From 45da2964a53b66ac7c4db9c2a2122e08ad3962be Mon Sep 17 00:00:00 2001
From: Kasra Farmer <kasra.keshavarz1@ucalgary.ca>
Date: Wed, 4 Jun 2025 11:32:37 -0600
Subject: [PATCH 1/4] Adding Generic TIF dataset instructions

---
 extract-gis.sh | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/extract-gis.sh b/extract-gis.sh
index 3f73efd..82ed313 100755
--- a/extract-gis.sh
+++ b/extract-gis.sh
@@ -76,7 +76,7 @@ Script options:
                                    must be comma delimited float numbers between
                                    0 and 1; optional [defaults to every 5th quantile]
   -p, --prefix=STR                 Prefix  prepended to the output files
-  -b, --parsable                   Parsable SLURM message mainly used
+  -b, --parsable                   Parsable scheduler message mainly used
                                    for chained job submissions
   -c, --cache=DIR                  Path of the cache directory; optional
   -E, --email=STR                  E-mail when job starts, ends, and fails; optional
@@ -616,6 +616,10 @@ case "${geotiff,,}" in
     call_processing_func "$recipePath/nhm/nhm.sh"
     ;;
 
+  "generic-tif" | "generic_tif" | "tif" | "tiff" )
+    call_processing_func "$recipePath/generic_tif/generic_tif.sh"
+    ;;
+
   # dataset not included above
   *)
     echo "$(basename $0): missing/unknown dataset";

From eb05fee29e84d4b71e4ef2eb028cd881e741c846 Mon Sep 17 00:00:00 2001
From: Kasra Farmer <kasra.keshavarz1@ucalgary.ca>
Date: Wed, 4 Jun 2025 11:35:35 -0600
Subject: [PATCH 2/4] Adding Genertic TIF processing Workflow

---
 .../recipes/generic_tif/generic_tif.sh        | 350 ++++++++++++++++++
 1 file changed, 350 insertions(+)
 create mode 100755 var/repos/builtin/recipes/generic_tif/generic_tif.sh

