s for s in np.arange(3000, 4000, 10)], colors='dimgray', ax=ax, transform=dataset.transform)\n", "\n", "# Plot the circle as blue with slight transparency\n", "df_circle.plot(ax=ax, color='b', alpha=0.4, edgecolor='black')\n", "\n", "# Plot the nearby pits as purple triangles\n", "nearby_pits.plot(ax=ax, color='purple', marker='^', label='Nearby Pits', edgecolor='black', markersize=150)\n", "\n", "# Plot pit as a red triangle\n", "df_pit.plot(ax=ax, color='r', marker='^', label=site_id, edgecolor='black', markersize=150)\n", "\n", "# Don't use scientific notation on the axis ticks\n", "ax.ticklabel_format(style='plain', useOffset=False)\n", "\n", "# Add x/y labels, a title, a legend and avoid overlapping labels\n", "ax.set_xlabel('Easting [m]')\n", "ax.set_ylabel('Northing [m]')\n", "ax.set_title('Pit {} w/ {}m Radius Circle on USGS DEM'.format(site_id, buffer_dist))\n", "ax.legend()\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Close the dataset and end the database session\n", "dataset.close()\n", "session.close()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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 }