diff --git a/var/repos/builtin/recipes/generic_tif/generic_tif.sh b/var/repos/builtin/recipes/generic_tif/generic_tif.sh
new file mode 100755
index 0000000..7043496
--- /dev/null
+++ b/var/repos/builtin/recipes/generic_tif/generic_tif.sh
@@ -0,0 +1,350 @@
+#!/bin/bash
+# GIS Data Processing Workflow
+# Copyright (C) 2023-2025, University of Calgary
+# Copyright (C) 2022, University of Saskatchewan
+#
+# This file is part of GIS Data Processing Workflow
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <http://www.gnu.org/licenses/>.
+
+# =========================
+# Credits and contributions
+# =========================
+# 1. Parts of the code are taken from https://www.shellscript.sh/tips/getopt/index.html
+# 2. General ideas of GeoTIFF subsetting are taken from https://github.com/CH-Earth/CWARHM
+#    developed mainly by Wouter Knoben (hence the header copyright credit). See the preprint
+#    at: https://www.essoar.org/doi/10.1002/essoar.10509195.1
+
+
+# ================
+# General comments
+# ================
+# * All variables are camelCased for distinguishing from function names;
+# * function names are all in lower_case with words seperated by underscore for legibility;
+# * shell style is based on Google Open Source Projects'
+#   Style Guide: https://google.github.io/styleguide/shellguide.html
+
+
+# ===============
+# Usage Functions
+# ===============
+short_usage() {
+  echo "usage: $(basename $0) -cio DIR -v var1[,var2[...]] [-r INT] [-se DATE] [-ln REAL,REAL] [-f PATH] [-F STR] [-t BOOL] [-a stat1[,stat2,[...]] [-q q1[,q2[...]]]] [-p STR] "
+}
+
+
+# argument parsing using getopt - WORKS ONLY ON LINUX BY DEFAULT
+parsedArguments=$( \
+  getopt --alternative \
+  --name "generic-tif" \
+  -o i:o:v:r:s:e:l:n:f:F:t:a:u:q:p:c:L: \
+  --long dataset-dir:,output-dir:,variable:, \
+  --long crs:,start-date:,end-date:,lat-lims:, \
+  --long lon-lims:,shape-file:,fid:, \
+  --long print-geotiff:,stat:,include-na:, \
+  --long quantile:,prefix:,cache:, \
+  --long lib-path: -- "$@" \
+)
+validArguments=$?
+if [ "$validArguments" != "0" ]; then
+  short_usage;
+  exit 1;
+fi
+
+# check if no options were passed
+if [ $# -eq 0 ]; then
+  echo "$(basename $0): ERROR! arguments missing";
+  exit 1;
+fi
+
+# check long and short options passed
+eval set -- "$parsedArguments"
+while :
+do
+  case "$1" in
+    -i | --dataset-dir)   geotiffDir="$2"      ; shift 2 ;; # required
+    -o | --output-dir)    outputDir="$2"       ; shift 2 ;; # required
+    -v | --variable)      variables="$2"       ; shift 2 ;; # required
+    -r | --crs)           crs="$2"             ; shift 2 ;; # required 
+    -s | --start-date)    startDate="$2"       ; shift 2 ;; # redundant - added for compatibility
+    -e | --end-date)      endDate="$2"         ; shift 2 ;; # redundant - added for compatibility
+    -l | --lat-lims)      latLims="$2"         ; shift 2 ;; # required - could be redundant
+    -n | --lon-lims)      lonLims="$2"         ; shift 2 ;; # required - could be redundant
+    -f | --shape-file)    shapefile="$2"       ; shift 2 ;; # required - could be redundant
+    -F | --fid)           fid="$2"             ; shift 2 ;; # optional
+    -t | --print-geotiff) printGeotiff="$2"    ; shift 2 ;; # required
+    -a | --stat)          stats="$2"           ; shift 2 ;; # optional
+    -u | --include-na)    includeNA="$2"       ; shift 2 ;; # required
+    -q | --quantile)      quantiles="$2"       ; shift 2 ;; # optional
+    -p | --prefix)        prefix="$2"          ; shift 2 ;; # optional
+    -c | --cache)         cache="$2"           ; shift 2 ;; # required
+    -L | --lib-path)      renvCache="$2"       ; shift 2 ;; # required
+
+    # -- means the end of the arguments; drop this, and break out of the while loop
+    --) shift; break ;;
+
+    # in case of invalid option
+    *)
+      echo "$(basename $0): ERROR! invalid option '$1'";
+      short_usage; exit 1 ;;
+  esac
+done
+
+# check if $ensemble is provided
+if [[ -n "$startDate" ]] || [[ -n "$endDate" ]]; then
+  echo "$(basename $0): ERROR! redundant argument (time extents) provided";
+  exit 1;
+fi
+
+# check the prefix if not set
+if [[ -z $prefix ]]; then
+  prefix="generic_"
+fi
+
+# parse comma-delimited variables
+IFS=',' read -ra variables <<< "${variables}"
+
+
+# =====================
+# Necessary Assumptions
+# =====================
+# TZ to be set to UTC to avoid invalid dates due to Daylight Saving
+alias date='TZ=UTC date'
+# expand aliases for the one stated above
+shopt -s expand_aliases
+
+# necessary hard-coded paths
+exactextractrCache="${renvCache}/exact-extract-env" # exactextractr renv cache path
+renvPackagePath="${renvCache}/renv_1.1.1.tar.gz" # renv_1.1.1 source path
+gistoolPath="$(dirname $0)/../../../../../" # gistool's path 
+
+
+# ==========================
+# Necessary Global Variables
+# ==========================
+
+
+# =================
+# Useful One-liners
+# =================
+# sorting a comma-delimited string of real numbers
+sort_comma_delimited () { IFS=',' read -ra arr <<< "$*"; echo ${arr[*]} | tr " " "\n" | sort -n | tr "\n" " "; }
+
+# log date format
+logDate () { echo "($(date +"%Y-%m-%d %H:%M:%S")) "; }
+
+
+# ================
+# Useful functions
+# ================
+
+#######################################
+# Extract ESRI Shapefile extents 
+#
+# Globals:
+#   lonLims: longitude limits in
+#	     lat/lon system
+#   latLims: latitude limits in
+#	     lat/lon system
+#
+# Arguments:
+#   shapefilePath: path to the ESRI
+#		   Shapefile
+#   destProj4: destination projection,
+#	       (optional)
+#
+# Outputs:
+#   one mosaiced (merged) GeoTIFF under
+#   the $destDir
+#######################################
+extract_shapefile_extents () {
+  # local variables
+  local shapefileExtents # ogrinfo output containing ESIR Shapefile extents
+  local leftBottomLims # left bottom coordinates (min lon, min lat)
+  local rightTopLims # top right coordinates (max lon, max lat)
+
+  # global variables
+  # - $sourceProj4
+
+  # reading arguments
+  local shapefilePath=$1
+  local destProj4=$2
+
+  # extract PROJ.4 string for $shapefilePath
+  # sourceProj4=$(ogrinfo -al -so "$shapefilePath" | grep -e "PROJ.4" 2>/dev/null)
+  sourceProj4=$(ogrinfo -al -so "$shapefilePath" | grep "PROJ\.4" | awk -F': ' '{print $2}')
+
+  # if $sourceProj4 is missing, assign EPSG:4326 as default value and warn
+  if [[ -z "$sourceProj4" ]]; then
+    sourceProj4="EPSG:4326"
+    echo "$(logDate)$(basename $0): WARNING! Assuming EPSG:4326 for the" \
+    		"input ESRI Shapefile to extract the extents"
+  fi
+
+  # if $destProj4 provided, reproject and extract extent in the new
+  # projection
+  if [[ -n $destProj4 && "$destProj4" != "$sourceProj4" ]]; then
+    # temporary shapefile's path
+    tempShapefile="${cache}/temp_reprojected.shp"
+
+    # reproject ESRI shapefile to $destProj4
+    ogr2ogr \
+      -s_srs "$sourceProj4" \
+      -t_srs "$destProj4" \
+      "${tempShapefile}" "${shapefilePath}";
+
+      #-f "ESRI Shapefile" \
+    # assign the path of the projected file as the $shapefilePath
+    shapefilePath="${tempShapefile}"
+  fi
+
+  # extract the shapefile extent
+  IFS=' ' read -ra shapefileExtents <<< "$(ogrinfo -so -al "$shapefilePath" | sed 's/[),(]//g' | grep Extent)"
+ 
+  # transform limits and assigning to relevant variables
+  IFS=' ' read -ra lowerLeftLims <<< $(echo "${shapefileExtents[@]:1:2}")
+  IFS=' ' read -ra upperRightLims <<< $(echo "${shapefileExtents[@]:4:5}")
+
+  # define $latLims and $lonLims from $shapefileExtents
+  lonLims="${lowerLeftLims[0]},${upperRightLims[0]}"
+  latLims="${lowerLeftLims[1]},${upperRightLims[1]}"
+}
+
+#######################################
+# subset GeoTIFFs
+#
+# Globals:
+#   latLims: comma-delimited latitude
+#            limits
+#   lonLims: comma-delimited longitude
+#            limits
+#   sourceProj4: the extents projection
+#
+# Arguments:
+#   sourceVrt: source vrt file
+#   destPath: destionation path (inclu-
+#	      ding file name)
+#
+# Outputs:
+#   one mosaiced (merged) GeoTIFF under
+#   the $destDir
+#######################################
+subset_geotiff () {
+  # local variables
+  local latMin
+  local latMax
+  local lonMin
+  local lonMax
+  local sortedLats
+  local sortedLons
+  # reading arguments
+  local sourceVrt="$1"
+  local destPath="$2"
+
+  # extracting minimum and maximum of latitude and longitude respectively
+  ## latitude
+  sortedLats=($(sort_comma_delimited "$latLims"))
+  latMin="${sortedLats[0]}"
+  latMax="${sortedLats[1]}"
+  ## longitude
+  sortedLons=($(sort_comma_delimited "$lonLims"))
+  lonMin="${sortedLons[0]}"
+  lonMax="${sortedLons[1]}"
+
+  # subset based on lat/lon in their given projection - flush to disk at 500MB
+  GDAL_CACHEMAX=500
+  gdal_translate --config GDAL_CACHEMAX 500 \
+    -co COMPRESS="DEFLATE" \
+    -co BIGTIFF="YES" \
+    -projwin "$lonMin" "$latMax" "$lonMax" "$latMin" "${sourceVrt}" "${destPath}" \
+    -projwin_srs "$rasterProj4" \
+    > /dev/null;
+}
+
+
+# ===============
+# Data Processing
+# ===============
+# Display info
+echo "$(logDate)$(basename $0): processing generic GeoTIFF(s)..."
+
+# Make the output directory
+echo "$(logDate)$(basename $0): creating output directory under $outputDir"
+mkdir -p "$outputDir" # making the output directory
+mkdir -p "$cache" # making the cache directory
+
+# Extracting the raster's projection info in `Proj4` format
+rasterProj4=$(gdalsrsinfo -o proj4 "${geotiffDir}${variables[0]}" | tr -d '[\n]')
+
+# If shapefile is provided extract the extents from it
+if [[ -n $shapefile ]]; then
+  # create latLims and lonLims variables specifying the limits of the ESRI Shapefile
+  extract_shapefile_extents "${shapefile}" "${rasterProj4}"
+else
+  sourceProj4="EPSG:4326"
+fi
+
+# Subset and produce stats if needed
+if [[ "$printGeotiff" == "true" ]]; then
+  echo "$(logDate)$(basename $0): subsetting GeoTIFFs under $outputDir"
+  for var in "${variables[@]}"; do
+    # Subset based on lat and lon values
+    subset_geotiff "${geotiffDir}/${var}" "${outputDir}/${prefix}${var}"
+  done
+fi
+
+## Make R renv project directory
+if [[ -n "$shapefile" ]] && [[ -n $stats ]]; then
+  echo "$(logDate)$(basename $0): Extracting stats under $outputDir"
+  mkdir -p "$cache/r-virtual-env/"
+  ## Make R renv in $cache
+  virtualEnvPath="$cache/r-virtual-env/"
+  cp "${gistoolPath}/etc/renv/renv.lock" "$virtualEnvPath"
+
+  ## Make the temporary directory for installing r packages
+  tempInstallPath="$cache/r-packages"
+  mkdir -p "$tempInstallPath"
+  export R_LIBS_USER="$tempInstallPath"
+
+  # Extract given stats for each variable
+  for var in "${variables[@]}"; do
+    varName="$(echo "$var" | cut -d '.' -f 1)"
+
+    ## Build renv and create stats
+    Rscript "${gistoolPath}/etc/scripts/stats.R" \
+      "$tempInstallPath" \
+      "$exactextractrCache" \
+      "$renvPackagePath" \
+      "$virtualEnvPath" \
+      "$virtualEnvPath" \
+      "${virtualEnvPath}/renv.lock" \
+      "${geotiffDir}/${var}" \
+      "$shapefile" \
+      "$outputDir/${prefix}stats_${varName}.csv" \
+      "$stats" \
+      "$includeNA" \
+      "$quantiles" \
+      "$fid" >> "${outputDir}/${prefix}stats_${varName}.log" 2>&1;
+  done
+fi
+
+# Remove unnecessary files 
+mkdir "$HOME/empty_dir" 
+echo "$(logDate)$(basename $0): deleting temporary files from $cache"
+rsync --quiet -aP --delete "$HOME/empty_dir/" "$cache"
+rm -r "$cache"
+echo "$(logDate)$(basename $0): temporary files from $cache are removed"
+echo "$(logDate)$(basename $0): results are produced under $outputDir"
+
+

From 5a3311d11a1c8d76be619222050223d1b1a5a729 Mon Sep 17 00:00:00 2001
From: Kasra Farmer <kasra.keshavarz1@ucalgary.ca>
Date: Wed, 4 Jun 2025 12:15:21 -0600
Subject: [PATCH 3/4] Initial README for this generic dataset

---
 .../builtin/recipes/generic_tif/README.md     | 35 +++++++++++++++++++
 1 file changed, 35 insertions(+)
 create mode 100644 var/repos/builtin/recipes/generic_tif/README.md

diff --git a/var/repos/builtin/recipes/generic_tif/README.md b/var/repos/builtin/recipes/generic_tif/README.md
new file mode 100644
index 0000000..be94461
--- /dev/null
+++ b/var/repos/builtin/recipes/generic_tif/README.md
@@ -0,0 +1,35 @@
+# `generic-tif` Geospatial Dataset
+In this file, the necessary technical details of the dataset is explained.
+
+## Location of the `generic-tif` Dataset Files
+This dataset can process any GeoTIFF file and is designed to handle those
+data bases without any specific structure. Current datasets that can be
+processed by this recipe along with their HPC locations are listed below.
+These paths can be used as values for the `--dataset-dir` argument:
+
+```console
+# UCalgary ARC Cluster
+/work/comphyd_lab/data/geospatial-data/hawaii_dem/3mDEM # High resolution Hawaii DEM
+/work/comphyd_lab/data/geospatial-data/iceland_dem # High resolution Iceland DEM
+/work/comphyd_lab/data/geospatial-data/baker_creek_dem # High resolution Baker Creek DEM
+/work/comphyd_lab/data/geospatial-data/wolf_creek_dem # High resolution Wolf Creek DEM
+/work/comphyd_lab/data/geospatial-data/marmot_creek_dem # High resolution Marmot Creek DEM
+```
+
+## Dataset Variables
+This variables of this dataset are detailed in the table below:
+
+|#      |Dataset Directory| Variable Name(s) (value for `--variables`)   |Description                            |Comments       |
+|-------|-----------------|----------------------------------------------|---------------------------------------|---------------|
+|1      |Hawaii DEM       |`Big_Island.tif`, `Kahoolawe.tif`, `Kauai_Puuwai.tif`, `Lanai.tif`, `Maui.tif`, `Molokai.tif`, `Oahu.tif`|High-resolution DEM of Hawaii islands|[^1] |
+|2      |Iceland DEM      |`merged_iceland_dem.tif`                      |High-resolution DEM of Iceland         |[^2]           |
+|3      |Baker Creek DEM  |`baker-creek-10m-DEM.tif`                     |10-m LiDAR DEM of the Baker Creek River Basin, NWT, Canada|[^3]|
+|4      |Wolf Creek DEM   |`wolf-creek-30m-DEM.tif`                      |30-m LiDAR DEM of the Wolf Creek River Basin, YT, Canada|[^4]|
+|5      |Marmot Creek DEM |`marmot-creek-8m-DEM.tif`                     |8-m LiDAR DEM of the Marmot Creek River Basin, AB, Canada|[^5]|
+
+
+[^1]: NOAA National Centers for Environmental Information (NCEI). (2021). Continuously Updated Digital Elevation Model (CUDEM) – Ninth Arc-Second Resolution Bathymetric-Topographic Tiles: Hawaii Data set (Tile Cluster 9428; fileIdentifier gov.noaa.ngdc.mgg.dem:299919). NOAA. Retrieved September 12, 2024, from https://noaa-nos-coastal-lidar-pds.s3.amazonaws.com/dem/NCEI_ninth_Topobathy_Hawaii_9428/index.html
+[^2]: National Land Survey of Iceland (Landmælingar Íslands). (2016). ÍslandsDEM v1.0 [Digital Elevation Model of Iceland, 10 m resolution]. License: CC BY 4.0. Available at https://atlas.lmi.is/dem or https://dem.lmi.is/mapview/?application=DEM.
+[^3]: Spence, C., Hedstrom, N. (2018). Baker Creek Research Catchment Hydrometeorological and Hydrological Data. Federated Research Data Repository. https://doi.org/10.20383/101.026
+[^4]: Rasouli, K., Pomeroy, J. W., Janowicz, J. R., Williams, T. J., & Carey, S. K. (2019). A long-term hydrometeorological dataset (1993–2014) of a northern mountain basin: Wolf Creek Research Basin, Yukon Territory, Canada. Earth System Science Data, 11(1), 89-100, https://doi.org/10.5194/essd-11-89-2019
+[^5]: Fang, X., Pomeroy, J. W., DeBeer, C. M., Harder, P., and Siemens, E. (2019). Hydrometeorological data from Marmot Creek Research Basin, Canadian Rockies. Earth Syst. Sci. Data, 11, 455–471, https://doi.org/10.5194/essd-11-455-2019.

From 6fbd02839178ec3ea5614c501e91d457927f154d Mon Sep 17 00:00:00 2001
From: Kasra Farmer <kasra.keshavarz1@ucalgary.ca>
Date: Wed, 4 Jun 2025 13:22:19 -0600
Subject: [PATCH 4/4] Documentation for Generic TIF dataset

---
 docs/datasets.rst            |  6 +++
 docs/index.rst               |  3 +-
 docs/scripts/generic-tif.rst | 92 ++++++++++++++++++++++++++++++++++++
 3 files changed, 100 insertions(+), 1 deletion(-)
 create mode 100644 docs/scripts/generic-tif.rst

diff --git a/docs/datasets.rst b/docs/datasets.rst
index 8572f98..1c246bf 100644
--- a/docs/datasets.rst
+++ b/docs/datasets.rst
@@ -59,6 +59,11 @@ The following table lists available datasets, their DOI, and provides links to s
      - Not Applicable (N/A)
      - 4326
      - 10.1002/2013MS000293
+   * - 8
+     - Generic TIF Files
+     - Any
+     - Any
+     - Multiple
 
 
 ---------------------
@@ -75,4 +80,5 @@ Detailed Descriptions
    scripts/modis.rst
    scripts/soil_class.rst
    scripts/soil_grids.rst
+   scripts/generic-tif.rst
 
diff --git a/docs/index.rst b/docs/index.rst
index b31748c..d4a2e8c 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -117,15 +117,16 @@ documentation!
    :maxdepth: 2
    :caption: User Manual
 
-   index
    quick_start
    json
 
+.. toctree::
    :maxdepth: 3
    :caption: Datasets
 
    datasets
 
+.. toctree::
    :maxdepth: 1
    :caption: License
 
diff --git a/docs/scripts/generic-tif.rst b/docs/scripts/generic-tif.rst
new file mode 100644
index 0000000..b3487af
--- /dev/null
+++ b/docs/scripts/generic-tif.rst
@@ -0,0 +1,92 @@
+``generic-tif`` Geospatial Dataset
+==================================
+
+In this file, the necessary technical details of the dataset is
+explained.
+
+Location of the ``generic-tif`` Dataset Files
+---------------------------------------------
+
+This dataset can process any GeoTIFF file and is designed to handle
+those data bases without any specific structure. Current datasets that
+can be processed by this recipe along with their HPC locations are
+listed below. These paths can be used as values for the
+``--dataset-dir`` argument:
+
+.. code:: console
+
+   # UCalgary ARC Cluster
+   /work/comphyd_lab/data/geospatial-data/hawaii_dem/3mDEM # High resolution Hawaii DEM
+   /work/comphyd_lab/data/geospatial-data/iceland_dem # High resolution Iceland DEM
+   /work/comphyd_lab/data/geospatial-data/baker_creek_dem # High resolution Baker Creek DEM
+   /work/comphyd_lab/data/geospatial-data/wolf_creek_dem # High resolution Wolf Creek DEM
+   /work/comphyd_lab/data/geospatial-data/marmot_creek_dem # High resolution Marmot Creek DEM
+
+Dataset Variables
+-----------------
+
+This variables of this dataset are detailed in the table below:
+
++---+-----------+-----------------------------+---------------------+----------+
+| # | Dataset   | Variable Name(s) (value for | Description         | Comments |
+|   | Directory | ``--variables``)            |                     |          |
++===+===========+=============================+=====================+==========+
+| 1 | Hawaii    | ``Big_Island.tif``,         | High-resolution DEM |  [1]_    |
+|   | DEM       | ``Kahoolawe.tif``,          | of Hawaii islands   |          |
+|   |           | ``Kauai_Puuwai.tif``,       |                     |          |
+|   |           | ``Lanai.tif``,              |                     |          |
+|   |           | ``Maui.tif``,               |                     |          |
+|   |           | ``Molokai.tif``,            |                     |          |
+|   |           | ``Oahu.tif``                |                     |          |
++---+-----------+-----------------------------+---------------------+----------+
+| 2 | Iceland   | ``merged_iceland_dem.tif``  | High-resolution DEM |  [2]_    |
+|   | DEM       |                             | of Iceland          |          |
++---+-----------+-----------------------------+---------------------+----------+
+| 3 | Baker     | ``baker-creek-10m-DEM.tif`` | 10-m LiDAR DEM of   |  [3]_    |
+|   | Creek DEM |                             | the Baker Creek     |          |
+|   |           |                             | River Basin, NWT,   |          |
+|   |           |                             | Canada              |          |
++---+-----------+-----------------------------+---------------------+----------+
+| 4 | Wolf      | ``wolf-creek-30m-DEM.tif``  | 30-m LiDAR DEM of   |  [4]_    |
+|   | Creek DEM |                             | the Wolf Creek      |          |
+|   |           |                             | River Basin, YT,    |          |
+|   |           |                             | Canada              |          |
++---+-----------+-----------------------------+---------------------+----------+
+| 5 | Marmot    | ``marmot-creek-8m-DEM.tif`` | 8-m LiDAR DEM of    |  [5]_    |
+|   | Creek DEM |                             | the Marmot Creek    |          |
+|   |           |                             | River Basin, AB,    |          |
+|   |           |                             | Canada              |          |
++---+-----------+-----------------------------+---------------------+----------+
+
+.. [1]
+   NOAA National Centers for Environmental Information (NCEI). (2021).
+   Continuously Updated Digital Elevation Model (CUDEM) – Ninth
+   Arc-Second Resolution Bathymetric-Topographic Tiles: Hawaii Data set
+   (Tile Cluster 9428; fileIdentifier gov.noaa.ngdc.mgg.dem:299919).
+   NOAA. Retrieved September 12, 2024, from
+   https://noaa-nos-coastal-lidar-pds.s3.amazonaws.com/dem/NCEI_ninth_Topobathy_Hawaii_9428/index.html
+
+.. [2]
+   National Land Survey of Iceland (Landmælingar Íslands). (2016).
+   ÍslandsDEM v1.0 [Digital Elevation Model of Iceland, 10 m
+   resolution]. License: CC BY 4.0. Available at
+   https://atlas.lmi.is/dem or
+   https://dem.lmi.is/mapview/?application=DEM.
+
+.. [3]
+   Spence, C., Hedstrom, N. (2018). Baker Creek Research Catchment
+   Hydrometeorological and Hydrological Data. Federated Research Data
+   Repository. https://doi.org/10.20383/101.026
+
+.. [4]
+   Rasouli, K., Pomeroy, J. W., Janowicz, J. R., Williams, T. J., &
+   Carey, S. K. (2019). A long-term hydrometeorological dataset
+   (1993–2014) of a northern mountain basin: Wolf Creek Research Basin,
+   Yukon Territory, Canada. Earth System Science Data, 11(1), 89-100,
+   https://doi.org/10.5194/essd-11-89-2019
+
+.. [5]
+   Fang, X., Pomeroy, J. W., DeBeer, C. M., Harder, P., and Siemens, E.
+   (2019). Hydrometeorological data from Marmot Creek Research Basin,
+   Canadian Rockies. Earth Syst. Sci. Data, 11, 455–471,
+   https://doi.org/10.5194/essd-11-455-2019.